{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Chapter 8 – Dimensionality Reduction**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains all the sample code and solutions to the exercises in chapter 8._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", "
\n", " \"Open\n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This project requires Python 3.7 or above:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "\n", "assert sys.version_info >= (3, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It also requires Scikit-Learn ≥ 1.0.1:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from packaging import version\n", "import sklearn\n", "\n", "assert version.parse(sklearn.__version__) >= version.parse(\"1.0.1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we did in previous chapters, let's define the default font sizes to make the figures prettier:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.rc('font', size=14)\n", "plt.rc('axes', labelsize=14, titlesize=14)\n", "plt.rc('legend', fontsize=14)\n", "plt.rc('xtick', labelsize=10)\n", "plt.rc('ytick', labelsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And let's create the `images/dim_reduction` folder (if it doesn't already exist), and define the `save_fig()` function which is used through this notebook to save the figures in high-res for the book:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "IMAGES_PATH = Path() / \"images\" / \"dim_reduction\"\n", "IMAGES_PATH.mkdir(parents=True, exist_ok=True)\n", "\n", "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\", resolution=300):\n", " path = IMAGES_PATH / f\"{fig_id}.{fig_extension}\"\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format=fig_extension, dpi=resolution)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This chapter starts with several figures to explain the concepts of PCA and Manifold Learning. Below is the code to generate these figures. You can skip directly to the [Principal Components](#Principal-Components) section below if you want." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's generate a small 3D dataset. It's an oval shape, rotated in 3D space, with points distributed unevenly, and with quite a lot of noise:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# extra code\n", "\n", "import numpy as np\n", "from scipy.spatial.transform import Rotation\n", "\n", "m = 60\n", "X = np.zeros((m, 3)) # initialize 3D dataset\n", "np.random.seed(42)\n", "angles = (np.random.rand(m) ** 3 + 0.5) * 2 * np.pi # uneven distribution\n", "X[:, 0], X[:, 1] = np.cos(angles), np.sin(angles) * 0.5 # oval\n", "X += 0.28 * np.random.randn(m, 3) # add more noise\n", "X = Rotation.from_rotvec([np.pi / 29, -np.pi / 20, np.pi / 4]).apply(X)\n", "X += [0.2, 0, 0.2] # shift a bit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the 3D dataset, with the projection plane." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–2\n", "\n", "import matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=2)\n", "X2D = pca.fit_transform(X) # dataset reduced to 2D\n", "X3D_inv = pca.inverse_transform(X2D) # 3D position of the projected samples\n", "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "\n", "axes = [-1.4, 1.4, -1.4, 1.4, -1.1, 1.1]\n", "x1, x2 = np.meshgrid(np.linspace(axes[0], axes[1], 10),\n", " np.linspace(axes[2], axes[3], 10))\n", "w1, w2 = np.linalg.solve(Vt[:2, :2], Vt[:2, 2]) # projection plane coefs\n", "z = w1 * (x1 - pca.mean_[0]) + w2 * (x2 - pca.mean_[1]) - pca.mean_[2] # plane\n", "X3D_above = X[X[:, 2] >= X3D_inv[:, 2]] # samples above plane\n", "X3D_below = X[X[:, 2] < X3D_inv[:, 2]] # samples below plane\n", "\n", "fig = plt.figure(figsize=(9, 9))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "# plot samples and projection lines below plane first\n", "ax.plot(X3D_below[:, 0], X3D_below[:, 1], X3D_below[:, 2], \"ro\", alpha=0.3)\n", "for i in range(m):\n", " if X[i, 2] < X3D_inv[i, 2]:\n", " ax.plot([X[i][0], X3D_inv[i][0]],\n", " [X[i][1], X3D_inv[i][1]],\n", " [X[i][2], X3D_inv[i][2]], \":\", color=\"#F88\")\n", "\n", "ax.plot_surface(x1, x2, z, alpha=0.1, color=\"b\") # projection plane\n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"b+\") # projected samples\n", "ax.plot(X3D_inv[:, 0], X3D_inv[:, 1], X3D_inv[:, 2], \"b.\")\n", "\n", "# now plot projection lines and samples above plane\n", "for i in range(m):\n", " if X[i, 2] >= X3D_inv[i, 2]:\n", " ax.plot([X[i][0], X3D_inv[i][0]],\n", " [X[i][1], X3D_inv[i][1]],\n", " [X[i][2], X3D_inv[i][2]], \"r--\")\n", "\n", "ax.plot(X3D_above[:, 0], X3D_above[:, 1], X3D_above[:, 2], \"ro\")\n", "\n", "def set_xyz_axes(ax, axes):\n", " ax.xaxis.set_rotate_label(False)\n", " ax.yaxis.set_rotate_label(False)\n", " ax.zaxis.set_rotate_label(False)\n", " ax.set_xlabel(\"$x_1$\", labelpad=8, rotation=0)\n", " ax.set_ylabel(\"$x_2$\", labelpad=8, rotation=0)\n", " ax.set_zlabel(\"$x_3$\", labelpad=8, rotation=0)\n", " ax.set_xlim(axes[0:2])\n", " ax.set_ylim(axes[2:4])\n", " ax.set_zlim(axes[4:6])\n", "\n", "set_xyz_axes(ax, axes)\n", "ax.set_zticks([-1, -0.5, 0, 0.5, 1])\n", "\n", "save_fig(\"dataset_3d_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–3\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1, aspect='equal')\n", "ax.plot(X2D[:, 0], X2D[:, 1], \"b+\")\n", "ax.plot(X2D[:, 0], X2D[:, 1], \"b.\")\n", "ax.plot([0], [0], \"bo\")\n", "ax.arrow(0, 0, 1, 0, head_width=0.05, length_includes_head=True,\n", " head_length=0.1, fc='b', ec='b', linewidth=4)\n", "ax.arrow(0, 0, 0, 1, head_width=0.05, length_includes_head=True,\n", " head_length=0.1, fc='b', ec='b', linewidth=1)\n", "ax.set_xlabel(\"$z_1$\")\n", "ax.set_yticks([-0.5, 0, 0.5, 1])\n", "ax.set_ylabel(\"$z_2$\", rotation=0)\n", "ax.set_axisbelow(True)\n", "ax.grid(True)\n", "save_fig(\"dataset_2d_plot\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "\n", "X_swiss, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–4\n", "\n", "from matplotlib.colors import ListedColormap\n", "\n", "darker_hot = ListedColormap(plt.cm.hot(np.linspace(0, 0.8, 256)))\n", "\n", "axes = [-11.5, 14, -2, 23, -12, 15]\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(X_swiss[:, 0], X_swiss[:, 1], X_swiss[:, 2], c=t, cmap=darker_hot)\n", "ax.view_init(10, -70)\n", "set_xyz_axes(ax, axes)\n", "save_fig(\"swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves plots for Figure 8–5\n", "\n", "plt.figure(figsize=(10, 4))\n", "\n", "plt.subplot(121)\n", "plt.scatter(X_swiss[:, 0], X_swiss[:, 1], c=t, cmap=darker_hot)\n", "plt.axis(axes[:4])\n", "plt.xlabel(\"$x_1$\")\n", "plt.ylabel(\"$x_2$\", labelpad=10, rotation=0)\n", "plt.grid(True)\n", "\n", "plt.subplot(122)\n", "plt.scatter(t, X_swiss[:, 1], c=t, cmap=darker_hot)\n", "plt.axis([4, 14.8, axes[2], axes[3]])\n", "plt.xlabel(\"$z_1$\")\n", "plt.grid(True)\n", "\n", "save_fig(\"squished_swiss_roll_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves plots for Figure 8–6\n", " \n", "axes = [-11.5, 14, -2, 23, -12, 15]\n", "x2s = np.linspace(axes[2], axes[3], 10)\n", "x3s = np.linspace(axes[4], axes[5], 10)\n", "x2, x3 = np.meshgrid(x2s, x3s)\n", "\n", "positive_class = X_swiss[:, 0] > 5\n", "X_pos = X_swiss[positive_class]\n", "X_neg = X_swiss[~positive_class]\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(1, 1, 1, projection='3d')\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot_wireframe(5, x2, x3, alpha=0.5)\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "set_xyz_axes(ax, axes)\n", "save_fig(\"manifold_decision_boundary_plot1\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(1, 1, 1)\n", "ax.plot(t[positive_class], X_swiss[positive_class, 1], \"gs\")\n", "ax.plot(t[~positive_class], X_swiss[~positive_class, 1], \"y^\")\n", "ax.axis([4, 15, axes[2], axes[3]])\n", "ax.set_xlabel(\"$z_1$\")\n", "ax.set_ylabel(\"$z_2$\", rotation=0, labelpad=8)\n", "ax.grid(True)\n", "save_fig(\"manifold_decision_boundary_plot2\")\n", "plt.show()\n", "\n", "positive_class = 2 * (t[:] - 4) > X_swiss[:, 1]\n", "X_pos = X_swiss[positive_class]\n", "X_neg = X_swiss[~positive_class]\n", "\n", "fig = plt.figure(figsize=(6, 5))\n", "ax = plt.subplot(1, 1, 1, projection='3d')\n", "ax.view_init(10, -70)\n", "ax.plot(X_neg[:, 0], X_neg[:, 1], X_neg[:, 2], \"y^\")\n", "ax.plot(X_pos[:, 0], X_pos[:, 1], X_pos[:, 2], \"gs\")\n", "ax.xaxis.set_rotate_label(False)\n", "ax.yaxis.set_rotate_label(False)\n", "ax.zaxis.set_rotate_label(False)\n", "ax.set_xlabel(\"$x_1$\", rotation=0)\n", "ax.set_ylabel(\"$x_2$\", rotation=0)\n", "ax.set_zlabel(\"$x_3$\", rotation=0)\n", "ax.set_xlim(axes[0:2])\n", "ax.set_ylim(axes[2:4])\n", "ax.set_zlim(axes[4:6])\n", "save_fig(\"manifold_decision_boundary_plot3\")\n", "plt.show()\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "ax = plt.subplot(1, 1, 1)\n", "ax.plot(t[positive_class], X_swiss[positive_class, 1], \"gs\")\n", "ax.plot(t[~positive_class], X_swiss[~positive_class, 1], \"y^\")\n", "ax.plot([4, 15], [0, 22], \"b-\", linewidth=2)\n", "ax.axis([4, 15, axes[2], axes[3]])\n", "ax.set_xlabel(\"$z_1$\")\n", "ax.set_ylabel(\"$z_2$\", rotation=0, labelpad=8)\n", "ax.grid(True)\n", "save_fig(\"manifold_decision_boundary_plot4\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–7\n", "\n", "angle = np.pi / 5\n", "stretch = 5\n", "m = 200\n", "\n", "np.random.seed(3)\n", "X_line = np.random.randn(m, 2) / 10\n", "X_line = X_line @ np.array([[stretch, 0], [0, 1]]) # stretch\n", "X_line = X_line @ [[np.cos(angle), np.sin(angle)],\n", " [np.sin(angle), np.cos(angle)]] # rotate\n", "\n", "u1 = np.array([np.cos(angle), np.sin(angle)])\n", "u2 = np.array([np.cos(angle - 2 * np.pi / 6), np.sin(angle - 2 * np.pi / 6)])\n", "u3 = np.array([np.cos(angle - np.pi / 2), np.sin(angle - np.pi / 2)])\n", "\n", "X_proj1 = X_line @ u1.reshape(-1, 1)\n", "X_proj2 = X_line @ u2.reshape(-1, 1)\n", "X_proj3 = X_line @ u3.reshape(-1, 1)\n", "\n", "plt.figure(figsize=(8, 4))\n", "plt.subplot2grid((3, 2), (0, 0), rowspan=3)\n", "plt.plot([-1.4, 1.4], [-1.4 * u1[1] / u1[0], 1.4 * u1[1] / u1[0]], \"k-\",\n", " linewidth=2)\n", "plt.plot([-1.4, 1.4], [-1.4 * u2[1] / u2[0], 1.4 * u2[1] / u2[0]], \"k--\",\n", " linewidth=2)\n", "plt.plot([-1.4, 1.4], [-1.4 * u3[1] / u3[0], 1.4 * u3[1] / u3[0]], \"k:\",\n", " linewidth=2)\n", "plt.plot(X_line[:, 0], X_line[:, 1], \"ro\", alpha=0.5)\n", "plt.arrow(0, 0, u1[0], u1[1], head_width=0.1, linewidth=4, alpha=0.9,\n", " length_includes_head=True, head_length=0.1, fc=\"b\", ec=\"b\", zorder=10)\n", "plt.arrow(0, 0, u3[0], u3[1], head_width=0.1, linewidth=1, alpha=0.9,\n", " length_includes_head=True, head_length=0.1, fc=\"b\", ec=\"b\", zorder=10)\n", "plt.text(u1[0] + 0.1, u1[1] - 0.05, r\"$\\mathbf{c_1}$\", color=\"blue\")\n", "plt.text(u3[0] + 0.1, u3[1], r\"$\\mathbf{c_2}$\", color=\"blue\")\n", "plt.xlabel(\"$x_1$\")\n", "plt.ylabel(\"$x_2$\", rotation=0)\n", "plt.axis([-1.4, 1.4, -1.4, 1.4])\n", "plt.grid()\n", "\n", "plt.subplot2grid((3, 2), (0, 1))\n", "plt.plot([-2, 2], [0, 0], \"k-\", linewidth=2)\n", "plt.plot(X_proj1[:, 0], np.zeros(m), \"ro\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid()\n", "\n", "plt.subplot2grid((3, 2), (1, 1))\n", "plt.plot([-2, 2], [0, 0], \"k--\", linewidth=2)\n", "plt.plot(X_proj2[:, 0], np.zeros(m), \"ro\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.grid()\n", "\n", "plt.subplot2grid((3, 2), (2, 1))\n", "plt.plot([-2, 2], [0, 0], \"k:\", linewidth=2)\n", "plt.plot(X_proj3[:, 0], np.zeros(m), \"ro\", alpha=0.3)\n", "plt.gca().get_yaxis().set_ticks([])\n", "plt.axis([-2, 2, -1, 1])\n", "plt.xlabel(\"$z_1$\")\n", "plt.grid()\n", "\n", "save_fig(\"pca_best_projection_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Components" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# X = [...] # the small 3D dataset was created earlier in this notebook\n", "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "c1 = Vt[0]\n", "c2 = Vt[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: in principle, the SVD factorization algorithm returns three matrices, **U**, **Σ** and **V**, such that **X** = **UΣV**, where **U** is an _m_ × _m_ matrix, **Σ** is an _m_ × _n_ matrix, and **V** is an _n_ × _n_ matrix. But the `svd()` function returns **U**, **s** and **V** instead. **s** is the vector containing all the values on the main diagonal of the top _n_ rows of **Σ**. Since **Σ** is full of zeros elsewhere, your can easily reconstruct it from **s**, like this:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# extra code – shows how to construct Σ from s\n", "m, n = X.shape\n", "Σ = np.zeros_like(X_centered)\n", "Σ[:n, :n] = np.diag(s)\n", "assert np.allclose(X_centered, U @ Σ @ Vt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Projecting Down to d Dimensions" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "W2 = Vt[:2].T\n", "X2D = X_centered @ W2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Scikit-Learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With Scikit-Learn, PCA is really trivial. It even takes care of mean centering for you:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=2)\n", "X2D = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.67857588, 0.70073508, 0.22023881],\n", " [ 0.72817329, -0.6811147 , -0.07646185]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explained Variance Ratio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the explained variance ratio:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.7578477 , 0.15186921])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first dimension explains about 76% of the variance, while the second explains about 15%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By projecting down to 2D, we lost about 9% of the variance:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.09028309326742046" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 - pca.explained_variance_ratio_.sum() # extra code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choosing the Right Number of Dimensions" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "mnist = fetch_openml('mnist_784', as_frame=False, parser=\"auto\")\n", "X_train, y_train = mnist.data[:60_000], mnist.target[:60_000]\n", "X_test, y_test = mnist.data[60_000:], mnist.target[60_000:]\n", "\n", "pca = PCA()\n", "pca.fit(X_train)\n", "cumsum = np.cumsum(pca.explained_variance_ratio_)\n", "d = np.argmax(cumsum >= 0.95) + 1 # d equals 154" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: I added `parser=\"auto\"` when calling `fetch_openml()` to avoid a warning about the fact that the default value for that parameter will change in the future (it's irrelevant in this case). Please see the [documentation](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html) for more details." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", "X_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.n_components_" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9501960192613035" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_.sum() # extra code" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–8\n", "\n", "plt.figure(figsize=(6, 4))\n", "plt.plot(cumsum, linewidth=3)\n", "plt.axis([0, 400, 0, 1])\n", "plt.xlabel(\"Dimensions\")\n", "plt.ylabel(\"Explained Variance\")\n", "plt.plot([d, d], [0, 0.95], \"k:\")\n", "plt.plot([0, d], [0.95, 0.95], \"k:\")\n", "plt.plot(d, 0.95, \"ko\")\n", "plt.annotate(\"Elbow\", xy=(65, 0.85), xytext=(70, 0.7),\n", " arrowprops=dict(arrowstyle=\"->\"))\n", "plt.grid(True)\n", "save_fig(\"explained_variance_plot\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RandomizedSearchCV(cv=3,\n", " estimator=Pipeline(steps=[('pca', PCA(random_state=42)),\n", " ('randomforestclassifier',\n", " RandomForestClassifier(random_state=42))]),\n", " param_distributions={'pca__n_components': array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,\n", " 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43,\n", " 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n", " 6...\n", " 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426,\n", " 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439,\n", " 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452,\n", " 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465,\n", " 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478,\n", " 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491,\n", " 492, 493, 494, 495, 496, 497, 498, 499])},\n", " random_state=42)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import RandomizedSearchCV\n", "from sklearn.pipeline import make_pipeline\n", "\n", "clf = make_pipeline(PCA(random_state=42),\n", " RandomForestClassifier(random_state=42))\n", "param_distrib = {\n", " \"pca__n_components\": np.arange(10, 80),\n", " \"randomforestclassifier__n_estimators\": np.arange(50, 500)\n", "}\n", "rnd_search = RandomizedSearchCV(clf, param_distrib, n_iter=10, cv=3,\n", " random_state=42)\n", "rnd_search.fit(X_train[:1000], y_train[:1000])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'randomforestclassifier__n_estimators': 465, 'pca__n_components': 23}\n" ] } ], "source": [ "print(rnd_search.best_params_)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3,\n", " estimator=Pipeline(steps=[('pca', PCA(random_state=42)),\n", " ('sgdclassifier', SGDClassifier())]),\n", " param_grid={'pca__n_components': array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,\n", " 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43,\n", " 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60,\n", " 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n", " 78, 79])})" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "clf = make_pipeline(PCA(random_state=42), SGDClassifier())\n", "param_grid = {\"pca__n_components\": np.arange(10, 80)}\n", "grid_search = GridSearchCV(clf, param_grid, cv=3)\n", "grid_search.fit(X_train[:1000], y_train[:1000])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'pca__n_components': 67}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_search.best_params_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA for Compression" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "pca = PCA(0.95)\n", "X_reduced = pca.fit_transform(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "X_recovered = pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–9\n", "\n", "plt.figure(figsize=(7, 4))\n", "for idx, X in enumerate((X_train[::2100], X_recovered[::2100])):\n", " plt.subplot(1, 2, idx + 1)\n", " plt.title([\"Original\", \"Compressed\"][idx])\n", " for row in range(5):\n", " for col in range(5):\n", " plt.imshow(X[row * 5 + col].reshape(28, 28), cmap=\"binary\",\n", " vmin=0, vmax=255, extent=(row, row + 1, col, col + 1))\n", " plt.axis([0, 5, 0, 5])\n", " plt.axis(\"off\")\n", "\n", "save_fig(\"mnist_compression_plot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Randomized PCA" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Incremental PCA" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import IncrementalPCA\n", "\n", "n_batches = 100\n", "inc_pca = IncrementalPCA(n_components=154)\n", "for X_batch in np.array_split(X_train, n_batches):\n", " inc_pca.partial_fit(X_batch)\n", "\n", "X_reduced = inc_pca.transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Using NumPy's `memmap` class – a memory-map to an array stored in a binary file on disk.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create the `memmap` instance, copy the MNIST training set into it, and call `flush()` which ensures that any data still in cache is saved to disk. This would typically be done by a first program:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "filename = \"my_mnist.mmap\"\n", "X_mmap = np.memmap(filename, dtype='float32', mode='write', shape=X_train.shape)\n", "X_mmap[:] = X_train # could be a loop instead, saving the data chunk by chunk\n", "X_mmap.flush()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, another program would load the data and use it for training:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=600, n_components=154)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_mmap = np.memmap(filename, dtype=\"float32\", mode=\"readonly\").reshape(-1, 784)\n", "batch_size = X_mmap.shape[0] // n_batches\n", "inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n", "inc_pca.fit(X_mmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Random Projection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Warning**: this sections will use close to 2.5 GB of RAM. If your computer runs out of memory, just reduce _m_ and _n_:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7300" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.random_projection import johnson_lindenstrauss_min_dim\n", "\n", "m, ε = 5_000, 0.1\n", "d = johnson_lindenstrauss_min_dim(m, eps=ε)\n", "d" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7300" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# extra code – show the equation computed by johnson_lindenstrauss_min_dim\n", "d = int(4 * np.log(m) / (ε ** 2 / 2 - ε ** 3 / 3))\n", "d" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "n = 20_000\n", "np.random.seed(42)\n", "P = np.random.randn(d, n) / np.sqrt(d) # std dev = square root of variance\n", "\n", "X = np.random.randn(m, n) # generate a fake dataset\n", "X_reduced = X @ P.T" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from sklearn.random_projection import GaussianRandomProjection\n", "\n", "gaussian_rnd_proj = GaussianRandomProjection(eps=ε, random_state=42)\n", "X_reduced = gaussian_rnd_proj.fit_transform(X) # same result as above" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Warning**, the following cell may take several minutes to run:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "components_pinv = np.linalg.pinv(gaussian_rnd_proj.components_)\n", "X_recovered = X_reduced @ components_pinv.T" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GaussianRandomProjection fit\n", "4.05 s ± 327 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "SparseRandomProjection fit\n", "3.85 s ± 647 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "GaussianRandomProjection transform\n", "11.1 s ± 507 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "SparseRandomProjection transform\n", "5.37 s ± 640 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "# extra code – performance comparison between Gaussian and Sparse RP\n", "\n", "from sklearn.random_projection import SparseRandomProjection\n", "\n", "print(\"GaussianRandomProjection fit\")\n", "%timeit GaussianRandomProjection(random_state=42).fit(X)\n", "print(\"SparseRandomProjection fit\")\n", "%timeit SparseRandomProjection(random_state=42).fit(X)\n", "\n", "gaussian_rnd_proj = GaussianRandomProjection(random_state=42).fit(X)\n", "sparse_rnd_proj = SparseRandomProjection(random_state=42).fit(X)\n", "print(\"GaussianRandomProjection transform\")\n", "%timeit gaussian_rnd_proj.transform(X)\n", "print(\"SparseRandomProjection transform\")\n", "%timeit sparse_rnd_proj.transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# LLE" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "X_swiss, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)\n", "lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n", "X_unrolled = lle.fit_transform(X_swiss)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–10\n", "\n", "plt.scatter(X_unrolled[:, 0], X_unrolled[:, 1],\n", " c=t, cmap=darker_hot)\n", "plt.xlabel(\"$z_1$\")\n", "plt.ylabel(\"$z_2$\", rotation=0)\n", "plt.axis([-0.055, 0.060, -0.070, 0.090])\n", "plt.grid(True)\n", "\n", "save_fig(\"lle_unrolling_plot\")\n", "plt.title(\"Unrolled swiss roll using LLE\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – shows how well correlated z1 is to t: LLE worked fine\n", "plt.title(\"$z_1$ vs $t$\")\n", "plt.scatter(X_unrolled[:, 0], t, c=t, cmap=darker_hot)\n", "plt.xlabel(\"$z_1$\")\n", "plt.ylabel(\"$t$\", rotation=0)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: I added `normalized_stress=False` below to avoid a warning about the fact that the default value for that hyperparameter will change in the future. Please see the [documentation](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html) for more details." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import MDS\n", "\n", "mds = MDS(n_components=2, normalized_stress=False, random_state=42)\n", "X_reduced_mds = mds.fit_transform(X_swiss)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import Isomap\n", "\n", "isomap = Isomap(n_components=2)\n", "X_reduced_isomap = isomap.fit_transform(X_swiss)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, init=\"random\", learning_rate=\"auto\",\n", " random_state=42)\n", "X_reduced_tsne = tsne.fit_transform(X_swiss)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 8–11\n", "\n", "titles = [\"MDS\", \"Isomap\", \"t-SNE\"]\n", "\n", "plt.figure(figsize=(11, 4))\n", "\n", "for subplot, title, X_reduced in zip((131, 132, 133), titles,\n", " (X_reduced_mds, X_reduced_isomap, X_reduced_tsne)):\n", " plt.subplot(subplot)\n", " plt.title(title)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=darker_hot)\n", " plt.xlabel(\"$z_1$\")\n", " if subplot == 131:\n", " plt.ylabel(\"$z_2$\", rotation=0)\n", " plt.grid(True)\n", "\n", "save_fig(\"other_dim_reduction_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extra Material – Kernel PCA" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", "\n", "rbf_pca = KernelPCA(n_components=2, kernel=\"rbf\", gamma=0.04, random_state=42)\n", "X_reduced = rbf_pca.fit_transform(X_swiss)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lin_pca = KernelPCA(kernel=\"linear\")\n", "rbf_pca = KernelPCA(kernel=\"rbf\", gamma=0.002)\n", "sig_pca = KernelPCA(kernel=\"sigmoid\", gamma=0.002, coef0=1)\n", "\n", "kernel_pcas = ((lin_pca, \"Linear kernel\"),\n", " (rbf_pca, rf\"RBF kernel, $\\gamma={rbf_pca.gamma}$\"),\n", " (sig_pca, rf\"Sigmoid kernel, $\\gamma={sig_pca.gamma}, r={sig_pca.coef0}$\"))\n", "\n", "plt.figure(figsize=(11, 3.5))\n", "for idx, (kpca, title) in enumerate(kernel_pcas):\n", " kpca.n_components = 2\n", " kpca.random_state = 42\n", " X_reduced = kpca.fit_transform(X_swiss)\n", "\n", " plt.subplot(1, 3, idx + 1)\n", " plt.title(title)\n", " plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=t, cmap=darker_hot)\n", " plt.xlabel(\"$z_1$\")\n", " if idx == 0:\n", " plt.ylabel(\"$z_2$\", rotation=0)\n", " plt.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise solutions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. to 8." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. The main motivations for dimensionality reduction are:\n", " * To speed up a subsequent training algorithm (in some cases it may even remove noise and redundant features, making the training algorithm perform better)\n", " * To visualize the data and gain insights on the most important features\n", " * To save space (compression)\n", " \n", " The main drawbacks are:\n", " * Some information is lost, possibly degrading the performance of subsequent training algorithms.\n", " * It can be computationally intensive.\n", " * It adds some complexity to your Machine Learning pipelines.\n", " * Transformed features are often hard to interpret.\n", "2. The curse of dimensionality refers to the fact that many problems that do not exist in low-dimensional space arise in high-dimensional space. In Machine Learning, one common manifestation is the fact that randomly sampled high-dimensional vectors are generally far from one another, increasing the risk of overfitting and making it very difficult to identify patterns without having plenty of training data.\n", "3. Once a dataset's dimensionality has been reduced using one of the algorithms we discussed, it is almost always impossible to perfectly reverse the operation, because some information gets lost during dimensionality reduction. Moreover, while some algorithms (such as PCA) have a simple reverse transformation procedure that can reconstruct a dataset relatively similar to the original, other algorithms (such as t-SNE) do not.\n", "4. PCA can be used to significantly reduce the dimensionality of most datasets, even if they are highly nonlinear, because it can at least get rid of useless dimensions. However, if there are no useless dimensions—as in the Swiss roll dataset—then reducing dimensionality with PCA will lose too much information. You want to unroll the Swiss roll, not squash it.\n", "5. That's a trick question: it depends on the dataset. Let's look at two extreme examples. First, suppose the dataset is composed of points that are almost perfectly aligned. In this case, PCA can reduce the dataset down to just one dimension while still preserving 95% of the variance. Now imagine that the dataset is composed of perfectly random points, scattered all around the 1,000 dimensions. In this case roughly 950 dimensions are required to preserve 95% of the variance. So the answer is, it depends on the dataset, and it could be any number between 1 and 950. Plotting the explained variance as a function of the number of dimensions is one way to get a rough idea of the dataset's intrinsic dimensionality.\n", "6. Regular PCA is the default, but it works only if the dataset fits in memory. Incremental PCA is useful for large datasets that don't fit in memory, but it is slower than regular PCA, so if the dataset fits in memory you should prefer regular PCA. Incremental PCA is also useful for online tasks, when you need to apply PCA on the fly, every time a new instance arrives. Randomized PCA is useful when you want to considerably reduce dimensionality and the dataset fits in memory; in this case, it is much faster than regular PCA. Finally, Random Projection is great for very high-dimensional datasets.\n", "7. Intuitively, a dimensionality reduction algorithm performs well if it eliminates a lot of dimensions from the dataset without losing too much information. One way to measure this is to apply the reverse transformation and measure the reconstruction error. However, not all dimensionality reduction algorithms provide a reverse transformation. Alternatively, if you are using dimensionality reduction as a preprocessing step before another Machine Learning algorithm (e.g., a Random Forest classifier), then you can simply measure the performance of that second algorithm; if dimensionality reduction did not lose too much information, then the algorithm should perform just as well as when using the original dataset.\n", "8. It can absolutely make sense to chain two different dimensionality reduction algorithms. A common example is using PCA or Random Projection to quickly get rid of a large number of useless dimensions, then applying another much slower dimensionality reduction algorithm, such as LLE. This two-step approach will likely yield roughly the same performance as using LLE only, but in a fraction of the time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Load the MNIST dataset (introduced in chapter 3) and split it into a training set and a test set (take the first 60,000 instances for training, and the remaining 10,000 for testing)._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MNIST dataset was loaded earlier." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "X_train = mnist.data[:60000]\n", "y_train = mnist.target[:60000]\n", "\n", "X_test = mnist.data[60000:]\n", "y_test = mnist.target[60000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Train a Random Forest classifier on the dataset and time how long it takes, then evaluate the resulting model on the test set._" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "rnd_clf = RandomForestClassifier(n_estimators=100, random_state=42)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 37.7 s, sys: 588 ms, total: 38.3 s\n", "Wall time: 38.4 s\n" ] }, { "data": { "text/plain": [ "RandomForestClassifier(random_state=42)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time rnd_clf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9705" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "y_pred = rnd_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Next, use PCA to reduce the dataset's dimensionality, with an explained variance ratio of 95%._" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=0.95)\n", "X_train_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Train a new Random Forest classifier on the reduced dataset and see how long it takes. Was training much faster?_" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 28s, sys: 590 ms, total: 1min 28s\n", "Wall time: 1min 28s\n" ] }, { "data": { "text/plain": [ "RandomForestClassifier(random_state=42)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rnd_clf_with_pca = RandomForestClassifier(n_estimators=100, random_state=42)\n", "%time rnd_clf_with_pca.fit(X_train_reduced, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh no! Training is actually about twice slower now! How can that be? Well, as we saw in this chapter, dimensionality reduction does not always lead to faster training time: it depends on the dataset, the model and the training algorithm. See figure 8-6 (the `manifold_decision_boundary_plot*` plots above). If you try `SGDClassifier` instead of `RandomForestClassifier`, you will find that training time is reduced by a factor of 3 when using PCA. Actually, we will do this in a second, but first let's check the precision of the new random forest classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Next evaluate the classifier on the test set: how does it compare to the previous classifier?_" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9481" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test_reduced = pca.transform(X_test)\n", "\n", "y_pred = rnd_clf_with_pca.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is common for performance to drop slightly when reducing dimensionality, because we do lose some potentially useful signal in the process. However, the performance drop is rather severe in this case. So PCA really did not help: it slowed down training *and* reduced performance. 😭" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Try again with an `SGDClassifier`. How much does PCA help now?_" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2min 34s, sys: 906 ms, total: 2min 35s\n", "Wall time: 2min 35s\n" ] }, { "data": { "text/plain": [ "SGDClassifier(random_state=42)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", "sgd_clf = SGDClassifier(random_state=42)\n", "%time sgd_clf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.874" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = sgd_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, so the `SGDClassifier` takes much longer to train on this dataset than the `RandomForestClassifier`, plus it performs worse on the test set. But that's not what we are interested in right now, we want to see how much PCA can help `SGDClassifier`. Let's train it using the reduced dataset:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 29.7 s, sys: 418 ms, total: 30.2 s\n", "Wall time: 27.9 s\n" ] }, { "data": { "text/plain": [ "SGDClassifier(random_state=42)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sgd_clf_with_pca = SGDClassifier(random_state=42)\n", "%time sgd_clf_with_pca.fit(X_train_reduced, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Reducing dimensionality led to roughly 5× speedup. :) Let's check the model's accuracy:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8959" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = sgd_clf_with_pca.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! PCA not only gave us a 5× speed boost, it also improved performance slightly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there you have it: PCA can give you a formidable speedup, and if you're lucky a performance boost... but it's really not guaranteed: it depends on the model and the dataset!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 10." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Use t-SNE to reduce the first 5,000 images of the MNIST dataset down to two dimensions and plot the result using Matplotlib. You can use a scatterplot using 10 different colors to represent each image's target class._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's limit ourselves to the first 5,000 images of the MNIST training set, to speed things up a lot." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "X_sample, y_sample = X_train[:5000], y_train[:5000]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use t-SNE to reduce dimensionality down to 2D so we can plot the dataset:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5min 49s, sys: 31 s, total: 6min 20s\n", "Wall time: 29.4 s\n" ] } ], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, init=\"random\", learning_rate=\"auto\",\n", " random_state=42)\n", "%time X_reduced = tsne.fit_transform(X_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use Matplotlib's `scatter()` function to plot a scatterplot, using a different color for each digit:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(13, 10))\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1],\n", " c=y_sample.astype(np.int8), cmap=\"jet\", alpha=0.5)\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Isn't this just beautiful? :) Most digits are nicely separated from the others, even though t-SNE wasn't given the targets: it just identified clusters of similar images. But there is still a bit of overlap. For example, the 3s and the 5s overlap a lot (on the right side of the plot), and so do the 4s and the 9s (in the top-right corner)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's focus on just the digits 4 and 9:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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+0JKBEGI5kXbtH8aMe/AYhHoB49j6fYgzGMPSAEeI1QhLMANZiWUynIWlAbYQywzf5D+1/tjRQvunQ/+CM8D9wE/8s2p8Wx+wjzNUfjqVypnTIvsMHoNYQMhDIIRYVuTNeDdjLvcmrHZALZZiuA9LE3wLZgTLsJTEPiyIr47YV2CP72stJiae8r+riH0PQoZAFvMcnJFug2eoomN6XzmeACZ2egQTU91nygMhFg4SBEKIZUuqwE8oKlSNzfYHsV4ANb79Qn/NKPAwlgUwjM2aT/jzK7DZ+g/972FsmWEQ+Kl/ZD2WlrigDGpeUad0ieM6bDlkQotsxSgsPZR2KIRYtnjAYcg+qMICBr+Huf2vxWb852Az5If89+3EYkBrfFdD5KZJhqDFBBMM+N89LKBugymvwM2YgHmKWNQJrHZCPQXSKedskGLOUAyBEGK5k19UqAsz9hdiBr3XX3Mh8HMs/fBRYiOkbZgnoJzYmTB4G0b89+kUGZpT8uIDEv8JnRghtoteyi2yRQp5CIQQy51OrNXxxcTyxcOYIQ+ELoXXYimQP8Lun2/2x0Fs/X4dJhKGsDoCWd/3AJMXGZoVWmj/Q+APMMFyFPiLXey4x59uxSaFl2DZEiGlchsmiuqBp4mxBGqOtMSRIBBCLHd6sR4JQ1hL4VrgbCwWIHQ0HMJm/Gv9Ndf7637iz63D4g1WY4b1i3hwX16w3kHmyKC6GPhTH1+3H8ufttCOi4JLMeMfGinV+e8VRE/AZ9UcafkgQSCEWFYUiKb/JaxzYXDrn8Dc483AP2JGcz1m7EPQXTVWwfBlzHCuIbZOrgDeBmxsof3OeTSof4CJgVC4aCC1/R6sDPM5mBdjFPNy1GDH0Y08AcsOCQIhxLKhQIvk8zGXeT8289+PCYJarHfBCPBt4D2+i0FMKHRhBvZsTDyMY54B/P192Fp8K7MgBqZZLCgImDQDwGp//0bfNo4tHVRjAuLwQsqAEHOHBIEQYjmRbpHchGUMjGCegWEsqv4V7N74vL/2UmL55G7MI9BEnFF3YwICf98BzLDWA82nUoJ5MgqImpNNlvJEwVFsmSBd2rjGt7diXoFhLICyDBM0I8R4CbHMUJaBEGI5kW6RvA0zfiFzoBQzihux4MJP+Ez5aayY0KC/rxublR8C/o+/P5Q9DnUJqnzfNcAnMaP9mj9+8jRbFKdFTUgRDE2W0vyFjyNUMazxv//Cz8M+P+YTmEjox8TBY6cxNrGIkYdAiHlGteLnlHSb4gaiOHgRm+WHVsIfTs3imzFREKoBhhn0Gqx8MMTiRuOY0a3DKhhuwQxt+JzweDunnrrXjAmPNBNqG+xixz0ttENulsHHfftOTASFQMJKf9vB1DGJZYYEgRDzyAzcv3NKW5JMECk7s9lpjSfvvWFWfbLBz3T3M0t0YMa7GQsKDDPkb2ClihuwKoJpY10D/CLmNcj667OYoQ+tj+8kt4Tww5hh/XvMM5Cml7h+fyp0YrEPG328PdhSxIv5L/RsgntSovMNLgZ2A+cCj/t+mrDlgrskRpcvEgRCzC9p9y+px1kJRpsObtAniJS2JLm7mDFPiYBLsf4A+7HI/Asxd3oX5mK/vC1J7pxnUbAS2ECMHagE3oHVGCgHfupGswOb9V+PxQNksADCWuxYHsHPDdab4Lb8D/IqiI1EzwC+r/2nMf7dwO9g9+8ES3k8D0t1nEAR0XkzVohpOxZL8C3yPFOnIwrF4kSCQIj5ZVru3zlmRiIlT0A0Ykb2WsyAlmKz6bXYjHorNpOeYDzniFbMW/Ey5vpfQ2xqVIkZ6tXYDPxjwNXYLHwUO55QjrgcEwXp/e6GnCWgS7HZdzO2lNCNZR+UA3fNdOCp/b6fWDJ5jJgm+R9aaH83E5edbsUyJkLp5Od8LNuLZROciigUix8JAiHml/SadmC+S9vOVKSkBUQ9ZnhGgFXYenyGWPjmENGtPh+ELoRhxl6Ljb0eW9445M9fis28V2NiICEGHY5jXobAyXOTmo2XpPaB/70Wq1HwZzPNMsjb71k+loQoUrI+hn8itezkb3+3v68MExJnYUsak4nOBee5ErOPBIEQ80sHdqOH3C5zc1LaNk3KRfwm4F3E+8MIZiyPtiXJp5kYD5AWED1Ybv4o0aWdIbrn55QCKX+HiI2HwuM4uU2ISjEXfBANwSMwSszMGk99TFrABUMaegKE+gRZ7By86q+fKen9lmHnNOu/VxBTCNONiW7FyiY3+fP9fiyrfT8FRUkL7dsvePOFNw+fvz4pPTHcU/1M53NVLxzoYv49V2KWkSAQYgpmcy3VS9vezTzUis87rmrgMuyesBoLpMtihmcFZlAqgRbMKNYAt7YlyX8m18txCHijvzbrrw0GFcxL8PBsHxucFAP3EIXJRViq4c+JM/wx/z3xsYVzkcGM+SB2LGH5I/H97fff8wVcEEeb/O8gHEoxg72OUzOq6f0OEc9v4s9XkOvVCXER9ZghX0kMQAyplScFQWo54jrgdSfefGFF+YHuwfH6mpLjb7noWuDRqhcOjJDyXCk7ZumxbASBLl5xKszGWmq+wLjCBMacVobLO65hzK1cihmbMAMtSW0rwWbTocXvUUwUfBRbDz8Xm1VfRTScY/6+UMEvwVLx5iqt7T9gSwKDPoYyzNhXY6LkGmzWDnHZYD0mXkJO/j7M41Ht209gggIsDiJUMgwEcQTx+MPvYOfmVJaD0vs94fsJYivj23+Uev2lwBHs+DOYEFiBiZ4eLJMiHfMQliNeB5Qeu+Xa7Fkf76gZLyurBF4b3rz2sqoXDryAC5+Fmh0jTo9lUZgor81n+uLdPq8DE4uB6RaBmRYpQ5xzLfr2uSR9XBf5tkHMYIAZfTCD140ZoLrUdrAKeFnMa/Ag5p4u89d0+3tPYIJiH5Z+N5cZBucSxQD+OAhs2MWO23ax43LgC8B3seMb9bEGb8hx/3kR6wLYC3wFOOyvf9F/fzvwpRbaP42trzdinpJx7HwE70C172da8QMttG9voX1nC+2fw9z+W3y/IVVy1Mc3gFVHHCG2KF6D1U7YT/QmdPvx95PrpQnXwkbf98DgFecOHfyP7x0Yr6seKu0+3jR69qpKIC2CC/1flACfbaH9Sf/5tO6xi4vl4iE4pQAZeRUEkwTY5aXaBdfs00y+pFDoWlwN3NuWJPuYu/Su9HE1YAYmuPVDel34PRj5MuzmH9zgZZhx2Yilrx3DDGSz7ysY1x4sRa97jiPUR4iBgIFSolcAbKy12HkPBYdqsSyDXsyANmGG+C7sODdj2QKl2BLAuP9+OTYLfxAz1I2YEAhLFoeBj+TfQwrdZ/yp9Aw8xB38zPdbgnkAerCUzs/72MI+HsLO/Y+IxYdqfDz5XppwLTQQ2zOXDFx5HgNXnvczf9+Df/m5h3cXeE+gCfMOrcNKPsPEBk9igbNcBMGMU7t8/fGj2NpcF3aDk0tsgTCHOdLFsgAGiW7WLZihXIX9T/16W5JkMAPzGHB/amyFbqTbMUNSgqW5vactSe7amc2ecr37aZA+rh7/7A2YMCjDDMi4/4SZ7TqiO72MKAgO+HEdxpYVjmBr3WO+n4PMT6DkI1hwJMSa/dVYJH6gEzvnh1PbxrHZfymwl1SOvqf1hSyFZuwYx3zfVcR0vttaaL+fKBjPxr7jO1tov4Hc1sj5zZa+4Pvr9fFdgi1lrMDO95d8nCeDO/2e1JESFxsw4fIs5g24FhNu/UysgRAKHa3FPAslmJgYx7wsXUz0auT/X2zDhMdxcnshzFqDJ3HmWS6CYFqpXXmBNW8k5g5vwdyhWeAXWmi/43Sak4jTY45zpItlARz3z78EuwEO+fY3YTfUAeymugN4d1uSfAmblRW6kVZihrMKM0z1wEfbkmQPlref0xjnDAmF9HH9DCu+04cZ/kbMM9CPGdLjWHR8JWZYKv25fkwg3IeJmnJ/HMK+l7Mxo/okuaJorvg4JmK2YsZ00Mfy8dRrOrBOhsHDE1og7wZeTOfp+/1hM3Zca4itkkNjoB5SEw03+BA9B32+q5MzZwo3W8pi38EoViHxiI8v68dTh30/OZOTApOYV4GLse+wyT/nkL8/PbnZDfwW9r2O+77LiSmWPy4wCcr/v2jy97+ces3JBk+IRUGSzWbnewyzTp4Kr8QU+xrMrZav1Euw6NwG7J9hFAukGsH+scaxf94PSxTMD21JspOJAq8Bc0mfdnBeAe/DbnLdsR3AhzCj10JMT2vGZlk9xJtrFrux7sca5DyIVYnr9vf9GuZZ6CK3Ve1a/9wribXw67Fr8cNTiYLpeFBOpcRwW5JM6Ny3M5vtSIm0Esw7sBYvhTvLno5Jmc6yX54hPYx9rzkGN+/+cBV2fCH7oBJbEhjEvqcXgQ/6fWUncJM/H2bOoW7AV4keoywmykIL4guJgZChOVE6WBPs+noKC2rc7ccAucJmP3AF5qXpJXZqDMGRH/Tzcz523wuenwwmYL4KVO5ixwemOLebsaWvwULHqXbKi4NlIQjg5MV7K3Ajprifxgx8IxDSvhqxGd/rMYVcRryow4kawd1uu9jxxrk7AhFoS5LPEW+igQTYtDObnXDjmuG+0+Ix7RHI8T6kRMklxJv46/z3XmzGHyrIhYY5e/DZMrk30nPIdeNWYTfWC7EZXW/quXpM+Lz9DBzDGe05sJhL3U4lHNywBxHahAm1bZixHiFei6XA97Egyrsx4XgZud8h2HfyFLkeo5uJxrwEy9oYxSYvg9j9KMR5hADCAeBRYofG/di1t8Yfy31fT/nfm3ysQ/7eEGPwDOYZDddyGOMjWEZC22RtnP38hQZPwRMSGjwphmCRsFyWDIL7rgv4MrkzS4g3ghBYc4KYZhTSpsowRd6H/UNd2EL7dl3o88K0loCK4YYr3Ygmvc4/3QDU4DLdj3kPgkcg5K2PESO+IRa7uQD4RvBk+Fi+wESX9R7fb74h6WXqxjj5x1CBCZevtSXJQT/ebxA9FcOYGxtS9fmnWoIpIgDaJnnNIOYNudCfzo+vmDdSrvNi5Md+hAZHI/4T2ieHOJB67BrrxIRDlT8fDPUwdj4KLUklmJEHywAJbvwk9Vji7x/BlgUGfP+N2LLCGCYmQqriFcR72XEfwz7s+9/kn/sctiQUCMtgn3Ux8ElsMpRu48wudoT4itDg6W3kNl0Si4QlKQgmUfuTBRemjUwJJgjCzT1EV3cTU5L6ULDMfHHK1f3cQOXPZN4GbGxLkjuZXlZBuF4eJAYE1mPr72djxqEGc6GG/7Eh7OZdAvxZW5LcQJyNPwT8NuYt6AF+gt34X8Ju7kEkhFiFqW6y6WNowtLiVhMN2NuAG7BOdz3E+AEwA/SI/170+valgwlBt2kRUaDWwU0+jk7sf+vkeZ/EczFnnoZi9w03hm/FrrGQ7nfIj3mE3CJBoYDR2Vhthw9hMQQXYzPmIBRHiMIueCi7setoN7Z08Twmnvb59lAsCnLjVFb6eEPXwjCWRmJxqbCsEeITTmACoJe4lNCNibRLmbikei9TtHH2192fGkeVH/vHlGmwOFhygmCyghlMPrNMz/jCP0cDtrwQGrMEgVCBrdspWGYe2JnN7m5LkgnV/aZpNFqxm1UfudHQm4HPYLOlUszIDRLT5/aRa9xasZv9CHaN/BgTBH2YJ2At0as0Rlx6OogZi8uxG+75mKfiR9iNfa0//znMzfunRPduLWZQ/9sUx5i+zrf5+8aIggIsenwTJjoaiDf4Bn88GRwHBWf6b/d9HcaEzXbMkN3aliRdxOWQV4mio4JY6yDES+REoc9lwGheE6KzMfH1GracGO4bT2FGb9h/GrDvdQQ7p0EQlBPTMUPmQQl2Xu7ExOoKf34v9n2PAK2+vh5iFYJb/mrsXvSof2aG6D0AEwJhctJPbmpiNbnZAiHuoIRY5vggdo03+PF2EL/frzIx1mIj02vjfCtRbAeP13w3tBLTZMkJAiZ3+RadWeaVkA0zvp9h/yxXE2eC/dgM6iC5QWBiDnHjMG0DkQqGC67T0MQm3GRDpPhx37Yam0Xt878vw2bUFdjMtsl/L8FSwjZixvEh/3s/ZiDOI+ahj6f2GwRCSAVbgaW3gd2kb8CMeQ8mFOr99x8wdS389HXeQAx+O+Lbhnwsa/3vHsyIhN8htQRTwEjf6Mf4Ymp/YLPZRmwNfRO2TLENM5YNfh6GiT0NCkWhh//fCmxNu8Ffd0YNSl6Q4Bbs+wyenWswQ9wN/AFxFn0c86Bk/PXfw7KRIDY/CsGD5di5bPZ7y7NYumN+3MvJY88LbuzBllcaiUuVB7DGRCElcA12TjsxkXUXVp1xq7+mFzt/wXOR9TH2+fsaSN3/mPz/KUyU8uNZ8r1V15ArtodS28UCZykKgqIu36nqxhf7p8jzOszIRS3mn7Yk+UPsRhvcpxXY7DXM8CqI0dXHMaOVYMZhDbY0cD1m8NYSZ//pLnj4fi7CDF4fNjOH2DwnlM0Ns2aIs/MG/zsErF3o4+jEZmZVmJE6TOHli5Nu9TwPStb3M+DHstnHmcUMznnEtEMwr0QDudd3vshu8ON/g5+/Ph9jM2a0Quphj5+DG3wMKzHDNU6Moj9KbuxHs7/2Gt9HmGXe2JYk28+glyAc0yX+OYl/bujIuA3zAq4mlio+gYmqch/T93187yI32C/MxtO1/yeNe/F7TMgSGMBECj7G1cSsp2Hs+wvLFV2YZwos7uRxTFyuJHoGwnJBHzGlsBkTdg9P73RxHxZDALkZL3dN8/1iEbAUBcGk/3jTUMITmM8GNOL0cMP5R8QU0jrshhq8AmFdH+JaawjYqvDXX4PdkDdhxiPrr6kk1vmHOOvqwQz/eqKRyWI35wzmmv6Bv6cn9Z4mLKhrHeY1yGIGfJ9/zjZi58GCbnXfZ/o6/RjmGbncj7/GxzuMrVGH+hpgYmg95hVLL8HkxySsJQbc4uMP4mfEz/UQZjxXYgYq5LSHgkchYr4JeC1l7Dt9/Kv8NUOYITvCmY3ZSQcR9xJn9SFWowG7bxzFvo/gpSnxn17sGjqAiaFQR2LY91+NXR8h5XKquJdW7HobwJaRKrBztp7oERjC4ksuxETo32GCAB9vq3/uI5gn7DxidkKJj/c4Jgw7MeEzSpGCawViKu7D0mxDlsFdBVKvHyMGqA75OZmzhlbi9FiKguCMt5NNpSwGt9fgJC8XC4tW7KYU0reS1HMl5NaZL8UMZjAOIR87rJWWYzfsDLH5D8TI71Cc5jngnZghHPH9hVldaERzCTYz348JjWcxg5/114YCL5sxo/CSv66BWMXuKSa2u00HdG3DhMAh7IZ+rr/+GGZga/yzKvzvcT+m/CC+/JiEIGxGiTPQMh9zDbHq3wl/fphY4XAcMxBlfi6HMFHyMQ/q3A38O38uLC/UA1/nzMbspI+p2o9/M7mtkRuBdmypopTYx6HUj+sNmHh6Dvue34wJmXFMxHUBrS20f4jcINRCk4pmP+bNxHX+Eux8niBWh0yzjSgIQsxHOK6vYNdBuAYymIAMlSSrfPxg12CO2CoSi3UuXl+h6Fm1lNpwDa7D/gcyYZ95qZxT1ogQc0vJ1C9ZXPgFdTcxnaabvIpeMyGVX/s2YorR27DI2e1nZNBiNmnGbqiN/ndYS4VYZ3+IaKjBjFfwFCTYTKsccx2PEZce0umoYNfGz/wxrOEG93wQDBl/fjPwFmwd/sP+eLa/5yXfZ4hhKMNusrWYcAhLGtdiN16IrutrfLwNmDHZiomPf/DP+BHmWu72MdQRBUZCDABL0+Hnr8F/QoR7mFkfwozGS35sIcahys/bPmLkfC9RCBwldu67HPhb7H8362OvJVY93EReWmlbkmxvS5KdbUnyOX+cyf9jOKb9Ps4yH89RzEX/pI9lAFviGSF6lPb6mJ72gMDXMEO/H/ghJow2YLP0m4j1Tm7GjN4HdrGjLe+e1IldKxCXHMLaf1iOGEo9HwIcA+ng6PBdHcaCXV/Gyh3/LTFuowoTGSEg9NK889PqY7gE8wpc4n+3FjmfwMn7753Ydx6qF6arI24HNZxbqCxFD8EpLQtMQrGodNXoXhx0EgsEBcKMPovdHPuxG38V0biDGfWB1O8h2n8XNqsNQuEgMcug2v8Os8ZfIgbsJf7TH8aQytvvaEsSsBtjBTEfPMw2qzB37EuYOAgFZMIs8VzMk9BLnJGvw27Ga4lBieF9IZUxdCOEIgFgRWISjvnxhbz6Msww/jW2Fr7Wx/WKH89zPtZQzjg0GKoiGsKQVhe8JBWp160hVU//dLMRigQR78Mj7lMVCj+EfedP5e0iPxgyEIr/hGWSjT62bxK7ZBYaXwfwm9g5XIN5GjKYCA19EE5gxa9C4GKIfSgWHB1m3ndhYqSBWPQogwmGIcxo5weqXorFMYQ4jiAcVjA9LsK+/2pMeG4Cnkgdf1pwNBBrFuieOo8sSUFwhmkmNjMJFIqOFguTcKPtwW5mpdjN8FXium8WW09/GTOiF2Frxi8RM0kasQjvl7Ab6aOYkStogNqS5NOYJ+k1bE0Y4vIE/vkb84IDa7AbZIZYHKsGy1y4CDMuV2LGImRHZPzvSmwpKxiIsNyxjtifIF1EKSF2MAzZB9Oh08e0iigEyjHj/UvYzDgU1akGfurjDt6T1xMD+MqIXoAKTHQnRLd7SLULgZgfakuSMAueLJtoWgZlmhOHTmJhoSCYwu/BYxHW7S/C6g2EwlQhmHQ19r39EwXuGSnX+Sh27H1+vGDnp4tYj2IQO+6QXfAGYlGrVi8UNOG4Wmjf458RrplDxGyXhMKVFLPkisVCwqEQreTGjoTYnbcD57bQ3sHpCw4xC0gQTM10bghigeKz24cw9/xGbLZ3kOgifpS4dABmtJqIM9vwXQ8Sm+ME9/VktQ9WYTM9iOvBYdngFf/8HuBeYvOdcizo6xXMEJRgs6oN2I2/FLtxhjTGENwYgh2P+e8hCK0UEwIPE4vfhNlw8CSsIXpFCgaA5c3Gn/Ex/jImDMYwA1bun3WV7/tkH4M80fMNrAFUg48zeACy2PeyIXVcRzHDUupjDJ6AUFhqmBiz0cUUHUxPkQ5sOWNralsoyRs8FmHdPoiCbh83xL4DoRpgzj0jb63+EWK2xxPY8W3Bggj3EgVitT9/FPs+O4nFhQoGCAaR4M2Wzsf+Fxqw87eHmEIa6MWu4XD9FxMOhWjGvrMsMeUU7Dtd5ccbvudTERxilpAgmJrp3BDEwuZ+7Mb5DDHgaQRzpe4hLwh1vLqidPDicyrG1tVVVj33an35a91DpYMjPcCXdmazU+bCuwG8EotAD1kNKzDDGWbGK/35y8kNUm3APBCPYNXxmomz8FpiPEKY6YWUs1piARuIqZDHgWOF6jakqjY2YTfiIT8f9+cdUv5s/CXM0B3235sxI7XSx/AiqY6N+Z+dVzp6ve9nmBio2Y8Zh5AR0UnuUsJW/6w+/9xrMSHXDFR6n4kzUt0wryRvWEp5GK/g53+nA5mz5AYghntsCYWDm/PP7bewmhfXYwJpvb/v59isHsw41/p4vs3MvCRhrD8mN+g63ZMgiLcw7rDcVEg4FKITE3Dl2PUf9pNg18dqYsO4UxEcYpaQIJiCad4QxAImbw18FO9vnyqxe3LNdeiCswa7bv3F1xq+8lTzeGNtZU/LVRVlPSdqax99/mD186/lG8ocUjPhm7Eb3AC57vga7KbXjYmR+zAxMEx0r4ZUwyOYwavC3MXHievqwTsA0dCEVL4wWw8BsN8mxjAUOi93khfpnVd6uBX4l5gLO8zE8c+r9N+riMWPAr1YHMEE4+T7vy31GaFAUAgoK8UMYJa4FBJE0zbi0kIwJtVYmeBRzGidzxmsbuj/50WFYN66fQ/mdQmBiOux73YPhYOb0ymdYOf3aazz4DPYdxuCUPf5a9ZghjVUTk0zHS/JcazoE1hcyt15HV+7sbTY67Hr7RFiYGTRSVBe5cd67HoPxZoyvo+s73cM+45PRXCIWUKCYBpMdUMQC5/JKhumn/OudnUnrr1ww6r//b2Kyr2Hxoe3NLHv87etH7h6a6G3AxPc6gk2c9+MGc4B7CacxQz0nW6M/x9yI8eDm7UUu+EHl/h6f03wLoSgyDDjCjfbkOef9f09whQVNdPHHgRAW5J8CDM224gz/wuxGIpvYkbrEOb2DUY5rDmnYy7qgf9fW5LcTJFGRnlibYUfx3o/Z08TjcuT/pZwXkLg5pXEDn4v+rnYTgxcmxPRnnLJdxC9LlVY3EYXxTv+heWGntS2SzFB2EPsrbIBO06IKbGVwK9i38nP/LkJyxKBPIP/j0TvQKCYt+JqLGWyaO2VvH0fJKZtQszsCYG9QbiuwDx2GSxw8izgi4X2L+YGCQIhcmkGNg1cvbVn4OqtB8PGmh++uHHLjj+/t+3vbtlH4YY76ZtpD7E5VqhvMIbNgPYSDdXLxOIxA8SUvmNEI/skZuS3EAO0SonBkfnpjCFYcBSLO6hm+k2fwg19GDM0jf73EcxLsRYzwI/6OQhZFSFtcwxbBmkkzlL7iam6ExoZOVuxWWMoePMpYtDuk8SgxBBdH85LFxYYN+CfcyK1z41Et/2ckfIoTje/Pl9ADGHG/yv+/HNYMN4Y5moPgYqdmFE9158P31uhZYnAVIGY+d4KfJ+rJz3oifu+HvOQlKfeG67VcWKmSgl2/YQaCeXA+1to3yPv6/wgQSBELp3YjCgU16HmsRcaN/7R/6wvP9B9MXbD3QZcnmfc0jfT0EY25Ov3YTf5FZhRDUWHPgHcQwwSHMBuij/zn2AInyCuux7yxxBslyUW8Qm/12MGpBfYP4OmT92Yi/gaYlGl0CjnkI/h9T7e0EI5FNp5GptN1vhPMOBhtggFUnW9x0R+W93bgQ/ntYgOBjZfIDQRAxsDQ779W9M47jPOKaY9V2OiK7jYNxJjBiB6fULAaB8mgF4GzmEas3gm7/YKud6KUDUzNG66BXhPC+2FqhPm77vB9/sKFkNwghg3M4p9z6Fc+DE/5pcwQaR07nlEgkCIXDqA9xAj8avWfvqrGypeOlhOWWl/2MbEDm7pm2kXNov+FWLJ2xP+Uwtc2pYkrR6BD2YAw+z4vp3ZbAdMMISPY16C0Ov+nzGjvZ44uwzBeP1YIaLDwBs8yG5CjEAe4YZ+HbmFmkr88xqJvR6Cu/lmUmmXqWDB92EGrie1/2KpurczRVvdIkGJ4bwcwoziJnKXL0ZYQEG/BaqdPoYFb7YSxUwnNv51mDHuwY5rkNj2ejP23Zzv28Ja/G4vkjQZhZYn0ksM6eDI12HX0jrsuuj21360yAw+ve9RzPMVrsWQJdKPCcQQQNpALMkMSueedyQIhEjhLt+7SBXXWfHo8yXZmorR8q6+sIRQqIBPfsnsEWw2e43/PkBc/z+KGzw3/unUvHf77x2+vg5mSH4Bc913YTO2TZgXodG3heC1USx2oAu7KW/GbtavYEbkC21Jso/Yyrbanx/EbsYNPv5+33coT7wGu5HvJZZLXg3c6/vrxIx2CKDb6Me7yT873Pjz17c3Mr22uicpEPdwB9F4riWmPJ7SLHOyxlGnQqraaWgLDL6EQjSModAQmMgpx9bVNxADOsFEYeiNEeoIrGJ65dSLlXX/tsfOXIpdI2djQjbr4x1JvadgoGhq36t9fDV+bAeI1+WrPtZn/djrMdFwwPehdO55Jslms1O/SohlRjr9avuG37uptPfE4dKBkXRwXiMWBLXf/853oXdiN8l/xG6s4WZ3BLuRb9iZzV4AE9bv0zfqB7FZ+AXEgKyt2Ix4HDMCoQLgFn//s/58PbaW+yzmjg0u4CxmqEOhm1CBcxSbvVVhN/N1xAj3UczFux8LYINYqXEc+HtMLITP68fWtVdjYmLMt+3BAyrDSWxLkm9SuK1u985s9u2p81PUQJ+KAS/wnt3EEr6b885jI0UKUE0HN7Y3EWMgIBbEGsTO9eHUW8K18jITZ/W/ihntEuy7CZ6nr+5ix5SBzwU8Fc9j33cfVkNivX/+mD8GMbuXKOq6sSWinBgJ3/e9fjwhnqPc3/PkLnbclpeJsM2fD8ce0rmLBWCKWUYeAiEKkF4HbjtwS6g6GG7UjZgBDgF+q4DfwNr8fiRVjpi2JHmZqfvIFwv2uh1LPUtXyhwgNjtqwDwBYTbXSyxz+zSWphbiFbb52EuxjIHQQ6Aeuw90+373Ye7iE9jNeTVmMF7GctfBhMVqYqvfa7Alkgps5vcIJhxCBkA1Vu55QpYBU7TVnU6J4skySNKkRMCl5Br984Hf8c8Ira03YuLtIKdfUreZ4tVODxIzMsJyVBV27oOoTAcdbsDOefj+qn372/KbB03CCizbpRdrgVyPLQXVEoNSs8TiVuXYtXEUM96biV6nRlLFkFpo3wd8h5gWi+9zE+T+XwVxUvP9PW9rfODRhpofd/ZU7D+6v+qFA6CJ6rxQMt8DEGIRcD92g85iN89V2E0zRN+HVsDnAJ/2QLnAfcQ4AogG777Ua5qZWJAluM17MYFQ5dsPEmfwDVhZ5l/CDMQz/tOH3XTrgV/DZu7rMSO0HnPlppsyhdlgBnPh7sJmjqPYssQu7CafwQIHQ1W5EDSYYI2VVmFBh02YUPkK1lDnL3dms7cVmmH7ksmHMWO8wR8/HOIoyBVLYamimyma7OSTEhaNxMp52zEBcCFmDFcRC0DVYt9TseY/MyHEBoSCQs2Y6FqDLZfc5a8718eyBatDkH9NQPzejhDX5Qd9rNNpDpR/PoOXKCzxlBAzGXr9MQQA7sY8VAl2TV3nz6W/j04mVhssmAq5ix27r0hu+ca2a/64ZP2nvlxa981nG6teOPAWrPPlVMchZgF5CISYggIFfC4lzswgtngN1dlOVujLCxw8F/ufGwbubEuSGzCxEdzCFdhMvgEzID3YzTRkLUA0Bk3YjbgUM75hrb4Lm71/FJsBryJ2KQQTE73EgK7g0q/FvAMbMeP/UuoUhBne3cDn/dhD9Pnr/DWjRMP0a1jxrpCCOGnaY4ijKPJ00cj4GS4VpA1hA7HU77uIgZpVxDiPIP5e5PRL6oZqpxdjbvEx7JyOYOd7D3ZeP4p9Jz3Y9387lj2wl9hc6X2YkNiEiQGw76EU88jc20L7ZC2KLyV6JHqIqZkJMX01pMmOYF6BUJUyVIYM4wtVIh8jBgIWi1OYcA349/dxTJSFGIiQjZMO2BVzhDwEQkwDN+5tO7PZD2Br+z2YEU1X6MtgN+kKUjNYN3gfxFzuw0TX+g5szXU3Nit8K3aTHSa6cbdgN+bHMCO12j/7K1jToypiOdgr/SM3+We8hLnyezAPQgNmXI8QYwkG/Diq/X1lmHBJUw90urF9zPc9ntpHKM1cSSxr/A7MUJ1utcBiM85BCrTPnWRmmfbC9Pjr12HHnsHOY70/htQ/OAMldVMtgcN5z2JG/mvEuhQtWLbAs9gxH8KM9S9js/HrMRF4EPMqBBEAdh8fxoz2Oop4CnzbZuLyRDUmUEJnyhPE/gNj2Pc5gAXHvt93U4EJmyuw6yXBREZn6ljvZnrt51uJSzT12HcxTkx9FXOMPARCzJww4wupVaHK4CA2i+pmYupUmMnWYTfvAX/vxVjswX7iOnEPdhMewW7OYX9f9c/+EHbzfC82Iw8Bhuf5PsINfhvwRv/MQR9nhb/msL+3xsdxEBMg+4k343RQXXqGt9KPYdA/K6QmDmJG70gYw+kG/1G4cE+Xj7NQ3EWxtf50cN5z2LkLgXkriDP2tBg47sc045K6+cd6BXQ8kX3gJ9h3mL++3kxutkUtFrC6iujGT/dsWIfN3F/FYkbGiQGhXRRvs9yKCY7tfi7qsO8yA7zg4xghekiO4GXa/f3vJi4VZTGBWY2J4JMenhnUYbjU3z9OjFcI1SrFPCBBIMQMSS0hfATLAijFDE2YAb7CxDXTZuxGPowZz3JiANkOf29+974E2JQOUgRoS5JB7OY8TnT/12Fi5DLspl4C/KLvcwhzM5dis879/rkvYx6IjI85fG43ZmhG/Tg+65+70/dZRnSvh5v5GNHjGAzTSVE0neDAImzF1tUbfZyhl8JFxKDIcM4OUzyHPZ0WtxEzusEAQewjgX/OEDF7opEZ1DQodqz1Dz5+vPfmq8J4A2F9/WIsmyRcF2Ecw8TloEE/vj3++xWYwNuHfQdVmJDsLXIemrHvvAJb/y/FRE8lJhy7sXbVr/hnn5zZe6ZE8EQMYkIylFA+eIpZAfWYV6IGO/ehuVUl5okSc4wEgRCngBuxX/cAwo8Sg6vCzTTfgHQSC7SUE2v/jxFb5R4gzgQfxQx7sZzs0MAopPSFyoWVWJDap/25UHo2iIFGzKhWYLPNEC2enrW+DIz68ki+gesh1ggIMQyrieVo86PkA5OWzS3kPfDnP4oZoDADrsKMxut8W3B9X4vNSgvO5F3EPUj8rgYxEVWOeWvGiS7rbmLg5EEmb3NdiILHuvHDf1Pee/NVjb4tvb7+bWxJYIWPrYTcctfjPtYwc78zleb3GWJZ65C5UjCIj+glCa8HO58riVkLVRTuBdGMiYdGYkZLGXbu8+tITJdezNNR6j+hYmcvEztuAme+RoTIRYJAiNPAgwb3MPVNqgP4deKaaZbYErYXWzNuIkakX4a5cQsF5FVjhm89sRvgK9hM60Ef058To8griJ6JSnILKz3IxOp15wJntyXJ53w8IYCxh9g5MSw9hFK6wYAFF3u+KJoqOHDCjJrY4THkqYdxX4wZsIS4jBCWX0IKYyG2YymRFZhXJgiyytT4jxG9EJ86RWNT8FirXjgQAjPT18pn/e9XMUO9geiSz2Ln8wR2Ph8BuvNm4weJJYHPwq6xg8AfFxhXWH7Z6vscx851EIvhXIJ5JVa4Z6AZiz0Ywa7TOmKtglewFNf81smdpHo4uHDOqcjp7zuOeYA2+nF3Ad8tstR0KbnpotP1MolpIkEgxGkynTx4n6F+BIuqPofoIg0BeiOYwR3ElgCyFA/I68RmtqHoS6FyvYf8c8ButOXEeIcwE4aJUeHnYkLhMaJxvhH4OiYANhE715Wk3jeKBcmFyof5oii9hh8IM9li3oPrMAMRGijhjw1YgOZPiVkZPUDPFIYhGOrriJ0ZVxBbT4eYjYRJuiVOY5Za9FgLra+30P4h7Lz2+bGEa6ISE32vEutfpAViKxaUOERcAjjhx3Fzfolh9yrsJy4ThMZQFZiRP+IvHSJWEgwepHKsXsMoscdCXTj+dLfD+l0/Gm584LGbyo70/eZ/3PvBh6peOHAc+F0/58cx4fJJTBRkMG9Y2mNy0juQJxaDd2U75hULwk29D84QEgRCFKBY7fnTqaCWSkH8K2xNP7iAQ2rgy9gssAGr1Ffss4IR302Bcr1+Ex3ADOkoZuBKieVuN2PG56t57YebsdiBx4hphz2YobiU6NYNs+ksMX5gHxZEmBPvUGDMYMboWv+scFN/JO/1Iap/P2YAIAqfIWKKZXh/A5O0eXaCoW4glpLuJ3eGfBQzUAXjEaYZCzFp6l2BmfQgZoBDQF3IIBjHvD6rsYyS/OsvCJxLiJ6lWuy8FktBrAa+hF3XQWStwLwMoaxyiPgPGSXX+Tk7honACn/dw2FM7knort/1eMX6Tzx4zfjKqqGx1XVHS4+deDMWGzGIiYEyYhfNFiz7JsdjMkkX0ZAdUYUJwS6Kx0uIU0CCQIg8Jqs930L7KZdVdWNyOzazgtjCONz8z8IyBTJMkrufZ8RHsRtzepbais2gu7DZfUiLDGWIw+/3h/0RewN8jonu7qexNMI67KaejhlIfPvT5N2YC8ykH8QyKt5DzI7YhN3gz8WWGr7j467HDNIKTBS8nlif4TEfz7sxQ/EsZqxyzlkL7Tlu6jV/9bu7mn//M+eO11Qm4ysrq0pODNcn49lMMjJ2vGQ8k/i+/8k/v4HC6/DprpDBUA6RypsvILJOGrr0TJooKDb6OSzFDG6IIRjGDF5rkWsuLXB6MSO+2ceTTkFMp/2F9zxKrF4ZalAcw7xAI5j35Tgm3IaIhnh1kfE0A6+s+uvvXDe+smooU18zlIyNUTow1EyuNynELlQzSb+K/P367z1Eb1GDbysWLyFOAQkCISbSit0YQ53/wCm1Zk0ZxvdhbvyEuO4eKsOFssJnAx+cak10imWKcBPtwWZnwVhsxNaXeyjuXk+7u5swoxFiCOqJbZpD/EPwOgz7vtPHnG/4biau1w/6mMI9qBQTQ+VYZ8cMtt6+FQsEHCDe+N9BzMpYiRmtnGZGLgZy2iof+bc33j62esXfr/rrb19d+/09lZnaqp5MZXlSMjhcXXb0eLYkk/0uZkgbKF5Qqdk/N8ywg6G8MVUDIS0E8uMQCi2P7MXSWFf7thDvUQLsnUSABk9EqIK43rdPloIY3tONBTPWY7EL+zFj+y1/TSvWfyEsSQWOUPh/oBNoLD/Q3TC2vqEXIFtRXlXafQJijEdgDBN6LzG1tyV9PYYCXZXEAlPFvidxCkgQCDGRZorXnp+Re7LAGmhJ6idUrAMzAj8B9p2BAKlBzDMQihaV+LafkVqSKPLedHredszgj2KljFdiM+MD2Owzi91DjmJR8vs8NTEYlBLMnd2A3cD3Y7NqiPn1IXguAbKZ0mTtyOamN//8v/3rH/ff8IbW11/4waaqFw48QjSg78e+iwSb1YJ9Ly3APanjuJ0CbZV7brl2R88t1+6q3/V4xaq//s628gPdDSObm4aGzl+37+y2v/sZxV3XgU5io6LQICoEI96KGbrJDFyx4MpS33fIpAiGOKEI7qq/2z/3RsxQ7mOSFMTUe3K8F/mio4V2sLLYR31TGFe6KmGaDuCOkc1NQ6WHe6vG19aTrSyrKu0fegVbHgsBsMPYMkiCCaG0OKrABOznPSMkVLAMyy+HMSFyMbGE9UwzQMQkSBAIMZFObGacjroOv8/UPZk/IwyNY0KBF4geg/2nsP8cXICEgLA+/2nGbuwPUWRWlefeP451vivHZpmhPgHY2vQAMSAvpCvmRH77GFYTZ9GhJ0A1uY10ghggU17aM7qhsWrknDWD/Te84RmgcXhL041ks1+v2nPS+bDS3x9y9aFwu+R0oZ/0684Fentbrsr2tlzVVb/r8aZVf/Od16147IUrMMGUM6PPi3APqaIX+eOAj73Rx3UWFljZ428Pj+kZdbGAwx7MVd9LnPHni9IJuCG/La/TYBcmBgoufUyncJALh4cwz0UYXyiWdbDI6+/u3vGmW5v+8qs3Jod7j1Tu7XqstH9wBRYj80Ps2mrw4/s48AY/viZi98wBYnrjHZiXKC1gXgQ+KREwO0gQCDGRUIlwa2pbaM067QI1TnpG+AoWqV1GdAmHYi8/onD9ginJM+absaj0bxHd/aVYOtvNmJv4zwoYvbTrNgTBfZ0YUQ5m8FeQ2/q2CTs3G4kzt/2YGzoYN4hu4+OYUUl7BkqAkbFVK0uzJSXDY6tXdvlzPWNr6o6QzV5atefg13w//ZiYCO11YWL3SPzvRiZ2mTzqjz31ux5v2vDH/+ftJSeG60uGRrPYzP/ytiS5MxWceYePb0tqvPh5qE2NaRQTBfkR8PlBb8UCDh/283ih/2SxGfG0cvzdIH+Q3DbaDZyeS/3+vP3lBEcWGgM377it7T3/JcRu3EBMMdxKrJh5HPMo1WMi4AJiTEkoeHWyaZIHqkoAzAHqZSBEHqna8w9jN6YK//1UAgo7ibX4f0SsGT+KGY5jwPf9uRnnU+d18XsFmyGGtexDxJ4IPf73leQKHTAxsQoTDLf5Y4aJHf7qgadDTwe/UW8gzvzTnoBK//08zMCd53+/QIyID1kL48Cr2ZKkMlNb2Xfst37hufCB3bdc83Qynl2DGbcE80SkPTf1TOweCcW7TP6Fn6uGtfd8+aqyI/1rKS0pKz0++Krvfyvmgg/npRsTO0OYiFvn+wnCYMSPqxwzdllMiKXP2ckZerFa/5jxrcOERifW16AcC2TdzjSYYR+B095fW5K0tiXJN9uS5AV/bE0V6lqHiZlX8YBcbEkspHZuwezP1dj/V9b/rsW8WttQBsGcIw+BEAUIrtgzsKv8NdDHsZn0PmymfbqV1vKXJIKbeBuxmMw4JkDCbPl2cj0R12HGP2Q8rMMM3irgB0w+Owxu9HxPQBa78acJSxA1mLelwfdZBYwNX3jWnkN/dPPzfTddFmbX9LZcOUw2+1DdN3Z3Y8bhR8A3sJiBUOTmrlS7ZAB2saPD18HTxXDu8u3bgdbKvV1bsuWlA+VdvQdL+4fSHoeQahq8Ow2YGNiEGf8MMU1xLPXzc2LBpqTYOSvmsvcaAYX6WUw7kPWK5JaJG7PZidumSbGxuuHPCdrEYjjGsbEfJlY9DIGodcTYiCpi74QaojAMxagaUAbBnJNkT+NiEUJMzWyWW02lCYZ/5CYsErscWJcpTcayVRW1o+vqh5Lh0eHyQ71JyVhmBfDnYRxtSRKaGIXOjaFgUhb4fylQbCh1TP/K3xci2sPa90psKSRkalQR0xZDB8ZAA9D9RPaBdAR8WoRMOcstsNbfyxSCqy1JgsFNR9FXARU7s9nLPUCyEQuMPJ8YLzCGGbAyf2+/n6N/xoTYWf6aHsyz9A3MME76/bfQnv9d4p+5aRc7PjDZ8afOQboRVAlQObZqxat9b784OXLrO3r7b3jD06QqCJ4qbUnyTSYuyVyAfcc/Sm0Lhj/EHaRffwmxrkU3MZVwCPMkvcDpd8sUM0AeAiFmmelUMjwVWmjfvuXX3rS57EjfdRWvHC0tf617qHRw5CA2G67JlJasHa+trMs0ruhLRsbGS/sGGzNV5SUMjR4rGcucjIAnFpvJEhvMBGEwodhQXszBXiyCvMn3cRCb/b8e8y5cRMwyeApbV84PlOsFmqcbAV9gLCHKPnSQHMS8G8dTx0jefjuwiPm3+XNp0fKwbwsCZT8WABc6AYZ6DuOY+Ahpgu8k1vnvwYz5OdhM+jGmLrdbLOBwurPkW4m1M8aAzZmSpHy8qnxdzRMvD2553z2VA1ecd+7BD7dc3nLD5Mtf0xCx+UGbtcT20Vf6MRwg9kgInoFQRyAEhY4Qr70e30c15h25v4AAPeOiWkTkIRCzhv6JZ49Q4GbdJ764at1/2XVtpqZyPFNXnanY29VdOjhaDnz41Z2/tqPpvq+9K1NRNlg6MFzFyFh5AmVD287eU/vk3r8nph9ej/VOgBjwOIYZ1IdDk6NAauZcQYwOH8bWi7/nzx3HjGZP6q0NmGF9JrW9yT+7EitcNO1rJCVMLsCM79mYodlHbAm9359fheXQP42t01+MxW+cjRmosOzRBdxZwBC9j9gzoBozurXEhkQjmKcgVBkMY1jnx9pDrMbYgFWizBFaeUWLZuQh8bEGj0cp5tEoz5SVlJPJlIxuXHOIbBYSsmOrV46M19ccqfvWT39Cgf/LPMGXM47UeUl7CGqxmICwfBRqbIz7OTlOFDubiJ6jGn/vET+HoaT2T3dmszfkjedeTOxUE/tlTFmvQ8wMeQjErHAa7W7F9GgFumue2HvO8Pnr95cdO15X0j9UO7phVVXpS4e+C2w/+Ce3DJIkX1v9199+Y8nRvoZMdcXQ0Hnr9w1e0jxW++ReiEFb9wH/ndhOudJ/gsE4iX+vN2M35gbMgL6MeQlCOt6rmBHYgnkQ0kblPn8/WEDiWzEj+iJmxGZyjYT4iZCeV4YZmzU+7vWY+34j5j0IxXtCC98SJsZ07AZa25LkQ0Rj2daWJOnljPS4j2NGrwnzjmzGjNtFmKFr8P00pMZdMFhuBjUCijYRwr6XdT62sSSTrc5mgUwmyVaWj5b2DdSW7z9WVdI/tBL4KoX/LyftTOm/30dsJBXiQELb6DDjL8WM/j5io6YuTESF7o0n/PWhumIl0BjqWfiYPoJl/YQMhUr/+yNYM6dZYaoJTaGGTfmxLIsNCQIxW0znpiJOnWbglfID3Q2jm9Z0jzav7c4CmRVV9VUvHXrZn+88uHNH48GdOz6/ZcefX1/aN1A9trae0v6hQd9HPdDpPRbOAf6ImHP+BJaid/IGlxJ5w1j/BDDj8wo2267ERMUzxOj+cmxW2IkXkfHukLcCb8dm3J3+vu1EgwwFeknkCYUQ9NdDdEWXkxvHELozht4FTZgBP4gZ6Uf8OLvJreI3QcT60sNHsPTEcn9f6AC4gliGORBS6NaRm7tfdBlgqhoBRUof39FC+91X2DnaQQwiLSObhbLS8dLjwzXjJSUnktHxsvGG2qHSgeEs0U0PE1sdFyqedFLEpPpy3I7Vdshis/ZGPxchg22/j6caq9EA9h28lViTI+vPr8aurUdJnXvMgzXoz5F6vL7YeTpdpprQuBi4h3itnY2lrJ6zM5u9Z7bGNdtIEIjZYsqbijgtOoHG0bMae0r7Bqoz9TVD2YryqtL+oR7M4Ay+/sIPNg1vabpxbE3dkcGLN/185Tef3V4yOEzt9/f8HFvvXgM81JYk23dms/e0Jck3mHyJJ4i8TiwgLEPsR5DF1oyriIZmLwVc435D7cIM6WFy2YQZlFAHIqeXRKgRkD4HxJK2fdjsfczHETICgvcgNGSqJUbyQ7wupxKxW7GCTSNEAbQeM2wHsbiJE9isOIMtYxzGvBTDmGckLEucam2AycZ4P9bfIVTBrCDLaKayLJuMjlUmo2PDmYqyDGWlZSVHj+9N7bOX2IY6BGZuw2I+QsbHBBHjs+EOn82H6o2rfXwhWLAKW7IZwYRAl++7Dzt/j/nfG/w1X0t95mpsqaCRGL8RenGEmgWzRaHzvBq4ty1J9gG/iJ2TsDQyjh3PH7clyTcWqxdUgmAemcL1t9g53QApMTkdwB1Hf+dt+8/607/fnq0or8zWViU13/npHsxVT9ULB/aSzX6dbPbSlQd7Lu9/2+t/tPYz30wqXuu+AnNnfx27waZdxpNdf82YYbsIu6GH/PswO1+FiYLAZAKwGbvxr8Lcx6G2wDh24w/r9OkMgPxeEukZ/WOYIRvAjPNr/vrDmDHZ5O8ZJ3oRnvRt9dgM9GbMqPVgYmUd3oralwxux85XKbHD5BBmzAYwMRC8FGEpYQwTXhv8s4Oxu6EtSe5lBu5mv1+kxxgqSPYCzS60voSJqSpgNIGa0hPD54yvrMoOXLalu3r3z1eUdx6mdHQc31ePf35f6lz+AJt9vxXzoAwzeYGjdCGvMeKSU6mPL2RkXIvN/ht8nz2pfYSaFIEmzGMUPDGricGpwaPw0mTnqxCpINSinqfUslj6PIOJwVXYuVjn24JQAbs2VrCIvaAqTDRPpFx/jeS6/qZVhGQR0EHsxJYQc84X9RrbQiEUjem76bIXX7vrlr2ZqvLuuq8+vbfy50dfxG7we4Geqj0Hs/UPPVNa943dq85u+7tfrnj12A2Y8XoKM3o9xAY4U9GJGd0h7JoNs7Vh7CZdgxn3Jt8+mQDsxIzmRsx4DWMz90bfz/nYjPsKzNCE2WbabZ0unFOJrYm/e2c2e/XObPa9wBcxgzJOTOcL/RNWAe/C6vW/E3idj2HYn/tFfwzb7sBiDTb6Z4VqehXEIkWHsXP/v4DPYNkK6zCh8FM/5kossPITxOI7jcAn3Q1dEG/W9AX//DU+tmv9XKfP8/1Yut4jWOfGrydZHi7rG/qbhq889VjlK0efLR0dX4m5+RswD8c1xJl9D3ZdfMvHdrVvLxrX4dtDIa9+YpDlPkxonfB9Zf08D2HXySE/hhAomE0d0zb/uwv4LvEaq8O+wxN+DqdNKi3zJkzQbcSWWO4Njan8Oyh0nn/B3xM6UEIUOoEE+59YtF5QZRnME94/PH8G3QB072JHW6H3LDaUZTA/pGoTrMXW6ZuIvRMSYnDXN/0xATblZxMU2O92TNAdxW7qF2Hr9APYzfqY77sHa7+cE5leYF8PYIaolmi4w9p+iEcIwWnDmMF9FTM0U15PRfLyGzGxdIF/5hh2gx/HZnWXYC7+cuzmfsDP00rgFn9diOQPwXMDxPXsdHT+jX6OXsQMWGhPvBKbVR7DDMoRYkvp/5Z/XD5J+IL/Oeb7KCVW/Qvtir8NdHhxogn/d34+vkBc9w5R/T/C1sD/kQI1EHZmsx+YiTfTP+fzTJxhb/PP+WfM4IYCTtWYByVUe9yPicJRzKPQ5efxasxAP0HKozLdsfnSxnt9DCFVNHgy2jExlX+ewbxN5/nY9mHf5TZMMICJoODh+Dnwv/KXyfLGsWCDEbVkMH8s+TX22cq/F1MSlmu2YTf9UswAhf4JldhN8Texm1sf0OtCoqihdaOSbniTxQxRSPF7DpsBno3NMKfqRJdeax8ilgGuxm7YoXpdxl+7DmuSM5Oslf3EGIdhbOa8kVg+uQqrFfBzfKkl9bmlqf1sIgqBsG48ip3Pp1LpeOksgXrs/Db7YznR/R6WE8pSz9djouM9bUmSrr7YiomPw9j3mcGXMojLEKvxLI0nsg/cXWRScSv23YwTG3WNYwIFYkApqb87CwQyng98oYX2ffUPPv7axg//DVUvHMgpXuXdCvMnPCPAtzxrI4iGkK3ymj+/HhNrz/tPWGL5GSYWc2JSJguyLCAKLsUMe4mf9wFi98Vr/LPCeQYz/qHGRuJjDMJuzM9dGdHDdcTHWdS4F6nw+Mm2JGEhiAItGcwfncRI7IDW2MWZICzXNBGDuxLiDTD0GQg3xs3EwLdgaIstXX0Dr+aHGZUV/vdz2OztPH+8nok9E9K0YjfEUWymfIzoSg7jCgYz5PaHvPYQtFh0qSMVJV5HTKU81x8b/LNqMZFRjxnKLb7fLmw547D/vQ3zthzBjM6YH/+ob/t2gSE0khsMV+XnJXg+xvx1YYZa5/sLxuijqe+g2bc3kpvvH5Y/jvvxbCx2TnxfN2LfcYij2ESMh3iM4kt86QC7tdha+rrqJ15+y+r/8fCOgcu33DS0dX3+tbMbW4r5feD3sJn5Ft9fmCw86Pvs9P2fwDxAP8XSQYPwmWzJMT22oteFj2kz8ToqJRZSClkL4TyHYMUTWJzCMSy19iwsruEi7Ps/jnnLjvu4d5GqYVGEQm25+337vCNBMH9ojV3MCqm19UPEG2AoFBTKEwd3fBkxkv8iJjG0qWCrZzGjOY6JjlewGepN2GxrL1Ovizdjef81qW3B+IfYhEHsf6OfkEZnBYJ+yT93Mo9aK3Z/244Z4hpMBP2S76eRmCbY7c+v8PMVAiZDc6arMMEQujQ+j3kq9pFKzUyJkPOx2Wg1NsMMVfrwbY/751QSxU4J0WPYixmccO46/bkNPs4gBMIS0Abff0P+OQkNiLD1/SaiyMJ/3+jHdT8FGhn5tdRMNGC/4M/XNfzDD1eOr1qZjGxcXXfiTRdcQbx2bgXe78cw7Md3FiZ60nQQ3e4QlzKe9vNUbDxp0mMLFLouWrHr9kTq+LNE78gY9p2Fe3IQBfU+lhXY91Xr76/xz2kH/gb4253Z7G3TWBLdWGS8+e275wUtGcwTp1KmVYjp4m7bD2Jr6BdjN+NK4rr3GLERUcjRb/C3FzO06dlYiPA+DzOWV/h+XiW3NXF+I6VAWNZ4CTMWwWvRSyylXI2JjlrfNoIZmLOwQK/d2Pp8IZqxm2yCeQFCb4HVRLd5FhNHR/3z67HlgzBjDYZglJhKh48lZBnclVfQJ4iQWv+8Wv/M/ZhBWoet2b+GuanD8sTLmLcBzBgdJn4HIZuixMcSREQoM91ATKM86WXMc0+HnP+ziJkg4bymj6HQ/Sd8VxXY9z0OZCs6DyejG1ZVl4yOHx9bszJkcfQCv0KM+QhCqAqoGrrgrFtbaO8Cmsk+0Ll9461PVLx6rNnPS8g0uRR4cppLjmFsPalt9UBnXgzTpVj2xDew8tnVfj7CeXme2JY5nN+NRDEZRHVo2NVP9OZcCmzwugxTxUntp3Bb7v1THOecIEEwj0xVhESI08FFwZ3YjO1tmOEYxG68IU2uArtB9RFvqsWWrgrFvbyM3VTza9vD5DOfYOSeJ4qUczBBUYkZqs2p179KLDJU5q+/mFgtL59O4OpMeWlDpqq8OltZXpIMj2ZKBoZ7S8azCXZj78EM0DFsySMB3oHd/A9hwuE4sQxxCTHf/AEm3vybsVbPq32slf7+LLb+/WP/3G5MoH0G+///aGofYZa8x48hPXn4RX/NqI91nJjp0EAsDBTSA9Pu6QaiMWvwYzqIGd6pvJLhu7qAmGJXMnr2qqHS7oGSTENNdTIyNuDbwzJoqB4ZGBqvKl83vKXpRuDL+Hr/3s/fVn3er/3XwbKegXrsnId9bPT6GDn3x/xA5Y1/+Mu793/q/Tf7073+3saNH/r8t8mNLdiGGftvYbP6bZjHpBortx0E7rewUtr12PddRYwlWUkMIh3HPEEX+7ZupldpM13hMYx3JXBXkdfPKVoyEGIJszOb3e2uzNftzGY3AP+bOEMsI5bwLccCohoovnQ1WdzL/iLPFZz5pJY1XsQLGGEGYQBzGQ/436EaYDU2gw5R8D3AvkluvB3j1RWl2YrS1dnSkiQZGcsCZaMbVpWPr6ja55/5IPC3WKBhFzarfYiYR19GjCoP9QUeAp7emc22FfjsQSxuIsEEVliaGMWMTwhaTEf/dxCNwVr/nN2Y4T35Hfjk4YvE8tLHiAGXQ/74InD3FcktIaL+Cuz7DP0CQmnncT/mF7ClgkkJKa7ExlElwPHuX33T8bKeEyUl/UOVZV19rxCvnRewpYDX+bHWAlVja+tWjK2pO0Jqvf/4Ddv3Dly6eQUxzmMQM8p7KRwHENIGLwNuWnfPl9+/8UOff5C8pYV193x5O7mxBU/5bi7DZvY/xjw1P8ZEbaALu/7WYN6UID7LiEs8K/z5FUSBVIMtLZXkjzuNf98fJpbA7gY+vBACCmEePARKRRNiXqnGjNoV2Ow9ixmSkH1wkOLZAWGmCLn9CT6LGbEZzXzyXcJ5zYrCzH0TNsvF93kUS0UbwW6mRff9b/5kx1Pr/uuXNpYMjZZlq8qHM1UVA2SzpYPbNlasePzF0IQp/1juxoxCI5aCGLwSE1zyRQiFi4Z93Cv9vSf891A0aBtW6vZObGb/KLaEUIeJifv9nOwkzoa/sf9T7w+VCEPsx4mVD/34x6v+z/e2rvkf32oG/phYRTLj+6vGZsmvEGMhupk6C+Qk7qV4EJsFXwXUDl55XtnBf99yYtX/+V7S0PGDVzFjWQlch4mDMMOuB7pH1zdkum+55um8XfdmK8oaMKGaTW1PmLhsdSuxemWv73vrunu+fMNffepLt6Vf2AYfIteb1YWJoKtJldLGbFF6yaEJ8ySEDJhwriEGcpYQz+8oMe221vcdYmAKEio8Tvaa+WJOBYEa3ggx74Q116+ktjVQoMRwPql6/jlxL8Gwp2rbh/zqdOpcOl/8UsxI9GKzsY4rklu2Euvir8JmtJ2Y12ILtnZdikXDj/gxfHaynO6Df3LLYMW+w99d9Xfff3MyOFJVks0ycvaqrkxddS1xZjzhWPw47vD9bSfWcMh3yedTjQXvXUfMo+/37VXYUsJhUsYMM+DD2D3xH4nCZCsWwBnuleevu+fL76n97nNjJ958UcWxX39zz8DVWw+ufOjHh9b/WccbslXlvb6fd/t5ehkzgs2YGFmDGb0BbIa6h4lNnKa6BwdB+Lif76bBK84defWKc+9af/c/7vHnLsKEQSjhHAJFjyRj4yc23f7Z1nP+7X/PDF1w1itdH/rlH/W2XDUyXlcTvEs9qc8qJLyuIbd65VBqez6FYguGgQfT13nquwb7Xi7z30Mr7bDMkiUKggy2FNRLrGWBv34tsX32omOuPQSF6kOH7RIEQsw+k83yp2SyQK/JZj6pfPESzMBnMcN/fO2nvnRvpqxkW8lYJkTOgxmwx7G1/ecwj8brsYCw/dha7FYmyemuf/Dxwcq9XecMvn7jy2VHj9eV9A/WlvYONnbvuPAb//XrzxQNossTPiuI4uVFJjecndgM+hUs/qERMxzPY4a5BPN6QDRm12HxCD3+d3i8ndgmOpTxzVb/7LWjo+esWXH2h/+Grv/rV37W+MBjl46vWUn1s688hXkdwNzua3w8FVimwwo/53+BiYEZT8zyAqFHMdd+xy527G6Dnb6/dcSiP8P+uj6gueqnrx4d3bSqJDuezVT9ZP+W9TsfWD1eW/Xs6MbV9xE7YM74mizCtK7zAiK3EvMkXIF9lyFWo4RYL2Mv9p30EUsYg53fERbo7H86zLUgKBSUNFnqkBDiDDLFLH82CZOBS4hpeFXAxqZ7vnJRtqy0nrHMMcyQJJjX4nrMQ3AuZuy+h8186zEDchETc7rBMxs2fvhvGLx4E6PVlYMjzaPdmbqaRjLZsyoO9lzilUILVrRroX072QfC+Xm62OsKsBv4LR9TyLQowwzIJmxmuYbcLIwKiqehfcf/3hbOWenxoXV1/7y7f7y6fPOGj/yvmykt6SkZHHmkas/BLmymHDJGQiXCav+8Z/1YLsOE1ClNzCYJhC50bw9NpsqAitLh0Ypk32EyK6qqxldWZcqPHa9o/v3P7P9Pz7/W0XZPsgdoHVnfcOnxt1xUf+TWd/T23/CG1hbaSZ37x7DgWIjXTx0FZuQzuc7TIteXaBqx+II64jLIOCYAvoGJnCv9uUOYsF3hv9810/8lL0ud4+XaxY55ERVzLQiKpojM8TiWDEu8QZKYBeapgmQzNmO8mJjj3Qf0lR/urc9WlWcZGh0DyFSUjmdKktGS8czqE2/c+ivVz/x8rKx/8DFiJHiPP56HGbo0JzMbql44UE02+8jgJZsvGl3f0Dy+omptMjo+WvnSwQY8Ijy/ot0MK9/lsx0zWhuJsQ99xFoNWzAjDdGYHcAKBoUYheewWWbajd7gx3UWsKG0f3CwtH/wREVX37if0zD7b/B9VvhnryGmKv40dd6uw5Yn8s/byYlZsVivQtv9LZux9flQVXKAyFrM1qwuGcuUlPQMlJb1DIz7a6rBrskW2sFiLKqx874euLyF9jv93N9PLHlcj4mCPRQJjDzF6zzdMOthLL11MxZc+iixeNcfY96qa7BloF1MbM89JS4GJni5XAjNuSiYa0FwWu5KkYtfTB8lltssZ/o3LyHmkkFi4aIMZsAagcpsRRmMjo0DZCpKy8frauqToREypaVDL3z3rm+ff9Of/XLly4eOV+05mN5fL2Y4gzs/kM5s6Kzac7BxdH1j19D566+kJCkt7RvMDJ+7LsGM924mzopDLYFLiN319hd4XSGaMQ9GEC6hC2QDJhRWY/+rwZgdBMhUljWPNtVXZCvKzi7pG3h9yVjmJ2XdJ/6SXDf6OZgxDCWoV/jjc1iQXwYTH/XYfWAN5mkJ4uIaP5afpc5TT95564RJY70exAoOhd4QV/jfpb6vUh9DKOIT+lOE4LtK/6xQQns9MWgTigQN+vbbUmm0sxaUXsCz0IF979v973TQ7Zkw2IUqF4btS1sQzKO7csnhYuDT2D9dP7HCVqGbnBALgZWkZoV4oFb/NRcM1j/0TDlQOV5bVUsmW06W0hPXXHAEqBhbU3eEbPbSqj0Hv5baVz1WMvhK/7sXqM9UlK0+8B/f87MW2j9X/w//fvDsP/qfrxs+f/3rgdKyI/1jpX0DZYd/7x3lmLHcCIzmednehBmrHt/nKmxp4hd8BjuZBy7tAX0Om11W+t8jmDdjvx9/J9A0fM7qusE3NG+o3HOwomRwJBlb11A5cPmWyzo/f/sNGz/0+Qc9fW4c8w4k/lPj566T2Cipl1hYapxYnrcUEwe9/rnXExtPnTxv5E7MisV6/QfM2PcRm//U+t+DfqyhYE9IZa0jt7VxllhUKYN5eQJFgwb9O7qV7APptsWz4g0t4lmYLeM80/ods8qcpx2q4c3p4/8cHyX2XS/HglsOMY20FyHmgWosZTAsF4ReBWNd/+G9P2386o+TTFnJtmQ8U5OpLBsbueCs/tf+9H2HgGuP/vZ1z6//5K7Lcdf58Dmrzx0+d91Vr/6nf5mpev7VyrX3fXVtxavdJWP1Nb2Hb7/p1SO3vfMQ0Nt781X1o+sb1jd2/KC0Yt/h8ZHNa7KH//UNPYNXnJvFDFUZ5koPs+FhLC2v0sfaTXS7l2Mejt9sof0h4P4CxijtAT2M3ecuJpb0zZn8tCXJ5wauPH9jprqiZ+Dq8/vH1tRtYnS8r+LVoxXA5fs/9f4V+z/1/ruvSG5pwrwACTHKPYsZ51C74CFsKWAFJrrG/LnEj3MNsfDPMczNXmxiVizW61wssHKIuARUg4mCIT/OQawb4Y3YPWmIWF0RH08IvkuLmMmowuoPBO8BWCzBxtRyQg6nmt4+D0uwC6pyoSoVLk5aieuE6bSXcJNbtGkvYsnSiQXHJcSYoSoge/z6130b6Oh5zxvvTTKZkpFNa0a6d1xzcOCaC04AVf03XnJOyeDIQ3Xf2N09sr7h0r53Xb7tyAfeVj7wxvOPD7xpa9Wx9791DDPAw9iMOVQ+7Bm4emtm4OqtfcSI8FLM4Ic1+9WYG7gCm6GGWv91/jPkY671x6PYOveEpbkCHtAXgU9OmpWQzV6djIweHlvX0Mx4Zqys5zgjZ686Qeyx0OrjOuGfHwTVOGZIurDZcj1mXEPxoTLiMkKdn5d9WIGe6rxAuu3kpiAOUnhJYST1d2gKlO6NMIQtA6zDBMhQ6nwHssRui31jK6v7W2j/tB/jRn/9fj/2EGfRjy1ThIqY9X4uGvHlhPRJPdX09pnGj5wh8bCgKhdKECxOmondz0Layxh2IfWwiNNexJKlAzOk6Q6IdVhQWIcHle3DUvSuwYxGYE3vzVfd76/ZiRmdhJjiBmaw67A2xtuIbXMPEwsw9WLV4YKx7AXe5Z8JbqQwwxOa2AQDO0h0YdcTjXWOAXgi+0D4tRFzqV/aQvvTFDYWHeUHut8ztqauPltWWlV2tG+8tGegrOvfvvMoccmiGTOMoZxzqJhYif3P30VMIxzybaFuQh9x+eNFLJ2uAY9dgKLGM7ir95K7pPAIFlsRzlUVsQ10ECorMAOewTwVa4gejVJiXEM2U1FW++p/+o0+bLbfhwVYbsG8nBU+7j3+/oswj0fobxGCKN/dQvtJb00L7du3/Nqb7k3GM+soLemqfqbzuaoXDoRrYaql1GmnxeeJh1rgd4F/10L788AnphsQuIsdHb4UlVO/Y7lkGYgzQyd2U2jA3IBhBjCKXUxakhELCs9hD30Vwjrww+S63sMa/KOYUW/A3eGp1wQDGYLOgiBIz0IbUr+/ghm0Z4G3+OuHsKW2HuxmvtHf/zI2E2/CDE6Y4db59mbMcB2jQLq0G4mP+fZN/ll9/lkFPQq//6F331XSN/DRip8fLhnZtGas69++89DANRdksRiEEOgX6uX3E419BngpFGFyz8StmOApJZanbsa8Gumy1Okg7hwjOHTBWRVDF53dPLaiasPYuvqran7c2VOx/+jDVS8cuPvQH/7y1pX//ONLk+Gxc8u6j1PaM1BWMp7pxpYINmHGvx8TDjf59xMCCIOwCrn8owf+43u+d+S2d24mxg0EwRWyCAaJrvMriel/oYJg2HcrsDsY6bKj/evGVq04nK0srz7+louuBR6teuFAullUMcJSyUVYxsRKP56XC7w2nLf1WP+LEX/tRmaYJeCvWxCTOAmCxUlYq9yN/SOWYf/Q86YslwJK4Zxd/FzeNslL0ilf3ybOTNNpZWHpIXTGC2vTY5gRrMOMdeLvz2Cz6O3YTf5ZYqZDiPQ/FzNWm4hlhwcxg1CN3eiHiS7stLEGTl47n8U8ICX+/gy2JHEhJnJip79wfX3qSx0ttO/BjPmNxF4OJ6sxjq1acV02IZtksiuTkbFMMjx2vGRsvIdUp0d3hd/WliT3kyu6vooJgmo/1s8+kX0A97Q0X/DmCy8t7+r9QdWegwxdcFZT/9svfvt4TeXqyn1d2c4/f/9hLJjx3X6ONtf88MXyVX/97RNVew6MZ8pLR2uf2vfjilePDfjndBBLAf8Aa8aUzjIYBf7Zx9F98E9uSYs7MHG2xt9/wt/7VuKyQ5nvo8S3jfj7/6XPspuA7rHVK7tK+waqMyXJUAYYfEPztqoXDowwdXp7JyY8rvV9H/cxXdpCe2vevTWIh5v9tRl/bciuuLeF9nczxX1kod1zkmw2O1+fLU6DhXYhLXbyXIBpN6lSOOeQqa7r1Cx8K2YcNmAG4jBW2bCOGMk/6G87GdXv77ke+45rsRlepW9fg83+92PGqNn3EVoxD/jzA1gDn7vd8xGunXdhxqHBPzfEApQTWx9/kSLXV96xh7FvOPvfff5N1U/vG6x85WhJMjxaM15XM15+uPeJ8q6+x6cqN13k/J68zjf/5l/eWDI4XF/97CvfGnxD87aRs1edX9pzomyscUXm1U+9vxTzTCTYUsAwNlse9+PaDby4ix0nx5C3BHEWFui4ys/btzHR1gjc/YQVf7rJ91+KCbIaYnfBASzuoYzYyrqK2HGwHBN1L2Ai6peBr9fvejy7/hMPXju+smpofGX1UJLJrm384g9/BEwnhuAh//xQ4KnMj+XALna8PfXaUMDoN/281BPLG4esis8R6xZMuI8sxHuOPASLFLVOPuOorPYsMZOI76mu6wJLD4eJRV1exAVESjiEnPltmJHtx4xIIyYmIBqdWmzWF7J3erAluXoscC8sY1SSe9MO106CeRVCWmMFsbvgRv+MkwGPqffuTh97nqFo7H7ftT2V+w43DdZV76esdF8yPFafWVl1dnlX338sdp4mIec6777lTU+d9Sft70wGR36l5vEXayr21FaPNdVluz74S2Bel+PE1MF0SWT8mHIymvICK+sw7046j/9ktkWqENFWYmvhcmy23e+7PB/7vkqwpYUuf9yMfa8lmIiowPpfXNrbctXXgEdX/fV3tpUd7W8aW73yEFOIATh5baWXoIYwAXOCiWmAwZsVAjCDcAqiYAhbengkdd7zhe29mEjswrxO0411mDUkCIQwiqVaTbXuKCYhzBiHz1ldMnDl+RvJZq8uP9D9nt//0Lvv+qtPfemUlremsfQAhYvcrMcM/JPAv8CM9auYwS7HhME4sfHT9cTiRF3+0wB0583gQgoevp9RYq2FUKynEvM8pAMei11faaNdP3D11kMH/33LyKr/9d26mqf2ZkY3NPa+9rH3df/PG+46FaMx4TpPRsdHM5XlK0uGRzOUlpZlkyS4+RM/3rDuDzF4cAgTW98K+zlZgjf7QE4JXjd+2/MHkifu3kfse7DSf8qw7+MEsdlQP7YEE1om7/WxXot5Ci4DGnpbrjrc23JVWHa5+95cL0x6SeUxrBxxECwZ7Lvc58/XYt03g1egYxc7dqf6OlQAv0oMSF2Nt4f2cT6HidaT33NK8K3z51YB78W+74PkZnfMKRIEQhjpojKBnHVicUq0Dp+zuqT/HW/YngyPDSUjo4fH1tTVlwyOfLyF9huI7vzTXvLKc7nfhN1s84vcXLiLHZe30L4BM3YN2M37SczwvYNYKng/5sZ+lhiTkB+Uh4//JsxLcTZxlou/7+f+e4bcgMdCcQitwL/0fYVyw9UD11zQPXDNBRngQd9H9zRPSz451/mqv/7OtpHNTYPZqvKfZKorakfPaji/pH+oqqHjB6WDl20JoiCLiZhV5GZanGzkU6QE7z0ttP8u1t2yltgl8PoW2j8YDCtwm8dWnI/VW1hJDJ4MnpvQkvoEVljpQnLTHcG+q4f83Jysr5C3JJNfz+Am4FewmfzL2Dm/zp877q+txDwFN5Eqpez7/fUW2v83FrC6wt83SExdfS8WdPl46jsIgi+c03V+jqvwa7KF9u3zsWwgQSCEobLas0PzwJXnb0yGx4ZKRkaHAMYbasZKu4+vw9zFDzGzfgE55LVU3owZ75exe9sGzGidKPDWp5koABvINSgvYmv+YfbYia2Dt7bQHnL2Q4T4B7CZYQjKGicWJPoKNpt+K7kBj43AZ/0YPoIFFY5hM+V1Pp6fYa7nUPGwgdO7LnOu87Kj/U0jzWtHVzz6/HPH33zhNaXdJ14ba1xxTsXPj9YQ3fR9xOY+x7D0vxFSGU2133v+jxr+/vu1lXu7akc2rW449hu/cGLgTVtrMS9LqR9XKWb0Lvfj/fW8cX3Bz98wMWtknNhWOMHKJQePRQYTAYOYaCgF/sskgdWtxC6FQURU+PsuxJYFGjDjvwLzKFVg10+1P78R+EwL7T8hfv8f93N6AWbgz/Hj6MbE4TVYPEEgeGmewwRDOOZafxwGPt9C+4PMcWxYyVx9kBALGf+nuxv7J97kjwooPH06yWabEhcDzvrRsxqPEwPEeoh5/Tm00L69hfZPt9D+pP982g1o2vXaSCzFux0zHvuI9fIhZgg85n93EMt9B0PzPiww7XrgS7vY0baLHR3++AF/z83+vpOFa7BZZAhCGyPm1J/wYwu593swT8TJ68vH8jGsUc4IJgZqsIC8Sh9/uAbDeTrl6zL/Oh9bvfLQym/u3g0wXl+zdqyp/rzSvoHS0Q0NJ7DZfviOHsYyCXZj7Zp/OxjetiTZ3nTPly8qP9I3Pnr2quGynhPl6/78S83VT7wc6hOM+nnJ+Dka9HOcP659qdcf93MalmJWEOMMQlBjDeaiD4GhR4Cbw/VRgJDVkL4WyzCjfQHmoVhPzEI5hn2HQz6OcuzaOp/c7x8/p5XYNdbj5y5kqYB9v4FOYgfPKv9ZSSz8NEgsvHTHJMdzxpGHQAhHgZqzQiy+U1nWW9I/WEVtVc2x33/nfnJn55Pl9RcsWUveWjsxVmAbsX1tIwU646XWgFsxF/GlmAv3EMU7zhULPL0d8yZcic02Q059QhQAOe7r1DHuxGatEI1fuoXxBswYf/JMidP0dd72d7dsH11X/7HjV553BSRlpceOJ6X9g5VH/s0vJsRMh1EKl2oOtGaryvvG1taXJaNjY+MNtWOMjCeNf/f9Wi8THbwmQRAEg57P05hh7sRmy5uIrvSK1OtK/CfUYziKGeMsNkO/t4X24OXr9f12EFNWG7Fro4rYiCnxn+M+xlJMGPQTK8GGOgjl5AWG7mJHm8/ob8G+v03EazYL3JhaBthNbJPdS8ys6CZ6s3qYh8BmCQIhxKyRLr5Tubdr7dialYcPfejd+weuuaAcc5kGCsVrFHLx4ttCrEAIkOsht7tgF7ZuezY285wQp5CK6v8mts4f8uHDY37HuZOfV7/r8aZVf/2dbeUHexpOXHvh5u7WNx4auHprF2Zoan0sP9nFjqmCH8Os9QSxDHlwrw8AD6TT+s40O7PZ3b/14If3N7Z/v6l8/9Gm4fPXDR/51zeMDl62uQQzgC9iBmsyo9RcsffwY6NnNb4DykhGx4bH62uy5daTocffH4xqBjs3LxXYTwfwHqIhP4R91/me7AwxNRFMsBzARMNVmFE/ThQIx7GZ/IOYZ+L1/r5y/ykhFk1qwGbqoe4ExCWKSv/cEt9PfsBgGP/G1PGW+XEMEM/hdmKb7Hpi9cXN2HJXFhOSMMeBzRIEQohZ5a9i8Z10jv1G7MY7WbBefuEasBtzPXFNP8QB5HcXbMAMxwenMbOebse5TqCxftfjFSHPfWTTmuHS7uMl6+7+x/WH/ujm4wNXnldKdDMnU3xu2Oc2Yq+FQJZU0N5s0nvzVdW9N1/1EDbm12PGC+KMOBRTKkbnyu/9rJGS5J8HL2l+Y6a6oq68q+fEeH3tYeAnwC9gtqYEOzeDwCfyd+Jem7uwxm1rMWP7DFap8Xxi6eMQq5HFDG8QkmuIs/vgpakilgS+HTO6we6FOgvhWEOsQ4U/Bm9AI7FqZZZY6OlavBZD3vj/H3/tCX9tFvNSXOfi8wpsOeJ57Hvv97GvxTwkJwtOMceBzRIEQohZJ385pkABognudCZWJST1ewjoCmu4BbsLTtPNPt2Ocx3AHY0PfP+CsZVVQ+Nr68lWllVlair7s2Wla+q/+MOKgSvPC5HxwaBPRbrHwyFsRrvCfz9jZchPpgRG43hfajkkCKvniAGM45hRrMKWWiYzSh3AHSu/89yBld957gu4wDv0h7/8IDYbrsF6FJRgM+D7rkhu2dMGO8mrTeFpimnx2IkFdn4aE3ljxGUEiNUKh4jl29NlkIewuIBGzLgHgVnur4dYChnid7cSM9aJvydUrCzDjHzwGFxMbE4UehPcgH2nVUSxuglblvo5sf/BdZjHqQ8TIUd9/6uJYiPDHAY2q1KhEGJBUiSGIDREujNVgOi0KnbmpcyFteeVwIfzI9ZbaN9+wVs++vnh89cnpSeGe6qf6Xyu78ZL3pWprlhV1tW7ovP/vW2c2JgpC/zmVOXEi+TGT7ZmPyOmOr68QkhnYXEa5dh5fh4zSpMGMs6k+JS/Nl00agjzQtxZ7D3eEfEdPr5SP5ZRYpvqJkxMPUFcsgkegnXENfmLsO9npb8ufFehLHK6MFJY1liDxXK8BvzQP6sh7HMXO96bN9ZCFQjfRyx0FeIjQmxLCLDd57vYiHkQDjE9D9cZQ4JACLFgmW1jmfqcyWbQObQlyU5SKYuHf+8X35ctKzl3rLGWA3f9i0Fi0NsY8GS65O184G7qQh6Q7jC2ImWTz1iNiDRtSfJpYofDUmwGvwIrLPS7hURBESO7hVimuhObUd+Mnfvt5JZdPo71k7jS31dNDEQE8zSMY96Mcd9XCPALomIArLyi00DspZFzffrvaYH0r4gGH0xknOfvH8A8B0f8swax9NZNnt0yZ0gQCCHEDMir19/be+MbbhxbU3fFof/rVwYHL98ShEDoqjiyix0XzONwaaH9BSbGSABsSI9tJqKoENP1ErQlyZOYAS7FZsohAK8C+CeKlBmejjcory5FCE6sxypSvoTN7t+OzfhDC2kwozzkj3VYxcCQtbKOmPZ4GBMWoVVznT9f0IOVGldalAUPQbkfc8hseA0TKI/6+emezYDSQiiGQAghZkBevf7myn2Hn3z1479x/uDlW7LkNsUZJLYhnk+mjJEoUmlw2m1880TSyRz9tiSZrIfAGmJWRajhEOpRpKsLTntJqFDqcMq70EBsgnUVZrzLsO9okCgEXgbeSCwutRpbTngRW5a4CSs2tR+LFQiejjWYsV+JebXSGSb3EWMNGokxC9/zfW71xy+R6nRZ7DhnC3kIHHUPFEKcKi20/yEWHZ/FZnyD2AxwQhzCXDOdGInpLCtMRv4yitMAdOd3ZEwtGawhCqga//0wdg7f/0T2ATBDXoJ5LZqIFRJndE6LdZLE0lJXE7tjjmKC4TgW2Pc6f21ohzyGeRb6sBLKm31b8HSM+bH0YvUJ0l6C4IG5Avsuuv31PVgMxVYsG2He7I8EAQuzDaUQYnFxui732SRvbMPESP392Oz1E0xjWaEYbUnyOcwzkDYoCbBpZzb7gbzXtmLlfkNaZxBPnf57FnjhxX/498d7b76qDosHCJkD9f6e3z6Ve3OBLpgl2L3+EWKgX4IFU16CpTumAw9DBcMKLCYgwQRFQvR0ZLHz+tVCLn8PkAwxFCHwsQ54eBc7bptJgOaZRksGRrEKZPPWhlIIsbhw478gBEA+YWzFlgaIbXynSr0EJgZ7nvO7N5SVd/VePrZ6Rba0f6in+pnO56peODBCXrqiG7ubsVl4P2ZwazHvwFmY8X0E6G548PHrem++qpdYAyDUpShhokt+uuR3wTwPm9FfiImSEDfwRmJVxSAEQpBiIzajfxZbeliBBSCWYd6Do9hMf8YFhU5x6eWMoV4GRjO5/wig1rdCiKXH7cSlA/yxn5h7H2bgYVnhvvwduKhoB34DK6ZTe/j3b9ycqSw/t/TYiZJMeVn14MWb3jq6rn4LEwVSmHy9BHwZ+JpvryEG2V0PnFX5wgGwmXwIPizHDPQIXgr4FI7/GnIrX4ZYj03YRDCkQYb4ghB0GGxlKIzUjcUaPIcFEZb7OPcC38S8MBNqN/iYr/H9rPOfQUwEVZM7OQ3lkUNcxawjQWB0Ev8RAnNaIUoIIeaAjRSe/FQBH8aMzwZ/LFiHAYuVqMNmxQmwYfCyLcMHP3zzwMim1XUVPz9cmamu7O38b/9mf4FZbf7kK0ToJ76/ft/+tsp9Xc9jxv9scksBH8NS9M6EkQzeBzDjXoXd+/swg1xKLGscKiQe9fHUY56A38EaP/0tliURggILnbs7fH8jfixNmIdkBWZv5nVyqiUDQ61vhRDLgaIZB9Nc8mjFZvFhzRzMUJYNXnnu2P4rz+3BegYk2Kw7n3S5abDAQ4geihLMPZ9UvNp9DLgL+O+YZyC/FPCpGMnHsPV7MDHQ5+PZR261y5exMsKl/jPqjyHzYMjf99m8RlkFK2+6GLgXE0Dpts2hjPcqrCIjTAzOnLPJqQQBEzqfTVZKVQghFjPp9Ld0xsFd03x/M2Y40y71EWzt/DjRkBUzYvmTryFsuWCYXLf8MBbQWKwU8AiWIjhT7idmLNRjsQtPEssLv0g8P+2YYFjpYxrFDPga4OukCmRN1ik15RlYh5278zBRkG7S9BgWPDmvk1MJAketb4UQi4lTqeLoBhZysyFmksbXia2Xr8ei6yH2PBgBfobN+gsasfwaDpgxPh+b9adrOHQTl3Hvp3AW2IyNpE/+Hgb+wMd/FPiLXey4J/06b0sdKhbWYsso9X7srzCNapmp72cHJnrAPAFlfqyjWHniQcwj0Vzg/HQCn52rLAOlHQohxCLDA/s+js06j2Pr6qH/wJ2z5d1MzXZLsL4A52AG7gdYQN2Myx23Jck3sHz/0CEwrN/v3ZnNvjf1uaddJ2a6fStaaP8cscRxqf8egh6PYEKm6HlOpTdejImJ0NI6LIn0+e+vMY+VCfORh0AIIRYRRQL71mGzzSZmMV06b3l1FKusd7pFdL6NGcaNxKZB+0m1AT6DHtxCWRZhe9pLEjwh27FzW+3bxzDxtZXJUx9bse+igtjme4zYErseExaPMY+VCfORIBBCiEVCKjhtM3b/7sMMM5hAyDDLEemzsLwa1s1/TO6SwLSWMbzQUU5BqJ3ZbLH3bmRiAaZeYpGk/DHtBs7FDPk4JhS6sSWSayhOqJlQhnlw6rHvBmIw4ZcwoXGQBRKzJkEghBCLgLzgtB5sDbzBfx/F1roPMkcR6cXc+DN175/OurmLgQmFltqShCKiYMq+DjDBEzKCCa8DxA6IU9EJbMO9AtVPvHyi4Ys/rK/4+ZGS0bMbM/1ve/03/ueNf3YqhZVmFQkCIYRYHISiNV1YcNpKLFhtBRakhj8369US88q9n6yo10L7g1glwvztk5aBd+N/KjPk6S4BBKadZRE8IS20N2GpiqGE8clSw5OMqwPLjGiqfnJv47r/sqtqfNWKzNi6+oHKfYe71/z2p2vaDn18+1wFC04XCYJTRM2QhBBzTDNmZJ/DGu+8iqXArcJmog8BH5+j+1Cxcu+3A88U2D5bcQ3TXQIATjnLIj9VcQgL3ry/2Bvcw3AncOuq//3dHeMNtZlMbeVg+aHevTVP7v1R+aHeERZgaXwJglNgEnWsZkhCiNkiFPXpwiLTt2H38OeBD87xvSeIkzTBEH+nwPbZimuY1hJAmpn2nEgZ9xlNAP3529ruvqWawo2fFlxpfAmCU0PNkIQQc026aM1hYnT6fExE8isOQjTE9QW2z1Zcw+kWWpoWpxlIWexcLbjS+OplcGqoGZIQYk5xo3Q3NhnZ5I/z5ZXswIxcAzbbbfC/7yuyfVbiGjxwcEIPhkmyDOaDYudqIY0RUGGiU8KrWOUrvgYWQGEJIYSYC85UlsFywNsa55yThRZQCBIEp/RF5cUQpPNmFUMghBBiUbKsBYGLgYKGfZqiQCpYCCHEkmC5BxWecnCgmiEJIYRYSiz3oEIFBwohhBBIEHQSW2wGFmQ6iBBCCDGbLHdBsGjSQYQQQojZZFkHFcLiSQc5FZbysQkhxFywnO6jy14QLFVOJ4NCCCHE8ruPLvclg6VMOoMi64/dvl0IIcTULKv7qATB0kUZFEIIcXosq/uoBMHSRRkUQghxeiyr+6gEwdJFGRRCCHF6LKv7qIIKlzDLKTpWCCFmg+V0H5UgEEIIIYSWDIQQQgghQSCEEEIIJAiEEEIIgdofLytaaJ8QHONtnIUQQixz5CFYJrgYuANLmXnFH+/w7UIIIZY5EgTLh2VVglMIIcTM0JLB8qEZ8wykWbIlOIUQYqYsp5oDhZCHYPmwrEpwCiHETHAx8DHgJuAyf/yYb18WSBAsH5ZVCU4hhJghtwJbsftjrz9u9e3LAgmCZYJnE9yNxQ1s8se7lWUghBAAXAP0AUP+95D/fc28jWiOUQzBMsKNvwSAEEKICUgQLBJUQ0AIIWaVx4C3+e9DQBVQBzw8byOaY7RksAhQDQEhhJh17gf2YGnZ9f64x7cvCyQIFgeqISCEELOIpxfeCXwVeMof71xOaYdaMlgcqIaAEELMMm78l40AyEcegsWBaggIIYSYVSQIFgeqISCEEGJWSbLZ7HyPQUwDZRkIIYSYTSQIhBBCCKElAyGEEEJIEAghhBACCQIhhBBCIEEghBBCCCQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQQSBEIIIYQAyuZ7AGJh00L7dqAVaAY6gY5d7Ng9v6MSQghxppGHQBTFxcAdQCPwij/e4duFEEIsISQIxGS0At1AD5D1x27fLoQQYgkhQSAmoxnozdvW69uFEEIsISQIxGR0AvV52+p9uxBCiCWEBIGYjA4sbqABSPyx0bcLIYRYQiTZbHa+xyAWMMoyEEKI5YEEgRBCCCG0ZCCEEEIICQIhhBBCIEEghBBCCCQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQQSBEIIIYRAgkAIIYQQSBAIIYQQAgkCIYQQQiBBIIQQQgigbL4HIBY3LbRvB1qBZqAT6NjFjt3zOyohhBAzRR4Cccq4GLgDaARe8cc7fLsQQohFhASBOB1agW6gB8j6Y7dvF0IIsYiQIBCnQzPQm7et17cLIYRYREgQiNOhE6jP21bv24UQQiwiJAjE6dCBxQ00AIk/Nvp2IYQQi4gkm83O9xjEIkZZBkIIsTSQIBBCCCGElgyEEEIIIUEghBBCCCQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQQSBEIIIYQAyuZ7AEIIsdRoS5LtwK3ANb7pMeD+ndns7vkb1ezjx90KNAOdQMdSP+alRJLNZud7DEIIsWRwo/gxYCvQ55vrgD3AnUvVQPpx3wF0A71APdAI3L1Uj3mpoSUDIYQ4s7QCTZgYGPKfPt/WOo/jmm1aMTHQA2T9sZulfcxLCgkCIYQ4szQDVZgQCAz5tuZ5GdHc0Ix5BtL0srSPeUkhQSCEEGeWTqIACASB0DkvI5obOrFlgjT1LO1jXlJIEAghxJmlA+jC4gaq/KfOt3XM47hmmw4sZqABSPyxkaV9zEsKBRUKIcQZRlkGyjJYjEgQCCGEEEJLBkIIIYSQIBBCCCEEEgRCCCGEQKWLhRBi1lGwnVgMyEMghBCzSKqkbyPwij/e4duFWDBIEAghxOyikr5iUSBBIIQQs4tK+opFgQSBEELMLirpKxYFEgRCCDG7qKSvWBSoUqEQQswyyjIQiwEJAiGEEEJoyUAIIYQQEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEII1O1QLCCUqy2EEPOHPARiQaCOcEIIMb9IEIiFgjrCCSHEPKIlAzEjWmif4NbfxY4z4dZvxjwDadQRTggh5gh5CMS0cTEwwa3v208XdYQTQoh5RIJAzITg1q8ArgOuBy4Abj0D+1ZHOCGEmEckCMRMaAYqgWuBasylnwA3nq6XwLMJ7sYExyZ/vFtZBkIIMTcohkDMhE7gJmDIfwJHMO/BaRlvN/4SAEIIMQ/IQyBmQgewJvV3lf88jYL/hBBiUSMPgZg2u9ixu4X2h4DLsYC/HuBJYAQ4ONP9tdDeCtwObAT2A/ftYodiBoQQYh6Qh0DMlPuBF4BHgG9jYmDGwX8uBj7p733NHz/p24UQQswxEgRiRnjNgQnBf6dQi+B2oB8LTMQf+327EEKIOUZLBmLGuPE/3eC/jZhnIE2vbxdCCDHHyEMg5ov9FC5EtH8exiKEEMseCQIxX9wHrCSKgnr/+755G5EQQixjkmw2O99jEMsUZRkIIcTCQYJACCGEEFoyEEIIIYQEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEII1NxICLGIaUuS7UAr0Ax0Ah07s9nTbbwlxLJEHgIhxKLExcAdQCPwij/e4duFEDNEgkAIsVhpBbqBHiDrj92+XQgxQyQIhBCLlWagN29br28XQswQCQIhxGKlk9g+O1Dv24UQM0SCQAixWOnA4gYagMQfG327EGKGqP2xEGLRoiwDIc4cEgRCCCGE0JKBEEIIISQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIAZfM9ACGEWAio6qFY7shDIIRY9rgYuAPrhfCKP97h24VYFkgQCCGEeQa6gR4g64/dvl2IZYEEgRBC2DJBb962Xt8uxLJAgkAIISxmoD5vW71vF2JZIEEghBDQgcUNNACJPzb6diGWBWp/LIQQKMtACAkCIYQQQmjJQAghhBASBEIIIYRAgkAIIYQQSBAIIYQQAvUyOCVaaJ8QjbyLHYpGFkIIsWiRh2CGuBiYUPPctwshhBCLEgmCmaOa50IIIZYcEgQzRzXPhRBCLDkkCGaOap4LIYRYckgQzBzVPBdCCLHkUOniU0BZBkIIIZYaEgRCCCGEUB0CIcTSRN0LhZgZiiEQQiw5XAxMqBfi24UQBZAgEEIsRVQvRIgZIkEghFiKqF6IEDNEgkAIsRRRvRAhZogEgRBiKaJ6IULMEKUdCiGWJMoyEGJmSBAIIcQyRaJJpNGSgRBCLEOUminykSAQQojliVIzRQ4SBEIIsTxRaqbIQYJACCGWJ0rNFDlIEAghxPJEqZkiB2UZCCHEMkVZBiKNBIEQQgghtGQghBBCCCib7wEIIcSpIHe3EGcWeQiEEIsOFdUR4swjD4GYNzTDE6dBuqgOqcdWQNeQEKeAPARiXtAMT5wmKqojxBlGgkDMFyqbKk4HFdUR4gwjQSDmC83wxOmgojpCnGEkCMR8oRmeOGU81uRuzKu0yR/vVgyKEKeOggrFfNGBxRCAeQbqsRneZ+dtRGJR4cZfAkCIM4QqFYp5Q1kGQgixcJAgEEIIIYRiCIQQQgghQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQSqQ7CgaKG9Fbgd2AjsB+7bxQ5VXhNCCDHrKO1wgeBi4JNAP7FQz0rgwxIFQgghZhstGSwcbieKAfyx37cLIYQQs4oEwcJhI4Wb/Wych7EIIYRYZkgQLBz2U7jZz/55GIsQQohlhgTBwuE+LGYgiIIQQ3DfvI1ICCHEskFBhQsIZRkIIYSYLyQIhBBCCKElAyGEEEJIEAghhBACCQIhhBBCIEEghBBCCCQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQQSBEIIIYRAgkAIIYQQSBAIIYQQAgkCIYQQQiBBIIQQQggkCIQQQgiBBIEQQgghgLL5HoAQYmnTliTbgVagGegEOnZms7vnd1RCiHzkIRBCzBouBu4AGoFX/PEO3y6EWEBIEAghZpNWoBvoAbL+2O3bhRALCAkCIcRs0gz05m3r9e1CiAWEBIEQYjbpBOrzttX7diHEAkKCQAgxm3RgcQMNQOKPjb5dCLGASLLZ7HyPQQixhFGWgRCLAwkCIYQQQmjJQAghhBASBEIIIYRAgkAIIYQQSBAIIYQQAgkCIYQQQiBBIIQQQggkCIQQQgiBBIEQQgghkCAQQgghBFA23wMQSwOVpxVCiMWNPATitHExcAfWtOYVf7zDtwshhFgESBCIM0Er0A30AFl/7PbtQgghFgESBOJM0Az05m3r9e1CCCEWARIE4kzQCdTnbav37UIIIRYBEgTiTNCBxQ00AIk/Nvp2IYQQi4Akm83O9xjEEkBZBkIIsbiRIBBCCCGElgyEEEIIIUEghBBCCCQIhBBCCIEEgRBCCCGQIBBCCCEEEgRCCCGEQIJACCGEEEgQCCGEEAIJAiGEEEIgQSCEEEIIJAiEEEIIgQSBEEIIIZAgEEIIIQQSBEIIIYRAgkAIIYQQSBAIIYQQAgkCIYQQQiBBIIQQQggkCIQQQgiBBIEQQgghkCAQQgghBBIEQgghhECCQAghhBBIEAghhBAC+P8AQrS7jVy0rJgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 9))\n", "cmap = plt.cm.jet\n", "for digit in ('4', '9'):\n", " plt.scatter(X_reduced[y_sample == digit, 0], X_reduced[y_sample == digit, 1],\n", " c=[cmap(float(digit) / 9)], alpha=0.5)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if we can produce a nicer image by running t-SNE on just these 2 digits:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "idx = (y_sample == '4') | (y_sample == '9')\n", "X_subset = X_sample[idx]\n", "y_subset = y_sample[idx]\n", "\n", "tsne_subset = TSNE(n_components=2, init=\"random\", learning_rate=\"auto\",\n", " random_state=42)\n", "X_subset_reduced = tsne_subset.fit_transform(X_subset)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 9))\n", "for digit in ('4', '9'):\n", " plt.scatter(X_subset_reduced[y_subset == digit, 0],\n", " X_subset_reduced[y_subset == digit, 1],\n", " c=[cmap(float(digit) / 9)], alpha=0.5)\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's much better, although there's still a bit of overlap. Perhaps some 4s really do look like 9s, and vice versa. It would be nice if we could visualize a few digits from each region of this plot, to understand what's going on. In fact, let's do that now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Alternatively, you can replace each dot in the scatterplot with the corresponding instance’s class (a digit from 0 to 9), or even plot scaled-down versions of the digit images themselves (if you plot all digits, the visualization will be too cluttered, so you should either draw a random sample or plot an instance only if no other instance has already been plotted at a close distance). You should get a nice visualization with well-separated clusters of digits._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a `plot_digits()` function that will draw a scatterplot (similar to the above scatterplots) plus write colored digits, with a minimum distance guaranteed between these digits. If the digit images are provided, they are plotted instead. This implementation was inspired from one of Scikit-Learn's excellent examples ([plot_lle_digits](https://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html), based on a different digit dataset)." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n", "\n", "def plot_digits(X, y, min_distance=0.04, images=None, figsize=(13, 10)):\n", " # Let's scale the input features so that they range from 0 to 1\n", " X_normalized = MinMaxScaler().fit_transform(X)\n", " # Now we create the list of coordinates of the digits plotted so far.\n", " # We pretend that one is already plotted far away at the start, to\n", " # avoid `if` statements in the loop below\n", " neighbors = np.array([[10., 10.]])\n", " # The rest should be self-explanatory\n", " plt.figure(figsize=figsize)\n", " cmap = plt.cm.jet\n", " digits = np.unique(y)\n", " for digit in digits:\n", " plt.scatter(X_normalized[y == digit, 0], X_normalized[y == digit, 1],\n", " c=[cmap(float(digit) / 9)], alpha=0.5)\n", " plt.axis(\"off\")\n", " ax = plt.gca() # get current axes\n", " for index, image_coord in enumerate(X_normalized):\n", " closest_distance = np.linalg.norm(neighbors - image_coord, axis=1).min()\n", " if closest_distance > min_distance:\n", " neighbors = np.r_[neighbors, [image_coord]]\n", " if images is None:\n", " plt.text(image_coord[0], image_coord[1], str(int(y[index])),\n", " color=cmap(float(y[index]) / 9),\n", " fontdict={\"weight\": \"bold\", \"size\": 16})\n", " else:\n", " image = images[index].reshape(28, 28)\n", " imagebox = AnnotationBbox(OffsetImage(image, cmap=\"binary\"),\n", " image_coord)\n", " ax.add_artist(imagebox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try it! First let's show colored digits (not images), for all 5,000 images:" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_reduced, y_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that's okay, but not that beautiful. Let's try with the digit images:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_reduced, y_sample, images=X_sample, figsize=(35, 25))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's nicer! Now let's focus on just the 3s and the 5s:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_digits(X_subset_reduced, y_subset, images=X_subset, figsize=(22, 22))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how similar-looking 4s are grouped together. For example, the 4s get more and more inclined as they approach the top of the figure. The inclined 9s are also closer to the top. Some 4s really do look like 9s, and vice versa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exercise: _Try using other dimensionality reduction algorithms such as PCA, LLE, or MDS and compare the resulting visualizations._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with PCA. We will also time how long it takes:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.49 s, sys: 219 ms, total: 1.71 s\n", "Wall time: 157 ms\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pca = PCA(n_components=2, random_state=42)\n", "%time X_pca_reduced = pca.fit_transform(X_sample)\n", "plot_digits(X_pca_reduced, y_sample)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow, PCA is blazingly fast! But although we do see a few clusters, there's way too much overlap. Let's try LLE:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 16s, sys: 7.77 s, total: 1min 24s\n", "Wall time: 8.86 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lle = LocallyLinearEmbedding(n_components=2, random_state=42)\n", "%time X_lle_reduced = lle.fit_transform(X_sample)\n", "plot_digits(X_lle_reduced, y_sample)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That took more time, and yet the result does not look good at all. Let's see what happens if we apply PCA first, preserving 95% of the variance:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 18s, sys: 6.54 s, total: 1min 24s\n", "Wall time: 7.57 s\n" ] }, { "data": { "image/png": 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dVDSfzl3yPudpYaBNa24Z29EKIYQQQghhTJY+48vpD8Rx7jud7eAseT/oOR3OdiGEEEIIIcbFZAnGj6Se/g4qWTJZUwghhBBCjKvJUjP+LHA54MW8pjSQBP7s/H2kjip3DdmTWbFzJf115OukjlwIIYQQQpwMk6VmfOVZU178/jWn/S5/ZuE+197OiszvtlzT/fKhcz6tNeucxwwJsrVmYJBtAvEbkQ4rQgghhBBiDEyKYLxm/n3f/8w5d1ze2D3VG41F3JFAND01vzF5x4uf+fP67Vd+etQ7iqgRJ3oS1X0TPVUd5wI3AacDpZiMfBR4DviWruLZ431NQgghhBBi8psUNeNXLbxveVu8KL2/e0aoJ5Uf2dtZWba3Y2bonfP+dNFR7mq0Ez0XAzXALCAIeIBy4CrgCVXHeUf7GoQQQgghxBvPpAjGpwYbQzta581K2+6AQtsaxcHu8nChr2OGU54yWqOd6Lkd+DgwG9NGsQp40fmbG/jA0b8KcdQiqoaIeoiIaiGi0kRUOxH1GBF17XgPTQghhBBiNCbFBM666KJggbfL3ZYoRimNQuuwv13vaZ+lMHXio633HtVET13F08DTOZs2qzp+Bpzj/J46lteh6oapa68a9djfWCLqvcD/DdoaAlYAK4iojxHVPx3zcQkhhBBCHIUJnxlXiupfbPpQsCjQpov8rbbSthXytlslgZZ07eZVaY6ml7iZpLkGM4Gzwrk/7ORNVYdb1VEFfNjZ1AX85KhfhwnEb8QE//uc+xud7WKoj+X8/FVMudBncrZdP6ajEUIIIYQ4BpMhM77ytaYzE2v+dmPg6oX3uipD9XpfZ4W9dsPqzGtNZ3ZztL3ETeA9qmy0qmMPA4P9g8BVuoq6ozqmsRIT/Lc7v7fnbJfs+FCZnJ9/Q1T3ElG/Au5wtuWNw5iEEEIIIY7KZAjG3wJ4NzQvZUPzUg1ozOtSmNrudWM4lnLgAVXHxbqKDUf53EpMRjzXMa0SqlYPU+6ydtIF9D/C9Ja3gPcRUd9iYK3+A+MyKiGEEEKIozDhy1QwkyjjQAv9tdq2s+0fhvQSP4F0FbMwbQ1PA37rbC4Bbj2G3Z2QVUKdQHxoucvqSVbuEtXrMR1tuoCbgR5MVjwGfAf48vgNTgghhBBidCZDMG5hgu8U0OjcokDLyQzEs3QVKV3FVuD2nM0LjmFX6zCBcxiT1Q87vx9tZj+33EU7923O9skjot4C/AooGPQXH7AIc5VCCCGEEOKUNhnKVHZhAi+/c4tjsqUHT+RBBnU6WQT8GrgXOATMAL6Y8/CdR7t/XcVGVccaBpaX3HUM3VROWLnLKe57QKHz84cxVyaWA3/ClK/cB5w5PkMTQgghhBidCb8Cp1KsBL6FCcCz7QgLgC9ofWLqxXM6nbQ5x7iBoRnZrB7gIl3FCyfi2EdLrWbEVUT1Wm4Z7jkTUkTFMVnwGFGdl7N9I7DE+a2UqI6Ow+iEEEIIIUZlwpepOAH3FzCB8jTn/oQF4o7BpR/PAwcwgXcKU6e8FTOp8MzxCsQdJ6rc5dQTUdVE1M1E1Fqg19kaIKKuI6L8RNRF9JcIpTCfjxBCCCHEKWvCZ8bHgqpjLab0I/fNUkCFrmL1+IxqZMfcTSWiaoDPYco7QkA38CpwB1H928M88+SLqMFXJy4ELjnMM75PVH/mMH8XQgghhBh3k6FmfCzUM7T046g7nYwVJ/A+ulrzU39Fy8F92J/CXJGowmT/Q5hs+Wbg58APxnyEb0A11BYAdZh5EwAvrWfVOYd5ihBCCCFyTPgyleEoRalSfE8pnlOKhFJo53asmdLJW/rR71Rf0bISkxHP9TLwOFFdQlS7iepConoZUX0HUW2PwxjfiL5OfyAuhBBCiKM0KYNxYDqm3OI8TB/w4+J0NFmDycxWOPdrjqHTyals6IqWpnVg1nivaHlC+rCLE6eG2vOBTyK1+UIIIcQxm6xlKu2YhV+eA97KCcjqOoH3ZAq+BzvVV7Rch6kZh/6uOUXAXeM2ojewGmo9wP9ivi83Yf57E0IIIcRRmpSZca3ZozWf15rfYPqAiyM51Ve0jOphr04428XY+wKmheQ64PfjOxQhhBBi4pqsmXFxtEa3ouXesR7WACbwluB7nNVQOx+TDe/AzCvwje+IhBBCiIlrUmbGxTEZvKJlHqZ1YJr+FS2FAFPS5Ae+sJ5VJ3SlWyGEEOKNRjLjImuRcx8jqn/u/PwIEbUNU46wlIiKHG5Fy2Puby4mjBpqLwEuArYBL9RQuxSz2FZWwNm2dz2rWsd+hEIIIcTEMimCcaWGCQK1BIFHZBbSyb5vvZhyA7OiJdQCyxnlipZOIJ5dlGcfZnLljWo1a061gFxOGo5LtoxpAaa15GBVwCuYVpk/HaMxCSGEEBPWhC9TcQLxGzHBX38QaLaLkfSvaJl933IDq59hJm4+Qn9ryP8hqmOH2WPuojzauW9ztp8yck4aBn5fVsv35XBqqK2uofZmOOZe/UIIIYQYxmTIjK/EnFScgVmMpx1oAD6kFP/BwP7YQaWIAGjNiOUWJ4Kq41zMJLfTgVJMUBvFtFv8lq7i2ZN5/FE40StaVmKC21wdzvZTyeDX3Z6zXbLjw6ihNveqx9PAJsxJzJr1rNpYQ+0sYLfzcFmBUwghhDgKkyEYXwrMBuKY4C8AnA18CNN+Ldc3nBuYlTSPyxHKHRZjWgXmKgeuAq5QdVyoq3j+eMdwHIYLnl8Gmonq1cewv3pMgNaes+1UXJRnopw0nErkBEYIIYQ4SSZ8mQom4NOYYBznXp/sg46i3GE78HHMiYIfk3F+0fmbm4EL6oyHE72i5TrMexDGnOiEnd/XHeP+ThZZyfPoVWJOWHL1ncCsZ9We9axSzk2y4kIIIcRRmAzBeAcm+PM7v/sxkw1/rzVqpNsJOO5ha6R1FU/rKtbqKvboKhK6is2YWuys1AkYw/E4ocGzc0VgyKI8p+DEyIly0nAqkRMYIYQQ4iSZDGUqrwLdwAz6a8a3AztO8nFHXe6g6nBjuk982NnUBfzkpI7uSKJ6IxG1hoFlNncdz4qWTuB9qgXfA+i1bFSrGfK6T8GThlPJOsxVIDDf8RDmBOaucRuREEIIMUkorU96RcdJ5XRNuQ0ow2TF40ATcNPJbG+oVnMzQ2ukw0CbXsstfY+rYw8DA/SDwFXjXC8uxFFxJnEOmB+xnlVyAiOEEEIcp8mQGQezcuQMTOeUXvrrx0+mY80WlgMPqDou1lVsOInjE+KEcQJvCb6FEEKIE2wy1IxfD8x0fk469zOd7SfNaGukdRWzMG0NTwN+62wuAW49meMTQgghhBCnvslQplKH6eOdANKYbL8PaNaaqvEc22CqjqWY1QkBtuiqviXohRBCCCHEG9BkKFMJY4LwtPN7GnA528eUqhvQd3wR8GvgXuAQpozmizkP3znW4xNCCCGEEKeWyZIZn4oJwC3ABjJA41hmxp1APLtKYQdwA1AwwsN7gIt0FS+M0fCEEEIIIcQpaDLUjG/AZPizr8Vyfh/ryZGD+44/DxzABN4pzFLzW4EfAWdKIC6EEEIIISZDmUoL0IyZJOnGlKkkne1jaXDf8aeAp4EKXcWxLC8vhBBCCCEmuckQjAeABzHdSsKYzPQWZ/tYqmdo33FZpVAIIYQQQoxoMpSp1AP5Ob97gLcClylFQim0c/vMSR6HLLMuhBBCCCGOymQIxjuAdwLVmAB4GiZLPh1TujImdNUIfcerZKEUIYQQQggxvAldpqIU1ZjFfWzA79ySwG7gRUzd+Eld/CeXE3hL8C2EEEIIIUZlQgfjmEB7CqZjSQ/9C/5EgW5Mf2/xBldLzUeBnxzmIYtWsX7LGA1HCCGEEKLPRC9TWY4JurPSmJU4ZyETJ4UQQgghxCluomfGAVox2XHoX33ThZk4ec14DWq8DVoNtB5YJ/XrsIr1arzHIIQQQgiRNdEz48/S30klBEQwZSoPaj0xAk9VR7Wq42ZVx1rnvvpE7BOzGmgRpvd5EXDjidi3EEIIIYQ4cSZ6Zvxh4N2YCZzdmJUv00CtWk01s1jBHueRxUwbnyGOLCdobmNg0HzUXVhuUaoauBlY8RXLVRQLFXfvPevCDX/46o+e7C0ua3cetpI3+ATTWmoagRLM5N7HgNtWsX7TuA5KCCGEEG9YEz0zXv3WCx557Xu3fjZxz49Web5362cTb73gkdeo4BLgRqychX+mcYlafcplhldiAvF2zIlEu/P7yqPZyS1KLQeew5TlRCw74wq2NYcWPfz7N3/ifcs+7OntdmFaQFaewLFPVFMwJ6FTgPcCz9dSc+74DkkIIYQQb1QTOhi/+MKHl375H2+dHy5sd+87OCMVLmx3f+lzt80/8/yXLqWLGCkyfQ9OkqKDDylFZByHPFglJkjOdSxB83/Rv+JozZrHDnxt1/mXvA5QtH/PjHfe/tnzeGOvBroD+CQwH/M+LQD+5PwtAHx9nMYlhBBCiDc4pbUe7zEcs7u/9+Hnkynv3LyuntRCvc2Xr7s9O7rnut793Qf8h3ue1pwSk/hUHTdjSlPaczaHgTZdxS2j2cctSoUx2XSA7TdrvUDVUT372Ydu/8j/e9u7ATqmTI9+55GGB5BFiPrUUjMdaHB+7VnF+vzDPV4IIYQQ4mSY0Jnx6eX7870dcXVh09OFFc/tDUQejnpLX2xyjfe4jsI6TDAeBpRzX+RsH63cEw8NZvGhBY/ff3d2Y2HTgZKSXVv+640aiNdSM9z3XI/wsxBCCCHEmJnQEzj3NlTGL+15MFPwarc74fPpVL4rs9DeZrcvL7QfnbNi99XeP/wFU/YRwgS5a/TaUycg1VVsVHWsYWALwruOMmg+BDQCU4EFtyj1buDR5fCO7AOU1uqz7150gCNcBRmvdogn47i11OTu80211NwP3AnscbZ9L+fhTx7PsYQQQgghjtWELlOpuey+7//K9/7VdsxKZ7yejHLZlrK0q2dfXlcor7M1f0Hvb8gN8E5WIB5RQ4JJovqEH8uZgDowaF3LxluU+jvgR0d4eunNWkdH3PfAzi4DT2BOYkB+Mo7rBOK5+/wUjDhXoA148yrWv34sxxJCCCGEOB4TOhhXiur6JRVP+8rjPsunrWTSm+lqK4hNtxv2FsR6M7yuzzrpgzCB+LDB5IkMyJ1AfPig1QTk7we+AFQBUeA+4GpMxrwbCN2stT3i/k9A/fqxOBnHraVm8D4XAEuBMsCL6UW/H3gQ+Noq1u89luMIIYQQQhyvCV2mAvB803nRs3h5aqcqTKcynnTQ3aNd7kw+cf48RkPIbU8IpmXehcAqIsqLCYRfBe4gqn97Ao/TnrN9481a/xr4dfbBtyi1ALje+fWxwwXijkpMr/NcY9EO8WQcd/A+twHbgYpVrF99HPsVQgghhDihJnowvvJ/2z7x9H/wz+eGS9qC7kDaHe/16x2N81OnZzbdOUZjyA38FgPXDvp7CFgBrCCiPkZU//R4j7Ng7/qyM3b+fFF+b2O4JTRf36J+8jpmsaNnMMH/2cAPMJNCNfDtUey/nqEZ6rFoh3gyjjter0UIIYQQ4qhM6G4qQOWDqct3fant9kee37dsx+4dcxpfbjhn2w2t3918Mmq2R1CPCfQAzszZ/igQBD6Ts+16jl09EFqwd33Zmzd84wJfsjPQHqxIFPbsTwCfBe7FTObsAZ4AljjPu/lmrR8bxf5PRGeXY3Eyjjter0UIIYQQ4qhM9JrxkeuN9cmrcx5gYM34OzELywDUENV/IKKKgFZn20ai+vRjOUy2Zvzqxz+0IBhvVj3+UjIun3/moaeeiXRuCwHLgHygGJMdfx747s1aj7pcZxJ3U6kH1q1i/SnTSUcIIYQQAiZ+MD7ypEY9hi0M+7upvAm4BJONvQX4FvAx4A7nkd8kqv/lWA+jVlP9sT++6e7WwnnKm+5pn9K6YXOkc1uTc7yKm7WWemghhBBCiAlkQgfj0BeQD8yqjmUgPlhEvQszkbIgZ2sM0+P6i0R16nh2f4tSI14NuFnrsbkaIIQQQgghToiJPoETJ/Aet+A7t8Ti43/4MT+yrFUu2x68tLoPWASUA8fbRm8d5moADLwacNdx7lcIIYQQQoyxiT6BE6WoVoqblWKtc189ZsfuX7CmCNj3lbv//YqcQPzDQN49F636f2nLpYHL90emPec855jdrPVGYA2mNKfCuV/jbBdCCCGEEBPIhC5TGe+a8cEL1iQv8tzkyaRdSZcn5T2U9GaD9X0rZ7xrRnR/CUDlPXt+s3dq5e1jMTHyWKk6zgVuAk4HSjEL5USB54Bv6SqeHcfhCSGEEEJMGhO9TOWwC+GMwfErr3hqfeK6B3++orzlYDjlcqc8mbTLm0l5iKjrQg+0Lbj6iXuDU1sbwwBpy2V35Ieax3B8x2oxUDNoWzlwFXCFquNCXcXzYz4qIYQQQohJZqIH4+O1aiQA737qvtjnf/OfFyW8/s5DxVM79pVVHFzYsH228+eftb+zaMDjHz3zopc68sOtYzW+47Ad+DjwCHAQmAP8DDgH8535AEgwLoQQQghxvCZ6MF4PzANmYDqKtAMNwI6xOPh//OALbJyzhLgvgDed5IVF5zW1B0OepTs34Esn82ylwgmPL91UVNb8p2Xv2PCZf7zjBSbASpC6iqeBp3M2bVZ1fcE4wHF1hBmJ9AYXQgghxBvNRA/GNwLXAV2YjHgYM6nx3rE4+MKGbQHQj2+Yd8ZpXXkF4YLervZwT8f9vnTSR1Svdjk145c992fr4w+srXjwny67dlf57GRXsPBWfvidsRjicVN1uIEFmAmpYN7rn5zo4ziBeLb+fx+mFv/GWmrWjBSQ11Lz0SOMZdEq1m850WMVQgghhDhRJnowXg08y8DM+CZn+1gsfV6/sGF70cKG7ZsxrQvDwFLgZQBdxcbvfPKG+5bV/e3LB0vKva0FRU2XvvRQw6xDe6+k9rvbiZ6aHVBy2jXeiFnVM+sgcJWuou4kHHa86/+FEEIIIcbcRA/GKzFLv+fqZuxqstcBtwHzgU4ggSlDmUFEVRPVG2+o/W418DhDF+k5JYPMnHaNbUBm0J/LgQdUHRfrKjac4EMfV/3/KtarEzweIYQQQoiTbqIH4zHgckzrPTcQAWYCfx6To0f1RiKqASgD/JiA+2UgSX+wfcxBZu6CQmRXFz35LRFzM9TfxfSir8TUi1cBJcCtwJUn+Lj1DF1Z9LD19Vt7T5uxMM9UoThtJsfi/RFCCCGEOGEm+qI/Jc7NjclKu3O2jZUA8CBwHyYD3sTAYLseE1TmOuIkzsELCjn3Nx7vokGjUIkZf5YN7MF0WMlacBKOuw7zGsOAcu6LGKHcSNVR/Wr32Zdnf//pwvd+4deLrnrt1/rqaC01/1dLzZKTMEYhhBBCiBNqogfjCzBBbRyz5Hzc+f1kBIsjOVKwfVRBZo7cDLV27tuc7SecqqPayS4vBT4BnAcUAi7MpNi5OQ/feaKP70zSHLKy6GG6qax0q1Rv9pc8VyzPpWzlVpkS4L3A87XUnHuixymEEEIIcSJN9DIVMKUqbUXLo8Fp79sX8U+Plcf25KVr2F69nlVjUbKwDpPBhoGrgN4FZEtZ1jCw3OSuUUzeHLMe6oPqxJ/D9Bh/h3MbrAe45USPAfoC8tF+ZpWHklMb/tz6rj8+23nhrvr47M5Z/l2h66asvWpuYOcMzBWLrwOXnoyxCiGEEEKcCEprPd5jOGZK8X3govCyaGrev26Zkmr16mSL1x2c17O//KoDrwFrxiQgj6ghtd3H2ynFyVIPrqEOA2266sQGw8Mc63JMfXgAk81PYV7XY8C3ddWAkpVxMdL7M8u/M/2tOTf8k/N7zyrW5w95shBCCCHEKWKiZ8bvBGZMe+++s5JRn5Xp8iTcwUxHwaLOZxg4ifLkMoF3/3EiqpqIupnjC84Pn3E/sQZn4f8M/AWo0FWsPgnHOxHWWWRutHFBzvszx7/zbiAbjE/cM00hhBBCvCFM6GBcazYqxU3hc9ru7tmRr/zTY+2Fp7dvzl/Y3YTJ6I79svMmSz5k8Roias3RBOS6io2qjiHlLSepW8hRdzI5WieiM0zuCp33VFEfy/iXPN+1vOXBtnd07o1X1l1Rct9f31v2qxtznvLkiRq/EEIIIcTJMKHLVLJqqO0rWfjVrR/7x/x4z+AJlbnquV3POmmDMRnxYctLiOqTUmt9vAbVjOdm4deciOD/ROw/Z4VOCzPBsxSYjSmlGU4b8OZVrH/9+EYvhBBCCHHyTPRuKlm5HUuOpOvkDmVIa0A4SRMvTxQnIB7SyeQEZuEHd4bxYjre3K3quHmU7RpXYr6v1ZjFh6ZhruykgGbM55oEdgM/ApZKIC6EEEKIU92ELlPJWs+qjTXUrgFWfuDLP1mHUwbRN3nzS+pm4KvOw+8+ycM56SUfJ4MTeJ+s+vrcmvQy4AJMG0pFf//0IwX/lZgThYBznwF6MS0tXcBHV7H+SO0ihRBCCCFOKZMiGAcTkDNcMPkl5QH+3vmtB/jxSR7KSZl4qeo4F7gJOB1TouEFophWhN/SVTx7PPs/yXJPUBZhAnGc39udn4802bYeWIYJ5jPOLfv9zQPW1FKz/TB9yYUQQgghTjmTJhg/jFWYsgaAn3G7bj+pRzv2vuJHshioGbStHLgKuELVcaGu4vnjPMbJknuCEsasluoHXna2jaaMZx3mtQYwwbwbkxVPOrci4MZaag63UNAbUi01HwV+cpiHLFrF+i1jNBwhhBBC5HgjBOOfc+418N9jcsTBrQ5PjO2YxXgeAQ4Cc4CfAedgPscPwKkTjA/TPeU+TL23dm7PAE3Ow49YxrOK9RtrqbkV+CkmCAcThGsgDXTTv0KpBONCCCGEmBAmdDCuFCuBzwAzgAbgDq1zlpn/kjoXU9oA8Fdu15vHfJAniK7iaeDpnE2bVV1fMA5mIuMpYVD3lGx7xysxk0SzWfIi4GJMdj/Ped7fc5iym1WsX1dLzUzgy85zkphA3IU5ETmlJ8qeClaxXo33GIQQQgjRb8J2U3EC8W8BRcunP92x5pLPL/rVle/7yePXveX/+JLKduf4XM5Tvjf2ozw5VB1uVUcV8GFnUxeHL0M4suxCRRG11rkfTYeTkQzuntLu/L4yp3OLH1gIFGJOCt30l908oeo4b7gdr2L9d4FPYK4OgMmI/xVoAS4DltZSc7PTClEIIYQQ4pQ2YfuMK8UjmEA8/cXl36xoj4fTLbESVyQvmv5w9S8eAdYCD2ImOm4HFnL7BH2xOVQdexiY/T0IXHVc9eIDFyrqAEIHi6fM/vsbf9TwhzddGeAoF+lRdazFZMRz329Fzoqeqo4LMcF4tuzm7cAPMS0LAX6hq7hupGPk9B1vw5StrHDuW+nPmt8qHVaG1IwfAkowJy+PAbetYv2m8RmZEEIIISZsZhxTmtLxvqrfRFwqzeLS14PvmvfH/PlFO0owr+tmTCAO8F+TIRAfQTnwgKrj9MF/UHVUO3281x6hn/eATPbWigXep5dcOH/Vo7VnkbOK6Cj7gYMJ3gcvvDSgLlxX8bSuYq2uYg+m5/g1wLacx595uOM5kzSzvdFXOGMswbQ9DDv336+lZuUox/xGMQVzFWIK8F7g+Vpqzh3fIQkhhBBvXBM5GG8AQktKN+QvKN6W73MlXO3xMPnerhRmouBy53GdmEl/k4KuYhbmJOM04LfO5hLg1tzH5dRtF3HkgHrAQkUb5p6+KOHxdc5q3ONnUJnJKAP83EWYlHNf5GwfzrXO4xY4vycxnVYOG0g7Afk6wIOpHU9j3otyoBjTBvG/pGSFHcAngfmYbjQLgD85fwsAXx+ncQkhhBBveBN5AucdwHe9rmRBPOO3uhIhDVpH8lp2YII/v/O4tdyuuwc/Wa0e0u1jnV47Mbpw6CpSwFZVx+2YQBb6A9ms3Gw3HL6f94CFirryCsLTovsTB0vK23Me0wEsxXRxyZ2YOWTBHl3FRlXHkPaOw5W5DFN20w38H3CA0U3GXInpt74AU3/uwgT2OPfTgN/VUnPNG7Xl4SrWPwU8lbNpey01n8Cc0AKcP/ajEkIIIQRM7Mz4dmBHRyJkK7B8rhh+dzyW7+nKYILK33O7Vtyubxj8RCcQH5o1Xj3qMowxMSgL/ayq43OqjgpVh1fVMQf4Ys7Ddw56+oBst2OkbiMDMtnTm/fH/Yl44c8vuy63+0zIuQ07MXPwDnUVG3UVtwDfcTbdkJtJz742TCY7Vz7wQWAuo1u1tBJ4FXO1IDcQzzUL04P8lPp8x0otNcP9d65H+FkIIYQQY2giZ8ZXAvt3ts07lMx4CisK9ltF/ja7sWdqYYFv51OYS/MjP7cbi2bOIEUYD+2U0kD+qdOjepj2gNdiOsIM1xWmB7hl0LYB2W7H8P28By1UNOvgnpc/+U8/mPHo2ZckMcFtdhXRDkYf4I/U4vBGVcd9mFaHbcAvgAswGfeMc6wA8Bbgm8Ptd4TX2QwEhxsGpoxlJaZs5R2j2OeE55x4ZK9MvKmWmvuBO6HvSkTu9+jJMR+gEEIIIYCJnRlfClT/6vUPdFqK1Mbm6vjvt12ZevHgORnAZuT6ZOhlKQeoxiaAhw5sAhygml6Wjs3QR2Vwe8DnMaUbPZie4jFgK/Aj4ExdxQuDnn90ddtRvZGovoWoXr3w1a2ffvTsS25yjl/h3K/BZKAPOzHzCK+h3fn9M869F1PbHwN2YVbWzEqPsntL9nV2cfgMbx5waS01/ziKfU5oOZ1mcq/83ID5viQwE2WzJyVtwD+PwzCFEEIIwSRobQh0LJ/+dPB9Vb+JlOcfLGjsntr52XPvuJLbR15+Xl3EI7goIpOT5XURIkObfpSLx2D4RzSa9oCj2MfQuvhRticcdn8/YyXlfJluvEATU2kghI0J1Bl8LEwAmPsayoBFwFmYibUxTI14F6Yt4QLMZwrwR13FFaMZlxN8/hgzcdfP8KUq2TF0AN/NHedkqyWvpeZmBl4VWYA5eS3DnAD5gP2Y1p9fW8X6vWM/SiGEEELAxA7G78UEGMWYMoQUpsf0q1pz9WGfW869nMVsUsRJEceDHw9+Xma3Pnj4544Vp556cJlJGGhzarHHdjzZOvtKLKqpII9S2kmS5FbOYTuD+pRjxt6N+VzaMYHgBZigOIyZWOkdciAjDVwwTLZ/RLXUrMVkfT+i9dCAXJnfsl/2NkwmfgvmKsqawQH5oN7cw1m0ivVbjjSuE31CNBrOezHsidwq1o/qRE4IIYQQY2Mi14zHMQGeG1Nu43J+jx/uSQA08iqv0s0CZhAgTIx2Xmc7jYPqzM1iOAOzvdGRM+4nWHbZeBgY4N41RscfzJSc1NNOfd9k0TBQzTlUM3znFg/9me5FmOBQYZa8fwsQYeCkyw5MEPkoEHdOSEYbxNYDRT3pQGsa99QCV5crNxrXGpTqO04hJos+C/gbw3eYOW6HqZlfc5ID8tHPFxBCCCHEuJrIwfhizPiTmIl/LkymdfEonruOA9zIAV5jYKDbX089cFXKvkCKiFozFgH50bQHHCOVmPchV+7kzeH+VgF9r2E6pua9DmjCXMU4F1NCUYepR09g3ufH6X/vE8DlwIdUHQ8Cd47wHqwDbmxJRwpcKpXMt7p8So04J8Lt3LzAJZh68hGtYv1wZS/AETPfR9Ne8kQ61U7khBBCCDGCiVymEnV+DGICqzRmciNaExnF83ODqGZMsDgfU/riBfgH//ce+27wHx/PeVoYaCOqx7xMZDROZkmEWj1y2YwT9h22pOYwZTdTnNscTMnIbkymfD+mlvwdmFIkL+bE6yXgH4Z7XbXUVD/WdtETS4Kv+YKuTo/PSrtUTrmKGj6k1s5x3pRbqpJbpjJSMD4o850b9K5xTqbWAvvOzn+u9M2hxxYVuVvDbenijofa3t62cdbSk1oONaibyqSsjRdCCCEmg4mcGbcxPalTmOyphclwDlngZzhasxEnO6kUS4FXBj8mob2x7M9dc4Nl7YsKFnm609OfpAZOseBmDEoijpRtvRHTM3wGplzIAl5zAtJ6zHt95aDnz3Z+348JuLWzj3zn9yBmNc3sZ+zFTP78N+D9gwe4ivUb33OQV64p+eX8a0prp9kaXVTXwYz7G1Xe/hixGQEarphK5+IBDWEUUAB8ixHaHtZS0+iMqwV4DLhtFes3ceTMd/0ZwZfmXRX5XXXMDsTbM0UdHpUMvbfsl6FavlJ9Mr8/zr5Pme+nEEIIIYY3kVsbHsKMP3e1RcvZfrTaMYvTvA/TixkAn0oGwATi0fOLL7CSdjhV6DmAE+ieYovIjNRG8LBLyo+WszrpGqCNCk7n3ZzO9RRyY9/+7wOWYALxXkzgfDomiJ4HfBkTqJ/u3NowK0DudrZn2y9WYK5SVGKC9Yxzs5x9pYB3OQsh9S0ilOOOpQWvlsRsn13wejfzv78bT3uK2DQ/nvYUC7+/i8LXB7dKB+DiWmpGeq+mYE5cpwDvBZ6vpeZcjryw0rrzC59e0pku0LFMXjxle/1dmZAqdrdkA3khhBBCvMFN5Mz4DrIZ1AX4eDuKCpJ041J1VA/OBjvdQAaWcJgAE63ZA3weQCkWZZ/jI54HhNsXFSzyNie0ry2ltvxDZR1jV/t7NI5U033c9Fo2qjrAlJTUO/s3tfTmisTjmPdmBSaABngzJqvswQTbT9HfB/4GzFL2U+mf6OnLuc8u2JOtpYphstge4EycNomqjpucv68EKks9TWlbW66K+w+6kiGvzoRcGWXhToU9AMy4v5G6gdlxnGN9hv55AzuATwIPYU4aKjAL5bwDsyjR1zGL5Yw4UVJXsfF/Ui/t2RJbFI7b/rDfFW+f59v2cqk32swJ/FyEEEIIMXFN5GD8VaCbpSzko8yll14StDKdXgaVZ/S15RtcwrGaNdmAfDh/Tb3t4W/yLwlPd3p6qtBzYMs/VNYdvHxq04HEtLL6xKxFAat3+ntMh+aT3q5uFE5qB42cevQrMRnqV+jPwIPpjvIH5+cwJlAPYurwFWaCbRi4AhOQr8wZs9/ZV/Y+jpkD4MFkxN2YEpFCTMY95uzf7+z/3zD15G3Avt5MXkeJp7e0sL4rHpseUJbWltbKRmGlCt3kNfRVHw14icDptdRUr2L9xlWsf8oZZ9b2Wmo+gQnMAc7HnEwcdqJkkaft1eWeZ4arlZfOJkIIIYSY0MG4qWF+Hxn8bHfCNz8zeAUTmOVmrY+pq8UrmbMOENV3ODXiRUD7gcS0si29VRcUuDp0bybYV7Jy1LXZJ7ht4n/+9w0bC3o6vzzn4G5vNBxpvuudq/c9uOxym2PooHGLGji2Z6/7x438y3eyy9cr53YB8AymM0q2VCOEeW/bMdnj2fRntrPZ7QLgTZhg+yuYYDbj7NOHyZonnMcech6fbV/pcx6bDWTjznHehTnJagI2P9X5lqevKvndlV0VBa5ga28iGfYq5/jK3ZX29M4IDJ6QmS1xCgDraql5EPjRKtZvGPS43NnOepQdb6SziRBCCCFGNGGDca3ZqBRrmMbd7EWRRzvVvMwsmjDBVW4ZwPGWcPQFVPWJWYsKXB260N2lfh+95thKVk5028SIqr4BrtwzZeamFxeeM8OVSZfd/NNbQpc//5dbb/jhd45qf04gPmBsMzb87ctzn/zzpp1vvryd/kA7jikTacIEmM/SX2qyBVOqEmJgIJ4tXQkCoZxgtgKYiQm2NSbz3Ylpf9gDVGGC9yBwEPo66WRry12YRYTcQPm66Ps7lbajwSt6pp71/Y1+r07GUNS7ejN5yqZsz4cqsn3pc4Nyhcm0TwdWAx93gvIbgT3Ocb6X8/gnwZSicJjPfRXrN9ZSMyRgH2nypnRBEUIIId5YJmxrw6zRrFR5uLZ8eu3A1SyV4qvAzc6vn9WaO6A/SHq1e+kHezPBA092vLXupe5lTdmncRTL1BNRI7cJzGmbeLg692PZ32jcovr3FS1cUHao+PRF8QXhpSm3v/3P//rff6IYMFnxOCZ4ftx5/BpnF9nxxjBBrRvz/tjOLZuFvl9XmdVOczrBWJjFeLKLA210npNtFfh94CJMoJ4PLHSOaWMmdnqcnzNA9yz/Ttf7G37ueeef/5ycWbcvWnSw49EXv3P6adELIgWYmvPhTkazJw8jTm5O2N7Y1/Z+9c+be5e8xgksUXK+Y8O2SpSAXAghhJicJmxmHJxe4W+ljA9xGRmizOBVZvUtHJNbBnDcpQLZVnFOjfjx1mYfMVN/lHXuo878jyLArwT2RQsXlO2d8qYLXJlEPO3ydRS0Nxaw3ylNKeYZTDDr43UuYgthDvFOYnjRuDCZ5Pv5JK8TpIr+4Dbb/aYdU/MPDFngKB/zfnZgJlHmBrt30t86sdLZb3qWb2fsvMK/FZS4o+5oOqKf61ye3JuYE94Tn9v79chXD339Q18txwTup10b+RX5Ld36bUUP4Fa2dnqPD86Q95W1YIL7GOBJ2e6m13rO7L2n+YNP7YnPaeDEt48cr0WChBBCCDFOJmww7izacyOP0QY8xOUsBS4FHmTWwOBIr2WjWp1T29tBjBfoZh83qJ9QD9yLWR0SBq7GGFTKLCCkdV9pxLEH9v114ksxJR6vYMo8YGhAP+rA7P8ufm9qzftv/NCu8jnFPYFgMGO5XPmx7tisg3v2vVbHcl3FszDqAL8eKDpUfPoiVyYRd9vJeOHuho62qrk+AmiaWUQxrznjbuIFziDKzEGvdDGwmB9ziL+nEz+FmGx1GhPkbgTWjbBI0cArFXVU52TEw5jAuMX5c89Ub4NSSoceaHm3K2YH0FjKb8X8pb2Nds1D6wsufP3Z8J4plWrdW1ayad7pPNe1nJqS3ysAW/env4dZECi3ZeaTq1j/DrVlyBWWET+TY3TSO+IIIYQQ4tQyYctUlDpM6YkeGNANet5wpQAzgGsOdzytc1ZyPJaVLgfWifswNdVgyjyy2fy+mnG12qzeyMBJg6YcZu3AcpgL7nnmpmeXXHDrCEdOAxfqKp4fUq4zhzKWciGllFJAI/Ds279xw8PLf/7dK+sqrz5HYzX7Ul1+y5cMP/zZr6f2Lz8/go2HML9x9p3ibi4nQCdLeYVKkuzExwO8A/Oewmx+yjUspn+FzUZgp/Oaz3C2NWNWwZyByaq/Sn+LwdswC/0U05+xbsXUd3edm//MjBe6L/AM98KtTIbV9/+YxXvqKOpuY817b2TTvNOp8O3mq5X/QtCKgRqUFh8YlOfWur/3PXXrr2CEzwTTp/64Vj+tpWbE7/Qq1h9VuZEQQgghJoYJmxnn2LOIw2WcC4/mwEeatDeECcS/h1k0pgnYjFnJ8UxgGWbBnLsGTd4cdavCZ5dc8Oj5rz/7lW/f8U/Fp+/cUPR09YVd19z2u4t6AvmLMZ/xB4DnyX3P5lDGm7mYACUk0ZgONBf95V++MwO4u/DJhopAvGVK29y59gufuL6ksepsTZwECZoIk495zzZwDevIJ+kMRVFFBQ/wPeA/ANhNAvg4cD1wGWZCZgq4GDOJcpfzOqud96aI/t7lXuA8IIIJ2tPO65mKWVho+nRfg0vzrC7zNuG3Yqonk8/2naexq3getstFa2EJK157grjby/W//wGfudGs6dSWKiHP1zCkMHzQuWk2NHdr+O0vT7sysz8xveE3zR/5U858gRAmW38iVj8dcNXl+c7zF9zXsvLC3fG51ns0/+y8H1HgOeBb2Sse4sRSdZwL3IRZnKoUed+FEEKcRBM5GK/HrOw4A5M9bMf0gN5xhOcNF8TvA36i9SgnYB6N/oz4FEwGOEB/W8AHgYoRJln2BWZXNK73vWf/PUtLk9HI7N7dDxLZVp0buOsqnqZq+dOsegaAtwM9dXwW+C/nISnnvj/AX8wivARJkUYRx0zIBCj7y798pxo3/0AFt/EOlqNIEycD+CnFh6nuCAEh8oc9WfD3bSkm6byOBZjyEoVZCMiNCagjziOTzvOmOO/PXEzAn51Qme12kv05H8h4rJReEtxAr52PRlHo7lRXvLae/7ro8wD4k3E68gop6mzhfY/+hrltO7HOTBN9dxj7DIXF6K4MKVAupd0VvoaZH5ly50rg3pe6l2WvaHRzAmq9B3de2RJb5N8eO61i0MPKgauAK1SdueIx2v2LUVsMpp9pDnnfhRBCnBQTORjfiMm4Zrt1TMEEcPce4XmjzjifINlMfBP9LQHB1IwnRzputs793Qfvu/5zu//70gyu6Kze3Q8t7N2e4jBtEFUdbkzg+2FnUxfwE+fn/sxrkDAKH2lsCvvq4eOY96KSG4EE5VgUkCKNh0587MFDBlOW0UZ/K8P+2vmN3Af82tneyztJYYL3SsznlO3Cks06ZwP3BCb4zscE6NnvZm4LwiH9wTteKsp89G93q8L9XeybPl099vYV/OmMd5mXGOvmI3/+KYt3byIvEaPXF6Cit4GeLj/T7jxI6zvyKd7SRd7+GL3TA+y/YiodQ1fm7D+Y+R+r1NNS9r7Sn30Y+OlL3cvW0L+SaK5jqvXOThQGeE8LF2IWUnoE09JxDvAz4BwGXvEQJ9Z2zP+3yPsuhBDipJvIwfglmIyvwryOjPP7JfTXGw9nrBdhyWbiN2MyvmAC0rIjHVevZSORq5qAPzLw5AGGybqqur5+2FkHgX8CVqk6KrmRel7kPh6jmjY0BSQI0YqXHufxfmdspuzCRxBoxIMfExRnx14KPIp5L/vrpF/hfh7mB5gTIxv4CFP5IGbxn+zCPh76WxD66F9tsxDTRzzbpjDbczzb3WSIJTs2qE/97w/dUzuaqLntD+yP9CeRp7Q28vPbPsCiPVvxppMobaO0pqS1hQPxMPtfbCR1X4ymeflMPauAso4UC36wi22fmjOagFzN8DXkfbL8e5+oT8w6576Wa3dt6Dkru+BR1nGf4Okqngaeztm0WdX1BYXQf8VDnEDyvgshhBhLEzkYX44p+4jnbPM720fUt1jQ4FUT9UlrHZfNxDdhSlMWYQLxQ+RM2DyM4+mwUY7Jiv8WM2lyHudwFeewB7NITxUmcM5mpwsxWUHoz+YXYzL6GhOEuzEZ/XW5tfNqNadhAvSpzmPvBbbSv/BPIyajnqZ/5cxOTOnKVEwgnqT/5MpLfzA+rE/+/ofM37+DzmAh6UHV34eKp/K+r9by2y+v5JzNL9FWUISlbTrbe9j3dIJQW4ICN7Rozfan2vEtyWN2Y4JzP/0qB94x9bBZcgUopcl3dXsqfTvPvjj810UxO7B5e2zRs5ykE7wjXPEQJ4m870IIIU62iRyM++kPDuOYrORUoFApEphgDnIW7slyAu9jDr5rqB3STWU9q0baX24mvhkTcA7onHIEoy6r0VXMUnV4MJfVbwOuxWSYz8EEvtkFdcLO8zsxJwULnF08iunlnS272IyZaAmmfCSMea//LXdiolrNOZj69yJMsH2P81pvpBdNHgqTGd+H+YwsTKD/Z0xQ3g1swNTqZj9Tm/5s/LDOr/sbnXkFRBMZvv7+Klw+D21TZ/Hr677EcyuuprWwhNs+fhM//vf/hz8ZRwE7e9O4S70E05p0nhtvwIW7N0P08TZmLwig0HhHmyVXkO+KuaryXg7GbH/V9tiiFkzbSi9mYup8TkDLwxGueFylq6g73n2Lkcn7LoQQYiyMuMrgqcxpT2hheoJnMGUPlZhAL4/+QPyEcwLxGzGBZ1/nDGf7UCbgXoPJNGdrrY9m2ft1zjHCmKRs2Pl92FIcXUVKV7EVuD1ncwkmIx/HZG7DmOB+N7BZV3GWc/u0E2TXYwL+rBSmdCUKbOVFs6qpWs1atZqfYjrDFDn7vxuTXW8H2tjXt5JmDBNk7wAeAO52jrca087wJeBPmCA+Ow/gCMzky2hzFL8H8iyb2Qe38IF7vtn3iD1TZhP3mcR/W36IdpfCwoOtLNIF5lw02JOiM61RSpEs9JAMe0iFPEy/v/GII1AKCl0xa0XhI8HPT//apbN8O32Y799i4KeqjgdUHWtVHTc7LTFPhHLgAVXH6Sdof2J05H0XQghxwk3UzPhK4AXgXEx5gxsTMLYBX8NM5Lz+JB776DpnmMD72DKkUb2RiBpSVqOe0FDHzc62RZhJk/diMt0zgC/m7KUNE4B3YK4oZMc8UrlLNpu/wHlsu/O8Z+igAC9fxvRH34eZ6BZ0nud3fu/3Z6IsZB/wGgNLOHJPJrKdcZZiAp5sIJ5tdTJsYP5s1fk8t3g5BU8/xJL9rzClrYHmUAW/vq7/pZcmmrnnovcyZ/8Oqve8jieUR6eG/cunUrKzDStuk+mxKfBZWHGb9uoibK1IFrjJ2x87fJ1MdnAKXEqr8wr/5pkf2FL000OfSD7X9WYLk/V/OyZLfjbwIVXHg8CdR9PycIQrHiXArcCVo92PODryvgshhBgLEzUYr8QEOF2YQDSMEzRqzRql+OpJPvbYrpI4KJh3Mqy5fa2vxfQx/94wz05jss7lmEBYAS87fxup3CW7PP3dzuPbL33+wT2fuP9/F3na0wt3TJvrfqL5Ld77y2u0s/+RFeDHlKFMAd7ibB3cpznbGScCfd1Xst/NEWPhO6/6FIeKp9D8jo8M+3dfsodP7Pwhs7vqeXX2Uq774M8p87/M2352K94iyISLCG7qwJuBeaV+DpxTSqbUja0V7s4U3dMDowrGsxRQ5GlXn5r2X94lHRv4a9s72ZuYrWb6ds85v/AZu8zTmGpNlXzgmc43v1/VzVWYqwWPA187UnCuq0gBW1Udt2M+b+gvLxInibzvQgghTraJGoznTorMLr4SxgSnY3Xs9pxtJ7M14nAGZ+efx5yUhDAlEmlgL6Z85A+YmnG/8/eNmFKQMIeZZOgE5PcBRVc8td77r7/8xgVdeQXxTaWL3WWtTcl/3fGNC+Iu/5aHyi7bTf+qotuB3czBx7msoBco5XHMxNBzMUH4LmccuYviXOKM20P/xE04Qhy8ad7pTGk5SMW+HbQXFNKbH8bSGULdjczd/SxvPu05WlaHebL3TeS7euhsKdCdrNBv/uwTyv/H51Tvvm4Sl0yl9IYw1l9b6HYFaeydiqtTM6t3t979/ulKaWcW6TAjiW3ooHtdI6m9MTwzA+SvnErg9BAelVSz/bt4d8nveb7rXM4reJ6eTFA1p8rcASvmv6Lk9/YfWq6O1SfmKOAdwBRVxz8473nufIQjXfHYebj3R4yevO9CCCHGi9KDlhycCJya8dswXUmy7fiagJucbilfBW52Hj5kAufxyKkZb2Ng2cWaw0ziPKFUHWsZYVl2pwZ7pOcNmXh6uIxsNgP/s1s/tKC0o1lFQ6Uc8kypzGvu7fS74qEDRdMKb3rb7S1soZVGejGfQQNvZzn5JAjxCsU0ASvov3rxuLP7MOY9XOfcSjGTRHPnMYw2Kc0Hm75B5IGnoaGT8KwMrivnYFWXktJe6nqrybO66cnka4B8VzdulWZB3haVtD34rAQVW/Yy64/7darew96ymTr4nhYVXxJUWpk32Ro0mNiGDlq/vQtX2IMVcmN3pMm0pyj+pzn4Tw9xMDGNnfG5LAxsIal9dGZC7E/M0B2ZIoJWl+1RyUxPprC32BP1taQiqW2x037xUveyh4EvY05ImjEnUcHBr9XRA1yE+e6P+jMVQw260tSBmcBcMMLDe4CLdBUvjNHwhBBCTHITNTMOpuxiISYjm+AInTdOlPWs2lhD7ZAa7rEKxB3DZ+dbianVfXXkJjBb2x+Y5bYiHI1sucqsxj1375g+T+XHe9rnR7e/tqX8tPM6UoWeWYf22Phxcx4zeJW/spdGoI1qXmXgyUKY/omjWR2YGvEVmPaJucHPqGrGcz1R8V5q/s1HdybItLxNpLQbr5Vid+8cAHrtPEo9zQrQLekSNBbbehfquYEdFLujqmtxgf7xzI/qPKs3c1reZhfupHIrGwXDrtHZva4RV9iDq8gD0Hffta4RT3UIv6uXmf69BF09RBMRPCrJgrytalvvQg22VR3cYL3Wc6a7NV2cDFi9vsuK/nRFe7ro4p3xBXHMyqQL6b/KkZWi/4rHtzEnornlSkUMvOIgRudorjR9W1f1tf8UQgghjttEDca/hKnb7KW/RGKBs/19J/vgTuA9nsHO0IWLepjNXwETsPUHZqtZkxuQHy1dxUY2Pn3fmzc+XQS017712hXFqdZ9qW733PqimZokcXw0cQZT2MtW+k8Eck8W2jGdbvyYiW/tmDryGZhgJ9srvi8IX7Jjg7rmid9ReWgve6ZUsu4tK9k0b+QmFvsSs1nfchXLCp5Fo9AotvYupDNjFgnNs3ppTpWCgnyrmx47X3VkinTc9qtoqoyYHaQjU6LmB7ZrvxXTFlrrvjV+TECeWz+e2hvDPcM/YAwq5Ca1N0ZSB3CrNLZW9NpBPCqNS9nkW52cW/CcymhL99hBbWH7Fwa26KCrB9Dhtxfdn/+Dg5/fhVkkKYA5ybSd2xPATQNaSpoJvIMnE5cA33Pa8kmmfHQGzwN5CrPoz2GvNAkhhBAnwoRsbYiZCBjDBCs497HCM1svrqH25oqP7Z7UnQ6c4Gpgu8S/0MA+dmMCMk22taDJ+h2vvvaK3f5geEbHvtj0ngNd68+u2UWQemzaCBKmv3Y++/i5mMz3XEyAqenPkF8A7MeUtvjpj3ep3vEa//x//6GLutr0/si0TElnS+aff7NGV+947bA1VfsSs/lt9AP6Bwf+UTcmp+uM9miwybO6yXd16+e7luvnO5froKtbB61urbApdHWglNYNiem2hZ0s8URRSvcodLpgU1dm8Te3cs7nXmXxN7eSv6kLW5so3TMzgN0xcO6q3ZGGigKiqQhoC0vZ7IjNJ9/VrUs9h1DKxiKD34qTZ/WwOLjR5VZpV1J74hnt8iwK1hVW+nadhjm5zDg3N+bEpYyhn2Wl835mlWF6yU9hYKb8RLVUnKwGt/KEsZ8HIoQQ4g1qombGs5eOQ5jXkC5Y2pqp/Ltd+T27guXJZl9v9oH5VR1zlQpFALQmOj7DPUoRNaS2e3Bf8sElJ2oNa2HI6xtVl5dBteQpzGI1szF13F6e0NGSjujm/7zj88l5+3foPVNn6Z+948OPP1e2/DQy+AkRwEcx1/AuQjzo7Pa+8+qeu/3ax2pLpjfv9+8rm9n7m0veU/DKgrOnYFbjLMDUQx/CZIH7FvlZ+cQ62gqKaC8oUq5MJt1eUOTWSumVT6xTG+edMbh0xc65pYDE3sRs9VLXOb7Liv8UKHa36rZ0MX9qfZe9NzFbAd1/aLnav6zwGXfE00xHJkRbqkh3Z0JJl0on0CoIylOwqb130Q93F8TDXnqn+fF0pFj0g536b393ph1f4if/6qlW63/uUhr6a8bbUvg+cpq2VYpoKsKB5HR9KDUtU+49oH1W3ONRaZK2J92aLtFhd6vHUpquTCiVb/VkglaXz6VsPjb1f/PWNv6dvTcxO0Z/6ZXlfCY+VTcg0z34CsQizAlNE/0nZHC4tpsChrvSdIJXUBVCCCFGMlEncG7ElKVkKwf07H/Y6t79vYWHrRvXevQTAo9KRNUAnwPOxPxD3g28CtxBVP/2KPdVHSv13da+pKAsPsXv9x+Kx8ObupoCzYmbDrdQkFMrPriOPAy06bXcMuLzhk5eWw68bYSHpzHLgl8OtNGKjxjLCTObDvbg5xmKSQBFb3v+Qe+//fz2MxJef+frlVWVJZ0tmcLeTt83P/gvjc8tPj8KLMEE4b2YYDOIOclSa7/2Ub2vrEKhlA1opbXW4K5obmD1v/atRJ7EXB0B08XFh1nw6cG3hf+0/eyC5z8fTUXCXZlCf8CKuYOubu5vuaqnPjEn5RxLA6rStyvzvtKfeQrdnSpgxZKFrjaXz0qo027flfZ2JixdYnktZSuNovdQXtIusdx1X1xAgbvLim/ooGvdQZ3aG1eemQGCV5drV3WEHx74XM/B5AzripLf+3syQV0V3KRStge/Fc80p8q2eaxUbIF/6+IMimiq1C52t3o1yoqmSmyPlbZ2xhZYf2i5Wu9NzM5gSnh6nPe+AdiGuSoCppf+ZZiTsFcxV4xSwDP0dxk64sRecfSTm4UQQogTZaJmxvcBp2ECDQVo//TYyQm0jySi3gv836CtIUx5xgoi6mNE9U9Hu7uuucHrOxYVzM/4XZ3uWKYDKEoVuJZ7uqzfuCPqNwyTJSeiqrcEF5Ttzpt9WbM3Er1n+ntevX9qTYLRZfcGT17bB/wVeB34F8yCJz/DdPZwA8swweBKiqkEWoGNV7yyvuu6B3++qLzlYHjP1FlxtJ4b9/l3HSqa6kp5vf79ZTO8vZ2t9rueuX/ec4vPz2bBLUzbw7Tzsw1kGsoqKOlosT2Z9K7Gkqmn2ZblCne1UT9lZnbMGUwgfj8wHQbWR9fyw5uf7zyvNaW9ylJaJbQ/6bLTennh06q+eY4H2OIcb6qGApRCOTXivXZ+3KVsd0FDl9UxPaQyKXcqaXvtXfG5KhxoY2HDtozHSgGowOkhnXdGKPd7pyDJ5yvW5Gc3PN1+QV8ty7bYwhRYmTyrt6crE+zxWKlgyN3pT2l3ujtTEAeXpzNd4OrJBPWywmfY2zw75bznPsyJ0iuYk5DrMZ1n2oCHMBNhL3V+30p/IA4jlFvUUvNR4CeDt+dYtIr1Ww7z92Om6jgXuAk4nezVF3NC8RzwLV01pA/9SXe0k5uFEEKIE2WiBuOzMBlVHyaoy9hxN9X/80LPrE/s+e+cx4WBtvWsGjEzfAJ8LOfnrwL/4WzLtlO8HvjpaHcWj3iXZ7xWp5W0496WRLBwR8+UtM/KJEPuInc8WQTcSESt6QvITUnLjQt7trWh9UNK66X/sOu/LlVaP/iH8itHM3lz8OS1fZgMbIWuIqHqcDMouMsNXFQda694an0i24f8UPHUjtKOZn/Vns2Fr8w9oygaioTcmXQiY7k8LYUlvoqmfQpT25zBBGDTMP3FU8627nvfcpX+51/9RzDuDUTQWoW72ynuatNr37U6W1eedJ5jg+nPPfg19WTydbG7dWdKuxdP9zW4/VavG5T9t64L4nvic2OY707tW8OP1ESTpUV79Wy72N2yeX5g64u74vMuqyrfWdrbFshrzS+xD8XKUy47kwpkevObppRmXGQ8QEopPEf6PIs8bfYfolc1nlXwUiRle62E9s0sdjcXeVQKC51WKuPuTBelNRYBq8cFZBYHNyhQ9nOdy117E3NUpW+Xf0X4kfyZvvqLujP5h/7QclXZzvjCB+k/gfoLED49+PKU5YVPLSnzHjqrK13Y/Gj7pfte6znb5tQrt1gM1AzaVg5cBVyh6rhQV/E8QC01QzLWq1gvQbMQQohJY6JO4AxjgvFGzCTAxoP3Tuvy5GcCzt8U/YvarBt+FydMJufn3xDVvcCvcrblHc3Ouufm421L4m1NBsObOue5O1P5vrZkMON3uxl+UmZfZnth7/ZDb48++JdLow//cf0LVzWNsovKiJPXVB1LMUt/n+1sTwJFgyYE1r/n0XuWduUVxDuDobhWFtFQKQm3t73yUP10QHvSqbgvlegO9Xao/WUzsmUihzCfT7ZjiMIE2OFXFpwd/uYHv8jeKRWRiuYG1Z5fpL/93s/HNsxb2ot5vz2Yz3+kFn71RZ62eMDqLZoX2OZ3k3antVunbI+6NvIbNce/vRRT/tFc6d/d4bFS25cVPPPzFeFHH5jmO9DUmo60Pn75m2g8MCPZeHBaOo3lW6C2FIW7OtWzFy3bm9KubkthMajrodZoW2MnMh47kfHoffHpqZC73Totb3P5fS0ruzwqaS8reCZwWt7mMr+VaN0XnxHVmkSJp9nvVQmXxrJslE7ZXmVrK11Tcq/7/IInMldGfmcFrW5XfWJmkUJPuSryuyln5z/nyz322fnP+d5VvP6CAlenqo/PKo7b/qorI78798NTfnzfkcotVrFeDXM7KVlxx3bMiquzMZN3q4AXnb+5gQ9AXyB+I+Z70jch1dkuhBBCTAoTNTPejmmVl4dT3tD5SnFm53/OPzj9/fvaGNv+3z/C1FBbwPuIqG/hBBOOB4Z9lsloX4+p0QazOuWd+39+7rOLv7X18sCBeKGVtD3awlYZ7fZ0pRKYjHIzUJkzyfODmBOSzfRnsIdM3FSrh6mJNcH6SJPXVmEy/VndmHKcHgZOCFxX2hH9ULSwpMVjp0m6vf6Ex+cPJGJP5CV63lHa3pSOFkZ8pW1NqYLe7vZvfvCDBzBZ0ApMzXi21MgC1EzfbnVewbOUTTukX79gIWs7P6b3JmbndhZMnrH9FeuGe76z5yN/+fkNDJrg6gRqZVV5G6clMv6SmPalEvi8XpVRO+Jzer0qFb04/Fe1q3H+y0BFd7rgUHXwtf2l3mgTwIHEtDJbWzNfmneO91cfWBy/6snf56/oeFR1TCu0/3T129P7F80oLdbRBohPd8ach/Pfke67KdtGWX4rbnWkQ8zP26r+2n45fleCpPYnOtL0WkrnTfU1uQ8kph8o9TaXBqzevGi61NZaKa+VYkdsnp3S3sSVJb/z2bgodHeE3aRVWrtDNq6Oy4oeuOCl7mX3Zj+ccwqev6A1XRTwqMzBEnfr1pT2+LvTBYVn5b94Cfy/vhPSbG30NZEPXPLesl8N2MYY1UvrKp7GtA7M2qzq+kqhwFwlgaElVO052yU7LoQQYlKYqMH4a5ge1VkKcHe8WPL8SS5JGSqq1zsTOH+NWfXzZoCE25t55OyLn//4F+/6zYHBzzGB9G2YDhmdztaLgBllT0Xv7p3mv9jdkUpb8bTWlkWixNvrb0ocwHTLyE5czE66PEB/q8DsxL0BdcJOID5gcZiLmh++bWvlpxp0z7ZAQ2S6b+uM+cvTHm9RZ7CwoaF0xh2f/+x3VgwadX5+b9fHvvCrb77y2NKLGqi6BDC1tlsP7H5Qleuz9pdOD1Ue2J06Z9tLSU88ddae0lm27iBvZts+e29FRea/r/ls14uLzqvAlBb56Q/CNcBM327eXfJ71ZMJ6mgqYuVb3bqmZB3rW1bqvYnZNtB75raX3P/68294zt3y/FZysqVE1Jra6LvJvk6vlX7Aovc9XhKBlO2N74nP6U3YgS6vO9W4vPAp+7LiPzdhgs/NmO9SuCVVNA30W5cEN4Y29y5q/1v1hXlfXfDvmU9P+0/VmipJo5SdZ/VEN/dWhZcGX/a5VAaXSh/yWPZ0zItRCpTPSlop7dY+FUdTBDqj3x5+oHCat4EyzyFvWrvt7kx+OuDqPRCw4mU7YvOaF+dtmu1VSbvLDnnakkW903wHPCFXq6vE02K1pEoyfivuVei0jwRulejwW/FZZwRfmvtaz9m7gFCe1TO9187b77FScQCPSsWTtpeOdGg5Tg49d7JuwIq1Zj/YtQvf/0Ke1etJ2L7Y3sSs/b9uuu4sVVd901hMYHTKoBZgJgYDdNFfyz64hApG2SFIjIGD6hzgi8CbMQt3tWPmmnyTcv3ncRyZEEJMKBM1GG/FZIi9OK0NMUFq6+GedFJE1FswZSkDls/2ZFLWtOiBaSWdLV9SddNuGRTYrMTUvRdgJrC5MaUaBQt+tLshEXYfSIY9/nTQ7fd0Z9yBg7EWd0K3YTLjRZgsdTZjWIcJxDX9wfrgiZsDMoxXHFzv/add356/JzCrbGHPtldnRPefPyO6H+BhTNnIlTfUfvfd6gl97XmvP7vU0qz425Lloe68AtdvV1w7/4f/+Uk3n7+0Wj2hAVZe/PkfTLv1rpv873zmlYap7c0V3VbAd8hbVnzAXd6Sp+LFt1/3b65XZ54F+bRgThSyPbRd1Tte0yufWEdlYz3BOZ1sePsSmhZMQaHtWCYvpW38y4LPqL2dsxUWPR988JfBOQd3Pjfr0N6dzmtrz3mNAG1Pd7w57/fRa9/SkQnl9WaC3rR2+b1W0lfqafa9NfRgQSrgcTUnIwdKvdFd9JfoTPWq1MUpvKltsfnNGe12XRX5reu+lpXtbaliX9jdFnertDXVe7Dcb8XcttZxr5UOgpqSfZNVzlROr0orj0qrmN1h747PTp+R/4pKaXdHUnvygGC+q8sCOzDN1+Ap8rSUJLWHplRZe0c6HJwf2O5L2F58VlJpbdklnlYrqT22R6W1RUZ5LHuqoqfx4vBfp2e0K//qyD3T5vp35nusxGkp7bFbU5Hkrvi8pEbF9yVmdhEc+j1Iam/f9zXf1eMDCLjiwYV5WxbcVPmVOXfsv6ER3vL3nETOwkS5gfVB4CpdRZ3z+/ArzUr/7/F3UF2HOWnK7WBVCrwVc9VDgnEhhBiliRqMB4AHMR1Vwph/rLc428fa9zAdQfjmB76w7usf+tcD73/o14X//d3PfvCMnRsq//iFd+VV/nbv4MvqSzHZ2BRmzLmLO17ha0/HfO3pdvqDkTLMP3p7MZ1MbqC/p3gTJiNeheks8hhw16COKwMyjNc1/HxR3PJ3HvBP92Pew2x2/jTgcefnlcBvP/GHH9e0FhY1/m3J8hDAgcg0vy+V2H/326+7yxlb9JFzLnnVnUl1r/nBjZcW9nT2HPRMc+0MztvXpQvbut3BvPc8URt49aNnaXooPGfn8x3vffg3gUhHtCDm9asZ0f3smjaHfWUzrTd1P8bb1j5C7GN5at+CmS47Y6leladLPU02CeLsoevyx/9cv/jQ5pcGfQa52dJ9u+LzZtUnZi/MfUDcduftS1Tm/bJpNW4ye3yuZPVpuq5rmu9AE7AbOL2uZ8khG1dzWnuD3XZBhU/H08sLng480/nm9HVT1gbKPIe8Mduv3SqZ9lrpQNL2xhLalw7omC/gSqaAjUnbmu1SeqpLabdSEPFGU26VjvushIUdcLelSzwlnmbLr+IoZQdStle7VDrtVqlUdd6GcFq7rIT2aZcKpn1WwtuVKUgXeVr9eSpt2SjLQicAr8+V0stDz+jloWcsIJLIuG3A61UJzzTvft80337QYIP+ReahbT5X5l9gffZ7ULalt2rmLw99ePcLXefnN6dKmeptjH5m2neCswO7ZrpVxn1V5LdXmE6JYzqJshx4QNVxsa5iA9L/+9R0UC0A/hfz/0n7gE9hVoj1YUqN7PEbnBBCTDwTdQJnPaa1W658xidjtsi5j/3L9d/s6MgPt9551Sd3N4dLWwBmNu0rndlYv2DQc0KYDHQQc0LkxUxK9GI+kzgmOPdjMpmNmMv3/+AE2YMnXTZh+kz/kqi+ZZh+5AMeX544GG7xllCQ7moHwh15Ba7t0+ZM2T11VvVbv/fox7/08X9fuGn24ipg66zGPU2/vvQDRdnnlnZEOx8/fcXZLtte4owvD1j+4LLLu5rDZa0PLH/XvidL3tLe6SlsA2grCOvTdmzp5SB15z31XPzffv71ghnN+4pnH9ztuubx36nzN/1NTW05qLRl0ZIf0YmQj2V/fQHAwkLlW93pjp5wBw/xWx7k8TprsWLk1RLrm5OROS7SFRcWPr73w1N+/Lc75q5+4Aszbmko8zTGAWxc/K37Qo9bpeP1idnZz64DmGErqymlPX6vlewpdHXuS2lPV7Gnxb8nMbc3qb0NvZk87Va2Crp67R47v73HLujKaHe8OTWlC2gBZngte5tL6eeyA3Mp7cp39RxMaU9vwNUT9qikrdBxpWyUhrjt013pUFqBZWNl3FYGt0pb+a5ub8r29PituEtrpQHtQtuWwoU5eYphyjvOAqa4VSaT0RYuhVLKlMsohXIpLLfKzAW+vzLy64DzXi3qtfN6i9yt6prS/8u7NvJ/Pp8VT/1nwxcbsuOe7m2IwMmdRKmrmIX5zp8GZPvxl2AmDeME/ANXmoU10k1l3H0OssVPfIxyfT/lupNy3Uy5/hPl+i/jOTghhJhoJmpmfCNwHSZAzS6vXgHce5jnnDgDV8jMtlgMfOPOL4Zuv+5LPVf9+fcVJR0tpQApy607UqGuQXvQmIx4kP7VI7PBdwnmcm8LpuzGh8n8t+cE2dmMYQnmdZdiylNuHWHEAzKMewKz4gE7Fqru3PRyR17BOY3FU2e7Mul0yuXuem3eGdMeP/Otl3/tI18GeM/bvvtw3068qUR61SP3eC5++eE8S2v31370r4W1F10beGXB2fuBRdFwpNmVSZcVpLuaEi5fwGcn45G2aHpPWSVk8H/wpV/4wXYvqt/iSXh92na5lCuV4p1/e4Azdm7Q7SVhUguVDnb12EpnVJ7Vq4ozbV0PPvmOh9lFE6DunHV9x6qDv82eHAzIlt7fUjO/wld/3fzAlq7Z/p273SoVOpiavnB9yzXbmlJTN2Em2uJTCcujUvF4xh8GaE5G5qS1252xXRWgQ9O8DZl8V5dOaY/eE5uzH/iTS2XeVhdb0m7jdp0ZfLEwqb120NVtFbo7C0hbUUw7yFLn/m5MyQ+A8rmSYZ8rmWpNhXoKXZ22S2V8Wlt2RmO7lFYF7s6ARsVsLJW0vTqaKrUBIu4mr1tlUpbS2jLXTZL019gHnNfdC2iXpbXS6WFPrp3OL6FrIve8+bS8LbH2VKi41HtINyXLU22poniBq9O6quS30x5tv7Q9+xyXymT7o5/USZS6ihSwVdVxO3Cts7nv5NUJvCX4PrVc4tyngMs4qH6MaVG6C/g+8H3KJ+BqckIIMU4mama8Gnr3Q2wWJM439737zfaTzOnrTX+m8OXsn774q2+t7HxH6DM/+95HrvRmUgrgF2/6UHvHM+FyZxJl9vnFmDr3FM7kU/onM2Z7VxcBczEtAF/DZL4NE5Tfh1nFshSTGd8EXOnsfwCna0pfhrF22qqXL2x9evvCnm3JlxacRXFHi6e8tbEw3NWe/+E/3R2r2rUp7k6nYkBK2XZ8WvP+zsue/8vG76+5vu66B38eCPV0qpfmnxkLd7VZX/jVfwTO2vpiCRC+652r95W3HEye2/Z8Q1J5/L5MLDSjoaHnV2/6QBIXhYuim+ORtmgw6fHaSbcvk1GKvGQcl53Bn4gpK651xVMHUhmteqZYh2LxRCD26G8uqd3w8JnZNnuhR0oveZVhsqVE9cafHfp/1fe3XPVsSnvbw+62UEp729dHr/7bltiSIGZ1VBR2annhUx1ulQz5XbH25mRk7oHk9OUPtV32eoV/b3px3kaP1roglvF7/SruXhzcsOeeqpo7yzxNfw25OuIFrg5vnqvHmuI9kF/sjka8KuUrdkcLgSmYeQwauDPn7c9mzYtDrs6AS6V88Yy3F7TKYGVsrJRLZXCrtD9juzxt6eK0z0rYPive5bbSrpjtTdhauTIal23jwVxR0c59G/2tIVEcdoVZn8fKFC4IbG5bVvhM4aK8zSVvDj1WdnH4r/4KX32L1tpePfV/KrIPtpTOlitVYk56ch31JEpVR7Wq42ZVx1pVx7Oqjs+pOipUHV5VxxzMRMCsnSPtR5wSsqtveYAvwIArHP8NfGN8hiWEEBOT0hMwgaFU78OQOBN0wtyUz9x8r2idd8mR93CE/Y/cBhAiarhl58/G1GyHM8oqinv89o6p8xLrlq7cf/usLz2U2eNOkl2W3jx/HvBOTFAVdvaRe2KUXQY9mwV9GLhpQPnJ8OMIY/6BzHYKGdD2bwAnu//somUfm3tgRzBtuTK25dJptzvdEQz1fP4z39388IcvuTr3sbunzvpstz/o2TC3OtZUPDUT8wVCRZ2t2p1Ju6Oh0uSsxt2Eejrqq3dsfN3VnfE/Xfym0J2zru94ZNklB3gr3PU/q5dfsOHpJR35oWTG5XLN3r/LE+5ut1Ier+rx5bG/bEaqsLtDv7DovNYP/duveue0b7fe6VnfWBpp8jdHy+KPPnVp0+tbzrhpcP/0bE3zq91LP9ibCR54suOtdS91L2sC/pGBJS09wK/PCL7kP7/w6SVn5b+0Z0vvotAj7W/b/1rP2Ttvmvmld071NpYrtC+tPT3lvoN/wllgaGP3knNm+3cvslTaHbe9Kt/V63WpjLJMOchIMphuLaUAtqYgrV3ejHansDMZLJcrrT06YPUojfIlbL9+reesxoDV217u3V+S7+qKKLTOaFenx0oHbK2U34rH3ZbehykPegWzimUZ4Ne6r0PNEEqhMaUtDVozF3AdZtxtwJtXsf71WmpG+p61rWL9qDoX5XZxwQTyNzBownOOHuAiXcULo9m3GAcHVXbRLYA/YdqrzsHMV8nHfO+nUa6bhn2+EEKIASZomUpsNng1uP1g5YOdhrRtth/VGjtDDNcGELhRrSa7muVw7dZeBpqJ6tXu1ax1/m7OcvaY3dKfSazEXM7dSX+9ucXAIEpjMk0Z534+sJKIIiewHm4cPsyy6H9kUNu/IQG5+X1jw7WrVjQXlRYlvIG+7KcvGQtdv/7OEB++ZOBjL3rTldtmLHBFi0pnJt3ePNuy3JH2ZnXxy4/QUhixUm53tDUU8Wyevejc12cv+cINP/zOulW5x7zqJ9X1ZRWPZGJWflt+scuTSdHrC+iM24MCEh6//eTS03W4u9M6rXBT/d9Xfl817yvzNx4qpyjcxuf+7tsUhduB9X27zKlpbovZefs9Khm+KvK7C4BnXupeNujtIei3YqtPC9S9GLPzbv07z93r1P6+zwuPSnt2xufvRCvitj9U7jvYhMl4X9qbyU/GbF9X0MoUFrp6fGltxZW2XMqyPar/M8ueUHVhSox6gQimpMRtKWylORS3/d647cetU8kid7vXbWnVm/EoW6teS9k7LKX9DYmZJS6V7pjmPRC0lB1P2XbCr2KFGVwBN+kE8BTmykrU+cxnK4XWemgwPijorlTKLFA0+LFK0YlZzbMBuK2WmpDzuooxV16y3WeOdhLl4FKX5zHf/RDm+53GTE5+DPi2rmL7UexbjL0oZrItwJ2U6zbgJQ6qhzCrqLowJ4kPjc/whBBiYpmgwXjKB4XB/jDD5QW3hp74Cdj5kWpkj9RubbR/fxHzD9bgQBzMP2ZpTHCdwtSSXw6sJqIOYRb5CWGyU7mX9Jdi/qEcaexGTs37O32BqQ+febGV8HgT3nQynnR7/V3+oLr8+T8PKE34zidvWHlZZ0vZRS89PEUpXHGvX/UE8vWc/TtVwuPjUMkUV2FPZ2jmoXrf3imVzTOaGz4DrBuwoMwTuv5H3/x/ay9++dG/L+1ozuvxBUl6vZmU22tvnbmwoX7qLF9hT6fPtqzXr592x+ZpvgOp6eH9ue9jeMhryfm8Kn17Nm/prboA0G8OPVb1Uveyn654+ZE5n3ziB64fv+Pv3vLQwsvy43bAeqF7eeQbcz5/ZS3rt8P6vs+rLV3cnufqDXSmQ/hd8exxlwJRW7niLpWZauNKAz4FVkp7MkonLUtpMOUiFiYIP4j5byvojNnGZNjTHivjKrI69kBHEKjNvoiGeOVVea7ekrCrLdSWLm7/Q8vV7VdGfleyMz6vdY5/V8qruvNBpXsy+Wmf1e7GXC25ErDSaas4nXYnMrbLclkZ2+dLBpTqOzHIrkVk0z9BGKVQzvZsm0k3JiD2YTL5s+nv8rMPUxKVjymXuusoJ1EOPnF8CtP+rkJXsfoo9iNODS8BVxzhMb1jMRAhhJgMJmgwHrCdxLM2AbnWzpy2E9FS60gLjRyp3dpo/96GCbqHKxawMIETmOCo0rn3Yloiep0xrsDUyWtMWcs0hq74ObC+t7/mvQ3YF0zEFr3tpYfKnlm83KqfNjtU0NvV/qYNT26f1tq4I/uU73zyhpWLd2/6VrcvqKdFD7pSLo8KxGNE2ptVMN6rDxZPxbZcVndevlujAsUd0cJef56rrzyhA4tGZgDL/v5DP05eO+ueH12x4/6LyloOLZrTuNtqKipt6PXltc1o2ld44aanXy5vPXRTre/due0bh38tRt/n5bQpfKY+MWvRvE3bZz9080WBC19/Zmp6imUF87oPPLTwsgUAHd2hYuf1r8z9vJ7seOuWK0p+v6LIHfXNCexsBT7kvKeNZwZf6LE1eabcQyuPlfZ6SCvVH+i6MEFtISYw/ytwjfPZdGFOrtyYEiIvJjgPO68pVOptrv+v/f9U/3rvGZ2YWvjiA4kZeVO9B/ZH05HO6d54oCvjS7tVOu3s/0rgvt7ewL9YrkxBMuWNJ5O+jngyoH2eeLKkOJpvWdiY0hTtjCu72mm2Nk0547acx01xfu92vk9xzIlgPqbl5ahLUwYZdb/wsV4NVIzSwSGT1rP+noPqSUyZyqXOtjZy5tIIIYQ4vAkajOelTNyjUziLx4DymO3H7fCBQ1RvJKLWMDBg6Ovrrdey8Tvn3XDfjFjDZwrTnTM63YUNDYEZd9zw/Hc2DvP8bE344Sbe4TxuGuYfubTz+DMxdbchzCqccUxAlY+Z9Dl07MbgzP8rgVTiredteMHX1ljcqtBlB5LTwvfOWXnvDc4DZjQ3fCbu9XcVa12yr2wGhb1dBGM9+JNJ2vLDKhTropkpGpRKeTyZglhX2JNK7r/nK6u+V9DZNfP18OJg7TnXNj03f3kzbmb+9or3fOq3vve04KZuxcuPtn74wZ9Pmb9vm7esrfnR8tZDd5r3smbw51DmvGafU8ec7XVdDxQdSEzz1idmL4pn/OHXdp85Y86f6hOVzfvcoBp3zJg/967T/z6SfQPmNu7McLoJ7PVbFFtnLOhuKip9y/aKBexZNX3PgndtnuOzkkWYzHYPUOB3JfMytspotM95/5XzP8r5TMAEKdkA9xBm4qaNCYRbMCcNGUwXnC9iTqQqgfoiT/tdr/eeMR/4MiZYr3+u6/zyqyO/mxJxNxcmbK/WKHehq7MDUyueBKrrG2a5C/I7mrzelMpk3GmXlSGR8vVqrQpAZ5zxp53vSjZbnvt9y/6c/R52OmPa6myPA1Odv02rpQaOvs/4qPqFD6ot7y8Rq2ONBOTj6KAa/Llk/z+lEjP3JXexNQ38I+X6RFylFEKIN4QJOoGTlyGZD5lSTMY4Aa5m8HZrzVnHte/VQyabZQOHNYMnDg5rYOZ5wPOH1G1HVAxTaqJyblkaU6Lipj+ISjn7zcO87hgm0NqHWfinAFNO8PiIx46ogTXtQINvWlXS8l68J2/2oagv0nxXxep9D0653AbW6PWKXVNnPepNJVO+VKJkb+kM1Z0fcqE1C/ZtU82FxXp6a6PaMX2ezliuZFFXa9qbTnpCXe1PP37WRVMOusrzgrEef3Fvq7r9vTd1vXD+edPRKHpopIh2Z8xf0FWsy31rcmvBnde6wvnT45jMsHldQFsqfNvW3kXzk9rbWfVaXeB21y3V+4tnDHuC40/F7P/76aq9ye9YjUUvtoWW3vR6wkpm9vfMzAsqKLNSdvG26+e82Pzm0nxMrbcL0y0ij74Tv74rGh6tURrshO1NuVVaKehyW3Yz8BtnzNne3o2YTHgceHkV6z89eGyqjsGTJcvmBbZc+Kny/5oXcPV0Bl29LX4r0Yv5zrQD7Y88eUnljPK9rkhJdApovJ6Uz+1J+TzupM/logcTXKcxJ3PZkz8YeFUmjjlp6MYE+cWYAKsRc2JQ5vzcjunsU8RR9vseTcZ78Oufkr+/rLyw4cw8T4+vJNhyH7BuPav6nqPULUP3qW+WoP1EOzjsZPFiTPeUGZiuT3HgOeCblOuHB+9CCCHEyCZqa8NnwZuGwFYIPA+BneAtAaYrRUIptHP7zNHueHAbQOd+dIG4kZt51s59tiRisH2Yz2C4unHoD8iz3JjMd7bUIFvOojAT4nZhpowOafuXs496Bi2a83rBkoqniy/cfsmFj9S+95x7HntwyuU7gbYvb/nqvwE/K2tr8gfj3flWOq1nHapXwd4u7UslaCidrj22TUPJNJ10ezKR9maU1jQWTa2PdLfvP33nhryLNz86tfrARr9lZ6jZdN8MbGwyxEnjx5wwdMHQz2nQgi/LnMc+hsk4972nq1i/8X8Ofrohqb0dZ2x6NfTm7z9b9oG//CJ2+o7XkpH2Zu1JJfEnYnrOoZ2Z6x79afz+n16+7bTCLUEgNPcne3pi5T5/04rSC1IhT7F2qeZ4qc9T/mDTOZhscByTWd6DCVazHSRswNIa2wZbAx4r5QJUR7rQ3ZMJZPvKb8ZkxdsxKxQ+DmxjYOvDXIPbCDbtiJ32+22xhVtLPG0P+a1E2jl2Byawn9UULduaSns93T35HQF/LOj2pHxohW2r7FyDsPN5516BSdIfgGdLu7JzFPIwAbwfU3ow3Rm/cl5P33s/wmsYlq5io67iFl3Faud+uP+e+l7/lPz9ZfMiWy/wuRKqJ5mvcLLkNdRWQ18gPmQxImf7uFN1nKvquE/VsVvV0a3qSKo6Dqg67lV1LB/v8R2l4dpbtgENlOsqyrWPch2iXF8mgbgQQhy9CVqmwp2YjEwZJtCwMJmaE8IJvI81w3akmnPDZNATh9mPwgTauZcusgF4BhOkW5hgthATVIWAV4nqw9X1bqS/FKIZ2BdOt01z61TTE0+96cqDvvL2n8+4bjMKtXrfTy4D9qL1Hpdtz/PYNhlb6dkHdpLy+FRPIJ+0y83u8tk9wWSs4bnF57f/5J0fa7rny6vygeqpLY2dm2YsnuKx03lzOnYHg693u265+8uZOft2Ww0l01l/SU3w2eoLOzCfZf8L78uirq8E6n80/yP1RZ62DYPei7739KXuZYGXupc9+JvvrnrL/p6Kjk+s//GUT637oSftcvvmHdgFEE8FrNZEibe4/Yxw2dYPzG0Ans7f07O8fXGhX6V1IhNwFXq60m0Zr9WVtz9WgAlG/ZigNduicJ6zzcIE4W4FKqNdqZR2J9HgtjLsT8zwLcjbrjBB73ZMd5IKnJKmw2SUhy2ReqHr/GcvLnr4AvrnBmRbGG58y/LHO//3Z5/c/vEP3XlWPOmPpZLejNudyisoSPWCdmMy8wHne+Khf+4BmO9Qhv5FhDow5TSdmCsW+c6t0Xn92VZ1w9XuZ69mXA99weazwJ1HkUHve/0zQnsXpW13PJnx4XZl2hk6GfmkLkZ0AiwGU9OToxzTbeQKVceFuornx3xUx2bUNf9CCCGO3oQMxrVmo1LcRP8l6g7M5fM/Am/FBATjZbT/cK3E6T99GLmlK2n6gzGNKVHJLkldisloriC7CufAVULrMQHKJZguCF7MZ18KVBbHo5lDoSnuNqu4I5TuDPzrjm9c0ByKBOw8y7dpStXUwu6OTKSzpcedSeebdniaFl+g11aqGdhb1hkt/PLHb9vzyDmXvAqsi3S3fQ/QtuVKeUknYt5AsLC3Q1Xt3aI2zTnd2ltSQXl3Y+KLv/xmxdc+/KW256uW9S3DPlzd8MvdZ886Pfhqd6k3mts5ZkiHmvKWg+FDxVM79pbNjC7e/fpcfzLuwgTERZ6YbXsa4utf/N6saa3nFm8AdHyKv90Vt6fjsnptj+UHyDsY7+yeFfRjglS/8x4r5/2LYE76gpgyDwAslXG5tPLEdKDzz61XPFrmbZq/IG/7aILvwYatrX6pe9kaTJlJkbOtHaed5rSpBype33LGTV3dhXdv37lQnbagLlwQ6GzyuO0k5gQA+ucaRDEB+AJn/NnJp9lSqDxgN6bTT5Pzut+N+W+rfYT3HugLxG/DtOHsdDZfBMyopeamUb4Hfa/f546HY6lAwtaWP+xrzU4GzD0JGN1J7/jZDnwceATTXWcO8DPgHMz7/QGYMMH4qGr+hRBCHJsJGYwPox1Y6wTpi4704JNstP9wVTKoXGQUWjBtxc7GZDmz2XAwwdEh4MtE1Kfp7w3djQnKP48JTF2YjHzGefyMWfE9ViTVOtXCtntdgZ6Ex+dZdOj1woTXl3R1J0OBZNzTmVdo5/d2deQnY/lAbFrroZ2Y7OlMGrZnHv78pSH6FxjqAIqbw5EK21JWMNWdDne3e3v9wUx7fhEundFdqiBuu1TeysfXlT1ftexLOa9xSMbzb50Xbprh27ek1BttGeE9XQfcuGfqrHhpR7M/5fF6M5bLlZfojWGCzDZMS747m1eUrnSe277rupmH5vxi7zm2zyrQXlfcStlFvmhSb/+72S8Cwa50vu7O5M8OvtLrW3DPrgsrWvbmx+b49b5rptOxJNTflkSj0rYrsS8xa8+6lvcfBOp+WPQPR911RFexUdUxZHKwrmJjrRn/4JO8MFCv17Kxls33LVqwuQhzQpYtKciWs4Scz/tpTC14Bf197LO14+30l61cgJmDkMRkt4ty9jfS93kl5kpVJ+aEMauMUWarc19/TzJf+z0xnefpeSbf153NyA85AeMwJwm5i3dd9561Re++/PdXHebwi1axfsth/n5UdBVPY97vrM2qri8Yh4HlZ6e2cr2Rg8NMWi8fZjExIYQQR21CBuNKjdB1QZkJfePqCN1WctSTk109jGytrxtTjnIaJgDxY1rRgclk+jBBVBKT8W4GznX+HsR0+iimPwDzYAI1twetgpnutoTy+UsyLSVx/LbtUpkef9Ca3nLAE/P6Mkm/j5g/rygvGbMtM545gD8DHo1ypV3umS2hkgc3v+2Sb14Krx4Kl3maw2ULirradEaR8maSXp2yrLdueNSuq1zkj4bLptioliue+cPWL/73N3Mnbw7IeF7x1Pqy6/76i4opqcaiOcU7Tt/5kcqO5hWlr5KTcc4GcbUXrbr+Sz+7/YqFe7eEg7GejEfbKUzN9yPO+5LbyrCk6aKy01IhT/O0Px0qz2vo9XecVrhg/xVTe9rPCBdFk8XPfP/ADXnTHz349Ffu/vfqlsIS7TkjXlrc1eZaeMdOvfWzczPtVSEFWEqh3JbtSWuXDyi6ddYXorVsOdzM6BEDP6eWerggZ7QtM7NlLAFMNh3ns7YwtffNmKsqXZge9ZXO41U42e6qjDVMz8vEfL2uwLsP+Ka83OwvvcnZx4Dv8zCZ7ux+cmuL4844K6F/pdSc/QzpynJPlans6CVQv59ps+qpLDjI9ObDvN5h34/Bi3clU94BpVBjSdXhxlyN+LCzqQv4yXiN55iYwFuCbyGEOAkmZDDO4etFx190VP9wrQP+jSO3NcyVh8lmV2La43kwwfVZmH/gY87jIphL40Hndzf9i9Io+ntL950MeMnkeXWvDaStVK8njs926Uwq5XLb7kxG5SV6AVTKcuOz03mAOwNp27Lcyta4M2nL0to798DOLz905sW35iV7p2+bsbDdm4pby+qeL0y5PaopXIo/kVBv3vhU5sUF58Q8mVTCnckMDkr7Mp5XPLW+7F9/+Y0LoqES3ewu3b1i/ZMbKtYfLKKvZljdQLaLRlRv5C1X3QnMyFi8yQ5YnoTHXaQt/LbPVZzXmNgaK/MtdY5RCJwB2G1nFUXbzipS9E929Ba93NZVUXvgrf938H3+vE3xnkOBspaEN9COtlLxYr9fuWD6Hw5aHYtDGo3pR6RwFbnbPcCahXlbzj6Kz3RUVrF+Yy01Q07yssFszt+vBy7Lvhb6T75sTM1yEaYGHPrr4jOhZHv+kq4tbQnL6+5xBTJenfYt63iFQFtitIFYPWYScbbOnpyf6wd1x+k7ga6lpq8rS+5j8ohtKOdgd5iOJTZW/iHKXwXuynZT0frmjUrdMvQqQn83lQH/H+HxJPt6Y69i/dH8N3dcVB17GFg6cxC4SldRN1ZjEEIIcWqbqMF4JSa4XIEJOtqBLc72veM2qqNhMuhp+ifTjdYS596mf+XEbLu9Fvo7sCzABOsaUy+cLWfJZtmzP2czuNnsqXZprdy2bXlTSWJef8afSrj2R6YnCmJdLk86ZfkS6Www41G2BqWwldK+VNzSSmXaQsU1/77yK61XPfn70kteeri0JVSiXlmw1F7QsN1CaZVRrsTS7a96dk2fU/DPn/pWzuL2QE7G87q//qIqGirRzeEy9aaNT2U7eZRgJqA+Tk5Q51yNuD6VZ83SbhXQkEnnuTpsj2Vl8twr4mW+/Pbq0HRM0LbBeX+ypQKdmO9RJrSpw73gh7um9BTlueOVvmRRXUtZYby92JcXa4un/LF0xpOXDGU8efvjCrCVwlagfSqVmhXYU3BPVc0N9Jd1sIr1apiMcLYry1FxgtYRg2Ln7592jvc05vuRwJyoeTFXT/zAC862bEmXtyJ+QMVc/mBGuXo8Ot3q1unWgJ3YzRFKTHJe21L6TwC6MVdhsj3vRzvhcsBj8untyqc3fhkPVWLKdIBVfcd2Au+RxjZcTfmpoBx4QNVxsa5iw3gPRgghxPibqMF4DDM5rBNziTqACcwfDS7oKuvZVgBA5d/vfEcNLz+e25t4XPVPqlyKKSEIjOJZuVm8LkzQ7caUXWSDcWxQKTwlCcuLx05pL0nlMn/3ZMxj3MrZlxq402xAnq0dtjWk0y635UslPN3+YLItXJJJu9wq7vH1pF2ubFCXBrwKrdOWK5Ox3FplCO7Ln5HIJKwzn1y84tCTS1c01375Wt+WioWhjNvtbi0sSS/eU2eHutpBKf2ND/1ry/NVywa8B7l1w6Hujmldgfz9b9r41OZp3v3sqylfUbC16zRfS9KVDnm8BTt7sq0jwckIJ4q8fhSdvmiywJdKhRMhd7srkfG1Lw2f3VAz7aGcxzdhgsfZzvvoAZh+/0Fvothrp0IuZWH7EmVey3VIp8oaovkHZpfhtlLK25nSvdP90N8aNO08P4QJfrNXJKilprotFb6tPjG7rC1V5C/ytC2q9O0+q9Yz6kmNR83Jkifp7zEO5r8ZtzM2G/P9eQITOK8IZnozCeXrtZXlzyhXqCDVs4UjTIgclO3e4OzrTfSfLO/AnCRfiemY46J/AupmTMlM7v6zAXQZprZ6rjNOL/Bp4LO11DwE3D6K9264mvLsuBsxJ3UtmHaZt61i/aYj7O+Y6CpmqTo8mLKu24BrnWPfinlfhBBCvMFN1GB8WJG3NRYHKmKLssG45bfzML2J1xxLQJ47AYxsOcTo+43nDExlW75dhqnd9nF0kzfTmC4XGWcsFk6vayBjg5XG5VLYWikdj3v9rh5X0JWf7Ha7MmnlBOHaQisA7WTDldnf4B7nygJt6UynrayCUG+X798/+pUtX/rF18vR2nJnMvtwatW1UkVorTRKxV0+y1Yu+1DxlPjjS1cESFOBG88HvvJLt225VCDRy4ym/e5LXnqo5dzNLyRaQ8X6+apl7QzTHq2vbvqFBwGKuuYGvdHziy/QoNyxTEHvzICKLiu5uvjV9idKn23djAka3w1Etc+aa8XtlHarjBXP+PzRZCRe6ovW3bgg1XZm0a6cw2zG1Nhn2/5lgEBwb8zunebXLmVbKdul2+cWZkqjbW5fa0Kh0f6mWI+vJ+Xb/aGZ2f7umv4l7+OYmv68vteieTXsbrdC7lftpO2N18dnNWztXRSa6a+/Hh9DFv4ZbPDCNh/+z30br7ihqW/lTkxmOPf3bB32Lkwwm10YKtvmcDsMmCQaBJ5IWL7FLp0Joulx6UxT3PKVYUoqDte+bnC2eyem/WMj8Jecx80Fqpzt2ZPnC5yx78h5XL3z/GpMwJrCBNTZqz4Z4GIgUEvN3SO87qx1wI1nLHmp5KI3PVRROXP3/Jy/Tcm5fy9QU0vNilWsf+Ewr/WY6SpSwFZVx+2YYBzMlRkhhBBiwgbjp2HqfmdhAo164LmydzSe1fZUpK9LQarVk+7ZFYzptPoQC/ji0Rxg8AQwspNEVx/VAkC5K3IuwAQU0zEBkO9wT8uRzf6+jAkeIpguJm5MsNKZxl3Y6/InO9yhjiK7o0hZ2nuwqDxREO+mMN7hKYh3uS1bKxtlg0aB0qBssKycbLnDBlReMpFx63R32ufK++zW/65Ml1uenaG5yd+XrSxZtulvbedteb4IOxNHWf6ky4OtLPv16Yu7Ux6v9cB57+wlYNo2pjzmZXbnFbJlVqHaXjE/8va6P6fPbn5B/+nut/kPVkzpoOoXI732dcCN3TMDC2IZX0Ara3rM4/O1l4Tiae1yty4Nv8XflGgp2NmTdB7/qqc9Nd8VzxRpS6V3fbjSfvVbp/vpn8j4lUH7X+98Hl6cVpG9MwJ4OlJWqshD/qGudHBbXLnjKTdxZU9//UCqu6ogsfuqqQ92LAm9jf5Adyqm/ANMLXr2Z5Qy2XOFtvyuRN6CvK0LdsTmbe9Ih5Yf6RuQs7BNG7DvjMs65lUsjl3XvMfzbOms1C5M4Hod5sQiHzNB86paam4FvgF81/me+DDfox7gG7nlLrXUrAX2HfKW7j2tZ8cFKeWKp5U7rkx2ekDXlGHKbZbCkFILP0NVOMfO1ubHnTEtAb6V87h1mPZ/mv6TBwuTHfdhAvk85/i5pUrzgJ/VUrMHU86yTq9dv/Ejf/nxffPnbv1ye3uRt7MzdChc2LYvmBc7ANyOuWrwPeAdznG+Dlw6wkcxKoNWGV0E/Bq4F6drEQz4/6CdQ3YghBDiDUlpfbimD6cepVgJ/C8mS5bNMmcn343I9Mc+iuOsHrI0Oc4x2vRaRt+2LtK3lPQKTOBWRX+deO6S5CPRmBUgOzGLx5xOf1CTBny9eIMWGhuVUS68SZdXNxRN7/WmU97K1j0+C1PcbGltK20r1b8sulb9pRbaGUgGSGUserTXKuwt9vU8+/bldtHB1vx5G/e4X5p7VudrU5dmTqvfnKnetckVLSzSMXewsNuXn9wWWdjyh9C7n3to1WXzCRAmSpyFrPvo/Xed/Wz1BZdurVzkAfjA03dnPr7lrkMzo3s787t7PCqj75jyVEu260Y9/S0SIaKq696/4De061k9M/IyLXOLemc/ti8/EfZYrtK0zmtJdBds696f19C7Na8x0ZgOWJdkfNYcldbsee8M9do3Tz9cKdAjmDKKQkywtCS0sd1/2n/v9Oi0VkWvd2YAW2VsnSj27UpM8ZVv+dy8g63nFt8LvBNT/xt0bp2Y0oyIs+804Mlo3Nn32VLms07ansRTHW+p+2HRP5x1uA9eqVsGfAf/8Tc7V3j8OpxOqPblq9ofx3ynpuK0OKS/ewmYzh3zMaubznC+O3esYn1u5xpqqbkZE8yegznJHUkNJqvbRn/3khXApgOJaV31idmL4hl/eHHwtUiBq6s14Ercm/PcVZiyoM2YIPX/s/fe4XFU9/r4e2a2zPZdlVW3JBfJsi134wYYAzFdBoNTKUHhXpzKJSHtpjgOpJsACQmk4NxASAIGA4aAMdUUG+NuGRfJltW7tH13ts35/XFmtKvVrroN+v72fR49kmanz9k573nP5/N+rPI1Oddj+w0J5/MGWEhHDhghV+Leefm4SqXQPjAyroSzBAG0gsXK2xBT/5N+h9dj+6atqCqQ7wsA+NZju3GI6x8SCf74LgB3gw2ak8EHYDWdhXOixAMjc65JI4000kjjk4HJqIx/DaxjtyHmEjKmhLhhMFFFRZT9hMHikxVni5EMDiiYKkjAlM9ZYGEGRsQUcs6nMnk4RNVCVFSHeR4EoFMczQY+EqY8pSwgnEqEG2il2B86TgFKASp/yFxWOJjDOi5wZsH0QFilMXZNyQtxiEpFXc2mDmd+9FD5IvLT6o0N+yqW/htnsQYqWLAPb6MeXfgQfViCS6CB+9r3tmfd9urjJSGNtvdUcUUuAFhdnuDs0x+1hTK1Pi4QyTE1Br4L4CkkJmT20Br00Jq/7vtlR/n0E/ZgSOsFCDxlRpTtOm3TNodoKEcdPf7tsmOSmpiX3nmoVNcd5CiH40GbJjeqV/UnUl47a+fzLx1fYwUjnnoA/oy9faa5953IjAj8olCmpqfhM4Vvdq22V9ZumKpd9D9HjIhSSzhTQ4NWdUPYpgmQKPUUP9Wi7VuSYQXze18FRgyV+GRFgVYScyWJ8hGORFWIK0evJmHtPs+yPbE0z2HbDgDAlhe2RkKIWKZGZ4KRylywtsQj5mDiArO2XLce2zeBqc1DoQZMXR/uO7QGgxMwjwUlzZImsVgKU5XbpuoLeqPmkDNitdlUzmnZmp56MNIeAiO9il94BZjyTreiqjLBTSVDvhaHvI4ycA2Bfd97wQYXFrAQExXYDIUERuL3ydsqRFS5f0pIUfx3OF6JGK8qkRiy86F8nRb5GiJgyeVvA7ifzkLdOI+XEiNxrkkjjTTSSOOTg8lIxgtty3tceTe1mLW5ojnQYCBtBwr87hUZvuyb2p8ryz5RGYpoaCiqIVmGrhq9JiAB2BzvwjBCJEsAG1BUZJT7UaBUPOwnZyOABTGSVws2ALGBJcyZzVH3akphpoRIEV4rRXgN9EEfeFCEOD6ilqKqoQzNZRZCEFMgaVTPR92zzHW99sxCSggHgDYVF6sKdO301rufUKp/ZgHIhgWH0I1LUI4FqMdO1COEMOrwKbRct/XF5TVTK0PvzF/FA4BB9NIbP3hG8rsNM1umFfXM+ugjjcRBwBAuG6+9daWrfPqJsEYd0obCmqBvsV44esGcsMdrFLOzek+CTflbD/x2rvrCW/aZ1D4pR+0TT0f1vAQWY4zOS7ILwAYxrQDEjH19tvJH68tCFrXGXOt53Qs6f+bvzywEsL9rtb0vUKC7xluqj1A1ryESzdT0hvwZBx07Vd5o7qHNcx1ghO4tsETiYNx5V4ANaDgAUJEoRwFCKQbMzcw21LzBokqGxIA2GAmRcEGFOC0aIn4wUsnuPyOoCgQMTowcCpVghX0Wxy37B4DTMpkHEAtnSdi2vi2YtyhENa5sdZfgiGQ4X+2++tUIVZkutb5WkK3pCcvXoCQrTpOPpzj+tGIgSVwHRtoVv3wHYoMcH1i4hxGsjSqhRTawmY0oWBu+CsAO+foDYIMIAcAUAKfABgSWrah6BmyWScG7I7xfqZA4eH8PTKUvorNQPc59jxYjca5JI4000kjjE4JJR8Zty3scU79VOz3q5QPhXk2fUOBXTb+6NuP0oTJ3ty/vDEckT6GlqUKn8dudgcwCvablrjG6qaQsKrIVVV/E0EU74ou6KPsxgIWbKKXIwxje1jAiAbwEYvYTISxxqpCaRlaHiLpHRSNz9ZLfABCoaTgCgEiUqMyBCPFrdBIlCIMjhBIOnBSN7RCcFAaReIBqEFUDAImphhowEhR0VFprIwZezUGSIpxKHeV4dUFjCyztbulvP7vN2JxTFH3+ouvD2lBw8f9sfdBn63OQo4Vzi5sbCi9c6dhDVr76nmv21cc/f+d3/mJVjp3t6pIee+T28LSe01TnDZIIx6ulMJ8pGoReA4Lx1+1qy8idX3AcGwEULye+/Nyv9IoVuuM53gK91LI2l7SWFvp5XoqAhT4AgKv9qtwiAHfJ99sR1fElyg73PzRvIRhBjgBwZu3pDYUNfCBs0+UU7OjsNNX7XwVgzXmnx7G157ptol27wtDgh6TjXZKaEyQtJ4SNqiLnHIsSs9woP9suMLW9EEytbpf/lwBECIFAmftjPxUPSypXZn3P18i3cS2GTgwe0AYjIaKlEnhjZqTPHxUMoiSozbxbFaachUJl0PNiFIx41mGIQWNCCMN8AHvBiKoSplKPwWQ+6eD0rDhdfLT9rp0YqCx3H/EtCv/WEiOhW1FVBxajrUYsZEVxtFFIYjHYbE8LGMEW5HUMiLkH9QI4DkbYAfY89WDfqR553VUAjoAlgVrAvmsmAMtT3BI3gG+n+GykmKjB+0Rgomb10kgjjTTSOA+YdGS84hc1Zz2nTOVRj5rn1FIk1CPwnBTli1fW99REMtDpLejq9BZ0gRHMov2WsSlBdAtqSHWS0uRbULOVlaMfGWIVOR8Ci4M9BaZmZgy3qQSQCFSEIAo9DaoDEmiE8KXGqHcGBZEAgIKCYySaqkAlgMIU8hGJEDUFCDg+QkCVUAYAkhjldCoiRcC4DUOcaKsB0AOCf0Yjqm9q/aKBqI20oLkD04/Uk/dnLkeLvRAZ7j78+g/f1oKQsohKfbIr2+5aefa94LIT+4rBlNZ6TpIui7+eboud++JXHte+/L0r+Jmek5Gc5g4tVYG2ZBWG/LP0qyJGlVXljTgjp9W+N0ouLwDQeO1724Nff/X3WQ2WEpvoEZpLvfWGit/VZ3i+aObc8827EAt9YMQnrgKq2hvpj8mmak6ZHFADyD69YRqmPna2y9AmSnGnqBCWdS1V+cdmba6tDIclIWJQiVwwavEX6Zef/cKUlxEfTgMcAiN5Hnn7HMSsIvUAwMXdXEoheVwmZGd1TgFTY1MmBicWthGMUpRS+qqkF0q9EdO0MFX7fVHd2Wx1b6EvaphOQU4b+EBN9jvd5kXfrrHjDNmChBj8JCEMFWDktT3u0PcAELai6mrI1n9IMTjd51m2BzG7QgWDSKhst9ggX3M8cY8niY2IVQl1yMsEMIX77Hpsr45T6HPAYvZViHnuU6B/VDcNwG5521Vg+SV6DHQPcsv7en09tn+EBIwy7nq4CqnnEykHBqMUEtJII4000jgPmHRkPHNVjx8c3ek+bFsSDfBmXhd1c8Zonb7ARxI0qHGrUjI5GpLMj6iaHyOI/YotmGvDlOEOD4DnEaHM/YRSyvERXTQgcJAQ4jWESBQclQhlCYIEcmImBxCOUgIggmjEAUBPAZO8gk4thSIqSAMiV+SLCMt/9uW812v56h8efP+mfc9eOK3tLFW3R1S7Zy5HTf4CykvRkF8wiJnuXoGXpOiRGfMRVGuFisaTITBSWg6gsPe6rDNBlYarnVJm/Ordf1C9O+/iKX3mTGy6bRP3r/s/S7JO9wm7L77gxPTexmmcGHWqKHVxQckqTjHM/aBqyW4Azlt2PrGKqrnuiFYdPStMzz0dKVcXRRpI3qtt+g+zli/mz0RzppfWtmRn9UhQiI9cAfUjlgw4B8DrPX22n2nU4cs1mpBR0IY0koZDx+U5tooH6g7Lt8AOYAEA7eJvHJ7fenXu3pN3Td9d/HRLhdApWp1zLULj+kKH0BX0LKvef7HQKVr9RXrx9O0lM/uWZuxBTBknYO3ODKbSKu4iFIBfDGohCAGVhToFxJxygBQhBPGFbeRkS9se90J7WFLXqbmwqOP8giOS5XBGMqLZ6i7tpe+85V70zaNmXXcwDKYUD4zBHxzCcAjAJRiomirWjP3Wf2CEdtDg9IB3KTByEjqcerwNwPXyMhdiFULjlX5lH/vB1HEtGBnXyT9nwOL5L5P3MQ+x5NbyuH0EwBJACZjbywCMNu463h8//v7INp3nG0MNDEYuJKSRRhpppHFeMOnIOIBGXZF/erBD1xDxqKwqU8Sp13t97pC1AIwMfdyqVHLEFNsNYImcI4kXJ/Er6aM+g+IVrpIiXJDXSNpIkPD9RiigiCX0AXLypwRoqULSAaKVw1PkoHWJxJTKIFgcugSg+I+VdwX+WHnXFgB0592Xf+aMdYbNFPBEooTnLT5XlyYSmqEJhyPacDCw5OS+gxa/ZzlY2MA0MALl0kZCQmX9MesvH/2eZ+UjuwEAh6YtDO2cedVes88lWHhfwbt3LG+49v9ecQqdolXMEZyvfvFTJtM8lwmtQF5vu/VsZmnE4PVmVzqP6jP7esO92gw+2KVF74YsyxR9Aw6dXZzX4c6pL7S1/P2E5ruwazprM9V9vWDkrPHoR3OvDYa082bOOK6WJBKEHB7kL9Kpst/vOQVGOlfJ92CX0B6YX/bHM6tqvzLt7Q+2LN4lL1+fsbfPN/Oh0yvCRl4Us7UuTW9QKPtT/cxGR+hg+5W5ilNIDhiZZTMMLK5bJT9vbySiMqlVYegFv3HRvL32A0eWdmHkIQTbANzD0ajdpnL5czSd0wRO1DeKJWf2uC88fMC7VPvjW0gX2KDKKW+j/I4PBYkPYegCI6WX6ht8h+f8/JTGWuM8HLQLfYd/Nvta1xxLiXwff7Ee2y9HbGBQCWDd07OqituC+d4nOm9XH/AuLcLQJHRI9VhWz+8Fsy3Mls+tDqw9bkvYhwNsBuZasDjyU2AEXQl9aZH3b5WPBcQKIImIuS+lGrSPOu663x9/gpBglcjCmUZA7uX7OGhgIC9fFLfeSHNW0kgjjTTSOIeYdGT8zAMzasyzXbdw2qhHBeritJI1fFxT5PDaHsZMxNvjnRdValTV/Bgh70KMFKQElX+4ONLOfFEYh+apRCillBKOUholclyEHwAvASQKQqMqlZYAakQkToMoSdHzKgWERDC1sEf+WyEoNgBOh8nWUdp+NtSYV5JBCIXF5+or6mqpM4k+//T2+l2nisrsdQXTrFmO7pzvfvlX/OJTBzIvObyrZ0pnE6nPn9r7i5u/X6Ic0Op1ipQAPeZMVPYeNYeWql764OLFncrnTe4pq0y82w4A7Zl5zoye3ooSV6MxqNZKLq2VWEQX5dopOfFsZfTJ2bf3TbXWZa7TP71YowrVByWtDhRXhiRVr4aL7AQwvbS4/uqW1qKuxqbSU7k5bfl6XdAEAGFeHTW0iqfBkgtdYCpxl7EpcMhVYbqk6Pm2Be1X5u6E7AhS+s8mbdjIByImtQgAoUwtKIE7/5WOFe1X5lL5vrWCqfEqsOehuIBQsNmJkNdnjEiUFy9a/naFTMZHNIujkCw97/1rkdBUFpK03iaxuD4KlXRt5vOrwBJKh4sXTqZOBwH885rFb/Y/b9T5sOTrh7e9/taqb8rrLFNWTlSN87Vtlu9O+ZkNwJBuHeuxvWbhg/s+9PmM/9Xday/x+ozaSERNKeUWAXgJwK/plu3btqKqLu+Vjg0Fr3QsN57xWoSe0B7TGR/Qk5RobgeblTgrX6dVvoaHwZ6riNjshE/+bUlYN9mgfdi46+HI8njsBROsEmN1Do5j80gJOdLJmmmkkUYakwKTjowf/+b8yuw17XumfKmhUJsXsAbbdc6GP0w71r0zz0LpKPy/Jw6jreY3rAJKZcLNxS0jcmVMxJFzQzTIR2RlW3FECYMTJZ5TE0oJQCIkGlWpEeWVjfp4i1cXDag0CGm4mMe4EkfrChCtsc4wXXN35UPzsQ1tF+a/U/Hfr/1ZV9zSmGPxOO3RAIkG/IZTSxo+bDGJPjcANORMmfb+7BWVM1pPi0Wdzdx/Vlyn+svaDdPBEhkHQBMORta/9fQZr85oKehuFVW20Kl8bfuA7M2L97/tNewIznzj0KXrKeAvbTtr9ZiNiEpcUB0JaXlIOG6vCN2471nDwYsWF16UvSvq8Ruh14viDOFkkY73qQmkQgB3APBFI4RYLQ5dV0+uW6MJ9xelaWgt7UAP3YQsohAvCgCmM74uULpLzNYuBQthaARwr65N/FXIpglwUQolqdN42rtHzBEulbePJ34hxPzHtWBqNeVVkSYpoC9s7Sjos1n7rBiaEA7CemyvaVNv2H/SN9sUolq3moTFMFULGhLELTl/A0YWCpJMnd4C4H8QR0BJfDT9wDjvDWCJyIoLzgnE7ASHJICHji65Dix0JB6z5Z9Pk2osoNtfBJja/U7cOfaH2iQSzSSkV1GB6xCrfNsDNlgxgg2WHPLPYykIsnIfNYh5o4tgxbeGJcsTYC94zh1RRiUkpJFGGmmkcc4w6cg4gOLunXn13Tvz4ivYEZxfp4DTAL4M4HWw6fAijLyaXwApPJ3j2E5SEZvFjsfW4wCiAjin1hgQpDDRh4PqKMepJY6T1OEwJ/FqqGikn9NTAIRAFyFcCNBENDSs4kGVz31hcNktQkGEp1HxkaMb5keOqhZpuJC5fkqp450ZF5vLm08GltQeIK2qgtxn828seiF37fFLet7q+ozvqdXXfPAfg6jW+tyC3lv90l9NO5deqTpdOB0ugwWcJEmZ7l7v4pP7u7735C/3rDy2uxEyCaxdWPoCmIIJAK6cN7qmlv3xTEWgW3/gQNZiAwG160Ne6gvpQ2bJw/VpM6Qj+fOi3aZsaYq7WYUQjCbqUjtEm2iLOLPMKlcGgcRL4CggcQAsVqsHVnjMebkd/W0kGuWiTz/3hRe+dzeAJATWVO8Pmur9L8Tb+3majJd5oVso5uksKm/EmXHIedB0xhc6c9uULnlbq/zbA0bGeaDfT9oEgNcJwT6fP3qCgBS3d+ZrIRPC0VR1zde26QC6qzE4daYYFawCLzqnaBsO5WvbdRhZKIiiLM9HTCV+5oM/L+yZ9lgDZ6txNfctsFoO/WrOVXGHfRfoJ75rwAicC7HS9nswsu9gEMAf5fM5DkbMnwFTt0sBfEm+VyMmoqlUYHn5V+PJel6gwz3Pc3y3KeqLFYPKY782EdK/nqbMEMj7y7wKw8WZuYgVdLIAKGT72z4cWR7y8xGo5hPqiBJ3vPik6tEKCWmkkUYaaZwDTEYy3og4K7lCvB9egL9ps3Ayuom8vxHAto2UntPp2fXY/h6Yj7CCuq2o+i/EqvktG7zVAISRUDacJqwwQAJP+IjIYShsHUo5niMRcCcAlBMCrajVe0W1BFPAayGIyZsEgCHi5QCqdfPmgBB1Ks9fAvCcS21d1y7k9U7z19soQC1hl9GrMoVKzjZmRbv4eq/a4jhoWGirN0yz3zPn/o7lve+bL+19K+/9ORcaCt3NrYvOHszhQbivP/N7z53b/xSO8CpNSVfzy/L+N8vHGqBglv2svuYIUzDXASgufbKpwHTauye3tedMKZoAwB4iqgwhGLIdnzJLOp49i7YZCrTWkIOczS6NoAPBngw7bxEcERN1F1MKAsJROQ4+AEBDWRVMQimhkYg6GAgIosdnDG24/fcFW+HYOO/O0pqyP53tHxAgRc6B6YzvUdMZX3yVRQsAW/vlOW9hYJy2AUw5JoglDQJsEPdOVkafJSujLwhg8yMX3TWWttqYr2235Wvbd8UtswLoiHeTib/P/RVN0U/IAVYkp1G+lgub1xXMaF5XMMj+j0QkN1VxivXfOjCVWWmeSrGh+WD+3sPhZroFnrj/95JqPATgN/L/ZWBq9IQR0X6y3k7i1epYcms72bwpH4j7rLnLnTlV/E1PpVmTwxkWmW06LtCs5wNvgw2yEgsKJTvHlJ9vRdU6sLh4DZhzjBqDVfPhZjhGjK2oqnSErfc1BkvtoFKmXdN91si5681q73fBBhojFRLSSCONNNI4B5iMZFypGOgpxPuRFbh/mh+ZPAV2Qu5cNxGy+VwS8sgU1VyVP3oDBpRvvy6+8Eoit46HDkxVNGLoJM6kfJxQEEpAeRZBTghATX63xDOP6JYoryryCfqI1evUgVJIhEOQU0f10SAPABpECQCSFXUa4nZ7AEBlnzpDyg11CmFOHQlzmog17DJrpSDfzueppvnrzUcsCxytugJzSaCBB+C6sf3Z8iAnNPp5gynL0VsU0Oo80AJEkohfMEg2j4MDUADgrjgyOLSyuZ3EF5exA1ihoZEuGvYbLT1O1TLPB6pjRbMjEUnNb8moDuMQOj4sWGZcl/m00aRx8xFJzWn4IOGZd6MLAE8IrKEw33Xg8NIzRqO7qKSowWY0eD+0WtwdAK488rM5N7dfbt+/8HvH1KYzvv4kxHgCCwCpiG77VbnAQDW6E6xaaiDuWfrAlOD+/Y+jGuLQNnqymwwQr4hW3Y2BCmyicvsagPlcMJoHQEc5olZ7Iy4+EH09kK+7Zz22N8nrFQM4jJhnt0LGszB8tU88vaWqZGuCIgxsjx+YNoO9l1IS0XHEYg+lVkP5rKe4zN606MLK+cYDpPdvHe6GmRd2RqhKmKk/jnxtm0K4hyPLqT4PgBFxgBFxAawQkvJMlOsYkVXiSO5FWzB/Q5NYPEMOa2o7HbAJGhLMnyI0Vt+lffSroxQS0kgjjTTSmGBMRjJeCeAkgNkz8HKOH1lhClWnD3nZYGQHmOBKcwOmuV/pCAS2r7jJdtRVO2Vb6+GMA85M90zTJrUzlB229tfwGaqaXyOYEhaRfw8i3PGhKCTuf6JYGFIWskIAEIKovB8VgHwuEu7KcDtyNZEQT0ARoYQ6zJlSxOOOaqNBFU8ljmf+4hHC1MFDYFU9r2nR5jdMC5wtIVQKZ4Z7LGoprFJLYbUQDYhaKWgAAF00YGgVCnwAhKn+s9SjMom2dkeHPuTPFjU6Dx+NRDRSSL+7cmXbhUff3ZPr7NLGk9oRkId4ElMBmew5NBn+HH+XoHf7kN/XJt49+7eOI3RBFzoQqN8546NnL/jMhV+84C8WvdrHSYTzqFWSHywWPgygQaOOti1fsrtBvpV7wEJJVsj77+1abS/ZsffSEAYo+IMIbAqii2IwFxo1GNk2gMXgGhALXWlBQlXLoTDUfRrKLSPJPpLGLWOwclsLoE7S8kXrsZ0V67FhYO1YBmVmKgRmz0nAHEx2Djh+Fhl0/lt7rkPi+bR35P+I5yKXRiUVwBJeH5fvWaqCW+OJxR5OzW4GgM7yuRV8KCiGNXqPqsNhUHNhERLQGCytyNe2hdA/iMA9n8n+x6wbs5/+VPwOtwI/ifv3cbBiX8o1eBFTxIHYYKYIrK0CYM4st/X+9YVMVc/XdLy/MBDVt/RGsh7+e+Ydid+lYe+FK2JZHqIat5oLiwCFmoTFkKSBK2JZDi07XNz5DiUkpJFGGmmkcQ4wGcn4fLAQlU47jgtOFEUlnTYjZDXYDhlvt2pCLueUrt3OiTpYYodX9ELbmpofV1jO3lp84dlbiy9MsokDQ1fz2wZWJTIpEZdBCYAoQHmZjxMAEoUUl3RJCRlgYwgAOkGKWsMhUfQazFQn+k0qKcLpvF7Jwxm5CFSSQ2MNHTNVNj009a6Tjxz9Sku5r1Ynn/POqYEGc5hTl+aInbYox0eCnCaipSHNNH89mnWFRBsNWLKjYvTPxXeKAAS3ytSSG+wURI8Q5QK0V9AEaEit0RNIoZve3hqy+D0XA+hEFqkkVRSL5u/dcNVl89ZIEtdjz+44nJ/bnow8bANwj69AyCQRWh7Vcyq1K8IhSLVeyehyqqwRY9Srv7HjOd0p00zd3ozlFjTBdrZpessTB6p7P3/T/xXm5bTzkt7XoxOCATC/7zoAP5RJrKK8XwxGhBQyZJHvwwawWYshCU4SIqSQrc0A7kZcQqiMEec1jIRkjdAtYygleKxhEP0zU2AE3gIW4/1G/xpZJOn529/q0nSttpdATvxsbC5u/tlvN10elVQ2sFCm2+gWNAO0OXWoTdXGIa5puPsx3DXbADhDBpNV4/e6+hpV7vyZRkHH+QVQnchRyS6v85jiK64hoZ8Oc0w34mZDwNpGFwBdxod9/JTnWrN0rQHBV2rku5dlfAQ5Sn8rqiqvzcRaAEfBBvcWAGu3YntdXDscUZKnL2oQZuqP23kS5Y281+KKWHr7wpm97aE8utVQNQMsTEXBUEJCGmmkkUYa5wCTkYxbwEiO6EKRKGg9Oo/dpCfRaFgT9rr4aMhaV3i1lVSjcjRJcUNgQIenb/YL+S+3N/QuzrAGCnWqsEllojzhNY6wP5it/SeAn8dN6SfDDLBQlSHCwoEoIHEsCoVyjKgQjoCyj/rLuivPTxHQCYCoGpSz+VwigGgE0GqiYUHiRISJKtqnzuz465Q73ngr+7LQzMtOOegW2YEmi1SWiE33+Ii2F4TTRyivIqBRiaJFh7ChINDqOWRd5Ph96df6PsxYmgHg2DP5N3m/deb+VUI0ALPf9X6ho20OmGIaBhtshAG0tmtz7lvd/QZmLz5slySu1+21kD5H5nKA7M7PbYu5cMhqatCqLgybVLO0vSENCdNAxMCrkEF1YZdapfaG0avJDPdqMvlrO18q25uxPASmPOL02XL6/H8+/do1a56rmFLYmK0Tgh1gDhqPJonFtSLmP624grgAXAfm4uGUP1N+J5K9c0F0R7Lv0bTpoZTgBzC2ipGVYDMLSpEjJ4Bj8nIlTGXQ+fsKhMycXT1rulbb6wC4zjZOtf3iwR+vdLoy1ByJUonyt9AteKb/KHEzEKO4puEwXOjHPQCg8bicfDhkjbgidPett+yqiAZyTCq33RsxdSLOvpG5pjz/AlihohH5dm9FVSMAte2AY8nM35/ODJvUQV+RHmpHCIu+ebQQt5DKFMWZlN/xbWC+fP4WxFxtuuPvxVZUVWZrphAVCesiVBXgEVXZNd2Fdk134UzDSYANqBQMJyRMONIVQdNII400JicZdwHIB5B1GLcJK/S/tQiiQwpzupBWcgnasIfsq/hqYvzleDCg8xdzBGfeq51B21F3oPSfzS/Ii60AHOihyUMQBk7ZXwLZ5g6xJE4SF45CJYA61ZnOjHCvgWPPKApGtAkYMQ8BUMuyKxcFJxFIIECEY1PgiiLbqgJCUcLPAeH9x0xzzjw47e79L+VVdSFRqZXjoQ00+HdQNBkQUCpEEgC9EsfTJwpvPvFu1iodWJgQXsqt0hFK3/rN8e+gMNimAyO+i8GUZScYOehq1Bbf8PDRr2bQB6iu15TpObRqfs/psuliY3NpRX5u2zsAiuPV1K4LMzkuJHWAQMcHJK3QKVpVnJMIfDCjDxnSbtsK2qvJjEz114fBBiWFYJUXdx89vqDr6PEFpwAU0S2oTvI0FEIWb0MogFnWWeT/XXHrzwQr0Z6xFVWrADy8Htu3YeREVwtGmrIA7NyKqsoJCKcYKVIOCkYa6pLs3No68ryNzVMhigIEQURxUb03P7c9/twGnX/fAmuhscEXAYBjJypNmx/+/ix/wKhWq4PSZ2948l+PX1n9z/Fe07Bb5tEatCdR3PNozUYKbCLssymHdzvrLrrauu9zX605s/DK+ldb0SEfc/NvLeN+p2wDcM/UxxuDYaNKDGZrtJAQNZ31vaXrDrYjdXEmIK4NyLMnJXHLdQAuBXN9icrVWrcBWKfn/PvPBGYsydO0GQKSzquiYYEQymtIOMwRqgbzxt+J4YWENNJII400zgEmIxlvAzAXADqwKPJ+yT2RWe3PcrbgWV2XMLv4eMGNzS2mlV7InRYhSQpz0FF1qAM6f9dMU2fpPxovtR5zUzBi3QxGkJMrismn7AlYfCzAiCAF+qthhjigNzvcewbMe1mLGGkMg4UHWCSZnBMAHCQuCo66VWbOEPFLAkJ9AF4Bi7m2d2lz2r9W+fD7O3OujLeDHExgGCF/ATF/5RUARA+n17UJ+XnfrP/takrIrpdyq8LyOpu3v7K2JuZMCCCrPwFTGRDYc0MdhVpJjNbpp3kMQb9w2dNvF+HTaD41tdza3ZM19fTZsgJPUdbfCwKtwZJAwyGNOWBV+SKuiI7jhA4xU+JJlEQpx2koJ4UJIaBha8RJW4TCIFixFzVYgmRXymuTEUdC4/2n94ANcGzy34rSOBPAp8AGQ30AbKGQ6sEb//Ov9fasy8ozrH0V9uzOQ/m5bQOOm3CMy+VjvC4/v5HEN49XWVcwrM0hRjlgbevIDzQ1F68OR9RuQRBd4Yha19RcsgogbyE3+fmfMpTZ/VQz26U34909F83489+/bg2GBE6v80a+842fdcwq/+hXSDpuGv01DYu8lIo75KTvGiBpQZ9hi4iNxLdbaRum096/e0sNPfrmgNP6kfuE6YwvcYA8XBtYh9iMhAAWrpYN1lafheIUA5izNT1Hw1TjaQyWVtQFBKvAB5wzdSect6j/fsNQ13O+ka4IOg60D87RkNt6GmmkMQkwGck4wNSfbgBip2pBeWfJggxE4YUBpyBBQB9WAXhLJuKDC3MQbB4FIe/v/PN2dGjt7/XM9U41eDIOuXrBOj8LgHsHOW/EkFggxQemYukQS9hSMj/bwZwqjPLnXjDltxfsWanASq2rIiBQKTU5AYjQRlU0gjCnMlBJcukQ6YZMMF/Kve6FnTlXrkUsNGMoAqNcb5mH05NeTVaByAuZBy0L3bpoIHxL8xMzX8qt2iWvm2z2obEhZ8r0fRUXFHr0JutFR96xalwh6emsT5OnxM+aWoxFVofdxoV3qey6w4HgjKkXlPj8hp03+P5ja9IVkRZ94Yr53gMqUS1My3e3WaHmiGe2qcHY4CsNcZqAN2wiS5z76EnTTPLn4js5sFkSJSmODHNtAJL7TwPoQEK4ApgiHgUbbPX4Azp4PEbDhUvfufDJrV986dornl/V1Fx8CUB35ee2B5FAdLeiqgvAfzCQUKW6b4OeQc4bXZmlTzYVafpC2b5ifShiVN2Lnw2xVZLrHKP6nRJPPH07rl3zPMJhDQKiDmajC2p1CE88fTvu+sbA8weAU/oZ2hrznFUzek7hxK0z25998XPTgiGBAwB/wKj6ya9+UQgWF61gF92CS87nNSXDGEvbj8i3ez2212AveSF7r2Mosj3coKMYQD3Y4LwCbODoB/su9FezBYtXt+Rr27rytf2DRivYOxHA+CqFpvEJQHvyHA20k81pQp5GGpMDk5GM6wDsAut8rKhHFHPhQ0hObNSCaUSs+xt37G1851/wcsfaqJZzGZsCh9S+aHzHFh8vGwNTxRMLpITBkgpVYEQb8rIaAL8Ek5md8j4pWCcsgJFCrfwT4QEtBSABlIKjPEeJnxciPgiIqrSRGf4z/Uljd3/4QM03q9Hv5Q0XAtgHL5pxN/lbwmyBHK7i43RPdWhz84O8wIeIRl3pqcnwcgaTKeLpe2rfeuQFO6x1hhkUWX/bpgxESDUqP3XDqzPvaPnL1f6wwafyh1sNot8UMAjqv0y9U/2RYY4uPlI+6NIJ+w4tFwCsOWWYUVMktmqadUVkf8sFBdPK6rRaf1DbbcnGmZyp0zMMfZzucDCsQlQtgSO/nv7d3kPWhSLY4ESNhES5keQLJFOGZWLiBUvwzANTtdsB+Fxua3FUIgGzya07cGRpJ4C3ly95b4HLbV2an9v+AgaTwjGFm6zH9praH0x9IeOA80dirlYTsqq7/nPsOvqibu2v370tsFnkdTb5mhvQX0YefSO9xvHgwOGlOlDsumj52zNt1j6rw5nhfPfNqw8dOLI0VkQnzgJS5HWfmeX+yCQ1Eu+C947aNarQuM/hE1bqfawFwEZTnCnZoENRzrvkHyuYSKHYaSr7dSHmiTPoOBNQKXTCkK4IOmac82qtaaSRxrnFZCTjSifE1Nle3Ijd0IKHGQFcDNqfFOkCi1kee+ytHOu9PtYZNoKpePEuGUPtL1mBlE4w9wkKRsb7AHwIRvgqwdw41oEpvjny9lGwIYYJTKWNUEAdBUc4gHCgAAVcnCUqIMhvmvG/dFXfe/Nn+Grn24Pd9vIs8iiVE+ISZgv6C58MmC3ooTXPzL/Va4p4MNvzERfiNVEXZ+GyxS7BHurObzCUqGsNMzoLA61+yGXKSRUFgHteW7OmxN1mavjM+09lFDjapjoES6AvI6tbEkjuyt73+i7qfce7rO8DZ5N+SvM35j58FWT7v5+V/Yh/8uAXBJ5Gczrddr3umJ+WkTrqzdXTQEiv2dc7Ixoxajw6nd/UrcnWHLQuUryoFTeZD1PEiI8YCcTkRbCZD73yeTisEgx6H7w+owcADhxZ2nXgyNKdYPHpyfIFlLaatKT6UCj709lKsDbuBIBHVn/15hOmWdMSVhtYRn7LgFj3c4XGA0eW2g4cWborbpkVbGYhBkbI0a3NvjlC+FYvMYmZB7psL9quxQd3LGo+kLU4cOlFb9w22RXYMRcAG2FxJqQmU4lkXgQj2vFtywI207Yt8ThJHFk0YANQq7yvDQC+mvLCzw3SFUHHhonKMUkjjTQ+JkxGMp7YCUkIIivJen2Ij7ssgh3TUAEt7Aiic1i3leSx3iVgqunQsdcxFCN5gRQ1gH9i4HQyixdVXCSyyEawjtgpf74K7HkZAHgASjgQPUv65ABIyIz2ao8YK4PXd2436aKB7ibdFHRqc1abI67CvCzyw1G4NOCPJV8xPn7oVjUAKQQ1NFJYbYm6Sac2m2aHegzHzXOKZvhOvybva8PT+9ZXZIZ6cw5F5mc8W3ljyzc/9+AZRCEsP/s+95v/fFvzPe8vOm59/8mnEWcB+I25D5vBZg7QYCjV/mL693Yvc3xwa5HYglYUBb+X/UvXNfUvW/vUGZJHbeYyI71GS8TFvXjB1f71VzxpzcrsJr19WZEPDy4nDU3TVozFQSdhir4ELJlNuSe79x1ces3uDy+aXXumnHp9Jl1U4gjPR11gauf7YDMVqZ7/NgD3gTnoDCqpPgwRHdDBqqVw5LLu1/fdc2Zz+1XLdnwGycvI/3Y01z5GjCZme10UfE+PNptopRB6vLmOkEMX0P6E0kcX3bVjjNVHP1HYiipuPbZLCYtpir+VbVib67lOIccPjHZQkkQ5PwjWFkJICNcahtQXg7XL5WDvJxfYTNyaESYbjxdjnVlII4aJyjFJI400PiZMOjJOKWoIQXwndASAwVDmbtNkhqY59mTlA4BxtqvN+5GFEYd8ZKISlQiCwosw8tEK4B5Sjc1DkLdkpPUYgDmIhZ0MF5+svCR3Y6Ay2gTmsCEAcDZrCzqPm2YXt+oKtF+qxkYA2yj73IqYfVwuGFGcAUCrAqgESZJAOA9voj2aLJEjkioz4iAuTUa7R20RNTQCkdfhqGme3Z3dsGHmcXThz/gCPGjDiziOt/sTHgepKB9mLBMbdcVhA+cTDJxP7TJaiNNhoV28HTm+LmSE+po7tTl2sEHP5RyNhno1Gd3Zfd3mb7/2m5LfAA17pq/07Zmy0vLT235cc8d/HitAvN9yD61BNWohk3EA7pfyqkIv5VUFwciBBwCOm2cbb2zfxk8JNNIubY7/P8uulKZ/oTbL6zMR8xF38OqjO7hvOh6wfuhaZnxSd/OTpHr5fiiJusMQ83glvK0jL6jT+eeEw+p5nV15ZzIzevfn57ad2PbSpy8+0zAjN2FTC4CVYDMZ/0n1/GXC1AJWSVTJGTiIWEn1ESdx7vjgym15wQ49AAfdAhHJy8ifc9AtqCHV7Pt3afcb8+/23V8wV3fEGJ3G//29V3L3tF+VG28jWVziP3u4RV+4HAA0Ukjs0WQiO9Qzomqdn1QkDOAu3IqqlwA8ChY2VIwhfLsnMiwkkWQnif0eSSx9I4ArMdBzH2CzZuc8zGHMMwtpxCPpAPnFnWVbq7646UEAN4D1H70AdgDYSOnGRCU9jTTS+Bgx6ch4EpyZcufpg0W3Nt52+lcz1crCnGva564+thMvkvWbUYaH4IcaQBdycALG/hjLoTqbZFN/9YgVhEk6tZwA5SXpAPOutoCpmCLYVKzbR4QCS8S1bLFjb0hFF9au6dwxPcyp7/NxunKDFAggFmtulfep+ALP4YAQBaQQpw4EeSFyxFypuqznTVWdsbw/OUsjhcQGe3EONZI1AP4DH1qhhRV3YAWA3TgDoAQLYIKWKAMBRmJr9xYsm2W1OXiHNoMiAnqxtIuziQ4pqlW5zRG3w6MyWcEGDT0S4cUgr9VRF9fRZ88oWX9oa+6e0pWtMELcWXmltHPplXfFu1GQaqwG8EX5X8Wu0QFmsXYZAG3plNNS+Q3H+A5bBn/cOUM8cGRJw5pLdsDnN2Zm13ZL1+14hffq9ei02jEdtapvnPrdjH+Fut9/KbdqOoDHSTUaIE/TpyDm6wA42jryNSdrZy0vm34iqBMCKpu1L+9k7awVAHZTSvxzKo7sO3Zi3gawCq/rADwCFvdvBtAyDOnXydcUr5DGu2akwoAOVibiiQO/xDLy5wV0C2qQRRDI1i7sXWozRjWcW2gPoOyRM6sjBr5w68VVP5RJYGO5v86GXrL7qHluhUdlshYEWsWSQMPOCaoBcN6RgkzfLf8kwoHBvt3jiu8drjLrSPaRgG0AbgYjagAgBH3EWrdX746EuS98+spNALCN0o3n5HmNZWYhjQQksex8493Sp6q++PktYLlV/WsCuB3AlYRsWk7pxrRynkYanxBMOjKezCHFtthxvZAfOMZpJRdYOAekIO8HsI5SbJJJ2bsYeaw3kHrq73BKP/FEJI8LVYrhaAAsJgSFEhD1qYzeCKeObqz9aaWLN5EaY2VwmftDgphtGQ9gKpgS7QTrPEM86Ks54Z6unHAPWoWCK/rUtkJTxCO41RYRAEKcRtCZA8ZuU1YLACfKcAIHsAIAxfVYgh0wQIIWNgQAfAXAN0g1I4/bVt8Q/Na79+toiHBOwUpajPmY4mwiBwoWWZt9hbOyQ91BkWgkgYZenus+St/LvHCF1hMUCZUapgjNU6BDJizYCeDRBCJ+OViIhVF+Jq/I17Ptt8funqGikaUF6uZ8vd7Lf9C9JHwSFcRsckc/d8M/zILOrzp6bEF02f4PiVdvQMCgk2iEQJ0d4VxnLNGb2p5Z9FJulVl+VjlgitAqUo0TYHH4FvnZH/7Tb23zbVbH0cbm0otV6ojodGZ06POaiwwGr1alDotd3TkL/vebGz8wmzy/jFMY/0mqkY+YIm0ephWMbQp5mJhiUo08AF+T11bKyJ9PrHPOMdmjAu/mQpIYMbFmXfrPZnv3xdkKsdwG4J5yX62j3FerDEZtYCryZEUimX4NbEBqB/tOazG0b/eY43vPRbKlPHuzE8BCABa/iwsf32UCBdRhkWtDf07Jps3DEfKRurKMZ2bh/xcYi01hgmXn5Z/ZdD9iRPzXAH4F4AsAfgdGyu8HcNNEn3oaaaQxNkw6Mo4kypJuqk/j3J9RGL+SFOQCGLlnbzKMz89YQWIlQebD3QNGQn0tQqGXgPp1UkCrEOhK97Hi17I/1bHM/eEesCI6U8EIfFDezg5m7agHS+rsBmCZ6znS9ctp3w3c0Pl8rikM9GoykRdozS4+22iKqvicU5+bfptPqxeP5s33PDLzK7q985aVwQYRaqjAQw1Ausn7b+57Db+8qbSvkQt9oMaRzErJwxtR5Gqm9dnTo8/PuYFUOo9pyg+fCntVpvYd2Ws0891HjeW+WlZ0xzy3IuLmi8IuPvTIjzeEZ3uOLbcHuwFf7aPooTWkGjMBPAdGxAGWZNsEIHRd+wsb7q5/0NggTHm//vLiSzlH1HbFtjeguT7S1JaR7/D5DYbMjG5Nbk57o72ve4ozwxLmEYWkJgaf3wSXyiJZw85ysHZN5Z8MMFJegFxQlMMCEzQIYeq+uqXaBaX7vaIoWAVBdHl8ZvT0ZncajV5zdmaXtr0zn84fSMRBqlEJKEXLATBFfyiMvR2lqEJJqlEERvZyMKCM/HlFsZgjCKpAtD9pNGJQifrmgAXK924ESYqTEIlkuhZAHYCi9dg+kgTi8cT3nivXjEchk/wjr5nmqTRQm7Mi5Plf5B4f6TESBgpBsNCXm2Wi3x+6NAEzC/9vYwJsCgnZRADcJv/rB/AjSjeGAPyekE3/A9afrCVkk43SjY4Uu0kjjTTOIyYjGR+kLIV6tN2Ep3ZeF1UK6UAoCFSAFYQBxkKIzh2RaAQwHSzZam5WqJvz8QZDQKX3AoBHZRKjhOfyxXYlflMp5KEDe7HWgqnlAbC4ygIwYmvJC3a6vtL46IknCz7XWRJoKl/g3C/M9NVyXoMhLATFgqBKC7U2TK16h/ebh3+r+aXpe+IhYaEoHwPrvf+O/PbkN7U6b4Dzq3RQkQiWdewjukhQ+sY1D4eP5M3noAWeDX86sNT9QfM3z9zfVyC2FWlo6HIAKPfV1mujoqldmzNNQyOh7ki2Oz6J9KeXPvJPlHz5Efl8JQAfyde0AsCeq7teWfVq1hpXq65AqDDWcBa/6yObzhG9ZXdL4IM7Fu8CC++YKwgiJ+ZqsgVHQOu3GbRqdYScbZxGTVGPqtZYrgULA5LAyHg+ABHZKMBSBBBCED4EICDjzcinQvneliU2a5/D7TULZqMbFDx94qnqVw4cWRoC4IhPMiTVqEQefoMeXIQwAA4S7CgflDgaV3F1PdBYe2fpC0d+NqcSo4vlTQpSjZlqKfRWmNPk8jRCv1P36+d+fvIHp8Yymy8PLAYWxBp5+Eij0ClWhDK1AheSRABQ+SJCRM9zy6r3l2A72aLsM34miZGxqo0YRj39BGO8yXLjGeSfE9eM+GRQnUkq8LtUbT2Nmuh3Xzzz5fj1tqLqJ3H/Jpapj3dlUZJBe8EU93j1frwzC/+vYyIGXKVgFpEAcFom4go+AiPjKgALALw5jnNNI400JgiTkYwP6gybHytprvjNkRytPbNEWcapJQFAYRW2VtIt6/uTzhBfUW844pFCmRwnagDcApag6DZGvGaNFDYdFQr7KACtFLQcMc9zrOh7LwBW4dMApr6awNRxA1jhICtYHLoRzKmjEYCr3Fdr+WntphCYMrIBwGr4qTXCq1WGkB+GoI8GNILl9YVrsK7+WdWhlQuNOAWgB/QrXX/U8sEoCaj0iPAqRIgaVMeRad56cmPNs+RIyXwORrgueOmDjm+f+XW+MeLzNRhKW9wqU2F+sGMOAOOurFUFKimi9qv0hj5NZgZHpYiahsWHS742+29Ft/8dsk86gFPAAG/s5ZmhXnuPNtNtjHpdok+XJWp0JTCgIbuzxyqvYwFw2GZ1bnOvMfxvyT9bbgg71fSsY5qo7osQS9il+nPxnQALBaKIkR0NZkCDEJwIIgICIABtfd+M1ie9t5m/XvnAQQBr3B5zz6tvXr1HJuKDCVIB7oETqxEGy01YgDOYjiLsi7OBS+LCU/ans2vL/nR283gHcqQai3kpsjPMaWwaKRj5xfHvP/3N+ge6IdtLjmb/MhEfXBBr6KTmeGyzHvMs7F2qmhHVcNA4QhB6QtlRFVGbaz1H4/epnNsnydN6HBjXjNk4ixadM9cMJd5cjhG33fyblpJR7kIZKFyMgcmgFrDnrZDJVDMLc8HyO+IHaf/PEPEqbDWB5ZwoM7gHtmP94iSrTsSAKyfub1fCZ/H/20exzzTSSOMcYjKSccUuTnGoELt35nXNe2z/ESlMViorBTuFOjBlfB2AGplgnP8OP2tQ/J8drOR6IQBBg6gQkSKuwkCLISvcNysj3MdJIPuyIs5pYKquBmza1w2m9maBKeVOsI5O6Yyd8hGV3+vAFKqwKho1UspFIyoV4WiUK+lr4vRun5gZ6KPQgsMScNiHaP5HbQRRIKJi1t1cVIqGqIYzRjxkiq+Rm5JZH1lR8p721r1PlPMXRKOeLqsx2CygT5vdDODIKUOZ+osLH5/z1P5Pa3o0WVqA0CjHqyGB/LPwC/lBnlVeBGt3sxPuVMSlthwvCjTDrbbA12jssM3uLQl49QXdOVmth2sWXMFxUtYrb1y788DhpaBb8LmlT3xw/LPN/zaV+BtVZ/Ul0uZp91iPWuYRsPj6IFgYjxYABzMkeGECDy8IKDiICABn1OXiXbmPfpX87wCVWJLv+99JNQQwO0sXNFiNEHgQUMzGSeSjCxEImNFvXanc93GHEiRRrVsAPBDlVCZDxCs+enTDkze3PNkSt8k6Ut1/nJEo3YPOc96cA5mXXvTaQ1uxuwHDqdY9tEaXRX5oOeHZIGZplnunGcGFpB5jg7/W0Coq1p+J1z7pi5NMRAXQcRQtmpjQuREcIyySfn/9T5NFjwMYLmZcGShYESN8ioNQPJlMNqCYCmYr2ogJGqQRsikDwI/xyXES+QViRHwonLMBlwwyQftJI400JhCTkYwDLGmuEIxs+QFEgx2Cy3/G2CQvR6hHE/TWGUOcRir72EofJPcqXwPmqbtLXsuuR2jxlFBbOUI4C/ZMVoJdmxOMCFrBOrYwmOrrAlOTbABcpwpnaI9On7fKozdZTX6Pc+7pIyfLW+qUq84MEzXlqERJhEoRnuc4SjGn8SPh1fIrJIThBWDADPCtHxaggjsJlRRFlFdRnkajmnBQEqHjRV7wXj/nWb3Hb9LoGkXOnWeEIcdd7iGmziVHjm4H4OrSZl8HoOeMfprdGnZQt9oajYKoRF4wq6hSbDQlQi/kVu3+ft0vlwOAp9vkCx3wtWltoeK3bl9ld3vMbXv2Xfj6gSNLw5AVXGQsEz/MWOZGTIUrBpspMMn3SyH/FB5EIUCLINTg4IeAXvAwQ4+3ANkhBKiRSbDiDR4GC+HJB2BECDw4AHNxGkWyLWQAsfqGsXMYl7KVQrX+snxd8KmMwi0L//GlWxb+o3+bWe6PesBIzUiV7gHnuWjeXvv1Vz9b6XRZ1WBJc8MToh5aYwK+aoIc58TyIYa69nMSZnG+8XFVAJ2IgcBwoHRjDSGbNmsE+tO4xcMmbyImkmSBhc4FwWbwDmIgmVQGFJlgVqfZYHkdBzBBgzRCNlnAagB8IpxEqrB1Gdj31wc2szkUJmLAFV+/wprwWXzCeRfSSCONTwQmIxnfADYN14pY1bmV7y751ICVWp4oubzliRJWLILiC+f5HBUkUwJ7wGIkX5WXdYEp3Up8uwUsxCIK9uLslrfTgakaLnnd0wC2nSos21Azdc7qoFrrNga8rqBaq6uZWrkKIG+Vt9TuAfD5KOGCnBTVAuA4UM6j1tNMfy+2zbmRQIIBIYRhBfdH+5fpb/u+pTV4/DRItVEVQkQbCXH1wjR//W1FWn9IHwoEDXyfPQMGlw8hm5rYpvbacISdd52hDAAOHzbNnf2juvu0ahqinZocvi/Thif8r4rv3bA01DBlat0rb1ybWd8wowssLlTpbLwv5VaFQbH7lpYnKvKC7dYGrsT/SPaXT+15eeUeDFSKlHu7B8Bq+X9evkdmAOEFzgPiDe3Pm4oCTejS5rj+zX2GHrpqkREEEYRBYYIfOvB4BYvJFtSCKc8Pg9kqXgBGfJVEUGYhqALFAvhgBCv9HoQNBHnogpdU400ArqfzbrIscXyoLhGbRloYKhkS241GvraUCPA6FUanOg9Q4C5a/naF22eiYlDn27Nv5cWiKFht1j7Rnt25AbkjrsQ4nKp3rlW/lBhnfPwnBudjIEDpxpqtqHoBwPUA8DQ98NpWVGViZGXq+8AEEaVvUaoGPwb0DyheAPAjsHbdBTZ7VQiWyJ2y9sEo8GN8QpxEqrBVDeAvYMLADwE8MOQGSWwKATyWMnkzmfMKfnIM7FllAphOyCZNXNy4MiMZAXBo7FeWRhppTCS44Vf5xGE5WMiGooYGP8ZzGQ7FYJ2KHcxycS1YJ5UPplgQ+XcWWFy4KH/OgV0XAVN6xT2zl0Wv2LxDq31D1JB36Ke4XdEfml9xvX/797fcAtDcaS11Ok6SkO3sRparB9/+yq8B5pLQoZWCAZHXIUQ0fBg8Oi255PXpl9Gj+fOYXK2BChHUPWP87I4flt/X0JOZ0WuSPBFIhL5lu8T/o2n3vURW0+4o+F6tLug4evmcHpvHGTY5vKJO6+cadCULANiez127Z03nDuNn258OnjDODPWos2kebSdLwvvIR8vKgsezZzstZqd0803/F55WesoCpow5AGyWz9X2Ul5V6DNLtr5z8YXv7bp10T9q92SubEPyuMdieZs6MKI6FYw4t813Hozcc+Z+Y2a4J+pUW7uyQ93h7xz5jW5e/WGKIgDToYIBTryGXLRDA0CxcHsQwHr5mUjyc4h5eUdAsA9GvIVCvIhV2Im52AczjkOJMS/9Y8mXfbXGsuUNwpRpcc/XhtEVuVHaDeS2swLMdebwms4d/3h196fOnN1Z/A+6nfyUbicP0e3k8VL/2beHuE/JsA2xsAJiMrntDkeGLhjSmsMRtU4QRJfbayZd3TlrZCI7EgzYJwZf+3CfnxPEzTTYMHDWYKTX9f935IC9l5Qy9R9uRdWShHXWgYkEzwF4CsBJMEGhAEDi7Eol2MzgVvl3M9h3tyJunTEN0lI4ifRRuvH3YHUiANlJZLT7HiO+A1YobhuA50e0RR6tQR7dhDxaLf8eioj3t+uGFsv03fsLH790Zf02xOpR6ADcS8gmGyGbvg72ngSAF9JOKmmk8cnBZFTGgSzYUAw7DNDChyAaUYse+K6jW29DgkqwHevPufpFjidR3ZivtuKcUolYqWkLWCehRqwi5U6wZM1ueT0jmFqkqLLmo9Pm0p0XXGGAPM1JCQePwWzaU7kSn521FM/8YJ00vaVOU1tU1rH1i19sbFqTv7zqv5/WfeZXTx9e/ei7l7okK9epsZNWayGN2lV45KKvEAAEWkjQgsdxHMM9+PnjfbdveNx/+3I4ANRhD+rxKN2Cmm+6Dr6p5kNzw+C8TRXFePmWK1zL3tlrtja5wsd1lVoAm1/MW4u/HPrS4xHC9zTpim1N+hJaOvt0hi3UJ2XXO9T61YGegKgXVepQoOrK5xy/XfK9AVZwyZJs5f+TqqlyNcgfgvkSq8BUtRO3N//tqgAnGDwqs1pFI3xbRr7ZbHOpbzz0TPRIznwftOChxWIQ9CBGYF1gZMMMFp4CjCS+0oMQwnDKz014O/tSo0YK7bmj6bGCkvamcP91MFvHkaqz8QpyBWIDT+fOnCvPAEDi/t/MvizlfUp22vGVNAEUe72mTqvFkSEG9aJaFRYBwGx0w+0xj7wS4zAOROcjzCIFJn2s+seA0Zapjw9B6pJ/CJjlY+I9jl/XDvZOmwJG3E+CCRGDQjOG8jFXPvvlfv2c7y2u+EQ4iVRh6wwwNdwFVhNAO8GH6G/Xp85k2t/7cEpldqaP3nnLftub7089DGAW2DvgO/KPgg4A35rgc0kjjTTGgclHxnPQgXJchhDC8CEENdSYhRKcwhsy8T6vnatMxAe7UhzHZsrUkMfBSLUIRqwJWEdXAVbkAgDeAFM/LWBxhfmIJSFKALiizuYzyz7a8+AHs5c/4brSXH2gfFHxbf/798ubc6bkR3kV/rjua+E7XvpLxzd+++CJqZm1lwg04ALQ/Lcv3Tb1xSlV5kX/dziU3dmjaVCXcM/lrqM1mfMITODhQRg1CIDDCvhwHzJwFhl4EYWwoDIWDd0byXo4W9f9F69I9aGI1t81L5t7fclloR2vXL37I928/dWHttRQAG0FLzfstq2wGqI+hDm1YDU4Q14Ykd/TFtJoQr5wRC0EAgJZMPdgooqLZEm2clKiEmNaCNZ5hwDcq2yTWNSpwnNCrDFV6ggoDRGNQcriVC7OQkt7GiQABBTt8KEMs+BFx8DHKf8EEQsLUaoDhsEcYCiYAsiedxhViJFlEYB1Z86VJ3fmXGkdsOfRuZfEx41a5fMRwOJvsTPnyvqdOVeG6RbEBjOx+wSMMNY0/n5vxe7Kox/N26ZRh8WAqINOCAg6XUB49c2r9yCFup6UHA3jQPTp6u3FYIToArDkum+DfQ9eAvBrumWAw85EYXLHqg9OAt92rr3ax1CmfjQhSMq6GrD3nijvNwOM4O9Egpo+lBOPvMo9ABwtxwW3so3OFFUG1Qri3znnw0nkT2Df27u2Y317FbaWTPD++9v10eM5FVpNVAyFeDEvx2sBGwz9C2zQkSf/KEmsP/6YkljTSCONFJh8ZHwGshBBAGEQUPAIIwoOEcxA1sd0RqlVtx66CVmkAYxQWeXPGsDiGeMT5dYC+DvY9Go2WNylGiyJUwTQdvXeVz64+j8v3wsA8HsKVx96u+GqD1458ue1d+YDQIRX0bzeDmueuWVBKKKFWXAdAkCdZzMLO+355Mg35oVOPjsXAHSgINjTb0wtAWjDJdCjC3aU9scROuFCJjrwENmMBuCOxmXr3vvrjOmnbs209FqcPqvznTdW7//onXl9iAszyA92HL6pY5sNcoJqc2XeqmBIk9uelS+IomARBNFZMeNYnc3qOD2SmyuT7fgY026wDmgtqUadTCgDYImxAgBnm5DvKRKb0aIrMod4jY5qCW91uqLN1qIwNOhBBBYEwcMCO2JJVQJiNpKtYOQ/vk1RMNX8GJgFGxAjHzrEBlsqADfK67vl53gPWCLuiNTZBNWayj+7EYunTUVyvGDWcgCLpx+pTSHWY3vNr97Yu3P54vcWZmd1WRzODOerb159ULZ57Ehcfxw2hV8DcEXCstnyz6dJNRbQLYPCbUaEIWYePrZY9XEjeRL4qK0sR4sxlKkfTeKhsm4ZYgNZCuBFsO+fI0kbGmp2A3GfKcXEYM6OJPYJQ850jbSC6EhQha2XgeWz1ALYV4Wt88FEFgU6eVnTdqwf6wC0v117fBqrUR9ymQwhob3L6JQ/7wJwnNKNiQOnNNJI4xOGyUfG9bAigDqokAUJAjiI4NED3aCs8fOF4VS3wxhIBFaBdTxd8m9luQXArWCknMjLTyBuulfZuajRNu+es6L0lWVXzQMAbUgMX7P7RdeHFUtyeBLVRCmvxEYiIqqsEVEVEiyiAYx4RzDwuXcCCCALEjxx8dF9sKMVlbDEBg0fbLvQ9gEu/CpY2E2qUIsBnXLGAUeLZ7qxiFZL762+6I16xDrp0cQJKzGmzrhlVsTs/Arl/boB6B4u/Vrmj2rv0+eIHf5ubXaP1hG0WEIu1ZYLqiWIyAWHMAxwwQUTWBiREzFyoYQJtYAR9RIwsl8n37cKAH+T/79HXq8SbApaB6a4UbD4VEH+rAYs1+HFhOtKqc7Gubso9zME1g4GkZwE95UX49YZFQ4cXvrogcNLlf0MR6jGGvoRBPBHeZ/HAcwD8AzYMywF8CUAvx3tuQ/lm47zYwl4rnBeQmySENGqrajqBftOHQewFxiQyPtu/PajCUGKWzf+XXcQsXddsu/EcO/ZZgCwlwZ9yofRyADnEGAIJ5Fz4IFvkn+XQZ7RSsAssATK2wH83xj2D8S1a7Mx6NRoolaTMUge/r8LlONNjgFnGmmkMQkTOENogQYq6NAIA05Bh0ZooEKof/r0fKMR7KUXj/iXYGLSml3+fQKxxE4luRMAXgBTXwFG4FaBTes3AgCpQavudfHHlz345i3NOVPyLX5n+HePfO3DyrPH1DuXrHmDghxTc2F1nz9rhTdotKuEiFNtDEb8vXpFFYrKP0CslPtu+OCEsV+lArpRAR0oAgMGDQ4wcrlNPp9iMEIcS4Rjat1med0iQ6t42j3T9J3Oy+ynEZewOcoOLj6hUYHSESuJY2+DkWbtftsFXT+f8f3uKOG7ZnmOe90+c/CJz3whXLb2uO4rKx8wf3bRE+apU+q8OI0m+R6YwUj4K2DTuL1gKrxJ3nctGBF3ginOSsXNzWAhR0rYijLYqQcj8krxE2UgNVQ7SYq44zgQd/8SBkDxhC3+Wa3DKDDCYykY6pkMhZvpFnyVbsFBugUi3YK9YLHICspGc85xSHkPRnldnzSM9T6PGHFEVElwnQ6WdPgpsFmeH4GFEV0lb+JAkjL18nd6wLtB3vcgyOu+ADbI3oXhZ32Ges/2f1a2wufQ6KMBAHC0q42EbNLErT+Uk8iEfIeqsLWyCls3gs0AnVvkxd61K5Y0O7t6DNj020tqXnqtvBvnKTk6jTTSmBhMPmXcj4dhxa8BAFG4wMMCHiZ4WAzxx4ChVbfBSW2dYGEQgBwv6eH0XK8mM+O0sWxbk7ag7vNt/54j0FCvvD8rGIF4jlSjknw9aqM8339wl96q/uaGB1YsaN//znslq8/kuFo907NOrQBA3UFLhbW0t8VZn7mw8c0CP9jzVoGRRh+YSukEEMIxdOFaALGiHXboEMZenIi7VheYLePQftYJccNl7GfIToFU41owJ5MLwIp0qBGLJe6S76szbhOlI1YUM2W2AQDI3ozln9ubsfw5AHTurEMzL79gxxV9yFD3hLJhUrmCn7X/A0/pvhA9gzLFB/kFZVsAYboF1aQaW+L2jbjPi4HBMe7y+qUYaEMogoUevY2YWq2V72MWgJ2kup/cJ8UIClYp98AOptxb5XvljF9pJAmkoyiONabQD7oFniSLhbi/xxrLOqRy+rEV/Ro/zkeITaL6Xgg242MAe1+YwHJY3ACeRooy9WNQl8cS2jJo3ZcesM+YsdT3I2e7WiNR2jXnUk/DwZesFdEwpwZzEvklgJsxtJPIcMr7sKjC1vjrfx9MVLEB2Lwd62vkmPGz8uqpKnCODoyQ1+TnAf+1YFPi9/uxEfjDp5FGGp8ATDoyTvdiG1kKwIbvwYY54BACsAsFqPtYzmcWasjxwS4gspsKQzw5jcWArgSQIRKNWeQFXY2pMtCnzSSLXQcXvJ+xwr/YdSBsiXgUAnoMTJGunBfYf0StCnHekAUtmimlHt6a7dOayOGyhXMQwtud3oIuALsLLE2z1Hy4QJ8VePvQX6e97262KdVJvWCDgShYwhQF4EAzHpPLUcQGDbvRisYB07kWDF3xM+WLn1Sj8rr2FzZc3/HC8hm+WtiD3XvKfbWPxsW9DhVL3ILYtHhip53KRaQFwEIAcyrKj+U6Om2c6NeHVFw0FFFrPb1ChnHl0nfUZxrKxCTbKkRntESoEWwQoaiBig9+CMyGEWA++ZeD+c2/DpYYOpoy9KmOm+jaYwVgVYj+UGEcYzzuhIR+kGrkIaYi+sESnseC+KRAZUAiInmIwMeL0SVkno8Qm0QiapX/TxykFq3H9g1D7GdUITVKuErbKe0GV5fquvY6Afuet+w58KINlCZfFwnv2U+TRQCwdt4a17HVX+otMmVF7JWXucM1r5tbwyJXgJE7iUzEoOdjde2Riff4j5PMuzyVvWIaaaQxIZh0ZBwAMBt1AE6s0ew49SX9lqIsrmdufbT08QfuMt9790MPnPdpOZl4D3xZpepwmVL+AoBrQ+DQq84QvCpTpNxXy+9XLVKZw27rPuuSrj5Nlm99+zO75L31q7H6LL8QdGldeviQH2ppOqWzZgNAWNIoMYrobCpAp6tACy+8eBV2MGVdLf9wYMQtBOavfR/dMkC1rgEAsrmfvFkxkARQMFVXGSicAEuqTKkgkWpUru5+475v1v92hsgJ7ibdFHRqc1abI67CvCzyQ5mIDBVLrCh1PsQPeBjJBJKTlbNghT5opq1X3duXSSnlVISTwgAgirpghq1XB5aoScDChEQwdV0hOqMlQsr6NUhwflEIL6lGF4D/IHkRo0Ed3gMX3L2uMNDyNXPEXehWmVtadIUP3/3hoDaeyrWnJm6/E0oUJsKmkFSjSK0O7QqHNTmESPSmqn+/tH7tv63A9mHVcVKNdTOmnfjuBQs/mJaX0xb6ztelI9t33KA9WTcnF0zBDYI9r0J5IFKM1DMv58rFJf58KwGsu7T7jfn32paV5AfajpWITfUYLiFzGLvICUIiEXUiNruiYCTEdNTqskymjQDeQew7dg8hmwZV/Uxe8GjTRgCOIzstziM7LUqhLSvY90AHVrhoJE4iEzHoGfL6t2N9Az7p5ejbUyQMt5PNaUKeRhrnDpOTjAPr1mh2cBuNP630UJMIKvkv0bxVaCWuP+MHD14G4FH87Py/OEbR4VYCaPbzxlINjXCmqEfycnpa6Tmm69LagyoayfSoTNKpojL70WlzKzgpav/djd8wgcMxR59NMho8Ol/QRNvVBf1JnSouLAahs6IPWnRjFfQA6rALrKJkKRiRlRALofAB2IeBriQxz/R7UIw+ePE21Kjv90N/Byx+FGCdjA4s1KYGLHY6Fdbd3vQ3e5AT3B61RdTQCEReh6Omefa84E6FDN6cEMKwl1TjIQC/AYDpU0/efsun/9ZsMbv25Oe29bscJPplx52nokSru3rsnNHgRUDUhwGA46SwRhsw9PTao/J56zAwVAJD7PuxVEpywvphsNCUxFCQxA7bDpbMlS8PLPrXf+CCu9ctovse1MwMqmg2JZbuvpk5De0PPnDB3Ygn5HH2jjbEBkkHMXCQNO5p+ESMpxokqcZMng+/FQ5rcgmRpOuveeb59Wv/3Y4RJM2RaqwrLa57sOqK5w1iUAh0dtt5QRtcvvbqZ72RF1W9p+tnahG7ByGw57Ec58jFZQTX2k9w7mz8ky0CXvCoTZf7QjqnQQp0gA00Uw+KhrGLnAAkElHFV/wYUiQNp8BY1OXxDhJTtesiSjdWA7hrBPuYKA/88xFSdK6R9uRPI42PAZOVjBd/Sb+lyENNogphvlxVWxSGOtIn2fgsvm8hgHvwA7L5fBLyxA63R5OFE6ZZlRf2vucp99UqoR7KC20+AIGDpKFAlJeiXHakRxvktNEfzLzvzFU9OwtUunDP+2UrVmS5e2imuze8Z87yDKhx1QnMZ3vSx47NIRo1ajw/84XMOvixFhG4sA+HUI8usEIaYcix0GCEnIBN55+B7EoCoGaQZ3oGLFjHYh7pLNSQamxELGRGAFOftGDJXr8e4vYUlwQahU5tTj/Z0UghsU3IsyAW05sslrifKGbaegLdvfaQy2VdrRP8hVutVT+MJ+QYGLv9B/m6ACD64cHluO6K5ziAqkRRkPJyWjvV6pD5n++s8QA4isEuLRtkBTtlbHUqjCA2Ob7DVqprUrDQoQGhIzOMp74nFPnNTsFGgqKW02YEJaveQWc0n/oeBsfgH8ZgImDFOSpFP57y8qQaiwG8Eo2qs1R8OPK5mx5/+rorXogPMxuu4//ahcveUYtBIeAPGCKEEOL1mflIRG2/cNk74dP1M19BXP4A2PetBKygzC6w8uQqTICLywjRT3BmeE7m2EM9tgAv0DZtnjAjUK8D+z4Zh97FuUMSInoarJJmvGvSSIjpWNTl8Q4SJ6RdT5Ct4WR27VEw4YP2NNJIY3hMVjLemMX1LO2TMrrnqY4Uh6GOBKCDmkR8YCRRyYI/nyP5/g43T2yzdGpzXVopKBw1z60o99UCwBIApcgia8FImMeptvYJkmjhqKSNEpXUq8kMbSn97/Axy7yOr6j+ECrpbDT0WDK7fvn5750Iq7U9ACogIROgWgIKDYIRXcjvoh/icOeHBa/QLaghmwckNAIs8SrezjAKFqqi/B//oh1OFSkGcwrxICFRMCkRk0N13slYOT8z2JOljoa4ZkOxAwBCnEbIF9tFKC4xjNxtALB8WukpYeUF7wZ1us9VBgIGqFRhqaLseKtaFQmGIlo0NpfabdZD/c83CTFcjdiggza1lEZffPUGcsGiPSQnu4Nze8z0rfcur6s7UyFhsFOFFiym+z8YGFv9Aoa2dBwp4jvsWWDPiYCRx3lgbeMhUo279ho6Z/RqMtTRsCbKQ4qGwlquV5Ohshs6Z6TY733y9spAaTwhNykx2vjzhOfDAbgJgEHQBoL/desf/3HR8l3xTkgj6fgL7Vkd6HNkRqISpw6HNBYQKvn9epKf12oCG+AovuxTwYj4G2Bx+hYA3wBzoeifeUGci8t4Bhop0E9wDFG/8LL9Ks3z+es0x0yzs/o0mYVRwnN5Yvv0+mr8EuchZAZIdo3bt9Et2JSw2qhC/saoLo+XTI+7XU+UraGcpDno+s9HFeiRgJBBCZ7bkiR4/r+g7qeRxqTDpCPjhKASRbDvv3xxrl3VZVNbQuoAEYIRqlIV8i29YC+Rj2Mk39/htmvznJaIWycRTtRGA7lgMYvZYAlqITB3AmNmqKezXj+V19BwgFBJaNGxqJMPM5b+4MN7ll6LgaS6C8D7aMN1+Dd5h4I4g9AhyKJOrIgR5sSXqQMsUTMERlBVYARd6fDjX7TDqSLKvpVy18qxE50JBhQrsYtde1t0BWsq3TXFFEC9cVpAiAbMcz1H6gBsk4nBfQBmTC89FV590Ws5Tz//BUsgYOAJkXDrZ/7qLshrUXl95qBaFRYdTlu/op6CGNrBZgEE+ZppU0tptKmllAcjZDvAOvFkyZ/z5XWUZRp52TVg3uKH5W3uI9VoAQtxGZawJZAfL1jMcj6YIt4FoByMQHcDyAFwj2uKWa3pidCgQSUBAAdJ0rgjnHeKkU91HBkCmFNLPpjK/+hoQ26GQfygTXFw6R9ExO8zyfP5EphLB8SgTvv7v3zrS7//SyyfLj+3ufXBn3/1L8Mcv6WrJ7fCbHSrHC6bHoRKACFGk1vs6csOg31nZoG1+Tlgsznd8rbOuGuIxu2zOcX5DjnQSEQyIo+476SfN4h/n/LF/PczL4q33EO9YZoBwHdxjkNm4s5xIpN5+zGG0KVxkWlKN9YQsmlwux6di8iEhWZ8HFWgRwKZiA9+5nGx+ZsIqdRnYGUkhIvDAagEM9xTL8Lpa36JOp11Uqn7aaQx6TCpyDghcifSDMdrNZe//pWFf1zdF7YZTSpPtFDd2mnifBQsofDjGMn3d7hPFN5y4vunf7kiyGm0FZ4TApjaKoFl8otgCWZagyRqpvrPOtqEfOFMRmmgrqw8gg1oQAiXoRGzIWIpgC5k4wQyZHs/RnsTO+p4wqx0bplgU/CKEh6Rz0Er//0+Yl60yot2OFVkNB1nfwdX7q8DCHm1Xj91hSnqs08JNHXYg91v5QU7mZsKC3+xA3DPrjha+M9nvmjx+Y08IRJuqvpXYMmCvWIopM3y+sw+f0BvU/HhjDffvWz+p/+GjWDVTEsgV98Ee/6tAKaBKfg6xOwcmwD8n6IApkj+zAJzOQFiYSSZ8j6mg5WX5giRVCajO1o+/Xhf5awjTXsPrFhIquf9cAhlOL4jVO7ba2CDhnmIeZILYOTc8facVcG1r75oIAAV9dqo4A/yxqBHtXP+Za2XJr/fZ+VrX4FYTH8VgDWkGjsBPJpE/UyKYdRhZdA2E8wHn5evIxdscKUcqwZstqMMseczZAIbx0kCEhTZJOey/b0PLp6+7ppnDNlZHdoMa5/KZPDwFCSy/ZUbPPK55AN4CyxJsx4D4ZLPfbX8f7yLy5iJWSqSC+ZIshYAak3lnUFOW7iu7ZnIV8/+oWup88OmN7Mu9d2y8ImVLrXVjHMQMpPENlQP9t04CfYeGPE1TjQmgkxPgIvIpA7NGKHiPWS73kTIcgBv+PtitqwBB2wfbceSujegCflwaiNFGmmkcY4wqcg42IuDAzDv9f1rrL52Q8N3lv3KcmHR+1kmrc8PplqGkEAQZf/XAS+rczB12E9UX8qr6g5xmpr1bVvnrBF3EjAC0gCWNAkwUj4VgN8gBd7JldqX6wP+6T3I8i4+++G8/fkXrIQRQejggxtWtGIFeNTAAgl12IPUntvJysfXg5G0MjCHibNgseIBsJdzvDo6JNkepbo6oIOT4+ZfAFCEHlqdZF0BgPTqG9fkiUE9x/MReuHStz1ZmV2UUqgEnd/gD+hskkSKrRmO3h1vXLsXjBxfLd9bB2IJpSfBiDQPRjpC8rUfQxzRS3E9O8HIHMAUX1G+jxrEFR2hlIPbY1XtO7TCfqJ2TtYXP//nEp6P/i+w8HNJ7kWqjlCNmJLfLd8DASzx0PVUz+c6C25pNk17tcFs6XBqvLnG8P4r5nc/33rjjh+mvt8Xy+fMgynsHBhBX4gRqp8jUE4DYC4VM8AGdiLYgEUpIlYF5mLydwBrwJwslMFBN4DtYCQe00pq+aWLdtszbL1CT589evTYvA/jQwNSnMvUs40zfnuwZkH11Ze/NIvno8Tv14ser9mzZOGHtua2Er6+YcYOugWb5DyHxAHmHABXgpFSCuBHdEt/Wx0PMUv1nCvBwmLW/an4Tsd9J35QX+6tPSond1uu63zJVhRo/otLbVWmCMZa+CgVktmGZoLZq84GS3b+2MjnhFnyjR0TE5oxOsvKCcFIFG95nbUYXNk5/pn/DrHk/iqw5PMHAHwp5MM8AF8HcP8oz2u4AUIaaaQhY7KR8flgypEIwLWndaVww7PbAxcV7Tr8zi2XvAP2xe8A8JiSvJlQiKH/ZVWFrZsnkpAnErudOVee3plz5a/vaN6yDqzjj1cEo2COBUEAl3dk5Bp3z1oeklQqes8/N2f/6sbviodmLhLggRNROGGBHR0ogAV3yRrfcOp0JRjxLEQsrvt1AKeHUkZH4pn+9JaqJFtuT7a7YTu4OMVzPliiaaYY1HNajSitvvC13hx7R5AjaO9zZmoErWg3GT3ZHq+5cccb175/4MjSLjB10wcWhuMA+iuIzgR71kb5+t1gKumjiUQ0SfKn0l4gbxsEe15h+Rjt66v+WREKq0M737raEhANxOszc/sOLtNWVhxZQ6oXJivgk4rgFSEWu5wD1kEqZcGtZ86Wv/VH7TcKV3/xdXt2VpfQ3WMX33rv8q6PTs57FIOh3G8rYp0sRawSqAUjz6VIqaLJswmzwGYeFKtMJZ04CDaYMIK1+SsQU/s7EBuMzpfPs/tMQ5n9TEOZMnNDAawg1VgH5gK0HKwNS/L5dIARCQ5A1bSSM6qTpysCHo9VmX3S6vVeLJr3YUZ9w4w7SDU+D3bfe8ASdV3ysa9GbLZkJ4B5cYWXxkPMUhL5WDu7DMi6fFBxlmPmyrVx2yTuY7xItA39HYDPIfb9WAh2Xyd3XPDYyfD48ymyUlgCprKsnDgMqXjHkfUgWB+kCBa7wUSKxk2EWAEoBYjqNlL6IgBsIuT3YLM0AHAbRkjGRzJASCONNAZispFxC1ina0EsSU18t3kVwc9oKpJ53qyakjppZAGQi8+Aqata+ZNjYB1g+MUL136Go5Kfk6SIKAmmT7/3tOrQjEU+GJGJJ/FsWdP2nJlNzy9dWPe3uwE07pn1Py+8uvSBAU4HCQTwYjDCxIMRIA7shTisY0NSz3QZo0x0GrKDS1A894Kp0BwABEMCt+PN67LlbQsBQCf49wdEfQ0GxtFbwVTfqYi1Bx1Y2Mp2sFkB5biDiHjS6x84qKLyzzvy+fkBIDenjfb0ZmvKp5/wHj622AQAPX3Z3Mql70aQvF0NR/BOgBFzxR/cKq+/+aOT8/DRyXkjSSZU7rdCfg1gZLMHsRCRfiVsmIqnhWCzJ/FQtt0ANnAIgbUvHuy5UbD2rUKMWCvvFyKfQwPYwCYLsXhznbwsKu9LBzZAEcEGQCZ5X1r5nixWjicIItfdbVdTSvrfYz6fAVkZPZDPRS3fZwlsgCaBha8QeZ+n5Wu3AvhfUo2TiDmvHMPA9hPfblM9j5ER+QSrwokofDSMG0jMNjSLVJ4ylIXvK/uB+I+iW5X3QR4UEWP0+/5kYBxkeIJsDcfcz4xz5na4mRzlvA5Brvgs/ywAUAv2zONtXVMFo8zeRIiwkVIxxefxWDcNp7mFODjPCK/VC6PzIBa2nMH0tD1iGmmkwGQj4xSMCAQRU+EsYMVrUuHcxQOORIlhRTv+DuDnYGQ4CqZ8esCIwdH41T16U7iou0UNAKAgZU3b7SuO3b8qwgsu+Tpsy48/uHb58Qc3b6SDOxmZLChE3A9GSHLAXsiWxPVHiZF3OEMVK8kilU/n3fRQZqg3p0eT2fVE4S0nXsqr6gO7H0kREPU+pC5OooTdWMFUciUUZ+hzTAFlUEWq+wmuAyzhdT6ArGBIqDcYvSWSxPd3XFazg4hBXROSt6vEgclUsMFZH1i4xzGwmYv5YE4uO4EB4SQDzjsVIZQHERvAQkOCYM9fiRE+Ix9X8YMfquKpQz6HHMRmVlrkbdeCzTRYwNqWCrFZHx7sO6qQcyVEiwcjAIVghHynvH41YrkMnPyjxJ73yscm8nIz4hxyANCurlyi0/tUfn9sjKnX+9Hdq4zjBpxXXsK1Evl+9MmfLwJTjWvlz64DG3B45HP5KanuJzHKd1iNgeE7NYiFh3WDfV8lDKGwkmoUIXavJQC3xYXMjAjDDZLjiTiAe8p9tY4Ap6uHLBUU+Rv9zfripOFLE+U0ch4wLtFlPJ75MsbUz0zAzO1wA0DlvCiYGl4B9v2ygA3A1v0UP9r2Y9zbIS8v20TIdWAziV+P26ci6LQPd0IlqJ+/CrtKQ9CIXhhcWgR1q7CrMgruY7PvTCONTzomGxkni/kPnTdqn7UVklZLCy0IPhu80bE/esFQSWETEw+YiNEpMZVgDh7x52AFMBeAJcvV09xpyylVI4xsT0+wwV6iAQ8delA/++zTC3xCFnIcxw6BvVCVfSghA4nODevA1HAjYiolLx/v5LiuebQdTrJiJfJ942g0p1eT0W2JuHXfP/3LFSIvvPu6fc1MMILzDGKKZD9JSAghcSFWnGQPYirmNfL/IzvHIZAkpnwHgG2Xr9qJ9/eu3FZbXz4VAFR8mK644L32d/asPokk7SphP/MRU16L5FUqwTrKVyG706RS8UcQz/1VeZ0fALgKjJC3y8cqB/CK/PlQFU9tYIOCZvneWeXtnwMj4zowpZqD7FYTd4qKwq2QZpX8E5D/D8jrKQMvhaxL8mcaef8ZiIWSaOLWVX7oB/tXcNdd+TwAwO/XQ6/3w6j34c13PpXs1iWDCkydV1AJNkhSfPlV8rFDiDnGULC2pgOzKw0C+Dupxh753inhYXaw9vh3sO/q3UhQ0kk1ZoIR8SKw7+ltdAueSXaiygBszszD8z+1eodl5owTLpvVcRix7/xIiOg6AI6jpsrIqzlXzgYAjRSMPLvvpveXnNmXividt5nFceLciS4jw1j7mfHe3+FCbOLPS3HAypGXHwVgk8Df04r8Pxeg7cfy50njDhHLpRkSS7Df4oeORqESASAIrRgBr12C/UnFoHR8eRppTDIyfpFqF/268HBGL83gQoKKXp7xuv6z/L/1B7IWUfzgucoURX7OVSGGlPZuyCJ3xa1TDEbA6sAIj1Xe5qR8PraLD+86teOCK81CKGg2BdzqR6o2tMAPCXvRYvU2FBsCXbuyPHVdsUPD5dHlzgdT9gYOBpiC2AxGZsyIhW9EwRJcAcRV2ox/Ac4a9uU/EQObdQAcEuG7grxW5yacCADXdb649HX7GidYhzFg0AG5U0pCjpMVJ4lPwBzrOfYjWegRqd5epFaHdOGwhiNEwqqVr594Z8/qg0eOLZKQwps5Tm3fKJ+LE4z4ucCeUQUGJ1UlQ6rOO7FQUS9Yp1oOFt/tB1Oli8Hayc/pFuyN2++AiqdgirETsfaqFHvaAxbeEgYjolkYSMiVJE5gIDE3gCnq08FCi46CfS+UmHBFHdfLfyvbquP2pyjuFADX1FpKtu+4HksX7UF2Zje6e7Px5jufQnNr6RC3b0go584j5kLEgX2XBDACHgAbSLSBJUGKYKFAK+XlvWCK4y4AU8DsCn2IhfRsINU4Lq93nbzfMIC76Bb8M9lJKQOweXMOcDdd91Sp22eih44uzKicdcSbndWjfOePJmyWrB0V77cscl2z7D+3eVUmA6ES/UHtz55b4tpvS3VDHE7b/JN1FVZR1FkFQXQWF509kZ/bFl/Z9ZOCcyO6jBxj7WfGNYhI5UYDAIRs2ojBYVcL5E0HiDt/wX9LP8FPPg/gO2Azqz1gCfc3gCnmXmBk/vdT0OSqw/QMHpKgQkSMQCUEoSEzcNqVuG46vjyNNBgmFRn/kvYxUx+1QaMLcRcU7tMEI1qpL2Sjcz1H9EhRdfMcFmJQXqKK/V28R/R98jpn5XUWgoUENCLm+rEKclJhSWfTuqr3txvfn3uh5Y83fNW1b+7SwwC20U2o2fTT9zeCvaDiYWnKuVDpaJzyMuV3EZhibAPQiVjyHiATRaXS5jzDAW619fUik8q9tCuUc/1tvfp7/555x1CFPiZiYFMMoHmu++iJ9zIvXAEAbpVJzAl2WeV9nohbd1CnlKLCZf85xxGXzNUXvl5kMrmzu7pzQoGA/l7gjlGcZnIoamY4rCkAEKGUe+GNd65yY+TFYeI7XydYWxARqxg6HIFI1nknK1S0Biz0xQc2EFRiPS1gbfBKYAAZBwbGjraAxcorIPKxHwBwLWKFo5SBXhsYGbVgMDFXjt0ERq4LwcI/gmDkVkAsLlyS19UjRogVlT0s/68QfDS3lo6HfA8FPu5HK5+rMmCwIaaaG+VlhrhryUAsQVK5B0rYTgTsfaGV/xfBSM8yUo336BbUJIa/XbfkefuLeWsdqy98fV5A1ImRsEZUqaPC6bPlhdlZPUfAvvMWDENEd2Z/yvfZRf/+kkOTYeJoVPpe3S+f/3HtvW1IVicA7Lt05xcXlZjNLgggrnBErTtZO2uFWhWqyc7qOZ1sm48RH2/1y6HC8mQky9PQmq/zZZR1N1Wsr3nTkO1TZo1GNYhIdKNJILhHwYj0HLD2qAUbKA4QdwAUb6R0E4B/KQs3EVIGFvYGAG9vpFTCCGCC9/BUnPW2oqAwBI1Vg5CzGK11JniTtZnJMvOSRhrnFJOKjBdwrcaD0YXSyqzdKjEi0A4xhz7puFl1yl9uP1ZTeUtY0tyKnwMAvk4pHla2O0eFGBQlRrG/i/eIVqa+D8m/Q2DEQnH9iEEO5cgHe0uvB0BW42LU4i/Ei6kg0UxQjgOAxXjklWvxlVoAtn3lG1xI7jfuAiMNNYhNl4cA3BtHFNfNMxzgbsp+qjIg6URv1NRt5l0Wc59zU/bCrnU9TfYZYIqKEh7wdUrxcLJEp5derXrn8afuWIci/BTzYUEBXDDiMFIr7Y0AbLLV4e6j5rkVHJXsHUKeQz7n+E5i1MoW3YKa21796wszpp36kdNp03i9pq65sw63ZGf1rN2K7XXjiXNVyriDqcF+sMfVjNj9WEeq+wcMqRCv4J1AjJg5Mdj3fbjtFczHwEJFTvn/+WBtUmkngxI5464tPokwjMHe3BYAjfLsxEtgA0xF1TXLvxW1W7EM5MFIbBisDaoRC3upkM/FBEZYPfIxlNCqeBJOwdq0kjQar74PFaI2EVDOQS0fX1HnbWDXpSj4WvncrWDfOa28HIjF0UPeT/w5CwA+I/99K6kGZl9S03vfiR+0nNWX5lgibv7Wlic0AV73qs3aZ3W6bC4AUKvCoigKVsS+88qA3QXA0tpWMO+Pf/uG/tNn8AWwgdUr/NKXvxDlVCaNFIz84vj3n/5m/QPdGLq9rftg/8pjN1U9VRkI6ASIOlGn82n7nJlzsrN6fj36WzlybEXVFwH8bYhVKtZjeyzsbgRk+JwjWVjeQAzK0wi6BUP7/iJ770l72cU/ee0RXUZAQOIzaU+Sm5Q35HUlEtwzYDMxDshFy6bizMwynFpqgtfkhjnggeHYJkKuBwuX84LlUPwRsfY/YltDANuscN1jhesIBg6Mkgk9H3d4URppfCIwqcj46egM2IgDZq2LcwfN1Asj/+/ez/OJ6y3IOZjPuMI5haLEJPOIXp6wrhqM3BQgpmAdQszXtR+kGpXQ4B60YSlbEuMdGnhtkL3BG/IvWwfAdq12u+YW3RMVeVy7tSFaIm4V1x98Mbj2UbAXchjMLzZRsS1ebX29KCDpxICkFwEgQjWuzrM5RT1N9i8MutJyXEWqsYtuQU18olN//HIxOKxAKQKgOIsMTIEXFtxDjmNzEkLer2CV+2q7tVHR1KbLtz409a4OMPUGSOJiMRpce8X2SjD1xxm32IpRqC1JkiRbCJEeopQzCNpA8I5bHvnnqbqKstd2XfUzsEFLsoS+ZIhX8Lrl85kjn6sDw1fFTKYAxhcqUnAYTC1X3FSAWPscMMhJkkT4PcRCqpKpjI8ipry5EEtIjYJ15Jy8XAnzUIHNEvkQC3tR9q2W70OjfEyCWNhKD1jiJZG314ARfyVpNIoYuT1XpFw5H0XZVjzcNfKyBrD7BnlZfJXb+H0k+zspgpzGUGcsK1DTcNCtNkdFXmu8vOeNTzV35562mJ1CQNSL4Yha4DgpfLhmwRpTwGOZEz3pnVtyxBjV8eKungs7f/ePb8082zRdOee5AC6JcirCSxHnY4e/9MzNLU/ykNvbEIS1+MixRfUqPuK5aPnbFTZrn9XhzHA9te0LjprvzP/kqZbDk+GPGynzNEJerfnMjvLVcz5/+GXEz9y2p8hNaiebhyDkQxHcB6ag8aFF2L8wBG3ADZOoQVA/F/VLwGbLkmHjRkrfHulFbqS0ZhMZPDBKZjiAYcKLCNlUuWr52V+tWXXmwqJ8t5ojknt2eefB+XO62zGygUkaaUwKTCoy/njoFs+3hPtzEEDArHGRaaqgdkPWH6XSkvrgYf9Cz7+Of94OABfkfzjvnJPxmBLzEAZ7RCfaPznByMcpMJII+f+OJHteBy16UIAPkIUWdKEE7cwDdje+/eT79NsPA8BPqoHVmjfu+5bh/hkiFdy10TIOFNM26B/NB4AXg2uHsvJrNKncS71Rk1IiHGGqFlSWcNeym94PfPDeyv+DGv+FZrn4CA89kpNMpsDMxTyEICIKETwEdKAQFhzBMC4rbdrc+a9nX16yNX/9sXezVtUjRuqMYGRyrOXax6W2JEuSFLSBr4tBXX8Z94f/+s3EmJcisE6lBkOQ/hRx778e6XWOoFCRgiBiriVrwIjtHiQUxUqSRPhDMLXaLC9zIeFZDBG7vxYsXGWJvL0+p/cgKuufkvJ6D5icxhLt/vI7be3ZS47J52UFI9Ru+X8JsSJCKjCFPQRG8Nvk9Rvk/2fI601BLFk5jIFkeLwEXVHko/Jvr3z8GWAhYF75p0BeRwlD0SbsI/E8JPlcIwD2gb0TrAAc77x34dqDloXZlHCEo1IEAEROcBcEWi1/fet27W2f2ULDUZXW4zXq9Dq/ulhowILoR+H2vjz16/vXhC6d/uZHltbAlZaQWy2fWwRsRo4AQJRTWW9Z+I87bln4D+VcfgI20L4kyfU3ArAdOLK068CRpUAsL0aK82UfEYaxhBwS67H9XM9+DItNZLA6nYJcDoWYxSTDgDyNs6/POFT/+RmbErYZSxhHSoJL6caaG8h8YxgafwA6wiMa5iG1B6E1+aEjegTCYO3FC+BDAA9upHTHKK8T8r0ZVwIqIZsqly9u+ut/feHgfLdbEw6FOKxY0ppNgSueeGaOY1ZZ755Fc9unDjMwSSONSYFJRcb3RFa2/SqgstzleMhycfY7FkNGG/nK9IeDvJ0GOg/nKXGqMGk8GeflhBixvAsDVUIrYqEWVgx0/TgG1ikOpfoWIwvNWIMmAMBbyE6yDugW1Jz67ldaGiIl9oZoqdVHDVYL52rnIAXWC1sXvhhcO5RCu60rlHO9mXdZIlTjClO1EKEqYem8PTXXbn3x9KertxuwKy6cJtpfrTOxA2Ck1wArfHIoBA8RoQGFZ5LfN6CmYGAyIxA3nTrSsu0pMKTaMgIM6gDNJpdaDA6ayIiHhJh935CuAyni3vsxhAf4XjAV2Q52LQ/IxDjRZUZpX5vjPleIRAdkYp0k7OYeAMsQizXtn14eQbGkjYjdMw+AivzuD4suOvpzCyhtdRsKqcXXLK5795a+1xf/yn1qylon2PdjP2IxzyHEKnX2IFYoqABA4pT3o2CVAvVgg4VO+UcDRhrnIRazrYS8DHoUyumn+KwbsTyQCNhg+jDY8zimXGfcPpxgceOZiHn6J5JxCkbclTCek4gLT6ozlK01Rrxan8roVzbIDPVG2oU8z+n6mdGnnvt846dW77Dk5bRrHU5bV35PN98XypSCEZ2oUYWFfc0XFHb5so2fnrs1dLhjYSThOkeLbWD5LyVg7Vp5Pq0YYTVXYEQOQJ9oyER80PlvIiSpvWwqJBBxBfF5GokCAjA2YWEbgHuu+3b7tMvu6Jmjt0Stbo820myetq8KW7fkLuKnejpwVt3qUopwwQujLwwN9wQ9PdHVX4dEqgRUefnG6z5VO9Pt1oQdbj1ZsbhJ6/awcW5Rvtv20mtlV39woCCkUUsL/vs7m76QTvhMYzJjUpFxAIf3RZeqb+7+5+z55KDu4UVfJQWm9khYUrl7Alk9kKeLPSHTiLK+JwSpYhUZhnL9SDU9nIxIDoBCrnbYSj7locZWPfF7jJzXpUVI9FITcvmOHLCS2n8n1XgBCWSKzkLNbb36e5cc3/uzqS82FWQ19kX4rHB31/pMc/fF2dsA3A1pkLqfrANg5+qDExroZHVcgAZOjIz8jrqjGaHCNt5krkHn9dU7Hqjv6MzD6ovefAEA3nr3srViUGuzWR363/7x+8fjVrWDhQaNB0N5gLsBPIIEQpNELR+gZAMDSPndpBocgJvAEg97wZIyr8AIVLhkzwAD71kXgK4VxzZfQgkXnNX03PNx12H93BvXOzZS+tW4/UTAnlEfmCr3PgaGKm3BwO/OO2Aq/FEA78rrlco/Z+XPM+T1OxErqKSAgil/ASDpYFdRw8/K/+vAiKhD/rlXPn5IPpYA9tx7wWYVghgcM678pmADHwmM1GoRN0Cqumrtntub/7aeg6T18sagOeJWmSNu7SMlX24D8ELNd+ZvAuaDVGMLgOZP/9dzVZ3BXBcAaPiQ6AmZrJ6gKVJkaY53oemQj0PpltRe/kMgQ74fCrn3yNc+0rCvcSXpbUVVB9gApxfsu3Xfemw/NuRGE4uxn/8QtShGWOxp1MICpRtrfvT65w+VLgj8KODmaSCo9luKiSFbfWqFHuTVtqKMgCEnNNVPSH2kJeADAB5RSxDaliGvZRwYyr4wMQE1DsWFeW5Ne6cxGIkSg9UswuXRglIQiykIQiD1OfWqKYXOmQBeIGTTEUDOV0oT8zQmGSYbGa8BcEs+9oq5XU86Ht9qsFZO0evKpoWbAmFdv/rzYdsFR87rWaWOVUzp+jEEFCKZCaAIRsyK/zBeZXJRS5tAAtb66LQpOVxnvR86g0S5olORcjOYMudFChXq7+X/VRfI1tY655jsYo4gCB2iWHpnE3TdQaAKjeAGHhfJOwB2rkfRghWoRBRahEBQgDqMjPyOqqMZqcI2ARX1Bp1Xd49dtFljkwWCIDoFISB099q1iNlHKuruSJ7zUEgWW7oTLPTDDGZPpniprwNQMwK1PfHefQmMiAOsrSV6szcC+D8kDI5SPQOwtqbkQwAA9GJPdkBri0/IRfz+kttG9hP0+fL+XGBEPN6fO16Fh/z7LJhi7ZD3HwXzbbeDEV8B7DtBweJ0lfP6HJjq65N/3PJ6fsQSmHcgoYIrqUYdYu3roLyPs4jF0F8Idl+Vdywvn1MH2AChC8APEweSL+atfdShtlVUdb44Z6q/Xt+kKwo+XPo1937bBQ0Y2K4aAdjaPXlOi9atcwctYiiqEUwaj9OY4Wk91VNejJgLjBZsQPEKRod18jVNwcAk4AqwQciIwr4w/iS9nLjfnwFQtRVVq9Zj+76hNhpPaEwCxnb+Q9SiIFXUiZEVexqTsDD3cm8VgCZTZtTlhrGYgqMSovxU1F9w8tqF72f/5fUrdcXaAk+Lv5ZH1KJGxORAxr1DXs8YEefuwoENjJcCuJ6QTfdSunGod2VjS7s5ZDUFVIGgmnN5tFSriXAA4PJoKUCp2SSSxmYrwGb3rGD35j5CNrWAtfkBxH+c15EB4MeI2T32gr0bNlK6MdmzSyONEWOykfHKErx5YhkeXOxHFt8sljv5FskBf82sDMtIIxDOMUZSlTMJlJjEnwDFDTkXaV+9cvMF7ZdcGHxHhQAAgMhJREFUYIQbOigaUAbyEafSPBG4+fj3Db9cYee6gt1SVqmB+AQT8Wq3ijcpzi6K/VqyEJN1uu7gWd1bwUNxy6zyetvA44b+pTx0SNIB9CuyjVgHCUbMhwWlcMGI0xiZb/loO5oRK1TjrKg36Lzeeu/yrm/89/2AHHo0vfRUS1tnQdHBN6/ab5vak5u7qHWWPsvHac3B1zPLe8CiTMaMZLGlp8BisQFG8pRzG5bQyKQkPrfhBGIq53BIHBylegZqJDh6OE2loaltryeqbUOreqxNAYzQNiLmFBI/6EpFjoqU8CaZsNsw0CpzGlhOQgixcLGTYAq1DrFBVQOSEOXE80Tq2YLTABS3EWWZYlsXIwhJ9s+u/+K73su6eANiieB7kDAYgNxGH9v/pZYfX/rTymBUo/UEDeTCknfrtHzQ/eD7/+MCs5o0ysc+CMheUyOHcp+diFlwimBEZA0ArXyfhyO5YwkbOw3gy//adnPTq29cszw/t6Xiy9W/m1tU0DxDPpdfgCUoJ8UEh8aMNewt6XdlZ/an/htsZmXYYk/IozVoTzLzOnyMdCHkytRR8AIPKRgFH9EiZIp8afHJbgJiefXwRVp05QehbXEg494ddM94RYRUWAdGxCvBvnd6sHfRHwjZBIWQJ1HPa158rezkV7+4b344EqAnT2eRi5c2ggI4cjyXWs0irBYRf/v3ghBiTkYasO/4BfKxOQCfI2TT/w5D/IcEIZssYDN2M+MW5wG4HcCVhGxaTunGTwgJSWMyYrKR8eLFeNSkQrBRC6+ohRc8D4NKq7a1tKu9ykqfKn3tMvxgUaoiQOcOjIjfB6bGKQrSQmSRHw5FyBNjEgM229oLz/w6Y3fltxpbA8stkONPF+Ivtxe+t6f95JTr99ZOqcJLwaouALuv1b50cRbXM7M1WiD+SbwzdCSyAGCqZzNSq1gp1R66BTXEgt1giiwQhR9I3okNp8gOheHCK5JgvArbmM/ro5PzHrNZnVCWZWf1nN57YMVzPbqsy8qv/WgmlcgZfbb3sDHXF8ToylknO36y2NL4ZYpKOSwhiCMlOWDxzzowO8WX5f+L6BZUJ6zrQCz/IXFwlJIIAwPvWVBtvtfqa1qL1K4sqbABLMxKsWI8gYEDypGQo2QDPQksxGRguBjDuBTUIb4Ho24DSiXV4dYh1di88/SV6yKS2rjhgkctV5btcOWbO04D2LaneSUwflVYuc+KBSfA2k8m2AzDLoyM5A456E6uYG9/j1TDJW/nOH22/KMHH/2O4/57vz5D3s+yZAeK29dasFmBQ0hRRGwUGJVooJDKHaZpX/BQTWulqutEOd/bBQBP56/X3zHvr7eAtW0/gPV0C14e8uh5Y3KJUWpNuHhERQpOrUKUD0LjAYBI9eL23urFf9r+1PpNo9zvWFAM9n4giOVfeMH6tR8RsqlOXi9x8LR2z/4pv9Koo3dcflH9JQWmoPbtPSUSQKkgRElHl4k89q+F4aMncilYno4TwGJ5Wx2Yck3Ach6eJGTTWci1PcaglP8YMSL+awC/AvAFAL8DI+X3g4X9pZHGmDDZyHijHj1LA8jodwGZmtWWC07lDYei/dcSjAp+KC/dFEr1BGXHJ2IDmNOCG7HKijMAbEAWUewGkynmAxSUvmllBZqgm5v59vapTk8J9SEPAOC1Z+vN7tbgimP3rwLwdu2Uqq6XglVdLwWrPPLx3IhVRPSBqQRWJCdtQxMad5zf9ym8Qk+em0SrkZD5hNCFCrAOVjm/kShUE3Re2xG/bP0VQNUVWysB/MfbYdS4m20VfXXZVsEaEPXZvg3IHZpQjRRybOk8+d8ImJJ7Bdiz3jmMs4XStroQUzcBdh9DiLt3IxwcpWw3g+/ZA9hEHowP52hEaosz5VorwVTXXsSSOVeAqcPKoCu1A8NAYucFU+yLEq4lmUI26WJMY/f7MrCfAZ8B478m5T47wO7/fDDFtQVMJYwPQRqNg1D/s0ilYAsbxPsB4QbEvRc5TnLH7zbxOAn7IvLPCjDv7JFUt02K0Vj1xRfccVFtGxEMuS9ZF858S691njbPFB+e+vXZQV5QQ87ToFvwwWjPZ4R4GPLsjIBATxDCVA4SX4+p72Bk9QwmEo1goSl6sPdXBIx7eMD6qHXyeomzCFoA3961p7R4155SjbwdRawqb1D+XwM2C3ACLIREhdjsV7wVagmA2xbMaVv/8j9mdKxa3qAy6CMi5JmnVLMNhGwiAG6T//UD+BGlG0MAfk/Ipv8Bm8VbS8gmG6UbHcn2kUYaw2GykfFtXZh9G4/QwgCyVIAUDnGNfDQQagjzFrOyUl/AFm10TSnbb7rxohu1uAMJL/pXdeQFMOVkwPLRZscnwXIwQqwQHuX3ajAVYFDsIHpojQe585uwwhqCxUr0kXBEI5jEoCliaW9BRt9pjULGo0RLOHf4RK912srZZ59eUDulaidiPtP1YDGpPYhNfxrAYlSTvXi3tUs59x2NzLO3SXlCPtcuzuZruvZGlj97E0EW2ItTgYGwZaAUPeO4P6NGQge7F6xy6SVgqlwQ57dTSYZib4ch2FebtZxTS6JKiLhCXo0AYA3539HZvyVDnAd4Jtgg6w2wdtYD5i0extDKpKJkx6ubItjsTdLQIwxN4kalEo7C4kzBOrBrI3HnCjAiuEM5x2TkTl4vntgp53ZOXTvkgf1GsLZplo/9FICfb6TUN9S2n2Qkuc87wN4nRzGQDA9LcodoV/1CxKJ5e+0XLX+7wmRy24sLG948fnJOx6tvXfPW6bMz+Gklpy1fuvlPV8Vt9+5Q+8LA0JoKMDI+5oH7KNpx/zn8xXRdxwbDkUorCUQDgaiwvbyqUCbigJynIYdkAQBm2491HLur8lGMwjs7VWLkemzfthVVAPA1DaKFQPDMR5h15hjmKc5YE1GFeqTYBuB6MFXcC8Y7VIgVIlLaTvyMmxZMac6KW8bLvyWwZG+TvCwE1hdcDHZf+Xmz2oM3XnMiqzDfpWpotnLPvVxBa07mCpUzO/CTe97SlxY5smtOZIMQApMxuOB0Q8aXf/jLL6PmZK5yrDpKN5bLf5ciFhp4WibiCj4CI+MqsFyeN8d0h9L4/z0mGxmfcRi36VZiswogkgMl/PfO7DWAuUz044ljt172xLFbAeDzVEseQkLMnkvC18A6lAHLce5K8FqRItaZEKAKV5fo0QUNvC6PNX+a2G3BnvfuMSTu5MyJq0xncNXt8AK32y88hJjipyT3VYJ1Ps1gdnA8WKzoo0B/HC17aU+jNasPvoHbtX/DdP4MGqLF+JF/m25fdNk7Sc7/l/IPcO4rHiYiMe7ybbCX3lKwMuLKVHfs2saeqDUWNPq7jVdyaknkVJIIABpjCEGPtgfjbE9JPMBvA5tpOYnBbjupjqUo2V1gCqHiFd2JMZDUJAQtANbB3k2qJ+TeF4M5Iijx0goZz0Kcop0i+XMjznNp7U2ELAcbIMX7Xk4D8L8AVm8i5JKNlIaSbjzG/JLziRQWlmOJn06FYgDNi+bttV9/zbMrAgGd6PWautWqyNRlS/bMXrZkz+zEDYIhTUCrCX071b7kv5XBpwj2/rXi/Azc+8/h9fJbcjzBRS2f73nBnBfqNEWIasg8jWBUq4gLA4r6pEpETSh7H4uLJ5s2K4Qco0kmH32lz34M55ZCyKZ7AfwBTJTygBFxKp+30nbi29UqxIj4fjCSewPY+48DE5p8YCTcBxYqYgBAKmd2kLvv3KNzOAU0tVpgswTwrS/vJpsfWYEbrj6B7EwfXB4txCAbF1EKZGf6yA1Xn4gn4zMI2XRKJuRKAjGQvOq1AjvSSGOM4D7uExglvtaBxR178fWPotB029DgH36TwV+eIEVhsuUYf+zxHjBSHF/x0IxYCfJkx1v3EdYfM6CXaOESJDVR6Zu7h1XTirvef4FuQbWcsPYomFpQA9b56MHI1n/RLf2hEveAvezYSzsbP3rLfpn7Vt8/Xr374s17Dm6pFJds2V0y6ivOIpXIIhuRRbbIvytHvY+hUYyB964LjKAejvMiH3htTCme6PNIhW2Eo1kaI5sxVQlhQaWLCG37ig5jHO1J9gB/F4yI+wGspVvwTwy+H8DQbXcb2D2xgsWIHwHr3O4aKWkm1agk1dhIqrFFJmOQ7/0DYJ1rGBN37xvBOtjdYETfAtZp7xzB+Y723kwEfocYEa8C+74rhG85gK8n3SrmtDGg3Z6D789EI749EcRI7liT4xoBWC5a/nZFIKATWXVRjdDSXlgXCqnrA6IQDIXVoWiUi7o9ZveJ2lkNLrdlK4BvbUXVxq2oqkzcl/y3Mvik8o8D53iGZNA56IzWvdpZjrvyvtP56dIHa84apj0E4KcA/ka3gNAtIPRn5Cf0Z+Qh+jOyqe6bZf+HWCXedcCAmcFk77d4oYImbjsqtKdoj+2D2yM5jkpyHBvJcWwhx7GRfHfPuqTnyAg6AChJml+VP/fL51kD1m8pg4b4drVA3jQKNiMTQIx8A7FZDwksdEoptEVuuPoEcTgFON06UErgdOvgcApYd/UJFBe4IGgi4FUSioucKJ/Wgxy7F1aziOKCAa8OAkb8h8P5FqfS+H8Uk00ZLwTQ1oKVaMHKfsL6+dmPz3hy7W1diJUlbwEg4d/wwjXQbg2ARUvQAgxejhGoO8PYZT0qn6Nd3p8IoE4+n1THKz6DK+t5hDzz8ESFzdtAnfpif+5NB0nHdQt9uT0HhAuf+o0+HNB5OG+wwRDspdPbdtYiQSWMUyvDYEkq8ec1OKvfBw3KULRo4V7P9d9/dkXAoxMJ0bV965mfh5fe+MF+AJuHtQIcwrprLApfimI3PgBNYMqI4kgR/6zG5WE8XmzH+prcN1p35i1uWajP8lmCTp2z4c1pB7uO5IeQvMJqUiS0q0Ee4HGxpUPH+idgDEmyyc4rqSsFxnnvU/iVbwNwj8Ykei/9xY6Fan3YDACRIG8ejmNc1/5CYH3b1jUlgQahXZvnfKLwlhMv5VUNiIufSGwixAqWMAYAdRspfVFe/nsw60iAzWbcn2Tzj7XdjhXjbU9JsA3APSaT2+71mrrDEbUQCasEg973nkYT7nY4jXPv/ObfDwMoXjR/b+C/b/1Doc3qdCDOZWcrqpR3VWIIVQhALc4PCR9wPQCAgMcFXm1BOEiQVXBQ/jzxuxqv5iuIH0AO1U6G23Y0GFF7JMeTvA/mFf4IK6cew/v1Q25L6cZtcrJmUgU9rvjPHMQErR6wcBQnYoMOBTzYjCGHWAgLKS5wobndjHi4PAKKC1xobLVg4bxWlOS7EAzyCIZ4CJoILEYRc2Z24rH7n0djqwXbXq7AsZO5QDupfOe5KZ+5+AYWT6QTwrkYiPgDJdq4ppHGiDHZyHh/hnjcMsuy/H1BsBhiZ9xyK5ZBjVcH2q0BsFk4PAwWMz5gOVJNYcrTyW3a3Pl/sV9dsjV//bGdOVfWI9FJgBUA+iEGEwwgdZztOuRjem1ZVWGtrsoKCS3QIBM8tHgbZzqwSNhtv9t6wYk/uK2+Zm2vZQYFMCi2fZhY32Qv7S5oYb/olrcrAh6dqFJF+KI5jdN0poAKzMliA4ZxdMAYCIWsZA24P3GkP1mxGwPY4KYMrNiNgIHPaiI7pDGh83DBo52HC+JdSIZuTwkYiQd4fGwp2KzHv0d6rPE43uAckYEh/Mo3A9i88M69f1WIOACotNFA0h0pyCKVf9LmFL6fsdLSpJvizgz16r5Vf/8lPpWh7q3sy85VaEJiIaFkmL2JEGEjpYlFtD72djtWjLM9DdoXqcZmr9f0EEekHLUq3DW9tPZgfm5bFwCrzeronwHbip9tRMw1A0h435yDgcLorye+ouTJAw4sutSCjJwaGK3dSB4qM9zgeqh2MqqBuYKkISVtI26Pg98HXR4N1i0owvv1Z4bZdqgCP/2fEbJpOWLOJEqfD7DwvBVxmyhquJIQSgCgUQ5NcbpjkWMWk9hPsj93fQ04TgLAQcVL0GqiUKkkaLURNLebYbMEcM+Xd2P7jjI8vnXuEVHknXpdKOAPaHTRKJnauM+6oHiJ85C869lx53AIaaQxRkw2Mv4wgAfBVFMF4UtL3qgD+2KuAnvhOQGcRAm0wOCX8xUBWvMBISNzeYhTf3fbVljtoS5srP1ppUYKeV7Kq1JGwjHymaoAULIqnT20BksxA1bcgig8kBCBEYXQwAw1vGAqe3Nb9tKDz2cv7ZKvzfFC7Zaa23r/ui5T1fM1TSQ0taspR9rzp5VnT/5pzjsAtlE66PiDX9rZaEEbrKYstx2U+nNntJeEAhroTIEGsJfamq2oqhxGHR8VoZCJ+CACFqdsJSt284x8H8xgibAvY2AHO6YOaSIxHAkYQfGRxA5uOA/wZsQSn8414RgNGbCDTS+PxH86Jcm/bsvWV8EUZx9ig5LhsC4v2Hm20n2s9ah5bkWbUGAtCLS6Hjn6lZbyxlPn6t50gs1+5AIo20TIdWCzUvGhKRzYPWpP2HbM7XaYAe2kA92Cmq3YfRfGbqvZ/76ZyIHCWBFPOJN89xO/q8MlRA/VTkZdEChVnPmpM5ne8mm9FgDO37x7T9nzx6+fVd83dYpTtOrECD4N5r3/Eu5EIUw4M3CvtAs2Q2K89KC2PFRc+RDwY2Af7kEsmRJg30GAzYrzALDt5Qrc8+Xd7KZ4BFhMImxWEY/9ayGOnczFidosePI1KMjzgIDCL6rQ6zRBo5Zw8bJGWE0ixBCPL1/TSvY/o0WwO2qbZ63FnsAchMIq/ms/uPr3L7226ToAN4MlbwLAC2knlTTGg8lGxusAnAEwHSwu2g/gjFnr7gIj4oqloE7+/61B5FiOcd6Y2f9CeGCYkIp+0uBWW6zGqNflUZmEW1qeqJDJ+MjUrB5aQ473768YwDocBzAblfBiD9wohwnTAPjB4Yw86WYAUwYGqCq39f51XT7f+qCjz6pr78kzGAw+6arvv5TBq6P+jx6eN5UQbE4g5INf2kZICONeb6/pa8Xz6udQiROtuc4OvSXgA1P8RpKAOFpCMZySnqzYzUMAfiP/fyguTjz1tX0MDiupSMAIi4/Ml5croUyDPMA/RoyUDCiDYWBk/tNJiRWnipYA+AsYif0hWFz6SFAMoLncV0vLfbXKIJmAxdyfE2yklG4iZCOAP8mLtqdYNZxk2Zja7QgGtJMSI6ya+7EPvEeLYQcHKYr6bM27DkDVxj/91jb/4NFFJR/sX3nsyLFF9YhrJwNU+HiyPzTBTfYOzrz97rWLf3rPWxnRKNez5eCtBSf7KhO/N7Px/7V33/Ftlff+wD/POdqyLMl7xk6cxHESJ04CCWEkjJZCCwbShk7akg5GW7i0aW/vpRBSoDOF0knvr4SO23Jb0wAuFAijhJEQkpC9px078pZk2do6z++PR7JlW7YlL0nh+369EtuaR7Z0zvc8z/f5foF5+CPs+CL+DxlRKRnzi5uw7ZQFI/QTGG2x6aDnao363jLg5Iat/zdENS1ArKnJhRjEaQl/rzlwpAAbfnsxi+SINzSb+wJxANhzqBANzZa+kfMbrj4CSQ7BavbA2a2Fs0cLf3Mv7K91gfmzwU0GrJB34HhnMTr8Vjz/SuUlENVcIloAfGuE3zkho0q3YHwVxAK0LVGXWY53zbq4NLN59HuPLce5L2gwBV0On6zVu1Qmb6HPZglfH9fBIGauHbAWpcjEWexDBkogTjYi09lmiAWhxRAH875Rla+3up7ocmUZe+yZKsYQdHuN4BLTLLl1x6KDv1r4NAbn6g03crsd++uw9ThEYNAZfm5d+F90XefhJBpQjDiyNUyzm+hUgMH3nYwc1oSMYdQ78nVVLerQ05Jx+5I7zJd5ugwB246SJvupnEhd7f0QXQiTbdi/8aDf/Q3h63cjvvrTMQOrmjU7SiFyRjcBeBbxB+NJCdTWcf4/6xlzAfgOgLkQJ7HPob9ldg8GHrgFkdIWe7ZsZGmZax6POLrmpsSJ94Qb1NQn+oTLarHvWzB3T09J0dn5oaCcceBIzR5E7d9GSvsYxuB9cB6A6m07p6kfe+KiV2++/kCNAY6slSWbD8wvPvbgr7d/vR7RM5ReWPEeLsSVeAeRv0GRRUGP70EMaqY1KMhO5H17GuJ4lA1gJmPrNVHlBKeFvyoQg2+70J8Kei9ECUX1gSMFOHCkgMX6BQweOff6ZVSUdcPWltFXYaVtmw8anYyiMi9OnjFCZwTWVNbj7a7FONg9C06XDhCpaTsAfILzdUOOTYQkIt2C8QE7ktmoz1uA/5178K3Dlc59OLZkMaRpJX2ji7sxsNwYMLYDWd9BfkH3vsNvZ196cWbAqbXpioabSh1O7OeuQSnOwoz+UQWgv/PgKQCBwaOjGu6b0RMweniImZnMQwDgdeuC2dYuK4bL1RtmhCY8IrUZwGL0j8y+D7H4aeQFiCMEFOGTj1VX7nyt5vb6x82X7HvbedGlzHz6s9PUrVflRU9zDhswhZvdfD38oxvAn2LdLllT03GOesc8Acme01oDYIa73Tg76FE3q/SBooqPHi0/+S+csZ/K4RAB6U+QZKOd7ER+92xN3+uMzp0eadZoSGBlmd41rWjp2UvDP38d/Tmh8UhaoLaO86cAPBX5eT1jkTUXAPDGOs6VmHccLqVtZGmbaz5ecY6enw8GHCtyczpO5uZ0dN7/nfvtq1E/eGYwUYNPWqsgPrNtz79S2fr8K5UvQ7f9fXh7297g6/7+q9sADJ6hPIbTuHJQmtyPl+/Hj5f3FRWoQ211HWrXRW4z/8pZNQdez9w3aFv63rcxUlheAPB5iGP4bxlb3wYxIh5JC3mG83Wfi34wxtY/DHFysQxi8T9Hf4zDIWbbWHjkvK+6yvv7C1Gc74LHK+6i0wbh7wzCrspEUYEbOm0APp8KliwvVulfR7cpF04xys4AXAiggbH1bgC/5nzdfybwtyCkT7oF4307ktmoz7sMP7q4F9lcURm7PF6oXnkN7NLl2Fo5G5H86sHB5FgOZH0H+creY+3akHf/OX3R/PvmPGRHuHlCnKOwsZ+7uK8qgBeAbpl6m3617um8Beq9jpZQwdV13tXv9681FTqcuf4Mg0sOyJogV5jMJCh6g5u1d+UqiBXcjl7P+HEMzNeMP5CJEVBEZgGu3v6SdP8fvz+9MzObv7T0mqwrTrzeNPs3J5cDQOtVeQOmXAfcXwS5X4RYyGiGGAX5At84dGQ8yYY7ubudrUEbxO+7HOLAMOAEpPyKU2YADV6HXqfSB+0hv+wPelQFhRc2ldhP5RwB4JjKhWcjGe1kJ/z3Koc4CLZB1HgesclKrCD/om9tWc4kaAHcVY/VtlrUlce9kWMfaU5IjM69ByFy/LdCjIIvgVj3wCACgFiVVMYj7VI1JlIco+fng8k84Rp80poHMfN6uO8W3t6OGM/VP0PZg718Lh4e7glipVJ98sFz5bKK9+zdbB4yEDNMCosaYoR8OjAkVc8D4H9iPPUqiP4hhRAVWLIwsHwzhyiVKB84UsAOHIleevZPLK62wWzyweHSoSNkRcgZwkmvFV6vGuZML5xtMnafnYEDnQMKqkRG340Avs3Y+hujmgURErd0C8b3A7gPgGYGXjF0o8jrg9nnsu9+b3oZKgHwfQcwt3I2/IgdTCZ+IBt0kC/3Np4o9zb+5LV/XpXoASH2c2dgD8QO8vYlqh3X/WfGj/XgsLUpeR4985h/Z76tBPfeWI3fAUeNs29v0+Yuv6Rqrs5xl9Fwqlx2uzpNkt7glox6t+qNpz4ceY7+1x1Has4kjDitAmD/0gtPLOzRm7x2bZbcrZgLnin4eP7ipp2tef/bUtl6VV5f6k3084QDu+9D9Pc2QQTi7wA4OsZtmUyxDppaAB+CGNk5C3FQiTSw6TsByZrV4QTgVOmCDiUo6WVNqBfgJy3Tu8wQqVhpsRgoanagGeLgZ0F/mo2COKu81KLuKgAPQJSi21GLuhoARVE314cva6zH6qFpH8BYR5rjFg7EB3+WvgHR+S+Wdes4f2OCN+P8TNUg0SbthCtGnnkrxGc3OrVswHPFO0MZZcggRVaR/8BFq+3z9242dyJWRbHYgxp/hxgNnwsR7LohUvd2QexTNw963sj+uCX8HDaI9WX6soW9oWWrHOq86f5Q22kNf/cfVjTuM4QQPsl4/E8XYu0dW2F36OB06WCc3QlpZzP2vF+CZkcWdPBCBy+24sKRXjeDaBYUhNj3nQHw3XCN9XE1VSLnv7QJxhlDNUTNXglAlh52swNl7mLseC3kaD7cIKEzPxdVXh+KISoaPIGHh7zRx3YgG370d2Cu8Nyx5TuGRwkf/4bxlxd2hHIqOnjuDBWC3nyp9bSPa7txBrfbtPkl+zPnz/JJ2u68E21ni74fmNl1V7ZOt8wXbG/N5a/XXd19+smZrwJ4fNDizVFTc0RAVT9S3nM8udH9elCDBhT7u7Xzd1kWc84kpgt6u6EDb+4t8XrfNWTfvKb+0WHuHylvqIcYsamDWMyYMjmxUb+LGohp3ug86RqIvGFH+OfISNCA3H+dxbsKgDWz1HG461jOxQCgyfDB3WH0Ir2Cq+j3lwv9HT6LkUBjIYgTL0CUsHw/xvVzIX7PtwL4w3APMsmVRmJ9lpog/sYZECcjPQDeA/DzdZy/NEHP22ekE+cxVqsgqWdST7gGLYiMnGBaYj0XW4NSiKA3H/HPUA4ZpMgtD5xa/FFnBgZXgRInB/cMvn14W0ohqmq9jIHpbwyxZwkiJzHR3Vcbyxf1lqz67xZZkvkJr1vyFMz05X7ywXOGZ35Q0HZie0Y5ANPgRZ8enw5BVSGWWNtR0dyOwy0l2NJ5MdoGFHKLiSGcDgNxIvA0Y+u7Vy4/vfWp3xoDhXm9pyEWnF4D4HOwsc0AHqegnKRNMA6RgzkLYtHGUTdyKhgU4+t4aKUTZZd0dxUX8C6VDACf/wE6Y5T3m7Cp7OEWY7JD2DBcQM7nYj87NDT3FhsAJtoEX61n3qx2JZdr4O8BwPzQaF/3X1n9yYa/afaZFjq9sr476Donn3WczVTOur2Wr7epfrXkl83n8i76G4BNvDH+qhWI5OrFkfccZ240+m77IVRBQu5Za2kg09Ots+uzJK9KZzZ43V05/k60aXL7KrXEaHbzWYj3pQfAXyGCneF2vlNu0O9iO0QFkcshFhX7IFo4vzrobkNy/2vFl7UZBT12gG9zt2fUMInn2HaWbAbweKwgdpgmOWUY2ijpDIDnAfyEbxy6eHCCA9bo91db+B+DqAQz4mPWoi56Owav70jYFFQaifVZOgHAt47zKat6EytVI8FqFWQMalFngggOS8IX7arH6gtGuMuYTGVu/EgVWdgazIEIxEshUrG+wDfi6TgeNubIvrUouIfzdbFy3kebCYh3liByEmOHKEBQA8Bw9R3tzZKKK71dKq4zhTxlCzwvq7WK6fpvtRY/enPGKYgyqpYDRwo0B44UsAVVLexbt2+V7DkmqVubC+slXnzM4sXh3wJtR+J49WL/F7141HTFJac//NLrszo+vPKkt6TQVQlxotAJsVZrLWxsAwXkH2zpFIwvhwjEvQBwEKtbqrCpohEr8hN6lPFMZeewWgB39Wr1F2v9Pp1frfE35Za0/O9Hbnnv+1+8/xxGGb0NB+qDUzLWQowGdp4MVeRlMqfaz7V2xjj3cH1mmXzG4ei1Ws7pCn3M1RjsbD9SKsvqoKTSubJ6Gw1Xvf89dYXttU0xa6QLo+3o4lnUugoiUF6I/jruTcO83lU4AB+WQXl66Sc897z0iJ7LTHGazLLljEM2BV26X03/2jYAZcM0u4m8J/Xo72IY+X3N4Btx+TCvc6oM/n29AVFbexlEFY3NGFrKbsjBox6r99eibgOAVRkFvWUZBb0vAdi0bd7KmH/HEZrkVAC4ZNDN54X/3czWYBHf2N8kK+6AdfR1BhFjmlIPB+LR22GGmP7eUI/VkdSVcoi8USC+wGeyK42kcr72eVtlJYX8EP2B+KQacMJlYxcAuB9gl0HMvjgg1ir8GIXjn32JVZGFrcEFAF6EGFxwA1jNN+JfcT5koiP7o90+rseKcWLxEoBNH/pKZ2TkPXp0vT233BF4hK9bM3hG6RcP/auqvdO4wNGtM8gSz3e69BoGSKs+ehgD88zjxqYVO6Wmc+a8042WVS1tRh4MyoFMk9dRVuLsNhqCdiT6ORXvif8EMCnvCTL10ikYH6C0GFicFQz5z/4pWM7ePLujZ5X7UOCj80a/5xjlsE9CdD2EwSeaAer9Xu2s5hNl6zeuK8twu577zp0/zRzpIWJYBcC+tGu75bPNf9FVBE9oZmuPqAJcky2HlIDHqGOsnPt2qRY7ilw276HucyWyrA7KsiaoUfwqt9bq40werR74aDu6eBYL1UAspPGiv457NcTU/GBlaIGC93Dm/aolORs+ttb/8W3/UJUfa1DalFz+w5nf3fp8QW2kUsuAACIj4GI9alOMh0wpg39fbQiPHvGNWB8VNAOjHDzCQWe8O+Dhgq0cDN8oaTrECc0jcTxO/3sosRKgY51Sn4zgcTIXvgGpna892a/9A60WdRcBuAOJNaIaPxu7BcCT6G/3Doh62pdDrKWZkMArxgzlJyBeZyeA6/hGvBvvYyU6sj9avfREaqnHOrGoQ+2IJ9FD7mN7YOPRk1lbOGdzMox+u8nodzhd2pycbM/08C30GDr6PaKGJguzZnpYhtHP3G51IKRI2p5ebcHOvUX5uw8UZn54xakj8woH3Wm4HPMpek+QqZVOwfg2iA6MWF78jvzti35a3uHOkeaVb959S/Vftn7pheWXH9orbpi5yF5Ui1d/jf6Fc9sAPB4ZcRujWyPf/P2K1f++/VuPH3r4/907/Y7nHv8oAKx6c9Oy79z508dHe5DoqfmFt5bXzHr6xPFbtj9l6dRkoU3J8c+3BVUWyaHuyTMpfp8m4N+hUe+0LHnvDtfjhkN+1RyuNvZqFK9KBUV7xDir09J1dA9GOuDGSM05dtv0N/c+PH8VUHvPPXdcXP76Wx9W7z2wZKRyg2aIUYVIDXQvxEJFc4xnbABQBRsYbGjYi0Ude42LyjEXAYjFedGLa/tyBa+z1ef914kftXerTGcb9GXmcneDQ0Yo5xfTv7H5n4U3xEzbSJKRd+yTV/d8uGDrPb4RX4u6bHCjpNlxPk70eyjuQHkcr3fU7ajH6jNI4ICHSR65Xsf5/vVsaJrbCLNSUymVR+3TWi3q1BhbI6rxsbHZ4eeVIT4rdwJ4E2LfewFEDve4DTNDGTnhyAawjQ1Mwtoy2gxlolVvRqqXPoZa6kI4mL1O0tbYtHnlTbqiA6264at4RWmorOiyVlZ0bYlc8I8X5qx29WoPQ6QBeiEGomZC/G3kQfcfvM/im16oYt+6Yyt8PhkaTVAKKZKk1Qax52B+UK0KWZ99ac7y+Vesfw3i77uJn3sAiDUgYmN1mIL3BJl66RSMPw4x2pf38Tn/KHF6LYEgV3cvLXprJwCHL6iNBIoo+Uzj7RA5bjaI3OMrAJTUou574wjIQ5FvjpZWPmrPzPrED27578Y7nhPxtyoU1KK/+UBMg6fmdRZP1Y3Ks1coFti7AtnmS7veltpUeZwhNxTqVIX2Z1afsch29Webn+oq9LX+ICtoesLLA+U9utxQgzr3tMZ+bGeO63h89cDDO7PBaQozpx9TGwy9ywFgcIe3qEdwQkyF6dDfGIihvy56tE0QeXCzon5v3RCpG3ZElYNka/oDiFua/lzlUpm8HdpcZAXsLR/p2LwFgOVDHa/ZJ7o83XDiXKQ66ujoJNU9Hy7YOhnjtiM1SoonaEtolHWMr3cygsdJH7kOB96pEHwPlsqj9unuOxhbI6rxugv9tfZvRSF/Leq6FyfweQaffAcn8LGTw9Y/u6dXfPvyfe09mcGe+QpYRrsudw9GzsEf8lkqzO/x/8/PLjiC8CL1pTVN5o9fd8hVXODSN9tM3mdfnnNy285pByCaDlnRH5CHAEj7jxTgZ7+9mN/5xR3KVZedkru69Hh3V4ni98vMYvFqnvjrYidEDfX9ANYePZndU1nRGWtA5D5MzXuCTLG0CcY5x37G8D0Aqy4u3nprjqGdF2XYuFHjqQKAnlCwL2XC8tIOvf6Kzh7Pkhn5EEFFN0SFh/FMgb8E4FoA7L4/PfTNgk7b74IqdV/TgaCsemaUairAoJ2eIbd3d25zx5yOmdmGnL0dZ80BR1WnOkvR8IA/29+pmAPOrmrn/iOV7uN6dPD9Zxj7EuBaC1ebPXvsB9whDSUA4MrLXinee2DJgE6fUffZA1ElogT9OePHEaNDZDjI/h7EgtvIzMRLiL0osW+nV+hrsTTqS30+Sau70L4jUk1jyqbZ412kmsSOn3EFW3GUIYvncaZilHXCg8cPUFOYIcbYGp2MohZ1syBGw51IvBHVeF0V/hoAcDVs7PcQ5T5PQSz6/zUKOR/uzgkYfPL9B/Qvwp6yhckTbMBxzqh4TxoVb+fl9nftKOTrR7ynSAUZ8Fna/n7Jg5u3zLwBgGn5ksaMb962rcDp0gamFTn/9dlV+89952tbrQB+jkL+pXAO+k8gBgEjzYdC+48U4I7vXu9fMKdFv+pjh1FW6kBLewZ74qnFnr2HCl0QFaUcANDWaVgB8O37DhWsdPVqLCaj37FgbsuRyoquSA3zyX5PkCmWNsE4IAJy3MsAcfYJhPOXm5pxZcDe1he0SQG/Jv/nL2S1fuv6oKemnEGUOjJjrIGdyKG9AEA9REB++VdeeOLy8LUeAI9XnDsVT+etATu9jIKeNm7BicyQq6yNZahkHmpf4NrfbQr1egB4ZrpPbkFU86IJmiYfMuqZm9NxKjenI/DIhcPueCOB014MDJxizgSEA9Ovxbpu8O0ige1x4yxe7Gnm5Z4zWyt7j0XKBE7lNHtCqRmDL5ts8ZwExFOGLM6ANeFAOaHSlxi4gDV6O8aZSvZBaQoT05in88lIfgcx03R3wo2oxi/S+l0NMTofMQfALyGqnExEx8fzMcVpfGsoCgfOgN2zDvjmA+sB4L6brj1S7PaoezhnXcdOZ8/Oy+3tCI9irwKwP/w5vPbR9ctXKQp+VVzo0p88k6Wp++dcZe+hQmnfkQK+70gBgwioGcRgoRZi1B0AnHv2F1oMBv/H7Q4DNJqgW1GYtP9w/srZM7qMTIy5T/Z7gkyxtArGGUP132/6xGPZ+g7TnOyjRpOmWzJpe+0HD8OsVwX7Xoti0LKgNQOWZ95TeWrKsyE6cnVh7DuXVQAMELVBNYOu00LUVi4E0DjK4wzZ6W397LIjn/rp06rrzr60JfxYKyE+aLshAvEBQdAETJMnvOMdLRBMNBAb/NgA9iPnyUgA6IfYQcU9Ujqe54+S8gvgRjoJSKQM2agBa4IlQBMpfRktwQWs5x3G1mcBuB/ATRBlKTshZpHWcb5u8HuRTLFwI6orMJ5GVOOjjvr+RYiyrzMgKjhlAPgWbOxnKORtMe6biNRKcYq/ktNIJuMEoxrAlouWNK1sbTc69bogfH6Vbt+h/KrKis43EX2ssLHqe76KG17+d0VDh93A5la26dfNbi968JEV0u6DRRLE37YH4ninhsgBj+Soz3jy/2pM9/7HW5JKpXgcTr2KgRdlmnzdisIkWe4b+J7M9wSZYmkTjIeb/jwkMWXentYapaWngFXlHC6enXVMY3d4eEil9iPyehhYyGKAprEjcvdSAEcwXE736B/+MgCXon+K8hmI0fbFAK6ECNKfgyhxN5IhO71zVxVknpZKjuie8a7IONkDY4N7r6HF1wWxYrsFE9/Se0w73uECwdECsZGaIw0Iomt5wyMH7nnunlM/r0YcAWA8z4/EanCn7ejQOMuQxZZYCVAqq5cgxtabISofzIm6uBBiofg1jK1fzvm6lH/vnecmpBHVOHRAvCcA0RjGDmAXbOxViNlhGcACDO1rkJDJTr1LaLAksUpOI5mME4wyAGdtbRkOc4ZP392j9WrUQa+rV2PB0GPFKgD28mmO3U0tmRdzzjw51t6T99y2jX/+ro8fg3jf1EIE0hJEz4qjEANw83cfLHL+7PHl9k/deCBnWpFTd6bJ4r3vJxd4aub9NZSX45YA4K7vXct/uXHZzwA0tB/48Xs5WZ4rMUHvCTL10iYYh8hBXnyoo8ps0TrkU46K0Blnue+ts5d5DPhHj9Nt1kGMXiPo0yp+m4p5cqYDIl+LAYi9eDO+D38DROkgQIw6WiF2hq3h62YBqEEOy0EH78AwBk/NF+Os5yK8i94rMlp3XlFz7MVXr6vZtefCCw8fnycFAhorRPC4GmuGb+CSqEnIqx02EGOHAAzTHAkbhl73zfmP3vDN+Y+OOJqayPND5Kx/ZNDth6vBnVqjQyOYyDJkEyTlZxVS0P3oD8R/AuDHEKNcv4AIwH4G8XclUyyq4tVlSd6UXQCuG+U27ol4oslKvRvDrNnEnNjHyPsG8MQ4G+s0ALD++emFh//r629dDAAddgOK812xuiaXAThbWdHJAWzddyi/ytaeYZk5vYsDiDTi+jnQ17ArejvPALBs2zVNv23XtEiAbwQw89CxvJ68nDNWAGjrNFRDzMbP3Lm3aOk1V4i1/DfftvqOun+ub6X1IumF8TTJ9WcMpwAUL8jdwx5aea+cZ2hHhycL19W9JI10v+t5nQtATz1WF8W8QQ5bh6EjohaIHcIm9Lc9/yj6U1QaIIKNVohFNhJE/pcZHdwT72uqQ+2A577n3l99rtk2rWKYm58G+oPHCUrNGDe2BhsxtKECA1CKtTFHmy0A7OFgPOZ1fCNGXmAT7/OLslxNiF2DGwC+xTf21+BOld/pSAYd3JwQZciKR7jLqGXIJmCbhv0MJfK3/KBgbD0D0A7x/nQDsHK+zh++7iTEaFkQQB7n6+xJ29APoEEVr6JPyjeEB1PKkVgjqsQMrC1tBHBz+Jp/AfgcBqYk2AEUoZB7hz5Qakh435DDht+fd0xdl9tYorvcXvfho9qbrz9Qk5vtzpk+zbG5sqJzYEt72whxxSgLSBlbvw6ibGI1AO/yJY3ydR8+VjmtyKmePs3RdMnSszMBYMu2Msfqr958atb0zqyXnvrfcpPRD6dLGypcuLbR41X7ILIB9gDYRIF56kunkfE8iKCXh8vtszhLEGsBvDDC9cON6tVA7PjsAPZBjFYti7rPYP8TCcRHSs0Y6blVcihYXbVnx/XXPGv7waMPfBLDNHAZa47uJBkpvWO0EdOJGE0d6fnv5hv7FsUAo9TgTsbCzDFIxTJkaTOrkCKmQwTiAHAiEoiHHYTY76gg0t5en+Jt+6BLXsqVbcgsbfR+9KPAgJlRDuA/UjkQD0t01mxq0gWHa6gzguiKRc+/Uln2/CuVL2H4QHc8+8TIffcvX9JY+c3bts1sbTeqPT7VyZ5eTc+5loxpRQU9mpXLGyxt+3+6OHInRQHu/dGVjR6v2gSR5loMkZ75OcbWbwbwOAXlqSudgnEZAF81Z5N02j6D725ZwgGw9SvuD91/6YO/fnv+RQt+8ulvNkPkdmdBpHiEIEagfjDC4w734Y/sACKXvwSxeCcDYnW9DmI0vB1iZ3MX0BeIx0zNiBGQD3ju//7mA5usFrsBYtTAi+GDx+EPGDkscv14Fr8kYqSdziqMvGOdiJ3usM8/KBCPGKkGdzoYfHD7A5JchiyJ5R7TVX7U985B10X/nDcF20IGGjF4HEMjqkTE2q/XQ6QzlQCogOjzsB2i7flrQx8i5SQaXE/+if3Qkx6RmmpjG+IJyBHPSdlIaTKjnAhEB/1f/sz780xG/xG3RyNLEle6e7Te198ub5tR7jAV5PZqigu79T6fzHftL/L/9DcX2198fTYD4IMYhKyAKEHcCbG+bS1j6zdQQJ6a0ikYdwEwT8tsZGe7SxkH4wycq1jQD8A598wRZ8Zr+zOznnqnW9Xp0vkqCmT7zct73EtnvgfgnlrUNQDYFCNvfLgPvxNDD5SnIHLH6yAOlFXhrx6IPOT9SGxkZcBzhwPxwTueWMFjzAPGle2v1aB/NH88i1/iNlIgFpUzDkR+t72YjpehhjixKQdwAOL3OqadbiKBYBw1uNNBSi40TZNZhXQwWYEeiU8yP1+x9ut2AE0o5FdPwfNPhsSC6wQrOY3R1Mx+FMZYBD/oROBMk3nmuRbTn+778RfOvP7OjD0Ij7T3Bf22B8oAnD16Mjv37femXQwACkdLY7M545LaL58B0AsxAq6GSMksgRiE1ECUTIzMnJjDz7mKsfWR19o/c8/XjXqSQCZXOgXjuwBc1dg9jVu1du7wWQGAmXXOcwDM7e87zs147Bcl7oVl7kChtUV33MaKHvh7Vttd1wa6r1nUF5jWom7DgIB8uA9/7FHdyNRhBUQ+F4cYHW9GJOh9k8c9LTfaYsoRgseYB4zbzzw+eDQ/8nVSp1iHC8T4XOxnh6IC5S548AqAswhApP70QHS2y4DIbRvTaGo8gWA8NbjTBKWEpL/WqO8tg67LjPo+pcuTpcMaizFI5ucrJU+0RzNKic7EZ80Sq+Q0FkOO0S7JoPXK2hveQG3fe3mSmoX1nQgcPZmd9/Z706pzs3v5bbfstL7+zgwxiz5w9LoBgLWyorMN4YWgkqTk9fRqjwPYATGoZUJ/JkAIIkWFI9yfZNnis9bP3LQ/c9H8lpUHj+Zq/14/b/G/t844jf4Bu4euXnmL+zt3Tr8gw+BzV83u8Jsz/csA3AgbexCFfMTO4mRipNMCzl8vyt/1ya/U/M78oemvyV2ebH6wfa4vy2A/duPs+r2/fBw9XV0IILwjs3/iopXMG7AoOrXjdN03t4QfxgLAXo/Voy8qG1hlJXqn/BxEgJwPcbA8HP5qAWBnb3JguAUrcxNamBgJHudABI+fhCh9FFlQWo5Bo8rNLxdmFvla9iEFF78AyVvoN0wN7r9O1vNNtvM0CPrAGLSA0wPAkm4LOGMsJO5b6Jju78Woaip9n6/xNqOKi23YY86o6RPJEi7R+S4GluiMsAFIvRKdgxZXumRjnlNlujzEZOd71sWbEfV7n/CA3Na/QLXun3NX+vwqvU4b8Obn9ppX3LTmOUSOh3zd+vDtR31PhBeWRjpe6wCwC2ua2KdvPGCsrmo1FBd061vajWfPtZjtIYUVTytyun72u4vfeP6VyjaImf3LN9z/krWyooNVlNvNPr8qlJ/Tc6Ywv1cOb8+7CC8ETdX34fkgbUbGLyvdMucbF/xK1enO8rzVeJm8IG+ffGX5v+VdLUsyAWzo6sL3AVhCek1BoMiqCxm0ViXPbNcdPRed5hH/AsGRpsty2HUA3sLAoDfy2I9inCMrsYJHiEA88qGMOapc5GsZLUc72RJdzDNuk1KDO8koJST9xChf9gKAz0OMYj3I2Pofob9aBgA8l6qBeNiET/XXofaLAJ4c4SZVq1F/ZCyPnYikNaOanHJ8ky0dS3QOmP3okfWLNIofx4wVuyGO6Y7wdZMxo9w3++Hq1VgyDH6nyejX2doyIs8pjocDU0Z6IEa+SxHjPREeRe/reP3o+uWrFs5r+cGJU1kZmSavZDZ5vUX5rpJZ07vyO7qMAY9X1XXLJ/ZWhYPxKgCBvBy3NT+31xcMSgGfX8XaO40VBkOAM8Ylh1N3odXsnWHKCHwONrYZoub9+H4vNnYBRKfQyyDW+DkgFq//GIX8pXE9dppKm2B89Zynpzu85pDTb+EKl9hrDfn+LF2n4g3qsV4szywP6dU636zCXCiK1rDzpM4zt1jjXlTeC3H214ZEA9Php8uGnU4ckpoRmZaLXU1liOGCx/CocvTB7yTEdGD/qHIOgNROYZjUadgYI8ZNECdHJiSvBjf5gIsuiYb+qWE1RIm86RBtraNbW7cA+NYUb2aipvzE+gMhVp5xigrP8Hwh/KMbwH3hGZ5fMrb+PyBOLG9gbL01pU4sB530eGW9tllbsMWmL4hOC5us93LfiUBmhs+h0YQspgwf+9UflkaaSpmv//ARD4ZW1Yl7huSer75bDeCl4gKXxmr2rNZogkbGEMzNdvcGg7KSZVGK9NqgBgCW1jQV3HjtkaKaeTZWUujUnWvN8DFwbs70avw+WQHjoUyTr+BkQ5alqKD7XF62ZzHEYtfdEE2LSiCOs7+KO53Fxm6BOOmWoy7NBXA5RCM0CsZTWWnmWd3B9rlGDolxMDBwTVtvHp+Xe8jXJT5UB4I5mddwBgO0qiDr9QX1R89pW+/9uAzxpvk3RLrHRASmI+YVhgPveIPveBu4jH7wm5rFL+MxafmYw5R7vAP9XfSyAWxjA5N1Jr0GNyEYfhT57xAj4zdCjCJGcm3v53xdqq9nmNQT69Wop4WsqW860rVEZ9RJz87+fh/RJmdGOepE4OILzzr+9dosy6+fXLp/85aZ7RApIdaf3v9KD8Y361SG/oZDPRCz6z4AWqvFe66zSzdDowlmXPfho/lrPvV+drPNpN13JN9ZUuQ0lxb26E41qrjREEBIYbLMFMXnk4Ner4odP5ld1t3dm+fxydaqmZ03qFT8NMRxfA6AJ2FjX4YYYNBjuAWgNjYbwP+DCMTPArgTwJsQ1V8ugIjRPpDSJhg/5ZiumLVO1uXNlgEwDsazdPbQKcd0BeLNd6rnsjnQHrMFZJdXFczOkEJmg99TU+6H2GHMB/DghOT+TVDQGyOA/BJEIA7EDh6bAfw+6uehO4zJX/wyZpNcAi9WwJMKNbgJGe5EupTzdWsA3D31mzRutJCYnC8lOqf2vRw+ESgqBL6yaEj62hOVFZ33ABjcyTuRkfroE2UvRHCsBeA1m3whlRxqP3Y6S7npmsPLGMM5j1cj+drUoe3vlziXLmqyFBe6VG6PzH0+VSg/180a2gyBYEjSaDVB5ujW8WnF9uKeXrWutSOjvCjfpdJqQ70ateIHsBJiLdsWDF8u8q7wtgDArYPKc74Y5+s7L6VNMP7Xg5/hd1/4mMzBQt2+TD7DelKam3NY1ewqtPTMQXnzOahb8y3BYK7Zx7Vqo+R0K4rZEIQo/SNDvEGqIT5445dg0FuH2qFlg1CfaAMXFcTZc9oe/OLJd471u4pjIU2sgOcJJLH+9lhMyeKxnIElrA4tq3zpuy88GN2ZdOI7C36wpWWVjJFMdm35OtS2QAxIdEJ0nHxoNeoPTMRjkymRNjMbo1U16zMwjzsAEXguxDhynmPWLbc9MN79RfTJRUv4qwUiHz7faAiGFs1ra1w0r80JYN+b75bN2bG3aMWBIwVwduvaq6varCfPWOX5c9qUQABSYV6PLsvig9erUt7eMQ2zp3fqXb2aYJbFY1CpFCgK1wdDYIwBLpemWKUKXZphDP0j/LyDR/OvCn8NALgaNvZ7iIowpwD8GsCvUZgmVUUmWNoE47taLpQf2f7N3hsrnzXU5O2Ryi2ncbijKnjGOZ1/YuHmZq8Xyx2HTzrb5s/Kk3q9RtnlQcdtHwIAA4ATGE8OWE6M+psJjIKHg8shTQbmz9mTeeBIzb6om/4LYkFFMYC/YFCVjBg50eddY5Xhfld1qB1tZXvaBzyDWnEPX45zPHKGNrx45s7r/4D+QJxMvPNyFHmSFxLnR339JIDaOtSuXI36HZP0fCRxqVeic4y1ssPHluFvN7CqiRXADRh4wjGROc/j218MzIl3QPxtdkIsAOXh7W6GyBboWXFRw+H83J7OSNnEHXuKm3/15NKcH/73K1llxUzOyfIYZDkEiUmKUR9Q+YOSAqYopgyfDuAhiUGSWLiaBYNBlvnctk7dNIvJ59VouAY2dgOAbQAeBzAtvJVqDFwnMwfAL8Pb+J9j+J2lvbQJxgF497QtztrTttj7/RXfUzV2T5Ps3ixZq/IFZ1bgJAAEOzov6mrNNfrL86SOL1+leGrKJf2eM+rSu58sNLx/+tuSx69ZH7p5BYC/AfjBOs57R33WGMELEm+k0zcC3g1Tnh3WKoDnfezzz+lb/5rf036g8CTEVN7FEO/pc5HniW5xn8wqGmMcrR6LsVZpOB8CnqloRjHgOd74xGUZ7117QaXKH/AHNWrNBD0HiRLdUQ/RJ9LUCW+wExDrPF6FWBRWCuAxANdCTLX/EMCHkrZ1ZLDTEDMX2QBmMrZeE5U3Pi/8NQhg95RszTg6a8Yhst+UAVwPEdC6APwT4j07cTnPE1FVJ3ohsPi9PAYRAEeXYwZEQN5ZWdHZXlnR6Ud4oWh5qf3eE2eyrtxzoAjZ1l5lzqwOVU6WWyou6Ga//eOShru+tKOccyiyBAmMg3OwYIgpRkNADgaZYjL6MzhgDIXgl2UYAXwaosqOIWorXwxfNgNi9isDwLdgYz9DIU/pHguTIZ2C8Q6IeiGaElOTuqm7hEtMCWlkvxsA9BcW9MwuKrc+++lvnII4K88yvnOEzf7Qg0bJG8iIepwKAP8N4Ir1jF2+jnP/gGcZOgqeh/EHSGUAznbDlNeGvIslKF4JofbcrNaSio8cWw4A7QcKS9B/1npojM8zKcYxWj0WY6rScJ60ZJ+KChV9z+HTa6Qn13/uei5J7KNP/Gt3/R3XLZvA5yFR4m6j/QG2GvVvA3g76qLjdaj9CkRgDgAXTf1WkWgpXqJzMgczIvvNa9FfBeRZAEEU8u7wzxOX8zyRVXVEcH8GQ8sxn4IIgO0YFPSvXM7cBXk9/9h3qGBOp11fsHXnNIsl09OWZfHm3v/TD/dcdelpT9WsDslk8hsUBfAHmKLVcIkxgDEuMQAhhXGvT+JGg1ICEddw9Mc4gMgAuAtiIO1ViIXsMoAF4Z8/UNIpGHdB/BFZo7MMVl0XnH4LVFLQBwAtWXk1bZZcBWLqrAcAL737D4WSN8AAoPEXt/7LvWj69+dcdv9XIBZKLs/LxcO4l/Ug8kbciv0Q00/RQefViHpjNFcU5p2umlZl6PEUP4A6YJic3lrUmSCC6hLgFhjR07YEuw5JULwyFK8aAZ1foz5rzHc1TbvsTHH7gcJiiBHxQ+g/a00oEJvEZjBT0z5YGHO6yQNPxkhT3JhY+tl6NnSacx2fsmo0U5Fq0/ccv/z57ZfY8615s3YdP3Hpc+9uo2CcJFMdaqXVqB88ssiH+Z5MsTQo0TmZgxmR/eb08M8KRErpTNjYZ5H6Oc/DHVv2oJCvj3X7yooua2VF1xYAOHoyO+9Mo2XR6bMWBwAcOp5/utul98yc3lFdVNCjkyTOAM4VDiYxMM7BAc4lianDj8ch3ivR5kOctN0O0fwswj3eFztAmtQ0l5K9AQkwIXxmtenoTYpVb4dV24WQImkBWGTOc7bNXRp5w5XKXT1q465TEgD4ZuSH2r9xbVfvpXPubL37o31nrz4fvhS+vdix+HEfjJAg/lgcgMNj0LpbS7Kve/Uzl9/w+s0rPrrvsvlXqv1BS2+m4dyiY7tnfv0fv/1T1w+tz+Betg73suqo7f0hovJwLV1O84oX35lX3NAkq+HXqRDUncKMw4Ycz6miC5vOQOSI78HA/Lq4A7Goyiz9r0ekuVSPeMf4lCH2avnJqsNqhchzY+GvVoyy8DYcRA95/eHL4zIRjzFOY3rtY3mOQ0sry9+pvWiFxuPzf/OOX+4+cuHslNkpkQ+OOtRW16F2XR1qNwI4UofaR+pQO7sOtZo61M7CwOpRbyVpM4kQPSjDw1/bIEp0/gJAI8TCvBYAfwCwdIq7bzZAHDOjTdRgRvS+GRCx0wXhnzXoz3n+0QQ811A2Vg0bWwcb2xj+mugxKb5jS+R5RJfvlRCZBKyyotP/kStOHrv987s+CeDz9S9Xvq1SKdnGRp9P+g3n8jqF818DgYNQQiHGFQUK5wxajaKCGPSNDsojJIiOobnoP8kBgN/BxlYl+PpiEzXN34UoGZ0f3o5Ifv+lE/IcEySdgvFsiDd9YF97Te/Ptn/L1+nNlvKMbSYA9ucvumbz0bLKIxBpJVzyBrR991SUIERgbHddPjeymhfOblh8x6HHZqzAs1iJJhTDhMrI9c0VhXn7Lpmr1Xr8GVZbl6/XbCyUgqFcfa9X37CitOVTr/+j2tzbjUNllRZE8tPuZdW1qLsIwB1MUfrO9vySptvocvuWvfP+zJyGDukA5m1tRml0I6LxBmKxdpT28OXjNZk7uQHCaS8bILa9NPw1nnSYiXj9k/k7HFV4hmXIa5/QaipincOGX/zyzhUhtUp19Z9ff7n4VMuDGx/8/NEJew5C4hCV/hZ98nsPRLdhH4BjEGkBgPgsfDsJm0n6DTcok8f5urs5X1fG+ToN5+sKOV93axJq5U/eYIZIG9mAgYs234YYab0AYjYeEDnPE1vK0RZ7kCihgLx/+wccWwbkoQ98nn0ADkCMXi+Ivj3n6/bXb37qax969/R/Fj7j5bJT6WX5QLCLQfVnsOAhHpJlSBo1VzEmshmi/g2OOVUY2PyHQ6w3eBo25oCNvT7mwHxoTfPrIeKWPAAfRYqd3KdTmooeYvpCD0C7t21RaG/bIhcA72eefWr9e/2VKAIATIECS0agwAJ1iwPaM+1a61NvT3NdOX9b7u9evTbqMZl3Ny7RGtEDA5zoQS66MQvhjp2n55VVqb0BT8Oc0uMek8FjbbXrOwuz3H/+709133DqhXw313kDarXXq9FZEJ7+OYC5d3odulU6i1ea/+qRpv1Xz50FABwsaGly/fNMQenlRdvbQ81lpX1F/hHObR5nzvOYpujiLKU3pYsjR13ZHttETFFORc72iKaiFXdtx9/zIEYijj3/1WvXPf/Va2UAc6Nuoq9FXQ2Axnqs7prMbSEfaIPT316BGJHLgxh40UJUfdgM4AerUd849ZtIoqR2xaqJWPg4+uO3QTToAoCfopDbAeyCjU1mzvPoaaLxVJEZPQ998PP0dfmOmcryZ1RjOY6pdWDwIl9RM71fA7PuLa5lC0SOeDgYj84TH0307cwArgBwOWxMgUgF+m7cnT7TrKZ5OgXjIfSnqoQgcrYMEG8e1GP1/s///Z4W/f7GPE1jp8pflsM7vni5p/BHz+oBYMZnfjEDwH8NflBJAy808AIArOhEOzQQHcM2S4qSl2l3BZ6++4adO665MJI+ogegte79X8vpc3LQ9l5jhb/dI3f1YGVedVHbG1+98SqdxZvtbLAcXvz+HtX+q/tjnOJOWxs43+LIMC+DODttAPBEJPgdZ7WUhHeU8ZbSi7sOa3I1+KZlz3QvnVUSMuksssvrMLx3vEnb2HkikcdAKh9sJk6kK+lsAO/HuH4uRAWEWyGmm6fEwHUWAKje+flu8MnvMQDHAZSuRn3a9Ab4AEn9ilUTufAxtl0ArhvlNuPLeR4aWNdAjFRH6x8kErf/IcT+vAgiRvkubGw/gPsTyItOdDCqDM3YgwIshxfdmgxFr8mDCi2IhNSRwDreQHw4DOIkZyaAOtjYKQD/GUdQnlY1zdMiGGcM1RCrfiN/FBVEUO6FOHPDnfdctypn75nbVF09CguGuO5gIw/mWzTN3/+k21q3TaM/3CSFTHqvYtT+U9PUtRJAgVoC77CU5DdImcUZ6Anmatp7jZ2eNyD+6KWKJLX+39qPN+++alEkED8MkWvkPGWTVU3Pn5sBs04xc88Zvw/6bY6sD+1ZWW0N+SXf7icu/FeXwXoJgFkAoPhCqr9vwkqPpyVPr29pXXL7zY9O8MLAsewo416YOcbR6inT+h8f268/0HgL8wZcEudO5gtafLOLSh2rLnomgYdJ/YPNGEXPgJhhL3AO6f6cEgassyDnvQ/Kye954QNbonNgcBwdaN8GG3sLYhFipOSmHbEHOBJ5rsEDZOUQaTAno24Z/Tl5ACLtIjro1QG4ECIvOt5gPNHPYwMaYQXDVsxGFbQwIYg8FAHozw0fHIgnMko+WCTVZSZEGksIYvHwcKPlaVXTPC2CcYjVtpEFAArCf8wFuXvUX655Igf3/mrj/HezPtxig96XmREIZRoUKRCStSdbpEChVT68b0MzgCcBbFrCbvYBOAIAuoyc3lBALVt0DrgUE17zX4UFfJ+vHI3PoYOv/0n/yLEFIjjzQ4zcNO04qruiQhMK6Vx2m9Tr65UN0B39wWcyFbXMGl6d8YqrydJTP7P2BEPgIgAI2H0ZwSAsFjMCp86gGWJh4IaJCsjHmOaS9LSMidL06BeqM1/avS37iX+XqG12S6DQ6mj/2tUHuq9ZFHfX1XWc71/Phk5zTmE1lUkxeAZkPg5WyQgetsLxRiZcbQDQiaxp/8LHbg3fZcpHpCPrLCA65hqn8rlJ0py3J7/nqw9cic6hwXEkOC2DCICj0/g4gP9AIfeO4xljDZBFcrc7MfhzIvKib4CIibohSk02QMR2C5BYXnRin8dbsB/7cB9yoIGCNtjQjQxwrOoLuMc7Ij6S6NHyp4dJY4mu3pLyNc3TJRhfjv70FBkAX5C7h6+9aIPEwdQAzvY2unPMaiY5FJ0udLYDkjcAKIpifuF9tfZEy+vzZ931UwBLAPwGAOMA3znjy9susm/Jc6lMXpfK5NUoPvM5fdH8cm/jTwCR+lKLusHB2ZsAqns6g6oz2aVnZtpOI0MD84mVS1nXBTNVUkO3v/NIbnPBouaCQ7lV0rzI7JJOLdmXzgk272/f5+7uPAsR4E9oacAxpLmcTyNTZd3XLDrVfc2i6NEDBqAskZKP4cD7fDvYDNjBG9Gj64Wx2w5rVSQYVyB1j3D/SVWLOjXEQhsJwPcAPJqsbSFTJ03S38gHW6zguB5idLUEotqIF8B2iFJ5rw19iITEGiAbth44bOxXGFj3/HT4ez2ArSjkL8f9zInk3NtYNb6DG/A2DuAZlMKBPMxDAT4KLyqhg9iXcwwtTRodoCsYXxGR6MeSIbIQnoaNcYjKdA6IyikA8PgU5fePWboE4zqIBT0yACzI3YPHrr5bzjO0wa9odAByucIDgQBTaZo6JK/eoHCtGlK3W1J39bL5s+66FSL/tc/7s7+8+5+LfrjNZavPvaXpz1WFPpvFpity3jfnIftr/7yq780XvaAueoQxZDacc3gC5ncXXsQy3j6y1Z5RlAVgoVKWqbnw69tuG/wCXOWF2pf/8v0L8jfUN5d8+3/PIjVGoMc1MsXW4DoAqwEsBVAAcSZ6BsDzAH7CN2IqF//FPLHoacnwIEZefHRn0w+AATt4D/QOLXx6DwyWyGW56MAt+PMDq1E/dKHOCCaotv13IEZ+NkEcUCgY/4BI9fS3806a1FxOIbGCYzuAJhTyqyfh+YYbIBuuHngkL1qBWOtTC7EmqAfAb2BjLKG86Phz7sVJyqVw4NK+9JmbIALivuyFsBBEfJEBEcchxm0mSmREflGcjz+xNc3HIV1KG0ZGxLEgdy/71rJHpFxDO7q81lCeoS0E4KaKXB/nTq+sUoKAzMAVhTHOuaRhXNJICmNQ1Cr4CgtwrnIW7vjnJf+vHoD5+cLatk9eWLdlxaVvP/fJC/6+5/Xcq/YAEJ04c9g65LCN4a+RoMMOwNH1ucsOST1ePUJKnvPaRTcFrcaaBF9T0kegJ6CU3tchuq/NgRjpN0KUJfpPADvZmiHlECdTzLJWh/6+AEhiucIU0YCo0pSnMOOwjFCmAW4vxlECbCJq29eibhbEaLgT4v1ECJkMaVRzOYUM2HeGTeaxO9HyjJG86Oi653J4G/8Lk1X3PHaZSz+AIESgHfk+CHFi8BrEMaINIp4bPGo+IXj/PzbowZ+DjSmwsWcxUfn9EyxdRsYNEL9j+abKTbB7razdncuz9R1SjqFDBSCw/AK4jp/gxlCAS+o2JwtpVNBoGc9akutVvIr761d1/Dr8WBYA+Z+2iVHhiqaXshcd31hq8HbkOkzT/T515oPI+Xk1gIcgSmzpIDptLV6wZZ+yb+WCfQCg6DRZ/mJLtvHdY3rmDcgAYKnfZfNNz2tqv/MjGe6LZjkBnIBoDQzNqVbvtDv+3x7z5n17EVXScGp+fcMbZyk9H0TazxMQVTAWAngaYvpuOkSn00cmYDNHNUxK0ROte4rvAdAx6OapMCsxlQbMgDSj1B+E6vgybG9CVFWfMaQHTERn1t9BfMbursdqWy3qyhPchpgmsRstIelnaM3lOyFSLrUQQdzgzqfnt3hKAQpTu64h8fKMycqLjjWCb4BYj1cM8XviEHns3RAnDR0Q1WhugBghj8TOEzJCHiuyH/TgLPzckavGm98/odIlGDchPK1RZm6UznaX8MMdc7Cq8hlo5GAAgI8xmDRqhLyyBIlLLMTBlV6/5Djt1hkrLexAeVXV/DOHDyMciPGN2H/NvHueK2l/9z6XoVATKLH0lmYd1GhD7h//O6vce8nJZoPGH2gP314HYNbqRzb17Fu5oMFcv0OT8/vXVwazMoLumuk9Ge8eM8EX1PrLcgGJlRT85Dlty7drA+7ls5dEXkAg3+LyT88zuy6pvN43uxCOGy7c5rzhwmT8LgFMWLDyOb4Rrqift7M1eAzAT8M/zx7/lsYv+sQi6vXVQJxM7UZ/d9Okz0pMpVgnKq0ofOLL+Mt4g9NxLQCuRd1VEHVkjwHYEa5tXhR1kzHVO48asf8gpyYREi2tai5PqtgVS9bCxjbErM09mbXLY4k3VUS8Di/6A/IXpzAvOtZJih+iYddOABeHt00PkQ5VFL6uC8AWiNkYGf1545O22JOH/2MDn8EFEROkjHQJxvu6NDU6p3GLzs4AQJYCgDj7M723E5JKRpB7FTUPKkzSqDhXgICtl/kMsrzPU36lNbuws7jT5gfQUIu66sq5736dhRSNIaOzVzFqMyWXxqG0e7yuI63z7YUmf1a7U6cOhCSIN1V35a4TGQCs1r+/OzuYkymHMvV+47ZjZq6SXTxDp9cdbUbPirmMhRR31t+2ZrmXz26GOEPdwo3aisbHvzofYjQi8uYdUtN7KkxUsDIoEI/QRX0/OFCbEoNe33aItr6XQ+wEfEiRWQkAqEPtFyEq/QynajXqj4z3eSapmdB4FwBPVr3ziRixJ+R8klY1lydZYvuHya9dnrj+E4oO9O9Hb4SNvRHjRGHi86Jjn6Q8CDHy7AewDaLwRjnEOrIWiJOGiwFshYiBroCI39QYGJBPZhWWCBNS7HiQLsF4305i09Gb+IMr72UzrSfhC+oAoMfWAsOZBujVGniZBA4FTPIGGQAOGQi1e6SO588YWz6du6i403bs2Ys/9iaAtapOV34wK6M9mJVRwdWyTnL7XNyk73X7ArLJHtL5dWpZHQjZId4sRTqvvx3ABs2Ztj+6L6gIAeDqFoeXq2WvYtAapW63xPxBL4AO9bmuGbMbj+kvObCtbMa5M3mnisqzdlYu3rm/otoRfimRr8l4Q0xKsMLWoBD9eb9uAH8a62ON0+DX9wbEgo5lAJ5DYp1NyfDGNIUbVfP8sknarvOmZCch8VjPhqZdDCrJmlY1lydZeu8fRCD+GETef3SgPQPAZ2BjT2Mq8qJjnaTY2HH0vw+7wtefhEj5vRgilqsCsBciYJ8FMYCXDzHgGklfYZjAFJYYGFLs750uwXgk4V/e116DJlcp8oztUElBBQAOHYYkyQi53dAGfFG9nyQwRaNWgl5F8uxtU3fdNlMLYMPGj31hFQB7MNvUJne79QFZUrFAyBfKNOSoWhwho1b2S1xRByRZ7tsACWpvvtZ0C/58z9nCbofrzZ3nOhbNK1H0mmzJ41cxjx8hixFyt7tD1eYMmSzSuWvffLbQpc+Ay5DRltVt137u1b+VPu3znt0xt6+b57A7gEmuVDLhOyO2BqUQbavzASjTz7163xde/vCa9U8Oe3CYTINfX1t420r5RiRULWQqrUb9VIwITJix1LYfVPP8HYgaulaEFw6Hc8Yj5bnGWu/8fCrZSciIwoH4kJnOQX0s0qrm8iRL3/1D/4h4PoB2iEA2MhBSDuC74X9AMvKiowN0G9uI/uNwG8SI+FyInPI3IAZtVkH8LTQQQXoZxIxNZA2DFv2BOTCW+uWx53s4UuzvnS7VVBT019KEXuXDZsc17G+mTyv1RR9zNLUzXSgEyecD6/vFh6uSB80G5tPpeI9PFfjlx+98Dg/z/QivBO665bLDssurU7U5g1A4pF6fUXZ5dfkllk63UetloVAIgDakYrIvW818eTofgLOWL01rNmQrc3J2H2wK5JttLBgyyh2uQKDQ2iZ39apkl1e3qJorIUnqmNtw9OlLD27fInPlbLfexK/Y+1ZV1OsaaQcwmZVKJnSFOFuDORCB1RwAwbKWLf/9hZc/vBCDqmyEDxpTYapXwH9g8Y3YzzdiPd+INeGvo51wRc9aTFZ1m0QrEhCSzuL5TEUvYhc1lwv5LvTnEkdyi2OqRV11LerW1aJuY/jrVO3LJ0M67x8if+s2iEDcC5GLfRJiJDoEsWDyFQAfRiFP1uw0MPQ43AZR//svKOTrw4F75G/hh0jhrYcI2g8AaILIP98KkePtgXhvt0C8xsggLYBhIvTwtWzolXak2N87XYLxAR35GlTTYF7oRK6mTVXVfVTv9zHGJTBJnPsP+LWzoMLAIYfMegX9v/yGzJd2z8j681tVUq9Xq995iumONJkyVf7Qio+oAuXlwYxAsYarZH4WQIu7VO/tmZFxrmVWXte27ktW7Fz26fnO/6rtVc8152W+efiA5pz9r9oWx1PGd4/vUXRq+7kHbz49K9cbKrc1binutLUBwHRbw+Fuo4mZel15iG8HEKlUsgRiEcRFEG9OoL9SyVhN2M6IrcEFEF2+SiGmzG649cXLdUhuOcG03NnWobalDrWB8Nf/q0Pt/GRv0ySIVRKrb1amHqvP1GM1C/8bUxfQ8AnBkJKdlJpEzlMjfqbCdsXxODFzi6NmswYMrqRtQC6CwMj+YUH4XyaAVeGR51QW+VsfhgjGdRBBqg9i1nwRCrkZhfzqCWhANF6jH4cH/i0i++q7UciXopDPRiFfhkJ+KURK408h+lA8DuBSFHIVRAW3B8KX/5sBrzPgAAN8DOCMiX8YUPUQrQAun9RFuGOQLmkqGoizIAYAz0xbxR7yfw8z+XFJHfKpJJ0qEOjwa2UGJquBUBB9Z0Syxwd/rgWuK6r6zqBK7vnjfv2BxlsUncblnVXYKvmC3gyPS74qt9mrmZlnOHiut9W/tbG428+LodE0F1VkZVp0BuvLX7oqxyh3d5VrT2lUl3KjcskKecdj3/nRH7O/PDTIe/2hdRBvPABAcaetTR307z9WOqsYUeXkRli8OWmVSsaSXhAxqAqLBFGz1gjRqvc6vhHvrn8Sn0ASc/LG8/qSLD/q6ycB1NahduVq1O9I4jZNtCmZIh5DN1pCRpeaTXNifqayZsADG1sHsQ+MDrRvg429BZGmEk9u8fm3IFosQATE76AB4vg0fFWV1BH5W0fSPqog8rFbAaTWdsdbiSaeBbLD3SYVF9eOUboE4z6InDcVALYvfyGaHEU8T2rlvnOdWo+XwR8AZxKYJAGKLE6JwACZKVDUjKvbe3TTVz/y2Pqnb747H6juXTT9iPeSynmKXjNN8vi7y7Yd6+56ztU179iZ3W9vw8UGNc5mqqX8XibP2nvQK/nvX8x6FutZMTubpShyN1dYL2dMmqU/el8dao/HqNE8ZHFbnrNTyXN23n1pHNVTJrtSyViClRhVWL6E/lmLbADb2BoAt4rznqzu4w13/WP2H8LXjycNJuH8+TQKxk4AuANiujhS9/sxANdCzIj8EP0HzPPB1NbtJWSiiKY5TyIqZRL9TXPeAZCsYHzIZ8qYi+nXiXYvAYh9dWT/Wwbgo8CAfeZoucXpveBxeOl4khH9t26HSO+wItUC8YjzKFiebOkSjO+FWIkbAhCCDSqdyS+91lrVY9p5mulNUlBuhTYYSfnXqQFwMJkB7iDUbd1M7TgmKzr1QgAPBbMyMjwLy7Jle2+rqtXRwDVqnTZXO6vzpE/Ze8BfpdXAq9LC21xWlCOpZXZs2gyWvb9VylqVhRCTGZNhUUlB3Tlv/snegEmDWB/eh/l+3BvjrPDh+D8wUVUnyrrPmjuZ9KFbuSIByatUMnjnFRzpxpISVEHMZow34Po6gI8Mumxe+N/NbA0W8Y1DpmnTwmrUvw3g7aiLjteh9ivoT0m6aOq3avIM15xpqst7EpKQFG6as47z/evZwGPN9T+BevqlCGBgoFkPsa6nBEAFRL7xdohR/ZFSGtJ3wePI0u8kIxl1z8mUSJdgfB+A+RB5XSpsBm/8bKmSe+L/VNnaXtmvSFDrGA+5OVNCAPcEAImBB8QILQtxcA4mO9xGAPNDeo1We8LmUtscZsnj1yl6jdeRqSjmMlNGz5FOS4ZRBHZcpbG4M7RSjzEbxsN2LHv9fZicvXBaMrGnap7szdXlQ1FOY7gP78NjPyuMrjrhOGN1vvfYJV/iimQFuAKwL/CNSanhPXjn9QeIYLuUb8Sa6BvGKLX1xDiqqaRMp8+JVodaaTXqBx/I+TDfnxcmqeY5IZMppZvmhPet/Z8pUclicOdhO4AmFPKrE3z483U2Kz1PMmi0+byULsH4HIj8ZJH3dhx45l83Sf/heUyrsqr87ad9zGBAUKuBxukEFAXgwcgyWkDl80EJhRDSqiUAGq5iplN/+2ZhsMgqAYDuwNmAbsX33CUX5HAXkNMZUhcbVUGfKqSoTuSVSBZbC69QuuDz5LPeTCPUniAufGevyrPcaPQWaTMxhg9v9Kh3+P6bBo0OrgJgbz+Yp9r5m+W3BD2aTDCuzPzokWeOf7zq6TH/Jscn7p3XkIPD+KRUp8/xqkNt9N/+0jrUPg+xKOVM+LLHom7+1pRvICFksHRrmjNhgeZ5PJt1vp5kkDSULsH4dIiUCAlim4N731uk+KuyVVLX6S54kM0z1OjpDCmAIvWtmUX4HhyQlSAQYDIAbcv3PqGPBOIAwFUSd80ocL2/I2DNDgTlYEe3PlBkxKl5cxSPX+Kzm48y/Q2laNVZeZ7UxgJ6NRjn/IJD7/NtpUsLD2FOQjulQbWW+1anz3t5z3OH/lZTDaDs4u9m17iaM08d+lvNtSG/ysBkJVD1iX11FR857hNrNpIiKTuv8eTPx3HSM6XCgfjgv/094X+D2QF8e+q2jhAyjHRrmjOh++rzcjaLUj5ICkmXYFwLsVAwUrZQA4C3Gy73a9pOd3u0OhN3K5qgW5E4gAHjEyEA4OAhQPL70XNJparz1ivUzBfgXKtmAMAULumP2QoBBM4umXFKMvo1msaOPL+6K+hZPJPN+Eiu2jungHkZYw0nNNz/TiOCLT0808RUJy2XN51bdmE1Eiib19OScbu73Tjb69DrVLqgI7PUcVhShSRZE/oBRACma9o2rbjpnek1SlBmsiboWfCFXX8tWd7YE74+KVKlSkm8nT6HO+mpRd2GJAbkg/PuXwFQA7EiXgPxXm+GaFL0g9Wob5z6TSSEDJJeTXMo0IwPpXyQFJEuwThHpKdmfzcmZVPT13qfvurJ45sbDPntO7oylNDIj6CoZdb4+FcskCUU/OZlp+0b11oAgAWCMlfJARYK+XVHbaXeOUVnPQumNfRapuUfvfO2UNuLfzLldLVZnd0elePpRkhaVdCYYfC1eyVm/O6/uOl72hpctTquF8LWoHrZPcar/T2aTpUu6FSCkr7rWM7FnEOlNvjzIYI0Z/O7ZbOUoMwAIORX6Xf/v2Vf2v3/lonHEHU1t/CNuHwMv8txSXaVksGdPgGMlD+fiqvlB+fdHwNwHEDpatSviX2XiZdqMwaEpLgOAIXh70XTHGAXbOxVADeiv2nOq7HvngQUaBKSNtKl6Q9HuKxh+GcGQPV+65LA9HJ8r/jDBSc0WkBSY8RX1PrtWuaZP41ZntmO3J+/kDng0QEWtGR4uFoOaho7chST3mvpOBXy2fWuTac+sblgV8ch33OnPEytDhp0SlAXDKLDlHVGydB5ch5/NZFumKt8Lm2HJsMPAJBUildSK15Fkcq9Tl0PxAp3hHzqESuVTJR06qw2uNMngFv4RoyUPx9PM4ypNrgrGTDFi4bOuyYehEy+MTfNIYSQ0aTLyLgWIuEkenuDALR4mO8/Mj/7tM6qWaJ0BOBnHNw/9AG8Mwtg+97HITt6Me0bG6GoVP1huwQWKLBIXK/RSr2+oOzy6JgvaA6Wm10Bj/rBzf5rqoM96oyPNXyhOLs0qA54ZNcpTXaLXW0K8RxZl/nSnkTK6pWd21G6Z9bHjiwHgKBX5dVk+ADGVaffnhld+3UPRF60hm/E4gQeP24pmsYRU7jT54sAciAOeqv5Rvwr+jaDK7iYn/22x3nDhWak1mr5VFg0lIozBoSkFtuA/cl4muYQQsiI0ikYV2FgLVcVAC3uZavKQviQ2yhx5zkOPsx4cuPvvgqu16D47iehtdnhKc3tu07iHBqPh/m0aj3zB32KQSupOrrhm1nw4MGP1GzCR7AJuArrWfO6jp7sme6l00tCJp1Fdnl7DG8dOq5pcZxI4LU0tO0tsjLwrSXLG6u0Fo/F3WH0nnlt5jHDeyczlp16KMvS06ByZJQF98/4jP9c7tLJbCSRkkHZoC6fDRA1tx8FYEJUp8/o+4QD8QEnFmW3/U/JqQwdeq6qPo0UWS2/GvX761A7JJczRtOoyZR+9XUJmUq2IfuT8TTNIYSQEaVLMC5DBOLRSSjKwrzdagD3STKUzhYoyjBtF7qvnA/XlfOhPXoOxh0n0VNdhkBRVt/1IY0agfIcpni5St3s1Wnau/+CEy2P/3TbsSFdNbWNnWu1jZ17MTC4i3vxZvi2a1v3Fttb9xa/GXmMJUd+u7uy8Z/fdOvyZHtGOQw+u3z57gfUnebK10QcOilSLiiL0eXTCtGh0hS+SX+nz35bHgD+jUEnFupW5+myO3+vPnj0MTtSqCRXOPBO5jakZ31dQqLZhvQy2DSBCxRjDVSMtWkOIYSMKF2CcaB/8aZghXTTymc0Z4PF5T1wSFDcfLgeaIpJDwDwVRbh8O6fDLneW1WCQ/9+iOX/8BnJdVV15/8t/a+vRa4bsNCN/72h5J4/Ppf/8xeuAnB9+CbbEnkRw1UkuX7bnascxmlbmnONJfqAZFGHeh15joNNs5tfrAYeTSTYT0QqBmWxDoLx5M/HPLHQHbOV1mP1+gnbuvNDKqTKEDJ2Q0eurQDWwsYmqi14rP3JWJvmEELIiNIlGI9evCl2u/PAphkbmZfrHODI11v13GUf3/qZYE4m7144uyDnJ63PdB7J3zP3k3v2V3wENyBqh++4bvEXsp56G+pW55voD2TWrmdsQ7wdJmNVJFn/JO6x9DaesvQ2noy6mGFyR6lTMSiLdRB8AjG6fEZb/yTWIfVOLFLSedzEg3xwTHaKXSoOVBBCzlPpEoyrB/xUBsAPNPSUsarsw91mU0uOsyOgGe7Olud2YAm7ecBlvrJcHDjzawBAxr7TmPGFX/HOCypRdLgTn3j/Fxe1nS0t6Fr6oU+5O3J2GnI8jvDdHDlPvpHnXlgG8+Z9uyOXhb+O9yCQ2M7/3hhTtA8nNiKUokHZWA+CqXhikbLOyyYe5INkslPsaH9CCJky6VLaMFJbXDAC8AP/aP04UyBz68zcjqA3MOYTi1AI8GQYuKahM8RO97h85TkwettZ1aYnC9izTZXRt9U0tOsChVbdoIeYiIPAJoidvQXi9VowXD76vSxmabrw5Qmpx+r99Vi9vh6r14S/JjtAi//3ECU8K7EBYrSsNPw17tkKQkhamdwSoYWx9yfUNIcQMhnSZWRcmZ+7T15VuQll5kY06KdhU+cqHLAv4C/6PnLkU6pHr9brAVd3/A+oaWjHYnYzOMB9FXkh+7KFAcUtdwcyMoJwI+DTmL0aFest2PJmufPLN/Xdz1+W61XbhjTBHPdBYB3n+9ezoR3ThgkmU7IKykQYT5fP8O8qrV8/ISQukz9yTU1zCCFTJC2C8YV5u/33LH1Ub/da4QuqcU3mi/hcyf/i1a6reEHnzvnv7/YZNHqZi1Lk8WMAGAMqZqtajjd06FrLZnJZw1Xeo7ABQE+HpTOLNxc7xeisE4C549bL22Z89hdA1GWYoINAAsFkylVBmUjJ7vJJCElx1O6dEHIeSYtg/KbKZ9QOrxUa2Ycryv4No6YXWvhwffbz0r7tHbNVxoB01hG1wDMOUTfmVfPhztt1NKfzTDPr5lmOk85ChHQa6/Tek4UlUmt36VOPLHhp6Yec+yoW7Om5qvoJdasTiG8Ee7LQ4iJCyAcbjVwTQs4TaRGMT8tslM52T8M1Ff9Ctr4LvpAWbr8RBnUvfN1+yDJ4twPyGB6aTyvGkUvV5wJNpTjz762+HLVKVi4w22dxjy/kd3kci+f5NlceeNd36YF3Rd7yw3w/OAeSexCgxUWEEEIIIeeBtFjA2dg9TTFrnSgxNcEX0iCoqKGSgnAHjDwzE8HWNkgSH/1xYgjd+nm0AfCWFKP1iotDHbncdlTX3eor0DvcKy/0vVw5C60QI9B2iNHw5Ht4mMVFCVZTIYQQQgghyZUWI+PPHF0VvGfpIyqVOgS/WoZKDkCneODzaTF3DnDgEDBcw58R8OwCtKM/91tXUoyWm1dhS/gyAGiLun1q5WQ/TFO0hBBCCCHpLi1Gxve21ah+1vItfkZXBqPUA5Xih8xCMOm7WX4BVDPKoCgKEhobt1jBr7tRneWV5AyINA8dgMPhq73hf9EoJ5sQQgghhEyolA/GGUM1AHbmxjI8uOS/sTdvAWR1CHrmBeOAR9IFFi6BnSW0fBP8Q58zdeQWyEEGlADQQ4wyR0bK28L/LEig1jUhhBBCCCGJYJyPLdl6qjCGX5sWOG6r+PMxOdCpxvS2U/jjoS/BEOyFBIAzFtTwgGqkWNzhAB77Td+PXGNC6AvrCprBOTShgDmnu+uvEMF3fzdLYVwdLgkhhBBCCBlJOuSMX1t4U5MU6FAjoGhQ5mmAIeiGCkEoTIUQkyXwwIgP4PMP/Pmz3y9uQygEBq71q9QOAHo8zNfHuCsF34QQQgghZNKkQzCepy/zwHNIz2dPP8q+du53UABwSADnsLd4sf0o8O57gD8q6F55KXD5CvH93qiQemYVC+m9bgRVaq3EFY3G59sJygUnhBBCCCFJkPI54wBkT6Oeq0MBXL33Va5SgvCq9QiBob01xLdvB/N4Aau1v5GPJAFLFonv/X7g/T3hK1RQLrlMCpg8PTmqYCCk8fu2Wt2uLlAuOCGEEEIISYJ0CMZdtk3FQXWWn5eEmtDlsULhDGASjh4FdDowvQ4oLgTk8Dj/3DmAySS+37sf8PnE99piY6A8J/QHXTDwfq7L3mZ1u3aC6nMTQgghhJAkSYdg/DXXPmvo5IbZSpO/BB2GLC4rnDPOubMb0GnFjTIyAFU4GF92ofjKOfDeTvG9ZFIpWqvWD7FQczOAPczGNzEbX8XWYCNbg3VsDaqn+LURQgghhJAPsHQIxrcDkFz7rOz3v7uNd76bj67uLM4BbskE8/r6bxgKAUWFQEmx+PnkaaCjU3yvy9W5M/PU4Z9gPhqc7YFoKW8FcDb8dS0F5IQQQgghZKqkQzD+GYgGPL372he6H3nvm70Ol0VRK0E2pxLweYHOLuDAQSAQAJZe0H/H7Tv6v/e3unWFmp6jCNcM/4v701l/Mn9u9ptZl678m2X1iuu09RqkUst7QgghhBBy3kuHYHwGgB6IQLlzb9uiTrXkCTEAhfnA7JlAeztgdwBGIzCvStypsxM4cRKRtpw85FUCgcbevPDjPLdC+/YFuVI7a1UKnGbWrf8v448uvk5br0UqtbwnhBBCCCHntXQIxv0A5OgL5uYc0zAmiqe0dwDGDJEfvmRRf9749nCueLjCSoiHwPfsw55wPfHqEJc7OnguOCR0c7PXxU3em3V/rwGVOSSEEEIIIVMkHYLxLRDt6rUAsCh/l1Fi/V1Dba1Aa4soZ3hBuJyh1wvs2TfgMRjEIHkk0C4rV53e4+NanQ8aHQfQwbORK3XkgMocEkIIIYSQKZIOwfgPABwFYACQf1PlM6boK31eIBgaWM5wzz6RPx4Widzb0B9oN1Sqjvsu1by9VQufp4dnmHNYJ5+uOr2Zb6Sum4QQQgghZGqkQwdOAGgBoADQzc05XAQgN3KFVgcoCnDoCHDgBwPvxAEwIATABWDtOt5XT3wTgLWVqmP2StWxNwGYIaqpPD7pr4QQQgghhJCwdBgZXwXgNICXATxn0XYNyOkuzO+vNT4YA4IATgD48jrO+9NPRJOfDRCLOUvDX6n5DyGEEEIImVLpMDJeBsAI4IaavPctQa7WRK7gACorgcNHgWAQCClilFxRAMbgVxS0AXh9QCAeIQJvCr4JIYQQQkjSpMPIuB7AtQByVs15Rn+sc7Y4gQiXSSnIBy67BFA4oIQAxgCNBpBF/ZUeAMvXM0aNfAghhBBCSMpJh2B8PgANAJSZG9icrIMS+kJxITsbyDCI/HGVSnTiZIAsy5AB+ACspYCcEEIIIYSkmnQIxgshRrhVp+3TVSvK3pSZhP4aKQCOHAUKikTuuBISNceDISgAijMy0FAxHbNrFuCPuJetw70UlBNCCCGEkNSQDsE4hyhrGHj22I29aknpK5MS4ewGtGpxcThfHJIkMlaKClCj14M5u6EHcA2ATbiX/ZqCckIIIYQQkmzpEIzbIDpwave0LRpQN6WlFXjjTaClBTh+UuSJG42ATgdoNYBWB2Z3wOwPQJ+fBwtECN8JYDGAtRSQE0IIIYSQZEqHYLwdokShjKjqLy0twLvbAY8XKCoEAn6gxyVyxoMhIKRANugR8gdgAkfe3Cq0AfCG/+kgyhmuSsYLIoQQQgghBEiP0oYZAAIQAbkEUeYQR46JBZt6HQAdYLUC3S7A6wXMZnAoCAYCYBlG4LJL4Cgphj38eDoADgBOiLKJYGtQDRGYlwFoALCJOnESQgghhJDJlg4j4yaIYNwFkWICAHA6Bzb7KSoEMoyAXg+UzZJ9JcXwFRcB116NtpJiOCCC8Mi/wxBdNxvCgfhaiA6cZ8Nf14YvJ4QQQgghZNKkQzDuBdAFMSKeFwpXUTGbAa9v4A0VBfB4gFNHQlIoBGn5MriKi/AegPcBZEOs8dwGwA8RdG+CGBG3Q4yW8/BXSmEhhBBCCCGTLh2C8WMA8iGC8jZvUMcBYE4l4POKnHGXC2hoFCUNZ88GyqeBhULQKgo6AWjxMP8aRHD9EgAtRLC9IdyFswwiZSVaXwoLIYQQQgghkyUdcsY7IVJUMhfm7bEY1F4GiM6bFy0TNcaPNgJaLVBQAGQYwTkHuALPwcOwFBehHPey6nDgHSsPvAFilNwRdZk5fDkhhBBCCCGTJh1GxosAsAV5e3QPrvieRmJgkRrjBfnA5StEEF4xQ+SMhzj8igKvXg+N240sAHoAt4/w+JsggnELROlDC/pTWAghhBBCCJk06RCMzwSQ84k5/+D5xlYFgMjsjurAac7szx+XAUmWYfT6AFMGPBC55lcPV1M8XDVlA0TqSmn46waqpkIIIYQQQiZbOqSp5ANAaWajKtfQKoGhLxBvaRVpKrZWUV0lNwfIskLyesF9XsiLFsANkSPeBJEzHjPADgfeFHwTQgghhJAplQ7BuBoAGhzlLKvSzvoC8TbR9EerAwryALUaaG8HDwQgFeSDL14IpSAfGQC6AewBLcgkhBBCCCEpJh3SVPwAVJuO3hSSmSJCcSZGxCNNfxgDcrKAsjKw/HzgihVgBfmQAWgAbAHgAy3IJIQQQgghKSYdRsZ7AGTta69RHWqvYhcW7QI44OwGMk3iBhctDXfiFFjUfVUAPgmgF8DyqdtkQgghhBBCRpcOI+MahLfzqYOf4pyLRJXoRZtxOBcubUgIIYQQQkjKSIeR8WwAbNXsOty2+H+AcGnDOZUiZxwAtm0XgbnPK2qPF+YDEMs8I6Pk/5OMDSeEEEIIIWQkaTEyviB3L7/v0gdh1joZi6oxftEykZ7S7RJfowJxoD8QDwH4/ZRvNSGEEEIIIaNIh5FxZVXlJlktB6CSAwOuKMgX/0bRiIe5Y5K2jRBCCCGEkDFL+WDcvLirff7KfYWQFWYMusfyEC9M9DYRQgghhBAyEVI6GJ/36J5V1z64N7O0qRHFHecgh4IDOm8OIzpXPADKFyeEEEIIISkqpXPG5+cdeOTT1jqjLbuA8aAExpV47hZd2rCFqqgQQgghhJBUldLB+BWlb0yzuyysUVOGNkM2VHEMi0fhAP45SZtGCCGEEELIuKV0MJ4b6oSb6QEALKE4HAgoEq/tehZsDaonYdMIIYQQQggZt5QOxo/tqESmyQVZF4LF1z36HcIBO+dAcyjf9k/fDQEAaykgJ4QQQgghqSilg/Gnnvw0LG/YcXHdNphecQE7AXTGvi0DEKlBrgCh94KXHAfgAGAHsGoqtpcQQgghhJBEpHQwzo5zJfhLDTyH9OgxZID5AOxFzICcQ4yIhziUEJeVP3tuORy+ygmgbMo2mhBCCCGEkDildDC+SrMJZxwz8PL716Jux82AFuLf6WHuEB4Zd3FTz/O+2rbwpWYADZO+sYQQQgghhCQopYPx6dKZkJObwQC0u8OtNjUAXLFvzwG4mT74XmDZWYjQ3ALACmDT5G8tIYQQQgghiUnpYNzGC3vNzKGIBBSIaNsPwDTsXZROS3b7b913vA2gFCJffAPfCKo1TgghhBBCUk5Kd+B8xn9T89e1v8xg4JKDWxh8kOAHMCf27Z0GU8fvV31xR33FDV+b0g0lhBBCCCFkDFI6GN8evKjNy7UzbtI8o63IPgGuA2dVYMgeelsO8J+v/vrmfRULTkz9lhJCCCGEEJK4lA7GAZj2hhYF9noWBa//0j90nwk8pR7pxrtnL1JA+eGEEEIIISRNpHTOOIAMAAoAfMz0ooy+einDeq4eqyk/nBBCCCGEpIVUHxkHABmANtfewU71luEX79yD7ecuwp7WGvhDWgDAY1d/g3/u0o0OANWgkXFCCCGEEJImUj0YDwLQA5COHq2EPc+MX+68e8iNfFztOzhzwT5Qcx9CCCGEEJJGUj1NxQoxMo7/2/Jp3mPL5Lcs/QP+cuOn8NVFv+27UVClVk4UTXeBmvsQQgghhJA0kurBuBlAAADf117DNr79pdCaWRuV5WXblEyzyx+5UZsu11Xc0VICSlEhhBBCCCFpJNXTVAAxMq4ACO1rr2GnHTOkd85eGjzjnr4PwAUA0C1ldl9wbPcZWrxJCCGEEELSSaqPjDsh+m6qAGgAqBq7p/FsfaeP9aA3ciNTo6c5q8exJ0nbSAghhBBCyJikejDehXDOOERQjv2t1Wxl2RbVNHPD3MiNtLLXAEpRIYQQQgghaSbVg/EsAKHw92xB7l7cUFmPA23zFH9I447c6HBn1T48zClFhRBCCCGEpJVUzxk3I+qE4abKTazLY4XLX6Zu6Sk8g3Apw6KMc0VJ2j5CCCGEEELGLNWDcRVEMM4AoCSzCce7ZoExLnmCOnXkRhJT8hhDDgBwjo7kbCohhBBCCCGJYZzzZG/DsBiDF4A28vNdF/wcv9j5HyPeh3MRuBNCCCGEEJLqUj1nXI7+4aVTH0nWdhBCCCGEEDLhUn1kPIRBJwzzc/fh45X/4CumvXW405Pdurrq6btp8SYhhBBCCElHqR6MBzFodDxMAfAQgFLOsWZqt4oQQgghhJCJkeppKsNtH4OotNIwhdtCCCGEEELIhEr1YHwkVlCjH0IIIYQQksZSNk2FMVQD2Gua72CFq5qhL3PD02CAbVMxXAcsHMBCzkG54oQQQgghJG2l8sj47aYFDl6x9hjUVj88Z/VQW/2o+PYxblpgD1AgTgghhBBC0l0qN/2pLbyxWQrY1Qg4NAAQ+coKVzVLIkuFEEIIIYSQ9JXKwXievswNz1k9AECT54GpygWVJQAmgdXicHU9VtPoOCGEEEIISVupnKYiexoMUJsD0OR5kHVxFyR9CNzHAHAPgLW1qKtO9kYSQgghhBAyVqkcjAdsm4qhtgZgXuRAyCuBAZD0HADeAWAHsCqpW0gIIYQQQsg4pHIw7nUdsODkhtmQtApkbQghjwzH9qygeWH3uwCcAMqSvZGEEEIIIYSMVSrnjEsAFNcBi9T6XDHUVj8CTg1nMg+Fr6emP4QQQgghJK2l8si4GqLTJrc9U8zVWQGutvgZwGUAFlDTH0IIIYQQkuZSORiPbBtz7bewkz+dzQJ2DdeXeBhEvvgGqqZCCCGEEELSWSp34AwgnEYzP3cfVlVuQpm5EWedpcq6Fd+vwcOcAnFCCCGEEJLWUnlknAPg1bl7+dplG5Cls6OpuwRWXRcArMW9jMoaEkIIIYSQtJbKwbgHAFZVboLDa4XDZwWHhG6/OQAqa0gIIYQQQs4DqRyMNwBQppnPMofPDJFMw7le7XGCyhoSQgghhJDzQCoH41oAUqOzlFu0TjAAAGMKl2RQWUNCCCGEEHIeSOVgvDQPe/nhXa0IHnkB2qYXgZ5zXCd7zKCyhoQQQggh5DyQssF4HvaoL8bPpG6Plr3XeRW8XsDQ9jrrag9IADZQNRVCCCGEEJLuUra04RVsXUgHh+SFte8yHezwwqL8m6+Xk7hphBBCCCGETIiUHRk34wz3wjzgMi/MMONMap49EEIIIYQQkqCUDcadKOM6OAYE3jo4uBNlFIwTQgghhJDzQsoG44dxk08HO3To4kCI69DFdbDjMG7yJXvbCCGEEEIImQgpG4y3YtGprfhWKFPvx4q859nVs95ETY2BTyv0n0v2thFCCCGEEDIRVMnegBE483OZ/NFlbmb3rsA5VyHbfm456/RkT5eY4ueQ1OHbfYNz/CqpW0oIIYQQQsgYpHIwPu/jlZu4w2uB02dBt9+MN8+uZEjtbSaEEEIIISRuqRzYZkwzN+BsdykAQKfy4qKirbw08yw8QcPR509cPyfJ20cIIYQQQsi4pGzOOADe4CxjmdpuxsGYRedk11RsZpeWvK3oVN6WZG8cIYQQQggh45XKwbjyj6MfZ1adHRatHQwKzFo7rHo79rUtOJzsjSOEEEIIIWS8UjkYVx1oX4AN29fC7rWiNLMJdq8VG95dy491VbYle+MIIYQQQggZr1TOGZdhBQ4UL8ABvgBoBtAAwA452RtGCCGEEELIREjdkXErgHkANAB6w1/nhS8nhBBCCCHkPJC6wXgZAH/4H6K+L0vaFhFCCCGEEDKhUjcYN6I/EAcADsANMUIOGKJvyRhyGEPO1G0cIYQQQggh48c458nehpjYIijQgPUF5D4Ao9RQ4RxssreLEEIIIYSQiZK6I+MNEKPgmvDPmhFuSwghhBBCSBpKyWCcMVTDDuAgRKqKEQBDZPEm5xws1r/kbTEhhBBCCCGJS8k0FcbQAiB/mKs556l5EkEIIYQQQkgiUjUYV4BhR7opGCeEEEIIIeeFdAxqQ8neAEIIIYQQQiZCOgbjryZ7AwghhBBCCJkI6ZamwgEs5Bz7p3iTCCGEEEIImXBpF4xTvjghhBBCCDlfUGBLCCGEEEJIklAwTgghhBBCSJJQME4IIYQQQkiSpGowPlz5QiprSAghhBBCzhupGozLCV5OCCGEEEJI2knVYJwQQgghhJDzHgXjhBBCCCGEJAkF44QQQgghhCRJqgbj3gQvJ4QQQgghJO2kajC+H4AHgAKAh796wpcTQgghhBByXkjVYPzHADoAtAFoDX/tCF9OCCGEEELIeUGV7A2IhXNsYgwA8HUAJQCaAPyKc2xK5nYRQgghhBAykRjnPNnbQAghhBBCyAdSqqapEEIIIYQQct6jYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJKFgnBBCCCGEkCShYJwQQgghhJAkoWCcEEIIIYSQJPn/DUqiE7doNscAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pca_lle = make_pipeline(PCA(n_components=0.95),\n", " LocallyLinearEmbedding(n_components=2, random_state=42))\n", "\n", "%time X_pca_lle_reduced = pca_lle.fit_transform(X_sample)\n", "plot_digits(X_pca_lle_reduced, y_sample)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is more or less as bad, but this time training was a bit faster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try MDS:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Warning**, the following cell will take about 10-30 minutes to run, depending on your hardware:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1h 5min 8s, sys: 7min 56s, total: 1h 13min 4s\n", "Wall time: 12min 12s\n" ] }, { "data": { "image/png": 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NrG3XJtiabPUNqY7db8+9B2Z+dYjHErHHdiQERO6nM439TMSDgSi6WMA/KKAdce4uJRnAK0opN6gFHBqujSpFTEAI8WxEdPkz5yvENYbdReUCpPBIJJIPOTIyLpFcAhazJg7hH52lLXpnPcun9/ORDwRB5edT6a16qSIEWEiBpBSxib5FcHychv6L4ChFFF85ZY9z6cf/Paury+LoclgcFnOXWafzJk2eeHDZUDy2hzMy3idyb+BLuEnr5yP9VkIdzpLrSikGYCHwM6BAW/y6WsANQ9len+0XMR34L5CMmJy6XC3mlWHZdmnA/dazGL9iQOe5/WFJ4emzXV/HbDRXMpfxJBGLHhsyP10i+UAirQ0lkkvDT+kV4h8mfDaCqcBshMe3U/u3UhMhofAVwblS+8zVQKX2N18RnH73O2vGzqlCiEc7QKG13YrXq2tAiNahMJzWkP4RXBU3jiG2yT81I4HAAjfhzu1ATABuReRZ+7hiqNtTiihUililFFGsFPE0ojx9MtAI3DhcQlyjfEHUptHPxyyftyN27pLnY5bPWxC1aTTD4KKipfC4gfcQQrwamD9MQlxcv2y8pJKHnkz6sZiUSCTvb2SaikRykVnMmquBLwMdiBfshwmfq8V46BGcZmAX/Ve9PK8iOI8eXlFy5d/3fiOuos3Tlhzbsfea6a2nxoxVU1NqdjPEtJJhtoYMTnl5Gl8Ed/DVUIeWChQYTc8H/gm8hEgP8gBX+K3eFGp7A0Xkg0YAKhCdKN93IAnYrQQebb8jAAPxqGVFyUT94TsdqrmtRk23m3HY7jX/Knuh59WX4LGhbjYcA6bwRDhi0Xv9GmjkbdZzhEaaqeQb/JMwFpMSieT9ixTjEslFZDFrDMCfEaNS93EBFMHljJ+AfQYhNlsQ5efr6Kfq5XkVwUlWClfAklMjcyrajDHpow6eSZn85ntpzfnxpyq+nhlbm556coiHE2AN6UstUIpYweDdWobTBzviXPYgp5Fc4DBQhoiEP679C8YNbAneXoQl54M7Ct2DObDBssL868IznpG793muympT42wobS2TdYcOLzC8VgiPnVdxK7WAXC2FZzTwEOKcJQEPAkuC14/w/ID/9XuPCu3/vtQamZ8ukXwAkWJcIrm4fBeYhIgQ/4cPmRiHHkG+jvMQn0oRGcDXABTF2/WT+1YmruFkMaEt85YBzRlHa46mR+myvTradGavJ+VsY5LlD45Z6VvrXuLhEDtJVvpEMWlQw+W0hxZaRRG7tQxn4aGIhH2QOLRpiwsRec97EdFxK6LTo2rtOoMYxfDSdzJpJBH54RwBiIScXP3Zslz92VN+y8J2+gaLWoAbOKaU8jD0WE6GG6WJdMQi9PXTU6GUUgDcpS1rI7zF4iVBUVYnAg8AtyAmWjcCm4BVqrpqqN74EskHHinGJZKLxGLWjENEw+0IIWkKXudSeXBfAkqA+xET0uoRAs1LBOLTzwIvDVTvXZ98au+YUSf1+IngNSx+xE+Q5wAV0TXOKe5ofaUjzRTfbTGYDXY3cSfbd6dvbyjk4aA8byHE+4hrkpVHwgjy83LtGOaUl36FvV80fAkiF38/vdUtzQgRvh3hGJKN6DCGsgcMvlaRROQHNQIwDBNRz3vEIUQbxgD/Rozo1CLmfnzP7yOngrehEemIRd/r9xU+TzQxCKELvRaT55WfPpwoymor4p6Z4Lc4A/gcsFBRVs9S1VWy4qlEEgIpxiWSi8eTCLHzzfUsr17Mmlz/Pw5DdLWX6hBR3YzQUd3zZbAdCG39JYiUiCzEZE4r8OBAxxlsgXfLx9es+/iCDZX0L4J9gsxm6PQ0G053NiOuQxciJSNUlHSw4joiodXfuRqoGmqkwlQtoEQpDSHsxXL/e0zR/s1G5OubEXn8Nm1TVqC8v+0F7ToS4RvxCMAg0jr647xGHMK0YRlwZ5iPdEBYJ52IOgYhO2Ym7ATOL7kgFpPnyQP0CvFfAD8HPg38BtHeX8H5FaySSD6oSDcVieQisJg1NwLXA8eBfYtZM5VemzgAS/oVVV+xJHZ04nPUED+bGazbR3VPVDfATUNbPqwEOD8EdiD625dP6J5CRGDXaD/7bZ9mgfcGQoh3Aks+9Ym/tUIfS8NgEexzPXEgBKfv3xHCR0lzItiuPz6XGH8Ctj3EcyU+O4BDilLKDKWUdUopp5VS2oF3gC9p620Ok7Pdoi3zn0jrq1Bpw88ZRi2gRC1gNb1pVSuUUlYFOaoM6C6jdTge0dqQrf0M19kMdJgZyvdBdED77G8QHdNQbTgAnEXMc3AjOnXHEJ3taWoB+8JsK2L3HbWYErWY1WoxRWoxq9VCMhGjSBOgx389KVFp/DXVyiqqlWLt57B/xyNBUVYrwGe0XzuB+1V1VZOqrvotosMLsERRVidcivZJJJc7MjIukVwc4rSf4xHD28EUzPjaroKT/x2/7siaKbV+y/sTgEDfiOnR+PGpefrjw1ropB+Gkp4xlCiyDhFVi0HkoS5Si3lrDcxgoGhjg1pCsvIIcA+wAOHTvBsRDQ4ZJT2WNb7rTEbugqqUTHNcZ1vL5FOHjuRVHHcRPr0hMAKbw2jymMRozmil7ddyfqksA312IrA46DM+C7xFSmlPiXb/c38EERV3ICzzShDzGZq1f0+9ULCYNbAKyDnnHNE1MfrLWe91TjlNiEh1pBH0UCMAoaL+hLpPzjSaaGxfokx8und0QF3V/7kTwntQ933PvfcJPo2LKlI4QiJ12p+3MASf8kGMMIT7fJ/8dAtdVwCHCOx0D6azMVyMQkxeBTipqqtcfn97DzHJNQqYhqhcKpFI/JBiXCK5gCxmjU9kXBPJ+t5ufXTQon7zW0MNo5/2jFoA6mt5+hP+qw4o6odIxM4dfgw4XB+5Bd56AEakV1T9+idffYpwaQgiz/urQZMya4CngnPAlVIKr7/3D1kPPP1j64iGqtaqpMzEnZPm3HpqxOiuJ5bcs3FDKYWhBGZPakE2U5lNLrEcJpYyfCIpm3gq+qQURHpdBjrPJ7RzFKpEu78Fnv+5r0NMxpyGiPq2ar9bAO5K+8s4RDpRM1BR505bcGvKv6zmRkfVO+0zfVFi8OtMaOdlcMI3TDoK0I64nmI/ZxpTOVYzD5fH7r+eoqx+JJwgH8ocjIB7z8k5orBRxWxglybII8o572ff/e8/vMVkn/z0FF19Exen0z0Q/gWqQo0o+Ui9CG2RSN53SDEukVwgNCHuExlvAocLHSWjVtp/Q4LXfvqoYRzfTX74mwAmr6P0xc/f+f+09W1Ent+6DBE1nqJ9rqVSzepUPOrUPP2JV/3WG9SktUEwlAlykeTxDsoCz+vVuxFpCOXAU2ErajZEFCVd9vqVN56O6eqounX7i9PjutqzKlKzXE8turt2d+EcN2Hyln1CS4uElxMskqaSTYWfuBREel36Pc+DKNEefO5diNSpdfQK7wYgwaLrvL/elXw4xdjQAtDsTjQnRDW1XmPdlv9O+8w6v21M1Y55qJMsw0X9Ddoxi/1UNk8jMQae3rWf3pQR3+eFvaS/kG2ii2yyqCAwkj/wHIze9pRSykxmAyr15JMYfjTFn6HO/wjRMQlrMWnC0f0988+3BC2+UJ3u80G51A2QSC53pBiXSC4cfUTG/K5tqWVROVzpOuRzsAAgVm23DdFRYypiiNiBeBFb/uT8gun/zP9nY3CifqgMeoJchMcZHAl+mn4t8Ebgi5IPAzlAxca5i9WNcxd3IKLODggQ0suUUrh557p7lu5cN2tcxXFSm+t351Uef4IdaugodiZ2/MVliFSWfkTsYCY++kq097HAC5cqQdC9umjneuMdZ/6RaT3dlmazNGeV35Z1xDzb0dLqibekGOpsfrsbjfAnL2fokyzDRf2zwa+tdW0mthzZzrYTdUHr5WjHHShk7SxgNlb2UUVZaPE+YHvKtNGDAgowkQmUIiL2K5RSyrXtFNK3IzLUlKTgz/lbTBoRndKzwLb/xn7Ueb1hmxr0+QvV6R4I/9Q6W9Df4v3+X4dEIumDFOMSicYw2KgF00dkpHrqzdV6MaI7wX2iZX31bavRRCYZXx7QUSMEVkSU0DcJz7HPM7PrIcd99o8ZNzXjL7guQB7pUC35IjjOoUTcAzgPm0j/fdvotfzztcUOTL3+nS1XfPv5R8c5TObWs6kjqU1Iuz6+05518851lRvmLrGyl1ROUkALmbiIw4uCEFI1jMDObDKDU1nCidhI8421Eu3+kdE+FnihUkmUUlag3auLdq5P/cHffzY7apzL1ZidYEw+XWeZ8PjJ2XN1O46+OXPu5Hp3qh1xz1oROeaHOb9UibDX2r+tysT1q+jtzASs57fPZpowUs+12BlPDF2MZzplvKKtE0nkOLA9ZdRRhovRvMcoYukdPRiLcFXZDYHXkKGlbxHiczvRLCb75KhXb/N1PnzbHrZO9xC+O6cRczmSgLGKstrolzc+UfvZjbDRlEgkQUgxLpEwbDZqwfQRGXX6FEeCtzl4vfOJZtmBRHpt6cyAstsz5xwZ6uohbrMHpYhFiHLoVyGKeBgQhV82Ar9Qi2kaQgciEsJFgncoRUEpESFEgi9NYEHtJt3dFcXZyc6GmWXRo5Y+dlX8gyv2Dlh5MdS+FbSJtwv2bBq9aPfLUxa/sS5W1eE8NWJsh9HT3eEwWTg0ZkrqL//w3coNc5ckUMpsGvqIr7HAWJpoxsq/iO2JFLZoP8OK2KHkYxO5BV7PvXrn5ufy26LjHJ1qamOGvjLVlWQCnI4r1x7Mabg+6cSfqr9aSW9K0Bl63TJ89Cs6Q3R6S+itWNmfqBxodCCHJpxUMQs9DqJopQszsYxB5CpHmu8dej/X0U5g1DoLMeqQhXAG8i1fxtA7k5F/LkMtoVrpO8pxnp3uSFNsFGV18HV8GTEaYwEeVJTVPwPuQIyeAKxT1VV9Hn4SiURaG0okPs7fRq0vfazMXrNcVze6u7yOCOzNIuQAQsx0IV7aXdrvB4bc6kC+hnjBTkC0NQYR6foe8LZS1MfOb1gIY4Hny2tOYGBrwGULajfpVh3/caHVbTc3GRPrU111zGx+635tEmf4fRcE7NsnHkqA+gV7No259/lfzUpuqffqvR4PKkr+2aPZifaGGGO3y3EuKcOcV3ncAjyCgoMxHOVmnkTYMl4NVALgIIGdjOnZaROpHGMKp/m0UsSqSOwO/VFKKdRSXbYCP0Y4q/RY4CFKtPdHz72a0Vhja4hPosmdpNr2t+7QubxdjjSzKbqi05RgaLnv7ZEzv6oWUKRZHR5gAEvH4HbS16JxCeLa+l/rvjn5YpJmX1vE3smb5diZih4HKnq8GNFjowUDMIOx5HE7y1jBF5RS2pVSXEop55RSXlJKmdWznzD2iyRiIXAyoo1eG0gfvo5IxDaGQQzucxlqCRnqajLUIu3ncHSKB3wWakI8+DoaEBFyEJWGmxAe4yAmS987DG2TSD6QyMi4RCIY6rByWNazvGQxawIiVyXmwqcSmu0wfNEsXxTvIIHRwqGK+2CcwB/o9QGfClyLyAMdhXDweLTPpwZRSj4cwRF3LSIeaR5uzt0VxdltUXGOVoPVAeDQW+zVpoyUMOsH7ts/PcIvkvv5l5/KHF9xfPe+/Kuy2qLjxlpcXYorytA9su5scnXyCM+IxmoHvkI59cxQf05bz0bnglLE48AvAWgnAxBCvIrZWFBxco5BFnsKMapjRUz8e56BS7T3HK8vDeZE9jg1s75Kza05syuv4kQdwgLRBjSHmBjru/+SEMI1BTEpNJz47xF63/v7z/I++8rTM7PqKzOinZ136FS1DSHuXwl3r2jCO3xevcIdRNFJK2mYUTHSQQndwHhSaWUE2UGfCWX/GM5+MThq3aKdlxa/1UR6zVDTt87T/nCYiORZGC4n/gVEZHwp4tw2ApuAB1R1VfA2JRKJhhTjEongvHOUQ7Ge5X3FQ4ZKn2VDJOjlPZXeoi3LlNIeUXk+3IGYoOcTe+9q+/BZNfYVeYMoJT/I3NTBdJjKk50NM5uMifW+BS6d0Wz2eurCrB+WgPSQbS8WAxVOo7ntaNb4jGknDyR5dYrT5HLGmJ1d8ZNPHTyBr1BOsZ8Q78Xc8794ugEb9eRjQcWCwh5KiTDvOqisfTpCyB5FpE7EI/zBfYQr0d73OF/5q09gu+jNDQ+Zi6wWUHLPT/64f1zlie9l1VeZaxNSW1665paybVfesEQp5USI+y8HqFj91AMTH3jmweBqjFZgHjCPZOVzNKhPD9Tm4LYoa9nMSBYTh44OOjhIJXV4ABU7p4nM/jEcwekrvnSdwzSRhp2pKCTzLpuVRyiMyMZwiPaHF5hInoVhJ92q6qoi4JsQcHyrlaJBzduQSD5UyDQViUQw1GHlS44meNYifKIPaf98Oe/nVZFPE5TBw9b+NoOhol0RpfwMoSJlOZGnRKwtix7lMnqdVhVw6oxmp85knt7ydmWY9SOlvCPTPDp6Wlv+uLHH1YYZNqfHrLfovd7uwrLDr2c01d4XLqqrFJGBSPsB6CSF7wLNGMmkGzt72KW5d0Bkede+c6cgItMfBVYA9wGfQ0yuhP5LtPelIUzVylDHlawU3vXqs58ZV3miRu/1HMyrOF778F/uy16wZ5OOUCleTXRxmgXX7dx2k2/RcwvueCt5Q/3D9J4bEAWaBk8ZT7ANBxsoYyvlVONBdIAO8B46tYBitYAzagFOtYAjCDHuwx16o4Kg9KVs4CTwXZpoxc58OoF3eY0yhP3lAKlG51OR9QITybNwwO9iz/HlMJZFjOY2bmMBzyrPnlfqn0TygURGxiUSLu7w8BoW94mGhfXFjpzzqe44EP5RsFjEZE4QovzZAdb3EUpcDrbNEdv7qcWUPHZV/IMF7aX3V5syUsxeT93cljdO5DrOejmPDtbxL40qiT/adqfO4WmLU1trrd1ehz7XG9c6Ie67eQ8fC7tdpYhsYDOiOIoX+Iz6aV4DXlMeAQIjkamIQjwmLTUnVDQxuKx9LUI0mQG9to8W4N/Ar9QCTjAY/PzYeyLwwnFFRDd7vxfLqpMyjB59VL2iQmuMSAm6+5Xi7M0zFwaIW6WIQrLJYjZWNUrx+Jb/evG3dI3W5ITMf1fmVn0iC4DqpPTcEaUUh9hfv2jpIZuBK+i1onwXEeWv6WlLP/aP/W4/lBONEJ0vExhJhoG+e6O5hzzGY8WMkyhcJKAQQyfXKM+yUr3r0gQCtHO4DtE5ykKMAPwu6B6MrFZADjpmU4gLB13UE42VJO4PM2oikXxokWJcItEYolvFoNCEeJ8UjjUsfuQ8Bfmw57z74Ru29iKs3GIQEe+1anHIyHikKT/9tzko71yFtcpiNeI83BV7H1tLsnIiaP1B5677c/DhSYVpW+p2j/r72SxzrcPmSDO3nLp71OHaG1MLx4cR+UoRExBCPBsFL3N5g5lMVEo55jeq8RBChNsQUe427TPh8sf9z90R3GTQiYKKm2aOk0odMdx3voInApehHBWlzhVltJjcLgdAW3ScI7mlIQV4PWhzy6jgNPuoKp5dNHfu8Z02verl/23+1+jTuaP2/ejZhxN9K2654saGMPsL18bea3wdW9jWY0HYRyhGYv84SPyvRSrCF9wGqEpRGLefUgq5ggWoNOLCQCJjUfBSTTNRxBPPL5Rn4VIIcq1zsQQxwvYG4vwtUYo44TsWVV1Voiir+34XAyuh5lBINi4cuDTrVQ922olo3oZE8mFCinGJZBiJIAf6QkWwL0jOu8ZahEPHAiBaW3YWMUEw3PqRRLDDtzlM3rm6XnmEhkFYNkZWcXMw5NTemFpWe2Oqfw62AuSE8qnnEUzAf4Fk9HRzHS8zjYMEelL7Y0OMOLgJU2VSo/fcNSF8K5KIQo+LToTxZAVQHP5AIvTVH+h+LZ9+7G3DlivnFwIYu10Ok8tpLcsY5aJv5yRnUc165537npuQ4az27LNOL5nScWjid9Y/kvyd9Y98FcBhMHmfu+nOxq9963cNAxy//zEE3ifTNXeWbQHFePqbPBmp/WM4fNfCCMxGWIw6tfaHm4i7DJUGulBIJBM3bhRUbMRSTRPdtBHH17g0aXIRPaMGmEwLUE40M+miZ94GHszoGfS8DYnkg44U4xLJMBGhP++FiWA/s7uEKVn3U9dmBLWOSZmVjLB5GZ6qmybgBoQQVxFFXg4SFC0Loh3hugKiKEqonOO1cxt2PL6sZu24rK4qS6Uls2tt+rITO5Ov/SYXoNMyTEWdQnYgzjlHdAErsaOjhixgJnbuQCETFQtRdPJRNpDH0RDHA8ISbj8iImlHpJvkI7yxQ90fvR2eevLR00UnDr+8cxv9nKtB+OqHul9NwBKllJybf/Kfricf+VL8je+8VvJ23vQsBTU12d7gOpU59sHgc3tz9bqub5c9er1TZ27VqSrTW94piMITMG/J0O3WFZwp1WfXVSSfyhrrW9zf9yP0fTKdQvWu0HnyagG5SikGYHRyS/1vGmwpC4CkyScPvsC1U5cPNHKyWgkcsbmp4Fslr858bAnpTGUCicRhohUPp9nO2Z65En0nslo5QDuziMJMN05UdBgwYKIBDx0YyeqvHReQsM+oQX6H1tLCUqKx4sGOBzMezGRygktTJVQiuWyRYlwiGT4iEZDDHsHWPH+XMGf0YZZNyyYhJpXdZTbanQ+qP59VMthqekHr6xD2eDGIiN/f8XllhxJ8gRHtDfRGxfvw6OEV4/Laj42tM6XqK8xZ7kR3s/4HJ3829ljNS+MY5k7LMBZ1Chn1f672c+3Y0XGWQvQ40FPPIa5ExQJAN9Fs4JNs8NuSjXI+z1btN9+xuoEx9D6bjyDynQPuj4A5DkYycXKOPZQGTwDtRzxF2tkJvl9TEY4ndqBiw9wl1nZLLH/81Vdab92x9jSw7bHl3yr59tcfK/x2KYv89/nL0u9SEj8Jh97C7KZdY6Pw6AHenDC74uZHNjz7ya3PZz/++DfvnHN4V+LL3/u4ccLfj/na0N/3Y0j3iVqAm2TF+L/p850LHv0fAHUJqamEcf3xoQnxgPtoVumvlzTMGL//nau+vAgnHjrowEYrc5hAFM2UkdOneJaOaKJpI4WzxOPEjBE9bqCZKDrQY8XV8z272IR+Ro1GdDgj/A6pxZQoz/IgSdxPOynoqSOTE1g5r3kbEskHESnGJZLhI4fROJnIPGKw0UEL73GUsgBhEPEkxEEghNWbZS28WeZLn7ABhUr9rBNEUE3PR4jo/t0IIQ4iWnt3wAcS6VJEpu1gRR5ZXZVf61b0jTGeTnuMpxOAbkVvzeqq/BrC13w4Oy0h23XzznX3cO1S37D5gDnly1lfsobFAbmyU350eMdXKp68L+Hcz9LPJOZ41sxYXrN77BxQ8YTbDgA6ovyOx5fmEI84z92AB7gOOAE8FSqHngZ1dYgJoDCAeCJyERt8v07T/r8fLY3k9StvPD3hH8ea1QJW99vp6ThuQVW3H7JOmRDt6YwB8KJ42uLjnM3xibFPLP3yme///Wf2nNqztryK47FjK09En8waZ6T/70co4TgayFTEBNAubZkFMdLwT+AloHZH4dy7/+9z/5fn+1CyvaEBwkayfYS8j0ZXb138juHLx+lGwYgDL+DCTB5TKWMTYjJkj4MMXqCdJNpJooYOPokLEx6aOIceK1HE0TJgoabzI3wtgEgrkPp+hq8aexdrlVL6zNuQkzclkkCkGJdIhovRdDGD6+mmlQ7sGLEwg3n4TWQLJeaApy7g5M3+xXHQC/nmGf9J3ZCxxH99fxvDvnhw4i+4BhGpjO9uzWqNijvnv8ypM9nju1uzGP5OS592Ldq53vSNf/92PsIJo0c49hcZBXEN8YkPbSTg9IxxzsMpE6OS2xq83/vvz7N//tHvVeyeP+coThxspIyVPEavSPU/Hl+EcCXC3aMFkW+cipjEaQcq1fUKhBC5j315xTqKHkvFzgI6aeAYByjTrkn/4imiEZoQLkMmREepzm81/+vb3/3Wldd54oq8zhNm7RjNOlT99KNvn7G2t7R9fPfLMzLrq+IAunV6T11CahpQRv+uRsH3yWhgFiI1yglcr/1tO6Jy7OPaP679/Rs9GzG6ne4fPfvwtmPR40x15tQl1xaFHUUKeX+b2luzsLKFdq2Spx4HXUA0yVobr0AUz3oKKAWmoGMdXtLoIoZ32M8EuvFiw0MlLTw42Mmbg0oh6acWgNqghixYRCIrgIbgY2fgUYgLPjFeInm/I8W4RDJcXAfUI+KZekRMTq8t9yNAzA0PfYXViNGjGX9FJjAXOIcQAIEe1iFeyN84/dsFqqK8tjF9sW9LTyMmKE5G+Jg3s4ipRGGlHQsGWilhHrE4sHJPyLaEiWi3RsVXmryOBKfeYvctM3md1tao+Eoa1BKSlb6CYOhOKH3addvrL0z16PQNDCLSF4JlQHNuzZn9h1Mm5TbEp+iB7uX716TvnjqnkbdFfmy/1pnFoImfZxDnugl4E3G9FISndY/IPZY9PvXQmMn53Tp9tldRFpAoLBKBqVzBfGAzZTwygHjydQ58y3o6O2FE3WoApZRV9E07sgJd2t8+TYj77Ya3t0xFpDxZEfdRNaKCK8mtjfNbPpYw33+DUV7PE/YZVn/f8ZCEOK+ZCCF+CpFO06qtOgFR0Cdfa4PR0O0iyd7Ynl9+tOz+p3+8a8SJc1El1sLrunQWO+FHkULe387Y+EoScQK7qCcfFzbtO7FZswq8I6gI1B7tmotqrCXsVVcM0VudIaVh9dtJj7ACKQzfJHGJ5EONFOMSyXCRiAXYTj0TcGHDSAsp7CcRy2DztgdJYHRwxOjRTJo9C2vSbnqLdswGdiEEku8F2ueF7EHfcFvVC1M3pi9+1W/7VkR1x7XAMkyMoJMWwIKCFyN2ujADCx4b/a3vrSj79ZKetoSJaCulzEj43ZOxeqV7UmucVeeJ0isx7R2e8aeOOVNP1T20HIbbCaVPpD3F3pCcW336taD1BpuXngNU5FUcV2sN+3bsy51xbUNCsnF09WkPuyihvDc/tr8IoZ+3czixkwNUHMsen7qzcO5sk9vpaImx6kfWVRiAQhLZRSKvAjZyadZEaljxFK5zoK3Tn6gLNWIxSvvdDVQR4n67Z/0TVoRVXhVCENuB44hJwdHadjoROfLPIaLIwMARX//zeuOzW1760oYnszMazk3am39V+r/nfaJyd+GcDq1N6xCdnGy1gCKSTf4C1v5q8oIFya4GfjX63p4UHG0X/p2zkCM2rWlZvwOWkEgzieyg975/AiKoxhq6eNZgGOyE56Hk2l+IFDuJRIIU45ILwBoWf5b+C2jkL2f90X7+/n6lnEQSSGS73zIbTXgZRN72YFHVVSXK93avIz3+a8SasnAnRHHG9B4NsacQqQ6zEeKiYEHtprjl59ZM+ljdK2cQL949/tvK7Tx9QFWU+QjxEvDC9UXLlFLgNAvpogW95h9sATpp+PakxwpXlP06koj2xOaUxBn+C1qt1qi3r7gqiit4UCllq1rQb2nywZ2jEOJz1LnTm/MqTwRXXRxspK9H8F5b9saRtNraxjOW3GlVlkwT5ZxkcJ2u/sTOMiDh0JjJ+Sa302FyuxwWZ1dMdVJGG2JibY/zyg1vb5nKtfNXVSWmT33l6o/lrrl++eHNMxeWBW0vdAEbEd0OHzENLeINCCHeghDTPfcbYvJpwpxDO+3aMan0RsxF1L9BLQp3Qnoivv4uNbEsVd7mQfXbfTzkSx6ceHVugzWZ2sR0e0pLffJ3/vnL3J/rdOf2TJzVpG2y9/oGjb5UWTJNL2Us3b4xfXG4FBxWqWrJaqXviM2mZx8rCZEbHTa9pk811tDFs3qIoFDYYMX1oKPcF6sw2jC5Hkkk7yukGJdIhg8hpt5lFEfJwc5InMTQjYIYLj+KiMy1aOsPS+ELpZRCPjNrCb4iHce4lXFks4cKzV1jF5B/ZfO+UauOr7aO6Dp3eISzpgxIRwzlb0MTSHmdJ5woymaEIOt94QZX31O4AwuNuAAjZoyY2c9uIKe/iHbPCME4ZpDJOtr5I9exDZHr+ywwHfFcuh0GEOPhJ6CFxCc+fcKm+vHEEUk/Tci1VHcdrlSy289kjJqq93qSf/OJr2/eUEphhAIgQEDndRx35XUcPw48UrS/eFDXVouOhy5qlAzASp3Xk2pyOerjO9vMJpfD8+fFX2hFiHEbwII9m0avenp1LlA+oqnm0Px3XmsvKC+d1K03xG6dfuMBNPEUYqSmBCjkE3waF1WkcITEoLSmoPPo+12bKNmA6BBchRB5KiJR63XgqRFNNcsYWorDsj4uNV1Yrzq35+FqU9pxp83Uqlkqzpz13u57Eu0Nx4/kFFhNbqdZVXQ1Ddbk0Z/YvjZjz8RZu+gt694byfW7V+8uCpuCE9DGVWro+zvS3OiQ1VhDF88CIi4UNlhxPaQo94XO/x5G1yOJ5H2FFOOSC8pyxMyzDwM9kaMDrKWJsUF/TgLmICaRPcEg0yEGSHMJHqKuowsbE8nXxHgd4PreyV+os5vfOuS33n5ERvs0hDiwAgl5Hcf7jdirBZQoa9lMHldgxUoHLeznXcoCS46HPIZsHmISqVgxY8fBKb7CI5xTiylRSnvEOIhIa3j6mYDmL8iDz9tdn/xLyaKbWAI0189LOVTarbYnv9w0o64sw1JhyW4pvuJzzbtT5lw3pu34Datr/npw3rFtpjHPlFuT32qyW+qcBwgW/IPIbY8k4hcqV9d/P16d/vEke2NagzWp7s+LvrB9z8RZEwDrrJI3u7/8nz/eNKfkzXEpLfVVCGcWNbf27Knc2rONW749v9lXLCmEY85YRGXV3Tg5RxQ2qrQ0k8TetKZ+2l8OzEBExJ2I+ysaMdmzxO8YV55JG5nk8yPPaKx27Sm4+sEV4a8yQA41ZGlCvKeK462lazL3ZM7MaZyQjMntdBi7XfWopLn1xvHjqk7sqE1IS22LjrOZXY5T0068G6u1pYbBTQYd9jSMgGqsYnL0Z9RiXhzgY2FTUBQxpnAP6VzPVaShUEESu7X89fBtH/45GcPFhSqKJpFc1kgxLvngMMhI6YVALaBEaaIU8cL1OSf8BvgUEIuIzl2BGM6PKB0igmJCgUPUKRyhitlYSUWkAliBhDlNPakCPuoQLhMzEeIg8hdyGU9Qxkpy0FFINtOZx1hcuPqxYxvNPcxgXI/bTDRmZjOOd/iyUsrvgLu0NdvoP80JInhphzpvFkvn/fUNyYdTkhtaAGpvTD316sybxjZ2JDuf3PZ1FT3ecQlHOhdn/2e0/l33R8b8rrxeZ/N01dyYkpi6o6E9psqxkmRlHYjqjseyxnd95yf/YcPcJRag/NHfrihZsebXy0hWVuB3Dw5LxK9BLbmtlG/6bccOuK8q3TP9vmcfitZ7vedG1Fd1mT3uXESnTwc9HaSyfs5dlnbOsyillJlamkk9+SSKNBNgR7j2I0TsPQhx6US8V7xAI2hVJBvUkse+vGJdXEfr/aOrTxsbbMn1qz+7qmLzzIVLvl3KiX7OQTkwE71fFUcj5rHnTnlO54xKS3E3lJvcLgdAhzm6Lam9Oe7oqILU5dte9KWK2YBm3wTU/uh3ZGIIhOhAHwV+ByQjUlOWq8W8EsGmQqagNLckTEWMbE2iBngLN3mMREcCsJHEMPeW33PyWNb4ru985RddG+YuyQGWUdoT/b5UDCWXXSJ53yPFuOSCsobFNYiocCMiHeKh5aw/POw7ijBSepEIcE5QivgtQoBfqS3KQIvSRbi9AUuS4z9EnUgdekqoIRM/kT3CGTJVwAmsG1SJeXoKeqwjg/tpx0gXdeRQiZUlSjhxNY5ZdNOKS4twunCQzTSWkg98WVurGliqFlA6QBNCvbRNwBKSlRxC2zS2pKbUGk+eHp+VktzQU86+2Z1gjvO0pqDnLHocc7LeyHF0m7sKtx6x1cSmx6Sba2p0btXcdGVCVkxVdSVwP7D9D4u/FP/k0nuWVyeNMOm8HkVVFN2PP/uA+rcFnz73rTWP/+/OzX/rvQd3qIOO+IWLRGsC+B7gZoCvvPT7toIzpW/n1p41A1eHOCc5CPecz9KgPh3i3NkQgscGQDcuUsnGSzaiM+kTqCHbr/mL+8q/mxFpM9VAB/RWkfz21x8rRHT+fJ/17bu/qOdaYllKl1bFUUuJanQl1Vm9rRnGbiHEARqsya3RdRVmndcT0AlF+575nc+p2t/saBOTffdr2JGJQaIJ8YcQFpVmRId3POKd2wgsUot5K8znAq75C8WhU1AOvTc1E8hF+Dc5qSOKOvTaenUhOxF+z8ljWeOcJaMnXf/t5x9FRdm+ce7ii54SEuIe70Jcmxa/1aRji+QDjxTjkgtNmt/PTwKL17B43nLW7xvm/Vyy4c1QL1D/fWoRt930ivE6GNTkzYGiRX2H1614sfJN9Rb/6pjQZ73zGYafzuDEVQIic17vt0zts1YG8IpSyg1qAYf62XuwQAmoDElom0ba2uLr9TpPakCzDM2Os/U5Ub40iKToenODM8WTVlWv2qPjo9KpQef2Orpjo2wIkWcEWvZMnHXTobFTY/231RKXwLt507M/+8OnPxvl6S7+1JZ/NdN7b4S8hqFEt/b3cJFoEKMsOwB7dl3lrVun3VB4+5Z/JprdTt+2KxGir4ler+17EFaVweeuBbCRgZuZzJ5Zulv55JvPd49srdA1p9pmt8XEb/n21x/r2/4mTHSyRHmEHO7GSwxOjAGiyQoBVSQHHfVUr1XYPvqaY3XWtPlnMnIyXyq8pXx355ySf1g/FX9f40Om9vhYq8tgsuu7uxPqE9JS/7D0K+6rjr1tOZeYPnlEU80BtJEev5EJHcL9RQUSgXYujAC9BxiHuOPtiM64732bBOxWAqetbge+TohrvvHVxesW3bR+ibaeHbA2t9hGvfy/xblAHKLz4wXcjMDA1eSRzkqllO8g7tUGujjC65Q9lf25KzO7qpy5XWf2Hxo7eYLTYGp1Gs3cufm5CRvnLvaNJlyUlJAwo0W+zttppGOL5EOEFOOSC8FJRKTzNcTLOBtRaOOjCN+NnwLzw356kCilzJj5xO6i41nj4zssMTEenV4f7ejsHHPuVOUDT//45C3DtaNQ+x44hcTnnLBc+0gn8Ln+JmyFoN/JWRG7HAx/nmhE4qpHbKZixkIWdqpx04wHM2WcIoXtJPJrRCTxVoRYeRBYQngGrAwZyqbx9Z3zK25d/C8rfm4xOabTdc83f9qGXkRfGxxp3WPLjsWkltcyzt4WZ4x25rTnRrei0oQQ/XUAoypOxT/4xx85pr33rprdcLa7PiXN+80Vj8e8N7owyqvT655Z+JnCT23516v0nutQ1zBklUzot2APfn9LPTxqYnS0szOu3pYSnV3fo30btPOwh14xHh3m3InvaCEdM0t38731Px/RZEmkIzb6TGpLXVRBeen9N+9ct2vD3CW9EcsmUqlnHt1a5+cg72kFrsBIrXZscRCQtjTgJEP/jsnNO9d1PZmYljWv7I3Tx6LHrYmvaJ06be+B5N+M+nrrhowlv7g5a+O4uI7W++2x1jF/WfSFlFOZo3Vug0n/t49+hm9867fpiGqmm9Xe89YMTEGIVwciYp0FHCRIgA6Do8cshBD3Re69EXwmZEDh2ec/X7jopvU939tzNSO6/vzslzlzdgyINKQoxP3cTSImRmNCjIj4yMBCBgu5rv3NmJMNZUmuyuis2W6LwZToaKpti44jo7Hapq17MVNClvEuNo4yhRYycRIL6LHQRhqJzKecOFF9Vk7elHzQkWJcMuwsZ/1OYKffohNrWPwFeqNkwUPp58vEPQVXj/Rf0BYTH3tg3LQJtz744nhvKVcNp01eEP1G5AfrnBCGASeWRexyMAjv7gi80SMVV0JsGtlOPAswkUENRoy0kMoJYviDWsAxpZSHEWIcxJB+/8cR2LHoUxkylE3jwcNXeqdM3P9g3thjhb7jSjC0PHXq2PhxGLkfGyntr8Xal2x52dqeFONJtjd0K05PTPyJ9nhdl+estq3KYzHjUz/6xqZ4k8fp1Xs8ni5DtBrb0qFfsuM/rvdGF0YBRHm6PX7nI9w1DCe6rwU2BB21v1CqQHQMZv/jI7e3/uC5n1qOZY/vzqqvRJsxrQBfRLibAHBqxOh9Y0tZxUpyaKKdbRgoIxvReX6JRO5bvnZNRpslzhFl8dRYVGeHw2ShOikj5Zd/+C4b5i5J6GmHnWlEA/u0zs/bvAPAFVyBkWx6xz/+pZTSgOgUvAgsCHEO/NNIejomy19fs+DNSXOshacPV+VVHK/N6zzxKmCb37ClWdzHPXaCz+OXDqNhAW4AdiilzKG34+i7F6DXhSZAgF4gR48DCPFvVIu5ItQKShHFhOnc+hcKU37IKsQE5wzE5Fsj4nzraQY200ElJbRxgFRSWcBHSCIOHbp/L7g1+oe/+UlzvSnF0emMtrqijOaUlnqqkzJatP1dzJSQHA4ykUbGBCxtJ5F25nKKTOCranHAPBeJ5AOJFOOSYWcNi3XLWR8cCVLD/P+8uWvTM57suoqtn/nvM6Oz6itr9+ZfdfqzP3z6+jMZo9K8Or2OSGzyhk749IOhOSf04LPge6GYnHM1I9qfe+FzhncOzOzJAR/GokF9iCTiT2TuE/6dlVQMNE47/Y7N5HSOvn7/1tqr39t7fErZwShlTflo4Ht+nzvlm2h2zpQ+9c3EudYncu+xb0258QC+ToF/xyJZWUWQLV04m8Znbvp8CXw+oNS4ehclSpHwif7Y/s1LGi3JZWl5Na72uNi4uBPtZnNVlyfKpcagRezPWHKnjWs85m5NiDcZvS79wfTClvKMHMu6a26xAphcDte3X3j0lO98BI1eTKU3Z7mQIK93esVif7mzCQgrQceeibMcP73zB9z+v3/EpzXVNuefPZoZ5fVMofee7zqTlvPixGffM2ifqyARK8tIgF6BqZRSOK35wG1N8Yn1HcaYmJqYtByn0RRjdnR1zDq8ewTwAL7OTzsmTrBdc+sRvM27GLAyh2uCjicDWAosQkzSHU/oEZyAjm1uzRnz2dSRrYfGTM7PqzjeY7N4LjF9aqbwQ/dto37c2WO19/znj+bJZYcs+ybMcD70mQdGdVpiUui1ySzHzli82FDJRKGDGFox0kRfAXqP1kYzvd7pvnSjSL9zu+kdkfBF4eMRVo/hGLBzq+F75rytbTMTnxivwk4Vb5PGOOawiHQa6EAhSXzwhG1cQ1x3m1kFR0dNtMOc3BVvcjl47pav7ieU9eOFpZwoFEayj6nsZyT1nGUsm/goLuIR6UR3A49epPZIJJcMKcYlw0JQUYq5a1i8EWHhd0Zb9rjf6m8M246TlcJnRMpLCaKi39R5B3dMX/rGf47/+rYVvnz1/m3yzo9wL1A34jgH65wA9PUWHpF+zvq9bzycADwSVOzjQjFgDn6E6TE+4ZAKzJ753m7lB8/91F30w79GvVU4Oxshzu4ikI4vrnvyb8DKM+aRuq0pN4xKdjWoPz56f2KU192+OW1hqIJJITsGeR3H16nrlcLAzYfuC/ZM3kv+q2jz8YAVFUSBmrUkKyeqLJnPTGw/7Ixp7XRe/exbKU0JySN8Kya1NLiKf1b06g3vvn4KP0cf7XyB8FQv19rZx+tda/tuejsXoTo6K7VzWg+Y90ycpY4+d/rAFzf8+aNRXo9/Vj6AqcMSMyv/zJEdB8ZPa9GW+X4GVJcsyxi11NphT2uwJicAquJVvQntzeo/53/qauDHiAjvY7yKbzKwP1ZaOY7IS9+KmMQZ7B8/Uy3gW8HnXiOgY1udlNGS1NZoOZecafMtO5M2cvRrV87P1c5fBZBwVeme1Af/cp9RVXT1LXGJLVecOGD+9P/+5vnz4i/5PubmbUpI5k70OLBhwUsMXcTj4iyxfaLzCxD59nZEhH02aB76kfMEIlqfSjppTCCWBLwkiH2EibBHaq3oe+bUIc7zLYh0pw7gv2QwnauIx4GKBzepGAHoxlt9YsSun479vnLbuRemFdSUdqW21u/+zld+wca5iy0EWT9e4KrB4ng/wXiiqe853vE42cWfaeBebZ3+R8iQRYIkHwykGJecN2GKUqzQ/gXTDHxnGHcfIBodBtP/dhXOzv33vE/cqP09Epu882Etga4JvslUU4AY+nFOGIBL7bcbMuI/acKBqWt4oCcq+UIBa5ezfnU/2/EJh3zAcftr/0xrik9UZ5TutR/NyY9qsCWbHUazXqd6Pe4oYxlClP7qyV/dczvQvC/hqilG1e1w6i2O9qg4891nn8ranLawT45vmHz4HYi888B87IEddvqPUDaoJXcXsW5B7aaxq47/uBBVScRvWmqjLdm45GfrZwP3hRAFPdd10c71qbduf1FvcjkzqpMybt56xQ0bN85d7POHfsRv/T4dHa0T9Dgi/akOePeXf/zOLWa305crfBciLWQW8N+JZ0rHbvj+zbHZayuf9GtLQHqGWkDJYzHxD6a21P3e2tESFdfR6px86pAp2tk1Yvvka9pmlbyZtbtwTjmwkutYxzaW0N6SRH1VFiipxMS5eK/yQfXeWf6jDkcG4R8fcN6fW3DnkXuf/9V1mfVVdjR3lHPJIyatuX75Yb9r0/KFDX92VaRkJ5m6XfU6r0fZmz/D8upVC23a38X3fxvLyWE3k8nCiChU5cSDnRjy+GFQdL5B2x/05nxPBTb10/YAtEnb9zGae7iCBahUYuUAibgJk/IyCGtFf9Fejwh4WPF16MaTTQ4JGNEDKQC48XICO2do2Jix2LoxY/FxtEnk60O0P8KRsd71hyCItc7pz4KPl4aAuSL9pvQNR0pRT9trWsfxwPox7D2Tg9uThHh2bwJWqeqqwaYWSiSDQopxyXAQLBz/h3h5pSLyGU1AFSJl4yfLWX92GKMuPaIx8eWmbzXHJVj9/hapTd5wk4cQ4hDGOUEt5roBtjFo54lhpo8gnTLpndG3Lv5XLn5RSeChNSyuREQQy+lbptsnHFKB+sz6qpjy1JHeT2351ymLq6uj3RJrnXNo51t1Cakzr/39zgOIa2ZGO/62qDhbrKfdDtAWFefIcFbbCHcegvPhRerKUDo0kUQo125OW7gSKPnjV77cYvW0pOwaO0v5/YqvtzSmJs8i/CTUHKBi0c71qT/4+89mt0XHOWptqSetHa053/z3b+YrqJs3zF3iLyRCtlMTMt/Ez3M8tbkuBcCrKA5dvfc5bdWtJCvHgUlZDVXpYytORJ/MHtep/a1PCsSKPz629sZnt9z5w+cezppy8uDo6qSMqNKROe3TTh40/vP/PlV4Mmus+ovbv3ts88yFhfx+9zoMpvuJTTDi7Khn/7YKzpUtUZTNJ1R1VYlSShTwceD72uadBM4l6fe8b5y72NVhiTnxx199xTcJvPz+ux86s3X6jf6e6eSdPeYtzclvXPm1X01piUsw+5bb2pq7WuIS5qsFlCqQQzlllHPK76MKkB3gOCSuzwFEJwZ6xXgyvS43EaEVsqoDXgZarozdk3qNdduUuKjW1PbuuMfXsOubwaNckVgrhhDt7yKi8C5AwYoOtaczITCgIw8rh5nMWQ4wcJpb4DN9NEbyGI+VZ5RS1uEnts9HEPep5iomu39N+7UTMarSH+cVtOhpe11bB8v/dBNNHcl+f84APgcsVJTVs1R11cXKpZd8CJFiXDIcBAvH48AJIHs564uCVx5s1GUAQkUxfURqk3c+LEPYcO33W5Y9DNuNNH90UAyiE9RHkF49/c1JibZG/6ikEWHfloroaCUQVKbbL5XlcSCtKnlEx6jq063dBmOH02A0R3m63SWjC+d1mSx2/O6FY1nj2/Mqj1vjuttanHqTxeR1OeK628zVpoyWQZyHoXVoInCd8QmizWkLl21OW+hG5AKvJRU9vfdCqCH2ciDhzs3P5bdFxzlaY6wOHao5rqvtvfnvbDk4/x3f5MSBUQsoeezLK9Zl1Vd+Lb6jNatbH+UyeLotOlU1k6zcCaxBiMrxAN06vbc+IcVCr5dzyPzgrdNvPPDZ//41vTvKcKLWmjLm6iN7LA6TWW2NjnOOOXcy44Fnfmzs1htit+7dCf7WlteNS+Ubt0xjhPUZpZRR+HzLBe3ARqBIKWUBfp23Ho/vEGlPr19541N5B471nI+tpT0l61t8y86k5zhya8sdihD7PWK8JS7Bgvb9J/Lvk2+9XYjRnHSEjWQbsEwZfFGcHKDiytg9qUuT/z27y2txtHfH1evwptG3pH3EBIv2gO+1m3LKaAcasADJjCWWRPTouA1dJAWQ8P/ujCaVmczGhYNmFLL6iO1hGcUb4mT38w1aiLY/sP6qHiH+kfy3ufcjW1j4mypEwbYM4Ff0Ti6XSIYdKcYlw8FgheNwpmD0iMamjyc+3mU0JxwYNzV78U/XRzfYUhYQmU3e+RDqZfAUkK0W09MRCRbBShGFA3Q8BozOKkUsQlgmXoUQDQbEkPVG4BdqMU3+GxyoExRCqK9DqzQJlF8x+Z0zCbZm/6hkPsK+zYxmJ6gtD66CuYxs7Mwl4aUrbil76F/3ZTfGJ1nbzDFKYlsTtvYWfvXJe/f7b+M7X/mFYf0PlybMaN5buTXlhsJ4j90U292mPDp6xYng89CHZGUx8A1Erq+Z3iqUe8+YRzr3JVyVeZtwrgjfGQnjOhMwHL+SfOCfQDFQi4hOPuy3+qngz6Nd12R7Y2pjfGK902A0Ow0m84yj+95lsCMfyUrhCnFfH0LMT5gD+NKzniUoqlidnPG8PdbWQH/2l1obU+wNdzTEJzUWlB+J6jRF4zSalbjO1vYojyeqMT5JvWf9E9atTOq9968bl8rnr5lNu9PB2SaFK3OC89ZjzUrX8htsm+3HHXmVJ7sm/IcQEdQ+kdJSCpXAyZol9H6X7YD1rx/7XN3fH/w0TR9P3NNpsrS9nTd95I++8PC8nVOuyQGSEu2Nv961ZfaR09GjFtQbkxteyLztwMb0nnSg4PvI971rRlTMTEMI8e2h2hsB5UDCNdZt+V1ei6PLG+1wqwazQeeuY/CTQgPxq6SpBld77eAh6kilDTNGKoklUftUyBzsPmkmo+miTJtAPJF8XDjoAoy00Pd7ft6jeOcx2f18gxY5eNUK9pVPBSBK5+YnSzcRbcxU1VXfV5TV30LMe1iiKKsTVHVVc4TblUgGhRTjkuEg0olHPob28A5X7t4vimlxOcpnvffWnxtsKXp6bdQGnAQUjmGx9+sVwTqEYJsJLFWKeFAtDj30vZz1JWtY3Cc6GxRF+xpwU9BHJ2r/blOKmBZkCxa2E6Sl0QQL9SX4FSdaQ3NwVNKGiEb6H3vPdQwQ/xUcYhft2/JumPSDO3/a+PX//k5ZuHeTfdPVH8156uN3b984d3Gd/zY2zF2SDTyS6zi7bGHdptg3E+daH5jwoH1ryo0nCSOglVIKVz/1wP0P9Hq6++ipQtmpj677y8i7NzOEEZkQw/G3IiL+j4dYvQP6RiB90d9Ga9LjOq8nzeR21s04uu9dzS3EBnRp6TWB97iPwO9ALiL9q0X7605E1LtA25YVIWxagX3ZdZU/G2iEyCfKzqTnuqMdHZlxXW36lhibGu3s7Ih2dqpt0XHdDfHJysK9m+wwqffev3lKPh1OBy2dEG1sQThgLB9pKvOYdK6RJ7omWB2qRX+4c3LM8pR/Zf2veWHeoY5paYhRlceVUr6pnRv/4+tCfF9OE3hPBnQSX7/yxqcymmoBlkU7u3KuPfRG2RUn3t2wc8o1awAsrq4r8jqOH0JVX1NUdeo3y34zX1HVzRsylvS57kHR+SWI+3k/fpaZDCCgA54Zo+niJrK01JR6t2owd6tR5rGm44PvfPkTVEnzTMaohXqv544736juICmjmBh+yyiuRXSYJ/h9sk8HMWSayUfJp4oRGPFgI5FG6vCgks672sf8235eglgpYjrwX4Y22X2w755gyjlclYPDbQEgIbqJaGOcX9vfQ4jxKEQtg60RblciGRRSjEvOmwiFoz+Df3gHlbs/kzZy7LnkEc/e/+yWM1t3qOkMPkI5IMNh76dt43FgJCKPvA4x6coK3K8UcSKcEPT3Fg6DE/iDtq9SxKTRFxHHP4q+tmD9dYIiGa0IPlaHdhy+FzQEXsfAbZZzinIa32Be844X560GuLs37YA+29Ci0yMQ6jpYYfvjExRL3ljX46v9l4/fffCoMv7vn932zOcntZeOB4j2dho3py303Q+hjrE/gs/RXoTYsSJSdrqBs2iTUNUCToTaiFpACdteDMj3RojnUdoqbkJNOA36DiA6dYmIyK1PLL6LuL8eC9q+Fbi3v8mr/qLs5as/tv3e5381DxXTqJqylk5zjAWIrk7KOHXD/q3HRjTVnMT/fkiJtVFtd+LqNlOY6bsf6q+1bivQKd6zJ7omFAI0dyfqOz0Wd2HMgRsPdUxzIN5BKcBDSinPEDjhdgFgnRyzv+sa67bZFl1nVo0rI2pP26wJJ7ryf67tIwf4k7JDDfv9T2mubzqWPd54aMzkCW3RcebM+qqGX1Z/l/X/XRI2Hx8oUUqZql2DWfRaHNbTj4BWiii8vn7LQ587+9fU3K5y85l3chx/Kv9iV9NDyR1mc1eKQeeuG2s6/u4I0zlf5ytSwRoQFDgaMz41r+N487Hs8cadhXNnmdxOR7K9vtFhNE8ldOcQuunmv1Qpj/QZlQu+r41YSGckDk7TTAwppJJBEluJD3D88bV9UII46Fh0iE7tkCa7R1zwLDxrqW//ec9vMabuoLb7BzMCKvdKJMOJFOOSYSEC4ejPUKIZPS+MY9njU3cWzi1MaalTv7ThyYSt02+cyCAjlBEysL1fPw4IfmI+jV63jTRE2oQdIULOxx3lDrWYNr/f9yhFPA78Uvs9eEQgfCcom6lMIQEzaTRhphQHNdT4rxui0xU4cazvdYxkBOR8I1s+lgHNetXj8i0onldUvjt69u3POz+1teJ/I8cDOIwWCwv5GDYMdNDCexylLOLoZPDx7ATeBLLVgt6UpIgInZduQAjxFm0t30/fPRJ8P/oEXT5+tojHssZ3HRo7+XGd15Pm1enrJp86dMTPp7s3haivA0aqb/sb5y4G2PaVl34/Z8axxqzc2rPHgQO5tWd96R1rVXVViaKsfoTrxt9DvDmNnCQ9cRY9bfr5HMNFHF59Srd5m31+j+1jrL7N2+6NVRKimmMRnUkPohMzDuEzv9vv+Gy55pMJ19leW9LhifG0euLarVF216LE9fn/aYz69WnHuO1AGf2MUJhcju4vrH/y3Z2Fc2eb3E5HbFe7vSE+yawqyoIJwRaDfqMOx7LGd11137MT9hbMdBBocVjCXnTKIzxDiPSw+bWbk3908uFxTp25tdaUZk911Zsf3HF/+pqfLDs48/G3XAR2viK6z0MFBU5Hj1qAqr52aMzkCSa302FyuxztljgW7drY9Leb7lTxdRBVPLTjooFy9rKdCjz0DSgE39ci/cyIiTy2Izoh12nrHSPoOzoYQRziWO6m/8nuZ4DF/Y1cRVzwLMxnlfuO/R1RHRo83m4ISENShrJdiWSwSDEuueiEE7AASlFAfujaUC+MQ2Mm55vcTofLYHJkNJyzMsQIZQRElE7TjwOCTzzVIVJHOhHfuWSECOk3yjYQQULch9nv/8FtDy18r2MHGSylHTMNJGBG5WosvAXUYPPPbw/udK1hceG5mhH32FutN1fXjmDf/qt3v3NgJmoxEMEISCQv8ght03KAir8tuOOdn/zph2N1qqp8atM/J0fNcnn/sPurvjxq9ubPAIUMOjiFEYtWwv31EOcxFJGP6IRLqfKnr/tLMcJWzx//+y34fjyCEIipaJ2h6sS0UV++9w/c9+zDaSIn3WTZWTh3NrArr+J4PZCjnc97EJHnBoR7SIL2+2u+jW+cu7hu49zF/7nh7S2Tt3x7/gFt/zX4T2Z9bxWICY5bcDMDPeNIJgnNk+KZ+i/2NFaP23tl7L5qA+7URneSr9MUpR2TB1FN0mcfmArYro7bFdPWHadzqNHdQGyrx9puUjrVudYdhtOOcVmIUa9w3/9DD/7lvmyz23Vta0y8M6qtu0ZRIbm1kTpbSgP+HeHgkbeM3AUP/uU+432ff0jZVzDTiRgFMgGT2EMHIj/fn4nAxHcSprvqjCmHFEXnAGg1WB1xbrhyx8E84DNEPnroT5+gQL0xuUFR1alt0XHm2C7hNhTX2Wa++c31x/5205070DqI2vM0+J71bdO37+D72kZg+lkdImd+JpqrDUHf0UEI4uBj6R5gfQNDn9wfGS8d2N3z/4rm1qBnS7zf//1TlSSSYUWKccklIYwbQH8pIT0vjLboOFtsV7s9rrPNrJVxHnqEsn+6EALFvxKfi8FMDhLHcgSRt2lCvORitG2eGMS2BkQpIgOv51vo9ODp7ublvyYqMyctY+KsnvxagvJtgaeYzjLsHKaa+YCKCydgIg8bNbxGP9H724rWgxBjO+gV+Cu1zlZEUe/+XuSDsE0rBxJ+/unvH+vWR/3zoT/fd+vXt/4u9+tbfweAB533eNp4h8Hp0k87/m70/oIrxNXVI2J+kRFZFL9vOklgukl4eu7xYzHjUw/FT87XqZ5Ur6Kvva2IQrWvaKpDnLdMNJH0pZVPGl6/8kb3PeueiLd2tFpaNVGoVbF0Hcsa36W1bTwiLUBBpGHsQgjzqcCrfm2ybp1+4wEa1HCjS73i6hx5pNCGiWgUMRKk4FVtuubukTHlx5cmv7g91VBjO9414RNbGxZ0I0YBqhGjV76Jtlbt+PKBumRDg63enazoFdWjoui71agYVbU40ow10OvW0uf777tvXrty/skvrv/TeEX1RjXGJWbHt5+ujetsU3dOmn3sqZ8VLeGVv/YZFQCoSsk0j2ioqv/qS7/XfbZgZpe2rxagBSc6wqSHNRsTjf/MvD3l9nP/6vCdoEZjEuM6jnMNO4cawe0TFHgh87YD3yz7zfzM+qqGhvgkc3JrI3Gdbebf3fLVdwnsIA5ldCpU+pkTWBehE8tgjuVpfBaTxWE7DzYubH2F04jvQhIwVlFWG1V1la+zOFH72U2gY5ZEMqxIMS65XBgoJaTnhRHfbm8xdrtscZ1tivbygWGw/fNH6xxkadttRQxTX4cQ0P0OLSvKahEVnbN4KtFx+cQl7MeatB1RadFnk1aCsO8alHdxP+3Nptu9nShDEqqqcvCNlzCZU7Gl/oL2lt3E2soImpTZk7t5mk/jogodXYAOLyZcOEjBgUgD6C963+e6LajdlPT5s089vrz6xTPHYsa3f6fgF4YNGUt6I2qDi3Atw46OGqbgwoaRFtKpxNrn5bwWWHnHq89lPvTn+242u51G/43o8Oqiuzv1OtXbcdvB53X7x15hxUgLKewnEUskDfFF8W/eue6epTvX3Tyu4jipzfW78yqPQ4MqVhJC/CnEOfPSW7a8mQj9zc+YRya9mTi7MNnVoCa5Gt0/Hv9AFbDysdHfWrei7NdLtHXtZ8wjR5+zjJh0/4SHzmxNuVFE3+eyAmh4bsGdR37w95/NBmiNjnPoVG8qkPCdr/yiXWuLmcB82HxEhHw+Qvz07WyEivbvUHvFVSsGHBwAIAYr/2Kdik7JnFAx+Uff/b8D2udOPlk9f90Z55gpiO+Vf6n4HfTOH7ABXc3dCe2x+jZzhyfeoFM8Lh1qtzXK7qhzp0fR/wjFMqB588yFLW3RcaeWb1uTkVN71lSRlh3/7vhpe258d+tkp9Fsp7ezFDAqENfZ1tIYl2QZfa7MgIgK+9rUDDzaX3pYkzEp3qkzmo1el8OlM5rNnq74VGd9pKMvoegzIrMxfbFTUdXNv6z+LqqiLKizpTT87pav7t44d7GLwA7iUEanBko/Ox8Gak9Eo5HnS88zuvdefhlRKMsCPKgoq38G3IGYvAmwTjqpSC4kUoxLLhf6fwj75djOPryr5ZWrP2b7/S1fLdk8c2E9g8i/HAQ+//AqhFCxae2p7E9Mag95ERUtP7KHSbPn0VRzHbAda9JrwCREHmRYV5DB0mMLFmXIxuv1UvLmfzi4o5Trbp2Hp7uN+qosYm2nCOee4uQcUdjwYsFIHSaatQqFPj/q/jo5AddtUfX61O+f/FlhjSndALyR13Hcun7f0gRgoKhwaNqZyllGoceBETseLJylkFHE+q/mExQ/e/L7m31VKKtj00r/Z53fPdJRYbi28Y0JOY1nTdHOTv2B0c0nKWSd9lEbIvUiItRrFQgxEqDdmyCqsY5DRHtBpF6MQkSdu0hW+qar+NDu8X0JVz0+QqmOPT5xnP7h6+5z7M2YmcUhKr/NY4Uryn79CLDsnCl96msp83PXjFh+eGvKjb6O1kqaaCcRq+ZOs+vOzc/lJ9sbUxutSbXAIxvmLlmhtaUFITwc2j8bIvq5GWieFH1g6kcSNlknRB+xJxialx3/0eFx40NUM71557r2DXOXiGi2kRY8WLAAHT33mvXw0akH/Ku03tZBIb1Va63a/k/QO+lyGcLmUi3pmLplafKLU2td3Umd3ujueH27xxbV7Hql6WYVqCS8WOy5L3cXznl7d+Gc2dp+TM8+eEdOgzWZwtOH99NrpxkwKjD51KEjJaMmXXcmPdcetI8drOTbSmmflKme9LCxHSdqUhz16jlzhnWEo9oxue3giQxn7RMhr3lkhByR2ZCx5JH1/11SMiEwjSugpH24zzLA6FSI1LDA1LGhF20bqD2Rp4INkYBndO+9bEA870cB39X++agB7h2u/UskoZBiXHK5MPBD2M9d4wsDvCyGAd/LXKU3V1Bh4II+vZHiyhOgsI3cSdNwtM/EmrQbkQ4QUSQ2EgJswTzd3byz5QXee0vkyFtibXS123G7bH4f8XVwettZSikzmY2HFtpIxYQRDwnspR0h0p7pJ5c/4LrdWflcfqMxSfUq+jrCeI8PiiqsWFDxaJUQhSg3UYU1eFW1gBIazvkiq10Z7bUvXNv9xth9CVdltUXFjbJ2t5pT2hui7DZrOwNF/MLnfPc3ggNCYPq2ryBSk7wIAd/CAOkqyg4VTpLOCBJw00kL7XixMJtCvMRq6SIlmeJ6lPdpxzYMLBPR5Y1zF9drkdJRCOG6AmGHaKA339yHQzsXj7xQsBhERLAccb8kRLV339+RaT4cU+UI2N8v//Bdw4a5S8Q5T+Eo9cwjCtjPfsJ0krWO033B59e/6qhSKkTboY5pzQbF9fr0uL2zk6MaM9s8cc2bmha9ftoxbgtB6VZB3//gFLNjCEcjNbfmjCm1uW57XuUJ/xzgA/iNCuRVHHfFd9hPfGnlkz3VPxEdsD4dEuV5nsZXNVKH+71bJ55t3fKq8aZDr9aMaKo5QKj5AoOgv0nivvNJuEqtA3w27D77Sx07j6JtEbRnuCZ090e47/ALiGfzUkShn0bEHIYHVHVVcKBIIhlWFFVVL3UbJJLgB7z/Q7jfB/x5RGgGak+43MVmtTh83qSirC6mV8T3LCY9dzIf/Uwrgzy+EO0Kbwu2fe1LlJV09LT5ulvnoY+y4eluYdRE/6F2AyJPWMGXCz8aKKAAPeNpQeEoHdRSgYjwTkC4XJQFtzv4um1584ZbXxix3HLAOs11OmZUUrs+Nk5VFEN2V0V3XvuxvV8o//P3b35vw5sRH+8qXmIuo3DhwIUDI2aMmNnJaXU1twDBwnkpvakOv0GkBlm1vykqqJ964O9/en7+7UbCTQYNzPkOuFYIQdv3+vZ20qYh8kuzES92RbtOTuB5xNB/c6gc7J78eDs34CUKHR50RNFEBW6i8NCs3sINAIooWhS6HSt5zO98+Ht12xEiexbierYjosHJiIj4E2oBJWtY3Ofev3bpruUum6Eue2PN9mPZ41MPjZmc326OsY2tOqle+/udD+ETxk10sQ0o86uwGbmHe2DnRzDQxN1w2/KNULRqi+MR0ff71GuVZcHHR+/3oo6+HTDfdvs+E+rI4kWW0EkyoHItr3AV7+D/PRneIIFoSxGFN09Yd8/S/HWzxiUfJzW2fnde8vEnyFDDOeVEdO4i3PeQno2D2P4FeaYDkKwUFjumPjNO36RUe2NbnnNOObLRnVeHL29dXTWcc44kkoiRkXHJZcFQIjjnE6GJgKFGaEJH+CdM90X5fct9PyOOGPccb3uLjvqqLDJGXYU5Olr7cxLzln2eect6P9DWXEtrUzuJaYfpjQSP0v7q1JYJy7YydlHGAUQU95Bf++Yhctx9zhUB7Q6+bo3GpNo3k+bmHY4v9O0HgOOxecbjsXlz9yTM3PSPCTcuuPHolt1EQgUH2EU7k8kiBhsdtPA2J65M2tO6hodXpWyvnzppekKupbrrcEyVowyR7+pzT/lGn3MIJ//140///l/fuD30ORdC/HGEBWUdIoLsbws40AhOvtgNFYhOjIJwCjmlbUchfP6riNhF004LCeiAKLqJJZ1zNDJK5Hhr90Euwt3Cv41WoNw/qqkJSH+7RJ/HeiYiXWoTfYVan5QxV6KxXvGqqZqt6GyT2+nIaKp2nknPVfHNQ/BtY26YowtDuEm62jaHIu7Cp5j1HmfAd7valDbqS5OfrNyQsaQ/ARh4Xs6QzAaW4yQeBS+z2cxVvK39tcWvLQHbUYooZDT3MI5ZJADR7CZRdIQiOTiliMLrR2156NtzHh3n6Da3nm0ZSW172vXxJntWBsp9SrPqO77A5+LgKof2x3nndffXWejHner80DrZmbo251mvVUlWOi0/sLwxG9i10Z03mIn5EsmwI8W45LJhCA/hcMON9yhFgRGuwYrzoQ7vEk7Ep42045swZ29MpakmH7fLhjVRVZSn16rqqshswdpbdJwrK0Qf5UBR3P0fhLeLlrrvkjnGfzjf52VdhUhT8OUMTwOOa220+23FRq8vso+AF2/AdUt+sfBXY+59+aO1rxz63smfu2c074vakzAz+hMz/p3RbEyMrTOlxf4969OrboSFERwvwFrKWUk5B7X9WidOODjqi3f9Ph5wj3mmPMGZaKAtL7bQecxsLImdos+pPlNRePpwssnt1OtU1YCIHnci8oIbCZcqor2sO3XmkedMI/ReRTcx1tMxwavodmQ5qo5qx/wY/XfSrqA3ImtHdHbqEZM4U7XzbNKqbAanLwiRY6AGKy46iMeFGTMqIykhlpN+HdAqRMEfGz7/a9GRCu4s9ginRTvXp965+bn8jMYa24nscWrRK399LEz6RE+HI2NTTWrOC5X5MeWdWeYaR8zJ1LE3tJtjYlBVkyvK5Hn2pru2o01OVUqBwO9LCYGpJOGis5EUnBoM/aeYBXm8V5ozo9+Onzb+W2WPj72j6u/1T2UXGTanLQzVqe/tiB1lBJv4NN1Eo8PNjWxjCnuD2tFHoCpFFJLNQ8xgHG24OUUiRm7Hwo3KM/xQ/XlEE7qXfe7Kv6Y6u82tbU6rw6jvxtFt4VD1lNSMuM2+3vhwns9gwnZIg0X2o79dUbJiza8D7gFlxwXqLAxsJ7oMaM7Vt+yvdMfPrifGoYLjNuPhaRvdeccZ3lQYiWRQSDEueT8TKkJjQuR+vsx5RsuHEqHpKYQS7KEeHSeGxu2NRmrLZ6OPchAd56TNrgIrFWX1IxEI8hzqq7LQRznQ6R2cKzsAgCk6hVeffUFVV60OGOKNTypn4qwTanHvC15Lb2hACJVd9EYOVejpfPi/aFvotXXzEX5CVYNa8sj4ucvnNr25EPg0UHV947Zdn2h/cepfEr84C6A1Je7Kz7z6l2XPPv/5QKEW4vqE6hR94a4/GhJsLW6gxVzrsDpSTPYurznhXGHmtc5KU3l5ek5ZTm153MtX/7/yT+z4t8va2eYFLedctL2Z0MJk2RnzSF2bIS7G4ulEUejs0ptNnbroa7vNeleu4+zJMMV6fC/xZQhB3I5Ii2hFjCq8jRCDC4A4RIdgIXAFycp9foLBJ3KOYGQ2Rmp9p4Fe5x1/4dqGuH6piEj3N0Ocw3IgYdHO9cYf/P1ns9ui4xxnU7OdmfVVKrDy+I9Grzv48KQ7Eek9fahemE7qtvoj3TH6dmeLqSrV3jBz4unDHaWjJ7X+efEXWvdMnDVBa89URAqMT2CNBe6kN72pP8GVA1TckVo8dXHyf5b4/2EN/J/fr/nLWX80VDtDHTMRzD8hWSk8a8l+VqfgaDIm2q1uu3nV8R8XAiWb0xb2FkgS0exUrmABVbjYyzg8GDDgJI+7mcLYAfcpWMYkUmnDTSVp6OlGpQOVeGK5X1E4oaoDPnNychPKzbVtaT2dZqPe5TjXluFLx4IL60gSvl6Bn8hesGfT2ImnD995Jm3k7tzasz33gDbpd3g7C5HZieYAFXn6RhXYdag7Lb/aG2sbq29SgUievxLJBUOKccn7mVAv3an0ukXA0NNBlmnbsiJeOAeIMMKuPdSDh6YBVtLWPB59lANTNBhNZo7u3YXII46kfeWgzESnr+9ZYjCZcXaIYi79pO1oa/uOKR/hmVtHbxXHZk34QuCL1jeBzT/Vpd90nbnHd+4B9pCsACS0jYkx6tI9o9Cce20xTd3pWZW/mDLpnd0HD1/ZK9T8OkxrWNzTqXihmPKNry4uefb5zwPk2FutU0HdMyK9GkeauSWqzW1pTEyONxu69Ca3yxHf2Wa2x8S3JLc2qO2WuCxrZ9txrWm+yXzhhEnO27bpWTGe9rrJrSVpbp0hqpsoZ5KrMfZMTO6kXMfZXwChivX4n/dD9N6X/uf9kwghXk2vteA4RPGdr2rrrfXbzm5C5HMrvTnr0Hv9RL5r6HtzLbDyttdfGN8aE+dosKbgNJjMuTVndnVkmuOi2rvvR0Tuw+Kx6NsyXq9/Z9Ooj+Z3mGKamuNtnm9//dc+kWnW2tlFYBpWFv2kNwXtwne+hos+YvH6d7aMWvX06vQ3vN533xs1yfzsTXe27S6cc+6F6261dlfq4/Sd3koFUaQH4O6K4uzNaQvd4JceVkYz8BqN3I4HAwBuTBzmbxz227uNcj7Pfwj9PcnBipmTxKOnG71W9MaNiSyMDPAc8KUovVUxMzMttjZZVXU10YauDpfHaB4RV+2gV/xH0jEYEtpzYh1i0moW4hnxO6ZTiF9E/u6Xn8pyGM1t+/KvysqtPdtzDyzdue7aDXOXbAja7JA7C0oRhS9k3Pq4TvWkeRV93eTWQ0fyOvpWnMXvfZGnb6zL0zf2PvukEJdcYqQYl7yfCRWhScbPL9jvbwM+6JUiFgFfQORJWxDfDxciwukCRvsE42AnGfVEeDvbniE+UcHrcdPtdjFpzizGTLZz9J3miI43Jm4pjk4rnm47BpMZo8nMe7t9xYPCpu0g3DyagT3a8V2H8E/2lTd/KqCdvcd2EniJYOeKQdiYHckZN/EF1yeTAMxqlzd9elWty21Ur5/7WtbBw1f2EWqaEO/pVNQ3JI/Nziq/0yfe6xtS8+122zxQtpXflnVkwuMnZxscrjiX19ge32E3x3W2mZ9bcOeehftendBhjo6i13bOjMgpDydMyhXUmW0Ga/3R2AmukY6K5Dh3a0yrIb7t/gkPndmy4cZwxxw+zUJzPyFZWYKIEPsi9L6fs3wbCeH3HJjPnawUvpBxa26Sq3FmgzGp7rmsO49szFjckyseqmG+bU4uK3le392dMKnsMHGdbRXWzjYqFqVnxZR3GhEpPD4eB5qXs361VhG0Z5JoW17crCi3uyqz/txo7Vz6jiEZ0VkbVHqTH2uBlW7V6Jv/wG3/W3+QPeyiLKCzGElUvM95vHnnuq6fP/G9+PdyJ46zx1jdBrcr5d5//Srt5/ooq8nliD41tSBB51ITLe1d9vjq1galxduR7GxIobcya+/1LQPt//Gh9g2AHpO2TiiHp3Ls5BNFDApudFrVUDPdtFBJb6f6Hnrvjd2AzxpxJVC1pmT5iO9d+/OUFoctt9UZe85qthsmZxw8Qe/E1wvmSKK1bwmi4/mGtv0ltBNPLId862U0VttqEtPtbdFxNr+P28dVHIfe4k4+htRZ8HWUklyNaY3GxHqn3mTZmaRVnO04Hlzh+GI4tUgkQ0KKcclljyaSlwNXAemIvOczwEbgT4i0FJ9Q3IzIifYn0gf914CbgpaZtX+Lgb8S7NE9iFQYtZgSRVm/jhGjxzLtukJcTgfOLjt6g5Urb7D6l50P+/mZlQ9iMN1PbEIKzo563tt9gnNlvhQG/6ipDztwM8KWrUVbtg2RuzwTUZEzQFyHSc8ZfHGiBrXkd9O/9twv4r6zoUVNNCh4KJryp/81TUxKM7u77Am2JltQO30vzgBxe/J0XlaUwdXmE++7983dv+im/1xXV582rXph+mavQVdi/F93mv49uu0x8V2/u+Wr726cu7jOaTTFfO3fv0tCjAS0ItJygoui+OeaTp3VvDvxVPRYXa05rbZbZ/DEdbeZV49/oGRryo0nQx6j+OwS/J1pRLTa3pVqmrpROJPkfDzdlG5oddcbOr2OkNvRCGspp0XfZzTvrdqackNisqvB9v2TP5vt0hlLNqctDJUr3rtN4Y3uRPgl2xH382xjsyvWlWSqDFrd/zoEjDzFdba1mFwOW3NcwilEJNyGEOSbtWPuL72pJ19em1TaO2FPE89GxfXjnlb0CvHgNkVEwHm8dumqV2csuMJhsrR2WmLSPHq9M8rTzW1bX7AeHjUpNqWp3tVgSTG6oozmhlHJ2dHHOprLokY56L3ng9PhnsavauRg2gWs5TBXUMB4uojFiUd7wng4TCJTsNDXCeZ6eiPQzUDLvqqZbb/aee/0Wya+lDs26WRKQeqRlzLiap8gQy1RMyCoU1fO2+xgG8u0kZUhzaPxI3Tns4ps8npFdtmI0W4V3fiWWJuy5rpb500+dehIXsVxV2pz/W56R0IGFMUDBD6WAc0NxqQ6a7dfxdn4yfl5HccDJ2WGSzE7D9tJiWS4kGL8MmUAAfoLtZimS9e6i04okTxR+3cbME0tDnCaGGr0wwkcRQjXmQgXjImIPHQzMEb7eT4TztYyauKzODpVPN0OvB4zbqdCYlpJJJ9X98xaqyirTxD8clJXlShFlCNydbPoFUI+seUftaxDCKjs4bAiC4dSxAQm/64YFbOieL1LP/bv/1z3iS0lu/fNmRdlcNuaWxJb/Fb37zAFiB9DlDM9M73SHBPTkf2te37OG7uvO7Lx1aXbZ1zx1kwgu/bG1JMbpy5+6dnazy9BsyNcsGfTmPnvbMn36vXb6LXwu0I77t480qAUE53XE5XVVTHb7O0ynI4ZXfno6BUnNLG71j91Biif8qPDJVohnEBnGtjVkWmOq70uJVc7pgp7fly99UhbDnRj6PT40lTigdcjmHgGvslnjrMtc5p2tR2Kn5xfY0pP/fzZpzI3py0MlSse/NnDwAxEFDsKUK1H2gx7/zhuNyJ9xsdKwLyGxR8zHV2w/+qid1ypuxpPA/YZR/ZWHs8en/2P+bcH21z6R22hb3pTGmI0BsRoTJ/8cWGp+J91aLnrT9/7yS9ajF16Xavq6T5saNn6yvz/wVf6OcR+yTmXlGGOcXbaXVFGs8HjdrbGxDOi8Vz8I5/6jmtV8f+5UcDpNjmMna4ENU6X+Wz0Xfvo7XgPnIMeIdrI03108g9GMxYrCi20sJUGzmJgEmMQz51WekceQHRmsgFfekfd7oo5r+yumCM6BeuVJ4BloKwAylVxD62GC+I6FWqujp0D2MnrEdmm3y37WtL3/vGLaGt7S3mnOdpSMmrSdfEd9hN5lcfv09YZsE5EBG3PASqey7rzyA9OahVno3orzuL33FdKKWSHekHsHiWS80WK8cuXfgWoUtQrQD8EOIE/IB6spcAU4EWE6BwF3A08CuflggKi/PG3EQ/xZoS4qqK3JHIGIroa+mUUQfROVVeVKP+v7Qy1Z224XTYMxhaSM98l1hY8pNrvNggt2ksQk+baADtuVzqe7sk019nxdC8gLmE/1iRftDFATAy3t69/MSJF8XZ98a7f77px3v8qAGXsqGOV52ozszdv/Vi4PHR/8ZM6OveUzePV6Ts6YtqiLZ2WpR//9+wX13+y5Im/fnPdH6/55mqA5UnwbC09nZTPv/xU5viK47u1XFUQlRVtCI/vPg4L2r5Id9e/c0Y/suVM9KjMT05/4YzvXLxQvBiCRIFfIZz9BDnTdGVYzJWLRxz2bffU3aPeLPj50VhvlJJo6PT4JpSeALYEb5fQbi8991xex/E6EqFk1CTiu1qzWCmcTPoRFjmIDok/nqhWN16DEk9gESpfqkiaM9m0cPt/ZjlmfundZ0e+dC4+t/bsyZeuXfbS5pkLQxbbCYrG+qc3LUF8P3zzFPzPfU+bj3VOyMqLFpko0ZYuPYCaoOj113QnLbjqleXH7v/V/rw/llnov9PSg++efir7c1OjWtzJrXHxOmO3y+HR6w0JbS2czhilU1RvV5slJuraQzsMJocz9o1R17h/ectK+9vvXLWz51qI0SPfxNLzTm/QnlH7KGMnTUzAjQ0DLSRyFCM3Irz9/Z/tDm2fKiHSO26uXtdF//dQ3+BBDklM5nGllDMMXpiG7pxUiHk12v6WvJ1/Vd2TN39x3xc2/jltZN1Z25n0XPuXVj5Zuf6LS0pU8ZmQ+wtwZLmZXA5RRXnYwEc5kKCla+26s/K5/GRXY2qjUVSc9d0f4ewzh9HuUSI5L2TRn8sUbYJMJaEFKMC9arEQoB90lCLi1GLagpatBH6p/fqkWsw9w7Qv30NbhxASqQgRDkJMfIa+jiPQT9GLPp66a0mlLMD7uefz9L7MptLP5NFQ4ln7XUTG3a502pttOLta8HraUfQxODogMX071iRfnnjIwj2ELuzTr1DvtxgRLHqheHGH/za0CZkh3VSCcsanOpyGtNY2W9q56qyKLkd0c5TBZW1ttfLk09+4K2yHIVkpbhsd7WyZZJ3QHRtli2rvbrEdth+NK+s00aAW+a9HuOI5fusNVAgHcZ/0ONNs+/fV5fXzUg75bzdjU01a5is1M0f9o+JA0DULdS8FF6BJRfML93l9p7TUqQ6Txf7J1S8c6LleoYSFsFFcqB2XQ7su6YDRFasv3/6f2ZUtU21pCNeXZ4HWdk9Mcay+Yy7AOWdm2bdO/XHpUEWLUhq+QJFa0Jvmcf25156aZXpz4l1//Ns4tVxnaMxM1Nk/GWPuzI/WAyTtbWq74WNvFhNciCmEIPe/pxfVrDd9vfq3C86Mzk3yROvrjLgSbO0tujXXfUL5xI7/6Fqj49yGbvcZ2kiPcXVE/+oj957afWTOK9qmbAR+L4ers9rnftL2NZneYlEOXMTgJB0PJjo5g41qonsKOFmBhKNb8tpNrY74fd1XZbWpcbY4pa1lRtTeylz92ZM0qKv7FIgaTSozmU07BvJ4MeBciinHkXzXA58XoxnLR4nGwiggRTuGTsQ77E3tZ59r3ue8lAZt+xi3Eos7KG2pJ0Uo0mJxIQs2+Z7Z/XjZD7V40sUe2VZKmQHch7h/UgAjwshgD/ALtYDI6jpILhkyMn75ckeQAN2jFPE4vQJ0/CVo0yUhWIhrmP3+7+qnXHtYFGV13wetSPfwRfh8+cYghNB3wziOhI2UhYzI3EQWG4GKwJcq9FiD6RARfxXhJd2O39BsuKFbRNrDIeAUlSfm4fXY0ekdmMxpvLOljZwJuej0S0B9CWuy/8sqbNpNP/nx6xCdlakIW7004Byi43AzQvChncPdtxWt9z8t29ViVj9zU+g89OWsL1nDYt81GGE2uas6OjyHuhzRqQ6H2WZGbbli8jst/V3jtjExXfb8uOu9Rl1rVEe33WvUWewF8fNQlNfjAleNNAWhz2iIrxCO9qvP2WQMkDnxF8dyOv9Zkd5t0Ten7G6cEF3Vla53es1eg86JSEF4RcthXRG8XULYczbE2vLPpWSNOJE9zlOdmBGd1lzrSLY3On/66e+XMnCa1FrEqE8j4rrkasvPGNs9MR+Z/0YbsMo/ijjCWFHz67HC5CXFUJuNXxRxCKMowec4ZP74tpb5ypdj/uSwHWr1tCXFtaXVN5Dw9xZ96UPjsgBaJsXH+G2j5UzayKR9+Vc9flvo6G7PPb0xfTGovLqkfv2cFGNNSu3I9Ppf/b972z615V8prdFxsapOV23udnacjR9pSnA2eb+0/kl2j5vja7sdyLkAhWjCTSb8HaLDPw43FjoZgQEdLuop4Rhe4pmNASvZ2jE/FdfW+uNN7oWjjIrbEau0252YLFvdNxQuVDbFjgh1/ieST1ePB7vas7wpYKJ32HSWkKOPM3kLCw8GHWMsovDVeKAYEfEfKLUn+FlURxc2JpLvJ8Z7vp+DGAkd9GjmeUbTL/bI9kTEvCZ/MhBpX4uUUuaoBX188CWXEVKMX6ZEIECDHywfGpQiMhAPOxATyTIQPswR50NqQrzvg1bz+1aKaAH+HyLC4AVuV4uFS8tAL4AAsXIzuaRThdVP6MZwmo9goJhm/8/T+yKaQm/KgxkxGnKQXrEVTjxn4xvGFikwdnT6BJpqbdRX2oFycibkoI9aINqZ/IR/3mXQKfK9qELtKwm4H5EPPAohrgyIFIdZiMhV5ITImV6u2Qc+XnNPal192hXNLYnjzWZHS964I7tHpJ9zaW0Ky8H/K2D8H0/hMenojonC2OpE7/Ry8P8KmEtvxOuGR1+b+uBT9+WOaDh3WPNCDtex6iPa31k2uW3sH8vz9qTPWq6i1M1tfKM93V2fD+w21zuP6R2emxMPtl7tvxG902tG5E/PI1n5XKjtEmTPeSx7vLFk1KT0mK52py2mxTXBcXS0MlpVT3829xQT8E1XNgFLlNIQETwh+jcjcuazEPdVTZs+xlhjSo8+aC2crhL1+G1FPT7ly3SK2tOeKHe3bss3b5jeaE16/LGzWb9j0mNLGFz+sb/wNBEmf1yH52yy0jCzLSWuw9DmNrjjjN0eRa/v3YzSE1k/lj0+9c2Jswtza8sNCEePYKEUcE9vzFhcRw27bqn+z8x7Djx54J71T5YDU49ljas5NHbKhLboOJvJ4eygjtbRtWUGxvXsdEi54QPR3zNEKeIEcA8ubkGPOrPqrXNfPvGHrtGOsklnPLmONRuWV653LekdtVkz15qsa1CdqsUBYMLliNfZTW+651qXi1VKEN9XI1CHgWw6aCeTI35NstPZZ6K372efTl5w50QpZQ4iXXArwr7zJoQAT0IEF6YjAgUDpfYEPotSOEIVs7GSShhr1Qg7SpF2uv05n7lBEadWDhMnCDz/oxGjXNMROu92kGL8ckaK8fcJQQK0E/FF+9ChFJGNmISXhhDJGxAPnxZtFd9PX1S331n4YT7n1vaRDXQDn1GLedG/HeFeAH2i1hZmcpZEMmkj0c8dIrHv5EmlqMcNxUZvzqhD+12IrSJyEGJtT9Cu7dq/BAAMxhb0UTZQU8fY3myd88fm7Pgx3sTG2ibXvp35nSfLJlyBNdnnQd7fiyqUUM9GvNh9wk5BvHzigVpEJc+/EInbRD/FOpTFKhMnfDnr1sX/sibYmlpV1MSoKNf/83gUnV6vnlvD4lTgieWs9xcFhezl+xNaixfV5aYbne1mg0fVKalx9V1jC44dXz7zn9Zr/CJe0Y6OGnu0dXS6UvPRDpOlLsbZ9TqhUx8CIpn1Dcmjz43KzN84ZunbCyq2xiU7G1LrTakTFEV5J81VdyqurBOPUef1ffh/RdfXrL7rgddvf+wF21fW/fGjAO2WmBWxXR130DdCGmDPeWjM5HyX3tA6tvOktfPhGPUd75UNDWpyVLLSYPuB7mezHar56GvdCyZrn69ApCo9q+UDHwDWqmKSpW/0pL41LnZER1x0VnuhxWH4UVeaaac7bWzdsR+nrEz48divNhd+OeO3U3z7jzrubWuMT6zXeT1pM5vfun9B7abDm9MWtmh/9v0MK1CCrAYD8sevjN2TOit+5/gUQ90zYy0nkurbrBZuy2wb9/uTUe2ZFmPFp9Otvu3EH2vzFUHi0JjJ+cmtDWqDmAPRG92Fe5RS6vh/TMVOPsfYTxl1i6rXp95b9qt5TsXsO0cJQG5e5Yn2vMoT2wGOxYxPLYmfdN0ZS66dCD31z4dwzxBt+VcVBcsiw3rnDyw/m9Wmxnlr1XR7iq7e/A3zbxeQvLTQd48+4bjH/uPo+xPbiTO3qXGOOKXNHKu0KQ90PWi/rdeG8DDie5tKIzFkc9TveQRg1bq3dkaTykTyicFGO3YOir/0W8K+gDcR6Sg+1iul/An4gfZ7J+HSqAIJfBYlUoeeEmrI1Npf/ujhFTtWlP16Gcm9zjAROKL0HYnoYBSvYlAeoZjQIzyDjqb7cVFHtkOc/yNKaY8Yh74OY5LLDCnG3weEEKCfUYs/fJFxpYgJBIlkxHB+8HCfnb4VAYMjeKEftFnjrgC+qa3fDTzP4IanA0V+F3VYsFFPvt/Lr09ExlfMA+HiEo2IJjUjIuNuRDTRJyTygY8jXnBJiOFgvbb+RsBB2sgWKk/YRplecy/7aom1uXtUdGNNjNea1NZ1y5070tb+VW0+5R3brLW3P//dUDnNKfQWC7IjBLmBXu9pW6hjjOh8BYo73js65bTZ5Kj66EfWTx+TcypHp/MY7a3xrYkJ9lY0y7c1LL5vOetLeoaVS5lztGFSrw+0AmfJiTlbkTNt76pZudzBWeJo1qpSzmqLjuvaPXHWyeTWRvWmfZtjQzUyKHUm5+Tp8Zlb3/jI7oPtV556arqYrrDz8Ow7WvLjJnZaTZlR7d0tIzbV9ojxh6c8sPlN3XWnK2/PNfvEeFt0XFpsRXsou7UAe8626DjbiIYqZ/SYDnOtmm5X0dWo6LLr1DRTqlrnuCnq1XmvdS/QiyPlowjB3YW4buK+36E+ol6rPAI83m1URrZlx6bVZKR2dJpiOtQ44tq+GJP0E76zlOBKnB2qx/N38wmn0Ww2uZ111aaMVK0gzim/tSIZ7l/mt84BNCG+NPnfs7s8FkeNK0PJjzkSjZXkxnnWlMZ5VwZsQ3Xi7v6zqfvVGQtuyq0+fUDn9aQmtTa6f3b79/2ju73pPdHsoYN5zOA6YPtt77wwtcGYTGHr4f30ivfDwCRE+o49r+O4K77bfuJLk5/0OcGES3m4WJTfZnxhYZsa52hVRTGiBjWFFKW+Ab/Oz9buGw9Edbnb7zY9lZWhq7ZVezNaHnWsOLG1+8aTBH6/xDU7wxhGMAkxydaOVhTpM08+053WWffp97onxqyJu7Vuz8hZzURhZS5WpbSnIzVgyoZSShRCbH5EW9QGfEEtoDSCY+77LLLixco31VtExVQim/AcQB8P/ya6+B9QgRsxChVqhGco0XSxv0s4su13/u/SFrUhbHkllzFSjF/mhBKgwVHaS8VwO3AMsK8edw6ECF2uFvOKUsQ4fA9Me2MqTTX5oKSSmGZBr3+TWFuLtgnfz4BZ+GSPMzJmSj6WWBuqaiQtezzie+EA/k5QvnYE52Aq9Ba+4D2OaJOlwg6z+kXTqxA54g5E1NmIiDj78AmJ/Yh87eyg5qQCRcBpouOm8eaGkdf95uw6e31UdEe0TTGYnC1Oh8WtKJiu/dhh86mNN/fkw/YzZA59hbqLXstEC+JllktvWo0j+Bj7YaDoU8U7B2eq18za1tHRGdOGguJwmPWJCXaf7Vsqwek7Co74CS0nF3/03zZjqkOprsh07XhmvrWjIza6vSMugX3cyA1sunPzc9e2Rcc5WmOsDoO3m6qUTCviJR8yyqtF4EsAbvtjz6Q4AK6csidVH+2O0TerhqiO7nKvUWdpnGHzprzZpCqgfOU/f8g5PHpS5ff+8fNC32den3Z93e3QX0VPAHtmfZXD5HJYOz4e7WgjzhGtdGHFXtulWuLL1Rxrmq4uATimtX2Mdg3OEOi84et0HfHERE1WHegUp+oyq46o1Gfc7WWfzVFJUcyKokYZDC5aPVZnyrYGt2td9DFng1lxGkzmGUf3vVvCJJKdDakEElaghMi7vRL4BNA4Oeag2d4d3+rwRmPWO1sQHu1TdaonA7CoKAad19t+ojOv6Yn6r2+dNPWw67bmF6aqijK/3RLb/OPPPHBs88yF/tHdqfjSexIB2IadaYxjZm7XGVIdddvzOk/4r19Gb450DlCe4ax9av1/l1xY8R2ZlSXA2hRdwx0NalKjgW5cGM1O1WTOjTq9m6BiNpvdC1dudi88iOiQTAWuBlrpZATRfs8jgHLK8BLLJ8Vx37xzXddff/q5eGOn01iZlD0i/dA575Un3jZ8/5afsSdnlkoKJYhR2UMMkLKhjcb4t60NUddguVI68OTHEIWvxLMoxFwAgH/d8MnoRz61cm5ZxujFzaUY6Gfior/3vDbHyH8Sfc/xKKU9+5mKeK4dJtDKc9AjJRdrZDvE+a8GlkbYEZJcQqQYv4wJJ0AvbasEF8C7NtT2/R+IkxD3awvwUbWYt7RVRSSlvSWJ2vJCzDEqJosbl8NEc20haTltfnZ+/iJvLem5DzFx9jg83a102J1kjh2PTu/7TpgROXg+7lKKOAMsDsoNDz4HuQgBL6JQZdThoYTJvcOs9PXU9X/BtCEi3wbEi/Wo1ubt9NrC1SFKmHchrBYPIYTMz/HLSVTVVY/+6dyyg/s3xY8yGpxJ6A2K1+OOam81Kzn5LT67tJ6JUIQZMg8S6l1am65GTMgya8saER2HJHzl2yO7DwaKPiUALQm2Jps+qjuqyxHtMRi6/atYWum9pkLYL+eN1mjbjLcsczvnRm2Pzxt33FY7O6Pl3f/NFLZ99egAa0Zjta02Md0O4IoymuM621qIfBg6oN3XzNqWvzf1ipYb/vaGLSrabe6OiXK4Y6LsbaNjTpvPurJve33NvNteXzMPwKU3dL8y62Mln//uXzbcHmrLQcVJcqvPvPvle/+Q9bmCv6amUG9uUFNQUNUFhs3/PePJnVbqza+f+d5ubn/tnzmJrU1JFanZ7hev+0T2u3nTfVFj+w1vb5mKNlLUON1WrzvuHZF75GzimYLsxl3ZV58srx7ZEdvWlvLgLx9+QS1mtXKcwheeWP64zutJM+mcdTOO7ns3r+J4ncnsiHstZb6N3lGRHoESKo2BwHs7FXFP64HYBEOjqcaVEWvWORvHWo6/i7ivT3gVffZy1hcBKMd6XTDOzB3NxrmLfRaVBoSQ9m9HYPXdROpIFIGMlNF10a1ZMYt2pM2KVrpoTSlt2Dvh7RPVwAGfH/eQiVxc95uWFfwZVaXkWMLpzYpHvaLKm2mNU9paZhj2vZunP+FCFHDqWU9ReARRtXM+Qoy+BripJJcRtBOL/0iGlQoO9LiIXLv094hR11ZntKlD7/IYs5vOxnxr66+TPnXfrPVYqQdm0sQx6pmHCxtGWkjhKIkDflfitDa1EuHkx7CFrwQBnfe386anvpM3fXTQOpFMXAwdBMgOGFE9hHiWT0LcawcI44feH5d4ZDsDeEUp5Qa1IKhTJrmskGL8MmIgezg/AXo5cD6TW/olyF5wFCLa57tXbcBuJTAT+W3qq9qITTDg7KyjZOcRxkzJxxxjo6kmP5S3tqquKlE+0VBJW0sqnW1mDMYWDMYWen2WQ2EgsMMR6hwEDH0DVsrxUq4NswYeo+9aT6U3B9znyqHQa9/lEyT+vALU+eedK0WMICgnMWFE94HCG9raS9+uzmv2jBtPVJwSa3N0V9SkxGrndsAoj0+o+12XWsTLfqrWrlbwy08eXGdsoBLVKwGaWxLtCdamNB1ekzW+pVr7mxlwZPy3pos7lVU7CudMPZOem//HpV/W7y6c4zjZlec42ZXXBZzhHCZAmEt0sBtIOJOe60ix15sbrCn4Ir9nzCNH70u4KvO2osA80uCCP3d9cnHJs89/fomv3XFxralHMgucWUWV22e83JJmrnXYUCGmqmukvtsb8Jw1eNxR1xx8I6/0jvwS6s4WhhRuftHyPOD1Ugpj3e33fMP02wUp1Dfk6k/vztOfcFV4s5Mr92S+950XfjmjNTredS4pw2lrbzbc+/yjtr8u/Gzta1ctALDes/4J373f4rFE1bTNiHU1NyeOcMUY1fKCnI4og8taV5/m0q6HEETbXvwmgbZxtlzHWW+bIf5BxMhMT+RSu4LhHH5qEGlWeYiCNtVAUr071ROnb1V1Cq0jTOfCpXCFGznJhj6dxGbgWsT3x1cJ1To55l3L1vuvmX3N73dHU0tXV4LF3Do29qZzTen7R5TVfAMit7ALXu/R364oWREifaOftIl+n5uKErT96I9tWWH5tS96bwes1d60UV9qf9KwQaFYO24QI1S5wFvgJ7xPcxgbk4j1ex71je7OQisyFOPuaO+OijLouz3MPb1Tp6XW2XDSQj3z8NCKETseLNQzD3jd/+DUAnIVEaH+FcJOc5zWtunAJs7//RDQCZ50+nDjD577yf8W7dr43pw/7vo+kU9cDB0EmNpz//mWn0I8y/u1QAzHxR7Z9jv/oxGVXG9FBEgepNcrX3IZorvUDZAI/IROAuKhPp8gezilCNXv37ZL09Iecgidqx1JVHEgfC8s3wRBdYD1O9j24hleffZFtr24nYoTdZw6eASTRQHFlx5iQ5zbXjs9a7KFrLGbGT9tHaMmbkcf9WdEBLoUWI0YXj2ESMmoQcxY12ntg9DnoAwhTJsRD+Bmgj1vi1iGeGHchhDEOoRY8R/+9xcla7W22/yOJTbgWAShchLXpuS6vQXXtR+LTtbVWFM6O+LiOnlz7zVD8bn1FxK1iEI6LwEvq8XcohazetCjIkKwPELQ+aJBLdG29QjQfOxknsdi6TSkpVaboi1d6YjzEZ+8q7Hrym8fygISUpvr9licXdZvv/DYuFklb+q182GmkXLdye6pAFFR7u6ffvXb7rvS/rJuzfXL343yeJJSWurVuYfe2G2qd8Qdjx0/6y8j767CT1h95tW/LCPwu5mw6Kb1S+765F/W+drd3h5XW1hwsMTzCf3Rt4qnb9/28tx1MVWOTL1TCPE3Cuf+8P898Pcn94+dUqUqiprU1hSdW3f2owjh1pO6Eg61gJL145Z8db5hy7KbjJs35elPmIDm3zi/vnnquoNWncdb2R4d51CguzkuUekymtu+8PJf0gHb9e9sGfWx3S+no7m4JO1tqrWYHGqCtfFccn2jXqd4UuJjW+nqin4w4PqFuTYryn59Ql2v4P8v6N7w5WQ3IzpA8+j1zlYQEcKK0o5JL40wVdeZla4Ywn1HxXfAGnQ6rEC5WkCJJpAeQ3wfjiFSD2yIIkxjgITrEl+beG5GetTWlXO9HSNiYqw1rVFdMeauNT9bGk2D2jPXYEHUprHPx9w2ekvsDbf9OfruZx87vWKZ/079Um567oO4jtb7z6SN1PmO+1j2eOOrMxaML/7Y555RSlmlfcafsM9NTYj3bP+b5l9feb3h9d95VN0y4OvA952qcfnzzk9mbHAvcSNGoq7X/jm18+qrjSA4Rxnv9P888ie1ub6hWx8V5dFF6VH8rsleThFNb3koCyJssa3vNtQC3Nr12Oq3OInheT8EPAs/u+mZtp/8+UfVs9/bXawW4FQLOEJgCki4iYuhnqkJZPZMhPdnSO3WRrbfQJz3TmCJWsw/BrudwaIW4FYLOAY87Lf4Q2OF/H5FRsYvH4IjJt2XrikRMeTJLRHgi4bZEA/CRkTkRo944VoRormnyI7y16CiDhUn6vB4Shh/RWB6SOBLKNQxVGjbtyGKNSRry88gXkGFiBdNuM9bgQPhysxrna77tV/rtW2aEVH3aYgoSkD0KhIvXf+cRIPX5X53+xWTSX5v1XJYu6bh5kdOnh7/eEb6OU9TU3Ll+leXcrJsggHx0r4H+GqotoZgoPxuoKdoT6BVoZ/jSR+Cc6b90KLSICI957ocxmm4lVxUUqpqMk8UfvdonaXeWQO05FWeAEXZtif/qptveeOlnN2Fc96jnuOGf7uWuJ1Gi6J4WbbohZfGjDqpH8PJJXyRR+b/cMsTvrauybg18y8j797tNzmxBSApsSFkvuyim9YXPnPT51eLY97lE1I27ZxYzbWOJG39rmtef+On14jiOy8Cn0Kc+xSgAHiGZGWddg4CCiH1ia5mBJ6rDaUUfsX+x7WNcYmNac21za4oo7ktOs5mdLtare32ETfvXPfek498iRhnlx0hOizRNc4JaVvqjtrz43Icoyw1M6e/tQ5Ye9/YX/YboQfCplnc8PaW+K3TbwweBrcj0hR8OBFpKgC80z6zrluNKrnB9r+A72jQvTLQyAmETvNKBTIL0g78Ltlcv7RDjW6rnpTZUT1pRJSiEOV2Gir/P3tnHh9Vee//95l9kkxmsu8krCFAIAhKQRQVRWs1WCp6b1vaW7rhtbeW1q5Xy7Xa29bSqq1ttVZs9ddFY6kgdaHI4gKi7EGWACEh+z6TyWT2Ob8/nnMyZyYzWdD29v5++b5eec3kzDnPeZ7nPOd5Ps93+XzN+FVr06oVhld0Gyzfq3TLNl+vnNmVK3XaZ+lO3EubdEbp8/j7ADintJ03HShfWFzWceGcmozJ4vf6pjedkdS+iXPNGGneHCr/Put3Z3835f6b4/rTZJYChV+x/qwwhLH164Mb7Yh5EQSftxpUXQGaYPH25PORIvsQgB77YL+nrK2hY9CSUrC/4rJupT5Psp/1dLGH2cwkFQcenDTTyHQWK0mdKoA/IjbnHUq9Pqy5Rx8fxPoQ58KFapkRm6oxBy4mm1NJSxiwPmq9E8QONSM2iTb+TpbtOCtNfP8XA9/UnH5uWAET8k8lE2D8n0figc5v0bgq/I/UaGQZyyJ5saJdsFSwGiYaIOhkOAgcXp/W+git9XfJu2YnA4LRa6ZgppwqUsjGwEHexUg9doRmpQXhHw0CTNiHXT/2PliFCDLqUv73Ke3RKWUn3DiMxKWr9UmU5Ih8/6l7t89xv3dKqcvdq7Nf3Hhb9dYGxEZmsXJPF6IvV0hrqRxJo62C6/u+VVHV1Z1bse/dpYcPHl2U0K0gLnvmEFiroXrjiIB8ZFkF9LW2F5pO1c0KGYyh4+lpLvrd6XJDz5QFUgo7ygfPAFDeVNeJLG87XzjlWpq4wAvcEvSb0iVdhA/f9OKOW6ufHQpkKni5fR2aLJePla3L2JmzvD7u3i6rdbAYoeGKOQ6Uqv7Cq6HUPTV1oHFVUV5qi/fKtHMDEJEHEG4aVrKlNYgNBQgtIbIMZ8MZpVYpEDYiX5qnH1yDAEb1ar+NhSXidOv57VKBfElLTpHdNuh2Xnro3UPlTXUBwHj9u9srEBpTj1IXJ+BLafeXprT764CNk392YST/Zi3AUAP5JiE2xj6Exah53dbH7DsXLrczHMT4EC5YMxEuFWZEcigj4DjqWRA56llw10/tY6JFjG5EY11IhubOm97cyprtz1DQ0x44UzLd0fqv2csHlqf2G+SgISSZQiCFZFnGYhosGvTaTqnXf9a8qcQt23z9CNYSH1ZXm1yQQ6xbxbDNaLcju0sfDuUC7J+6aKE7ZMvCI5sP51R56MVEpggIliSghHWXTdp39TfdD+bpdOGmCu/JfeWDZ9RsuE/CELUpt5qen6/e40nf2sOftWxaCnwGkRSIW03PL/z64MYuolpcB+L9nkk0qVMzwkd5tDn5MQR4ywXsNp9n0Obz7Kve99d75FnCRWvfHUvK0tLceW53eucb+67ad9C9CC7lKkJDDE+3Ao8of/ESBA7yQa0PCTbvFxO4mGhOVYI3xzWnJ4kduoPoRlS1bGtlj7yJq4aVNT53Ke09R+p/D4zfxWZC/rEyAcb/eeTvqWn+wCWJZuF1BE/3et4fu4oKcpsRmkIZsYj3IADkIeL6RpY31ErSfdH6lMzwcul1A9iz10trE9dlqA1TWMclXItMN3Z2kImfEjL4IydpIQuxEUC5txUwS1Gf4i3E+88yFK0fnVA3xSzoXURZR1A+c4DnRtFgDROtT6JODkc2nL5v+zfPPnhA+dmpfK5S6nED0WRCqsTQpMWLCq7zXuvUzf79qbDfaZn5L0XPTf297RO7fuX+chsjaynj6zC+sdAmwOAVpuxPBHXG1s0dK1MMxpDPaAj6vD4rOdmd9i5Tdrcky1Xlg2deVS8rbz7j32lffpg/cyshUozGgPyD275+9lPznsn29VmWNVqKT7IHqWJT3Y0sppUcLHRR8di5L+SfPTt9Slp4INJmLnA+U7zm5LaC6oDXm9JMLDMJgL3g5XYvmgXRds4zZc6P6y4lCqgvB5Yr5w9jT+iXTYNGKRJwyxY5hG5BaiTgTNOFihFarDH3W3lz3WPpg64HgNzWrAJHQ37Z/Ky+Tm/2gNONAOLqeAOx6TMi3qnkQH+4BnwasAaxkTQp11sRzDoZ1xzc2UM0rkELYvYhwNge5beh7JtK2aMGxI0S0AfK3KlQVS5xp9h8F3JL/EVdLfIlTxxYsc163XuRJfpLkSGE0W8gqLfo/ClNocmPqtdnS92LeuVMdYNMQDZZLFK4szWSX1V0YuhdLlP6bkjL+OSNa5s2/PY+e4Nl0tQOa+7U7L7uQOZgb+SJKz/fTwtLgH2EqSKfS5jN9HfCH+p/UPf14McGNhfqUyI3Iknbyj114jlI0TUgQpSj/tnA7W99duDJQbKlP6CAcZMUMBJVVqD08UzlmEXpZwdwvyyP8t4JbfM9JAhCVd//aZPrWmpPzMu0pfc7brnxz0tcF+zS2f6ZkDPE8PQOQjtrR4yPEEJD262Ud4o4YKkFnjc3bfH++PA3KHfXWYfu//1RucNHkosKXBzj5i9eEs1547ZsjzPjZ/w9E/X/BYQj0U/kWZwZb30m5B8rE2D8n0f+nprmv4toNQsfJLtKHNBPQyz4eQi/uyPK/8P6RpY3xAca9pGAQ3aYSfEqIJO/Egu24BJKaKEWoTVyIBY8I0KbqrZxJRofzDH0Q6NShupLqjKCDAXPjVXi2XZ+dfSOt75w4Yn4YCXVgvAQ0ZTooPpTC7A0kj/kqrzXOnWzNtZVBtP0vr70jLORXl3R552/ubY5UvqnFwtWbkGzAXv8pxlVGY4+NWDPgehTlRFm7NIWBYNBydCik8OOK1PemgRSfWOgFKvFa+lzZjrfLbr81F31P7u2wTJp6gHHwmIJOfdc6hTTt6f8qIgQVr0Ucj77mdWdl814e9CH2WWIBK0zPWeX8LJsTc3wWvEj4cOFRMZkGrKMoaD9rZSldVmBHuvX6n9ylceQeqanN/tRlOCnVn+BuTOYX6Ujkm39U6ivIW/S6bKOC06l1sUI07gKqN9EaINnEeVej7gjJn8ICZdscpkIG85FMpqm63tL2+U0yzScjgTPbkSRXpe5+uBrfOalp5jWco6G/FL2zl1aOPfcsXfLOi50IgCbaoHxIrK59o2SKCV+sVfbVqaU5UesH+mAM8vdK0ECs78Q7bwWQCSFGksCmLHKZuDu23Y9N6M/1eZTA3LL2hv2DkyzzL/8T+/an1ryyb8V0LYohUGbV7J66+TSl57O+pz6vm2uj0y+JVfqtPuwugKyyeLHbKmQTnS/FLyxTGlLE+K9XaxcUw/Yty+6IXLDO6/eX9zb/KUpbedDF3JLQk8s+3z7/mmLPYSx4KKKOrxMJQsPNnxk7Dcs9u3PXtxGCoMU06mZH4fWgGf8aw7+QP/taTpJln6e+h96sutSEMGIALwVvPwCcIrZrOAGbBQj0UqIV3BRy8tEXVYqGcu8ktxVbBXQl5Pd7Zw546S7sWlyhdPlyF089a2Ms80zt2hyJ7yJSDpTIs8a3ZKrBZ43NW/1f/XUT6+udcwBWd5TPnBGWIX+U9o4VkD+QQYujmHzFy+J3Pee5HpupjImoymIZ5IsGHQ8ioz4e46r/yfkn08mwPg/iYzFL/ifXJJOJKNkwkwow9ItxwLodkbumxHrMnvm0QeuXrojNye709LVnVvx13B14fne6S8p3MSquJRgnggCvLiAFQgQomqDhsrV1HW0CVVdcGsRLik5CIBy/0h9MhafxC9ceOJ6ION06gzTsfS5FW6DzVHkbfGVeRsOKeNLTYmuankPKfduH37HISmd/PsLJcE0vS9kM/psDGCzDNRJOXLOj3d9gxcLVq5Es/E4e35axbzZR+aaTEHVhG6F4awLY5ChfnSE3Ce7TZlLIgadf675eH6nLqfFavVaXt1546GD+YsCfp3lwG0tz86ZMnje1G3O7rp/xoaZEUlvBQjLBseqX29xaAuuKjk0sN91mV4yyGcIKlaCJtINxoinkDaDKRL0tlqKHEXeFtevjv17c/n1pzfXsPVMq79wXWcw79r+UHr3vv6lO65ufevKnfOvqbz8vb1ueiE1PDDTqbeTEXLlDRjSTpZ76jqVPu6iWxZvQbZUWROY9bsVxnMFIMknw1lNvXKKx0//oEEO2xCxCaqM1TK2ateC5ed3LVh+WD3w2l3XrFZ8mU8ighlBgOhcRqAi1ADk+MXegdC2WRBa7SCC9i0VJftrMhBzEZrGcYmqzSzoaHu2tqgyQ/bryG7ubqIX8hs7j4B0rdOUsd9JxtNElRwbtdc/dD79/lm6E/e2yQU5FincuVT/xpnWSOGcmsDq48QyawAUKe1vBJ5c/6uHaqW13MQUTrOIxQQIE0ANWc3m91zARjGDeNHhR8ZIgDwiQ/zmoh5RisJVD/q+mR5B94cfpnzrlnJ93R0ItwcCsjFYE1jduHZg0wALmMGdBBmglQuUkEmY9QgbzG5gHIGHI+SMGBoHhfmtnYX5rZ2AdNJTcTODMTkQYHyW3KH3e835Z5b59ZZ+n97Kscx5M8sHzqhWlHGtHUrg6GnpBN9HgHH4xwQuJrZqCzuRK+7ckZ7JmGJyRrznP6klfUJGlwkw/k8kI/kF/y+QZBNJFSNnwhyTjLNvkk5qC6r2r7tpxQvTg0FTv9OV4Uq39Vs+lvmc9YWGjy05y8y/aM63kyao+oguBmZi+b6Hyh3LvdV2aDZdQQRIHXFzMmafxGp56JrJnnPuXx779xNm2We/Y+4vi3eJMh7TlDNW60ujqTewKOAwDpnwI0adRRcOd3aacxZDjObHadAH/YPelEyTydWVqLBxyFA/2sKeTgLs9VnMC42Eyvt705tf3XnjvoNHFwWAjL/lruj9W+6KPZp6lI1UcDiiD+lzwyH9KbxDobh+LOgIm2whVp97XgUDwtMXkfBHOkcnRC0o3faszuz+bsf+qYsWBiWjaUnPWyFHyGnoN6aH92ZevgTYW+6pC6BdILvl2s9K921ZYTw7bYN1d2UIfVhCpj2c6p2l77IhNlkS47OMjeTLvAfBRa8GNXYAG6XXZYC776p5OGPdC4/NKe5qLrD6vRvCEgP6SOSQcp7WNSeIYCcJILTrVkSCqh7Ee3lWvXcSkP+B+Kwm3UBshIa+Mv/UjnPtPr3VFdCZLG9mLV2yvHVHbb7UuR1NYh/gya2sjnnf1k9+aDNt0hlt2Z8d3JS2MzQshqAeCCbQPjZSTwawdyiVvAsfp9nOQSq4lAAWRO9JhJDRYyCNOPCkuJTUki1dCbxIlFELAAMhQ5X+CLP0J+qPrJx/CSW8SyHneJVlBLASBG6mgt2C1jG+/IR9OoI177lNiUGf3eDaR2K3pLFacofGbIG3zdFhyXeZIgHcBptDLbM1nF9ForXjabawcMg18J8hcDGxVTuFfSRwbyP5MxkPwP5fZ0mfkJFlAoxPyAclySYSdTJRj6uf75uP/CLq0njp/LdXBoOmfq8vxQfg9aX49O5Q26L8fcVn/TMdxE1sca44GxjO9x0/WY46oV7EpmvcPomWiF/qN6R7f1F856FdOcsDwCp5E/dpNgJVSr1cKBqoYRuCNqnyBn1qrjQzkp/aQ4ZHn9LiwxKOmHWW7H09Z/6WOkO9Pnpfiz9ytn5az8L5B72AI9PfG5zibfRYw77rCEgbgM01BTerbRoCVAmCOxuBjNPdM0zH2uZWuAM2R5GtxWcxel9+9DdfO4nGQoIIfOvWXPtb1ODn70uJnoeDwyzmGOkMACn40BMiQAqZnNMs3/HPNgb0PrNizclv/eGHS7qzcsosYW+902jvzYz0lp4rm+JzltgL9/dddnN6netQQW9H/AK5eXtw2t1A7WfNh0qypcGc05Fsnx/D/dfqz9s1/fLkKK4kMX2lbaPqy4zQaHcBgTZz3uQvzn28+cWCles5Tdn6fT81/HTT166IKUnGhrBkgDB7H0A8YxMiaLNd6ZdBBLTsQViPNsO4/V7HJSOVDayqKVx9fEPd9yrdBpvFbbD50oMuc6u1cM6Sc29/Kh58J5Q4ppqdfXEMTUJGBkf19FHP60TnkMeA73EeF3NF4C5+wIQBy4iuaY8gXID4z8EHXn/Ee5e80rQl8Nu0f1s+23Bi2h/SPl40K/2kmwMEqeYc5ZzkIEtw4qMAB1GayLGAs5GseQlBX6G5daPmnIuxeAyN2TZrgdMe7Ld2mXOwhdzqve1vBZYOXztKyaKAexGbzH+KwMWkzCzC0joewDxmgH2Rvu0T8k8sE2B8Qj4oSTaRuPg78JGPYFYdqS5PFuS1ruzqycVoiGJZX5/FOyXvXAda7dkBXmc3qySiwagjlaup2t9DY5HYJxHmIijEtJrujwA7Ttpmddx+aY16rkSsZp7ZM49ecvXSHdac7M6Mru7c/F1vXnuJtHbePUN9qPhs28KevsHLTDt0z8pX27IGphGUz6TtHqxNbfFFXrh05TDNT1d3ri/d1u8D9hR423Pn7D15jf6VsF3fFJGxcIN/tWFZzvIud5cl5zwjs61sbnPnPVDbPmd6IGzsL7S1+M0Gn/2+1zZYibMkKAG6yUBT4ucxnx+xjk/zArm0YGcyvfQj08RpkmumY+6zbWl1Z8Boql3x8vbcy7zvmusKyv2/unJd3/zzRw1T2s4bzuZONX/i3t+za8HyGKJ8Ndh4e3Daqu3BaVHriIh50LKYrCdbEm0YGZQPa6Pqy7zkvbcrgdLTqTO8d8z9JbtylgeBbqwsumXPCyVqAc9dvXr3F+9+/Oy6LY9d/4Nff6cEYNBkzUkJePuAUo/ZajpZUt5kDgez83o79HaPy28OBZ2I4GZtIOi6Re/tq1q9qyZ3Sut5uT/V1vyHaz9+evuiGz6IzfdIoLF0e94N9aZIwL2m+ZmKAn+bo81S6Lp35gN9r724fNT71lD9b8TR4D03K/r9/sbv/aLWUxVCMybiE/RQzmEKqMZEMQGaGeRReT+10lMcoZsBaimnlDJSsTBAkDra+RuwaXh9IrI0SyfJBGRj6L+9/7kbuPUPgU/ovxv5XrBcX2euMJyy5p7r6OvMzJtOA7mU0QnspZn5NCKjBseOFrwpJKk177YTW1mQtn/gUtvbVxaYWrEbXPsKza0bV7O1Vhb9c7HPNOofP3nNqa+d/MkyS9hLZV/tYZSNxGOD64avHZWUMICJf7LAxWQKlvEA5vEC7IvwbZ+Qf2KRZFke/awJ+f9KpLXcBKwGLkNwbRsRvqzbgAflTSRMGJMIICv/qwAml1hz+V0X4xMfZ1Z1zZtzcMqHFr4155K5BxsyHH1HgM23rd1KfF3kTdQ+0r7uFxeaSq8OhMz9RkPQFwwZLSaDP31SSeOuu/Ifu1NT/gNKPS2Ab2np697frPr8SZupv/CtxqX2x95Z59pZv/wICVxMRtkojFsUjfw0ooGkToQ7QxGx/NcA1yufr2qOOdBwsi/82f5f3LTihauFhcDqs1q8FqMxkL5t+y27Dnx5keAcb5NitYK7yGU782nBzGG2AJsVt5gYt5fZM49O/vIXfkKGw3n+yh1vXW57cmBK2G6MWPy+BmNPOOyzGqf0fdHe9uY1i/8SX7/VbI3RYlU/uOUXq+fUXFKW0WBpcxc4nzmy5uS2U9UBbVuU/qmMr4dSd+EK1ZYgXXmBPPz4g9TyTHKe7zjNbPQ+mxmgniA3Mw8TVgL4CGNBj5dyESw5ZjeNbGkVgodepb9sQmieR6Q4HI0STWPVcQJwM8t2bbzqkqtO70kHuPLne/74xrwrq3L6Ogc6V+ZdCtCYN6mvrKZxGTB946Nf/YXd4zIOWlIHUnyDLkmW5eUHd9SWdVw4q6aTl05QueDUu9v+8+nvp/SnpPudNgdpgwPmye3ne76/5p6Tr31q+UdjKp3suSRv4yalP7SLlgSUsDHhhsxB3FhJJonAuFbuPf/Dzae9s46h9KsmQY86FqYggjv3IXzpqxCB1duB1xBBhDqi7FASAkhFgI2yTK2WStIrW/7FKvmsAD/0fvMv9w/em7XU+ObsrbbqLLMUICgbZEeh8/jgF1LzMXOOpTH5CcZlhRg2NoQ4mIKRVcRk/xxP+aOOyVHYVKQ2eTjn922sxksn5UPsPKBawf7BgYsf9Dw/If9/ywQYn5BhIq3lFaKgLl7OA/PlTcO03cnKUhet5AvROCcw7eKxYN7+3Fs+8ucl/QM2ORQ0Ohdfuveo8ltCXusaqiv7nI4HGpsm5/Y5MywZjj5facn5zgyH8x71fGktv0AkwegHfIuK92XcvfQnpQZ9sOGWWVu3oA0CGwE8fFCiZOx8EMFmoS6KWQgtkAuxWKnpv/MQ2Vv/SiJgCtzxxiOHMh29AdVVB8BqGbT0OjNNv7rirksAaJM2ne6e7j/WNm+mO2Bz2Exu59yCo6fKs8+YKZCHFj1pLZVz8o79wKQPLm5z56f0eTOlYMQop6W5+9cEn7Z9zfvjviKpo9XoDXkA3LaUWXpbOPzXjSse1zYRKFnN1pjFVKGPTAi+4rn3x7swjjsxkXqfBABDCQW8m9tYiJcuwlgIY6GIvWTSxViBggBjKgWiiyjjjfDJVkDvxciwvpxC7r+G/nDDM79YM1kvR3j41rua7/n8AwP3bdrQ9bVnf3oFQM1Vtx647Xs17wBLLjux3/Kdp7+f0ZueKfelZUglXU19Rd0tviXvvf0pdZMgnWDDT3/2lc85BpwGd2q6HyCi0xkc/U5dqt9zavXzNdcMVahNSrqBSvZOSSeSgEboY+OQpnVYec9tqoZRnrUWjK9GpBQdsT+lYXVZRpRxyUSUPlRGsMdsAb40ZWHdpGVrduuLKpp8A31p7buevLb56PYFZ+UsaTNwd0N4ku5AaGFxvq79sqXGvSnJ7v+M/5Mdnxp4pp3FnOZGprOKIyQAvGORpJvZtQyQSZBEG5xRNpdJN67j2CgMq1cpU1jGtWTgwUgTYr7LRavcSQL2uci+GXPdEsyzEzIh45EJN5UJSSR+4JcIc+wJYB4ic2AxIn37Z4GfjqUgjT/dI0RpAVXg6ODifMeHzKpXLN5d4fVafaGgyefzWRyM4pO+mq21NY7qezIch2Mm6dvWbi1FTK6XAdMRoM8H9FRXbJXdgTRvnzczj+QsKsDfTVtSidC4aSkW1UXfjwimW4II1PMjtHFRl5s45pmCvFbiXXX6B9IpyGsd+v909wxvbfucq/1hc3+aacDlD5utte2Vy0DaVV4QrZj8fYkFvzgw/1DrghguGld/huVR7uIv8sd0R3xV9dkKo6LOGvbLrZIprn3J/HBHcj+JEXkTtWRLEO37VWTDEFDUPJcFVfu9X/iUozjD4RzNVWZIVLCmdV1Q5L/YBH9+8bbqZ72fLAHy0NNJPocU2jdHkrYlklUMTwgFIog0WVrvsUpsX9bT+cfSj7+lWxtxP/HM5yu+8vwjxV95/hGAmQG9MbRj4bUHPv2d3+1AuD2Z3pm1qONHn/jmwL/sfDa7tPNCaktOkeWxlXeceu1TMS4gpXPOHx+onVyZoZNkgy4SCQF0ObLNK/72avzm/WL46JO6gCXz21WA+PtLQpVIg48c79rhUOpUrpyjPju7cu/KOdcccd3+vT8MeAesPo8r1ZdiH7Te+t1nK8MhfRpHoSE8Sfda8NpKs+T3HQot6ArIJsd0/Vlrhq5PtuI1ebHKdeEZoZrA6s4Hvd84C5xkHwH2cUK+5+J9o0fweV5PbCwGjN3F8GKeb+J6TWEdc1lNIbkY6cGIjLDYzkOAcD8iMdtQbMLfM3bhg2rfhEyIVibA+IQkkk/Km3Br/t8vreUR4MfK/+Oii1Im1QZEFkOtlnOsE3s8yC1DSb6R4eh1dHblhQY8tqmyrDPse/fyZaUl9acK89uSlqsswvET5o8Zbg1IAVIefmt9eP3lP+kwG4K6ker+frnWR6EXqyfKDLAMYVWwE00e5EMkUxEcziO4ztz52fyQXh/KCYaMXVpXHXu6a5d6/tdffpCvXv5T/CELbr+NnJQuzAYfX3/5QbZWaktmlYTsWz51x7vrLnvs8LVTd3TtOHfttM9t/s2HXX5HeotUbP6Z6csl3wtsaMCIxdwbCHTk5XjQpI0nuU99LYldNoafmyRNO9nSxjh3mqbFC99ccfpMhX1SSWNLYX7riJurscrHbn7uzLMnPnkXsdoyB5Dx05+vf52ahzcwUpp7IaWITarKCw7RhFC7Epw/JGPQ9A8Dsqv3Ppfzu4OfnqInYtSWZQwHDZfXvjX7D//1L6YffOo7lndmfagDsO6rvNyzr/JyNRNtDoLzXyuN7Zn5FZPbzgea80rSAwaTRR8Jh6Y3n2kq7G2PPzepn3KyNo7mUzuMDvUElftcSx7REcmLSPrOUvP5k4XmVpUJKemzrqG6HciSghFX5nvOvvm/tZsynK5WVnCEq8W4uvm6LQMv/m2lnVgw5lC+q88uJlvwdetesff32OSQ3ySCx/tTfEG/wXzdulfs3EHpgdDCYrPk95kJ+OySq+tIuMrSI2eHbhuoqUXQq05Wyj1P9N2ZDBglaSgJ2eYx+onH9m3ibJRj3gwnkHE/34QiRmyacm2/ctSBYJKKIPp4F8OVO39vsPzBtG9CJkQR3einTMj/bxIHxFWxaL7HT0JjkUaiaeRVGdPErgG5Gcq9WxD+mVM7ugpCwZBxSjhisKSluZuDIaP1QlPZstb2Qu8466daAxYAjyN85AMAXYO5+gMtlzqyU7u17U5Ud+0CoIK8PuX4eNuoAvlKhvedQ/lsR2jD1TTjZpID8aGy39x/5WmLxZcSDunKOruzK+UIRSVFFzoK81sfU6958dRK60/e+toelz/dm2drt7v86d6fvPW1PS+eWmklVkpf/NTNz+1Ye91Lt875c5vD6grdOufPp9fMf+a0esKZwHQLFuz0Ihv2y8c9KanfUfqlRPkcpqVU6rwSOI5YaHOAOcCWJBubkfo+5rec7E5LIGTqb2yaXKG5fswL6Wq2Sgn+TimgcKO2bT/9+fot62seXkncc33osvWrpLVskNaySfmsPF08w/t2xaUZDXmTpjfkTZrqSrGlMlpCqGyp0r0o7RdLV7+9+bJ1h24oeKVdTa9+twLQgSGwFVO3p458plRPJA3gjcql3/nID7ZuOzZ5dqMsSbJ9sN92zZHds37w+Ld1Vx3cOYB4/zOUPpqDoDWMfw6bn7rxM50ZA33G6c11Hfk9bY3FnU3u8jOn+6ovfSFX21bGMh9kS9VkSzvIlnrIlkJkS075Sunn8pXSe/Is1sqzuC+ZllPVjKYZ3HkRdF3BiNF6anDWklZ/YS6jP+s8wCAbdVk9VZnTdj54eUlnYVYaT7KYXZiAvh9/9xso/eFAWNGaEQCxH0EBOUu5h0oR2Tjz8pMud3e6FPQbLcgQ9Bst7u50aeblJ11Ao4ScayLgA0iRvJ7JuvMdbZECNyI2pA+4R/lTn6G6iQqinTMkYrfLFy+b49roUP6PGYvSCS6VTrBFOsF56QQD0gkCCJaTTyCseaqMFchrRX13tUoHJ4LZR+WAVzdY2udayt+BOEAjF72eTciEJJIJzfiEjCrSWgqALyn/DpIgtfcY5P2wjMRrOYaSb7y688OpH/3I8+F0m6stHDZ4lGBEnnnuM9z15XHVb8gaoPiMF6BhIen32yNXTt4zEtMGRLUlaqCqQ6mzk9FlPPRiatbOQ4iFSNUK9Y0BqHL0+AK3eyB98IoP7TbNmFrX1tWd6/vN/1nX/96pechRZofGbaeqM7adqt6jKcfB8ARBjQW29gyISQBi7/ZkD23opG75OIe4gKK5m/H9+toZo2cF1NZZfd4OkmcUHE1TNfRbnzPTmZ7Wb+1zZjq0dSbRQqq4KMxOm778PdvMUaqcgOFAaMRjnmuDZVKWLdivpWfLoIQHPrf0Cdv9v7/X1JaZ3+wYcGbqUtKnGUKhjtSA9zsJNelKsKehP1iYemEwYHT5U2Y+cnYxsLfthnx1IzJ03TDtZ/bgt5Vv3it2vfGD3KryXzQUlGWXdjTl2Qf7LemDbsv0prpjn/jb76fvXnBNM2KjakTEKhwAVkonODOkmZ5FrcTye9K8A+tueXPL4ulNdUQ8umN3Tv2FdYjFRd2MvPmVLeuXPrxSuf/w+SBbuh34U1yL7Qir0LKNd979wtfv3Ni3IG2/d03eUxSaW4cC/5SN3Sqgr3cg24NfntrvtRt0pkjoTKB8YWFe616GP+uzCO7+C8C/zrn/xJwLHysu65+V7oiY9NKxz1ZMuvb4myfZRgVX83r51LoSYjOOngUOAusQmtwBoBfBeGQFnswo7KPymqMDZ98tL/a5LQ6LzeesWHr8TEZh31lgc4Gu7ZZuOdsekM0um+S22CS3/Jh/3ZtK2dp8B42IhF9qroKhsaV8fiDa33Gwe8wGquOOGRGbk8kIvhgPF8cqpb7XTqIWIx9iw621TEDsOzxmrf5FEhZM8HxPyAcqEwGcEzKiSGspQfggz0SYBW+XN/H8RZY1fn/qNmnhmw2X18wrOJpjNXqtvpDF19pf2Lnxzbvfe+LdLxQCadOnnHStuPoVOTen3djnzHS+se+qUwePLjJrg/zGe2/l/IeBawCmZZ75w5mvzajTXh8faKZhPakkumio2pNPjXK/EYMV4+rvRWictObqYcFDmms+AbQi/P87EYDGitCkb1FOd6BhnhhzgFKCQLy67umFsx9575pQxJiF2LzNlDeNz5qSpD/ygEWgCVZT65Idx/6iaZPipjL024J5+3Nvuv6Fq4JBkys3p/1IZ1d+lU4XyX75tZu2Hzyy6LF4ekeg76itoqwubdpKAEmO9MiSzo7g2N4NPLCarccTNiRbGtaO5/NXLcsM9uUuv3znEPckH+Z6UuCmlq2Hv/LcQwvLm+tKwpJed65oauM1R3Z/dhgY1wR7uspT8/WecFgflA2eInOHtzi19+1NC19HaE9V0FYKNM77z+O1Mx4/vxxhWZqNcAECAS7mIkDkXITVNAL8sDUzf1bRC212pf/jYz4SB/MpzCBvZF6+ssFa5n+u8LbD2wqqVQ2muO77UjzAjL5T2VI0iPyjHOarvMQXkDjJdwDOFU5pv33bH164KeuFZe5QOpMsDXsKzW2qVWDjbSe2rqcX/1Rv3dUfnVWT5Q2n+Af8qZhMgdSF9nde1wZsa6WG6g1AxlUfeXOZc1a698iP5y4G0AXC8sc+9dLr9GDnafYAfRTEBtRqgjpNRDfjPuCQLHOnYqlI+E7dtnYr153f/p1rO3asKPM20Owu8v3R+a/eA+HL3MDvEC5o8delI9iUhs8Z8j+OWUQ6weUIX/mdQBuCWeZpYKFyygngOS4muPRETJ8uIeoCZEUkRNqHcOGLzk9an3EXOtopBnJJI0Ab98ufitPsj0xY4AYeBf44Htasv2fw6IT8vykTmvEJSSrSWmYigHgJQhv26YsF4mRLlXL8wjtaQpM2aQ3w1NKyt/TqoTSTJ2VG9pmyipyTaQiNketMfYXjTH2FhHDZ6ESYiYsUQNeI0BKtZHy+3N0IsAIweLZ3+rcokEcDlJsRi5CMWDQsRJlj1klr6ST5ZmBETc4wf9jhC8GTCYD4wwgNfxFigbyCaMKgC3H3ijHhJgvqGtZfgiJw6Lx3mxf2XfnE6wsVIB5BjJmLcmta0fHKtM9eeLK4wN/mqE+ZEnx08peyDmRc1kniZziapmrot4NHFwV8fsuZ1Sv/5O3syr+2353eve/dpTsOHl0UjCtTo52XhiomS7os5WsecDtQXUP1stXZL/qIH+MJnquEnNttzo7NUGrHQp/4ag36Te9NntPYn2Lz6eRIDorve9z7MhTsqQvIjohFb9Tpgth8nklpfm/RZX2HLA3W4oZOS+6Qr3zea53TMt/p/WzYJAX1AbkL4e41WVNevBwEUhV/71LGGvOh8d8/mzJNKvC3Sd8++8MlwF4FkIvr4pLsxEg6KUMewh9mLw7SeJQ8lit95PfqrrDvnhmUTf0B2Uyjf8rMQnObasVZBTTi4oZz3hnOLWdWuS8vfiM7K60ntcedPfDrp+9sPvDlRTH3raFat5qtEaU9Tb48i9PgCaWrv0uyDINYKMJHcg2oqsWVibpOSGiyuNZQPeydUmhY7/7b5BUdf7OueI1+rsJICu/RQhengU8TdclA81nC+DI8jkvuk6RKhKZ/sXJoH/DYBjl23pZn8RYiQZQqJ6UTMWD8pbFQe8YA2F687AaCFLKUMtI4jp19DKeM1FKRPhljpXmaLZi4FwcmBuliL000slLazZm4eSyesGAV8AQiZsgGXI5YT2LWixG4xf/ewaMxMhotJ1Cxmq2nPuj7TsgHKxNgfEISirSWhcDLiIlvEFgtb+KliypshOC6pIC8TZqBmBD1gZCx/T+2/fzElpMrT9stLk9VwZGbAiFTCnBYOXsJYgGchZg8Vb5f9V73kngxS2jO1VgD8lAAJU/d55Ce4lvELUxDiVqICVTNILpIHkIsyCsQdIPJNgPjMnuOIYvnKsSmJB4sqawnGcS6Gw1bxMecKVQBVRe1ectOwFTRLdf+9Pj62tn9x9f49BZ3uznfJUu6Gd88+2DK46VfeHdH7grVJ1xtZy3dci3Z0jCgQ7dcKwPxG4v3Ts178r1T81Yh3G6cxIo6LoZcX9JD7t6pnvN/LfG11juCLvsL+Tc+gGAI+jBgNbqCP0MEz8aOcWF5iHHHKPC3Be6bsSF2g+LCRxqsqXmmwp1i8/Wn2n1+o8liDvo7ifq+a59FKUqwp6Ur0O2bZJpssIasuj5ZGiyw9OjlsL3Cc3a+BO92WHKdAJN/f6HY3BMwenPNUlqzz4fYkKUj3hkdwg9X3Ui2IDa36hgczvmcHPgNbWLSwh5ntznHKoFvTfMzFQoYHx0wrqWZR5CRkXieOVTwFk+Rp/7sNVl8n/uPTZU9OVnuwx+p6j49v9yh6eNS4CEkPomVnjN9FZ4znoowJizsZx/1WGFY0OvSGqq3dfVkm1rbiq5v+khJ9swpp4f8nR3nXH7CZLGC7cBjSegXR3WNSBI8HnVl8jIPPfUYgXJ0dFGMCFh3ILS0Wv9oF7Ep6acg/Pl7JYmdyrEjXERQpwLEH0AwS6nboquB4vsk6Z54QK6KdAIDIsD/U8ohNwpQHIMmWawRvfjp4mouBd5lD3sZoJw5TKGBNF4hVsuc3N1tN5UIVzCn5qiD4e9SDGGBtJbpiI3oFcqhVBK/g8lkuMuhiyzaeUTaSEN82ydkQmACjE+IInETpQ4RgJOKMMXfJG/i7YsoR0w6yuR0OnWG6Vj63CvdBpujyNviK/M2rCuHO5MU9WWEGwUmQ/CTv373i53Aqo6B/NK67nIvwj1AXZj2IszCRQjwvI+on7EToUEs1hyDJFq9RICSp+47TZKFSZLuu0cLyBGLX/yCfD1C064eUz+HJvcxa6LHLqUIUPUu0U3LAgQdmAHhFzkdAbqSA/8xJmZJunkb6fokm7SHLlu/pdjb/KUeUxbd5hyHMRK0DOpTJHvA2fj5xifyduSuULU8sc+wW66VToDmfqs4IbRkCdki1rKekf3Mh8DVZG/ThcnepguIxbx+NVvP1FD9eUTgHmGr/hJgP6WYmMGV+MmnjjScXIqPXUp/lwCN+zM+dP/2vBtWomWUOU4nN0G2q2daT3pml99osviNZsulp949NKyd0boZgUrjQMin84b9ERlLxKiTvDeY2+wh9wGXwbZssvdCSYcl9xyApcPn0PsjBB0G7bwfRPg2tyM2DrmITW2h8lyepFuuRfTrWDeLQ5uYuf3HTr6ZtXRJtynLN8nb5CBBmvaETDCfxYeeP/EzPsZ2lrGdZQARoyS32/L6zhVObbdkenJTPYOWq379ehlflM9zNSj1apRnUSttZjvlXIIdOx6cHOYQ9QSA9jiXEXXsrc/J6iYnqxvmgAdB8633hCJTHm38C/v5AX8dXyZUbVtHYUtqUp6GAyMufKRiYApwRinLhlA6nEIoCVRu7WcQ2uEqBGhvQcx1MmLjbQBukSQaGB8wX6Xco5+oawjKscRKjBM0EDtO24Bb5FmcGMY0Vco0plMjvUyEfnxFrfsMl+x8Us5uORVpK5jvqL384/0t8xZ7mc1MXmQPjfQwxgROGon2a1SGvUsJCAtKEXO/9prEVqCx3LeXXFqoxI4RYV0ai2X2omQsHPkT8s8pE2B8QhJR8n0WAcRBJJfZJ8V6IO6RN3HVGMrJAO5uNeenu/W29jezli42R/y+tPCAq9ucZZElacXMtVQmmZCWA0RkKfTXUx+5r+PbufMyU3qtwbDxwu8Of/rkv2/5pV+OkgF1IhgndpN4Au5CLCJaGaadSwYopafYgLow5RTrmTwnm1RbKh6XjbaGdcRuKDYTl70TAWzirQrDJ/enEqwzmzYMPzY2aUT4lmvdId5EbK5WKP+rloR9JEpW0ZbEotEmbZT+U4bRNm8jXK8A8mEaJDW4MSvQY+oxZTZnBPssfp3Zkh3obho0pEQmeS84NDW039y2xUv2LRuA0tPFM7xXf+2XxbsWLD/P2MzDXqUvVAq6k4hxpI6LIXAVQXLpkOMBaNRlIyLrmISZS1hMBxJnyMCETCZ5REinPZpFcz3w1bWcQQvMmniSVOixZz2ii4TzzEF/56Wn3j1U3lSXjKtcrVstUKz3yCn6CAPcFt6dN7v3FGFwGmydEb+uZN+7ly/z+SyO/Lxux7wLR82WFp8e4ePrQ1htIppnoL5Lu7RJhtRgvpvf3LLulje33Dy9qY7cvq595c110K31XAE0m5hyT10nsLfBWjb/TOp0GTVNuzLWkoDiu70vm23WR/0fITjk0w6AFJQlQzhk9pqtxoDT1K0vDJfpdUbddc+9Jr139UxHzPOp5zHqE/poq5p+7dj7m6vffp3Z5EszGMJ6nS5sCIf1wT5nRt9f/7by1Zd+Wf1pfhnfzFiRZWolKcGGWqZWuporOc9j9JCBhxxk9MB/SVv4AStppJRpzKUYL3n0kM3bGDnLoPKM/Ih5uAxh7Womyq29EpS0U+J+84jGq2QgXEXaEQA9H/ikJAnt/iigvBTxXrg0x9QYmLGC0gLgJekE1wAfRe3vKeSykEtxkkM3g0Wd+4KLtv+8PCinePpyJp8zDXpSr/jLD6xvSt9sal5wuUMpS8yXSSxpSe4/qqUiXqQTVLKcGbzBIsGlRQhBKzke95/Y+3ZRgRUZL52MkqdiQv7/lQkwPiEwfGEKJT91XOU4Ad7KXFqSHuzPN0f8PnNEUHdlB3roNOV0k3xCmgSgk2TDzRXbLlcPGnThyesue3yyzew+/snnfv8aiRfZ+Am4STnHEXf+60rQ5WjWALEw5RSHmHt5CQFfiEH3IEZLChWXrZCSbyhU8SIYFjo0x2Imd0m6L7GfoXTfxjjN+6hSQ3Xlw/9dmNvZlbdC8Yc+cvDoIjW4rUdzai0iACyDq5gunYjT2mUkfp6nu2eojBGjbN4ESJuWdabxzFdn/Jbhi9CwjdMBx8LiKYPnTd2mrE57qN/aL+l8ABF0OnPEn95gLXOhMNpc3fXa5MePfREUareGgrIV3/3t9+ypXk/LtqXVIy56ysaxGLAv6t0XvL312WkFvraqPmNGh09v/Q48RE3BzRR42weK/O1XnkmdPDU9NPCeLTTw3yds5aehejrCTQWAtIbB8xRRRQAfTeRhIEQEMDPIdIpp5yhxlpD4OgGw+/m7iOMqP/G16Qvf+/bMy6H6v4bO67556OvVN765Odved5hVtLA0av0J9Zk8TVJRhsEYcFuQXS0z8uzz3sCm8+IFwgiwlYJgumhW+5UkGm/5SgnEc3+d6HuUyN0sRkNc7qkLlHvq6oCNaw9vim9zwjEmPSLfiF8B4mt5gc/RzB5mSN/m2lxXd+o1h3dNr7l69Vla5PNTzWfI6HU6lHKeVAMzk1qbtkqc/3LJyrRzHsmXZ3Y23lZ8su2G/LpDRxdU5Oe1seGHP9qiqZ8ElPDx+N5ILArAHf5cdfwrjVQMO57DPK7iSbJZQwg3Mi1YmMIK0mjkAiJw3oEIrDUh1mwHwv3inPJd9euWEIC7WSk9G7HZtiDeTzdCyXA5kCZJbBwBkDcirI2qQgHN94SgVJ5FmXQCI8Jd5gHEfJoF3I+Yd8S7PpsK3KQSxIuMoXLnH9P9KTa/Ly3TaOodyMaAx0vEMvvtmvzmmZefVYoXG+/xuTuOy/VPOkEl3XyXfVQSULDRIpppJ4fGJPkNEkv8fXOxEmQ/JzXnDFPGfBBBnypHPmMJLp+QfyrRjX7KhPx/IKXEakB+C3wPeErehJTg76oxlgPgeqxsnUtPODvb34UkR0gPuiy2kNvyXNFtR0iuZRlKRHK8Y/bZsh+f/9HqPz73a1/IHAT4+Nw/VMzMORlAw1WtCeTLIJYbN4JYEPo056u+vBmIif1ahgNKWVqLzGc2fIabPzeFybPyCfhCBPwhzFYLGblmMvLSgUcUcAdiMj0PvKrc41WEq8gcRubr1YISFUiqfopjFlXTWJjfGszNad+Rbuvnw9duu3ZB1X4j4rmqKC6IMFs7KUVHAfdq+kJYNCL5VSR4np0DOYvj6jqezVu8G4hd+6Ma3PhM8ZqTtpDbkh50Wcxhny81NJB6ee9bZ2oKVx9CeYa/OvbvzQX+jvNqPVpyiiw+s6V/zfZnxsIfvgo4f23n9mPfOfOD3PRgv7nDnDdQ4Gvzra9/eGXdf05ZBdzdZs0PHnBUvegy2gNN1qLFJ2zlLyK0knUIf3H0nlBg/rdqD+CmkD7AiwVZ+RxE4r0hN4KqUXtHgIoYPvD25bmvjHTJrpeW/pafchdLiaAZY21dhUVP7/3U3mDA5HTY++yFpzukE+mzmtoM+f1E/cPPIxbts2jepSTgZmxjdHgbjAgwuZ5saYOi3VQl4Zxh6ggKX2gDQdbTh41ubuJulIyQNu9A2tqXnvrbTX99+aWKzWf35u/u/v1qtt4Xz5Aib6JW3sR98ibWylulzfJWaR2wOef1rpyQRdIZ3EHrzEfOLil4pT03w9Hn6+rO9cXVZTwa0eSSRhZFvM08nqeAA0PHjWSykEoy2EcYJwYMpHCODvq5hGIEa4gTAYKNCJeiTgSr0EqE68pNiDHpR7yLZQggnkkGElXYWIqO+aSRiRXxTHSMPLdsVu6TjgDhFuV7JyP4acuzCMqzOA18X3N4Btp3PRUHXgXs6vDZe5osoYjFLRt1+pDRnGqO9HcP2rIMNmdbGu9xCmW+/PGJb8A45shE3PqMlK6+gS/wJ65nkHQkIszhBLkMMpeiEa8b3gfx9+1gL7XUD7lVQrwyJuozHzMHK8fHI3mIDZsaXP5ODdWXjrOMCfkfkAnN+ITARZjzxlPOzpzlR1JDA62rW2suKfM22NvMBc5Hy+48tC2/2kYs64k2qKUbYebk/xz55IFGZ5mv0VnW9p1l/31ufuGRmZKE/uRXZm2nQN6hrYC8idpPv/qbLVmZ3V+yWgeLvd6U5p7e7Ed/d/3nNqMsIgpwfoRYqraRAaWkD2K1peEd8GBJsZBZ4AAGMRguKOXcrWjhErnJ1BPVJEc1dLGTeynQdNN1p3PX3Hq0oiB3wNHWkeZ6/JmFfSPWa7gMAabC/DYK89teBRypKZ7wwSOLfqnUQwZeQPV/r6SEAUzEWzRCS0tWm563E/c8z3TPgOGbNwmFhnHoaFtCukHtuBqmuVKDG7fn3dAJ7F3T/ExFdqAnt8eU1VHg77hn68sro32WXbcJTbruKUXnwjP+rW56TnF3ejDNcKUPi68pUtL7a/8XdsP6+H4qBZo+3/jEPHPE35geHvDZwgP0mrLsQJ+1zfclhNVArfvfEGA6FzARkS3mnoDfUes6P+cHp1/LPOyUmMYg6VjRIRNEjwwY0SPhVtptJ1uqHJVFqDuWZaRHsCUA8J23fnzso5Nr8gbCabI7ZDPkB9paLit/59aagps3rm57cUgLfLp7hnf9Xx8yv9PyoWJ24gT2vf7W0sVN5lLXidxK+9qmp1Ttr4SgMhyLjOqDO+QXXS2XAo0/Pb5+2/r6h1cixuQQz7hGmzk0ZxS80p5b+lxzhak3kBs26kO6UEhPCOOPfvAN+1Mf/sy2U2sqsokGLEYQG0oHY+F3jsYnzAB6zL1Bq8Rgcf/01OZgmt5b8kLr/NIfnu/82a+/BkmywybVXI7FdSKL91hBK+BkFzlDx4P0AqXYqceuiWlp4kZKmInYNKUq7ZURcTR5CDDdqLTHoHyvQgD2NCCdDCJzpx4xfbTvL7qynsZIo3mSfvPUVfZjVPXQS7HSfwllgyzX3idJ9xDLprILhU0lri8qgD8Cf0FY/4qBb2qKO4f2XR/AhYU8vJhJoc2VVZJtGXBZZJ2hXx8MeGWr3pDZebbF77EHqMeMcLN5stxTtx7N+67IiL7cYw1Cl9ayEBOfI4AFHUGuoIZLOYM6r310fBpqbb4BaeMQ0HaQXEOf0ELE2FxZVI78HQirSAma4HLgBwhl04T8E8sEGJ8QuIgEBomCkUYq58WClbxYsFJrfp/CcNYTbVDLQYTGJ0ZCEYM2dfdg/O81VFfedD0rEUDqDaUOK2vYemY1W2s1fu15CH9qK0K79JLyfyygVNsrPV7J0pVPYjSXYcu0otc5saQ2YbKEEYBe1dA0AhkL5u03XbF4d0WGo9fR1Z3r23dg6aEDX150X3y5GmlcsezstG9/6Y1K94DZ19GV6rJYQvb7v7nTTptUmYS9IZEMA0zH3ptnePixr3+O6KK+HZSQPIAUcujxeXj13DI8AQepJifl+acem7bOtdr0vAp+hp7nCydX7mNslGojj6sEDCja4MZtBdVd2wqqAyTiN1f6DBXsf4W5yz7z+iWSLspBmIYnpUJ/KuW+/RsqWPTVSoVvXL1XGWAs8Lc5Osz5LoCAzmSxhdxOwGXsDxYjxo8qdYhgupLVbF1LboKNxgAHqGQOa3iNe7kWKxEsSLTST5Ti8n35iS7N25M+GEoN+YIpIb1ODndSkIc69gTvtXaMqy49VmBJfcqUQEawz45ooypTlL5oZHTT/4ib9kQxI7Zg/70NlknHy3wX1GvUz3VkS5035Zqr2q7LLXNPSW0ueqWjxJ9hlHvKMvXdXTn9s0+fygH45h8eXPXNPzwYr/08gNisN6IEmY5i5lfBjgVwGQfDPgiQ1iCldy/KjKSd98gZDuc9752aB/FuLZs0vNXxwcZ3rN+yPgFt6iiuO1Hp4ihCox3brwYyacePcE3RK0f9CKDdj3AtsiDAeTPiOYIA2AOAY27BEb7W9ROdE0ekSV9MRrCPr3X+RPdw8Vekw70LchEWkaSiMKYMC7BP0Be3IsDfI/HnKvW8L8Zl6Ch9LKYfPUZkwrXX/Gv/khd+kqE/4+8pvHBwe7b7zBBf/F8OPz3Uh6dLZ3gbrGUrWqxFFlvI7Zzbf+xkuadOG+MhZJTNUYK1qxl4iAAWjPi4jt8za8jV531bRsYYnD/qRjeZrGbrm4h4IFVigsuBD11s3SfkHycTYHxCxs3kkSxQE2GaS1pO3D2KiGM9WTHtlazPLXzyEdqeb0ADtG+vfPZDfzr2Lxfm5R8tmZN3XJ2c+hC0gfEymoZB/b2TaEY3ENqd4RO72kfyhlppLZ9V2rkQAdxV862W8eKh2TOPPnDT9S9MDwZN/V09uX6TMWD/wqd+UVzD9ysTJRpRZPPqm997ursvRfb5DL5A0GBxuS3S3FkdIwO4OLaSAsel3jZr/hBQ3vvO0sLHnvqPT/r8ViuiT+9GTM4OVIDcGdDjas0iEI6QYnIRCFs53b5sJ/N2MZ/HiHueL55aCWPZvMVxkJ/unuH9+ssPDrx4auV6VLCkaIGrqVHbcdPV7S8PnHhurrHjSFEJicai2uYnqOJRysigkU9zk6RDCvdJ3m3v3vSu/QVXMRZ6Z5ad6sh3dgbbzHkPXN31GrtyhoI7jcDi02kzPcXeJku3OQe/zmy5tO/dQ4A9mG5sZuQNx/DFs5163iCN73GWAq6gD5kWfPjoRVhfukjM4JOU8i1erpv8yiS9LqwLRoyRPm+mv84108PwRVsd44eJJkrx/arsDuv3Tn03da7r2HGi/uFzEIv2PKIZY5tJPOa0wcm5CHeuFEBHtrS+LnVa328mfe69B6d/87xyvnPK4HnTAcfC4rL2C1omIzNCU/dXa6f/WN7uroGCHZ3X9k9L9Rg8oV7Lm8EcvcdHZ3pWjzkUNBrDQaM54LcEDcaAJeg/imAQ+SXdcmSoD0fndlaflxPlvTcOhvuM5wcjtvODe4C+1WytVTLQjuaig/pZ3NUcb0Fxas4fKkfeRK20iC2k8CXQuB700orw/459n6yksp1uBLBWmZ30St+pWnKVejUX4ULiUf5agYHbIjW5/VI6Lp1Disg6vVPKkHVyJPSxwOa0wyxoBWqVREXRcTd2phVtX7yDmD/tiM2DmsdgN/ATeRZn1D5Q+0Q6QSW9rGOQxS3Fi8MHp37h5Rv/8h+92e4zVhRNuJY+UVpL5dVzf1n83brv2Qt9Lf09pixrbfqcq9JDrjMF/o7ovDMKjW6StesOhG89BLHwEp+NCbc3cYDHxsXiMkzGoKG/aOu0hiM/5pZJvk/IP6lMgPEJAcbBKS0kKeBVqKcSlhMzGUczLAJw08ytud+68oeV7e58lf5JnYhK5xceKWv4+uRvDJUjI0sSX6FAjvfvhNE1DOrvJxFABQRYyWUUa4Bm06J1cVFT0juARnkTtY+0/6q5sysvt8+ZadHpIkF/wDJQd3bmtIise+S2X3FXIqAlyxtq3zv+295dPR+aMqhPm2QND/bPSznxTlmxq55k2pE4tpIG56Rp5s7wpd3mHGtzsLi1oamsq+aFT1wfDJlMOl3YGYnoPyxv4m1pLW+iBX+b3zzMR6fMw5wCg37ISAGzAX78N9g1PDGLvGk4bzfJNm9RDnJtXYfcFaS1bLx5Uw3adqTlD9gv+/LeDGDjVlbHlqlt84c4RogBUrkBg9Ae6t+Vv7zyay8WEbewHcued/1nLjzFrpzlh5VD5wA2lXxmxvdOb8jK8XV1lw2e31c+eCYAZHgLLI8Sxw9O7PhIvHh2c4QC+T5qJRDZWIsRY6MCsLmnpva/IrI8lgKN216troXPDWlWV3S8Mm11a83TrUUvNRT6248Am7XBmkZ9SAdg1gd0+Wnt1tzUTrPjiPPSmT87a2GrtAlovGbxjqqdOcuPIRZhlfbTsT9zcfi99DnfWNG9o1Lz3HoRYM+ntNOKAItpw55lVLKIamKH2j7dc9b+o5PfKssJdIW+PnvjEYBuc3aXPhKKZzKqQkP1mdriOwdcYu3wDwKmuuJMU9ioH0SHQef1SJ+855nfb1taLaxWs5Jmlkw6J9VQzYeqC8qkiLzI2Bf0ZB3sSzf4IurvIyXx0UrCeSXd0x9vQYFEwXkSlTBksdMhsuACzGM2WSwindsp4RJc5HCEpzhBLUWIgEw94rnICHD+LtFn5kFQlOqUNlsQY/WdUm9jXqNxEkSQJUmOICO5DHZKvY0SIqvnMI2+NqhTqXPsJlFOGHj9JiLpz0jPJ0aUDVJU6377Cvjt6WHnaTaqK3flLPfr5fCxzzc+kTfJe8HRYC1zfXHu480xrmtx4+B0yQxTQ37ZjJacot999gRbmEIu9cPGycguigE8Y2nTRWWYjsq4rNOJOPKBx2CIXlJrpYgfnxPyTygTYHxCLkYu2qSmkRgws6bqmYqewSw5Iuu19E9bnV77QnfANqsgrS0tFDGEzvRM7/jR69889fujnzysaLFGLFcRrYZB/b2TKFBROXtHDdJRAPldxDFeoJk4C/NbrYX5rdtb2wtzTtXNWmIwhnwRWdeVluYe8i0fllr5BJVPpF2TOcnW6fQRbgzIJssZLimfFO4NlOkvnI2pRFQbvhJhuj58untGzpsNSytzUju9xZZ29wlmseeta68NhkwmgEhE7yCOorKksLH9Jw/8x2PfWz7dcvy3C/Zw87yZ5KQ56Bpw8sd3DrP7jHWkfoAYerpVNcIxuxHYrHEJ0rqFtJBYgwhj95eMBV2CPUQ14wdZwXT28O/YseKkj9d4lwd4p9VSYJk2eC6uKOr3ZV0evLb7tYc09WwHnpzx/frao1TH0g8qTB3SWipvvvSF3C+f//mKMPrussHzR8oHh0zr6uJZC6xBMFi4AEfIKE09+5nSsyjsL0DG9Kmn75035+Dxo8cXOG9q25r77bM/rOw2Zcl7M5Y4bm3fnAHcXfps02s7q6++//H6O5dY+z25q8qeLynJaLRmWvrMOimii5h0V2Ue7PuzWub9p+4pM0SCA9vzbjiHGOdDqevXv/PQZnhos+rSUfupORUOdy82r6fFPtgPAuCZiQus1fT9eaKZaQHeRmRCbEOkDeeL3Y/d8GH3i0t70rLce2ctbrzy4N4Asf6y2U2mwkNvZy1Z5jbYHLaQ27mi8xWPPTxQBtRLsuwJGQxGIhj6U9MNV+3Y/dFtRdUN2BNawlRJOCfNSTlSBUw5/4lJLbM21mX6M4zGjiuzyDrgzJBksrsvzeg4v6Z0oO3D+aweoXCSzCv9qemjWVBUid8sqHID8Gf2c4z9QwBsM2JOKlPOCSGeSwABxMuJJmcqQgByo3LfLsTzNvd6MjvSM/qLXXpHWArLIQxIDskpp/v79yjnJn3nFCA+tEGet+LgtA+tfuvpX7cebFhfVGHf6bzOeNSzQPtCvW93jniJ28BLgLQjd8XMHbkr1EzLEkp2U40MjYPTJTNyd15yzTUBvTG1sLfNCtzAYoVmtj7mmidJ4p54kXVN5HY5oqjUocQrOBKwqSTjyCdBYIxyztcvqlET8g+VCTA+IRcjF21S00iMJiA7pSe3oa80eHnZXi39U19txxzLlU+8+du4ezlI7rqRUMOw7dXq1297lg1Ek2McRwRWjuSTnFDG4NbTCGQ0Nk2uMBhDPqMh6LNavBa3O70T6FtQtX9dDd/v1Fy7GbauqgmsPr7B8r1Kt2yzuCWbLx2XuTVSOKdMf+HBoZvHasMl5W9Ji6swYDb4fYGQ2ZcntdsffeJrf0UsVEXJ2hEMGf1Axu33t5bp75MHjn7tzB7Nzw4EMI2RBAlaakmgYfv0q7/ZotX4AoumltUV3rD8r+W5Oe3GPmem8419V506eHSRuoEb6+YuEehStbhG4BtDOUazyOY2Pkwu6YX3tfkarMOKE2O2e7j2HxJnS1QX3RcLVvbJkrTjtpbnqmRJuhZJ2l7uqdP6CVci3LBUzbjTWWnTZR5xqewYAE6nM8N09dIdJUePLzi3pvmZCrfB5vPprb4BfZpDPe+yO49Mvuz2w9/9tkQldlZt8Ueqbgq+kJNp6bscYGBqqlHRLgM4C72tx1e31szZnndDD8kDEe8G+oJ6vSsi6bLbM/PKQG6wD7rDiDHlGqHvtSbxg62Z+bOX/GqfvuH2yQDow2FDb2rmgCXoS/1I6OVLuuZl/YrdDCrXNzaZiw7sz1w0z68396eFB1x+vdl6wLEwa1nP6yYDEXL7OrtbMoumhjCmHC+a7Szrb9RjwM7fKJY2JaURTTgnXZfxih1o7Fie69QFI+7S55orDAMhW+PtJakdV+W81LE8t17pn7trqN64mq0Jfc9JMq805xSPZkGJ77t4MZB8g+pHgGsfUTaTHoT206H8GRBuKRkIi4UJoU2f/pXuhy1yt04CDDfnbhn4SMpfIxlup/RD1zczEfPgsbi6aN+5oc3Dgpv2597y7T9X9nfb5FN7KxzTquuaU/SexQBHPQvU/svgAK9LG+PcXt5fUhvtBsZJ1K2wAgHGE605Q+Ng/6xFCwesaVnZzq5QW1aBG5CwYaWKJdTzF801dqbglU7E1X1WTHbQVXNSjlRdl/GKfWbKSVeGse8IitIhQV1hZIVCQtEGfY4i8feKDS4Xm+kWRGzQf69m64Wx3H9C/mdlAoxPyMVIMpOalrfbq/xuJcHEHA9oewazOq6ZtrOlzHEhhv4pAXOH+n9CLfxqttbWUB0DlLe9Wv36088OAcNjCFPvHASIO8JFZLocxa1nM3C3TgrnGg1yl9XitVitXsurO288tGDefvOHl2+7tqvRtOPXX5w069y7qbcO9uu/q0/978D2qQWnfP9117E75z5fUiC1OdrkQte9vgf6Xpu0PJkZ1omyQOWmdpV2D+actpndljZ3gVM5d5jGp0a4SMSAlszCwPEPre6bc3S7PSF401ybSCNzL2Jjo5bnBLClub9FlMvaOW3y6cjKD2/O9/nNqU5XxrkU66D1putfWIbEroH2NAa7Ulf4nFaLwRJyppc4T6blDyTz308EuvSa7y9zB99H5ls8wvWYMXIlS6pSD736r4V/itfQjsU9IV6G+n9bfjXb8qtfVcrsSxCQVY8m66t7RvrKtPODFm1hEVnXabP15wKowaSaQFIAV0RHqQ7tYl1FDd8tRCy4EAuOKfNdqL+x86WR2HuG2nCmZEa7z3Qh4PC4Mt0ptmL7oPsUIlA11hojRO37gwgXHMltSb1i+8Lr5Luef2RIk95aVhAeNKelotMNZMq9PdPNzkvplq9Rf7/zw1t+8dX6n+LXWXAbbOT4u9AT8R9Jn3dhYf9hOTXiSUtJ9RjaK3IjufqOtAv+UifvspsmAoxzEz4z5aRL+T+37Yb8irYb8h2I8eIhNksvwCopmmk0ZnNJkniY9b96qJaah4dZUKQeGWL9sa3AjQig5NDUexCUVJ/iuxkB7jMRm8schGa8SWm3ymziR2z2rkC4DEnKMTMClKNJiobD2acfHEhx/i7w6fZ9ocvTEAqJAWKzEk8BiiSJTQhwtx/gijW7K7xuqy/kM/l8AxZHjql7D8A1jr8VHfUsCAKNHOB1didwe3l/WSa1GxjVrdBHdCOS6P0dGgc9tsySbGdXKLO/V3ri5s93Az5MtJFJEdp5oITJXA9oLFYo8QZKmXfPSz2ouzXn2cn9IZt8eOCSzMrUowM5pu6hDRwfjLV4rBJ/r9jg8gn5XykTYHxCxi1JNMOvE9WQ+kFJTi2CkxJOzDGAtu35hPRP42DuGJJ4jaaiEddqEs7BRaVXHpOoG4KIrHskLc2d53and76688ZDB48u6vzS535y/UCvru/b18y8tb/TmD10kSto4dCFqtf/1TTt9Sce+g3zilX3l7644hMuUA5rLxaD124zu6VH99+pmvMT9dOwRSOnLFh/yY2uNKDvGkN91TrLAfvlxguuQt3AKrL/C422N5H2x4TQ/g4t6q3tBWaDIVSu1M8FWBct3Jvv9qRJg95Uc05WF/0DdkwGPzdf/0LWz5/+inVG9Qm7xeHtDwyYrP1N9qsMluAZi8OfCCgnAl1+BNgBeIwX5LfIlr7DeaYxk5nokPK+3L15157lb5PImjG+rH5jXXSHbRosHT7fYEms58+0yXXNx05UOQBHm6XQZQl77S6jXVo46R3nmY+UfVrnjzjq7pxqHqDagAiebCDOJ9R2ZqBV+ZqL4nZV6G/vkLdKydox1IZnVqw5+e3f/3BJY35pS1tmgfm22mebvQXWOce/XZ7WJTZuWu2f2vcdwJ+Aj9l8nrn/tv0ZACI6ifZpuf3N8wvdKdJgsMx5vhGTjLE/VKy9+YsFK62yJO1Z0/TMzAJ/m6PNXOB8puTOw4P61PxtZz+i61mUYW8wTvKlujyBfH+7uWFt8cCChv0cZFFMPyuJsqLP7RsrtvDpxVp/+CczjH2rEBuHSqJ+8WpAZC4McT+rZSePh5mVJB4mzrKicfHQKfe6UrmXLcGzmELUjeBXiIywqQgteESps8r3vVD5fgThc34zgk/cqJw7iADlAwjGFT0itoVnAv8WfiZAO+J9TSEaRAti0xjPblWh3GN3RkGvw9mR4QoGjBaLzecEyDF11+eYuoM/tYuNvqIRf1+a4QSifYdUt8L5CBedPhIpUTQMTcXdLcbmnCLvEzd/vn1f5eXC79uElyj7lRgn12EklWCSugP0Xe3YMc8bsfpCmHwGKWw56ysvzjF1H9W074OwFo9V/pH3mpB/kEyA8Qm5KFEAOUQXw2VEfYKXoXJYiwxyqvtD8ok5jnmD0Zg73tv3uiRtjzUrJs9U+Y/UWiiuDFtXKffIQLBTdAGOdFt/9rZv+z39ndZsgAU3O9/6t4eb3nrp18U3vPyjjLl4Amk88NL11HxhO1rXAsX/+smPfqaqKL2loiyz4XB5dt3QApVhdfZ1enL5xdt31m4/e4MEXI9YqLfHZQhNOJFnFIaOyFn/tRmxKDdq6q6laUvUj10IoDEknV35VU6Xo19zyJeX0y53decEjIag1z1gywuH9Raf3uTT6SNX9pzKe63eHNpdvPhChTVr0DHYneo69vSC5vYvFyUOCB0+Tt4hGhAnpFuupU06hRh/NKws9j736eoYwL2arSoQv7shb5LuQPnCYgl5UUFP2y3771h///pfPZQouclYF8JhmwbHcXfn/sengUhpXgzk5mR3B3KyOn8H2B8v/WLf/afusc8pOOYKzDdcpu8Lh8w9Af9gkdWK8D9fE18ZKRTpn//t40eVMisRQEWP0I5uJlvaDjwWB8qH2rBtaXUnsPe2Xc/Nn93znrnjqpw5zdWFx7uW5dQr50S1f1Ggsx5BZ6elGUWKyKQ5PebUAW+/y5FuAdD5IyozTUwfbsuvzkDm5JrmZyoK/G2O21qeq6opXH3o4E/nUrKlNTerpc/RnZMl7/3I4obOKTnhKwp2Vxw8umjIWpIwY+2D21fy4PaYjLU14uNpoj7WFhgCXqq7g/YZfhBzxSoEEFc3AHpQkquPLJcjnpsXMX/aEMA5GwGyDYgkYp0IC9/NyjEVhKco13mVOg+igHHE5qME8cyaEf1WTNRCaCeW3eowcBUwv68t02W0BOxeV4o07dK6ZBv9991v0gkuBe5B8N7n8DXM+AnipJVD7OEEboQWeGRtu7I5uu0EuQilUFj5Rbj6mNilVcJIJ4jJV5Cg7k0Zhl6HM5zhAjBKQZ8vbHHEnTPmAMyYWJopeLkKlGRMMe4xI8i4qYgn5J9fdKOfMiETMlw0ASsZiEk4D7H45CI0uj6iJkUYYWKuobqyhuoNNQU3r68puJmagpsfokC+jwK5NmEWtff2beGd7Ss19xaad7FAA/BQzfpVNdtX73z19evrfvaR/7jqqsk7L4m77d9FkxDXL8cQLhxzEAuM0emy951+3ToHQG+UQ3f94fyuuYXNhY9/87me3FyP0N6captJi9MLgpZNW+ZfTt6y32zw2Wvb51x1unt6HmKRr0s1eW///F+e/NT2szf0I8zhxYgF+BLgAU2G0EQZSjOU41qtoMzwDHeNDA/sa1LqMFSeThfJPnRs4V6i1I/09Ob4LVafubSk4R2DPuRPTfV05GZ3udo7CgxAZcfRIg4+tnjP3h9es+XIbxZt7zhSlDR4VGFo2UwUPHVofv0ibVIGbdICFM1fBKn/cHrl9cSNF9X/vSFvku61BddW+sxWa1hv6Oq2Z2Pz9N/76Z7frKqhekMN1ZuUz8pR+i8qcVko3VNTjQd/Ore568qcNKVeJYiNzPG5s4/Nf25T9ebXXlz+0SV9b38qvFBXktrkjYRT9Z5Td01rilj1Z5RyBhEBoQFEIOXjskFXmbOv915EbICRaCIXL8L6cwliQxWl09O0YUHa/ryy287MP/XE1OyT26YMHHyk6njH8txzJMtwKNo1X7kXP/r4NzY7Xup79I6v/vLpiE4XSe8cMM/eeSLfHPT5dL6w3dLlz8p6p7eDbGmTJvvm5qu7Xpv8tfqfXJUe6rdesE7yWyNe++PHvlgcStEXvvPYJdt3PnHFC8/92609Z2dMC3t9Vp/iyqPt59HGKjBkJWtQfrcr/fI6wpqSm+AZJhrj450rSomynfgQYFevfG9AaMC/BzwFfAyRTOcMMJno5sCn1DmIcFmxKX1egdhgLkKs36pGvAfBjONFaNa7IIYFxKAcV4G4BfEu7EH4nDsQ89QyohaDPYB5x+PX96Vn91O5/EhtYXlrF4nH/AfRb7OBaoQLTSoSBixYyWcqN/AZZpLCOGJ7EOwiZxDjw658nlGOa2WkujcC9r5QptOq81oAgrLRYtH7nNr2jTXbZ8z6MAU/l3I1XVxN7xDX/KhZN5UxPexeI9DmTsj/ApnQjE/IxUq8OVdlbKgg6suM5veEE3MSP2StL94w/2xFI57UJPpQzfpVs/OPP+gLWtz9Pltrvq0t745Fjy0D2H3+mkP8fTUJ8f2iusQYgbS/ba5q8bvfuBTAlq8P2Ty+qhmGcxW20MC+/Cx3S2dn6gwiSKt//vmzz22tGeYesu1UNcDu2+Y8N79zIHdRefaZLcCTysYFxVrhQWjIVE3gdEQmvTsT+dSjsISAtJ6RtVu1CB9xE2KxV4P57kdsxEqBxpdfu2l77Yn5QaXdFYDjrXeW9n78Y097AgHTJIMx6EtP68dq9Vr2H1rcQBRkxGspY0TVKF0z5bWq+6/9UNmUrHPN+WldNoRfrRMx/m5EgBJV5LrUKa+FdIYeEo+X0gPlC4vNQb/PHAz4AAJGs6ui72RxuzXzXgQgGRqXz22q3njb2q1jo3VUNHRxY1yHCIyVEImX1PdGWI265dojVIcQmzhVPEpfFq5m64zh9wGypQYEhdmVRN0b1L5UQap4nxTmhgVp+9d9OHPbtRF03bnG9h0peu+ViOfoZrj7BiDe14/ppTm6sEzEIAVPbJj+e1eHY+Vjt9zR993ffq+7oLc9N8XlM1zy6pEcDBiNrkCLaTDSgcbSIm+VNp5OndHcYC3LbbWIBC6V/ccPFfg7AqHf6eZ2LcuxF+a3dgJ7G5smV+ikSG7WO70Dp14rHyj31K0nm8ZrDJ+q2hmaMlIAolaOMNyaEUBsYEqIeQcAVevYgJlmqtCTzf9hu7SbypF4uDVUgB8CJiGAcQChsZYRG4BUhGtZLeIdXUk0Qdk6pZ4BxNocVMowKs8kjADmasZU9bx05X8fArT7EGNWyzQygBh7KhBX8yOYEe+MTvmejUimtFOp75bjO6s2m1P965Z/7tWr9cbw8hSHx2lJDeyKa/4Hoa09A3xWuXcbwkr3NLAQHRI3MSh/Y+wuL8o4v4fkiaDGWve7dzmvbb4159nKYMRg9soWqcJy/Ex8+8ZIDxxdH2azjBD9hIEuZs44svXk7Fefm+FoafjdfYff2gJs1nKtayVRcPmE/O+WCTA+IRcr8WZJ1X85F6F5Ut0GDjNyyuqLiUIf0SRabG/+ki9ocftDVpfyW4dEhFWz/jJ79/lruhglqdH7lGR1uxl4/cyBrKEU1Cn2UCTL1T/bZh94KzXiO5eSEhxKS14+pecGov0VU+a2U9Wd205Vb0cEZw6ZWxVZTBSIo/lUA79GmsiTumAogHIlAiQWI56zHbh/NVtVtgkAbjsSQ/P1OmA/Wz8zo+HClC0pKZ57CvJapT5npvPVnTceOnOuAqLjRiLJIq6lDvviZY9nhCJ6izeQssTtT222mT1dCGCSq7S3WPncD/yoNn3WJ0geBNwoIS8yhQJd6g+2QbclXIE+EDHaSJAMZyQu/SSiHeMO5d4WohuQeBDZrPSBts52ohn1Eon67NTyUe7hBFyt5vyqorWxbBEP/+I/KPG1dqeEBy2+oGVmHVM8veZMoydsXXjMc4nHF7Y4Moy9vlxjxyGKpEr31NR1SyelrIiYpLDOKxt0Idl499M/WZ9+o+vR4ObUG3KcXdkAMkRSu3yPANcQTQSjaq8BVpV76qzlnrrtxCYkkbLf7lVBO4X5rV2F+a2BnNe7Ji/64WGsHn8QhaP+/pSdZQZvZGB7cNpQrMLt97cs/tg97dfVUP2ZJH30NEIzbUdsWO6K1yYOUcw1sI5mrqWPbl5hB7sJEsfDrZU4P3H1LxWhlNAhxrYXsbGSEVrovcTOfY0IdyM1IFmPANfq5hoEGFcBfhgB2GUEkFYB/I8Q1gttsLDKypJDbH6EW5Q6tiGsmwaEq8wS4Cji/b075DfobFkDgXMHp3W4u9OlymuOpueURQMYx5s4LpHIs3gLwVeuyknphALGhQSHXzVqmaOC1tFoBaUTbDzqWbAqLOvTrst4xT4/7ZArw9h3lth4irFKdC5PxYEHF3ooPLE//4rnf5jhT7X5eidNk0oPv5UB3H2fJG1MBsgn5P8tmQDjE3KxEg/cOhGTXhFiYVA1J0MZ1ZJMzGP2NRzytbvx36pwuypoOH6YpjPDtKlWo3dKQ1+p7A9b8k36gC/d3N+dYvR0zMipK5Q3sXYoYC87yos9QsBe7L2hdEHVfu+a256iML91yM9PMyknA7Rqu4aSqbQ2ZnUPtttCqTZfPYAsR1O522z+bM31SUHySHUei2jbdfOlL3gfP/bF4gJ/x3mGa4i0gFIFQA6EJjXGRSPZwvy76z+nutzEt0UdNyUIwDIArJfWxrDwDN2/wNZqz09rt4RlXaDdnZ9uM5/rU+prAp5T0sIPSat/3arOYN6KvmCmxaL3OUvN508WmltV/+PNBT1tt3Tbs+0Bo9llG3RbbINuy+nbSvVF5mYLYvy6GC0ZTluCINCCoTGlHeNOohRtDuVY/LN8FFDpLNXnYENYIJKJqt1TrSEon4caLJOm7Mi5tky5RxOQcfXk1x6Y1N9SZTQE2nw6s8sQCVorB06lH4hUmrv1WY5gxHA6w9DrN0oB+8G/XlbRlvnCA0wK5wYyjD2DhRZ9+rnByQCV3z+19Offv3uptiKS0PgHlfv3E2v1GNoEkWBMWzv9R4i6TJUCjQu+Xmu0dvljAuwKde7jq03vzdkenDbEABTy61IYQTLf7jFM+UPTzWnnBrB0B/bZznmGewqjgLPZdAJ/jasfJFcSqONzHtFEMpMRc6GqIVf5wl3KuVZia3AAoeXORFhC0hAgPoAY2yblNxWEq1zbuQhw3gv8SJZ5WNkc/ExT9jbgj0Q3yWZEXMlMpb4BxNjIRmwicomyx/Rd/dkd87wDVl/Ib/IZTGHL2XfLi3PKYgIYx5s4bkSRTmAAZgCfUg65EW49H0TZw95VFbRrqFvX1wz9piovqhB/MeVsSFDOSBId9x6cmLDihbl7/4/Fn2pzeTJyMHk9Tj6YANhxyQj9MiH/AJkA4xNysZLItBeB4RkmVcAnrY2CX805XgSDgKrFO0mCtPQxSRUsafsZHFjG7CVXIbOH5mjCFWktlRtvmGF2WJ36CPrBcERv7B7MLplk9/T1+9KbR0uXnKih2nsvmLfff9OKF66+0FQKyHsK89vi3WqSmTwFK4wtI+rHGQ6l9PvSzynnOAe9RrP6U1pqQNv+8ZiA9xFlstHyEw+ZldUFp8+ZUfXFf1tQ9vaBy48fPb6g/sWClfYBQxq/OvbvxnJP3ZD5XvRL9fpib2to5sDZ69LCA6V6OWyNSHqfR5/ST0jaT4H8irYSIyzMSceNcixhlk40gLbNXeCcnnWmyO23DfrDFi3wVLnbh0Q6QeXslDuKb835kz3D0NvfH063XvCVXmXVDZ7JMDqfpFuu3X/H+vttnv57p7Sdz+l2ZHf99Lb1Z66bt+3aPF2bk1gLQ+JkOG1JxlSbtFEB5I1ARsEr7abiF9tS9d7w1MEia6D55oLm3ssyHcQ9y9Vs3VxDNcCXgOLBQatz66u3vLv5xX+9CWXzMwKLxDrE+9SNGAuBVmvhnJrC1TH0k59Z8FRuhztXl5vdhU6OEJKMPiJBZ6anv/R0mmUgx9hp7gtlOt/ou/HQXTU/n39s6jzrjIKTFoMn5HLNtl+IGHVBa7s/x+ANp+j8EbMUBZudCLCYS3Tj4dDUVN14JB3Twyw356RhAXZlelf9jdKZNDxRVoyqD7teQQRBspqtkvZ8zXv/uuZ+I733Y1YSxJ3vUM7zIea2cuV7GPgLmgRMynUZCJBdQbSfAoh+kxB9akSMvaBSToBo3ECVcqwLAeDvlCSmI/yi9yCCMEFsEvIRG918YAGiT90IzXqJUv9GxLtkkmVqJYn1QJPKqAJgNAV9PvewAMYPTKQTQ4xBqrQBt8izOPE+ylSBZhXaPBOtTKOTp6W1NCzI3d/6hccdxRkFzvMkcZmMK294kp8TIs5nhKpEx/17nOJSlqGHnI6TvoG8XMIms6Wo9l01SPbv0r+J5H20Z0I+IJkA4/8PiCTdlwl8F/goYqLtAV4BNsjyhvgF5QORsZolR8pM9tymahAuBXaEBs2KWDzOMBxoRjWz9iyA3bj75lNasYhm4TctyxtqpbVs2Hb6pgNf+tCjS3RSxDwQSPPbjP0mnRTJveAs/U8uzi1m6JorFu9eFgya+gMhM41NU2YW5rft0V6frF+Uc+4mt6QPvdFLOGjFN5hR11LyGJV8BKClLT0HQK+LyGXFzifG29eKPEasG4kPTdCS1n/51JkKR3q6i1urn6006EPug0cXde7KWX5+5vLTwygfK/tP2Ms95z4qEdXe6+Rwij3kTgGWIsbbqDJSWxSO+mTPZkij9MyRNScvn/TWTJPenyIJE77qA3uGBJkP3xucd97S42u5wr67IsfY6egK5rp+3XZn84FJi2oB1v/qoc3SCWK4om83Pl1o0QezlHLVTY1E4mQ4Q+PDrU/NdRrTKyRZzpUl6ZG3qb4L2JzzetcDM355bnrYrOv35luaja5gwayf1OWe+7cyY9uH84ct9qrrT9z7o7pwJOZvFqDyzjiqxvZ7Zz7QsDNneUzOwbKMRktDy5SB7OweCxLo5IgvoDOREvKl/L7z3/5wcGDRUFBsWfvdlrNFU5k1UOuMmHRWXSDic09LawvajYODJSk+U4+fgl3dryJc09RYkQrExvoqpd4S2k2khoIO7XuSGBg3IugJhxIoAc2FuoEjsrxhaJzWUH2P5vsG4pKyNORN0r1bcdk8d4rNYRt0Oy89+U5zWceFZO/9eK1R2vNVy0cYOIXQcLtQGJWU814HlgM3EXUTATF/u5Xr0xFg3IZwdZERa7aqUf8Qol+NRF2BeoHLEK4mg3F1f08psxyROfUcwhVmsnKfbCBsX9BbVPTxC9KHXu2vm/0zm6F9c+F7fW2ZzhT7oNXbn+LTUBy+L+vcONLHFwAvSSe4Rp4lEhWNJ/V8HNB0KIcracfIPmaSicxtZCzOeTP/9FsV9kmVjS2F5a0xblUK/7z2frlcBJVjzPxXTymwi6vANWnS4vSOFtnR0rA3u7FuxNiZv5NczLo4IR+gTIDx/+UiSffZEX52MzWHC4DPADdI0n2LZXnD3+WFHnfAihCn5jgI7U4LUc2QC2hO4IsXq6myZ3VizxJ+02/O1wLH0t3nrzlk0IU8N898cVGBrd3W5i5w/+7Qp+tf37BsM3c8fBPj03jF3DvD0etwujJcRkMQn8/iSHT98IBThQ85vyydmQtLKJ7aQuOpaUTC+uNbL9zTPNf2zk8eX3JJrzMlA6C0xPn2jcvPXkub9FmGFprEWSLjRZnshwctJUj4YjQG8ovyW6wW62DKmts3fRh4+eDRRV3D+qJNmlEON0sghdEFnQbbab/OGDHIEZtRDv0+I9T/5mj1iq9jkrYM00YumLfffOklb6+cX3mo8dAxocXfdry6/pHsEwfuWPTYksL05jBCA3kGoWGPpyMsBZoODiySDw4sUhc5ibg02vG+pTUMbGA4AEyWDKcUaHLrU3O7TZlLdER8OjncZYoE8lASxiz4em3zwCRrrq/AajEOhHod7/W/ZTvnCRS81tU3iovU+BfJON7rnWKTEwMsB95N0V168EBacU8L3ukWe//KNJ+hMuK8ECg9fXBgkV9bXEN+qa+wpw1Hb//J7g9lLgEw9fgRQDyQndY4uEM5NT4xS0Dps2Y0gZJD7U2S+TSB1CJoHd2Id82hlPcX9QRlk3mD5ppvABtqqO4FdlReOy17r2Fptikc9KV5B1x+o9m6c/41lTe880paYeJ7jjcgUT2/GWG9MCPGWS0CAGv74HWiORk6EGOsGDGOGxGuKKnK9WpSIAMCbAcRwDybKF0jCFBtBAqV31Q/a1UuV/5AuBGVIMD4AYQfeSbgSJ/fa5v6tboUyRBpDPUbOiz53rzSO+qX7X3z8kM3377VEvQbzF63RapYOjyAcTwySvr4MukERkQA5wMIGs0shJvWyvGknleA+CMIf/hOxGanA7DgZykOZHQYyCfPUeJ0OS84XI3HJlcUlrcOuVX1BTOqlLpo77cC2EGsjEmTnWj+u++Kp9Q2BRghdubvKOO1BE3IBywTYPx/v3yXKBB/EBG88wmEv2AB8BPEZDYm0SbSWHBzn3fNj1soLPcP842W1nITsBqhhclHLAQNCN/EB+VNQ4wWo73kTYhFJSlQUmSsmqpGIGPHuRWndpxbcUo55iBqFh6vxivmmj5npjPFOmjtH7BjsfjUMpJeH8OH3N5wjPYG++WXNnjP+zPzW9vT0/70QmXln16oHKKyMhjC3X958lk1vfXQQvNQzfotX335oSHGErQAO85fWf4+m+P9pjWiPo/cKaXnHIGgiXBIH8xw9ObcsfZnt59rmNa8fdeNbwrmtCH5sqRQ2fUZ00+4DTbZIIec9kDfsdSIL0SB/OoIfZdQkqQcj3k2C+btz73p+heWBYMmV4aj79jcWUcGigub5oRD+rQfv/mtAwW2jqfWL304pk80ftqqXMzzBqHV/GSiH2qo/i+gYjVb1fHVCGQ4jekVAohHfAY5ZAnoTGpykVW2cx6r7ZxnWMAioy92I78/Y0tYFAMsV3S8MiXjd86M3OkdAUNGxGU7N+iy/XAwnXV0nplX/jvi0rs/deNnOn9//yew9XoCyPK+gdKUKl2Y7KaVhdvn/dcJbPWDamBdwsQsI202xuinWolwudFujI4TG6+wilhNsOo/ngXcXvt0RSRzQ/fZ4BmrE8AcDPjSPS7zW3OX2lcnqJfiojHcgpOETSXu/DQEKLYh6Pr2AY+p10rSkAXIRHSuU7Nv9hHl7fch3jsDYjyqYFxN8mNCgHC9ctxMXDbWJOJB9OUyxNydhgCBg4Wrm1OC/YaA3hIZ0KeEATokScYzPXXSs9/9+NHr1r1in3/DIVdG4UUHMKoy4iZTnkUQOC2d4PtE168ZAHlVLesKFjbPSMn2WPxOq7N536STHUeL+ojboGo04nkIq4TqMhXATwAT2ejpxkIYJ3KjpcyRl9Ue8LSmDbkLAvZTgxXqfKGtazfC5UU79120JnuDLNfeJw23FP0Dgzcvdp6ckA9IJsD4/2KRpPsk4NPKv4PAvbK8IQD8XJLu+wpiN79Sku7LkOUNfQnL0Jr7XN1e8suKaW84v+Amp/+mr3ZefaHWCsh7CssD8f5zXwIliXBUZit/t0lrmS9vwsXoL/lYJ4Cxaare21dLTvG9eNwmkDvJKWomzRHRnHcxFFxD17yx76pTN13/wjKTwU+6oenCkVdt1+v0ZL/8s5ztt714XyWf2QDaCbVkRi5NdTGLzhfXHMw0GiKnnnp2fvidw0Uz3QNmW2pqwFc5s7Puofte2Tl3Vodee36Dc1KWzdI/jGZPWstG+fsSjOyvHC/q86iwWgc7/QFzUWqqJyUS0QUHvdZAXnZ7wRc+9YviGr5fqVlolyufkeygcyA76JyNABp9QCttEowMiGMkmX8iV7GF3VEguPjSN+e73elMKmk8DMg52d3ncrK7e777je/2rWbrffAQkDAxz5D81Lq+1ib13ztFd97ULWd3Pelf27Q9dIN2PCSTkZhL4mUzcLcky7k6OdxlkEMWoxy2nLNMPsQoAYuMvtglv26M8Q/xrkGfu/BkUX5f+54U/G5mUEEuDjpwcT/N6w8+tPmrcS47uxYsf7KgtwNgla1+sNRWP/gKsDlvc1cta4bqgNLWAEpiFiXxUiVt0gYSjI9x+KmWIrJEntMci9/IlCKe2V+Vc/uVfroFKMaEjk+ECtO/7upzp9h8tkG3Jc3rlr679n5XIjAOAmAziuZeQ2eo3VSq84XqWmQnlomlFEEbuFhpRxoCSOsQu+AQAjB3I/ybh6pElJlFrxzTa/6MCNDeh3gGMqJPjUTZVCyIYGkbwtJgIer+sjN12sByX6vVJwf02QChfmN2JChZrCWDxoM7l3y39rWqiwOHcZvGaxbvqNqZs/wYU8hlNhWk4sBGNnU0K0l4VIvBNzWlnKumpnLy8twVckTq8bssLoM1aJ32kdNLZKR9nUcL4ze2KuDvJOo61AnkEkAmiB8TeqxIvE7TvrSlpltWP1+QUdR7Do12+m99N7gY7p52BJEvwMEHlHhHAd7/Uy4hE4mE/odlAoz/75bJCM0PwFkFiKvyHgKMGxCaqp3xFw8z97mdK6haZuc9Y8sVa16ZGfTr+gM+HY3HUmYWlgf2KJep2gc/8EvEy3oCESD0PGICnYzgi/0pY+BwHeE3bT1XIcy9Jcq5R4jzm1a00CspnHKcGfNLMKfm0lrvIOi/X96/OGoaH7uvKhALZg4eXVSKxK6blz6dld1fv3iW44IuZWBgYMZ1jkt+HbrpkTcH3W5SbOdRwUXFZSuQ5R00nxkqr6zEZTnbkMGrf/w/fyXqa61aBFSN+JAcaFpYPCXjvIkR0jUn+S1Rm9TnkWu1+LsM+s68cNgo97ttAYMhFM7OeKPMkgABAABJREFU7NYbDJFpwCM1VKvUb5OUa3VETd0gzOHZCAD2Eok2AolYRpATa8UWUsnuKGjMye4029Odewrz21SrCYzFdBq9Z9V6C2UdkdyWN0JLU/WEcjdY7rPfEH71/vWTHxrzojcsGDBelKygsiQ9YooE8gI6U2fP/syG0ueaK6b31i8LZJo6EBajGI0zY1vsRnp/4vvRhNAe/o5saQsaLXmMaTz7+U1AE43IbkMqztnpFaFSvSMt4lm8m+rKKHuERrplhh2LygCC3xyEFjgKxEfeKI7VBUfdkGgDHX0Ier74cy5ojoWBZ4GvAXgrLJZAqsFb0NPmaMsqcP70tvVndi5cnsjtaEyioTOMbZ/oj4TtksRIKkMoLSIIkKjGI8hEtd0gQPoAYt4zKOeHibrAoByTEYBbzYiqJ6oNzlHOHyDq0mJGgF0nYs5xIzYvub42q9uQHrQEus3mSMBslfRyyJgRwNts9aLdUIzNIiMkwabx/lP3lEXyJMPuRdeUEMCHBxf5zOJSiol9hqp4OMr/afUUPxL06e1hr8liTA20g+QBKLy0qarzaGF83IpqVVLdp1DqkEqEDHT0MICVN+jgAp6zkfLwnyO3ee/68k8OoXGrOj5YpQZFa0kG/MB2pbyo5eR/KNjx/TKhjEbvOCF/f5kA4/+7JU/zPX7nrv0/l8QSuxgOui2k2PqZOq8io+BFh7PD6DKaZHxuvUNTpgqEPilvwq0A4G8CpSxdeYLpVcXK7zNgtODDrSRPQCMkbsNwjCgYSRSwI9rTWu+ktT6Ofm9xVIM6dl/VIYn181tE9YqHf/HVL57y+P2G/h5Pmi83a9Dy1S/umxN8+ZW2/YHVh5XLnMhyN5PnVNF8Zsic2dBk9xXmDsTfIqG1wK1PzS2Y1DxbZ42Ev7LuR8ve2HfVyYNHF8VzU4/Z10+T9OcRIM9ojMhGo/9EgaUTBEjwIRbxPIYsIdG059291v697xbXZmb4spcsbCrX6QDBzLCbeDCVBIzdZf5p8RLD2/oCqdXeJhc4nwmsObktWN0FlGr7uYaTG5RrkvUTGiqyUqBxnut47YyoP24GQJ6us/hW0+a9CMuCY4nx7crRNOrjlgK5VgnWvDvvtU7drEfqKv0ZRnmwxBrMfb27BVGnLQgrw83KVfsSlqUBOjI0PjTlK1u+OifGRUm8P4KaU332uUT9tSVGZglqBDLcU1NN3R/KXKLzR3yWDp9/sCRFJgl7xAj1VJ/vi0TfTVVGA9sju+BEZTPCd3g6AjT6lXsVky1VKu1Ltmn5HQoYj0g6Pv69mqNxvycdB4m03nFuKsnad6XSH/HtqkIoSFoQygsTUdcSNUBTUv4MCMUGCLBsQriipCjnq+DcrLkOpZyg0rZ+xEYZxPgwKWVJCCVOK8KKoCaJcnS8WLC/9Iv1N0T8Ol3Er+83pAf1hvSQqeUPk/agJo/KTmKNS85MM6yfCr2tx2/q33btbu817YTxEcZCLz1kYUBPilLXEAKY7+ZNXuRtbjNW+fPCAWtjMCKV+d3mMrPN3xAJSWGzoIKNf5bqBk11n6pQ+uECr/Eq9QRxYaKXCoI4SMF3vn36trvKH7tTLUABuclIBu75ZwCrHxQTylg42Sfk7ycTYPz/XRlZmyckdjE0mpz4B62k2h19bUZnij1i7e8yYLGFncoZQ0BIA8S1k4A2iHSo3JECPceQSWw8AWylC25y+q9Y07MsoyDo6GszOt94JuvUwW2OkTWpFyG33HBqsc9n6Hd7zD6A/gGzr9+Qw+pLtubuf1tj+LZlHCHOnPnUn+Z3/v6Xf4bkJs67eZOswMv6mfpgaNqM/LPGV6uWt6TMHbTe8pE/LwH2Hjy6SEv/OC73BwWQ34V4djMQY6VI+bmdKE2g6ofZjYg/4FxjRmOGw5/a2mFr6x8wFTvSA2qgWR5C+zYLKFRcVxIxDmR9w/zjWQfCC9s75HyXnX7rt80/XBKQTbXbQzfEaylHtKpomWEKvO3+El/rDVmB3v8IomsxEnlLOd/FyAl2RpUaqtsR4KUHsel4YDVbjyfp142Tf3/hEV+e2SjrpM7sd/pOprb4VDq75QhtZ3J6vQRaxPX1D69cX/9wUlCt9GsFUc2nk5Hfk83A3QOTrDN03rDP1BfAOBC2nPts4d6uQLbtrHfGI7e10MDoGrb3C7ZHd92JbkymI1wrJMQYPQQE3FNT171CtUppeRUC6LYCJyb9qemMs8rxWP9MGwA6p3yMMWoyk2m945L+JGuf2o74dtkR70gxUSCtztM+MjBTSoQ0wIOBBiT6OI0I7MxDBFmCAN9hbXWVz4jy50cAcpWNJaT0i045prrETFN+8yv3cHbvyG+P+PSH8qpb56SUeSy+Nqu75Q+T9nTvyD9F1DVovEHFw/qpzHehvtxd5yeMkwAOTDgx8AJ6uoASeRZrtedLG4WffdBt7jSn+60gNQQ9pvzAgKnYVtjfkJLj2Z5AOROdP3qRcGFBwsQhTlLPa8BK7PRhF4nJEM/4sbgyVpGEZGBMQHcUC8JYmdBG0XxPMKH8PyATYHyc8j9BIziCdGi+O+J+S9d87ySxxC6Gmfkn6W2/igGX641nsk7d9LWOZSZLhEmVg4dJnEUzOglk5KZRViEySIbDQfT6py+qRcNlrNozFtzc573pq51XB/26fmeH0ZVij1hv+lrHMiR5F0A1NcMmtK2svqjJavrUHi40OzAZo2vigNvgL8vvNMWcaM/ygxxjzty1d8qTBbke4ury5JBrx3ppC8e4NzxVXxSy6wf8LabBWSdPZ7cH8n19CzO8iy99c/7Bo4vqGIOrTzIKMI2GXDXBmhABuGGiqbLVfj6IoGDjLy/Neu9Hv1h6GqD96INzIJCq3DsNkaZbRixcGSRmHChx6Po8XaFcyYzfEpF0Pr9sMq821czZHrrhQe2Jmjoms5ysQgBx0xz3yasNcijVHAmkyqfkKfyVQlqAPLJZQTvzkybYGYvkaT5vB6prqF62mq3vxp+4mq21bB1KTS9rfnKhZGFl5EVzPAurdrPiQIAq9dmp9xy+8VBctXwF1t+lnfNIvjyz89xnJx86ePUlnPJUVOaYOo1K/UfTsF082M6WKk8Vz8g9Xzh5RZc9u/u5q287sm1p9VC+ACB+Y+JHaCYtCDeBTveUlLyBSSnXIvzEmxBaYzXT7Mcu/Es0Dlw/GPJf9em3muR90qgJvhQZy3PQti+XqOY1grCEqBvVEFEe9kLl/AblfDFfZGBiDjoChPGgw0SYOeg5QRY9nEXM9WZERuPZRBlWgkQDPFWNeT5RLnKVMhGE5Uuv1EM910JUe+4E+nrfzLmr982cVUTZhMoRY78ZwSY05jk5QT+pYvemWusp51jccQeJ389SoKl536ST0z5yegn4fHpT6BwSObmVHXUMB9FR14te1uHiWgbp5jQ7qCdI1FI13OKU4L6MjWQgVkaJ6RgrE9oYNN/jfR4T8k8oE2B8HPI/SSOYRM4jNgNZwDRJus+k8RufrXyGEBN4IonVPNqzAhhNZ9i7rflgk8OKJO8SbCqBoSyaceZrMQlkFaRz3cfXYDSnIssyB3a8Kb93/Qe1MRlde6bImh+3cKHWSsCnw2iS6e8yYLJEWPPjFhWID5vQqqnZeDGAPDdrcF9HZ9rVepvOmjUtbNdZSMkbPGZodM5yEq/xtmdvlOUNcffYAMm0Fs9QCexpn523zNAfcmGB9GC/b9EbB9L/OO22SH5emwwqjZcMbQl84Avk2tEowJRneaeiYX6EKP3XoQJvOyW+1hUp4UEzwiQLwCc/dnTBn7bMaby0qiXDYfc7lMN+olRrEgIsOUnMOJCTIvmblhrePHksPLfCLdscOinsvNH4kjMR4BvFclIKNE33nPuwJeLPCkl6v3xKDup/K6eQip583Lix8DumAOcUQB6/oUwmZ4E7EJsJlZbuEeDDCFP1DxAWj0SSbMyCqjktJZcZVGDFQRMybZIa2BhdWJOfIyQ2/kFW/vYSBQ3JNx7dcu0Bqrdo69nYP3mZTd8vu0PpncSlr2e8XNzCRSmXaAKiI4hxksGDIsV6eXNdH8g7JFmuuuvPP7tWQt7+4tKVG5No/JxEg/AqgM6B0pSqQJapW3P/vyHGW67OH06T9ZLB6A657cf7z8393sk3Mg87pRHaEi9jATjq/JmFAHUyAuymK/0QQAByGQGmUxEuX25EgGYbAiDrKEUiQHgIFgcJoyNAKQ56gKj7kR0BwM8jQLI2oNNALAOLAQH66xFxQ6lKf6oAPVupawHwGuIZbVaYYaaThE7ydHhG7snwzJX14al5ANm67qYrDXtOl+kvJPO/T2jhas4pfpSxx1E0AhkdR4s6gb3Fiy9UGG3+3OCAuQNIOofLs6iV1ibNploZn08h2X0Zw/qTQJJt6NaRLXWuNq2+tSYweyxMaKNtDN9PHSfkn0QmwPj45AOlEbwY0VIPIl62vyJSBluB+yXpvh8iKNmmKJdsScakktCfO8X2pHzhX2MmNo12dT2xtHqN5JdO4Zp/uQWzJR05EuHwnu2cePvt4UQriown8EdILXAvQoPUhVggI7y373VJ2r5BW85zst8K8p7GYykzfW69w2ILOydVDh5WNhNDE9pS797CVQNbLi8Mt5eZZf8n4LZeRMDrj+IzSSaT8qk9j9myQ7M6dJmzXf0WrCGfP79owO2cWtS44NR+48Eji4YCgJIloxhBSoEmw0BoKMmKOdXXN7PjVOTqK3buAfrGWOaYtKxxbit9Bd528wzPuWUBnQlL2L8H8PsDujazKVIwZ2bX9IZ3Hh5iOJBlZEniJWAOQiN+kigYPMJwxoFARyTXowJxm+R2LtQfaC7UtY8tkK5NWoiIUbjiY5AdlvQBnRzRByRDvyzpQvJ2nYQtHCaNMJCCh3psFPAiacxXqPZGYXtR+uRNQMuffqaG6s8TZVn50AiXj5yFtRQTl7CEAD668VOEjBrYqC6sI50TD8ihlmxJved4eIpj6qmTw7npRnfwhe6PndScM5KGLXE71wiwjRh7OxAA+VpEwNtGnomOy/LmM5SLeArHtQdfi+dc1wLieA5zhy5MdtMthVrLSx1wpi+YMbfihnOlZ4umSWk+j7Pg3PmTmU1OF2OjklRlVICjoTN8BAGAOxFAOZVoMqoe5XQDAjhHEJrrdqUdg4CJNEwMoEdSsmzKGPFhRNidMjR1mKLco4goEA8jwHjU5UX8r2YAPaX0jR1hXfBpyktT/j+GxhWHWDrJfKUtYeBbnxnYJH/V8lBZhtTr7ZfTw37ZNPVEeHb+XwKr/rI+UU8mCZpf/6uHauOZe0juOjQ01jqOFnV1HC0KKPXdeODSUefC96M5fj8sI4nuawaujcj89a+B6VPFgVDotOPnfyrtc/aSgAmN9zaMVv8PhAnl/QaBTsj7kwkwPkb5IGgEP4A6JNJ0GhFaksmIRBff0FzSjhK8lExGS9wzknaVxR85xZQ538FkMREKRnhzSx3n3wuQLChqnKnolXuvRHAKR7NKtp77He9sXxlfTutp80BhuT+oYX4BseC1o0yMn+r//dxVnq236JAlzTk5CH/TtxhjJkkK5Np6x2UnSnytluJMp8WntzgbLWUn/VZz4Jtf/n7fbWu3bkbZwEhrR84Ql0AagQzHe8OTrBA/yY7EWIE85kVI6xJS5G9fGZZ0LnvIfdgWGewEMJsizzd3Z1/pj6SUl2S2mgMhY6Sua3rntrrq87fPe66tPLuuDLFga2UY48CO4DW/i6D7khmfG0l2mfE76iIzSv4STLKQa6VNWgM8hcI2oQN0ctgKoJcj5iCSX2qT9FIGLmTM6DDippfT7OUCZn6VlHt9mNRQrVvN1njO5nLNd2MN1VH6x+GbzGEmcOW6uylkBj58uAAPFv6FvQgQvQp1YR35nOHj6CJYguLdgCLoOp7vur3lqGeB1q1tRO16wnt+Y9gm8NUG56Sp7zZdVnHbn2rWv565tCrX17m/fPCMtrRE41ILiDuBvd4U8xJPekru4WvmXdn5iczewCJjWhqDQ+56XYHsKcc8VWXW/LCvoLdN6rbnWN+sXLoE2FveVKeNsxhNxgRwFEDeQNQtaSViXVWDTF3KqWaElbILMY8VE/X7DjBIBDMmAkNuJEL94CGMqj0X1I7tiNwO6UQ5xWXNnwmhhR9EaL4LEe5jjyL81a9GKG7SEfOeWm68JaQUoVF3K+12oVgl9oUulx70Gjo+af69aZKuyXIuMiXw2OA606Hwwnu+Knzto4Guw9+Lh2JoN8cYNDjOLMTxctGa4xiWkQGqaMHOEVw0sUpiaP0cz32rgO69oUnSICYrQI7O4yzVu6qJWrDjmdBGrP8HwYTyQQWBTsjFywQYH7tM5n3QCH5AkkzT+Rxigr0FoaFX/di/O14/9gQ+xmoQngnBEuBATMr3U37JtUg6EwFfiNeerae9wZm41FHrnxhguLrX4XbOYNBtwWhykpm/B3tWAL+vGmJ8DZ0Az3y9yPjNrfWqFil+AV01K3By8kc9L1brkKUBKaX/D7bbd++1LHrvt53rHkJkrBtLwowhabPmW9us+cMSufQ5E2ZsS5zCPLFsBu62nfP0xSdZAR6LcxUaqU/HtQipLiGtHQVVbzVe6egP2BfbTG7n3IJjJ8uz67rOD5RHrnzizcfV8m6auTX3a5f/5KqG3rJLyrPr9iOSiFyFYC1R/X9jNLnXnWDDCsMr+z5rfrK4QGpztMkFzl/47jy+PXRD5foRmC1ok2YATyCAeBPw78Dr+xwLqircp5+whH2Fejks6x3hPp0LHZkE6OQ0fxMMKggQk1TiWVmAa2uofhF4AWHqvw54XHNJKyrzSPaLMHwhW4lK8aeVbGkjefyORiRycPIvHOJqOgHJqzNXbeteQc6ervTLXjxcajoVdBnSI+3acxhJm3cRLEHqM5fWUskU1nEJK5CZhp0jZA49w+QatkT3bJPWo9kEnu6ekftWw5LKsoxGI/BGg7WsosOctwxJ2l3uGTH1dwwg7izKsrVMK0x74d9veu3w8vn1BbRMmcWJxQBpDNYD9t5Q1py3+y8/3nJ1mfvbv//hEknG152e5WvIL5tf3lSnjbMYUcaZ9Ef7njkRINiMeAfUNTaEcA9JQ4DlXKXNRsBFIwPMIgcZPUGMmAgjHMRU95R6xFhchtByzycasKlHgGrVb7wV4VISVL4fI+ojXYGwYqkSRGi+b0e8I6c07c0gGhiscpRHAP274UWmdwcXNSKsACVEtfRD2nU5S4Lxsa6MKGPK+JzI8lotJ91YJYupibnvlRKnU2fknk+ZPKfLlN39XNFtp7flV48+p1dSSwf3koIJiU46acZDNrDjfMShxtpgJjyI9r3OSpXo8YjvX7ziDuCPjOLO8wEwofyvCQKVTnApcA9ik5mDwCbdwH7gQXlWEpaqf3KZAONjl/dLI/hBSDKz15UIl4BNwObh/sljkyRa8BWIgLByxITsQkzKK5B0VgBMFgMf/vQMTVHV0q09Dfz50eq4uoxZUytJ91Vy3SdW4B/swWhyEQlb6WhcAuzDZC5GaKJiyjn4YkYJDF9AV7O19hlquGVg23N6InqATemf2rEj5ZoB4I8UyF20Sc3AKtqk2xlj8poCb7tX8atWNOPFJ9us+YFTZxJmbIOxTmwajeOwJCvEAserjBlVlrB/vy2iTT6Iq7U/vwqxEA/32R0BkEhrqXziozeW5aZ2ksaAyx82W99sWLrEbPDVnumeAZqxvqbqmQpfyNLf6i6yIADGbgRIWIRY+BO5hJRuD91Qvz10wznNsbG4D3wZMdYBPkOB/BrAYngdp3Qr8ACRUC4fxsFvyCJIP+9xkMSBxzGiZWUhOu5nA0sRrmjx4kPwqgcZL9e74N/eQtwmyaOzTOkw55S1n8vv/P5//1eBrynFVn92Sn4waJrJH7nqi2see/mxH91Rx9/BD3Tova9X3ErKNW4lmYpmTMMXf9Q2K6Mubeotycq7wpT9aH6g266271jb3Irs1G65ezCrE5CfK7zt8Nfqf3JVg7VsfrmnbjupTCGVOVxKA/8pbQA28325Nl7zXrdgetHfPnH1vsPL558DaKPoHMA0zhalcSEIND7b+YmG44NV9UeXLpCBvWu2P1MxqbPJcaZkukyizdEIMpakP4powd4pBC+/DaHNz0AA1S7gNMK9pBCx9uoRY8hGD1aOI1EKpCIxSJgzeOglRBQEQ9Tla5Bo8KVKc6iWl63cU48AKE7l2kqEu4/KbZ6rfFfvYUWA/V2aNhUgNhB2ogGpKOc2Eo0V8S82vBX8iuXhedlST26PnPWIcq9/HMBLYnmVt0obpWp5uAVHiDZA+Abgk9JatgOPCfpQUWaDtWxGjymzJzfQJX37zA8XI7N3W0F1X9K2/KdUyRJWcoHjnKYEH7kU46CJAwziR0MXq6xJjaBoqKflzqLnvPjRbEglWbDpB6uxfj+uPP9omQ1Uxx0rQCgjb5JOcLk8i3f+4bV6nzIBxj8YkUY/5QOReE1nLmLydBFDv3VfgoDBMUmi3XE3wlezhVhfwyBiQk4skYgxQV3Go6ldhW+wG0uKRNAPOr24t9+7mLQMA9d/6lb8g52cO3qSpjOdajnJAv62sro24P+EGSCMLvIh37t5d7h+s8hI6F+UtnUhfCRjXT2SAfI2qXKBzlzcY8ywD+qt/aZIwDrDc+6qkKQ/87ddMRnbVJYFByBLa8forpJEyxkPHAf1KRV+nXkZIWm3LezpBGhwTpqy4+y1ZUq/DvPZHeX+q2pqVx/fcM33Kt1+m6VjIFevl8K5h5oX3PibA589C0owJFBga3NccE7y20xup3Jtp3KPEgqSuoRcrMl4ufIZBFbQJv0GAWrqgV8gNCWrmEspH8XLT4ALDAUex4OwOE14GWIMqHVyIjZ7pYgxXoAAIv1K299APF/tJkK7kOWiUjwKTub4uIhhmjqv3jqn2VJ43H/c6ji6/ZJF8Y23mP1W/n4Z8aLvfT1Qz6uI8SpiE+JcofRyuDhpSUC3KWt7fqBbjZ1x6aRwblZKT/CHr3/rJMC2gupOJPZ8tO2FRViZSzFlTOE4xdSjvnv/KW0cAuTKe/AgNSJZkUbaKKpvoyj4dVavBbhtkA1KGc5tS6s7ty2tVmkl+9Y+vel9g5dk3ONxWvRXEDSE5QigO4AYX2cRY+gYQpv3GcQaLANm+tATdXC0EAXXBgTozSUayOpEaKRVbbgK1tsRiqNeBBA/pRzXAivVmncjMLnskrPShz62N7uwvCW1sz6fY3+bl3l0+yVqm54k1j1LKxYUgL5Q/47vgZR70oOyKdIjZ3bpCOcp9YtnU/p7Aryk2l15E/dJJ4bOKaWXdbzMQtoUIknhtuNEWJUvQdV6K2W2WIssaeEBV7/RDsCa5mcqthVUvz5CW1YBfacLZ5iO5cyV3bItUKRr8c0qe4+SV1syZuh6hmi4fBhSiFoFV+HWLLMz8qYjxvNqos/y7yEX7crzPyBnEEkFdyKsTVOApxHWbQPwcZgA4/8vy/ulEfwgJH4Rn698P8zY2A9GE+3uWAsicxCTu2qqtAB/oKNxES/9VqVqW0YUnHthyD1AW5eh+p9OmW5uSJlcpSec/bPJ/7H9xbVUxoHEUs4fP8K8KwRVWdDvw5ZhJc1RhsTrdPSVYEl1ULl0CeFwLa31o6Y4NxHMA9AT0V3mP6jNJDlZ+ctHBMR2enSWrF5TxiNvU92AsujGu4dYI/7z9pC7xWlMr/DprQ5L2Ota0F/bfPxUlaoRMxENOvMjnlFS02YCV4n4e0LcgtNkKTw8w3PuqgG9db4t7NkO2FtdhXNqalcfJzoeYsHVyFK6/ewN9SZDwH3r7OcXWo2+KS39hYO/2n9H5zsti+qIUsfVN/SV+axGr70y/7g2E+KwCVzbroenFnqfaLuj+L3BeecZX7CRmgXUSGxcxEzg58CDFMgisPTjyl8SSaAJX4QAT25ig097VrN1rXLNEMhL0lb1NzX5jkyU4jHWNK9k7ETzrI+nlTcY5PDA0ry9y/7l479vn3vJsd7Db8/Pq3n+X7IAfH7zIHEuPyPJOIOxkmvF2qRKDvMbXmMyTYRIpZmvym4qxUkJs5PagAGpQb1/RNZ3fG/nd1u2n71haG7cll/t35ZfvWVtwVMwdivSWADD3y2t9xi4x4f3b6zbBMtdOwp3hpYfQ4yPfqKac32CW2rdT9IR5ACHEGA7FRFMnIGwGKnWL5Vucyxj1TjtstMdH1m/ZfJAX5rc15bhyZ/W2l82v35hDf9VKctbayWJexGZlBsR68BCpYzTRBPzdH3J8qg/KJsi/bLd58dkMePvRKwTVcSyKX3wAC/ax59geBC5CyiN8YnuxU8XV7OQAg5wljYKlLq6EcDcTjTHQinQZAu5nX692WqOBHxug81X4G9zjNKW0tOh6f43A0sXmyW/L00acHXLWZb38ucsfH7K6m/ede6RyjT8/gHM5qaI3Sr1/NdpxdexlHbX/2Xvy+Ojqu72n3Nnu7PPZJnMZCELkBAksosggiuilWBTsX1rrZVuWLuhdHnbWqRqX9tita222las2r5vNS2WQF1QURBBVNYggQRC9kkmy+wzd7Z7f3+ce2fuTGaygL7t68/v55NPkpl7zz3n3LM857s83wIAgIIIuLBkAHRGXQfa18kD6wfsz/2hzZsPWoSZeAs0vkuSFnIiCcYBeoD9PyfMv7oC/4fkLFKR8dMI2STnk54IjeB5i6hh3gy6UJSBLsK7kX4AOB/NQyfoJJQAhVYszwOqHSwCBdr7AETA6veDTlgLUgcUiQd4dF0oGNl8Sl+tOquvusqlKcSvqr756nbH6hgoSK1Lq0tPWwTH3tyHWCQMrcEMFZuHgLsDWsNBFJXvQyLuQSigQt3SGjTcEcBtG9eTtdiYUY5cVLK/XwR1Q9iBlFZpCoBlIYatdakL6tR8tAiyTVcEcZKUA/AaE0FXGefcXRnu3uaIDu00JoJa0IXNCnpYktQcLOjYkBb5NJEBROsYz0w+V/rHqbW7WvVTd3MKrQZ0TLjvfvW+jp2nV7Zn3DfRcdEJwLzjZL3rC39/Ovjpvz7XducLD/e+07uoH1QrvB/U1F7WeHzNoUvK32qrKWiVGDwsyMhqmNmuYk1f7M7Sn5nunvKDxT+Y8uP/WF/ywIWfL/rjtglsKvL51gb67haAah0B4C44yURdxOQHGgF0/gigh09JsoE8aaxntlX+3UyMpngc/c4dQjMcwiY4hLVwCJsG2cIjxZH+JfYap/Ge3/0YN37pOZ2pyBeXLjc2+vNQhwYReIwWJ6mDk2yEk2w51VPz6OXK1+5DxlgSAUk2kea9XMyrZmwL4wDuw9OoxjCisIOHApXsnujMHOWktY+4ha3ELXTeZGn07qxaOQvlmJql79LGsyi5xupY7wBA0ndWvka6gQ8MtGSOGw9yzGcAcreJ5Hu4V/ejihWqlySmqxGkMorygMikki6CeF2r+N0i0HXMiJTrZB/onOgG7Tepn6aCxnCsAVWWNCO9Dz2Lb9qbzwU1IVYXabEUeTu5oDbMJ5ghqU2CgJcBfAZUyy5X3v1JEDAPlDbrSBnTo/cJRi4CNRsRNOyFymMtoSJNd8Sqmt5zvX1N9/X25cESdirGyXo6aUnv4z6xXUuQcheV5nHq3Q1iBhLwIY4AamBHKuC2AKmU99IY7ARgvtB3rCXCaNgIo2YNcT/boa2QgulztaWzI145R0MinAZRjgDQxT3aFo+dvVP9+R8pRjYiAM2zACCAsKBMaFbcs70IIyGq3Luochj5hjiooiAIGvQ7/rg7B/mQ582HJuQElOQEZoIyygH0QPXkv7BK5ywfa8bHkA+SRvCDEhGQN4v1k7R1cjkfzYN0Oq5GOojcDeqv5gVk2crMBZvFaxowUZ7jIaF5Rm7e19Fa9O42N7rb6DOvvvkTMFr30ZLzXTDnu0A3pKtAN7IhjB0smcwkCeCxU0PVn+0YqShYPGVfzMQGJH9kJkGYi9RC1BNl1GPxLYdB/bGlxbsF1H+zUxb5/xQoaPCAarTGCsKbaADNKO2gU2uPOLX2bZWWrk0AsKs9ZaqX3TemxhqSnzyaxkwkM3/2gcDCeW9brrj0NQBw+b261xyhDNaQdO1tZrvURmWgqM5w3AsamGQGsLoRTW25UrC3eqsapoGAEeNkI0TZqxHiXwHdPF4F9RVUgAb0ULP42BSamZpgiTbPhiy0gLJ+MoFuVF7QjT8AYH3j0KrO2T88vq368bN1oK4zado5f5VOwxVqVr+B+rEsHs1KIXFnmNGEGEGI8IRh2WDYIn0ZEAxuZNOyF5A6lGMdSrACeRjCChzpuKRi3o/Zn5j1kWDvjlj9RCxmWbViv7j2uwE8CBtYBGABAY84DADRC0n3tKcTN/nVTFQf5dXBqKDZa1Z6v7MGTcfTNJEGHEM5AsjHLPAwoBtHIDFh/HDsxEDyd9gEbK0fem6U728mx/SHmNZ7sn61o+Z0MdN3fI26cdbO2MphpKythaDjjiBdYRAFBek9oGCsB9RlxCw+1yRebwIFbMtB/b0BenhdAQrgO0A12beKZUjjmC+YMqgK+XS9am00GIuo2HhEydoq+vfL2yRp/QkBAdV0Q/4dIdg8LOT/ikGiSIOIa6Hq3UPCIiH/VNW0y+JRFeHMWt2Uzq6ygcsKLXGD8t7q+9s/yHcj7+MTSFmlap+/9Abrzz77vUsOV89lQPcJBkAIxUjAg3b40A8DqkD97wkA/cKRA5Y7Oh5lysI9Nw6r8wdAlTWra4KtbgjCfsma+0zZ59+DOP9zsGVtVZDE5wowOBwQjFDEQ1ae40qf7b+yB6Y8glxMaI2ikdGijeEH154GXXt1oBpxi6z8D9zd50OcNx+KkBPoQHofOAHcIMzEiX9Njc5PPgbjOeSDoBHMAubPObgyh3ygpqVxQOQIqFYmnT97y0YAaCZk02R4jsfd1ARhYzMhm9I3XqNlJ8z5mSaoOaAg2yP+L/3OBjwOQswk+cKpa8sZwq8YDuUNx3lVGGJwYDDKEkaTsGj4mPekvjw73zL1oS1FirdXC6qBapPaK/blNkzcD2+iG/1E3nnWa3557fo9cD68EUC5X6EPT9OW1+bFvVpdIsyGFNras9qyec9tqf/RTWubsiaSmT/7gO36a/6xPBZTe8W6Wo+aZ60+ap61OReQztKuWqQyKY4LFBtRXzdfiN8dI8qQRoiZAMCrNJXrE6EePc9laoZoFOv4FJqZANAlPrsEsvEtUv/Jyzom9mUl6Ps/C/EAePT+WauP3j9LYlZJlu2fqrd5a43LE6zCi3SLR2af1cWJokPDR/MiCo2GEXhO3RKPQRyXAg1LSe8rqZ3FqIYZwxgBwRNYHDGpNEIdvLeon6ndEatPM9cDWVxYNmArNqd8nlc5t4V/ceK7gZqh1qtxGkZMxzDyQE3nPOJEKyQBo1bBGaTfWnAreYFc1kjqlwFN10EORM04AzOG8Wm4hZlpiVayj+d9aVzlyX5rKrhpM4bEeIQUWF+PzAOXM8thbIIuPmNI7oNDdhk1pysUXe3XkRcMCMItts0O2u5e0IOcEal9WS1+VyD+b0eKuSkh/s2D7kt5oGvvMlAQbgBVUDCgY3oE1PJnA/UZNwOwmm3eQa0pXO7uzTOzRs4zbWHroeIaZxTjsA99VfPYtSi4fR6ATiEfWwF8C+L7OlU6XTNcbr3c5PEr9nxpcfvpedMScUHJ1umPHC9UD9VVT1AzPhGmE6T3sQt0rZoJoOStuks8By64uCzjegOMAAyYg368j2FIgeTT53neizzQ8n0ElAZVh648dsXgrl7IgidrQm3lNaG2lx6q+nbzK7YVqzGWAuh+ofnXt2/buYZtnFeh6DAf9peb/tu1sudAbHEYsUAYYzGhLar0YOP1IZTnSYqeM6DvWLoH+Pf15/5XigPAC+QErhBm4ti/ujKTlY/BeG45LxrBHGD+fIIrR0lWwAo8cT7ljwEiIwC25cpYNsm6jLupZTvIwFwAjN64C66auvPQlxf+YbnD6LQ4/Q7PM0duObnjZL0cOEvlJClHpli6vnHCNcM9Pf+03sT6jACQ4BneHzHm6bVB9wlDdfMAa8vFt9wACsR6kfKr9wLokTZ8QjbVoazahtqLVkAQhmC0HoE5fyw2k7H7RGzHGgqkA0eNM1VOrT0NOEo3ZePk/eW16/esX/rwaojjMUKUq2uDbRUBRtsZVurcaj7Czgy0Tm8VEuuELbgDlO4u7YC1eOHeuX6/CVPKOg8jC5DOrmkf1S4L6FiStzO7lsdJ6i5mHb8qjAxX8NRSYwIAUyJgHVaaK/RRzgTgCvFqN1Jp4MezMmQDgDyAb43no4+UXziQckmTl59WdmCKdq56JIq9t17cuf/dS5ZxHGuxWkY4W+HAOthxh+w55X0a+74ZwdOLNXyEixMlp/THs7ndyPuK1q0ILELwwkA/rH3xpPmdWRd5pzBdFtl9ZgA5U2tjAzYLM7Ep7SCjRS/UmIEWFIFgAFOghwp6Q0cwrPtrZPjORQ+/0ROZ0lvBtpu+aH/82jK2axpDBBY0O2kXJnK4vF9oxg+zcJU3j+73cL56Wtyk3Ba8sTBOYoLHYlYGNN74MWQeuOgbzM69f36AfLLKj6xzupjpPyIIdB0lBI+CBgyyoGuKxLYCpGJNVKBBxipQEB4CPaR5QLWmGvEnCKoBdoIeFnnxGgbAJaDa1bRD8PYHb1B9r+n+CGhfTVihw5KIDvK+pVaqzQAaXFbbapIfx67PLG/vnF8eVCEG8MBprrq0UD00IX/e8bIHyy7NdrCOAnj9wc9seBXAdtBAvzzQpH0XAygCAYERxdiP50D72PnN9l873CqrnicKzyUj+1oquC4p+LcueQAEcOdabMQErJjbI6sf2x5ZTdvQdng5dMYI1BoWJ9+R1ikvgDJB2LgW9DBD207n6H2g64wF9P1ZQfNtjKfo+sDl35VKUJiJCnICKlDPhPtAYyryAdyLFBXk/xn5GIznllyaylGTJ4dM1O3gvETutnLOkqFF+uW1326+88WHpMGctkCPpa2YRF3G3NRyHWTw5KbNuG1j2sZ99dSd7/3gsvtnR+Ksb8Bv95o1Pu1dlzy4nEB4Hc4bMsuRwG35rKL3p88qej9ZIUEATg1Vn+3zlQhTitq/N8DaViMzrX1q8ZPGhoCUSw4B1UCl6t/d6oYgvIrKWXMAXAUIO2EuyMVmkrtPMtgsjImgeannXSs8OQL6nKROuH8UKE4bjyokiniQsAZxU5gQd5yoOPAxlET6F0thuJmgvrDApTGbPLuL7c5RMQo56AE3gGqV5GOJE9s2ZtBnq7eqIU9lvTtKVBUhRgO1EGMSQiKiAK9h+ailJDq4VHa5AODbcAiSa9WYVobMZDfIcqCRSbayMpMbpcrPoOPjHFrN4cvqml8puGaGMh7nWJbz+gImFsAK8oO0oOVOp9ZuBbCvnOupZROcJa5XxrM8R95XtG5BeKCGFjFw0IErPtvHaUjE1MFXeDF68x5vXUp9fxotmAoHWmCHE2WoRARewLZn+MQvv/FdT2u4tguAcCJUN/Kbvjubfl717TvFsi4GZZyZmBb5/izMQY+nc5WH7Gwtr8QSRSjOx4zK49aj3moQmHglmcnEBRPoO4kBWIbf4R3cDmdmG08lqtfNOAEXzjHD4CS5x4Ex5rSMleVqUJenw6BryWVIgXGPeL0A6gtLxHaaxL8joAA8ABqvFEYq2DMKCuJ0SKWzzwe13kniPbh9URly0MGO1RecoAkj80BOAWvzshMo/3bJz3w6RYiVonFUJMYxAm8DpT+diEx0/8zZx+K7lQL9OsgJ3A3gAdBgSMCLLrRDA5Fx6daeZ6QxJ6SKz6oomJAVM239NOcJiEa1iMcimHXJYkyd7UHroR70tU8k83AIVOnng9wy/b/nz/1vSyUozEQMwClyAvcjlf28eoxb/m3lYzCeWyZrksyUibod/GslSwZHUYO67c4XH0r3BaYyEW3FmDKBbGo5F2JRM5981qnmbzza3D8LXFwLtSKKwVAhWGUYv7j2u7nKaQIwYyBgm5OvHc5LCIpEIGoI9vuLhg/1zRtqPL7mUNOlq7ceRf2oNM1r0CTRvFWAuuy4kPINztSc0+f2tAFium8A7lxWCzlAtHMD82b5T00zx31FDIT/SAgkHhCMsfcS8wdHhPzuCxXHWmoUrW5kO9jlyshJN+ik6U7FxxAnyoRSSCSBZZRRwxAPpBUnT7TRiJaNyB2jkOud1SF9sz8EqrXL6c4kuaZEGBV4wnh8KpOhIDJsiAMJgEQIoCAQFIQCkf2N0RufuynYWAk3tgDoPFlaHa7paTVjjLm7xrl91DtIRhOkS7Z1gMtyXap8GR3fe6jfeKR57kplIM6plDEOAEwGH3x+kxQklxYj4dTa3U6tfQ8A8xlHpZQpEYTiA8vZKCp3BKEaIWRLrRoV8zRQTWtFC+ZhCQDADehtYc8lyrdcXw093oOMzbuu48hPrrK+bLUqR8zueJ7nTe9lLQcDiwaRWpdS61YnXCjAUcxHPk7BgF4EYcag8EP49BcE+hBDso+FtIS2EABsvfzga/fd9sKTtor+TrbDXs49ed1trtfnXzlRbV4n7JiGOpRCD4uiLV4BL8MndEo/CIHKG9NqvHE9AL3sHjWACvwWFQhhG+7CEemLU4npmrOJyqtAY1VSa9ckGSkmwT2eM0MpGRaA1BztRSrocF9GCVHQhHJ2UPcVRrxHmrNmUEDeD7qXE7FtFaAA3QyqTVeKZelB/dSXI5W8reMm0pThSjmx9vmn6m2eC0y1cZ3CYjgbFN5AvRQL0fm65yrVjYXP1gFAmNdyShIzm5Q+mp35h1lciO4fnY8AVYjgAiyHHhYE4cH7OIn2jP1zgplnyQkoQQ8qkrXJjxLcLGyR+RcXTHjPnzA2kNZP8r24F6UFdyNPKcAT9eMgWKiXlKF02vOZ9yBleT0s+8wCjHLx+t+SfzmVYIZrXS1ovNHzoOO5FMD3ZJefGVXA/wH5GIznlvP1xz5fMP+/JVlB1PqlD9etX/NQ2sQnnxp6NCMjZgvM+dlB4TgyTja1CR9kagpatYCw+5hz9gx/1Ggxqv2eOnvz4ZqCNm2OctwAeuz/NXAXUhui/P0+BqQyE6bdmQK6vaBmT0swyl7R3F/HBaIm/a/3f2Pn9pPJYMZJH8REsD8HwN2QUZ0piKAyE5+2XOjyOOPF2r3xpUsAYX+Noi1beblAcZnYRg8AqIREN0/I1DhRhgCAJwyr4BMmlo++PkYVx5oTaZpMR7jfVs71zFTxsWJ7dIjeK2rxs7izZGriGvSJkDpKVIMqIR4HBCMIIYKgUAiIC0GF1q3hY+9rhNg3iTsN2HQDsN5+129L/3LvzXCMDJwF4O1gp1T1aYtn3T3jvo5da7Hxl9eub16/FKuReWBZT7bhmbRg1K0YWpWtzZJlwJKlH0b1GcPwnzMZvMNhTgstG2a12jD78q7r9gMoT2lIm8rnrzoQuPmBp1QafWRaPKLsebt5yT6IHM8EQuFr4Qrn66GYWoXeGICh3hhUHI/FaMP+aQL2owRzwKMAK7DTwQw81jR9ddr4bUR93adtNRW+uAnmiC9+Jb972pe1Wy48ydT2/Cl8217RgJG+buXBhhB6onWK2MBmWzBOlJZWfdWyb0d/0dnimnG2iytnpmnbyBfsf7xe9qg3hWUEzrwiHJs6G6dLpqJ42AnxnQBDwvg0nregGW24BVH4IcDL+HmtQpngveWsEwCUUT6V46AMHRDwCnowDTTdO/ASVmAmzJiBFlTC1ZGonDMoFEw0tmSU5OIXH+++rPkCSJqbgxQ8LID6OssPu3bQA4YbdIwxoGBIC6rlDok/LeL3vaAa9DLx2oB4rcS3rwZ1NfCBgngbqFuMnDLvPkLQg1RSn+dBNfcA1bIDAKImlbWlrqaMRIRI6UB3JFSmEyDGQgBNW48G528A0Hy55dUyo9JX6IoWRQdijnt/dP9mQDZfOzxTpvUFip++u+K1jl2dVx5J9msVwlVXtq28tGi3uoAdUA5xRQVv2pdPacf0lybUx/Luzgz0i8CPk/iq8B+jAv0muudPChuQE6jDVVNvhSfqwqCfhQp6rLCyOMS8h6GpdRjtQ39eirxJ0pqOK/9qKsEsrnU3AviV+JMpQeBfcmA5byGCIIx/1f+ncj4BmBmuFvIJ+4H5jH8g9XUSKZGGfCBQlwuHsDat7Ktv3opIaBiMggOfYJGIsygq3w9zvkbYgrWZRZ9HOyQNrEf2sQVUs5w+0Zwk57Xi39m/cwibcrnc5OzH9GfZvJxxgY8zTfdHDYHvvfzzHTtO1lOf8Ff/J4Du1tiE6p9qRx2AL4OmeVeAbp5fLvH0LPmV9htXT1OcMcQZBRNSa9UMk9BrEpHIDLQ1GW2BOzLKyfU+pU1YGo9VCZCrIlASnlEqASGs4uNtGsS/lXR9yRIE1+hYhczPRK1+sm8c4X7bjODpJWFGo+EYDavlIyGWj0RHVJZ7q83t4wZvNaJ+y8Xu96qUfIyNMyrOFPNPFwCDQBi1Uoj3A+RFYyIYBeAWwfiod7xq7zZV0w9ucPVp7HNesF1X0Vi85vjOopXtAMx/+OQXl1817dXjFZaulAZlL6biMczCUexGxnxtHEprc1i8oxgpVosjyASTMlnw6wOPLl6wd15hgYt1e/I8b+6/rOXg0UVReKHCVhiQvkaUAvjUWP1zD0hyDJkIppaoUHKTER3+qfrw0XtmwnmtXQJSaXVqRP3GwWjBNJ/PuvDaxMv5UaKOhMEqFEJCURXv3O9gBn4kkh+m1q0rcWPczygGvluA+ByVhxF47ohp1kJOweqQXdwALl1TsP3GbO8FgLsxdcAZtTYm6+skG7EX0/A8SjEISySirEjYwSdK1L5QSDtUsGdktmJQDCS9BEehhRpHMIwhUPelQnBYj5OIgGAhml8tvvLiX0W++eqOWL08XwQBUCbMHHvtyuAXz1jLJwdyxLKeRQp0dyPlKz4FVHudJ34XBdXmSgdzH6jWjwXVog8CKBMErM2oowP0UKIC1WqeAvUfp5aDFANUAVIZNE+BahkvFNsoBXmOOx4HV+YdPfmtafucK+1RAO41aNqUExD+MLWGnhqutu3tXrqkUO8SuJjW++l/PHdE/G7zhc2HfnCVdee14Rgb5hJshFVwGq2K077qXvHi0Vnz/mOi/Q0ApBm9UCRdf6SejeAYPit8PgMIj83ClCoz295BKfdH3UtOYCNO4SbQ90VFDRYRcNiB9sy9k5zIyoZlwQQ04xnAVT5WtyE9g+c5AXTRwlANSvKwAPTwd/GHyWCSpT+WgmrHzUhx3XeBukA9KMxMc8X6PyMfa8bHkPPxx/4wgivHkvMIGJ2oBj9rRsxFhbuW3NXw3DCcf9uCD461IJvmoRKAipBNyeeI7RpPS7GhwzMl/73uBaWECDaH0Rk90H3xvevXZH/wmP3Ylx65v7PtmmA0oTo1xdKl2XFStsnPWmxHd2sN6EIxKN6TOylRSuM+G6mN9xiAzj6hpOGp2Bfe+7Fq0+VKTTRPIagi6kQ0qkbMcNBUVzqI+roMEJjrfR5Bynd8DoASBQRBh1gcfEzS0vmz1CmtH9Y4t2/OkV0z+R7KuZ6ZYUajCSr1RWo+2i0Q4o4wKrNSiN/diPqcFIbyNpzVTlHNDLTWgQdUfIxJEBJSCkJIy0dexGiKyFFapO1LV5dhSNhUQoOtOmX94amynlW/172gNA2MP48yFECNLJrTNWjahFSAaiazihVjAHEAOHhk0WMHjywavUG+iwBGWzFM2crIJT4B7b4oYo1Dqx6S1S3J8JDB2lJeqB5qv4zsrQkSg94Ls1JDIpxV5eEc/MBZSH6/crM/gwHPnYb8+BxVmBF4DgCmhLq6XRpbvkdtIaBjXAOqld0J4Kdr0NQFkLuQW7s3EX/gcixFO5ZSk3PibcUMoZFcrQjHjTo2RKJTFSF2MG4mANCKIsxHF6aiFEPi3flogRJeKGDDCZT8Ov8bO3fE6jM1eBO1VDaAappnQ+TnBqUITNOqZ2jPpUNb8mAk/n8fKABOiD+VoFruqizPlXPrc+L/5aDgYwEoIA8TqmkvRyrJmAUU4J8F1ZxLz1+PVPZNG4BPi/VUiPVcDjq35EGe445HEYinzUlhJprF7LMNYZtmztDFecvfuLXce8EUazkbiBwwjoRwzHVhrUYZ4aJxDecw9CWtdgAalpS8WcMkEp0cpzPF4wqWA8PpDUHXkpI3a2i86yTkIfweCuSjBATLcAXsmAk1NJiCnyJTKz2Oll2SUZbdsRicXhDmIAgdEpgJBYLQYAhAEDoUIkVFKZfzscpnm1v5oNbW3TgPF61/IZVgpqVgL6imftyD9P8l+RiMf4jygQRXTlzONWB0ohN/VEbMRbWntHde+2RFlba9+287aisJERY5igI3HDi0+N71G/dPOrFDhkY6AKrZKUNqY0unkiKbNgvC6GyGELmuCdlUd/WnOPVVK4dXTLV1xv0Ja9fv3914cufplavvfBEAsrgqlFUH0N2aqx/TgK4/arQUG3sjTr9DugbwDmsQj88H8DaoVskm9um9YxyKpM1+uvi/AKop2xOzKI1uwRKMKFS8OhZRAYymkykLvqG6tK2Y7T2LSQQ0iZkfAbrx20G1CUAqIVEUwDo4iUvsmwgmmN1V7vOu4mPFfoVepeaj3Soh7gYAZSIWt8R85ZcN7X0KMbINYx/atg6wtg0AmivDXWUCIQqBMBAE/nVk57Af6zA5yuQ7FCoYVJAMphIPCmEclT030zR8TnMsV4wEurEeSMJHSboBPCkIWCt35XC82B/uu+XQQsGX0DMEy/vjaBnh02IVJlK3TgDWQmFIZVT6z9hJP3jCsIzAh9PaKgckTlKXUKu3qhORcJwooRTibEnExfmVpr95AI2UoTSLjHXIn4gZPnn/qTPVtmODFxY5FvQEy9u6DHkj7vz4NNVQtAZHNf8dvxiDsOMl2AEADOIowXu4BK/gDHiI2u/tF69+DOcOcOaAgmZOvFcLqmU0SBdkaKYjkNxlKACyit8FQNcDJyjriRIUQGePVkgXDVIH9TDoWhEQ2zcPqQBNPyjglpibHpK094SkvZNaUKCuFNvFieXnAZAHFXYDePI5oV5+2POC0ieaAbzhhH30nBTBabCEZVzLCirVw1Fh1gOn8mLLFcQ7xbQchLzhjxotCkciHirVTn1Hf5ESc7Ec23ESb6Dcoe7DYMwWthS6JQsnOJ5lHao++QFlolKOBLrRBQFv403cAJq0SiuOmQ9Gss6/U/rqdWhHBfTg4IcWPFiEUQYj3PCAQxaaR2EmmsmJLOvFZoAgefBKWnLl2vwnrrttzvNLbziwY2lavGUZkF3RgPPDJ/9bVIITVRj+n5aPwfhHRyaywQHIBL33dP7ynpe2rf/K2+nBmqOBUid62qwg2Ieps2uhNVg+vWBbHrxDziNndKUadYJTq+KDQyM6s9EQuZuQTW2TsQJk0UgnTcFiXeVuH9Jvupg4RmszpPJe6V8z85WnmTDCITUIKYWjchj5MAN4RGxrOticMmMZulszo/ukfpQ2JADwlhh7OY2SMz964I4UM4jfPQdcaAjUnCxpXi0A6gjZlBkUKmn354Bu9lJgFoGY1VVJEigkwyYIQC+x+7pJaUiNqLpM1dWegGL0+82Sah3y9/k61mEnqhHFdBTAj5UYwlxwoJvzSdAESv9EKgmJFFjmwjh+i0k/+yhBXKO8SSDEDQDqRERvTgQq4kQRCSj0pDDmpuAkB9WcBOwHWFvDAGuLOcL978/3HSvV8hEnsgd9jgWyRi3kT7y3tnvjFZvMkPt8lyCK/ejJqIoZ5QiL7knlZea5V3TrSrO2vxH19wCoXYOmk9m+T2rSZNzYjYYbK/4Y+aJqZ2ylPODIDKBTroV3vNQfqf7dmcv1i8yaQ296YlqOt0xRYkk8hmafkLS4rMf4838rgA0hhY5T8xE2ymjAg2HzYp5DyLW5OYTmtvBFO8u4vnm6RMjMKVjPGbbykFNrz8lFTU6gbtVP/2H75t9/syLBKIYqnGeP1PS0yWk9GzD+5roVwIaOnin5b727pK4gb0ggdjLypaYndq9Z1TirHttcxgeHlyOGdHDGQ4EACjACI2zJ8dCZC+AkNYNjuyeYQdcIKXCXAwXHZtmT5drzGlCt9wiAGaCAHKAA1iq7xyiWmwB9d3rxbw3o3qwCBciMeF1UVh8PKM2cAinefgJ6yL4RlAYvU3svP6jbxfItYll6UABvQCqDsvSsUYe9oe68TqU6cUXIq72x81jV+9MWtPYUVgzJrX8NANwj862zmZjA8ayCixl4lmkWGEV+VBWwaueqHNEYN42dWhAb4h/j13XABC2+QBMXmZXe/d645fIor4GKxLiYoGLVJGIyK73ZNMlJyRroVwQ3hmFFEQQswiXJizkM5CjmXCTr/uvSFK7CKRzHEtSBwQD8MEEJIxSwIIo7chEfZCbgyUX1+NBF67etlymVSgZ7a+969sHlAN7YsTSZY6AQGFfRMK78C6kEP9B8Kv+u8jEY/+jIhE6PIkiVOExZALV33rNy3p33rPzROOB5VEbM2s+9/YnBYb1PowavUcc5AIhGFd6qKe5CTP7UPZZmL9tCFwFwEyGb1oJuLMMOm//Atj/9T/vCOX3W5x6fWfHbpxYG31BpShHyh6FQhKBm9VAolyEaaYNao0E2sGnOk/rNI3sW7UcZ0O3z2ef0B4oUv9n/Df3BvoVzQd1AIiCkAGePv5pRVy8o4K6CbDG94HLffb86tabnVqthkZqPQitECUnd4wNwFMAJXsAXGQKlgx8wHY/OVJh4f2AG31b1vnFGP3IAKGTr+wJSh0VYAQWGMQV+BMBiC8qwFt2YCwvSEyh5QDWAElDPZIwBkD2L5xpgK8tHbogwKjMPxqtPhOwAgV9pHFYiIZUNjDFG0gJotQA8o8DSE3AIzYIDeOjs+m2lTM/XTfCV+mDq6eFLH1lf+VA2AOIFYN55eiW/cvrL9y4plx1ADbgX/VgNOUDPRyXuBkAPgt1KIZaNajC3jAZ4zZBtnAuV76jMxLMYAHbGqD87slAQlj/XszyhYXx5+RrMvhRM+6sjQQ8PW4kKJb4ovrVREJobUT/u/JcOOd1s8brpobMr1InIkCEe2m/kQ1Fk2dyS71ZrL3Zq7SwowMusZ5pIPqvbl652CyCv3vT6c3MEQq4CyM6anlYx6VI9Mt/JqPLEufbu4Yt+VRc/ZjD/zasIHddzXxx6ovS9wPweQyR4JaI0IRLW4WXciiHcg1bsxEa4MQ0v4zO4Jemb/QQwRobB8ZNEeUE1xizofJCAr1dWyhyktOcqUHCbDxpQ1iJeXwS6bvFIsaMkxO+M4vONoFrMhFiugBRg14BS3EXFelaBarE5UBCtFctmIdPei1r7dQAWi9/FQbWaIVDAXihe6xfrkGQ6unzJa5W/+9nXVObhkatjjKqvky09cbBrHk7unTnDWjLknDKr02bI89uOvTrHEvbr7n1q/ZdSbkZAd9ygtCiDcS8AxPVKjh2MmE8tnba75ET/Isd0J3s4Mi/xBPNF5wHl4iAEWFGAAmzG5c8M3Pb654r+NDAYs7HumNVsVbm5cs3ZNqvK89io9ydKzkC/W7JcHEccfdiYq6xzkKzzr01fDXSiHQr4cQFqYQOPADpxEG5h08SSH4mSdX8sDfd8HdRlzgMAFf0dh5srZ1120+vPzd2xtF7y+48CWRQNqbwDEw72/FdQCY57kP6IyMdg/KMjEz09rgM1cfrE61jx/3UA7kAOyeYDXznFszMYUl2WSDDJwBSjPsoOjejkVGkTlbE0+5kLnQY02FGuZXI4XcYbrv7054Mv/88zf2QYvujbX96f73v5ndih3rlANAKYC5SIx4BIOA9qjU+8Lx1ssvr9snJH96NDaCbUMF8l1ksDuhFfBWAnWt7ZiZ62bL6pEjDyAMD86z3q6+8amO7qUNsEK/EKhBQIAhEIkhxxw+KPOhLXdGtVkUqGCChDb3ggWhhnBXa622NxWi2eyWgHGqBFEKUogRIsDGDBgMNO2DEXPaC+rNJBQmJ54EABqgUZ4ykXt3ijY9Xm2d7j9yqF+N36RKiQgaB0K019nIIVCqIjktbNG2Y0c3bQwE8ZkE8LOExtFI5Vo74HADhJ3XoWq0E3pDfFfl4N58NtcAjNuVxE1q95qBl4KLUZPgTgGZJuudgIFRalLDIMvXeqeMdPkC3wEJDA3TpQTegQqDvQSgDfFPtpHwChQkF91r+keaJkZ2xlTKqbIKC5UabpZgc4C1eo8TIxHvlT9eYFB0Z2QwqyTmlvJzT/16CpGVrckXG46UeGNSyLf3wAwCxQ0HcEubmok6Bhx9J67Fhan6L1FDfPCfO8O4Tmx+54zfsT3d2Bs8JUzi8YOTPxaVe3NVnVqhgF4iokcAf2A9iKvwjNKCKfQwLTEYIdHkRgweYstHk56yz+75F93iy2NwDqdmYRv2+D6M4hgt3ZoP7VEVDWER4UQEt+3AT0fbKgIF2iHFSCvi9GvC8i3mNACogHQdcZIj5/CKmMm5JI1IZKsawi8d4FoCndtaDuMT7QtcsPCsrN4t8hUC17h1i3slVXbws//ouvwmEbiHUTey8jJCwzgqeXnH2hUveJ118sKggPqoe1BdzfX7q5+dXYin4AdU+tTwLMTgBWZSDu4dWMlonynDIYZ7ki1uOstUectfZtN51oKkcHIhjAfDhwAQqhhwI+qEEOBhbFOJ71rWH/OmD3OaudA8Walw9f13PwyCIIWyb8Ht+BFOgnQAMeAsIIYQRt6MI9wlfwz5wlYdKsJFnn3z/sq/cDMKMdLrSnsTC5RxcxpmTdH01xXynougcAqOludUEQdrusNnm2bElzbUH62rAH2eKjKPAFMi0M/0IqwZwH6Y+QfAzGPyIyiYDRxaALstzkKn0+7jMgnxDOe+qG3dolQyM6czSq8Br1UdZoiLC//P3iNkzen2sszV7mQic39/4cwM++8rn3nvn9nxdc5/Wz+nU/uGHV2vVuhiBhuXHZ3sihpstigJeDSq2CwMcAQQcKOmuQCTbNBZkLUbZ+zFz0k4AD3a25QJEXMk3apbcM18Y4xufuU7GBiwz92lgwqkHcwCDJ+90JCgIQiurNWlUEABBLKGMWrUftCVsDv3/6jp73fnIxAJIGaLNF/wMACjAHBWChBIs4IuCRQB6McIIF5V8H0mmqoqAbdxx0g850K8kJYqrN7ZsaRa525+tlt7x46BOOI11zVZ6wpYYXGIXN4ApdNmtXZPENe/oL8wdTQF4MOMwJ9EenkR/XV3ocGs2UZAZvUWaapE+3QuD9squlje6JLEB8A6i2aBgUYF0FqplKgAKxpDWmQtHVXqHoign+UYFIyfnAFbEepT+mjeZrQOJCrLvesZzwgk1gyMDbtJ+k9prEenkxNmDObT1JSWa/nhHb4xYDWnPJWIfqpGSlDs0i69jHzMNCvhARtFweGdJPUXQV6BE0CgLhQcAgBgXq0P6IG+oKFXnyWj2mKgggCIiTZ3EPhoTweM+Q6nwqUW07Fr+w1i8YLSbi9SxR7fOUUKBtA01kNAQaCyK53GyV+YrzoPPEBAqGGfEzDhQUlwJoRAogXyj+HQMNtCwWy1SCurdoxPKUYjkMUlp1NSi4PgGR+lL8XwUKyKOg65EO1L88ADr2ipD+blRi/eR+48cAuAUBm+C8YaNYP48l7m8ZUuct4d8lpuVv7J1yli/nQnZdIrjXEF+neexqAK++GlshD/bcCmBD3kF3j2tZQZ3Sl9CoAgnStm5qG+TWnwpMQwXUSGUbVYh1V7/vnO17v3P2LOxMYzgaK69F5thLBfpdMDrQbyx6zVyZaskJbBaWEWTel4vvfLtjNZDaDyTFTQGAnWRtWtKv8STr/uhTmnqQYcmt6WmL1PS0bZMzr5ATGJU3A7nXznVAkuUpZWH4iFEJ/rvJx2D8IyT/ywGjgENoPnBo8b1GQ+TuqinuwqER3eAvf7+4befuaTyyBKZko8qTgbvcmdRGHzRmiNeFANwtCBujcJKBv+2Y6R7x6KzHjhdUxeF/PxIgsbJCpxogMRBGCQgMiCIMv+csjNYWUHAxF3RTdENKPLRlIzB2P+YEHLkORcjwk7U6YpbBLnWkptgZUycieiMfLo0TJiRLwjMdNAVxqUXrsQJALKGMu3rt3Xp1SPPLPRv2m98MFGNs83q6zIUZgwgjgg4YUQAGCgzBCyV64BDukDGo5IOarQVQjuFmyILVJtIPQApwWRvdV3s461T5RT3eMvOf37oV/zjS8JlfbPrmY/l5wx7xKwlETzRYckLg7xwl2wYoyXWg/XR7I+rfAHDfGjQdR6rerFiPIlBwZALduPQYx/VHlOR86Lyp9GT1b88sJwlBE9cpYipPVKVxx2InNlT3grqcARTQHcMEGV4mIJPrV9ElZ0/dJXM67BW1z11+02GZz2quNo4rl6j2el+KrswrZpzWGYqTRRxYYUTIixdgyA3qXgEAT3/dmn7fqRhOP+vHtI0TWw87OxJTpu2NLa3TkAhnIAGvmkQt2yKrHaD9exb08D4HkgVMpDUkKc7wblBtdRVSWvEQ6BzyggKxCOhYegHUHaUAKWWIFhRkC6BzjQEFppz4nU/8XyX+HwBdByW3GJVYTkIsQyd+J5UTAd3vC5Aahwqk+ocFBe7yd5wcA8ZE0IUo9p3+A3tzb5ePnB2EKh7M4/iwI5qnNDDXqV5Y8mpsxR+TPSqCU30v12B/bdAwdHGe+fj3q7yDywtPI31sPi3WV4mUy84AgFr0A7BMKvAwbb5ev7fJdtPrz811jDjNjca8XY/Vr/PuWkC5zJ+bmXSVynXYz7r+rNq7LROoZq65afUSAJCnsQ1afB8MahCED+3Yhy7EMLmEeVn3xx5t6SNIz3Cc1SKWTbNMTuSMM1kFqjWX2p6yMHyEqAT/3eRjMP5RlLFB736kIv0l/0cTslMsjSvrN+7fOkZgYmadRgNHMYhvPM2+dNAgZFMVgNvEUk8LwkbJVNtZUeZxj3h0Vp4n6DurjC+YN9x3prOgGL4RIB4LY/8L7+LCS2thzj+FlAapFZhcBlGM45+feShqRH1d3ymNzXVWvcI3qBra/5z1yGCHhqsqcNkaLjgY4wnj8SgM7TqeK1UJ8agCghqUTWUvACgYHoIAdHqm9Lo5a+jXb3/z4I6T9dHnOtakub5gvM3qJnjxCPIQQwJhdCIEFkGw+Dp6AciDP38FurnLM4xaspQ7Zj9I4uGsw6Wm7r8+9In13mumv6xtaqmP3PHio5/zBizaQNBoee4fn513+9rf7EcOICCTbGBwQnU4R0nbABVCQs6tXST7/WkA9Y2oX74mVW8PKGhiQYEQixRtHJDD9UcSuSuHc6W9HAJeL93uXGhoD+qjeWrPyW+VtwxcaXMBuEa85bD42yP+Pl+mhFz9Gm7MdC0q2A6Ic9vmdh0YsBYtv+vZBy8DsHvH0np54OakpZjpP3KFalcgBtXSoKBnCBGC5UynT03iI6CAdGZMgEMBsDwQC/AYPB3DsReCaMXE+2BrH1/8dCHjEqKChjMSP2skfvLT6A8iAGzXq5p6b9E8M8PBONmORMVQY3QNmqLJhErS+24BcAVSWmxG7LtdoOuMCunubx5QYDMMqjWPIAWkBfEeJVLsM0FQAB8EPSCbZP8bQDXYBBQoRcXP9OL/gvid5FseF++VYgXCoOMyM5A3bQz0vRDE8Td5VtCoQ77+EsIgzAg4ZB7B/ECxqt+EDAWMmGkUGIYbLThy75e+m6jByXsB3NOIejw3M/0l3HXmN/3dkfJusU0WAGqEZNzcqb7LddBOztfr9zZp7nr2weV9BcWa08XTYsXDfdafbLk7T5mIBXYuWrmhL1IcKNb0jXXYz7r+3LB3WyZQzbwvTcgJ1GEBVuMsEgijBfkAHKiBEsNohzvXfZmS093unYeaUfDwaK13Lutouoya4ysOvFS14t2d9ota3l3uzLd7nllxS8uOpfUfSSrBfzf5GIx/1GQc0AuaYVJOuceB+j/mDIwZTyaokR/fnWAC5Vx35ambXniNWmYrytzlD21a3CDSKG61mrnPS9dFAzF9WdFI8I8HvvBPqDVFMJhK8E7ne5hS8yRKpqYxx0wSiAOTiO6W3C2KayJuQHgVBHOu/ZbrqhN79O/dftVJK6NhwnGi4HiFhg3BMGDjXK/phYgN9B1NBcB5wub3v779Ef9fjn6uRXre5ZWvVV7X8087FsKKMDxoRQs6x2E8uRhHEEdASqSCQnhwC9pwsYzKjALyDlA/REF2d7ZyJ9oPn+t+uMwP/A0AcHMF8Ie+18p3v3XlCgDQ+8OzLhvaawspdFw3W3wINLfiREG2VId8sc/KEoA5SFjfsGfK6l6Nfb9Ta38sU0s8bgbIVF8kN0B9ItRtjXrudastT4O6nZSBHlyuBQXe/yX2mxUpn/s4Ui4HAiizRjlk1phcG2eaK8e1QOO19dkSOrFZbj03y4CTLAD1Bb30RiA/TpTxsIIdateV727TVw2BBigCYkCr2M4N/qn6gPFM0A3AU9PTBhDyRoe9Yu4n9/5jEYGw/xe//W6gpqd1PcZzo8ouWysUXRuQ4stmxZ8WUA7/wZ+OAMie6GpifTAkNN+teq3jq+zjVgfTZ3byDs8j3B2HDsQXL75IccDyn9oHlvgFIzfA272FzCD7TfY3K1BwQ53YDmmcShICBZJSsK8RFKBnur8dAh2vZ0H5vQtA+zWAlLbciHTf8CgoaJdS2/tB54cZ1O/fAArSifgDsU804vVSOWHx+ihoEqAOULepzEDetPn9/nbMVZsQCw0aOB0JRKPQ6uICo2L493VRYe5JeQKkDKrHbgDWIy/OX1CzJCvZEACAocHdCUiBsgYA+0YB4pwHbXmg3yf3/mN1RM1640qVwsAF+YhaywW0RvaL/3yidOeilUe9cfOyYk3f9owi5PMm6/ozvbtVui7XfekygnXwohqDqIYSPggYAsDhAtSiHXty3petfbnc7SbIjZ7FB74ZMq36igMvVd317IOLQxqdq8tWFinwDWv/8y8PLAGwb8fS+ig+YlSC/27yMRj/6MmYoFfUQP8I42myP3g5b3eChzYtbrhsCfm6BMaVCl55QY3r5w9tWoz1G4WtzSe/0wIxeUYwqo3+157v73u1v96FSvSvmrHtRNOf7gFwz/WgbX7oXJMT5dJS5AD1yfdRXBNFcU30ZQCWC6/yuysH+tghWC1xorQohbgnL+Y5pBcig6Cb4l1S+Ratt3N+8cHmvxz9XB2A8lUztoUfv+Gr0J8JezEEAiu0mCf6IXdirEVzK5ZiA5biKNLBc6ZL0YSA8EQD8YQtsmRCorSdqW4F9f1HmaUrEVJoIwohYZ7vO1YKD6mDI2sa+tFAnwLmbaBJLYwJwByBSqUggskY9Qaq48HL40RR2sjW/0iq1yT80dN8qyuRQqNSMxpR/2WkmAouBg28lMreDwrIK0BB135QMBUBkN2VaGzJ9l64LNdN3jLgJLcAeBIilzUBoBLiSlU8UBoZ0lzZ5y/eWmzv60EWilGuQL3MeCaYBDY13a2umu7WnQAuXPvCk5JJP5kfIKcbVTZJ+eL+CtQK4QIFspK1RmrnqPGaxyCMgonFU+yKX3lkV+DKUX37Gc3/FPgFo9cnmDlanUIUksEhpJQI0jidjZTrRwAU7DKgFq5vyYBqJmBtAAXMalBQXIDUvhwCBfLvi22XgjgrxO/lsT9e8d4IUgcByYc8Lv5oxd8joO9EBTouo2LZvFj39ZSTXNgq9KUOo55uaPwB3V5dWHmRhnCMElEvg4RGEMK6ESH/gYw2rUZGngKlJhaS2r4GNF1lhm92mk81nHgNnVkDD3NaWZLuGC88WQ6ge8t1t9UbogFviGj1A4bCgiKPy4hTQHf+FLZW32JG7jUu6/rDM0zrywtXrOgtLGGNIb/nwjPHWmq6W7OuuWQt6vAprEAYw1DCn+QYB7phhiXjeR94Gvu0umT3gV8NWWbOL/3ziZLq7tb9ETXr31u3dMmgpZATCDiRmaUVHzKVYCPqvwC6BuWSnNSxHwX5GIx/QHJOqeg/HBkX9J6Xb/nYLjBjyXm7E5Q6fF93Deu8oBsc/EE1uIjSX+rwfR3AVteQgZeufcd1ae+PVv155volDy/3RfTMpRVv9SNDo5eL53oiMuGgwDHeh5aPHCmL9Cf75FSi2taRqFgRgcpcQIafLmb6jlcougIAVq5f+vDn1i99eCco70cDgBhWoBdPiIwnZnAoxlx0IveiOR4HeUomrPmfaCCeXMhaOICyNQCgUXL8TZf81cdACJvj/kNaPhIFaNbLCTFuUKkD1TjP5hhWkyCKCCMkoEHcFCDqgcpwt22QLZSbgyfqj54mjahn1qCJz/hYSPt7dCDXVrFMyRpDmUsmD8SB7O9FztAwIcAySpykGsAfQIFk9z9PXvez27Y+eYlR4/fXz2gyhGNa3ePvrjM8/stbTVaL+1jG3d7AVAMKD7izAZvJuVHlEtqn30J60hlLRjs3eOxT8ntnLSglEGylXW2KVcGePnCe9Dmf+yCQtW+nKc4UDwn5UCGOKNRsRNCwFcqz+yFlmqR+49sAXA+q1Q2CgmQB1M1MI9cY55BOUKpBhVhXO6jPdzcoUD4KCtavRSrmwCM+wyxeZwAF0z5QK1EcVAMusbYMiH3WBWoVHUaKTSsflHFlNTIOTqRY2CwINECv+12yERi2+hnWa1KwF7FImIJIhIK88sUfBR/amqENl7TzyWBllQyMS5KFtu4lSCB0JkDeGB14OK4lk8YvVABYdOnRPboTJTN13YYyc15oWHBaHX4oYHn96NVk4UUHKq0Wz1lkmTc56PT2bPrCxlt//KefmIuHen3Dxnxtc+Wsy0xBb5tjZCDbfGtACEPQgUDAoAjEBQB2eNEjf96YAaMfDCDPtebVJQM93/ib3PK279jUC2udeQ7LtN7TAvCB1eNjySEfg/EPQM4jFf35PrMBVJNghsigcPLN/HDN1OGxTvznLmO5wFAZC6SfN3G/yRgpFQShT6eNxkNhtXLErdP6AypfQR5XKl4yFwBABOF7q/90YSJqCYzA2n1N9ct5CoGbsmtvhb6jx6Iy6qOehXN7eypKvefrVzsRGesQkuyTU4npmubErOUFZAhKxIJDQoFyKFGwsJAZhJ6EPaCb5zzxehOAY7icLprYgVr0w4JyCMiicc1KEejcrgF1SbgdTpIn1u99AD+DQ3hpQqBdDNoT012bz9xa7h1cXngEmS4fsgPcuz0L3Kxyzye5uLaIgBd+sPynf79M/9YJmX436V4wCaAvHXgscaJUMuAjAggGj0YN7zUKiPR7jcMFRzSbniRbNwpCLn9QDYDVjahPc1vJcGdZ2oj6HaAuXR3iZ7+SlfEmgFxm48llpM1y6F3jELJaIsQ7JnJoySXfBETObuC265/551IArsGgzfPwvvXSNZaTbbVlixfuG7W29F5r31/5392VSOUu4JBKEuU9pa+2HTNdWOtXGi2mmNezxL3PUzyJygFALrYKDAnNGwGs/Pz6bZqA725L71l1yFowWDOl2NpurLbrzx4/WdPdKmCcg4AIqkeVX61oXdeRqJjXy5eYjcTvWah691CNoi0z4VEdaOwJQUpTzYKuzS9la04GcD0GuhcvAQXPp0GtLSbQQO7lYv0PIBW0qQHlfZ8FoBfUj3wBUv7jPtD3ERb/lxLc5CEVGJrsXQBpfNU5+msrgA0Jvtfp5vE00hOzSddKgM+DjDwFsYgqGXPRiPp+0EPA8HMz8QZSAdBpMgmlB5UC0gDRSgZAX9LfHU4kmDLBTsKEF2KPX/1VH7QgZ/ZVv/f7k3f4vvfN+93IMW9EQC61qxzA8tfnX9mrDwffuGXnM7VTXF2WDnuF96sbHu9p+srqbHUsxykcwSIsFvuhG4ADSpjwPg4BeEx2sDgnBcEkZCKW6eReJVq3JOuT+38biEuWk/+f5GMw/sHIBz6RCNmUB+DHAD4JMakN6MK+EXSCbAA1g1aCnmTzAARu/94nTH/57d/hsAWznvjPUyZKhTRa8zxxrewokQ4em39caMi3hqsXzO4b3vN2RVEsrmD+snX2jIZrW04RsumnoD6YqKsZGDbGup2DrSNk6UVdLUwicnm302RyFPnVQyO6M5GoUrtrb2XdystPG4onkoj6/GS89PSbATS4eNvqsKD1Phi96/B3NT9f7Eae9wLmeMEgXwi9okva+M2gfVwGic7qcrhwedJk78YfswLxtAPUjEDbbwVgMUml1wYoM8VlAN6Ck/RiPOtHjnTXJ+JCYOBKW8rlQ3aAe+X0VaFP//XZL3NxrZEhCf4nn/ph19pFT5T5E/ohYyI4NvPG2BaZ5CaiFOIFCaJQuo7GlO8+KrCCLhFXO1ThWEc4AmDDJkI2zxRWJa93hPttpRHnAkZITOcYNuBSF0ScWrvktrINsiQ94j3rxZ9McQP4TpbPJ21N+of3+oYa1fS73YxVzYO4qmOnVTZ+eAPWk21rnklq2NPcLhppIh3pGQ2NqIes/8d79pUAIABxp6Zok+cnpkUGJqgY4fK8fz/2qf1f2/7bdwSB8b7y+krv4oX7rOI9ybFs2zu0DcCtWZrS18FOqdqbv7ROw0c4QyLgVQtRywu26yxfnhytGxXxkFOPRqlN64HGTgBbX/7+Q5J1xAMAP7x99qc1cc6gLw58EiqcxDBa4MWY+Q8EAc1kLcpBXd0+A+DbM4UTmpJwb2SR58Dpn5343jtVobMajF5Py0GpJCV6WAnoFiD3IWwdKP0lK9a5BZRlpQT0oBcGXc8k1pUCUO35EaRiDk4D+Lks3b001xik2JCkREEsKJi/BlR7D6T87/eDjoE3xc9toADaAkAgBFsFAc0bBaF5Exm9hosHXKkfJMA3Kk9BXAbGkTMAuundHP2VLj/MMq4fBwAxTRc9zFh1iajN5PEmStU9zB1f+q37HceiERxACzoxeLBzUdlYNJ1ZtNWLAOTtWFq/b8fS+t3SZaDrcTbpRDusAPbhAtTCDAu86Mb7OCT8aFROj4mA5fORiVims+5VD6359p47T2AjzsN9ZkIxOv+fy8dg/IORD3QiEbLJDBq9PEP2sQOURWQlgL+CLhCzkeKHZQGUvr6v6uhXv7NK1fTUX9NO/OfijlGPRiMol20pANgLfz38+8FvPip9f+pMvq25xVY7/8K+utYzBW0VUzyHa6YO59ZCjc9tPErkVoeXXp/+5ldvee+ahuve51vaCrnBYT374q5q24u7qm0ALhVvCXz/G3sHolGFV6NOsMdOFNUyhGeVSiGuUUeVhAAadZwzGeOat96ZYl4zJ8eDz90dJ01uIvMxf5U7sPAG7zLHdA5mW3x/cU0k5Zss9smyE8kxJNyifsZjhk9rJH6lR7BIRUmbtlf8GQWKkP3AlXaAKowMKS7wn5KAeDeAr4GyA2gALHjvqGNxNKZ42jlgUAsCcS2Y06eqKPVmc+lpQJZ015V/6SoduNJ2FBkUhc8236Rb+/ctN4dieh2rCgu/+PRdrXMWv/eGIsgv9yqNl0EQdhv5UHbmjfGDkqVNpEfDRxwcoyk8/c8Eq9ArQuo8RumKGLzxjuBhUJN/g3R9EefKnxE8XedX6G1hRhs3JIIjM4KnFwPY59Ta3RitLXwFVNtpA3Ub0IBqJXcC+OkaNHWN6v3x654m9Wis+7oQutvHmMATZjBGVNqjmgvrFux5r9t6zH83KODsBjANwNMoIB3+qfq+wl/UlQ4uKzwrf0art2pb9ejDRLZnTwEAAiiLIwOXSEe0Qu2QZd2ix68tNvWZVv+56b3jJ+ccEfsuXXv8+NkGUN/jw7IyLQBUfdriWYURlxBlNJwx7meNcT95tOIOaVxktbQgy2FDkgtePtJgnZp3N+fRqiHAZakcUekKwhvydQOm4VDRMQC4vqfJVqgftAghwGOwolTRp4UdSxBHM4KyYOXs8nWkGGrAEwW6dVO03bopC/bkL6t5b/eCR8q4nkw3Iwno7EMKxHIAdmYAZaltYVC3Fifo/NWCMrH4QefybtD4gwtA92jJ95sVyz8CkVpRXvEM7b4BdLwXgfqedyG1HynEz/tB/e+lDI1mpJIUSbzfAoANhNDnicA71zooB3wusT/mAhBWqbapvtP3C5fu4eC+ol2D77Eu7umX377Ch9EB0FfJCxTTwKe7fzoIkG1OmRGAF2ogycDiBhAOEkORL2gOvfPeokZZ0RaMby3OVD5JSg+JlhQY2+pM16V2uMVgTWmdzkaWMBGwfD4yvmU6i/XpoTXf3nPnNx4atYZMxn1mUjE6qXuSlhMgt+XkoyTMv7oCHxHpBB3ccjmfifRjpID4zwEsBdWaABSUfxopv0l58h4LAO/2V2ZoSfE9W0nxPZ2k+J5yUnxPgwhqxxVCNtURsmkjIZu2DL4aeBUiEAeAGFFGAJhPncm3Pd04+7ptL834dCCoriEE/JBbR3btrbzi6cbZ123565zVf9tRO7tvwDDnHNsvl+SC+OqbU1se//OCl3hBEXzgB6+ELl3U0aNWxQdBzbBh0E3qD0olP2jUR1m1Ks75g2pLy+kCzqCNKuNxEidEgMkQYfOtYfLY0wu8WZ+YAlBWpIOYnH1IyKY6MuV/HiVLDx8in+g8RD419ChZtL8BwIZ837Dp8tg7vqX9b2v0O84s6dk0OD1LEckx9Ez0lhYj8bOcoBEMxB9HOoOEWWznZqS05G6MTsgjSTkAb1+k2Lbfd8ly1hP/DANB0ojfBoewAw7BB4cwSIrv6Tnyvn3V0IgOiQQzyEVU2tferKrr6DEz4nsYVW7coLQwMZ4DxHTXA5wFgNftsc4ha7Hx5bYVN3/nxQeW39r41BdCMb3OyPpif1z7hROfvvCvnFNrH2jVT30jQRReTqFZNEY75JuidNhzJ+tEr98M4LQSQouaj50Z6SRRwayOD7j1Z4f3BHdFW4NJphlxA9hcGe4q4RiNKqZQE40Q7eAJ444RBVfO9dSK15YinTmhFTRxS9MaNJnWoEmzBk1Va9C0LisQz153NahG9Ck4ycbMMVWC7nXlfFexWhG265hguRZhhRJxLrxLNwsFSc5lKX05AFgCU7TzZm5une54qV/iqfYAcGt57utj9ltKJI5qeJXG00/g5i2bu7/VGhVUPAB8ouafSyqt7Q6I2qw1aNq0Bk1rxd+S20/mXPIC0N49474OTqH1FkX6zV6lKfxf076/b2fRynZkKioKcsy5glT/kLWoU2ljd0cDGkAgg3xcoR06UVQXGtIyFdZ2M8T5c8vZZ2q768pcfFShNPj9ccTBgYMAPWZhfHehCIDfApgPQItW3IwofADg0hQZpyzoVmbxOd8q1rcM1FdZ+mkD0jTWUtvmgYJPrXi/Aik2oF5Qd5OrxOv1SGXnVIC++20AGgjBFkKwkRDUEYIGQrALwN9BOfAjoG4sO0A17fPEZ70COgYEACeRYlB5RPw9F+muNoeRfcxkE6kfLJBRx/5St/6+JtMNhkXbDnbV3XfyVdu+YcF0OvjNNQXbWdBMypJcLC9MBOKjxsSpePU6sU5qAMtA3XiqocflSKcPBQCuJNKXaNdVSomQCFLxBuONhcxx3SLeb5tIOaLlZ9Q6ncMilNl3E63jhEQEzqPrkgmoh4RmDAmbMCSsxZCw6c5vPFSHia0hY8nY63d2KQI9iEqWk3caUb9wEs/8Pycfa8Y/GMl56swW2ClelzXYk5BNBCmTbwhUC/5t0IXdLZZbDArWPUj55UmaUzMoMJ20D7tcC11ys5kvuEK/MMHxcQXLKAEgQAwep0tf2dxim+72aoyFBcGo2RRR7Xm7DBp1whoIqfMiUYW+uMh/Rq1OWF54bbrly3M31Z2n33ya1eHVPVNPvrpn6ikAZYKwca2s7hvFdvqe+dvslv/8+ptLIjGFhmEEj0bFsz1Oo9rj1w4XFQbNTpfB88vfL27b9VZVLi3ZpNyOCNlUB3vFfbhg8XQk4j4EvEAocDny7Fdetopr2/ilN8r8AQ034tEO2gqC5pnVg3fDSdpy+dTviNUPRgV18x2aRxeuUO3Ugi5g+yGnHpu4laFzMFow7WRoZp2SxLlq4bQOABJghM5E+WernOSPoOOp/XcPzG+vmjKiHvHoBiULAgC82VxX0x0XLlj2Q9l4HSPd9eBQQdWxE3MqAHR6OXPftpYb5kcSrAoA/JxJ9bnHn71ArNscALDb+jp//cC6XWOYjMe3PMn6Qw2gbRvZCAStQNAjuyd5QF6DpmZwlMKxmziW8YTRAkCcKDk2wVnEa0dlt8PkD9nyutuQSo1uA3ATgBvgJPfCIWxtRH1dLewrggptVMNHSZRhVCwTLhN4dKuHYxZQUAVQzZxkEbNwDi1YZ9hX/lxPrXOlXdLYeVV8rBTAm36F3uZRmWrjRGlR8jFPQcztkVCgKEOgh3x0akvfMxl83QFieK0zXJY3nW0vUDA8+fnK775649V/m4hGNK2fdhVe2bmrkLKUXO9sst3S80zt+vaHlw+r8wdQ8Lc6GbCdyJxr0BYG1bGAehAAGCU9BHrO5pXmzRnyiHWAI9xvOTN1anhAaxu+bNduH0IwQw8vFsKNp0YfWNNYLNbhOAz4qzATzSKIvgY8jmKGaHkLYDUheEaulRY10odBXSQE0LEZBvB1QtAFenCSt40F1YpLPt3F4mcqUHeU2aAAXBCvlzTjElf532X97gF1eZHS3XtBrSY1oBYbHyjADorPKBT7cwqo28U2AE+IbWgD8JT4LA9SrDUEE7Dy5vK7X699uAGAm1cQL5MQMi2nf5AXkVFk1jHhShQuq1G2HgCSvtheACwKUYQRtIODNaZTaDmbxkQSvJGJCjHFVZFHMAyzvF5yUJyNyQSjx7VL7LsSyDLwZgJaeVmrLt4W/sVvv4uanlYAwENrvj2dnHhoFGNKjoDRUWVPVMZgZplseR+E1X+iZZwGcDtogq1c1LFX4SMqH4PxD0DGyLoIjAbF8ox52YByJaiWBKCDsx6pBWkQKfeEeaCpmeuQorySUg0HMAkwKZMGAG5GS3wzf2H7D8IQ0vVH977Kr+ctA4AIw4a/+p1VPWtWvW8rLgrYnC6D/w9/njfEC0S9/iv7qwryQgG3l1WajRHWaIiQR5+8KLs5enKSbaOvAlBCyKYtSC2cKTD7Ss1gNKpoXrPq/VnXXdnm8Qc0fbd/7xOlr++rOouxKf0kmewC1IDpc21IxH2IRTgwCoBPAH5P1Se/2DXLH9AM+AIaDgA4Tul1DhgKkdEvmYvxzvjK0zvjK38uWAmQGleUiWNy7jJbR+L5TxsVXiEOFWcU/CwAKMCTKsXZtbLrZqz7/MEZ7Z2W7lhM6Zfqm2DNioi2eFqHW3kSsvH6UNW3t61vf3h1tnTXI578WW+/d8lxAJ5njnzuhJKJLxirggyTkJKb5JJzMeFOJGC4E4DVEvO1DKnzlqj5iNYYD+QRQD3fc2S5W2V5ql1fMXecMsYTed1rQedpMSiIGARg7jmE+5//Jrky7LAuTiwoYd+70Ra6Yma7GTyJR4kyrheCJaSI5/BSkkLRghQThkcZiCNqVWvNA377xe73lrMJzhJS6Dgi8O4gw1YNqfPqGPCcUoh7GfAWp8ZmOYj6OpmJ+CCo20RSiu19rvyhYS9iKACAG2f9/f0x2jheX29YMfBS/vdPP1A3rM4XAgqdYuXAi/kAtqKA7AQ125djCiKowXLoYUEQHpzCSXSlzbnyqF8zqNLG2Din4gARkBPYWBX3hliPhjbjdKEk3CtUsB27zJf65Wwz7syKj/ILNogp11Nz0Q21zCc4AjmtoVzqQV1B5JpUM6jbSwfS1xMPKLjwgILufNCD9rBYTyMoM4tkwWKQHt8hST6o5pwFHVdW0KDPsHj9QgAvgmoXAwDOiM+tAT3caySmFCCNGUY+12ygYF5DCB4FgCuUrxWvYx8zX6La6y1m+o9A5k4kHlKSfdOI+rrBT1hXByr15NS3pk2xNPtOVT3TeTDvoMfjnWGsA5DK2pnyWZck6zrclqjGpXhrDlIHUiqV6IETJWG9uidSoJqv9sRUcaLCS5+/3Nd+feUd8187sPPgkUUPZWqmczGZgB5UVkvPBX2fPIBv5QLJ8rKu39sUufPZX17eXDULgLBbE4tMu+Ds8VtWHHhp/85FK9ul50guH+cIlsesA87RtUQmaWvvfMMB22LT3rmFKpemES0bMTHf7wmt32vQtBdiojtRslHHfmTlYzD+AUk2ukBRW5sJim3i34dlnwGpBV4KbAFSAFBakOQR8G5QsG5Aik3lNOiG9BPQwW8GdeEAqFZFIGTTWJSL5QC6Z/+xeCnrUNm8h8ItvX/xHpbAOABsf2WGdvsrM3YilaaZAxB84DfKxOfXHI1XlnkU3oAm/MifLjq0c/e0tICpyVoJRMnc6KtANSL7kb5wbhZ/KJjdPe30zt3Tfi4rvxjAhWIZRyDL7plFxl08MtoyBzq9FhFuIHk1o+AQDiaK8rwWv0udvC8aU7IsE3MhC7DPvhgLGP3ZxGUNmprrXEc6rrK+bLUqR8wMeCJ99158fs8C5cELQfv0DQCGijJP6Yhb6wMAf1DNCXpLSaFxKLbl+DcPI2VixJ2zHqpb3/5w1nTXz/78ZsPxk3PaAWDHyXrX9TOanr7nyk0zzay3eMmMt145aKorHWQLJ3owAs6BiWcCwWbJco2JoFsRjp1iiHA5D0blV+jbiiKDp6rC3XNLw32Howp1vYqPlcYYVU+YYR+pNrdP6jAkq7sFqYN2PwB0v4v4/t/Dbi3DvESFnkQ63CP9vwyX7rqzamh+3ZDakAjqfUqDoquq9N78fs9cAJaoQRGP6xXVgkqhCZTrzrCDkbO8DQtUNVGjko95Jc52S9w/EGY0C9R8hOPBcEohzqqEBDmjq2x2hPvXwUOkcZiknCsL917czRZ3WeK+MnPML41RN6iWNGsgFoZWwfFif6Dkxf5lhjMBsEPR/cYzwc0YEpoFAGQtNn+p64lf9WvsKkvUHbzYc0Cr58NhUNA4D8AGFEKNalwMNXwIwQs1tKjGcpC0zMCd3XsrVNX1LXUAEOeUHKPizWpDJAq55u8vT0p9HgUFqWONl7E08uWwwo0yXAQASCCGFryD7IfyKvG3HXRNHELK1Wk30teTFlC/dLU4JqKgVIR94vW8WG8eqT1aEP/nkXIrUiLl7sKJZZhAecSlv2tBgbjEliPtIXMgMr1k8WeXkhFpQF1AALoGXb5A8Y7mh7r7YsPWfOGv0z5T69A768o9nTccuH39vet/91DaHJZ8hUNlugg7wJGYUcV2N5Qs7m4oWYzR4sboAOis6/A/uNX71+qeXAF6eAEkN74i7MNC2IcU+Wb1SHSkr6Y42HTJKlPvzBKPifdi8YK980yvBO47Vf61nppgqxbS+N0jNIAeeGaL78MDCgDrgElrq5Pj6ZadzyyPqFkfp9Hi2LTZMwBAE+X8YuKhM5i4kmxsyYi1+NqjD89grolXFKpcrDue53nTe1nLwcAiyS1kss9Jrl/zDQc01+f/Y7k/boJZ6ZHG9Ji+35llYIz1e0LUsR9h+RiMf7iS7WQ/2Yx58gWJyD8XhI2jzPoiSKwQ/40jlaekD3TTHctdpdO6RFtZvMa0LBHmI4e/0PcCoyZ50pfBM9EKULOnCqloeQDAkfcd/iPvO/ygoE6ujeqU1WuyVoJsVocSUCB+RrzXI/5uEISNm+SsEn2nNOv+cPuU0vdfN50FDcRLAr9xXGfGXDyytKUWw/2lMOVHwSeo9o1PsDBaB3oGLEXTNQkzxym90ZiSjUQV7NJFnW0YW6v7gcrx0Jwjx0NzrAA837b8bpqJ+A0A8LfojW8uKHvPDeAgnORVADcwDMiutyqdFWUeVUFeqLDdW6T5S/M1r77aX++SFUnHq8huoQW1J0rqw5tOQnIZ8gAUkO84WR8F8LqwBZsGRwO6san4zpGJZ5xgs7RydYgug4AzAA7r4hEXAISJeoExEfjeCGMdiRFlb17U3avnudUIpbsYZQ0yk7Rv6XUXkEruEgSA93fArmIR0BjAuoIJj8bAaBHgegafHTTtXHqlR4dQvx6BQ1/62l8exo9JnX+qfh1nUdl0fZwybNP0cEUaXhHl6wqHhhj/f+icnEKrUQpxjznuP6QRYtEhhbWIJwovm+DMnIL1nGErDzECT6aHzq4A8E/Q8SsdNMutcV/FJwZf+66slwQA34ZD4HIEYt0HAM5r7Wed19q3IzVXsEYqYAuaUfC3DlDN5zJQQCmBQjMANyqwJJkgXic+QUp9lZKtg8cdGwA0ly3tKFMbI4XhQX00OGC4d++0K1Pv+X6hGT/MMl7uzxlTkd0Klg83rsJtUEEPAQKO4h8YBkHG3BXBrAZUGx0CXR8lv9wejF5PjOI1I6DrWRAUUKuRAtUaUL9vhfgjiJ/L92yl+B0B3VeM4mdWsfwI6OFgBOm0k4DI9JIlU6ZZ/F4F6sbiBVUc1QLwfVbz3yXt5irT4Bwby3OMoitYzioN8Zgx6LubnEBbBlBtAODuvqH48IxfnV4y5a9d3a7ltvxwqdYQMygVvIYBGNKD3AHQWdfh7ZHVEpXiPKTcyGggaimOvH3/gnIAb+5/95JlsbiKVyljXJjTYvbAkaJPtTaZO7QVtppg606xnzZcemR36ZtzlpeCuvBI74GI/TcHwM+FmdiPiUlyPDmGnZaBPLtXHY/CrzNaAACC4HUMOy2y6yfr8pEuBekB4sESdtrt/3z8ujftizva5k536xQh7Q0Ff18CYP/BwKJJPYecwEIAPwKNnyg8FFigOhGaFS9UuXrq859XFWuckvJpTJCfKzkcADSifqPss6saUb8dwD8wFnXsR1Q+BuMfrmQ72Y+XMW9A9rkF6QuSRvZdVv5a0AF/HPRUb0dqQbcBeB4pRonmLJrq5gt/51jHqIiy/bcjL/mbI0rjBZpkACejIlHQACNJM70fqYxpb4EuZLm0Udk0UONZCQCkWx1E15Ssm2cmWHB1qFfc+GOnmdXzvQd3WJJa3WT5uRhTxgd/DQDc86/3qC+9ZXiZwZqwtLe4lfuOX1/a0VERRiQEMAoTCkva2nqK/7R4YehW54ChkGVirquXnR4qKgzNAmCAk2xMPvN8ZWz2l+QY6khU9F2obK4GgGWqPfuB748q6v1WW+f37l/BAHgdDXfYYC6IZVxyXi4imfzhjaivy1iUR5k+SfE9ox4ifBB6EsnX3EmkTVQAAL9Cb0sA89VCTCUQMsgTRuvSFNbZIoPNep5Ljk9ZkFm6SXitLFAr9YytAJ5Gat1l/U7o1Hr0RIPwRFp9LbqleUvUfCJMjvTylTgjaZ8o+8KQ0PwS6l0Anne81K8uf66nVtcbtoTKdN7QN1kUzPT9oyDsk/cKUQsx7g3roiOQrUEXuQ9dw1PNrfSZB0ATaBxKKYCpoOvUAVDe+dfE6855DiO1FlqQcuVIMQSpYDkzE4dbt+KigBdGgxn+6ga8M/XyZJBjMvPt4HFHw+BxRwzA65AffORy/8RjKpDNCtaBID6Bz0IBK3jwaMY/cBR9yK5hbwDwHqhyQgLRWtDx3Cd+vw2pxE8loNryM6CaZ0m7bULK9SIGOk4SoIeXBChoNyClGZcTMBDQY4z8cy/ooYAX28mAzsUk0wsh2IhLwKABs1EICwbhwVb04C24QC2I0pxYDMBbxvSwJytrLIoIzyljiWhCUKi7I2XWmT0tAbGdcm7+mwH0OVfaTwDYV/5cT23xK4PhwFS9UPnf3bfmTHwlanoFoPyUvjrwnZk/V213rE75aG9BM36Ix5CeBEq+xjQUveaadt1fXpphG3TBU2jm3r+m1lf90hk2xBgH+tgSFjIr35o3/nbpm3OWK5ByAZWEBXADgOvJCVwizMQ7WeubLsnx5Mx3eMxBn3bQUghjyO8BAE0sYnHmOzyy68dbS7OK5BP+xHW3rS4Z7I1U9HccruluFUbmW0sjKnVwxva2vLa51e4wr+MAYLFp75yDgUW5MEMuuQDU/QoAIECBMK9XdUUqKx/t+/ZtDOG3LDXv6cMEDhPZ1nyMXjcvACWr+FmWIrJZTj5S8jEY/3DlXDLmnQU1v+WDBuKcQspUJrFixzG2v3M7KE3WJ8XPpAU+GYyTTVNdcrP5q6YLWXtkMD7seiGQsN9g1GjsyohUMFETpf0GY9Dzbvgg1xuX+HBpxjSqwR6l8ZRpoD8IKwEwtgtJmrkxryRm5/yM69JbhmsP7rAkA9sAlI9LOTd2gGT5/Os9kRv+s3/xUJc69vf7HcauY1pD2L9XxSgPLOTNxTGUTj+JkO+px/76861w/uI1sW5zQK0Wx0HfUfozx5NcgHuctghWglOJ6oCLL1zmFcxJ5ozrVC+uhJP8GdTELgXGuJ/61T++/tRzz3NAGtiU+i63yV+sn3A/yk8NVQe+8+LPVdtPZmyiGTIR2qv/paRaaePKozLV5keGVQmi8AMAI/AcCDCispTqI/3yw8nEg33pu7oXNNCvMAZFUFWqiHJBMsWjMEQADqG9I/uUFdq56ul6QSw302pQDqDbudIuSMGajnB/0Sy/dzUSuBF0jreIv80sH92PDBpMNR8tMMRDr2a0n2pxHcKKzI7JBFegdKfSfJroHJbWQinYXLr3EABzVwjuN3ejTlmMAfV0dA4Hwb65G3XxGXi95gupQiadBGZ8Gb1Gt2ManscSKGCFgDDew1a8jyjE95Elo+YcUJDsRYoBhYAeePaKn62GSEdICOQKBcnCGAYFzbtBrZkqUGCiBAXm/aBWyZmy5xJQUBkGXfeklPYM6PpvQSrVvUMs5yDo/kIPeIswB7ejEkFwGIYXBmhxO+oQhwEHcASpOREDMLUlUWsyqzwkGDUIPAijIImoNeYWWnXTFRitEOkV67DEudK+z7nSvlv83135666xgHhyrtcEW81N795gRWYyszGsH7N/WDXddNJ/Sy9bIgzn5/GmiJ+9rPFNU+KkwtutroAxToGxKN5K51lG7Kd20DgOAnowsov1VQL4LDAhMJ4cT8+suOXkXc8+uJyNhFHX3nxYE4sYWsuqyx795B3HMb77VGafJNv50JpvN0OkG5ze3Ua6bGWkp7B0CYB9akPYouWCvegnVTFexapIjPPFTTApfWNx3ueSNgBfBLALgPMHUzZu/oPza2sGY0VFAhhmt+eKuqXmPUGcm5U327r5pthGLeh4HZ869iMkH4PxD1HGCewc9Zm9/sFHZz/hWOx83p9w7QgAdFDeC+ABUFOjUbx3m9B3Tymc93wTozWhEqhwgVJXSZqlMGTBOKDmn17IJoPGpogCgKZQmX/xy+WrM9vD2pWFC58v++rpXwxta/muqwOp1OzrCdlEzfNZXGdEORcrQTbZevmS9vtu+8xhW0WZl+3oNnNP/nWu6/V9VU+A+spXiuV6tYZEgc4UL1ZrBXWW8ifFmJLZlsU3uVcO96piT36zbKZvUJbMIh5nwHVpMNA1DcBnCdnZJghJzehGpBgQxn5mAalDOdYhD4tRDmAlTuES6JDh0iPT4Gdvi5MAwIYaRau7RtEquRHcADpurgMdV5IkXRKSH4jaSGQesjKBdcaBoKag1dx0i7iJjn3QmBCLxgSuOV/ZCupyYQPAWmLeEgYCQkTlky5gBJ4j9Ps3ZPfldnPIJg5hK5ykza/QrwsodCsqPxn1HflVSGXJ81dZrlCVDeyPHXTvDLYC2PztLVkBS9o8coT7bdXBM8vjYAYBCAFea/cJ5hknEzOCLOH8B7iL7y3FmbSU4oZEaKeRD03I2pELXAHY5wj3wxYdKtAlwmqBkOWdbGmLU2t3ZS0rxWG8DsAKUKCaZAh67STO6mfjQiULJGKALh+Ic8DOewE5GP/AZTOAKgQwHctgBdCLLuzFZRCgBzAMguuF43g71+2im0eF+G8X6LpbDvp++pHSwOYD+BUh6BCvV4FqxtP4uEH7eQ8oeJe06aVIuY8Q2eMFUG25BMp58Zk60AOBEimXID/o/jEfwB3JA8WnYYYHAqLiWhwEhxg0WI0SHEAf6LsKgYJT3d+inxK+4/kFTwyC1gdT3BL3EjbCmX8z+5tqdCCMmWlzVTpoCKCHiBQbVG6Z+FzPYf2ofvxsXbCE3a+bF6oJ6vVTfUFTyHfW7CryD+RpTBFTne/4Idnl5rBG2w46tkuR8hlvBU2kd514XeZ8ySryQPwdS+vLCYTXKZtKmxbA6eeXNTyviUWufOKBtaumd7fC5h7cX9PTCgzlMPMVjFa0LDrx9t0rDrx0fOeilR5nvt1T4BvWDloKuWNTL6y9OPCWx8xFLDCRMyomFuYSrMWqGuFsqoGdkw3eFGbiLVCLNwCgEYd/v9j01kVNww1FAKBhOMklajIB7ZJkWzePABheg6a1oy//6MvHYPwcZKzsmIKwMW2AZQvsFCXlc0o21eVfrruv6s786TzH+4o+Yejyvhu2RAYSagDfFX8k6f/lPS/9HjnT0t8j1/ScRCoApxM0wyJAtS/LQBcbf9H1BpTeYq41XqiZkE8ZHxF0oIvXZLSV52IlGCVC3z1wuvQ49r4dpzusKLYFIGYcRSNWmUEXfg4A9NZEv39YWaVU8waM1kSsx7lTNm01FcY+948H7HoJiM+41B+86JMjHb0tOvNrfygsBd0MZyN9E5kYcCsgdcjHfZiO6VDBBxeAZ3ElzPBjFnohM7EiBbJylZttc5uIS0JSJqiNTHvOqTP56o4uS3Vvv/GpL961aRty++lPpE8mB3jPU9p0FXlHzHWF4r/5md/X+lsPzUr9O5alJrs4qLtJEed6e+a81jrhG9re1q0xU7gvZpyyhMyvuQh3XPP7nAeYtHlUxvXNjTJqBNz5J98ZWTLTmucutyldQhEZ4O+M/HL/zvjK1aAsCqlDcoJM3NqB7OAqLzKysDp4Rs8p2GiEUQdZnrPMCJ5ewhOmeYC18VnLoprNO7CeNKAfX0cQV0KPHtjxSNfDuN6qxm7HBZih1sMSDcITGEKXPh+L4SQp1iTpYDeBBEHjSdLqQ5OySAfVz4DOXYC++/1EBg2mBdo6vtbx27vunPUQdTm5DBU4iR70owwpn2wV6Jr2unibDRRUq0C1fyqksnW2Q+TjRkpz/ihS2TmjYpkGsV4+pBQsAihQjovPC4MCcYOsmYxYjqTBlDjqqZZ0Hrx4E3lQgYUKHGJg4YEWRcgDBaCvgjLtGAD0HEvMyXvQc5f+k8XP66YMdSmDNm38yKcuEC5Z+Lpu/vtvX+kfMvQaCwISI4Z00KgFdc15HePFh3xAVHr6Xq69trftDKMntmOmC2sDCr0lj/H4Lxl5q80RGUhzpewpLH0EwOoVB17q+eILW4jF57a9eeFS+y8/c5cypDUA9CDz5EQfnhaIP3M18JWUXmt9Aalb3/jwatADlzT3NqCAyN2YOr9612Onfr/6q/9h3TG8LMjq9QmFQqHjQqGqvvaeG/Zs1XzxhS1lOxetPPPMilta/vMvDywRCDhnnsOSd9B93D/NUDa0Jm//YtNb7UjN7WyJhiYs5ASUQFNCQzg9AKhIJHaldefbAB4/x0yak183P+LykQLj2dg6zteMnaXMnQC2IEd2TEI2LRaEjZMdUA1lt1lsfETwxf0Cp85XYvrdBcf6/xEo9bwX1sY9vA4pwP/j9V95ey1yaA8EYeOmDG28tCEsRioYxyX+WKyLtQum/WeBOu7nOe9BzhXujA/YrjG0AtjchDXNU+/6zTUXPGh/CQDCXTHnq+VtzyFl9p6wtjKHlWAPaBpmia1lP4CsYF56D088OGd1id0fqZjiOXzN5WfkYL5BbF8exE1RZ+YTCmVssK9VzQMoQ1l1GAuvDsBcsL6x+XjFwrJ3VBWWrjOyx0xoMRCEjc0Pt6zZeeY9/VcAQKHi+cVrRrod06OBvJL44Gt/KNSLfVQFQJ7gZ6ILUAOqYYMGPsTAwQC6xf4TasxKy/4mbVJjlZttc8vpkjARyRqweH/qOafO5Nv2vjNlCauJc9OrRgjGPqhNpE/+NxbuBohZJEMK3RyIWSmzSYuxuk0GxifN9CJKeWW4qwyCQKbOi5uq5/JsgigDIYaNF8UiKbCUIZnBULpESDPszj/+1slLa/wOowUhjJA4D4eqX7vTt9KPPETnGw6sa8T9ksa2E45VW9c8t30bAvg6oiiFGj0w4BHcNG6AYxJclUT66xKEabPGvIcB6tbDMYxtCtdbM8Da3gWwvhH1ncj0/3eSOnwXq0EDqt8U+2t1XhMCI+2Iuc9iNwDkVcFWNAOXKVl4kalwqAOQTRlRQDZPEpBnO6jGx7pBISS0F/iO/3zFwEv7xeRFizAPMRyEEwOYAap9VoCCZGmeLkAqUcwy0EPNflCKwflIaWPXEYLXQLXRw0jRV0psKHGkWxMjoBprqd4DoJbBuPgshXhdDBQMB5DS3FMpxBFcjACaUYogLNDDAx1Y+NP6ZQhU+RIG8OaRM/OWHFHPs5ff2m5avfrvyuCIPqFoTZyxqoZjsahqJqgrk7SuukAPFG+MlXpeJqPmerCErRqZby15G/XJQ9k4ADBZRk2w1VUTbJUyZ7qRJYPs+t891Izb12PRibfvXvXAjgtGzPlJVz5lPDYYV6quF2bixATqPhHJNubyQV3XdkMcz6WDPV8HcInblORPgF9vMhydPmdG89Q64cFH7gIA7Fha7wKw76bXn5s7rfe0oO/lTvde73h+4EpbEthj/APQmEJOJIMpERFYAHDGBM0NPzXcMxG3nVxyruvmR1Y+MmD8w/ArzVHmH5GeHfNnoL6UvwYF5Q8CuHGSjyrXVajYyEDCK32gKVQGSz5r6l/8SvnhJqxJN9s47xlTe5CDZlHyU5TsYS0Altg/aayI+xLt0aEE+IjA6ipU+yAL8rzgQfspqQw+JqjFvpA0y0O56pBNMgIx5X0raaWs2e6TXzu9aoR09ZpJT79pCYB9NVOHk5kVQc1cAcjMjRq90FY5N3Iat22UJr8bwNAf3/uiyqz1LAaACkuXXIOwR3QnyXT/SZN3myw7IkHF1wDAVBAfdFRHPCqNYH7z0cJDoDSKVlCtlHxzT1uAggxbFVZoZx031HQM0gDGrcmMhoVgwck4i1kE0Q+92C5JzEi5H0mm/yOgm7S0sDXgAwSyZC0aQDcOKe20CsCGU0PVgZqCVjMAz7ETRbUadYIrsIbgdBk8yWeXVa8ja5EChcDW57ZMaFH+31i4k3PKczpupOmIANXtO53uG+ceMFxZeARZQMCE3XhGS6c+HlqmTYQNPGHiCaKICIBelwizQ0rLba/TuKmsoEMKhmpE/RfeKFh6Gwow1zR9EKZkFnAqla+fnp9nGD50bd6Oq5BiTrEWnhm8L3xGA20gkgaIcZS0ZWEcyQRHLgDR/OiIuTDm3glxPTEmgi4/oysKKPVXBaAzDSO/FMAiHcI3bMJ3792In8tpTEcd4lfcDdVfb0v5tlvLMDc0Aiz+Kg5jtCUI2crA5N2Wsq2jTwAoE7aArrkFZKO8/Y2OG5dzCtbyxa4nSncWraRuJgGUowRTMYAwqBZVAO3TqaDr0XTQdaADVKu9BFQTXgSqsZZ8YS8HcAUokNeK37PivVL2VXm+pn7Q+dcJCui8oHtQQrwe4t8xpLL4ZjI5bUUxNqAYRyHNrf34BLamsYdIz7VAOpC14MbFib2JxDsKDytE+tW6aDAuqNF7ssSYV+yehdRhYrJzNX2NLGGr/NMMi8/ePCWNynYcOr3c68VQdteW9Y0P1wHYLTBMJWTZtONKVSGAF8gJXCHMxDH5PWMk1hlLso25UqTeLwB4pvWe7l3/7C+33fjG387WtTcr981aQr783T98srtoSjHPKMjfln/KANGivGNpfXTH0npqWZmJ5moA1R9Q5s4c4jCE/Hu2rf7cltVvNf1ushYpIDfDyvkcGv6vy0cGjOPD8SvNVmaV+HcIwN2CsDEK4DeEbPq2+N1qQjZZBWGjexLP6Qx1xGo1NiUb99GscnxUYNliFYfsoGnCmkKZZn8OqLlQrhlv1k9T2zhnXKM0KDyWhZpDhhpNWsa1JqzpgOSnOBVJKC/6iJ8PyJvM+0pe63QZPAXWkHZwRM8dO1FUCwAdXZa5vf1GzW/fqAp/5fEuk9URT20sKQ5rqQw1gGU7T6+0eDlz8PZFv6upmPdMDClN/WrkCuqUyX9/vzTZbmt+RHnzjL0K13GFfuoKw9z1b12LYXfSjfz9lCZZKF81Y1vgF9d+VzXF1nnhgKawooctPj7IFiaDOekmg04MohZ5YBETNWH98KECelDNmGRirRSfcRbUnDwHNBBzJyRfbdFnXLxu7M1xHNO/2I67xX8HQTf3OgDN33nx5xB9xBEIqSyOwkDEaIiwj/zpIuqfWTpdg9qL0kAhgA03rW3a/NyWsRdluVVl1hW+OVevGzTPuCTgtRbHGxpRT8FpRnBrq66y+ah5llw7lAZsM/myVyr0YWMiaD71MtSdruh07Rx6XaAl0tl11ds+AFszOMqT8tyWJOGAFdQfeE4jPRSNpcHbygiJdQlCGIGCcTZOFAZNggtphKiAiYGOMYWPMsbFpr1zeDBpzCmVB7ttHrsR2tORw9Jn4u/0ueckdSsVeltAoVsRZdRD3WzxEafWHgFgFQNDzbJ7EVDq5vgVhlA/HHUMeI4BP8hBY1Yhdnc9GnsB/A2O50oBoCAx5Nzi+trvxVu9NdegDDJOZ6MdmhnXYnfNiqR2GUg/7H8QbksTWcPSwJNfabQgLngdEZGeTgsXBrAIehDQPYEFXWOaQbXRFlBAPgKRzlIUyU3Fh3RtdxWohrsYVCkSAbWLmcQfZFwLUMaUC0HneQVSbjZR8bdGfEYzqA95Eqhlzfz4Z+zEG2k+0i2gLo5e0APCHAAK+zRnNMap+tW6aBAAYlEVGxgxdYP2pxvnArJSsQUNAMpH5ltLzt48Zf/AlTZJ0+4Rf+fe1zPK6J3qCD95z+cC71y7cD3Q2AlgaxPWZN5bfioxPfL4VV857FZYLO5p1shfv/OZwiN186pADzr3IpUACLcO/7Hhq47Q3Tb1gNofNw2+7rlKdTQ4fyKJdbKNORuQfpL+j9f+evI/XvtrGagVfsM17+50X/f2C8ceX72uGAC6i6bsQ0Yfn2u2zvFEmIkKcgKqH/9p08pdc6/4zd7Zl5YHdEbNvV+4+5rVbzXpz8EiBWA0w8r/7/JRAuMfhK/ZeGVakWICOC0CcUneB10claDBOLsm8Zyt3U965lX/uHC60kgQHU6AYYnJdKGmDdlPuBPSFGZonw+A+o9fBmoOiwDgjTM1zxtqNDGMA6qz0SBidHayyWhAygF0X3/1KdstNx6ttZrD9pa2QvbpxtmEkE1AuotR8j1Iqe4FAVxnr9ne3GIrKsgL4fmXancffMUa+3VAgS//rktVXBNJsniscW7HE59cu7rM0qU95pxtaTx+o+tAz2L3gZ7F7IGexflf+PvTNCsb1YhP+kDHRsPxmequfQpzniaSz8ypnT7o2PuOOOzs5YDMurL95Grz9pOrrQ//dF1fsaWvM8eztqIV8zAX06ESezcKFZbjOOjGKLVNBar1ku59GZI5Vjo8ZKFp/IfuE3u2mG9tABrXi+VsbSq4Ka2eyG76b0BKIw6kQETZ9pOr2yGCqWmVI0JHl0V49KmL9u14pYaCqcpZcyAImXR6ANAgmq/HXJQFYWOzyCFfJdbZK9Wx1Vu1rVp2iAoy7DRT3H9LEefaP8DaMg46Tc3ZGFwOmupKF3kP4/3tEZvqMpIEIqrtK2fX6pQX8aFEQyPq/wngvjVoOi59LyuLAT0cCaCuUgGMAabXoKk5klCd4BlmZhzQ8QJUaiEWUEJIcGA4TFKZoHiTOVZZerZ4iM3X7+Uu8f332c8NdMarQialr8Cm6k9jTtF5wmwgT5dZRPpaKQbkGhNBNwTh1YBSmDM9dPYqADudWvtmYyIIZKxBDFDwrnaOmwHPKyAqFaDwGhAoBLUcliK7mAF0pvHCO5Ma6VHXiX9/ENaeCWdplZ5ljPs9iMN+GHNZtGI14rBAgzhCSCAFeqUDRIf4OwIKvuU83yZQdw7pfz0oRaxB/AmJnxmQPdA9TWTZM6VYoDioVlwFOiZPQUwKl8kGk5lsjLyBOsiCmcXn94vtumrRvP2h2z79pHNm8fFp7phl9oEzFwV6AyVBlSYWrF16vA3A6Qm6pGQXmfZadE2Z/L4ullGPRvlcH4K4FtSjcbMckJ9KVIeb47Muj0DjsyS8Xt2pMHvTQ8/hyJZ50iXV0h+NqK+brq252xc3IZAwDuoUIfbGwmfrADQfDc4fb75mG3PRLG2k43lIaHZNsz10sHr+l15dcNUCAGD4RKzLXi4lx3nowwLhchFmIoYt98y76OJ33rp+9qXlANBtKzOB9usHGUj//618lMD4+WpqJ1KmpHFAVfmIOS2wCPd4ZffZMAkRNX8/ajcMr7PfYFysn66GxqZ8nXWoHstygp9MEpRM7fMboAeFRaCR+k8YajTAOBtSDned1UjnzqWn8zH8vSHXuAKdK5afnvafX3+zbmBYT5pbiqxmE8f8eP3uxKN/umjazt3T5C5Gyfcggrt9N606PtdWEDQHgurOBx9fclgCfe+/bjr77Rmz3ElWFxFUlJh6IycGZhbm6Ybxn5f9V9HPdn8vur/7kgSQlt56Mge6JB+8169RAPDUTB1BzdSRl3/wwJU2SMw3lRdcgCwA3+szLyu2923P+iyq2fkR2mRsKlfgdSzAY2nvmI6/8V2FZDSNGZtTNwBrHdd8X6he69BFw3mwQoE4OHjQj2b0oH9UAKoLqYx/EH8XAnhdes6yGzaNzoDI6gpgtGbS6U32sJzVmqLlua+D+iB7AGBEbS1lhIS/MtxVOsDazmA0sM0sRz3IFtreIgvNXu5di8koQNrpGKNKCwAKo9IA4NMA6htRv3wNmt7NqNNspChEWVDgeRRjbFQaxPeARx8QLQ0w2jqBkECQaHxhlV5iuBndPzILQLVxprXVMBUAcCivTv+2d35P0GeICyaUrJrxfMVrIytesKkGDhVrnGlMECGLlmP9o/Bd5lqZ7CMjH4IxGnoZgKUoOuSGVmiGA8hcg9p0lTudGsdlDPhBxztOfe3zbQVGp0/fvPiCOL4izAQhQYhrKCPwCoxN7zYeUD5vt6UJuhil1aNq+EzwjG5ayV8KP9cLFbwQUAYVlGiDE4ATKVA9BVQLPQBqkdQgxfHtAQ2u50HHigL0gC2AgnCL+Dw36CFPDeA58fcRsa5h8RotgE6R1aUOdE2eAeAS0P1dAtKnkAWIT0QWFe/X3Vr3lHV6Xps9plWFSq7o1ZyJTo20HJ0ZnnFRi+H6uheML528KupRWVVKTdyEDAXSObpzSPKhWWDJieT35YVb9lz7pb//AdMPneGYgUQkVKLV7PjC9QWycuSxRQ2emFXNQzEIAkhc3pdbXi07Gpw/JusK2SNg1d5tgRv2blsmY1ORtO4WZIxncgIdaHLJ14Awzyi2gbo5WXHuae6z1y/9XdUC+B/Q/CQD71XPm7XpCxuTsXI2t8uNDzGQ/v83+SiB8Q/DrzSzzGSUulLJKyHTINoKAlbXkGF0CRMUEXTeAYgTIoEGnMB6kmvxGpsHW5JMcOkCdWEok1MQ1qNx1IaUcQjItaDVjUFlCCC3Lz+AbWtWvX/DkFsndPeaLQKI4PFq+Txr2PXFzx4q3bl7mhzIpL2HHa/URHe8UtMKuskcQ3qa3MzFoQGAuyKv4/DR/tnVXo4JMwyPNXWN9v3dlwyDBlJJ109m4T8LkQ/eNWiwBIIqhUEfSwBAR7dF0ujFUVajRCrJSbKOzoFi1Fa3pJn5izhXVWW4qwQc2YJmdAJ4DA7hjhxdO9n6SpL2LheG31XfENwxPR5hilCIGBgIUEGLBKJYBCveSmNm6ASgslQMLyy+uEuvyw8pQ0N69B0o83g68lOm72zBukbLTpjzJ5s8KFOyHpZUfKwUwJt+hd7mUZlqgwrdhQo+4TclAnIObK/bY51D7sTGH9w55+ZwWNdbXtbRUmzvA6gPL+fWWCNea0FnqFNtV/2hc4/3zz1HuaM+n/USwyzbLy5YSmbm5QPQqvjYr8Ek3QykOlmQes+c7H86trK5ADUnx/VRt8oMBrxFw8dIJ1vakrV/UvSRDIAyfSKUDA6uqz1WQoigicVViWBIP0IEYffi4n0nkWVdPDu/zLX4HwdNKMM10INFEByG4EI4ba0c/2CasQY5UV9nhP/KoqMDMy/8Q4shalLFfRX66Pb66/NACCqOdzzaMaviuwCQIEwcKQvPaEXCWAqHIUDuhpD87hxM5eMyBWW4PLT7p+p+x6/b/U7ZIgO0sCAEP07Bh2Hkg74vE1J0giFQUEzE0jSgYN0J4BEAt4L6kxtB1zAlUvSGrFjWEOi6PQXAS4KATRlZM5PaXvH6Y+Jz2sX/pcycDCauwUwGM18/rcn2n4sfWDLE5YebXXX2T17+fELbHdaciNRGQsQQPHN4WmhKTad55cJXhP8++BnX7796R897TYuSB/9AxLBu0RT9ikhcM9TnKzviChRPFkDm3tcnxqhTDqB74Uvv2i5/7s1a64DbMlJk9T7/hfoEClAl9mH3YHlR/n/94EcqUHa0TAkCkO9z5TxhXDFepVWRGAcAYV7L1Rw/WfrcQ2t4vPG3lJJO7uZHge6G7UtXu7cvXb1d1pY2YVmO8Tw6bFQLCtyfQkohlPZez/XwI9UPqb36RlAK5F8BwII/Hkxeq45FYrc//9ujLy9csaK3sETzxRPYONHnfCzZ5SMDxnNxep8Pm0qWMvul7/x+jQqAIFG45VnCtTIw7hpd2sRk1ITo80yDy/80WburAwc6jmCCDDEiCK4A1YKnJQJBBgASgfdYZZ6PC1BOIH/dlW0d+94ts3AR5RStJu4zmSJDiTgTdNgCFnn5Y/C1TyQ4sRyU91qwG/vPjITyHMPBfGWltUMAZYaIIvVeM7OdzgHVcu2Ek9TBITRn+OCHAOTH4grlmq/c9InfPbBj53/95tILRzw6CYxvg97Ulq2O7x6+eP8Vl74mXect4lxV1cEzi43xQFqg0jgJgc7lAJr2Li/n3qyNEpWPLydl6EcUBkTAQAkWJvTCg7mpYCYAW/NnDNw3/bqTKs7LIjSoVyj1Mcz50rv9xmI/UgnQRwcRTyh5kJMsAPA9AJeCmto9oO5fP4NDeAk5Dh8xRtUTZNiqIXVeHQOeUwgJnwIJvUdp0oBaqVyDQwVVx07MqQDQGQrp+1TqqOVk68wlFrM7qtOGJTWxx3hTccvIg2cuA8uoQ3tG3KYSVJn8nlkz24++0TLz8k8BQIIwC6TxkFEnyWJgBQVCNwIYaP1hVUN1tliEOmxGM9XMFsTcHqfGZjmjq2weYG2DoGA+8102gIKqOgAcTxi/9AXDUJoDtSqmVJs9NgDXAsAaNG3KDJQqLhjYo7k0ditawCaTs68AhcYpOSeNpA7BvvLtPaURixpRo0rYvWy5btiRr5l2+HTXV/7zT+rvvnQfAGBYUeCEQ1g7VlljKhxyBOJ9KCJ71k0EWxBANwaSCgAbaNClGqnMmAQ0kNMGCuQKQMdFAhRsF4MGUv4IlHf906DuZmdB30YA9G0wSL2H6QBChGAXKGD0AqOCW8tA35FdvEdyVVGCxpJcSuixQB5MmwJsQpoFrBsAbpn1TK0/auS4uJYTwNgZvaDmQmykMt5pdmnsw95+q7Jl0DA4+4Kjnkc+f9dOLMKF5AQ25usG5syw5VVE4ixJ8IphjTJCphecXEwg7LML/cwVlld+1Yh9HdKzc/mU5wz0K9gOTIxRp3Pua4en3firbXUhA8u5Cy1eNRcz3/DIP+3vXzu3b+eilbTvnOhGAYrAQg0GCvDg4YEfZ3EGF+Gzwky0ycucxraqmoNz6sADKhLjKo6eLbrosUPWvBbP/jHqM2ovXHHgpfwv/fOJX4G6NHUCeEhef8lfG9Q97yXQPV0LGuz7V2Tsw1kA9WQOP5n1ewdUO24GoCY8n3AMO6Ozzh7vvG3HE8eVfGKOJsrh+aU37J7kcz6WLPKRAePAmJzeH0iZhGwiBn1kXSCo0QyN6PKOvF9kP3is+GJWE+dG3Fo592skZ4HjS2pCdAzbcLCzDnl6ATfNt+JABx3w4zDEyLTRvaCgxgKq/WsG1dpM1lpwPqbCnEC+uChw5MbrW6yN22ciElVqNeo4Z9RHWZGBI638HAwxwMR8PmsAzL559l8qCRHYOK9MBCKGwLqLfud47J3bfcnrU9q4daCb1xBoYGQMwIaHNi3eBqxcjZR/sFujjhdFokr1S69Pn1u5aP1c6aFKZWIoHlfcBQrKRtXx4JFFm8XPGkBp7kqM8cB+Pc+dAd3Ea8Xfv4KTfGsMQB5ABjXkOEl20t6lNeG2uBSFEeFqcHgUBDyUMCAODnp44MXXU1p9YQuar+g/1BMa1NsEnmG1+WGPqczTYrAHkuw7uR46rkuAk9wCyuWrkN1WCBrj8FYj6nuRgzUmzLCPhBXau9V8RODBcDrEfQIhpnZt+TDEZCMjnvxZ8S51z7OfWTO7XN1RJFhheUc5zxPm2CKdNtwJMRukqd7uAsFu//P9iwCUlcxFybz/wP6CRYyrJVUvAaOtNj2gINks1tMFOm56lYH43cES9ri+l/OI90u/G+AQNgFo1gI4mBFUiuzZN8sgusMY44HwLF9LW0FkKN+vNLQdtM59R+mLrY6bVFMAKPXtgaW4iNStyQSuIbIRZTiLsmQKeyBFDypddy4HvQYWsWO2Q8OOgWmFrNNs1++9ZKlRw0US3/zmY3/jFaRsjHup5Moy++8j0vxRg85Ri/gTBAXjAfE6yV3FBzpe5G4OhQAaBAGbANxBCFxIzcnrQLXgJtC5MBt0zR4CDSQUQIMoYxCTL4GONS9ScRQGpKyFknWIFz+zgvqDAxkJxAihPOeyNnocBqdlIGj3RhNqtkA31O31m8p0mqDCAjdicZUGAkh5Wcew0+Xw4BJU4WuoANBZbm23RuMaBKPGMo2Sa4/zqiAAXJS3b8FFzLtqT8wica5bMU6gcvZAvwnH92y9pOntp31WoxDTqriYSsWGzTrid5mCElc3LQ4v4xUsQQlUWIu/ITXeNwtCGhAHgK2F6qENdTjSHHtLU3Phy8dnznr9hF4zHOkxeYJ+jGb/GXXIAYDr9zbZvv/fD9T159nT+iLzQCHMRAzAKXICL4HuTUAq/0FO97Jx+iWbZO7Ve0GT/pQJM7EWYICC0joADW/WXbK6w17hffDTdx0W6RXlz/93mq//Z+QjBcY/LJH7PC+4sM/1xv7Kslhcobxr0zXXfuq6E649+8uLXMMGiUrqDCiQeyvb/Rif/zw1IU7110Kt5BCLcyg0yl0axhvw8gnpRwrYlQD41iQ061Kdw6A+sGcxCRegCWjntwLYsHBub8+uvZV1JmNcYzBEyS9/v1jSJo9Z/gStIVHQRB5EwVBPYLUipszTuS1XT3sl77F3bv8xAJC12EjLEDpPrq9BTUHrP5F++ECpwyf5Js+GCIgiUeWxwvxAWTSmsAaCGpWWjQUN+uhr/S7jN6QEULlBaBMgvUeOSIFKNohuE6CBkkXIpiFPz3gpN3lCfOboMbdltMuPS2Hj1ELErKlNnMWXoMELMMEFPWwIYh2acTFOy/vAYA9oDfZAktJOehwmYCXJ6RLgJNUA/gAKProBfA2U2UYDYEGvxj5F1tZRrDHV5vbmN7jFt0wNd1rZBGfmFOxIu3ZKi1tjLYKYbKRt74yRr8x4oiwQMXLdrvKB/LgrekXem0XHo9M1oJomKcjOY1plrzatsr9fsmXOA590/vMHI2qr/4BpVpIyxRAPdkrtzdDcGUDHhhvU2tICwKXvDM0bmWsp5Vm/33OBqTZuUFqUvpin4B23R85TNwF2gU7QuTQIAI6Iy+uIuCIxKDxxRpVf9JrLWvlMZ+DtPy0EAIRLtEZkbO6bCKmb82msHj4LYrDBM/tTaKm5Jgnm0l1QJhaXIpdyAN28hel3nO3Xbrn9CzVxlZKs/OfOwVOGGUtO1lUbpQs1PKfFQAaFKJXsycz+fQC5lKl1OijQjoCO0wFQgGxHikpQnoBnuXi9D3RslGeUuQEUYBWCgnsetB9MSPGG54Pu2UrQdaEDSOYdMENk8AGwUPw+JNaPEe+X/NWlmCbpMOYRf0v7SjNE+tLDA3N1DoOTjcQ1kaVle/fpI8GzKmP08mFdXpREeZQVd7tt+S7hJ7/8cQ+uwSzYcByAh1WGzZEE62UIH4ol1PZEf6Lr7D1TSztap9n+ebxByccUBMCPr/7qiy9++bHftWKcPS1zPevV2OcUR/qPya85pZuucbG21cvWyte8Nc0jr3yl48RFNRZOz1rYAOepPnz60P6SxbUF/qFUbFcFXFCjGc0ogcx9KpuPvTTnL3zt+Lrpfzhr5RU4Y+3zWJRh3ovRByT5e05ThNyy85naYVO+wDMKFwDhVFm1usNeUd1bWPLUF08gApm/Nuj+Ky/LjezWs0xALSl2SkQf+bFcScZXuokH+2Unks+R7wMTtZZ/LFnkYzA+jmT6PAvAvuIiX0PfgEm1a2/VlF17q+TJQQKg1G3lue7H+PznqQkRjFqgU3uh07AYDHjE7ycy4OUTUqIxJKC+4hMF4vI6S64KKqQtVOll5QDwubXz4oZfUeptWHn5acNb70wx//jnl3t3vVV1Gt9d0YxbFzeQE1iPMfzexrSGOEm1ANxDABIHEwsptF2MIOwy8KE/A9A3XPC8FKeX9n7OjlSuAIRXawrSFCJekzFSCqrBsCDlHxwcHDY4ATwOoMwf+Oko0/uYfqkpTeAc0EVTgfRAQBeyR6znDkxaO7pNADaQtdgsbFnTLI8ReIu9+NAdvt+X6oSwD7NRh9nwiG2T3lMmm8+oBXsud7jq6vDrJeBuGp0pcWLyTVBAAwC3ZWQBfXEf5WCXtzXJGiNp0wbZwiODbKG1r79Y3Xm2spbj2BqrZYSzFQ688i37Y5tQvGbXcChfiMS1HAAMjdjdfp+Zz8/zKzxFBr3YVq9YbgGAqwGcet7xibSKKoQEN8f3/n7INigZ73cdqC8nkd8TzVMPCgwpG7o4z8pEeE4ZjHuZKG/pvc7uOIz6RyEG4WH8ZCZbAdwAOh+9AsASgFUh0WxIhHyVf+mqjear5Wu6BOgaADRvIvQA5+9HxFwMEnZDu/cRCh5Kr2WNI+qMxCoTi0uRSycAa+dNpS3hd3XXd1VOseQPD/Elp3vMgRn60ldXXXGMIH4BAOj5YNl7mrnVpfHeHnvCRUE3XT/PVav3vyIia0kPUkwjHlCXExUokAboHDZmuV0K2MxDKgBTKnMzqG+uTiwzAQqieVCFQikoPWIEdHxZQMeNBqNBWT+o5l6BVEIhn3g/kNKWy8ULoFz0R18N4DiAsmeabyn9/pIHbHOKDu+vyW8dhIAoAthfdPlgj0XvLX7rnaXmH//8Xu+ut648jU0woBDtABCJaz1KRUyrUkT7I3G2KtqpMo48ayvJ0a1j7mkyF7fkevaC7bqKqwZfDVRwNGnbKX21rdk0a3mY0XqRuea5PEeW7jiQtmYtCLxnfHX+VRbIgyaLwaMY35pIkOsaNDXjFuIC3e89oIctyU1NfkCi60QBqTtZWm07W1y5YtBcMPTc5TcdKfAO2zqKymOXvL+v5VRZtW1v3dIlbCTMTe9uIwAugMxfO0OioAHAboiUhjI/8TlIURgDYsZcUOae8VxJJmMNOx9r+ceSRT4G4+NLGujZvb/y5LKLzz4/tWJkyYlWm83tZVUMI4TjcUUraLZLyc8v6/0Yf4NJTQiD2gOV0gK9huB/3jkkfj+RAX++EyVbnc8CcOcK2MwC4FeIz3wDqZTIknb+EQANhGxaD9wjWQo2rZkDrPnKefu9JSXEsPfoeE4NAMdMF/z1jL5iRCzLvQZNe8TLRpk7B4MFQwTCnJqCtpdlxZl9fk0PUtzK0sLLAvCsWH666kufPVQC5z1JMEN+KEh9mamdppKu3ZaoJx2gFGRSko5DyL5Z5XT/Qfr7qwZ11ZgC4CayFglQ7vgdADY0bVkzAs8vpIXcILbPK9YhG6hOW7DncoerbgjuWFwS75uMr3umXCn+jgFYASf5I6hfbTuAR2G/vtzBDUTKuZ7lbIKzcArW08mWnnRq7WnaRbfHcl9Xd/n0WFzps1pGIipV1PyHp28v/fZJ1PV+b6/3pdaVeWpljFUrolw0oWb9ET25qvaQ8gDm74csURSoVSsPgBaCUEIgaFVCLGCO+dtm+94/ao37lMg4pMgoDiWwJCV32Xf25ind07acrVGE4n5ezXDKYJxVRAVty2fLVADmgWr4xzXXwyE0DwwVPGVKBL7HC6h427pAY4l7OyvCPQaWj/xS1xP+4YnvVCddQQxng11IHzsNANzubhw2ObCE5IMDAXf8FeYS8yqD/qx2UolVsslWABucK+2Mq7qQAYDh/ALm8Q1f0QIoJYgnqQ1HlPnGn+T952dvCDRtW+v/8xHx42WgVh65/Dtq27SgWuj5oC5wStB3rgZluSgBXRt6QQ92kjKDgILsPAALCUGdBPxEQN4B2vdJ1zDQthcCSYIfgGrKPWI5g0glYgPS3RMFpKgJBVBLDZCdKlHaH+Rrx5n3+i/C7w9/ZeqX5jxRMt9xmCpiwngClwjNxQCkNRsACA3iswLw9HintEwrOLWEZ6IClMIZVSGjtK3t88yee3i4/+XiRPOOudVZnp1LRu1HjcVrjleF2heeMsyY1sc6WAUSBXauP/pU5a2HMdpNZBTIrBjo4v16073IZAObnL+zfA1uQcqiaelgp0zt0xbPunvGfR36a7c9+rimqLSmp/UsILxKBGHOt/7+66sgCO4rDu86VTHQ5Wq87MblmliEK/ANw5lv9yDDXxv0nXeB7qcPyn3YM/ZLOYVxQOwLAuAExsEeWTnnc/fJxxk0P2D5GIyPL6NAz563K0+C+gg+BGADz8ON3ANyLNA0StImxNwpHuxps+B/3mnGW+2jgroI2ZQH4McAPglqHh0GDfL4bwC3yJ412YkyqTqLkrlgsqDamFpQXnNJO38hsgSzZVgKzsfvLSkM+KsBgAd4e8RVNct/cpVSiBujjOo68OT/sXfm8VGV9/5/n9knmWQm22QhIWENAQIBWWRRxAWpFbBU7Gpbta229d4Wtau1yFW72lK73Gpb7VXb21ZaKktdcAEUQUTWsAbIQvbJNpNJMvuc3x/POTNnJpMF1Lb+br+vV15JZs7ynOc8y+e7fb7rgV+CPOhZnzl20+EvL/jZ1SRRTTW1Zv5CabsaH2wGpCsW1nXcfceeBZMndMXATKs3/8Gl415hR91VdddP2RK4afozy/PSOz95urpue3lujUpRmPycO4EViH4+jgDiainn5M1qOIVL+0zzEOWatDJN+blJupVZ8hOjt4BuIdGyfo1vx5gx4Za9zmiXGhOrtmd070ooJGr7jMDXNN9OAX5+Rdcbh2QkS0TS9fp1Zo8hGrJO7j+3BNih1iNcw5bqOU/ta1owZ7czL9dl6XFnu19/9bqDx0/NDAKrizLbDl858dW+/Y3zir3BDEeGyeteXPb6mYhVPw0B+rUxvRJQsoYttyKRHMd8ntRKivouDxHflP3ArParnDURq+7ExN/W6y3tfrs/3+I+cft4Xc/sLNVSmgweEq+t3N+nM1f1m51lbaa8t7Mjngyf3jK/25w9pTZ93BTgBrbHT9H7Iv4Z605uJxHolAKN3bXIwJ6CqVTY8nD0uI15NekTXlFoIBm2LYooVvYERfOA/AxjaOybxaEPecZnDiIyH0FUAKoqu2j+b4B3TJH3booPWI4IIQkgLJU2xH6ahaARVEPyvqg5z4gIG2xExJQ/qFjZVc+Ij7iCrwLmXsTa7laur0eMz15E2MpQhh81PDEDsX68jADuDuIEAw4G7w9rSVoPt9ctr91etzwkb2L4hNsnqWYm9+HC1M4YV/gyQ2Px+PPFTltbs2W2/3B4urG6e3vuVba0vo+qp8zr2D/rkr8eLgxbDA+gcUJpi3LdcctVVfsPXrrvwJH58TblL+/rMuVYv1z7SM/EgXO8mTXf/IuyO/v3Z8/XNChOFbvhC2s3F3c03ZnZ31vcm57Z1JRX/Iu1v9qwae07q1SpXYNFZVKY1a+zml/Ou3r6xqI1x17Nu6r2qQOfXPZG9iJ7Ze+x5vKmmvbypjOqZ8+IGDeOPku6o7C7NZAx4LX84kNfUtd9Tbz2sJJqH5mFCKU6hgDi6jsfdh9P5pwf7rgLAO7/llHI/xdgfBhQuk6N230HMiToGWXM8gVZqZNCPQ4DT5OCy1uS1tsRk3WK5vRC4BbERvEZRAzsUO26qGce5pxkUOsmXkJZew31Om7NcTBMogvA9cYt5g8Zn11F6+9iG/FIlldjNOwA0IGuKNC+SP3cEg3mAj8nHnKT8KzbTq0MSMjbr574Sg+a/lu7bm/1XfevP0OSFfmLn95vnzyha29ZsScGZo62znTecsnvSDf3N3/z8u8v8AYy/J0DOV0S8uzy3Jp7lHjc5Od0ISzWV0OsPLWDC+dh1rLMhIH9CFd6rXL9vyAsweOA24CfDNePyZLAviNCU4ZW3BKBbAI3MvHCUXrNuc0Idgk/YlOx5YZ6qlpNeWdCehM6OUpQZ0YfjTDTeyKhOPiBw/OtBw7PHyqefUOZ4/w9ZY7zar/agazd5rmDKkmSPNYvjEZUJu4Jcij/P9y5MHd158Jc7ThbhQBy2vsO3ig13pNeXdqYvEBnwRi5bazbkHnOGA2/6hPv0AmYiMoWc1cw4Kj21E3/3ulXsg+5JRLHTmysd9fi6q4Vip79FuflSnEkrQy5aavhLmgU6lC+/UHbK9U0X1VZN43j7XoigQXssXT15QYDYWvUqAv6LYaBvGNplVMBsoI9/U923f6w5rJ2RAJylub+sTEtPcVqCrmPPkyAiwKM2P8x7A1K6IZ2jc9BgNywfXa3VHhjk81S7DMFWi39rX8tDrnfytHO3YjmUi7lfAvCmDMJ8e62AxMRsd6ZiH25h3jMuQrS1SJABoTFPaBcYzIifKkbYZlfgtgHVVDfgwDvcSpJIUn7FtWSdHFe1Vh4yyKOsZoSsnB2PZfv6OrLf0D+AZu0dIwV44+1Iiz39EVtgfxzHcfSPf5V7JHO8JA8qChXtqO74vprn11SWlJ7dGzx+fwsR7ejtn5i7htvXdb9qazfq97LJUp/qyEisXZLJ6jkPzasQuT7vK58vuquE5x5h2MneQ0OAjUfu+SPfVsLV8WKsZX56i3nrWN7j2bOqCjvr9GC4hLUQmnNZ+X6gjL5lzd8aY8mITJlvw/KB7qDKmxo4+dVCmMzAkO4Nd9diId8WBktcP+3jE7e92B8JFAqSesXyPK6dzL4hnXHjMTg8qmfNFZbMyL3OccHTN5OY8eOx3Maj2y3p2Q0Gaa4Tqr48u8Qf+YfAj8APoGodFcIfF6W1914Ec8LF+eCSl7EtSWUJc01PKTg3WaYRJfrjVucd5t/vCQgWzxcQCiERFSK3cCQcXZ31ry/OsK9Yy/tefvDemQTcPdHZ/zxqj8d/ZhqeYg969ZTq1JeO+X7FqEpCYC0xVtomZhzjpurnq7wBjL8vQG736gP0+wdYycex5tq4wsgFtIERWCUPMyvAaubv15Y9VzNdWUbq9cc2352+d8QkDULeEZhNXkE+JFypcm8Mxl6804Mwwkg6LhAeEqyEElixxCJZmqi20Hgagrl9bRKLwM3SCBlhTynO3U5GWHJ4DDIYbc91HsoIzqgzX8cvi1DJCS2WgtgqLF+YcweyVYy1aPRoyR8Jd/Hr9zroOYadg8ZvpVsXKfe81f6QueYSGsPYLJF/RNkZF8YnS890l94Se9R06n0ibtarQXmNWy5FR1QMajNWv7tlPM6Y1XByApJoiRY4jozJ5t8s8fN1v/PWXNL5gcye6ZlhTLTvPix+B3WHl1zb4bFSr/ZE3F41QvYpD49ggvThfA0RRHARL1+rP3SvTIs4z5FlesggpXzVDKWauzvbTx5Eqe3uvZcAvTZZ3ebJ9xTkxXqNYSCXaZuY07QOHnd8bSGRycY27eOUYHva8BNyuXCxMPPggiAbEGEoVQiQHcIsX5PUI6pRRiXZpFU6wKxf0+EWJL1DETCfJ/STrkq/6D9E9P+EJied3zZOEfd9vKcmk08FBsPFxV+kCo5HHVMvIGbN2JeJgdQyQ8034O7lPPpJ5kOQMupMcH0qf5zJLL5JIwvZ177oa6u7GuvXrL9yqaWsbUdXc6AyRywfXz10/1/f2ml88CR+So5wEKEciPRSwFvcxnNhHmS+4gqCv9NPM863lLa987GjoaDviW7oOqNGYvtj668w/Oq+apKzrAPRb1tNRe6c4Jd1hbLGIfmbDG/4gmRgwulpdhzU8XPU0sZpfRhT/DuDavcXvQz/1veM3nfg3FGBqU/RvD9XpS8E/7yjaysvH4tqzrqjcfOvp1WrNfLzhvXtdpnLu994Mm1v011/qjCMxTQrlIchYA/yfK6buDnkrT+KwhO0lWStD5Lltf1XOAjX+wzp7ISnEFstFqLjNZqq0ryxp9wrZuMz8zqlHOp1B87xEgu/QSRukHOA2iwFr89YEizDBjSQmHJsFsvh64E9H/8yMeNfzr6sZGq8I0kg0BgUUarv76nlLKseke7t8ADEIyYLBkmr5u48rGB1Bvf6OKttRZbDfAtymw7evXEl/um5p2YHo4aba/WXnU46Zm0CVyNwzCvjEZGstCr43kJAnyAmK+7ELGQxYjkIlUpMACraJVK0SjYVjnoK/G3aoGrw6tPj74gkjtLgYZPfWRl9VN//uyqIdqS0sK9BkjJY9y6FS6M2WNYEJOCL/mg8uyxzXcAy7h9zAcxpxuBrDa9cxmy/PKYaNsUGXkgKuklSZLDejliDkl6f4m/parVWvBCrBXD8G+vk+Xq9dJghSRzVVwhaQkUml2hgiod0dznu6/fflMflSmshzGPTmfmZOf5/MULs5y95vT65kg0rLPuObU489ppL2A2+91RvWSsTD9c3R3Omf68a0XruLaG/34s7fbiQl27aql1IoDYA5p+Tb7fOhyY8AkWGfRKCEcbxdgZtuLhuyDJa7IJMX+yCj/cLIfcxkjIbdIhYw/6DDKSTPHN5yvat475smJpvl9zLRtiPTyI8FqqnpE5CGu7BWH99ij3NCH2sCwEtWEhYv2TiXOWhxAx6kcQeSEZynnh2fkHDHfPfzgtELEEu3zZwiuXU3MP90oPawB5gmiSSQdZzUEBgwM8SDdOBrCQRgXZzKaAKG0J1llINLKUcgUBVrDEutWXrwLViKy3pjxWY9woKmhx2TN7uoMhU0aPO9tssfjdclR3xhe0GC9bsLPiwJH5LjxAAAkDWYRYgZszNFCR6hlT3O/ipVOuVlhKxiP6ykMdBcxlCbCTWlxPF9988u7aH18xxtecbJiKgeILCPsYjBFOc4wcpmOni+R9JH7OcNdMKf9CYWH/J+R9DcYlab2EqGIGwrp2nyyvC/IugVJV3gF/+WqgJ68s5M4ri4UwOMoX9leSOlZtUHgGyaT+Aojfj3Bhqt9/RZLWb0ZYV9TCEwaENeXV0TR0CPrF9aM5F1ICeB8kxENuUo6BESwvyQtTma7e7NS5dpXrz2j5TEdcTHXI+4DrAcKSIReRgf64WQ79l+awgRGr8I0syUBs/OKy17OOtM60Oqw9OoMupDvXPckXCJstc4v3H0SMyzGI+Mw+klhqEsDeEFXmNiZxUi/XpzszIv2xRbrMcf5cmeN81yu3Xd2jcFkDIN1KIXCn+uyIhJ8hmFdEnyTfCy3rx3AUeK3SWuLj2UHcI+JAgLA0hJUxxiyBAO3HEVZENZa8DwFa1WvYfTrzuAOZlaABrtdfu2UVsPmpP382MaxrBMXiHfIYx66REtRrEiCT75Pcr29yqbGdwph7G3D36jI7MchVY4JtFnM01DZgMJZIclgfkfSBoM6ESYRcDVpLhlKw1smpwXqNZ/zmcNjwjfJobXmXnN27MXDjngN980OkTpyOKZ/t2TMq9JGA39DuDfiLnegMUX97oND96rmrdIum7pYz8cp5ps6zeabOH1aXVVXTOmsd4p25IcmCmvwcimfihc8s+8RpW7nxfz0fy9rnXiDWcQHInYhQpvdStGuyWuDHCJjNhT6dv8kqSzqCckQyoSNCRGow5gTyUXi7idMIghjTTddP3CJdWfZqbqGt1dYbyGz61YEvlBx2ze5DgOgI8fAmGRH77UDMAR2ieqcdAdpRjjcT5z4PoySXr6l4xhCIWNzd/my5JLPR39yX4JUbck4owHvQ95JEJYt5nCiTCNOHmTYCSLQziYn00ZYQfghaI8sV+PgMSwnQ2xu2B5Q2ItnkyKBjUxg30tN8aen4ji+97JVdAC1tRc5TNRUL8/JcTjzk080SLMARNtNEAKHoPg38nXncw1vMSXqcCwrXGMFgkQiQ7RyigysoZxa1bN9WuDLYb0g/86ujX0w0TCVVCx1l2MdgjNBALdkUMYYZynM3Ab/QzNkL3tveLRKFf6RIJ5iLKKQ1A+FtMiGU2H3AD+Wp7P0nNm9EeV+DcUS8ZI7y91kFiKtyHAF6LgiUvssyIriGBCBcRZyWaKi4sdWQYA0aQCzS9yGsjT3Ea+ldwiie+yLoF1OKqrQkXS9Wrlm9ngLa70AkKwKDJ0nCwtT6xjo0HNqKpF5ME6kCy9SPJ7aczl595ZWWqZM7H1z5hH652RRBad/BQde4UEkEpFVAWbrJtz8nvauvZyBr4fis+jIJuS4rzb23PPdMBsIqdhrBGV2Gwsji93Ju18NMfPM3UghouNRC9bXpg5Nda+4dv5mHpid83qdPW4Ysv5wRHdC2TIw1pU+OtU+b6kx/5UpXf34uIizg04hy3YNB53jukE7gmp52uOojzvKybEPXsTxTZ63ahgSmjaFjqrWbqpt4hLdasEQmzkSh8jWnIWJn52qu8xLC6xXbDA9kzjB2WPISgCvA9dduqXzy2s+OWokcRkY1d7UyCp7wQccr4SurgdISGquAfc2aUpi7LQsOrxh4/mqg00hEksJyrx9rYaOh2BoJ6fQZ0f43khlPUrqykxSsBGmVKifDqheDyyKdcs7JXKmLT0p/Km80lnVtC61MBd5iymfQkO7IGGgN6M56+123rcBgCVkqDp7QL93zWum07hOegvOu7WPOtSogW1rHQj6BjRau5wRLh0kq03h6vH5bc6G+peCrhT8q/hFfZZ97QQ967FgJ8s4S8EYj2jGsWrDDgM/XmGYx2kP6sMdokgyyX2eO9unMUXuo03wW0fd3IMZ57KnmFe6b87lZv3F0DeRKDe5SyW72lH5twY8MP3rzHvOh9kuMynk5iDV9QLmXTJzm0Kx8roJxPQKQFxOv8qkDbCWZTZH2fmdAJ0WjLd6iCVFZZ/jLydUzFxbvcRddYCfEwnWMlNJHgCiZ9JODgR6MdGLDxnAhEV9FrHhBOEHFAEoukeSUQZMXI91K5SVV9zo/cNW2ZdGortOZ13a4qKBVTZJtUttTVNDiMhqC1WfrJo/Bz3wieDjOIZoSql/3yDJ/lspYorw7xnWfy1j/wLpr8zydueNa6rbTVFOZDIoHPfsQ82nDvLWb19b+tPKFucs+4bHZW56+5pMnti1e6SIbF7CLAeajgO8deVc9Xt5w+t0AsYMUFUoZzxSyEft/LCZeemcx8e8KicI/WKYBK5M+K0TkU1wvnWCRPDUWovQvJ+93MJ6v+duT9J32fyf/HBk8cZJAZBJw1dIS7UKpMMhgdpb+pPuUILRAN4kcx/NG2c53NvGSYmtXXPNR59aXpox0PRsinlJduIcD/6OLYY9v4DqEohZWj8+0BWfXv/XIbPXQaBT2vF3y8OJV51PRfF24qIC0VVqHkqCq8JS/AZCf4XIiwHcYwQP8ARLfVbYlg+wxs5ARycdZTWHuOxvk2ERTYj9aW/1q8SF3S1uRs6FxXEWuvcdu0/Vdn+kb2FqeW6NV5HzAPTvrlnDD759d7vE7MvVSWF5U+sa3dn1nyV+kW7mOZNA5HjOzuRr4+9VZL2b1hjNpDpRUTpFPeIvMLeq1RzM2tO/tFGJsQ5xyy6rcWy2Ylan8NiE232al/8LJgL9V8GF3Jt3vwlzPw8eE+xD0nCqX9EmlTaO2po0kyYlq6QxUTOXEEmBnMyUugP3WOQEJeXtVsBp/1HR9a7TAWh8dVysHJZ9F8md+3f+wdUf3oFCS1UDPJTP3mS5bsPPyLEe3o6PT6d/79uI7YP6XUjRlNdDTLI+x2KQ+Ty92kOFm09MV20IrXyOpT7XhLtm9Z2W3rUx+q/RLr3qaL+G6vm1zPrn1jxN9OmtfQUP7y2Nq20JoKz5aaSaAg8eV4ihLk/iYk9oEuCsLj53cXb84KxOP6+P2P2buCyww4CaImwfka95zYKAdwyXEC/AE2jcXeSd8tcaBTjbJEcmjt0ZskkF2nNswSbVezybRcOK5aeqf0851jzfkpXedy7K6be39+ZODEZPuhvJnDYfaL+lFzIsoYg4EEHu0Wt3TTdx63o+YPyaE9VxGjFUjYuxGa93jjVnm7qy+UIZfr4sEnWmuepMh6Hju3HWOz2loFUcp4n14kTBgI0oEiTARbBgx0UsHJIRZWBGerb9KEk38DRkH+2hgUmtgTAx3mOVgek33pEC1q/K3N9r/CnDPgcPze5B5ec70txb63NY1x16c4eo+l33k2i88n5lV6HagrOl5uZ3RvNzOL294LsYAI2v7GnXcNsQB+lUNr5Q7DR3nylrrXi5vOhMiRcXLIZ9ds58ta38hZ37Pm/cBu7xWW7Ml4HN88w/fXwjsear1Mx/PCvbYAShklnLO/dwr/gjoTC2WjwV+zeCCV6MJCRm8F5YzHZsotqS2T3O9i50fF2yM+BeQMwhCglcRHqTxwFMIRcwAfBz+Dcb/GSKNfMh7LqMBkUPREs0HNpOanUU7IdQEIHXBMWu+s42y+ufFT7zWwcwK/3nbvmUy0svbXirn+mtOO2++8UhFobPPcaY2W6b1/k1w/4WB/9FXA1SvO5M4tdzprh7LJIs5YrVaQuZgSB+sO5/V/PCvFh5+4k+zjbLMuy2p3NrpxDfXsQglUkLEUP8daHhhHR+MBDmnN8SAqtsmYToUoGSiKSExx2PsDRUDrwtX7dSFBmPYf9Q3veFqx46J1XXTrwB5V3nuGVWR63v2xCrjJ575w6qBUHqaURcMbfjg2ue+dOl/W5S9a7DCWE4VMp2AO8vQbXdHsjwGKWxpCIyrKDK3uAp9beYxgbZV+KRUIDYuSe9tQGc+6tWnj8sM900JS/pua9TnM4hFM35ncT0zYuyD2NDLaJWSCwqNqOgOKynGLWpMuJBi5Xq9CGBxBWKxj8/d5BCim6nmawnMRyMx/iTMAxt9h3pwXFFGw6xmSlRawqy3rHMfxipX33RmM2uMG2eX6eotrXKh75eBLx3cEb4qyOB5U3rJzH2BGz741wU+n9Xv9mR5MjN6LR+4atuyjTxUmYI7vBRozJC87oBstpqloN9Lhr9QanUM1adquIt0qybx7AiepQdej3RHc1sre4/tHNPfpq5J8YqPZznJbMUrso2pLCVI6qSy2DxSlMs91a3TK8ojp8fwDM8wyryGlWzMQFC7qRznB7aeWHMLo4yFTYqhVoFuG5DrOZhtPPujyd6CVS3ZaeP6s/2NaeHzvx7f5TmYbUSwWSXL1fe8IoiL/uf6T9d7gxm5Rl3INxBO04231+kRE9KGANtuBJDPIB6mFVba60QYHM4gkjsXIsZpVDnfBoT/emp15GuX/khn0IWlNONAfX66K5Jh8ho37FvbCDyi8Jore8KIfVkFZHGONKZjRCJKkAhGDJjQcQyvGt4iSaxGeLK8qMVmtlDG77gy+aJ/eOGTuX/gk18DvsYt3I8yHw68Nt95YON8GQuNRPCwk/bTu6eO+9yvfmUsKm+JhXooY3notSBXqrzR9MySvwTXAJDd2FN/bfd2bf0IGBm0Dtofb2t8oqTVXGgC3JV1x07urly8EJBvfun3U6PTJd1wHdlmKUhT2quuO48g6ipEEPSTRoYICVES8BP3wvHUY6OWeLVNB/G8g4uVd7a+vscyBK55A03lc+CkdCIGxoH3PL/kHcn7HYy3a/52JH2XqfnbxT9BRhNHSmp6u+2Iapmp3O3q5qfy0WYjAI3qwlOrwEURlsXRhJ+MauKlopBcPO+Wtp8/9NzBqmnt6rnuSETXedOKY1XAoW/e+fpCb5/Zf77ZHhhT4JWBe65cVJv56hvjh0v2GcpqOVL4gdqXDo8/I+zqc5YGImaLPjRg2b+3+Ni4nPOGyz90qwryJN4bLX8ot7ZXuWcWcSq/ZxHFlBwthwk37ucoGuuOBK6B6CCvjj2UaWwC7A2N4yoMxrDfaAj5XTqn5aWepWdyQt5Io7tkydHWmW2PvnWH55qJ2xfc/8r6skDEYrSZvP6/fvzDJ5ZNeqkUGEurtAnkwQpjGrnYeRmgJ5ztTtMPWJElvz9icRT62pyT+88tiUg6D6NJbFQs2hor8N5Le9726eSIPRI2FKRHBrKMRHoQY7kRMW89Sl+NR4T0pCgotGJ4RXdkJpThFEKU99JM4ubWFLtGbhKYL2AiZ7iZ3exlMbFwnhEYfxLmfiZeF8i7/Fhj7m3gcYVKkq2hVdatoVVDUTdqpWHB3N3LfT6r3+dP8wP09tnJtHk6lefTVuwrfSb9xrK5+reMM/RHT+4OL16IDLlSB/XRMj+pgXJM5Ceo3jBv7eZiX9OdmeHe4mm91TZZll4vCbZo19x4wnCDwsc8kQr6GIMolJZKsdbOI2d5bk1FeW6NE2iSH5IupMLr94gDccJRvZXRxsIqypacI8bQst4XX3optGwmAjR1AmW9B7N1vQezuxEAKooAnyPuq239BRMjUb1JkuRIpqnX0NA7NoKIoVet3Wolzn6EAiARr4r7uVhCpcQ6xPhMQ9AchpXjOeKa1b/hra/4PjrtT9ZpeccNrX2FfQ/vu7t+5/krpyjtfT32/BIPDwXIlRCVMgB68HEMHWWYySBMPyHO0kEnLZpT7kSsd6p32sMbdDF4j06WTyj9d4JuKtDjJ4Ifq2D6Ob5jZt1XpjzaI8sk7wMp14KfpK19DbjHTCDGuuTQuYsQoHVUvNuKDNofcwOded3GLBdAeaOiLI6bXmHv84zJXdP1Y5IVvHuldYhcL54v+kC15lqmWTUHZ964Y6Ox4vyp/vqC0sw/XvWxgv1T5+9nqOI8STlOSrGliYi8C7+mD+zSiZQJ2KORf9miPqMJq5VOYECQAnxKOc0L/O6f0NxRy/sdjNchLAM5wERJWm/SxI1PU36HiZeGfVdkuIS2wRrbJYMnU6I1drRAWHvdPoTbvwrxDuuU30uIx+21IxIZ0hELj1qEAoaJAWUoOqshKCR3v1VaePmHbp20/U9P/fbS2c0egLKxPYdluHrVtacWna3PznZ12sySTo6UFPW+BvTc8am3S159Y7x9yGcezmo5/CbcAGR5/BmhNm/+uKisD2RbuyTZFNVdesn5ylB/uPP6a047t71UPpRr/N2QodzanYiFUrWaRBFW3xsA20cex1P9Ny5/8X52qVCrOUzTGKu18MXcy65tsRRaivyt/hneIy5foeUXwCqdFHEaDXKH1eKzWK0+y+///pk9B47MlxA85UcBT13PuCsDEYsRoC+YYbn2f7bHQnWAo5lmz9u9AfutaMesne1kCyvC654rTt6Q+9eFoajBbNHL7hJ/y6ygzoQ97D3EBTHbxMFvg6X4xJT+swuDkt5t1umdxmgkShxsZDa1ZvjqGh0rsjL8BX39xo6srIC3fEJXwr3WsGX9kIru6MbPSN4g1e2tzhkJNMHcyWC+kmKCePkbxSzm3FD9oqwddyCUjAKEJewN9T6Z9AUy6du8hTWpFM/RWqs2ZWb0frK3L7PLaAgTChst4ZDB4sxr25vn76g63Vn+y+fTxy3rkHM7nwnddPi3gdua7Rb3gsm6mr2LDa/vrY+Mq9JLkdyNwTXbgUflLAlaWUcqxSZXqlwr6FePIsDdMgQo6NL0XWIoWAMuGggCO4dRsNV5lKNcT0ZYtoSBYRQVXley8VLgCwhAmw4QipgcjMYrl6xsQdaTtk+l3eR9pm13+HIrYr1tQQBnNdxKJh5O8iji/eoQILkXoMp5sOLuS39s9fjtlv6QLZBh6tVnmnt1jx+5rRfhEYoQp0J8BOFFcxNfvx1JbS1FcEnfgFhrVDEArrfb5mW/3TavHtDycavjWjun7pAkXCRYGhMSFI+hgr0eIvSQjjAqnFZ+VHpFiDMkxaWGJqZiYCO/095D4ftQ+3mm8nwL0WEG2jFiwRdrY0rgPBQDzFrrT1cDPUHM8fEnI5OCizz5mkkixmIpOVRSQhp5h/qqsq84vbNOPaC8scZV3lgTBHbKU5OUhXslI3A7gF9nDn93+rf2UI+T01TM0h+YftfrGzI9tsxQU+6YQLan2/DN338v50cf++qUvZWLRmvJ3YQIx5CJG+nU9fSiQlWSSBQuQQBbG/Bh6cQ/PTFyWM+6dIJ6EsdJK3CDPJUT/6D2XZS878B4CvfE3xHajxV4QJLWfx/4JMKqBrD5nTCpJEtynCeahLabpEtI+m4iohLmXohby5Is01rwZkYA7FxguyStr1QSHisRcZdO4oUcWhALyTjEQqyVAcTiOQax2cdKcyv/Jyxoo6QyHJJC0ttntn3pmx+89sCLv34GoHxCd6DNZTtgzwhcfb7ZHjWZwgNp1pDnTF12eX6et3vRvPMeUiT7/OT+F16j9f51wCqOoOfPBGjCSB5uPkQTi1mtsLEMFXazCbjnpKvCXJTZjFnvN2dY+tPd/RkDkbAu7Vz3BPM37ty9MBjUV2/fNXE4rveRwnqGlsTQDK1bWwUEany0DpE8CUB6LlmXfo4rMguxbfw8zwH2Zkt+5q6ZX2/5cP8B68SBc9RbS/nEpD+wo/WqM8+w8uGorHvEZvPme72Zrhdfve6gwrd7LWKhdAP0B9MDwzXXme7K9fzKnmxpUcc4B/rmd4RlQ/WlmW9Mn2074E7zDJRaIoFdGdGBC2K2QQN+W60FLmBPqb9pqi4kW60Ee5RrnN3w60ur73r0jk8zaVbgmXu+aWrpsGeb6tquhKOvlk/ocmnvpU2YVCtCrkdaW3E9ZbM/RvPEpcMCrpGA7UigNxHMp+NAVmjN7mYJHTjIw8MaeviQOERZOx4kDs7UuWhDeMNS5YjE5CfWtdUZUu9943V1pk45t+PxwK2N28PLB41j+QmqH2lr3w7M7nFn2y0Wv3viuJqDsxxHMqb21ZQdiMwt6JKzu2xSX9rnTL+94SH/ve7v+P6r/wvmX5V/2vz0sXL9mReATVePfXk0ik3yxngII9eSwwrm0UkHfo7hwxtjBRmdlS0+jx5BzCOtQcHBCCBjJRuNwG8Q8+zbCBpRorLOzMh1DkjxXO5CXXvdb22fM05xn04AraSma3UgQLKT+LrtPuyaff7Hb95dsnrKJst4R53hfO/YyK8Pf77/cPvsBsT63KOxetcjFByt+Sa5rdpxHFX+jiht9ymfqX3mUdoSQvSlKmaEAv93EiyNMWt5KWL/8iK8fROU+/UBe5aOfWXcrz7wRSf31jwBNCwYs7tnb/Mie1I/2zlBbTJQlWCdpp9VrnAZBxY82DEhcSqWZD8kcE7JAJM7uJooEhIqF/korb3yE1RLT7E5VnTKh2vbldfXVvZWV9SHx/aUtZ+v7R9jGe8rtE4/9s3y+g5Bt7pJ4wFfg0gk5I28RYcaPWPHcIBKTPhvPPsXS0+aI+pOyzLYAn1GT4YjBLBq95bxeysXeaUTxMLzhgylulzi0ZW3m/O72x21ReMK/rrkw417Kxel3OsvRFQSBekEn2GwVfmfmRg5kiElWQqB56QTXClPHUS/+S8j7yswPoR7woiwDI9DlNLWltNuA+5+l5sxkntb+10xYgErhqGtZYhFbRnCCtKEKF0saMXizCPqBu5BLOzjEIkK/YhJUUi88mg3wmphRKG5Uu5TQVISWgrwuSEZfA5HIWk23/e1YNBQfPh4QXl9o91aVuIxA1k/fnRh15oVx89ML3dJvX3CMuHxmrP2HSq+PhzSdSAUlBil30/uf+G1tZ9/cxXQw1GsPE4udqCIenqw8iiVnQOWIoSSldo9pWzgJ1zTnjQb/J2ljvMFvqDV1x/O7K3tKWs5212WEwp1GD/78YNjtu+a+OUUz/musMpokjmdiEI3EQQQLyMxl2FQtcmK65jtGMsZ93lOb1v4mPH02FWhzYM3+dVr2LL+pl/xZU17Pcp3uYjxA8DPV9x5vMR+PntK3ulJWVaPR7lXL2KMvCb6P9FVo7WKXGl4peoOHrUvGthdX+RvO4xQApMtNqOxLiWA31ZrgavVWhAEdqxhS2yDvuvxP/6SqgWTiIR7W7uyvJkZPkunbmLOvtPhOeUTXn8u1b2SK0LKEebv2kB2JIi3/Noh3dEjeYNSf6eGv9xAFe1U0MIhGnDRj5suCuhRQHgOHgLY+QV2PiepjA2rEUCgl3hOA4hQs1iOiMa6r52X1WstrKqPjD32dmROsZ6wc51lvX155MUH1o7bMGhsFhW0PFpU0KL2idkXMS/M9Honn5PLfOel4qgs69vbooW52VKX/AnTHyxf9v3Ms29gQc5nBp7akCoZlKEtyYkbYylQSogabDQizAEb8LKLJ3k6sZLwSCwWynyuZ2RAmkq+BkxHvOdnUcB4xK23sptlFHOIsmGtoyk3/HJ9TUlymIQkZvRQY2ktQtFS27/qsGv2mcOu2WXEGVPaEOtDMjDUzhk1HtgJtEvxBEx1HLuVe3cSH2MyouLuo8THUj/CILCAOACuQqPAM/gdq+1wAc8p158FmFdM3Gx87LrbKbS1h5RrZD3+wdsGbt7ydOGBtrna/sgAHmCwaPtZLSlfQTpZtAMnqaaFDoauRAwMrpL6w6X3HPv4mKJJeiILM1s8aWqqd3N0jKs5WtQflg0TS/XnaxjNOASYQyWCVMENsLP8SkzmoPuzf398TL7cbmu/Iq+saWXRsY4leakYp/5TuYr8Zu6lD+JiPdnIhPCXtp+XGgrHRnXhKIGo2ZamH+jpcOSZi7pa0hH7w2hCqe4Z11rn6czM6Z1ed5wFx9+0fO8T32Db4pUjrsujrDHxr5YYOawhRZ5KmXQCo9LOBxF1ZnIQ42/VP7CdFyTvKzDO0BvDMwjQeQOJoPQ7srwueUF9pzIa97YqDuIgadCxSeCvHWEZkxjs/l9AfANH83u2LK+bDXxZ2xhJWq9WhFQtDeo5TjQL2gWAz3EMQSEZDBoOAcXRqE63+63SGWUlR98EHt/60pS1MtLhb975+gKA9q50vYRclGYJGZ7cWrUNAeiyUKuLCou4eLd/x0IGYWxEiJJLiAaMmHv+Yh2H2BzUvon3Uauk9lVphtnr/saLPzj+7aUPTm/3FnhkdAQiJktJoafjw5WnXgNK5M+nBNcXllg6sjyKUMScyu8QwpWszrvB1SZ16L78Jk9QKL98/60MyxiSMplHbPwxsFyY0eqo7Z7gy03ras+yetqJjx0Hw1maplKt9Ol41GIW4n2p8bd1pI7V/gjCizIBsemHgJarDJlPv5K3ZJA3hOTNdeyUBUTCvYQC/j/tWd759ZWPlwDhLndxCUNvyAnvTafHZXXgOPJXKjRgPP6scaCbiQA4NqVfhLs1KfHUq0/3HcmY2heW9P81ve90mTXiO5Z+pX8fT7GESVyBzC6qaUJiBiW4sOHHiIUMJE4nuIpLAxGTozuSbQlFjRajLuy3692daXpfJ3A4ppQMtkZPRCjk/WX6841l+vMnEcDAsdD4ZiVsGETvp8lXuSMYNVzXE8q26oKyLywZfePTzmWdHJg6ngi9fbItUKJrVGO6YzHlmkuNtN4lboyTqSCIjxm08mN2Kcc4mE8lG0bM+UglI3kwBslKNk5CWMM9wJ3H754xY9qPhUFMH4n0Y8bOaa4AdlE2pDdi1PcdrlBOivLybsQ4PoZYn2MAGwbFbQ8bqqNarpV734Ew6HQilA/1uR5NSqxUw6P6EcrAFQhF4Lmkx9K+45Rl34GHt9x0w2rivPEA7orc00e+85EH/KvStpSTzXi66eIcP5P/LFhDEoDzFZSRhxFbLEndBQQxsJM3Yl6HuAJHLE5e65kAzXxZNu6FiblpHbcU72gepLD90n/nrF/6RZkFWb4gkgftPHACFdvnL3dsn79c/umEO04WmVsaSLVv3CtZEIo2wEv3fvyhLd++lFu4iSzysLfrnO689o60XqM9GLSa0oNpprR0X5/Va81oIM7DH7+eJt/jw7l/uuojnSsuUxtooo9ezPRi5lP8dmZN3aRna16veE16OLG/VLA9WgpUeSqxxEhNrok2JOofnRg5YlitPJUQcFo6wUPEiz6+02rT76m838D4UBtDiSyvu5UkUPoeyUiLdKqFd6hjtSDCQdzqrca0jcYCNFwb45aGhAU/FvryCMIaP1JMuZZCMiRJ67WTO7ag3fwfq5/85J1H/iT+W9+w7aXyLGDPzTceqchID5afdWXL//3UvP6DR4suVZ65iVQWtnP4maRwUhuwYMSCFanz5TQdKVzMVy6qrUJjMZ9b8pbRbnUv6Auk99vMXkvnQB6agjvDbeSl119zOnDzjUeWFDr7HK0um/vpv8w8te2l8otz9QlQ923lGT+B2ESDxN9pP6nfr0oWPiIgGJTME19gATz1PWV+q9Fntxj9+0iM9x8xOY/UykkdwqPRw+AiP98EHiLR+m8CyrLDvatmeo6tP2KfnmAdHcTsYc+GPg/o9Ow9O6v/B1tua1wz/4WC4sIeq3LPVMl+CetC2wlOjp3DQndzCnd0ItBtQzC4gLD+zAY20SptBx6lUF6vDUu7tOftrIDOiNdgq8y9untPBv072c4scpjv7U3fS7rsjs6UHEbCDmN3pNF4MLyHtriruCVQ5EOWcyRJjhilcCAS1RvdsqNMItps1Qe0Y1Lb707ixbz0jBByphUFkLtODFS29Ibt0iypOt8q+41hDN5CU0vOGd8Ua67UEa6Plqpl2vemuN5IYzBxY4zixE2I2xLCIEa3jqVKur24RLLHlOf58hbWtGbv7Yx5S3XhaJj/YSfLmUUX8ylTGKsGhwBc0H2HKpST4jpNCG/gMcT7U9lkhkqg7EMkzOsRffI2SaE6ynlfSrIOt5EIXquAxQhAH0ZYqm3KNdsQ4F0rcUvjcFU57x0cCnLaNslsKgxO5Eq2aPpulnSCSiWT6x6K0DGZEmwUIzMTH3sJ0oiXKiRyOcl25d4xBS7GdZ4cMiX6KLZO3Tbz8eIuf3Yy/e+Fi4Yt6Zkrbiz77QdvM26fv9yLmH9+pc9kVyh/GcgvF5m1xFCxMf+fms8ekW6lEgdF7GUcOsLPdH6ka33bulDrmLC5J8fRN7XjZH1Epyv61aovJNcH8QCl2mI8Vp2ve7jmFzS3vlqzs0J4m1OD7QsyPin3/qry71jldwjYPVw73m1JCKudX1bFR+bYmT3WQ17Gr6UT/BH4GwLrFANf15x6LtX1/lXk/QbGL9hK8h7Ihbi3tQuvlOJYLYhwEw8pcSifqc/mQ4Q7QDxBIxPBRDBSG5MW/HXaojz5jCKmPEmKSaRlmjpcG7a9VN6z7aVyJRwixvziUe5ZidgQQPtu7bTRRJBisgEI4uMAZ5q67WOUPnFr7mO/41Nvq/3kBlF9EqC2a3x5VNbn5KV1dJZl1+0tzz0zFI0aACuuOeW76/a9SwMBQ297R7rHbgtY7759zxIJeah+Hpm1Q4BUEIlT+YiNQ5VLgT/RKl2CiNmExEJEFwxEkq3lG4+tOfjYDbcXF2a0tynXrkLJSUAAzuEs/kMqv4MS71qlyQg3oEScmk0t5NMF1E4eqKucbK8d3jpqSd/LQN9SohHQ6f17a2ZE9p6d5SU7f4u8IneocxPWhe5aXOEA1WNmMYbkyqatCZU1lxCnLrxcOa4LAcpV1pbYhmWJ+O1+ndmjI2pxGzMrMpb272Ip230684wX8q+0zbvjoMvUEJCCOWaiGTpLrqEb3ZjI+O5Lssa8yconukLTp2UZugOlkcb00kBTmi3ar+/Tp+lO6CvsZCQUr9H2ewViznsRFswhQ86GkKpsfWdZibmB5kBBZKbvuAVZ9tv17mAmHqNN6rM+Frj9HALkBRHATCvDj8FOuZpcDe2ojnbuoJnFCQxWI6/RQ8Wmw8O8zmb6uJMgxZhowsYvuCn1uF3JxquApZmdvV13feHn1+21/mjW3Cn3z1S/j9p1Wdm3d8wd2JRe7f9GGimYOUj5XNrQmiGq4qa6TAogexYBFhKU0mQgrlix70MosxLivZg0hwxScJIVAg149SMs4jkkKsoqZaKgH4xfd7ClcWhlY9CeXJ8xrqrDnDtU2AsUoWMWlQTx00cTEULYmE+ASvy0UMfLNKlhmglKylDg8XJgq3r/QlurQ5Lkjsc/eOvhW2f+brPaHUAJD8m3pniGmKhhG1d2vFL1QNalZUW+lmNl/vO1c0++ZbT3uRd4bPb+fdMWqBWDLcCe3nDmLKCqyNyqpUy0Z7Z7O4kbCM+YWgONwIM4yaUPCRlpX/GlBfcaH/Tfdvzx3o+E/3yySNd2eOV3n3VuW7xyqFBATR/I8W9vNO9cs/Mvu5T/HEDPTSu3ZA/RX6lDzIQMpzi/RqKXvw8RBlVFnIr2HyKyvK5aEumYWs/tVQgD4yMpTumHIeb6v4i838D4P51uZzi6QlmGpETIIRbeWIiEtrBICAGwfcRDW7TPpoY72BGL6xnglSQr9SZZXlc9ioRMdUK7GCGmXBEthaSewZNbldgGnKINOuU6PcohfgRQsyv/x9/t9ZziKZbQhpcadnFeuFybopm/IB7zFXv/SkJogsW8zHG+tsxxPoSIFU20Fg0BQH/0nZeoPunEHzBiMobp6E7HYg7xo++8lOrw0bG+xI9pRigjsqbtZcA3lB9kGfmN/fFCREOEoYxY3j3RWr4KWm/QggcV6FtRw3uGBuQplV+vPt33gkhSio27NYItQK8c4yGudMiIcX2UEayjK9lYufSXNvqaren9DWS0PGfqc593usnOP0NaxqPDnDpoXehtJtrbzJdHsKI7lOPzlbar88BOvGx47Hi/3uI2REPWsCz5w5LBoR7bacq2Aw2NNxQdmvLI2YUQ8AezTP7eSbaFel/EVveJsXuBxoGIbf4k+Ux4qr9GMkpBY3bEbRwfHNDNko+X6frknSCdQzBTTCNeiVdtYy9inVATuBNCzlKJYtUvs+n75IFIWjRi0nNCN4liX5veEfb4fbI1+OvA51/eG1lUy1Br6Wg4/js1BZni411t92jX6NRAq5Y7OIKNOFuLHVjFEekMDw0et7NePTzt0JVV9OZm5ty/8d5VAGZNjbT0zH7Loo/unFNdNquovmPis8O2SPtcqqRgWUEpHCOtlNXniK/HT8Qs16ks7ylFAeK/RHhDvAggWYQAzarXNKWCo7GOVyHYSaJKW/OTj0VYyMciANUmzXl2xLtbLUkxID6UbALuqU8bm/N2zpziUNBYQpSin3n/s40XWUI5J5XY/DjIm0wJQfyElPnmo51ectDRwuu8mHR9rZV2KPAIGiNNa1+h22L0O8Dr1hw3okKoDdu4veGxrE5TLiczplYu7trtLW+vOQewZsfGq/ZNW9Cu3Osg4Nrbu/jwbYFfXzfv0MFr09w+y4DD6q+7pMQ1e0t1I3EF6mchTCJnxEAHaXTjI5cQ6Qdy53LgsrmvfOGvj34JYOuJRO8mg3MQBoXe6qKRVEmpqY7Vgu0LNW4m40UbYj+2pDj2HyHJa8ZbiPlhR/R7GDiPyMf6sTyVM//4Jo5e3ldgfJSsH++5DFf2Wi0JD6l5uYFSBUA7SCwsAmLxBahHccnHeDOl9Wq4g/rc1TC4VLoa761tRwpRF7VhY8o1UkecQtJBvAQzxC0qgygkk/rib4jYcxVMqPRLYjEtlKu3Pln+61/8z7yHDxwtrPS4LdZ0KeSfr2u66sG0V7fONbQ8vLZ/b/Vd0vozSf3weFF+Xyo2AztCsRnaaq2ISlV5WYV0zbSSPve5A+k62RvNn1XZainK7/Wnp0UW0CpVDlNkSL2vG+D0uZw7phStdwGlzzw2tWzurObmsmLPOcTGWoEA5p2BgN6s08tF4bAuXN/oaFIKEZWDYNEBkB+SGCxyis+GkXhCqRZIdDIyZeQgkOvTmccdyKwEoTzGxl0E3WV6omrj9IixrUeMiwFGjvOtBO6xFfT1gPyczmSrmrI2lFv3ivVg++GMR4dTQKbKKy4hzierlU8p5eYr1rDllPKZdgNyI5SSdOJVbdWKm+qmFTu+wVJ8ckr/2YVRWWc2yLIbRWHuPOKQL33q7SpLu98eMUlBXUjWpTX7jd2zHc72K/Jeab/KeQ4gKuldY/3NU8yRYLQs2mSVJOU9ilecTVxZ01bi7VP6TkbEieejCTkbRVGhYzZDn8MYDTp1UpR+vTV61Fih+1nzPa8f9898kmRDQSrGhsIUoHQoGX2BrmRJDbRqWYGwyLmVz9TfMZCmjJ3VQOkH6tvnjKaZY3sbjPev+q+53Pt0vJhUCnCfQmJz/nRksvNoeEaFjoizL832OAO0EqWXDoqB+aRzgzSfB3iL5DVryCI7Cpi+D7EX9Cm/DQhjRjYCXDtIsU5rLOE6xFqbiZh/asEgdd1V932d8vcmxYIPWkvjIiZyLU9Ju6gnj8OkYvR4SK7e8PTazRnB3vuK3c0Zxz3T0v9Q+fH+QwWXZHCSbA4oHtcyjZHHzHwCdMSuEcVCkAi5g0BdspV2KPC4F41l//EjtzXdPf/HJTPyjg7lkR5KYu+20N9ibzcXeMzRgOVo5oyK8v4aV1n7+dp5J9+aRuJ4JKemxzbn1GGfKT1AX3YaFq+f+X8+KFn7gypFZS/wP8DPEP3vwQSYYmuOHYhxoSfRCibMTelEyj4g9KQ8ZaP1+u/o/NEBoz/8WiDXLHPrBYaYjdxPDxP3rlyJ8IpbEXvaP0OS14zdiNj2Enkqw3pA/hXlfQXGIRHg/SvLULzcwC3AcuBPDC4s4gIOyvK6L2muk5LtRAH0w7mghhN1ko4UU669r0ohaUCEzOxG8Jiri+BIFJKHlXOnI+IVvYjwncPKc9rh479F018e9GnbIxMnbfdM/BjwM5kh3n/r/TB4URmn/J8AGpOBpzYmOKQztmRmBOyzlgSs+cFODERVj4Cc6lxSAIjT57LNdecdMZqwnKyB+a/uHpe9aG6jV6Hmc6G4TC3j7ku1WDpQ3+HF861r+ibBpV6GGG/q/dTfqcdMCmB1IHOGscOSF0q+hoSsJnaqm58qBgQouApYp4SJlKIUJkEs5g3zHF91vmWd2wO4bQX92Ar6XwQcedNcPWrRm1EU8hmNaDegUwjQC4mWZ21uQez4VmtBR1TSVRf7W6YXBlxuoIcf8lrJybb7AtlG/Hlmj6E/bDH2RSwn7plc3X6VU0ZQwgFQaq47mTvQXVUqNzkkScYnW4J7w5c2j9U1vDpRXzcPEdPYh5iHOxGMFXZEuE+1cq02lJCzUQLcPpMuFJCIesOyMT0qS/p0fZ/hruIf2DIMfZUkUrC9O3Ih4D0uqYGDUNU9ScfGQJqqxKHMkYVb3pw/8dC5I1PfOr1nzLlWF8DPPvPFNS8/fMVUgF5Xpi/4O9uxB/l2Zk9mVjraeXWv9PAoAHkp0Hg6Mtm5O7R4oVkK+M34O2xp/RW0kkOIEEbc6OjAjx0930V4O+pIMJoMGSO+mniJeyNxEC0pn5sR665quZ5EXKEqQ8zvYuKhTTbEvhNSztUmkOuA7SnDQK7AyWepxI3MIRwsizF6bEbM5QXKOXu5ZAPALl5kJulY8aKngDLGkY2bZpqYRRmCuQSgjxuwYCeChygWIljIoJ2+JD76wQr8JuCemcsO5Cy97eWS/HFtxQZLKD27sPuEtyvz1NNfvcV4YOv8ku11y88uH//i35aNfzmRvSfFu9UWv+JaqjjDPmqh1Vzotod7rVFJ5/caMhxqe8pa6k//5vu3LRnfWmfqdOR2PH7drY1rohun53k69xe2dmpjkucRL8D3BA/JfQo4riBukELzd4KhQqUVTG4vmvUoIFtihQ31GREdSERt+rSATb8cWPK5T/3y1t889aUPKIcMAttaz+uVHa9U3VH/qH1R925PUaBtNbmQIvRKvXcPwkulhqia+OfIhVr2/6XlfQfG30cyJC83YnH8EHGi/pSFRYZjOwFKL7neHbjs5q4lWYUhR0+r0f360zmnDmxzDAoFiAHrgrIqpsyxc8MXZDqasqk7foyW2lqGjinX3teIWOjHIPixF2lu0cnIFJLVCM51N2Ky2BEL0+9G2V8/Jp4VnSgKaDzdOfkOV1/eijOdkynLqguPz6k9XeY471aOUn8nA8/YBqQWo7FE/JkByRgxyAE3Slyg0kfJ5w5aDOrPZ1V1dKXF4iU7e9JcudkDjqMn8isUMA7xBWMot6v6Di8owWaQDAbz8xHWNS+JFeiqNCA5EeQmAatWVg7F8KLX/O8m7kpX3adTETSOrQhwuVQ5dheQdf3AC8vKausPlh1tnJnl7XH0ZGS5d1Rdfmp/xZzSIZ5Fo5isiN14DVtSuRLiMljB2KH0yRyEBX8vynx4cR2vnfjN1tX6AnNm2uLskqw7Sj1c5TzcbnH+MAZgn5bWWcf4jnnLbZW6QNQS1kv+qFFnLt7SMr39KuceNO7zInOLa4zUEtEpVb8OhatOjtG17Jmor1Mtl0eJuz1ilXhJDLUa0dKscq5bF2VVWec48jI/UtSdtiD7lJGISq8ZNun69GofaijYLlzeHQUJhrLS+dhLijwRUifB483OcGV2eR1100orVDDu9HTEkhONWSH3Fx0/7e8L24xRnd7NhRWuQrlv1tHwjAoBxIN+A+Gsk5YKK33YkAhjwAtABA8W1IqPqtdwpHuVIvJ2soiHlkig5M8IQB1SjlkN3IUA+nuV47OVY9oR3h71Gj2IXBHtnl8HfDfp3o2AkwV8gFrS8dGPEQtinuYox0eJe3OXorKx9OMgDQ8eYA+dvM54jlBACwaiXIow5vwHIR7AwX30k4cOF/mcQUemwr3jYJi49U9v+O3mSfNP3xf0GzOyxnSlp2X2uy22UE5Gbl/m17c8FAWUsbyBVCxDWtEmQwKN2KhgLkuAnU+33nzym2e/vzCgM5l10Yhbade4kq5mrj7w8rG3y+cU6yNh59f/9wcF6bO9xh2Tlk63RfqLZ/QcPVnurXEB+4G2pBj1TYh8lEmaz/KU91kl3co6UlMLxkRrNT89MGXMH9o/VXdioHJPc6C4vsxSm/mZgt+uKLPUlQHWa6548bO/eepLaxkmzFF+gmpyJUhizWrNzn/w9l9vbtq6eJVq+VYTI3+KoDm+RtOsf1YxnX962PK7Kf8G4++BDMfLLUnrv4IY+GOJW6NVSdbqhgRjl6zo8V1/l2tpKKDrdbcbPWn2qPX6u9uXIMWTDRVQLSivcscMUHW5mVDQR0eTRHZBE4686USjNtrqD5M6ply9nwlhae5SfsYjyi8PAK8A/yHL6xpHKJhTidgwiokzzBwDKpUQlpH6a5Ukrc8ayvou3SuDsAK9BnheufXKG189e2XlorI93vLcmuFKH8cAsVqMZnbv0Q9FJZ0VGR9KXCCpy44PWgz0+mjuM1unx3i+n/7LzJPfuHP3wjZXeqqYvqHCa9QxMDxYHw4Iie8eYTBbjoPECnTjEQCtgUSQuxlNCMOG3V+pvuv5DZV33HJVVbaju8KZ136oqCBW8twekfT9Ojmcofz/PHFrz+UIl6bqEncTT5wEoYDtMrcMDFy7/5Wl56Xi2h6bw2P1D1hv2L11iSTLO5i6BoZXTC7MEpLKcpvYl20vruO1N38jwsAibYGj3r+02r1/ac0CNq2TE70j6c3+2tw3u73uaZkVYZvBYYjI7sKXXG4EtWXC+LDIATOALBMt8LZlFWS0fTaqkwxRWec16CKXQ4wOENSxcAGWZi3netgV2Bftj3y08wdnLTlfnRhMX5RdoBzWRCLAvWMjKxMK2QzBdZ4ItN8Nz40i0r0yK6Zs7ruhYvPlk3JrcNo69pbn1jy8oekrk+Yb37yvNVpokpFcc4xvN5UZzmsLHSXMkR03XXbyxkc2L+zJd8Tm25JdrzX++unbG3dcclUd4Plm4Cc31qeXhhZ17BnE+JLESJLgvQE2yTlizuuIOM34OwyEs6Loiv9q+vAAJmwEMeCnBAuNWIjgJko8plblCncAsiSlDFdpQBg+HIi9IQcBonVKG2UEmJuCUBpDiLW5RGmvaljJUa6jWtWNCABvIA7QtyXd34egBy7GgZluxXIdxkI9Tspiyft1JFZVzQCqSMdNECtR9DSQz99TW0zlfWySbh0cuqOkDieFoCb2z/Vrt1Qi5shM4vlOFsS+coRhFKoEK7i4vhPtmmLnEB1cQTmzttWu3B7UmarXtGycfp3rObdynBEIlbWfd5e1nz93umSys3rc9CsKTraaCktaA53mPOtu5+KFwJ5yb82g3CvFEv1t4hV41Vyx/WiLAiZRCw7qv1gxntmlR/tnN6Io8CcGKrv/u/nLf/vhhK+sVQ69NJltawhJWFtPl0w2VY+bPmnNjo3OrYtXbUcYwR7hXywxcrhwnn9Ge96p/BuMvzcyjiF4uYHjCACkU34HGFqrGxKM3fyjZt/5aitBvw6jSaa3w4DJEuXmHzUDCVb1yUAX46eNweu2oNPVozdE8PakM27aLj7w6R75iUGTSXtfJ3EqpyhiITyMyg+uyCg4y0sRC47WlacC3NH0lwHhtk+mfFIlYUHpHMhx5aZ3Oo62zqjQgPFBLqyW02afq960rKfZZLFkRNylM8wnS5wt9aZoAFvQNxgYaSVFGMfPHp+/fdtL5bFM+G0vlbuCQX31Zz9+cDCzh+j24TT7od1wwwEhIanYck4px2kVg+kIpUi9hxvxLu5DvOvGevfYidMKjt28bOILe/cfvHTf9dc+u+R8Y+kVIO8qKmgNAFky0kHiIR9/olDeAkCr9DdN29V7OIiHHjgAxh5uDg5Y04y9ejvGSIjedDumcIBbXvg9TP0hiMSyLOIg8iTQ0dJbULX1yA1VK5Y/C8AfIx/qNOgjdoTSuBN4cA1bjjGSJAHeN3+TwLqibbs2hChW/Cejpf9QxpZ+dbw4gJ5Uyd5mOagHkCR047PrVXowdFIkExEjbkNwPl+slSc2D0JnBpAvjZ7RO4zF3r+2FqcvygaRjxIhnmCbsvpijWf85skpclKSgPY789wooibObT21qmfrqVVbNc8+CVi1zPTCsdvSnijJ1XU6Xw5e7fD6Mx9Y+0is0FHCHNm/fK4rbDRUX/OHHbH5Vtjd/viOS65S21XaZcppv7Lt1eaygfMJjC+nuyb7iM+pQd4b4B6pS35YzpEejqJ/JEfqyj8WmZb2v8GPNx1snRNkKlORiBAhDBRgoos6XMTzcRaC8p14z4clCZ1yj/+QZX5BXMGvVtqvhpioCeBWhBdKRrw7i/J3kHg8eED5Ub9rRADtPQgPlQrGYyXrFSWkWLlflCYM2HDiJ0gmTZymgjKciD1AC8T9iLGUSyVv8iaVSDhxIpNNJ90ElTY5leOLYDAlKwBPwKDPBou6NzmIryF+zf+DPMOQwgou3ucyNAXSyMYF7GKA+UDJ9vzlZ7fnL/9hDBjnSglewaMTZlQE9cbeYJdZygx5LRL4O005/npb2axyb008LEcjyrW+BKBYwrXru/o7Yf6oOU0kKcs6Iuej6B2a8whjUA0iMPrkogScoT5XWVu9On7+ZRMjhwnned/Jv8H4eyPazHVP0nfa/19GWJg1loCEZNQhwVhReaAU5F0NR9Om+L16hyUj4h5bOXCoqDyoJoKoG6VIGEl3GOj3BJCkXKy2BkJBBzFr0CCLto846FGp1SCe9KZeP2W4h+ZY7XFDA8vR99cXJGn9JxlsdYekBeXpwzef/Mbl31/Y5i0YsvSxJK2vnLZ0bPGN32m1ZxWFenu79Nbz1dYrjiwa33aN7i0vg12mrw0RzhFrx9aXhFKybMnZnNs+drAkN3sgr/Z8VrCpNfMBCuUEt+koEpKHc8MN19+Qmi0nX2mrVjGoRxPXrEgJYtF1A+xvnFdsNvi9t815vPgjf9q4C9i5YO7uWel9A0su7Xm7LTfY7THJIa2H53ZapdcRSpRK2egjzp/uJp6w5AZI9/rTJBtnjIR8fpPFYQn63WWt5w+N6W6zKsC3TNMPVmBhW19e43M11xUHMcWSwQz6iKrU5SPCYlZuZOWSNWzZH2vd6EIrhvZKaBWhK0ks/nM+sYjM4GRv6V71r2Pt085e/9S2v84t3p/19Jqbb7EYAkaEG/sMIs54NImPyVIKNGaPx1kwlQqj1JIRsFol1zFDP3EQYyTOqlNFiuqL1qj/TkTYTBrCJV2K6PcP0yrtR4SRDe+50crwfT7UWL4TOLo9uNy9PbhcVeIdQOXaOBvJoDkSLjNkjpvecJLCeFKcwm8NwNMTP3ly8XWvF2NLnN9ffeWHWr7qQd6bWFs75fU3SbHqt3OAHjqwcAwX47Bhw0ovJk4QoAsLYj5VIQCzGwHGU0pSER8nIgREhwDvZuIAS1J+dAiAHEa8H1n56VGOBzGXX0GsB7OT76kAcdWLZgDMvEiUW9GhBwLYiaBHCW+bf3xv1sdf/mNmiavRUl9QGv7zlR/p3jdtwasU4eIybPwdJy/gohsvIl/EprndVZrqoRcj2n1Eaxl3M3y8cKox1ol4L3EGl2wCZLM5hYEq+d5YHP6CucG3MgyzwvrTC7MbDcdDurG9jcYzGZNkYNT5B0mfJcwfbU4T8QJgT21kZf3TUwyz3/bO63u+e8X+Ov/4xjJLXclnCn57teZar49w/5TP5U3LcBR1Ngdacwrdyvfv68TI94v8G4z/g0QDeBdoPm6U5XV/0h6TRFVYTQoqPxQwVlQezCoqD2qttw7iPMHqRHcDVvp7/ZgtRvw+C9GIBaPJDdjxdGqtQarFQFtl0UHcyqJu4Kk23JEWluGApY2hRdL8nY6IT0u2ukPSgrLt1EpXMGyq/uycx1NYpGOy+viOzDpLerT5spu7KvLGBh0d9WbPf90+++TKx17XlpBuQIS/aC2FE4GnlHLdh1HAhSyvq96wfsHm+bOb7mttt5m63VbX1ZfXNplN4U+vXPaxq7a+NCXu8h6J9WY4ZopWae0I/d2Ihi3H4zXqfT7j1GOn8ot/9vj87VtfmvKoqHwqJVtnQMQxxqyG3mCGA2RPYUarA+DAkfmuwkD74VULnr+6JL31KPH32aDc/zpAW5BCRpQlLkdYZbWJk4cAB5kE0xr9pxf3van1nDgQ43k1SkgT8YQncySin7Oxes3LwQJD6IVXPvj3vfsX1Y7T1+Z8ZtGT47PmdBT3mBzFiA37e6hKwehDKxoyxzCxeBbFpnQcwX7cTYdo6m3mLNqNXdhOY8V/OC+KyAxTYrsTYX3k94c/+XaDu8zf4C5rffCae5vKc8+MQ4CrEBcfe92QOYaJpfOoDAfxh3qi7dFuHyUTjQ57oDPaac4FMd7UEuO5aK2DQOELbeasHT0zyGI8NzMW3aA5eAVicx5OwY7LyH0+1NpRjFBKlhAPbTuFZu3ZwprqlWyMzZF5J/b7vrT512T1eWLl2Vv78h9cOvYVdpy/qg5o3Hp2lb3vWRu/+sAXjeU5NbG1YevZVWuJWz4LiCf0guKJUe+tAc0qiHXRxfN0kY0IyxogbhGPIsa9UbmuW/kxoViKU4i6BncTXyvV/Vq1jGvfi075P4xYr/9M3Bqvhqg4SKKh0zCwqF60YkCihh6eBK7BQRGZNJHGz9i/YO4bE+56bsNkr9XmO+8sidgG+tK+8z8PyKfHlr+y9lciRlu6Imbxnak8u/aeA8AdkkRCWNQgcD608qbuI02I9cCsPPcZhvckDRpjZeazfUHZvMQbybxkIJKmj2AApACwVzrBAnmqUpE3LvE9bCzmefK+nIhPrz91ZXltuMAUzSj0Wtb7v1O9Pbz87K23PTGauTua+aNVItQCYDKQZdSF0xbY94xdYN+TqtZHD/ECPSNJNXFO+46ptcd1frMl85c3fOmg5pjhFJ1/y7sg/wbj741orYSOpBCOiOa7dPWPIcI8ViHI9BPpx+R11Qpl22hCHAQgq63uZcaiImRCRMIW8seKxWv/S1prEMrvOuJVFlVLyx7iAC3VxBx2YUllBf7J/S+8tvbzb64+cLRw+pzlt8f6K+m6mZq/Oxg64WoQ2N9+dnl0+9nlX5aXDU/xeGCbQz6wzZGYRLslKU63VXoMoUgVIQCe6q7VK88YAxdrP/+mGtfoBjh9Lsf59uGiS9asOO7c+tKU7cuWnJ24ZsXxp1oOP1xflN93mMGx3smb0IhWGkW07yULhS3H4zXN8XjNE/v6TH2PPH7py0oYjVBmWlIqSUHEZgdAhsnrNhsCjlZvzFLCTdOfqYpE9ckW1S0IK2IxMEHpn33ADyiUX0l6th3KeVagDRMP0McqUidwrUVY773EY27d5z2lWdvPLq/lLPLO3Vefv37KFuc3Lvv+tDZvgfESz5GNL+ctWQuALC/UwJbkzU1lEnqEVinGS37p56huP8XNIT9eWcYTDuDIGU/J1Ov4G3A92o19KS6WKsmWqd+VVg4o58fk+ilbnHlpnbmajyxcTOx1q1T50d/hPPwM10UjBIDmQC+WQF80MPdjgZcndu89u7FwRXKJ8e1oylkXvtDmnPzf55ZIU6MhPqEAcTchXLzEZBoQ72AnYvy3kGoN+iGv8bTGg/QznCy9KK+Zm7iFWvWILCGp2JnCtiP66Q83rSOpPPvR9pnOW2b+jh3nrzqkfrbj/FV1Ux473ZNQ9Oe7sXaYiK9DEcSas1C5x1n1cAWQqxZyHSIERAVGOxFJ7hJinzUo19Irz3GWOOBOltWIMRkizqKiV+4RUX7U8Bb13RmIV4WUiCswEiKudyJiTh9EgGQQ+88nEV4r1YumhpXYOImPk0iIdx0Fyj724p9yI9N07T352ZmA3hwOnptaf/z0dfuer+RXG5K9FU7iceqqGBDhIQlhUQnsMsMob2sKZW3ol404J/pZhmcGShhjl9j2OZ2mtqnPd68yJh1nRShTb0gn+C3w81gMsrYQVA6r0qSB1lc/vdTsnW6PmAj6A7LJvMa0cfr28PIfpohPH0wLOboERK0SoXqp/cqxLyEs+07iTDvNiDn9V+DGjay8W71/yr4RvPmrEMaOYsBZWVut/9bnH2rZtnhlkAujhvy3vAP5NxhPISMkIo5G6ojzck8E1hAHACrdUVT5TpWhXLWVsrxu0AY/XPEh5RAtDdFeOpurOPL6ABXz2ime1Exaxllg05VjX/iv2+99O6swv8+ulH8/ue2l8g6gRJbXrZek9ep1RgCVU3cAAQAASURBVJqYIy4sCVZgzYI7a3rrifS0oL9/wGSRJHmSJK03aeLGVQdzFMHEoUqCdf4iC+SM1rJ3M/A5BluibIiFUD1fBRcJVpijJ/IrgiF9b1mJx3L9Nafzvnnn65WdPWnynv0ljhuvPxm3EgoZbULcaCvBdrz5dknEbA63/vixhTu3vVSujZNdTaG8PoX1/QGIA+O5JW811XROLvnlm1+K8fbmpXfmlmXXJVhUlXY3USgvI5UMl4h4E2z49QKKM3vvzDQHinsD5qam3sxfrH15bzWtkvqeVGpIAEeTp0QG7DpdxBON6uWbq56u6BrIkaOy3iVp4iV1yHrNndR3o82F6EBYBmN9fe16Ks/uYO/BP1Lc58Jhc+KedwvHJi6lklGOGzXWM8/fUTXB12DPDXZ7rPFQHT5S+edL/3T0o+fvnP/zxZmWXlUxVwt62biQ2GtlPpVfS096Hq5jm7F5Wxmfnse5uZ9hz8SlwqqbHDajcYMDeEqebZkVzDaRvSjch0EJp/hfztJINt+j89m0D778hP3T85R+bLjV8+TmGwb+HjcW/JDXeJpViPlRAsznuxRwipf5QkJ/jcZrdo44cBytDLKAtvQVWiZmnUs+LpV3T23HZMQ4K0LskfXEaVl/qLLVAKX3Q8NW/vvQAb7waeLxtB1Ku/NQSqYjwLSROCAvI3E9SX4GB6IPwoi9RE3i1CGs917lOJNyzV7iITBqyEoAYcxoBz6e4j7f1/z9K+LzIYJIyrQrbfchAL2U1+nKCu4ynbnLvOGPmnMlBvdln9J+lS1ElWKEt8ut/K/+1o71xITCc5NN9efLJje3jXnytrvZDFs2DVk5dWhJGGMLMnfPag0UBq/Jem7HEvuOo8Xm896jfTNn/E/755d1h3PVGhgrgHzpBN9OAOQiZ6Q0g/7GKZGavKORGRVeOcOhkyLu64zPqc8zOH/qBA8rSYdi/NxDKd30sRMjtXHvbdKepV1rHIhxq4bl1CDWipI1bImFj6QIbcliaNYkbV+fA0gP+hxffPZR489uWtvD/weJke8X+T8FxodKhNAeM4pExCElCcTXICypVkSG+vMI7tEs5fDTJMZKjxTmMUi0G2v83uvXqs8GCeD0BbpaN8mvV2mtvZV73i4u6+xOQy3//s07X18YDOqrt++aeBZGX2jpggoy5UqVXMMjA936sc2mTP3J8lz/3JnNHTv3jiuRZckCPCBJ67+PsNqMV86qJTFxaBD4GWXmuFZGtkyIMu+/QSzOXkS1ummIzSYboaSo56vvKgGseftNjiKnN9DqsrlvvvFIhbfP7Pf7Df6+AZMDcPfrLDndpqxHwpLBYYn4AraI71BGpH8oD4CQkYqraL5rbssw/+2Fil1JQDze3tTsIjG2gzLH+bN/O7b6b9vPLq+cPuVw1TVLX7CPLa0LZep7qryR9EMZkf7hPCYpJXkubtvgrH7qleWrSKq0eJe0/kwq671PZx6nrxxo/1bhug+OK63Nra2fcMoR7sltai0eqJpyqGWfY9ZK9V72UK9Lw+ugvhutlcmCAF89mr4unbiU2ongZRsVdOBgGxJWbFzKd5LbQ9K4UTfEfL9LN7WvZlxAZ5TbTHnZzmBndXrU3wCUzio6XFb/1XFfS+qaFxBgasi5r+27wufbfDPvP0FGJgsYQ4BlHCpeSlvx7Fi8tGr1dJDi3SQr9WmNA2ZLR2CX4Z6ooBGNIHMJOXyUCTLMWezfu0qHfOjxzE+91t+VPvFh99obPrvp8fquU/mHgU3yFmk1AjBWoio6YbL4K0uZQhdLB3vXhlKkER6RXQhviwMxHw6hKZCSQgYpSkW2Vn+9J6krFzGeDzNGOkGs6I8m9ORJhPJfpxxtVK7nvl/g54T9oYqnbnAz7tg5lp9DWKStxAs46YnHbsvErdt+4tbtVM9wDfFQlDTl2LDSjvMIhSGsHBNA9KdN+V8tstWGsISPpkKiWnPiMoRXSw2t8Sm/OwB/a7Swzy71liWdG3uXmrCXHoRXdwlxAxQIa/zhpPOTx3psLzx9brJz91uLF1rMPv+k8WckRuZpTynJzBt5Rpd5orXmhSJza8yLHZAthdPTj8qvea6MnYZIIr4DJelSIw1AVrm+xlWujxEEOIivISk9QUoJ9/j4ycbOaoVWODXY1a59buLeDjWEJNWaeyGJ1SlxR3lTTYk89R/LkiKdYC7wbQSPfh5C0exEeFd/mCJs6P8r+T8Dxi9AW7wohoAUIN6PcFnaERtTpebwPgTN33nNZ6Oz0o7u3lnK/w+nsqprZHVRgffYyTN5lWZTxBKNSv5ASG9es+L49O27Jv5QPWi0hZZSF+RJCrv4oYiDHwjpx9bqs2wWX0S+5M1W6xfmvNVxvMbp7OhKNwNfU35U6UTQVjl4F/lER6lA/CfxzXQvYtMqJB5Lv0f5TvuuEsDjmHyv32wO23/55LyDX/viGwvaO9I9wZDBkpEedHv16c5OY1alrj9o63Pr0xr8eQaLLVrmCHhem+JsO8lwClliZc3VwFrFipyQWHrb3evXEVcCVRl+bCUB9LVroHjNyjMofLTdPvvp3P7OJR5DxhXI8q6M6EBC4uJwCXup5uKk+f33zVzmOXZku92t3FL9Pch679Wn+w5kVhKx6NudUtvLZrP/U7NmHLzUQxoZdHOO0hlqu/XRcGBa3+nNMZbmwS50baGfRIVqNxN5nErS8ZODhwB2foGdzwHVKcBjUj4C0DPOd35mSNL7o5Ler5NkS7cpqzjd35ocziMTL/SjAsCU70fbd4UvtAUm/+rcUk9FBlbLgGRokYM8zkLMnGIhU4izTDgYZr4kWMv3KTkEmUrhJj0S8wUThgTkRrvtKweeuyJjwGtfe+bHOlNmQC69ojar61R+FnBPi7kgsyjQlkVc0QEfzaQzke3MUsJ5BnvN4nzHap+uXjn3Wd/WwlUhEukeHcTzYlLJIMVtRv4R1yee/YN6rodFjOczLKCMvSRbLgUg30zqYlwpgZaXQtMsnihRwLiap2FGKOoqkI4ST7psRrzn8mGe4VblGmbiYSIy8bXISzz0RSJeICiAsORbEGNKDes6BHw6GcBqwLODOPBXreMOpe21KBVq/xz8SPfXLD9S6WlTrcXJ/bMTYWFW5ZTSRq0kj/WG+sjYifsj84obDSVTdDOj4ez+ru7WtoJuRrkfpxIt88bjm3f80ruxZXZd/YDFUGhxp9087pTrUueE6v6ZqhctggjriZKY56XKcIactQxtWLsgfJGkLLsR/V5NPAcg1by+EMPeReOO90CmASuTPitEGDOvl06wSJ7KW//wVv2D5P8MGGf0k+CCLdRDXN+FIMqfheAUz0cscjWIuFEjcUYAeGcE9helQAClZcWe2sXzznuPnsiv8PabHDqd7L7uqjPuCwzLiYm2NPU8337fl3T24qyopw510+vjPgo41hzI1FutYTmq1wVC6A2z6tpsD697oea3f7gk6/V9ZVHEJOxCWAq/Q7wy5fBW9wuUUSgaVym/Q4jF+VaEBSqKAAUSyYtiktW6bKz74Be+/sHiHXvGB2/+8BGPxRK2u45FrOk19bq/bJZuSC/pMRjnOSXHNIvfZgpEfT6zvjdiucrnN1xitYQLATOt0vUImscfUCi/EGvd6BISk8fWeITLvV5JGB5tGFZsnLVaCwB2lvhbZvn15vkZ0YHNxJNLR2rToPHqbjWalt7WVXJku10bT5DSev8CK9cp78NdVNAKwgJXpZMjxUC6jCQZ5HAgK+RprOo9ftQe9j4Wu2L83TxCnINd5ZJ3oFWotvMUDmTM+DFiIQOJ04j2i9jwYecW0GiJ+B1+ndkDoJOj/rBkcJAczpPYXxLDz/1Y35U+07QkYtb1Rix6fFZrfkbWgAfw81fyWcgexNojK8ePlplFjBWdpojTcZr5BR9Z/6dvfu1bPT9abiRsulx+o6rA0nawM5TTZ3H47Cjv8o3sxSVrWv+SB5py5/1EkDlDM2aGSqbOHTxmHjt6e3GfwcaOPMEPPkK/CHlIrubeRI9Roa398R3nryL22YcZQxl7KYrRrLo1fVtN4nwxI+Jyc4G3z/CBeR1MTgMdaXQ2FrPvbRnJlUanSt2nWphXIICtFxEqolrBZYTVz40AzzFJ4jhvR1iRZeJ5MkYEkC1BWNzV0L1cxFqpJ5FtZYnS12qojLAo58SVHjmHhg2+r2y+a2BDJYJ9KEPp/x7iHokCpS2Z+8ILLN/1fbM7gn7GIuNuT5Gu7TDwuNQlg8Q6RKG2FkSifZ/yc554fPwBxNquKguD3ukG/1eqp+mP3WzG78UrY89wG6K5uuLfvPw5lRd+NPvxkLJekir1+ebitEVZduNYa++6/ziw0GsvuEJTyiyIiKEeQONVSIwDlxt+Yl27ea3lp5W8SRXPYOcQHjpZveK7m31bF6+KzQlFVID7jjzgKbz7j6cIPbkQgP2vVDjnDHAbgr64FbFPPYVgLDIgQq3+Dcb/P5DRToKL1RRTXd8FnJDldZcmhbA0kgSALijMY3T3Hs2CJVxtE7pcmuqQDsRCfMGSXJp6kf/NZSeM5XZzV9hfVzd+pjeY4biu5e9F1ukDoVNv5/lnz2u1hiTZEJalcMZAIH1CqdtjNETfluV1H0px+Ub+OXyiKhe0ERJonfQIisCPIJSuxLhuDXgsL4Qde8T7f+zpOT13f+j5fMOb3UZ9WiSaXmE1DHTJaTW/HQhabnJ6ll/dnJtr6DWVZXZmSVKMex3EBn4FgsXiBc3nIypiSWOrChGvegxtoYlRhGGRNM5arQWuVmvBdkTMotYDM1KbBo3XqCy7MnLDThJlqHmXfH4N4IlK+qvz/a43x/nOl5iiwbx+fVqw3ZT7v/a83lQhPl/26cwPug0ZTr/OssAS9fsdYa/LGg3EFarXpXpm4iANB/24OcZB2uKMGiNIA5Dl11vchmjIGpaM/qiksxjksHvQc40UcjTEs1va/Q5/ntmjC0XxWmz+DNOABTt+2nAgAEUNyeMySZIAYAPIm+Qc6WF8fAgbGQB08wOeld84wMaD9cbSaZNC5ybopag0I63a+Jq82BJwW93Xt25x3tz8+6nFvsYyBIDVIcCW8DwMUM0hzg6T4DpozBQG2ut+dfSLxilXne7R9ssIeSDwkFy9ko3qNUuB1Sse2rhpC2vWAyihKUOul0n0glcjPHMHgXktzC7KoKXPUkCkoKJ7Wka2c3Ju1/H2szUzZFpi1uKgcnwVwtWu8n/LCABuJB7KqILUIhKVESPCcn6OOEWtAxEbPh4RPtKNsFgXIyy5YQSIsSDCZFSFKlZFeIVx8x0IY0JM6Vlr/emqtdafPix1yatIDAdsRITc2BHg3gKEDkTm9t/Ut7EZoQxsAlg69pUHb5n5O6fN1G+rdY8rf/Lop0qqO6rUEEOtfEXz9++I7XPxd3qXb0PlMsMLe28zP148zlGfX99bGnns/O2ufWUL8hGW9XdquV0daQ/UBY55m80zMiukwcFCJkSoxEnEe9uRiqf8Lt+GVfyQzWs3/nS80h4PkPXYw7cX91ltqEWmlPZm/eTna18r7mhakuPpmt9pz3E9vezmk9sWr1QrFY/qeQZTpaaU0QNsbVKqdu0Zmg3qPRN5Km8g9jdVTkonYmAcEnMPLkiUWgaJeYAjrSP/YPm/BMZHC7IvVlNMdf3xwBhJWh+LS1Q+Xw2slaT1YlAoIGi04SCqaAB+FcIdeYjhGU+SZahnHYpPeyRJ2FCdEZflfKgk1BlyXi5FpAabqc/T48jKDUaMk3q8+Weq90eCE6Z0Z9r0wfTeNHP/f/1kSfWrb4w/O+wd3ktJFVpBQhW5LgRfrxv4jPKdo09ntT6ff/VqWLlWPS/ZWqF9tz+fIP0yq4TZGflYAmGpvzmab/AZpIGBF93pR6pKXR+bvKdSkmDAZwilWcNrgacRAGcOYgPUyqgUMfX+iiW8gYsr1DLaOTRsmwp9bb4Sf8uytMiAxa+3uBssxScnzjE2HX0504Hi/p7A2fHTOD59Emfq10v3ryOx8mWqdlQBne0W57l2i/Ncoa/NOaG/bpE94v0FA9K3ESFGj8ZCZQpXkOfvYJyvEVtkgAG9lX32iXRY8lijXrGTw7ySMlxhNBvnJuCeOuvYpql9NZVRWWcOo5dygz2pKdhGX2Uz9uz+fIvb4A1Zgzlm6KWNI5ykiFmUjs4anhTfGw/X6JIflm3SLlTWl8vi3oIw+phC2q9LsxpMYXnsb5rqv3L2Fws7TTlys2VMHcIaqlLqNQJnfHnmzAM/meFsZWVsLUyaI4PGzOnIJLPLnTef33FYPWc0ccLJRgH1uVay8WGFeWXEcawAcheC9cONsDKbTvKhvmWOdeljZnTr/Tq7rq/ZaLChz533C8+Rk7/bZzywdX7c8i/A/C3ELdZqqIqPeFjSXOWWVyj9ZUasMycRnrfxyvlh5bqnERUbixHxzBbluzSEN+Jt5XofJh7zHasifINp8woETav67Orv1Zq+SEdY2y2AiUlILMNBITLd+HmZAEfjFS9XTNzsvGv+TyYFwpbe9n5ns8PsLrtj9mPZX3rxV0O+I6WPbx3iq9Lt4eW128PLz9HBybl/33flx87+Mfvu8E/G+NPNlt8FbnHtCF/1OKRSJkc1RkqBxmBNvxys6Xfd9ZfCXSGLVV8/Z8mlf3js+anEE3eLEfkrKs3tIANDcUeTyscf+7ywu73uVz/+onHK/8aVyJ/8fO1razf+dFV9/tjmV2ddmZ3b2+n4xv9+f2HQaKrePn+5tqLsO5ZRkDskSueo155/mEgnMCDyIj6lfORFKG8Xfq1bh1jnRqh0+o+W/0tgfFQg+x1YqFOFAiyAhLjEB5Xv69AOitFZJRNEEyc+QDzTfz5i8a1HuAmHn+CpLXKvMXLlvaEkYUPt0We5I279RJ01rDfpZT+A5wp7d/rGPnOmI93U0pwhB9v17hzJ5/kv35Lq7aGJUWDTaBJt33VJHVrxIGKjU+fJAMJatQdhQZoCSEGdcRnwF815Q2WuA9Bdi7W7lu2AbJosOUOzTR+SHJJeauvXT3W2WHWS8DR/9b+W/e8v/+fvv9Sc+nyKy12oJ2dE8D5M/29CJCXmaK3PYcnwgOSIe36eeWxq2dxZzcayYo825ES0qVWqvERnLu4yZtkH9NZeUzRondx/7opwgf7MPm/WA0BlGbVVV7CzLAPvsQz6Ytb79ZL0sALIU83lGF92oa/NOd178kpLNJATkowywlK5FCimVfq2GirTYcmr67DkHdK00cEIdJmM0oWrbojtFufqKJJtgq/BXhDs8FijgbNcJIe48l6cCGq4ztqbx56v2HCmUu+PYD/Re4gGgjQo1vDfXrjyfP01W0w3rXhmctnY+ichoare7bRKr28BUxQpF2AAS+jtrksG6vZPrP7PnY+WdJpy5A6zU1rctfskAvi5EZ6jeu+EdN+BH1VmdlyeF+P+ZvAcSRjHpyOTndXh6Ut8stXDUBR4o3wuBiuco32v2rniAAxtXBKUP7bQ4a97LUJ7bzTiyJVaKpfo5zj39v/tYx+qKKlsrVdPlr4rv4JwuwcR64geAbgzlB8tD7Q2Lvkogl4vHaHwdyOAdZHS1q8g3o9aVt2LsJCfQeQp5SFAf6/S7grluhlZUnfB7/yfXmKT+t0zDEdPKsmH6vzfCyxHhNUEACOTMHMrMr1EcCGTTia3MJYnMFHNa0DpDeWbq/xhS683aPdbjQHkkK7eqOsr+MHSr0W+vuOHP2eUSpRGYmPh+qYtrD2ygfPWUn2TNCY0VXeSP2R8gkJdO5IkD0G2MOIYGbRm5ph8ZTM6X9DfsOvDp9cs+avK/R4Bvs3DwEdZRQ8SJtzkcVLJQZka1uln/eXy1VJl3bGT5Y2xRM7BCZAbf7oO6ClrP+9edHyP9+iEGRVt2QXOz/798THb5y//8sUwlQxHnzhKC/pw1/6HJlMmPcuHSKQ4bgVukKdy4iIvf7FhvP9Q+T8Dxi9EW7xQC7V6ThKIH4NY3LRxiaob/pDmM7i4QbEasQCvQQARVdIQC3IZggVk+OsmW+RaE8uAnz6XY6o/75jc3Jbx5G13r9/M8PHFCYvcDstlJxdI+6sIe/r92NBHB7JchWnOX1k/1zfD2ORcbjhw8kQkT/qOb6nn1fD4s8CmZ+QDMHpapndTUk1YJ0K5sWg+k4lvbgCEJOOFTvRYPwVr+l2+sOe1aKFtqbUsjVJrUzpAOCxF775jT4RWqQ6xCdcCvwR+SaEsa641NLBIaem/f1jwPlKic41n/ObskPs+v85sCkpGV36go6m3Tf/ppQtr2bFnfB3Q+Nv/nW20Z/oXAJQVe2pJBDurrdFAnT3sbXYbMyv8eqvDEvF5Lumtbrpi7d5NT65l03pJGtZ6P8RcjvFll/qbKgxyOD0kGcJImkRC8T6HDJUh2aPwDl24sQ1RWzpmNJLivW0sXAHx9/IyUOVa6pwNvD37G8e6M2oHBF/7hbmYY31w/TVbnN+88/sLe70Z/rN1E6XL5r3RSjzGNVbESYeMDHKtrXTvxyf94djTh27BHvIUefW25sVdu0+W98cASS0QolO+VRvjr3yn/h5S8amPlM3K1XXyY9/dhxi6tsCIz6WReBhKErMGQ1O3aeeKG7HO2jMvtUTbyz7ilyM6nSQhT9Sf8U/c3TBHKpa7EZbULOCeFRM39209u6oBYWE1KH0QJJ6EmVJm5R8Yc6j9EtXa3UOc8WcA8R4qZZlNksSjECueY0XkCEQQ+0ImIieiQfnuWsDYJed2FOsaA51ynnV3aPFCYE+5viZI3BN4ldJOPWBjmQLEvUhIyHiRgQyuRE81y4CDYzMbLMc7puWFZaPBpAv6M829nXpdpHlB8R6Tcs3VkkTMazgKYB4bCze/9Pupfdk2X8Sh919X/fyeclONC3CcLp58B/dSgYN8enCxlZPsjHmFhxwj0gkqy3/+rHPeH36+bM+tX00vOvrWkQWv/2mguP/sTPO106ofmvb1GN1wVqD7RM/PswHuwUMAGxI+rHRzJRmAEV+HI6+7rK3esbtS6UsByO2niyf7ppwg5l1uzi6oKupuOwpQ3ljjUo6TEFUtLxaIp6JP3ExiXZJU/OajkX9YMmWKZ9EnHVIIPCed4PNc3LONynv8z5b/M2Ac3rm2OJJoQbwSmpI8ANRteQlDVJRTJQXXeTVioVQtKBbEwq4C8UMIq0suIuEmDfi1JK1fcYFW99jAPX0ux7n7rbELLeawf9L4bomRLfkJG+p+69xggzS27Yq2PcF8Y3P+0TMljo37rnXt8y3wkT0g33O8uAnB+BK71kaxcfcA7sIX2pylzzRVmLqDzmC26RG2SF9+D2PZ1Od2IsJBVMYAbZxaJsIKNVb5niiSfNw22Yh4pycLfW2U+pumGqOhIoKS6JMROMKttW2t3tr0vX9mRdO3fnj28wAGg6wbX+rWunGnAD9HJG99PfbpUPHGQgYt1j+5/4XNd92/fJV6b0ZmQ3BrPq+ePFBXiaagEcDu4xOuveWjh9ixZ/whgO27Jp4D+OzHD44pK/aEYm3SVA7NiPTLGkpESXkuVWJjMFbW3Yqjux6ZVmkThXL1cHzZlkjAIYE5IumjaVG/mpalFspQ59roPAojuHC1nNPKudpwmguXIZJfC31tfa3Wgth76d3Sdsj7TMusuvqB8p1v9W++yPvG+uDmG5+u8PZl+Dt78rCl9btJUcRJhqDbkOk9mz5ub33a2GNFGS32r//nQ1kL//DGSxnn+rVgGxL78oIVn+boGPPfgjfs2hZamZqOc5TPNUR7Epg1hhHtPD2FmPfmrqbcYHqWV9/fnWmQQZ4dPGzoNGVLen+kEdpiisMN5Zsv33p21asIr0w6Yr8NI8J4rpe/Ja1+8dyy5dUdlRP0ukjIF7bas8zdsjuQZTzUfokaZ34ahclE8xylmhAjHeIdVSBAjBrm14wA4ZmI8BgT0L05uPKNb1q/v1ACfyc5/vpI2axyfU0NSty2JHFS6Ts7kEkJUVoUnCCjQ0aHF4lxhJRjKk52TrVYDP6Mbn+6LhA2Z3qDGc7ijMbuqKx7g4uwXGuVJXufp8hrtTUvrt4dszyfLp5krisadzUSQdx0YMPKZ1kI7GHn0DkdKug7feWqHlmSXm6unHfLuUXXLn/9C/eph0xQ/zBFAqH/3v/FUx/jT2I9PM0h5is87Jmk40ePEf/WhSv2rf/d/VMA+a2SuXPqz5VFIg5d0fqb7h+ghbcpEnk5z116XdnVB17uK2s/P9hbeHGSap3OQVTS3EUKfvMLvP4/Mpky+Vl+AjH+q0LgRsSz/RQxJy/02S7Ue/xPkcGpC/+WdySakvZVCHeyNilNhxhUVhIryvmSr4FYxLKIl17/KcKFGCQOwlW6xBDCJRlGbBo9yuclpC72MJw0IAYqR0/kV5hNEX9u1gCtLpsbMZh7SIwvjIkSj/mwckwJ0LP3zOJ7b/7d/x5e9r3H3ff84WsN+xoX+DCZLdQfOzTEtUoBT+ELbc4pj5xdaPCGrMEsY4cUlUVRFsG68F5IA2LBuRIYR2IJa6+mbdOV40wyUJM2rqnLkusGrFnBnisnD9ReqZMj9pBkaCYe4pPQZgU0JfRTBv3fPiX/8Utmc0Rr9X4esSjNQWzgAHfTKiUmOhbK1RTK6ymUb1V+V5O4wKkAoUepDppwbxIVolLE2NSKAEGtsWptS5QfJ0CLy2YpK/Ek2H6375pYe9PtN9UntUntZ3vS9ZMXxgbAnj0eZ+k8FupNWPs6CDhKCKTqT4gp2g8DPX2GdFmGQFrE126UwyqQsSAAuXqfTYj34yCREUfLcDSsKEBcO0/VcJp3MkZTvrcxgbYFKO+ld0ubs+v7ZxeGOwKSaWJ6TEm+iPvG+qDQ2ebo7MkhEDRbZkw9qrJW9CBYX6ZSKJv/Urji4ZfzljxTnza2uvBEW96lf3x75uW/3TNnYKV5DlbGMXRfjuadC0DeKa+nU771tv4nNm8LrRyJAm/E5xqiPaMSBTCqc8WMSJyuefMvi4Lp9gFjmqMPozXQm29s1wUsZsOul6+Y/FT1zded7prsBDyTsmtAhHu8igDJbQhGpm3KtUvrPaWOiKw3+kJWh4Qc9QTscklGo1oVsofEis3aMbwasZ/MRXhBQaz/4xGxtnri42gzIsQgui200vU93zf2tEXzdWn4So9EZk5a2ftsn9QVW3YOKz+bARetRMgkhC7GaS6TSZhOehEx79anj30ylG3tIcvcjU6KRLMs3bLV6M94aPe3ZVKMZYbYPxL6firV8lTWX7t/+x9ufG3TEU0ICPWF46o67LmdyLgIYqEfP/34WUEFw4+R2NyqWbqy3Z+ZtRvoyAx6ovpoWDZGg9E8v8u9tG3HgRdeXf7YRxv+rCbaeqjFxT72EMSHFSt+JGDPy/OWnfreJ76xp1vKDhu84XJXNI8Hb/y26y37fD97qaReMOdsXLrmWEtu0XTe4ZgEIFeqfPz7t6567UuXLfnzd9YsuX73FnU/KEYoXW4usL9BKCvSCdYpCc5XA/vlqdTLUwnIUzmJAOOqXHQyZQpJtef0IBKNH9J8ZuPinu1dWQ/ea3lfWsYlaX02gu7uQwgrsEqBt06W1yVbYN6rNqRK9oO4JWAfArBcgdBUA4gF3Zt8rRSSrCmqbk6JuMu9i3gxhW7ilc5OIsIashCLddUFPtom4J76JntOU2vmlMwMvz4Q1Ed+84dLdinfD2udSihNDXAtSH/mDAPeJ8nMlvD1uTn11kEaz6huuuRrNQBZpc80VYRsen84w+j3SqasLo8lbV/AMSeK7pGbpPVffjdoDZNkE2KxUeMlUX7rlN8u4hN6oFdvaz9tm3CkPm1sO0rlurG+5vR+nVWPJPlzg90nGca1rgDyVM/QibAGgEgcKkYk0nkRi5Ee+NEoYviHtEaOEIaV0opQ6GvzIca2HqEgjEFY5I4sXViXK0mY//zYM0uUCq7DMQSkCqsZBxhplZ4AGi79HNVv/oZVWSVMDvnx+3og0Idl7qcFIwTDcPIC1fikTYh4fzXBDcR7PUNiTkImQiHxIABI6iSnoTnTLygWcZQZ/VXEucHdiPncYQv3ofSV2/N0U4UuQ+835JmJ9kfcqe47mrwLDWvI6jO1k+QxBc1y2dj6PeUTYsAn+R2WAo2FJ9qcU147uzBk1vuDacYOkxQsJo9MmplEBD+w99nbP7j5iYc+vRo2rh3DFb5LebM4DX8do4+9v+h4/S2sqV7JxkHeImVtuiBRQHO1JlHwbP2hCeG//3SVdfHHXkvPKe5Kaz4+Rh86Zerzd6YN+Ekr3N24eKFZ7692pnXsVdrcg8jFUZ/hUYDTXZN9Bl04RydFwxFJbwSkTHOvrrW/sA+xprcABfMNe60fMf05u1DXanNFne5toRVTXgotuwRhKFArbRqIu/clxL7YTHxsxAqmbQutZFtopYl4JcwQisWaxH5/ixf4IJ9RONM9SGQSoZQW/sjziDXRsr91fuaP993V8PFpf8wsz6mxNPaW+H+496uRt9vmlSMYY7RyoeEBg8aBPhrJfWbpTS9TjMybXEkP6cgYKEKHMEoNNUaS18QaIPdbx7+rL/C1+josTpMky5G53fvPXe56PUJ87Iv1sBYXtbj4ABbSgDwRFrNt8UrXNlaG6eEEO3mRWayiCw8mLJymgjJc2+cvrw3rjbZX7rq6h3fCWqJQgI7paA6cd5ZIub1d1m/+4fsLgT3bFq9UaydoZfj+Ftdb3ZJdUPWbS68r27h0zbHt85fHWbaEh+Ik71IyZbIo3ooyRL5bJmL9OoUYz71ovcBoyCeFjGosXWR17n+4vO/AuCSttyPob6ZoPi5EZK0vl6T1C2R53XvqfhimyE4fSQUP5hsaF60xHV81z9DcdjzsjP41NPXtl0MTnAxfUS550XAgFljt+0qwpiOy85sRC6S2UmUfFyKFcvWG9Qs2Z9gC940d49Gdb7YHfvOHS7r3HSyZgtgg1PjCUYv8BNWStGUzF8BmY+oOOoNZxg6vZMrqjKSVdFXrGqNEe3KkgXwuMul1WBEhFPWITUyP6MNW5dtihKX8ZyhA7EXBCtGI0NL3ABXWiN/q01tChQHXnoxIv+v0uRxn9UlnRYYtOGb5x9fD6Pi8D6CyWIhx8GGEQpCmOSahdPsQ17lY11xKEDTTe6JPaYcZAXBV5XJJgbOvc/uuCd0Wc9jxjTt3qxVcUzMEDA6rUcdxLLnv2vWsAjb7e/l2Vx2SzYl77mc4WH4tQylwqe7xbeIJbgA7gEeTYq+PEgdIm9awpToZMP/kA2ur1y6OJzTXR8ZObIkWPXVfzSv1pbMWlaZ3ufblntfmOqbeIEaV0S9Af5nmOlaEoldtiQZVYEe4LeAwllgCkllnCex3H0y+74WUw1bBJq2/U997kKG5zoWifKSpImTW+8MWo99wPpSVub0/HYk2xuKmjiM9efZx+6+d/WmURPVmSuy7MTCffUY73hjbyHA5IFpFAShdYdzs+1H61/rK9TVryVUUomGAzCCjwDuQJNaZo0Dfuf2Trzu3f7ILCL9RuK/z3kUP2bMs3XT5cgx56S651j1+7k/f+sorpFD41BCNr77yQ+6c8wsvkOkJ2PvSjf3WDJPX+NvDn5WAbwFnrjFu/9Yd5keXuWVHxCtnNOfqOq3fsj40s09Od+8NLxpPPK58ALFPhBHv0Kbc+5DyuZa6di5iDTEh5p1JucZqWWa9pt8rOU2IH2DBhIUuJMVOX6b8uBBrQsa+lgXsa1ngR1j+VRYXu/Lj1nTniGtQIkOK3PCTtLWb11p/GosV/tmH/2P7tsUrQ9RrmK5s6GkdVEwoWZLXxArA/OexN0XvO/aAGQh0mXL0Z2wTl07qrdlb6G/XhvuBuh4ew6Ws0I7YZ3pyeUEkkNOBGxtWovjpjyUi2l+dc9VhOoek9hytrAZ6ytrqDzXlFS/scOT5ZQn/TTuembVt8coggw0wQ/e3yu1fgK7/srSq60LPZXxgy3MFjxrv2PXg7HWnlKNe491NpoyJJla8GWHgcQIfUH6SJYjYG7Uy6lCTi6jO/Q+X9x0YR1jEVSD+Q+AHiEIDP0OA8h8jYozeSxnKInY5sFU96Hrjab5h3S23RdN7LjM2bh2QTcvuNbxWaSG8c1uoXLs4JleUS1403IjFU+uy1FLu1QBfJrGSmioJcV2pLPrJAPGu+5erccEmFKuv8tUs5V4XQ8M0KkuXmpwXzDY9IkXl/C6PJa2rWtcYbpF7MqWgpVNOSy5bPrwMUwkyhRxGgHGtB8KCYKd5IYkjWfuOXIDLEA1lF4V6sm1R/wJPryl06mxOpskU8Xl6zS0MF2+f2MYBzTf/gaBSnAMK57MYA9ZYH7RKDPF8F2VZHCrROSPSvxahlLgRlpFclHhUiznaWj6h++2jJ/Ir2lzpzs9+/OCY7bsmDu290CYNi4ThQcl9166nElJWQhzdAizukVzCGjQ5Cdr7AaslEaGfAGIzLL331bvHHitznHefjkx27g4vrsyTXPLt5sey/jSmLNCXm78ESdqZ2zCkNRmA8vOb75hat3Gyo6/e0pdW6D4y4eaTNWNXJo/j1Qj+90riIQlmYHpGpF+1Sq02TUqXQ80+OVzv2xOs6U9131Fb7DeysrLw+bY7xjxfsiCrwW1JyxnoM62INHOpAI5Jc0Uoyv1BZzDN2BHV6yzWQwGnIRB2oceDURgYaqeXOq/+351UX155SL1/O4V1W7ihR+X6Ho3EFIXEgkAxNhZypYffzRySVDR5ylePEC8QdRKRlK9afC37W+d7frD3671rpmwsGOeol7t92eH/ev071gNtc0MkKXzaWOmtZ1dZZaTtN075yyXjHPXFte5xA09Wf/r0ofZLvIgxcP3nzL/Jn2048FyZ/vy5jYEblwQwWwOyhdvNj+n2hheFEEYCG3Gl1ogwJtQikknjib1C7kBYOXsRwNmM8DC7AZ8kiTZKYge5AWjHnQDGtDJBea6g5t5lCK/tGQSjV5by3ajWoFR0m3cNbFh118CGWJz5VhXENTEZG24cuEnHwm/jnjOl7Hzyu0xeE52A41DOJS0/mvrV4Efr/5w7rr9efzZjArfPe6xpy7WrqmVgkFW1kcdJT7r+79nOTiV0Yysn+SwLCWFGF6uaOeLaO0oWsVKgsbyxRgb2HJ0wo6I1u9AxsfmsDDyACCN0jLK/V1OAjgVUyhZder8uvc9qHzDf8fZjSw7Pn9W9LbSyg8EYUU2mvFKeytHhnmcUol2nvIg9rgAxjiTEvnAeEQ61FbjpAp7tfSfvKzAuSesl4NPKvwPAfbK8Lgj8XJLWfwURL7dKktZnyfK6nvewKUOFAIDGEnCz+UhFl2yVo+hcgFymdx+qDjuvuMl0bNa2UHnKstCKJC8aTYiFL0Tc7a7NyHcksbk4NN/FtMmhLPopAKL6fDGrr3JNmaSEy9HKcJSRqRahki2tXwbuEaEp0Z5MKWjJkAKWX/jnHVT6pHRExWJ01Sm1sgmYjQhvUCUPscBXKcAxJdjN97vGm+RQliUaCAIBt8cyZm5Vc1pnV1rHvT+4ei9DAaLBbVRBVanSDm1bQGxymUofVCHGfOrnG66QTKs0B+ECvAxhlXCjVPhcIyp8JvWP1IBwJapu0H5EUlo/YNQUjpKAEvnzg8dI6s1m2OS+DVyEQjGCpLxfnr+j6pmPrlmSk9aV3zmQ43r68M0nt51a6RqfVWd6u3FOcZnj/LmjkRkVZgL+IGZ/odRiP37t1/YufPLHV7jHlM3KbagZcj6vl6TKeYVXLZMlfVeftcBjDvZaLzv6/YXA3pqxK7VW9FIEiPISn3MeoEckrQJQvf530khW7OH6NCYbWVmZ91rHg5N/dW5SxKzr9eRnBPuC6Zk53+rRWTsCgyzPMUU5XSjKukjUZTvT7zbooj0YsBASY7wnP8tSWNee3O8XGp6glQsKB1Ji59chwgQzEX3xZ+C762S5P/l4GJJzXaWizUeMe9VTsQehuF+N2Icm7G1eZN7bvCiCMGKUIkJMTAgDjQOhWN1BooLYsO3syqxtZ1c+p/lsAiIvZSJQHEVXtSm4umKO4YDJK2c4bFKfxytnMF5fa1fudZXyjAbiinwvwivxaHKipMKdfgIxbvTKs8nE43Hv0VjG1fjjJuWaucRzoLIQe9EuBHhaohyvshdFUcJxGLTmD2tESX7XQQS93vOSFKPYgwq+x8eppBSJDtz8kYPsVDxn84dYF0X8/8MrjJvvuMG4eUWW1J1VEyk3bQ6tDHaOzebQ9Ok0GAv1nf684InaKUulW4lx4stPaGgK4xJ7DmlnbPzATjoIUc21TOfyWGxzKraemIzkzVKp/x6/7paqMR3NFWVt9Yc0rCwOoEeeyibpBGcG9ffQ9y1lGsUE8UtBuT+sMxh91rRARos37WbT0xXbQiuDSp99V+nPB4knU6rA/4JF3Qe+NbbqEwOR9JbXPVecONA334WopyH2j6mDOeilE5y/gGd738n7CowjYktzlL/PKkBcleOIAWNAWHBffQ/bMVQIQMyVDHhypQFnfdQRWmRsPAlQru9ygbzLFU2fj6YsdDK4TQFczwJ/I5FNZTtiIc0ApkrS+v8CNsryuvWStF61ooWJ0yjC6De1QVbfZUvOTvjsxw+OWbPixFpa7x/JwpxSUsUqD7kIda54eE3u1oej6B7JkQbyO+U01y/88w4qHgUHwhI0kmJxQZt4ivAGlbHmbTTVKmmVHl5TKCdYkMf5zo+xRAO7DMheoCIq69KCAcnX0Z3eq8RQQ2pAkqqNKotFFfGs8j6Ehd5Pogu4YcjnE8+j/l8FLKFV8iA2ylUkUkgNVeFTlU0IS5ldeQ4LwkrvZxSW66Hes1ef3pcR6U/tyr6wypSjlUFzN9/vGj+1r6Zsl1Ro6hrI7rCbe63fvFzEYXYO5HboJVEZVAVDGXgtrXKhu+bKlS4kdk155dmE+ZyC1WS1LOk7+y15kiEaJGCy+wGm1T1TVTN2pbav1ba5SAwrEIYFxYOyroXS0y/St/0BjN21Ke871PqU/F5Wj/vfRmfErOsNZxj9urBMxKLHPT3Dad0RGDou/5ikeuF6GgewneimvDeCyRDg3FRwZrX3+F0lecmn2uc9v9/HzTetQ2utFCwqgy3SiYrAqJQLgPWStADhTdKG/k1AhH0sXS9JV6yT5WDyeQxNbQriXViJe8sqEAVv3kbsNTbE/OxGAMd0RM6Q6lVU58uHJIk5iHfThCjeswSxhusR8ykdYXWvBPzt0Xy3XfKk7w/PvTxP19EYxGTJkzpojRa6EbG1IQRbi5X4emVGUNM9Ikl8WfN8pYh14AyiXkIOYo8AEe5ySGnLIwgvmFH5XmUASdf0VzfCUKBDgPu/MchoExs/FzJfq4izubgRfV816KiTtHDfEJ6zjwy9LspZ0ibE+3rtdGSSuVvO/vB9aQ9MOm0bH65hcsjld+qsfp/tQyV/Me2YeXXgwJH5Yl9JUSAmgRv7OA3s5RC9rMRGMX00kcmT5FGBqNz8FekEZgQ+ScXXPeRepVj57wF6/rb4hn13//nHS6rHTb8CWd5V3nQmgEYRHyVLkCrCwBKiw9nf0XneXlJi9AX13ryM/lypy6m57hSlfWpiMZl698KNfGqoAl5DinYf8EXTmo1S0HFD7l8XAnsUQD6k5/MCn+19J+83MJ6v+duT9J32/+Sy2u+2DBUC8LDy2WqgtEtOa7/SWNdcpvcISqZIjrM+4qhqjmbAECEiqqQCrpK0/gxxXlmUv9WF/APAJElaX4dQSgA2J3kIRrupJTzfsiVnx999x54Fkyd0aQsY3bNh/YLNSkhLast0vN2VK645dccNy08tmDShC2fOwN7yCV2PjpgE1ymvv0laH9v4lbY6lPsnx+fHz4v326g38ZhowxuEJVy72CfcI4Fezy9pY8hdbx8pIhjSW8eO8Wg9GKkWmlRt7EFs1ncTpy+rVK5tQWymWcqzpJoHpUr7KzXnj1POL5RlJksSOnfU7vuu/1t/eysy7+c7M5aeI3WFz3i/tEoPIKiz8ohX+6tQ2prKQhs/3dd2R4m/ZbK26martaDnSMZU42L3/lSu7OQqsBveIQhXZdDcLfa3TLdGfMeisr44EDFbewM6P8DNVU9XPP72bY3rrlxvBxyZksdtIujIkLzSLwJfOghQs3RloGbpys3ypg9sQoyLtSvZ2ABs0iQMlhrC/Y391umXyZKkN0QC/QGDrTfT15K27K17qtdLP/4LsAQJe3ou/rIFnPrAQ7ycnkNarD+TPCjl12Ivv1ZZc0agztT06eNJ3okqsytgDWUaYmZsXSjqHyhOy++Yn7VqJytTu8sfkqu5V3r4dA13vN2L0xZAH/LT2Ryk6Cx8rOD54+7T3/1EHRqXcuVr1eO+dNevQYDHuLUyV9pMqiJjiSEoo1UuQIQrWgGuS+flKSbe+rWbKX0yqxEK9n8gQhmTJdU8VL2QhxDAGgS4diLmUyECQJ8hXrHRigCtY5XjzyJiYrOUHwlBV1gIfEH5Ox0BdELKz2TE2q5/MvAp4z3Wh20B2SwHZFNaltSjM0t+nvZ/6ZDSv1HlGjnKtfNROcKFdf0ZBNBuQVjzA4i15CjCuGNRznMjFP8pSluaESEDxcpz9JDojU1TjnEQ9xbsAhyUYORqVku3arjFR5EsJ0msBi4lzmClU57nJCJ8qwthKFEl9TifPey6GNtvyvVnaI8W7AgZdR+cHDxrPGqs8ko+JF80Xbb73K2XLdg55cCR+buU8xOU0xTc2HNYwELN/wPAnYhcLnUsqJKKr3u4vSrW5m2LVwLsXPXGlkUnyqauemPG4rZnF6/au3XxKuRh+nYI2UQnN+DAbo/2evL97R43jqKjH5ue9lPf3VkIo1A+IhohhIb6McvQHeDi6oDEnqXUXH/y1MDUhYB8mX3n1AN984P8fxZ6ciGi+2c34F0U6R91IwVwpqSHU37Wy/K6W9eYT3y5TO+JAo7Tkez86rDzCrMUtv8tWLGPuCV3VHRkKegOZyOsFm7lkDnAR4FvKv+3IcCcVhoYBcVY8vN99uMHx0ye0LVXqagoA+76Jrsuwxa4T9OelM8jSesrly6sffCu2/cuLcr3Bs83OYLVJ51LW13pD9IqVXY1GSc9tHzipZ/JmvmVjxpmf/vTmVV3f+eyyUvOH7NMHa6vidNDaiUZaI/qeYeR0lHcI+W9ZkxtP2k2hTPrG+1+hqdTGrqNhTEKxLMIt3OP8vus8vnhIc8Voi58xSgWupBsyJMkMe+PR6bW/CjwtY5d4Su+IPXIBRTKz1MovzhEX0ChvAmRUf8MwlPwNvA1pT3xd5MMDlulykkDdctM0YDk15k9hmjIOt178qprXTtWzPMcugVBv/lZ4PMIUKECtISxlYrS8EJFS4Gotrkw4KpPj/prZxQePRkImy1eKT3t8Us/WfX7ZTddYf6W95MPz/qPDKBnoWGP2yU7We//TrUST+kAsqbmH64mBcWhUpadzszJvn5r/nRL0OMyRIIDYb05HSjM6G+sX3j8x79HJOnmImPs7yDj+Bbm/u4Gbgv206vpT63SKjMMtVeqZyRuKNC2M+CptOfoIrKqDBGyGbKkiJwzUJKWvNkm9v1DcvWf/oLrbAt/O9fLjtYgmXoJkwH6GvsjvXx3s9e+eb9Rvf8Xv/rbpqwOT12K9t853HOtl6TKn/fg/H0vH9zk5drTAfIZYi6tlyQHYh0kXcI918KeDB3pH7LFLXrEwxyTJdU8VEMuXAiw6UMoon2I0JAyBIAtVNqThwDByXuRBcFw1Zf0mR8BmBsQYLOBOJ1qLlByMDKHh31f7fXgCNukvpI8XcfRn/ju2rEttNJM/L1KCKA8Vrm/KGMfZ3/SKccsQMTgglCiw8oz9SGA7lVKO7MRCoKkPHsmceYuVXwIkCwh3ttUwEEB41hIMcn7wq0MO3eVMKH7EO8/rDxDvnL9ACIsIiH2KYl6Mj7O84ZdFxPW9MuNr58sNLU0lkjNHovkc0t+5MxeT32k19CT5eh2KIclrPkKEH8EMdZmIrwMcxDvzoDYmy4hHla6RTn+F8rP28qlVL5uGH6vSmjztsUr+dzXfyuv/u6zPbd944mtWxevEmw4J4bv40HSKVczgwfIhoEBS3F7vjOz7eb8psKK9rq3InMNwDeAl4BPIggypgMYpFB0Tsa+Ni6CPlH7LEXmFteUtBN7whjdafr+IlQc9f9R6MmFyPvNMq6djI6k7zI1f7t4j2VUVTo1hSxc0fRVPtng+bFv4SFN8iaMNhFxsAXZovzdgVi8pyCs5AFEfOR3UtA8jjqpL+H5Wu8fVMDo7cNFxePH9qgxhZDaMg2w+paPHnIGAoZeb7/ZbzJG8AeMHD1e4AyHOz729esqru11GXPVg31eve3U7oyq+xZOmXCPd32pLK9rGMJLkNpaVjLZJ90qKp+tmPKs77Ebbi8uzGivG+l5h5ALscgl9G35hK5gZob/zO1fXdHEMCFJ2vO8ujRznyGtSge5Z9LGbW9lZeWa5AqpWhEhKMO9T9Xa4lC+R1bmSVSW5HG6usIue/anM6XejC455zpaXesZXOEzUVK3ZyS+1tVR6AzqzZJOjmKJBO32SN/kJMRiQACABoTlbiSvx0XLoOJfUeEBseV7KcmtDz5vu2aa32yJWQHDZqObQnl9EfC5wSWoH8/vPHaH6+3QZH9zyGLI0LszZ5hP2srN6gZV/dLcH3Ll+e+ZsybUZZjydYZgezTQc84UTPd3zSAeTrESkai0Abit6xzO701iORABic81FVTtCS909Mp2R4bkdc/QHz1Zrq8ZVOAkRRGiDWr4ysbByauHGlcVOis2nCk0eEO+YJYJZArTmn3es58bd4ikypfrRVbfOuKx2AHgsFdGBhqQY2EcdmO7p27iDT/qWScrSc/nbnqC1NRkxYhEw+TPS1Ue9+4oPbLMyxio2ufnamB7uZlByZur0qnarESEGyTMCADpioh4Z1WmrZckyzpZ9otO31gJrL6m2VLleq6grGVj8bGO7YW1iLmkDRXqQISAZCGA7wzl+SXlJxMBaLuVY9Q1zYIArhHl+JDm8wEE4FT7TQX/VuUavUDGwcglxoMDl/Qi9r+TspwYvyxJyMp1zEobDZrro/yvrUK7C6HsqnkfLuW8DKWdJ4h7yLwIS/szyj2+oHxuQ2EjUe6VBexgIUbSRqi2miosCVmNUW9HKAe5StsswCklqfTDJEksyVfbH/GwDhi8Lq4maU3PknvcQaPZvTTrlRf3nl20JBQ2Wq02n6XHna0eY2c8PklU1KxCKGEZCI+gWivEpPSVWelrPXGF65DaNMRe8BSK0kh8PAy3Nye3uQIxN/sZPidhZNkgb6JVOvP34PWP5Ehd+Z1yjuvpwM0nQ5g7lfs4EcpcFPBUph9iZvqhcxl6r5ZAYigDVSpJ2FOL/h975x0eV3Xm/8+dPhqNZtRG3ZKrLNtywTYuGEw1DgGbODHJJjgJpJElWWLiJJsFYkTJphhIFrJLCiRASMGJwcYQY4oxGBv3IuMmF8nqdao0fe7vj3PvNI2KgWzy2+R9Hj2SZu4999xzzz3nLd/3+xrbukqNbSHgTXlKRlz+P4z8/+YZP4dY8AAmSFJd8oSYqvxOx0n/1UUt9CNJdU8qvxMWqlLI4jLPFw59tv/jhzaHq2tIFE4xMvpJnO6ldSm/sxEY358gKjT+UJbX3pKJb304j/4I1x5ktUuS7OjpyxoNp2llVYXb5O03xOkWDfpIoK0r2/TNumtvUBXxeR937nv0TP2PPvL1rjcB/F6tlczhZFUGE/kXV41l4fVxr8yLJ5aHP/PHZznZMynuoSNzWH/01xiqWEDCi53wuDr679609fe3y/LaW4mXhU6bI8p5Xq1F79NZrg5pjDRkjX2t3VwcJpNHcoRrqve3nmW1zaaSqhZj8Se82ix7GG0ugI6oHkAjyVKptsORp3HadVJUW6TpKkDMnx+McmwuRCqzIwOHYmhMWjlqt0c81RIQRRNx6nK+D/wn8HvgtwjjIWWue7UWR7OxeEaHoeAz61m2dtgxeX+ywamxjW3UVVzenl2UdTZ7bJZeDmU0SNRiJPIUbpWnUMfUOgbOhZeEeiKSLlvjjgVj5r4dAwt9J4Pxd1u/pLK0+PsTwtp8A+FGP9p8A0XfrYhmBzpVOF3DWll+ca0sexGFnuLjBuR684seeH7PnMkGQvZsyecOykbzjsiihY3RMeNIMgxHUYQofQ3pcl6Uu/X4HRN7AiVmQ1ar3yDrpZ7TXxq7tX1pcUrlS8/z7XMQOFfhxRfKhxWRADybBDe/6iQYbZSqZYjPm0hyQDhlOs+EeeVchJf+4KNrEItKgVQ7w8gtWZLAQLtjmI8GWToQo/QdP1OSjtQo46Iq4muAXFNp4EjB1Z1HJ609Ni3/ys7pynXvVn7SIwwqG0kHCYdWGKE8RhC5Haq4SNDS5pGophlAQD3UUvfq2HUgsOTqemNU/s5DQGM+qXiRk0VCKLEq33hE+Ykl/a1e064c1wE8i8B69yGMoqByTD+JXJAo8KxiACTPiXEIRbSThHd0A7YRIpYFqXO0MTpmws7w/Kdna/feooxHrnL9JoRRMICIAA4p0jFql/1i48823XD9sZbJpW2+a7L+2Lyi3HjDjo0p677icR20ptsj3q5z5oouwF5ZcfaEQRfM0etDOW/vuvwEAnYzlmvj3n41imRR/lYVbw0JRRyl31ZSHTl25fNBfN1DRbOUz9P77CBRXVUdbwlYcsHecYASuf6m/vWNV/ne+NMn+9erVW93AL9CGDqPIorvPHaVfWt9iaHVYNIGku/rQqLN/18U4PlbyN+9ZzwDY8ZLiMlsBu6XpLofIMIoQ+Gk/zf6NxqGEj8i0cZDavXNbaO8VLqX9jgi4U59EUfl9R2VR3+wDLLaS4p8obqHLk9X+DO9lE2NzbYaR/6AyeMzBgA8PmOuXh/Ne+m1iSUAkkYO3v6bxr+YsmPlt/xX85uv/rxgQiSkKWcYZpyM7CwLP6ony5rildl27qpzkx856ZQflOKYXtol4Y3JAKdgkMdmcLGAIZX5IbzYI86RErl+C8u6EHPblXb68N7gVJrAWmCFv9N032yjo6pPa2spC3WG/ZIhoNHEyonJBl0SJPxMdNz5q3yv/36G9vCY5yw3fdwohQyICp8PUSJ/mNGlJmtsIJeQtFMjR5dJShg/gubt3IinHDEuDYj5sxDhGbN5tRZDryF3TkBjHG+MBoMRTaKq6QVgFEeWErn+Z/5vt8wP7Cl6M+vSGbKkITfi3NmlK7pkFGevCHZHeowOnRTxxNAYpQDEGGgMz8yuNm4BuOaKLTafvtofuaM2TmGq7+3OTyKOT1b8r0r6uxDwdVbPcAz8LhyaNdsjeWWryStZAzm4jW2x0mlV2vM/Su4L4DRMshiM03Mu01p19lCrPxBp9Kses0yRnqBzTu4fx855uw7gTeE9zyVVbB13HL2IwV783yjXtCC8he0IhfIAg9eCoTx/j5FgZXADtnMhxm7uRw9cg8AlHyehCA7lhVshSTgXmDnz+gDVAH/2MRb4UoZjVW9kSrQxq8p/JqvK37vw9bfSKRjTonLxP/sR73MBQqmIKuOSrPyPQShqjcrfJYi9IICAZB0gVeluQCjRzSTw2lqlzzriawfrEAr13SQKRak98yAUcEn5na30KYhwZuUCu5bot4z7gvGJ8hJNu31P5GL+GPxkx97ovBwSHl2Ue8ukKMkkDAlJGaMVjBxNXAE4T0YnGXZH5n2kI1Y83iF1BT9t/F1s/8BcL6kYdRvCYz+koiYdo/aK/a8/sPbJe6eV97Tm+EzZkZaCssKKrua5m/7jxqPA3SmGW4akcHMs+ES3qRBgRWlxeyVI25557hb2H54naCGvQY8l7u23IeagBqEU+xHzwI4wUNV56ifhPZeA1SToaSEDX3dyxC6p3sFqoInL2cgc1PysTsTcUeeRKj28/+hh8nNzkPCK+xBG4DnAvc11dcv1+S9UVBnOHeUC9I7ke8xEnfuhreX/H8vftTI+hBKjR0yMsQi86reTTsmEk/5ry4Uxdrx/Sd/MQoiFeyQYxAXL4Aqn9/aWOLy7N/7m9z1zZ7ZVAE27D5Tfv3X7hOWMzPu54dd/mHXR9+7cPtEqQ2un1RyLSpVRSeMe8Bu0AHJMGvisddZ6te83hepmk6g6OoshmHHSDQuFimpQKPzKca/PZDgKQBiaBlF4mj9o+Gw0c0SFlKT0ndFGTpL636PPtRtjQfJCzolRNOFsOWiXYjFCGoNVGw2GJGQDwC+CX97ZFKsyNcWqwl7ZusMo9V6J2Ping1LA4sORDcAaa7TfSSIJLGYkYkd4VS2I8dmLYJLQ+zXGsW6ddWIIndUYDYYMclh/3DLRSlKBEi7w/coA4digQjj2mOea95jnDiCUi+NduqJ9wCUA/V2WKunfWUvmRLTKtuc8hyZ+t2ABQMQbCxgKtEjahBIzeeJx98EjF+Xp9FGTXhcOhCN6k99cHrXYDUHZFTICk+ok6QaEYZ6sjEuAyVtYYtKfPRP7z+C/71pleKamRGq3t8ul7nsCDzhfH3NVcn8q9ROzglmL8hbIwVgg5ou4dfkGkyRJS5RowmhgaoOOCbcHHJHmQKnyWcNaWX5RGc/7SGBFixFJgrtIwDkS7SZB9kg2bMXncTq2k0H8L/ZDv0xYac9OIkFwOLaFSqB5kZk3zBKmXX4KnTHMZolouY4zDWHyY0KxVFlP4uektSPeubvS5spO6qkXytBvLKsijwW+VrgvenE3QhGLKv1UE+yTlfEBYL3yd41yL2MRCZQ/V+5nJgkl77TyDP6otG0g4dnWItZEDQKD7CEzvVxYua4Zodi3ITzr2UqbGx/OWs1U7dEfBTB5O2LF7nypr+jb5h8X/SRwR/07kUvLEYqjH+EhbZckCkhNRLQg8OUqnl6FTD2COn/cGPEyE4kCjrNVkqiV86k8GZ0Y3BFetMArW/MNhPxuOYdSTZvKSKNi1HWIeXT/SFSIt7z8a0e+p8/gN5qDMa02EtNqo115RYaqzvMOMq0TGZwmK4nDW8Qzv5omrmaDPIV6pTy8uq+4SNR5MJCAIAUQWHArwogOIHDuNmVcomn9HpKvO2OBsDdZzpuC0eWRr65eEdbpfzm+9Uy0tbCs/3dX/4tn99QFMuLdG22kPV3U9z6fBFlAGLEe5yD0rorD/bNPz8g++PyM7MPJxA0XpEwPggn+U4C/c2WcoZWY5xAvxI2ISd2LgGpkwkn/tWW0SpQZgdWbzPDVNzPKcDzd77fjmWSoCqftXdYbL77uy+3AAlle27R6Ldx5b91gTtPMNI13Z1tCt9249MSCPLu/sNeZ1fTfT809TWJxH7jhmhO30S51AZXzL/pC5bsHKtQmLoQZJ6NX5raLH1c3cPVzF2LR+alSdbMJAXOaidhgVBqzPsTGtyre2oUVEVJlNHNkJI/SSBJ/VyIavT0r0h8xxYL5EUkb6NXnntTJEZMG8i2xwC5ERIZPG3532RzdvpMtsfLHCjS9q5LaGsh0gRFlqLFJ9UbZlaM1CENLlQIEI1AOcGp/zvSWikCbwxwLOgJao/esqbLHaciNIhSat7jATScJwpFibNVJ0jpFIfci8JdB4OWBHnNRVoGoo6LRxVTlMhPFWVPXZl+uBDvLV9lqjCU6+0BjONC+3rN119W31APk2p2Haqcc9p0+V10eCJjsJlPAVTPxZENkVel556ONNyjtbBqi6zFrd3vAVVrJ5vCyLiWEDMmUh0l90Y/NWioHYwE5FAsARHtD6AqNPcCKlWyqG8krlclz1b+1+wXgX5RDMsJ3EHvJa0AZSpGZQRSPPUPkPyR9/gcppQjUMYTyKiOe+3BsC+r70zXbxMuzTXHPXuebAzx8Mhwf3zfXynIs7RxXUju2i4/tTaVNPc8E+liFhV30c3axfru+UNOz+D7/PebdkQUqNKEDwWqSLslJm8cRdIQVsjyYRzlZJIkAQolWI74RxHupMivpEQr9QYSiV0Ciems9IlFThUqZEEr+ccQY1q42/4TG6JhdeyMXl3tlq10nRVoGZHPJcsOm6ncil7ZfVLTP/LHq5wusRs9Hv/Hqo5/K0EUVsjERoZQKhfPX+LmYjZRzFV6uJkAP53iNFsLAA08FVpVE0VV5ZWswjN5kJNhvk1y69liJF2Fc9CPm0HOkFUkaQiqrOppM+mhEN2A0BwF00WjEZ85WseyD14kMmHXpLRkyRS9FOfjkeXIcMSeNiGd+WBnrjcpzqUQY1UKRT3i4n0dHMxezj4V8luH5uod23hRIrIblL1yyrLmpqDI/KzCQs/q5RwrWfUrbva/m4pmISMvwkuH+5R65XrnXnyLmllrgKpnHXHFKfRH44j88rOTDlr93ZXwoJaZCweHe8b/ZmUxFZhi9EqUetz3pMzuDq28OKUMkMg5+sYagFxzNcVxAhdPRQl6U425X+qEmg5ap32dnBTX/9oXdSxAwjWa9PrYgY0MjS0bP3yWVO9wMpr5UN7S3ESwD16a1laX8JDB4F15ESJXRzJFRJ9cOIfF3RSdHXOZYcEJE0gY1yDpDLGwxxwLF+lg4mZqMGboj/TM4chKRKX+l8rGT0Szo6TLS2KjeqHbprqSzGhCc0Brg8yQqvu5sNxcXtJuLt5JIaFPDsXYuzEhRZaToxHyE5/FNoN/fmzVVVcaHOF6VDcCazs0+Z+dm31tK38ZCfK43ffZhR/31q7vGFRb0HCbp2W7+6F2/adl+Llh79ndX2vqbbTKaXq0c3oaAgZgRipOh6OThrj//6Fn13oeNQhHl5kh3sFdj1RHzRkwxb9Rkvb007jEbjVcq/Zi6z0sSYp0qJtWL//Wk0zTAf6+V5fbh2lYTJklah+IUkAVSbYWO5XkapDC4OiIc74uxE+FpLkM8myf2y8+xjPVrgUrbxr3+8m//loI+SifqqcrV0gr4phg5ZZFofbmfV+tD/CcJ1o/kPJSM79wtW36bSpt6gnJ0eCminLOcqdKePwPwTdPDZTf51jcq91FPovphsqQbTMPO3aQqoCaEgh1AvBd6EkmCMkJJcgHvkuA6V2UAAa9bjahHkWxASShzoUp7/qx6LwDPBD9zXaXUNH6m40Dlt+av0/sjZndD33gNqfCKTDIe4YHvAK5gD+XsoYVU2J0DmPg/wa+Gv2X6sVYipuuMFZksGh92yRX9efArzco9tij9rURAj1QoxPWklkm3SBIFvER3Y3FloKLzfEQfDevCOkMkotXqsv2+iDJ2qWNdkHmdumHHRt+Li5YPtT4kz5NuxLOeRgIr/0QSHj0x0Oke7gg2dvIJjPyR2fEq4ZOS+rUCqHyi4paZz5fcuHtz8bLk5lTnzQrAWXP+xM72gtIrXdZcky4a8X36td/p99VcbAPKpWPUDslIknb/jVHbBI9sWN9onRR7SxMIvHfdNaaXrli+ffOiZXGyjNnZu41zre8uX8/r8Xf2n7CSD1/+3pXxD+otvGAZDNGIe91/h/CQpsMYNpKGeWSojfJDriY4Wrz6BRwn8WFUOB3ee6w+03glPIslZItGNXHPtctjTE4sHjV2WX6S+kGli+GJ0pyOobLRuxDh26uVz0OdPsdr756fZx2IZOVOKTiuK7J2nC8uiV9idJCktPt/+N759Xfeu3TYOfIhYOni74o97DkuybHpMoRkpFh2tL8qJmnQyZFGRDTCi9hg0yt8ysA3KJED6Y2PQkYL1+pBGHUgEoPmKOedRRiBEkJJ71fuR/VEqRJgmPdmmJLSQ0YnlrH+KuBiBK63AZghxzRxdqZYIGLL1e/61EB3VnfQMK4nWTeR5bX1Ux95fKO5XPc1XY62PNgRcZ3/ldPXt8MfVu419+k7K5YDG69f3RUP7W5+ZdlbT//xi8uZTesbsx98DGVOLD5Yt/6KQ/fepDTfCTitvZ1PNM6/Sh3LRBQqbcNdK8v1T2y8eKt3fdtFocYBm67E5Mq9feyBnGXFIS7A6E+XtbIs1wmP9c+Vj4by4oeH+BxISZhMWYeWsX7dpoKbANbYNQR9MlKWhLlSz0LC7OyLcQjYtlaW65LbsG3aF3Q8vPkK/7QKemR5u+Z0h08TYZErRtUbCTvqM8m3slaW31T/2cTK+mWsH/TOlfW2ryYZ7jaAnSzc6BOKdpX2/FmDFMomQT0HCe+oLemaVQhD/xAi6hKfu0mKt3rtei7mc6zAQT4S72HkZUycikMGQggHgRkBSXCQKCwUSbrmYYV9RF0TDCQK8miAwJOBW/RlmtaaKm3jwWrtqa6T0UmOgGwa3xgba1kx+XnJGbCHAlFztNDSG73/sruDOUa3tj+cPfAfb/6nF+EV9int5iH2ig7EO2tS+lWBKGGuSg3g2R1ZYHwo8M0zKw3rS8Zpz4VOR8ebfhn+0tndkQXRudrd1o8bN1w3Q3vY6ZFzNE8Eb9VvDS9dh8gdSJcfAD/go/Drp2/ZNOHsqfLi7q7cfpNZIoZc0tfWh1jf0z24GdepG3dsvOzFRctfTDvWDVQqUJX4PKl+Y6PnmnXf3lnQdCoR1U4ioIoXA/oUy7FQzHkOcYQT9OElnxxKWZt0jTPpCnKZv7Xmm2ceWozMm5tL4pEwVe+pBJqrm0/Ju6fM8wT1RoszO1c3tr1RdSSEGB7CF7//k9F8x8lI/tw5urZCqy44sDNS6dG39pR//fePLAFe2bxoWdfs7N2O6/NfWByWDW7eH6/4P2WU8veujH/oCuxwMhREA+E5/CTwBwYrG7VkSPIbRVXNUcFMRvBoj1YBGu1xY/mgFU5H9h5vSPreD5idLrO5yOGN4+Za23MKAbSamByNaQ5mvM4QokAIUsdU+OqS55EDsbkdR5R41wKEIjrX242LxgYjRk9+Vm+/M2DPWf3yw/K2c9Qq7Y4MN8lw/6u//O5yIL1AUvzZJ57x7MrZNzj9q37c6i+tDlYCK9azjFEuevF3xRrt7w6jaYlKupKwpNNpiAVMsVCHnlgU4cE6jnjO6vsUQRidn6VEfj1j6yPDc0YeGyH7EV4ulHbeVNpNhmu9h/D4qeO4CwEhKkB4+h7PNCbDlZQmg2EfHJM/rv/iiWUkuPmrUIqKFNQkiIIspeGsRT9vqa5/rNTc+IeGbEl6sVZ9dstYXzt+df5yBGTg7a5XfEuq73cUn32o90TnZp+sXu/pOytqx935hJpEXOmvMi6+JK97QEI2nqj8WLjfVNg/oXVL6ZyTjz9Bwov7WVV5VHbvEedBzvLix3OWF6tj8KGsmctYX4v8XEnRDzdud/zXy9X6dme+JNONUD5Vp0UyFnsoGW4dAnBONXBwR0AomGaZQK6WWX0xTiX1P95G3jNvLZZNek/MbMQ/o2qyp6HjODIehLEpIRRDL7AH+MlaWU6udgoIhZzB45o6V7JwEcNOODF3GqNjxv0l9JEa5d5NCGVzPqJ0eCWJqpFBBJf4JKUfZ4HVkoQfkRdzDnWu1vIgX8JAjG58dFJALl9CzxMEOIEboXRnk2Cu+QgCux0ktVjXxyWJYsT6qvbRg1DEK4He34c+te8u84O19ZFpl3fFCo82xypmW+jP+nPo4/LqnIc1zZ4KoySRK0kC0uMJ5shj7Y1aEkq/TvlxkajQidJHG2L+2kg8Y7vST9euyCXHd0UuUSNxWiDvIu0+7XfNP9BH0Hb55OxOm+Q2rTXfV9sRKzIcic5iONl29KqnvjHn0Un/euqxrIsb95rkXkl6vv9j1t+HPjPwanhJOq4q4zo1sfkUaf1V/2+CRPXHNLhbD2lwt5RiQE4kislnBh9hRopXX5V+oI6096LK33iwPmfa5Te1PTdrc8myrQxBcxjR6vSlvW1nbD63yW3J8SOMj3jkYwiJ3/+RSFHNNG2nJYTGr0fWGYgG/K3u9ubJRSU3bXtu1uZFy7YuyNkxyxvJYYyp6SBpVKf8E/f9ocrftTL+v4WTTpJkiMZRRPJKFbAU4ZG4HHgm6XhhOV8YXGPUfR+FRzvTwmJEeK8TStPoFaXkCqc2NcyutJEO8xhKhtxwJalO/T4H4TlpBSaEwjrpgZ8svmjd97a+/p+PXjq9z5WVC3D5Jed6XvvjMw/Rfm8m5W/0MjiDvlO5dhcKpACIdfUXRq+b9JdxJn3A4A+b/a+evnr/m+euOEdi4Yl7mtwewxxfv7G8f0Cva263nrv6pjpVQct4/6u//G7t6rW76tK7lvyMZ1/vCl5/Z9cV5+vNgLy9tDo0ei9E2j3qie3Qy6FykxyagAitmpSfZsSi6kVQCYKKP1YU8XTv8gz30fpJmaokpsJzho5iqYr8u8zkPFWofl83a7CxHNhMwlhyAgdWsimQFinYwsjh0Uxjnw/8dMxr893dd5+sCrf5j0bOB872zxo7O1RVuKDzW8tUo3Bk0Rkkzr13lNSNKOWagdawyVSq85SvstV0bvbFGUCqODuTpCRiSY7Ou6jhV5Z879nKqw/cRQZJ8eKOVj5stoJkT3Tnd5Zv7/zO8kOI57xutnRTkERFxDcRHN4ZE2QVGWkdaq42IgM7D4eoccew52tEafWkdiqB5rnH9jryGk9W222yFOgxBZtkW0zplx+hHG5X+zkIuz6y1CMK0Ah2jKn4OEgFPcQZJM7Gxs19MnirXvlfNXqWKj/JUp7098UIBe4ssEQ5pxVVyVlCPt2EMCmQLDcyufRxA1pO8BeEYl2JUOzHIpRrHwlGE1VyEONsQ+TABBD7Qg7iufhfCy9xmAi8eZPhuVk9sYJFnbGi6O+D/3L+cHRm6XlPpZRr7JOcwTwtMnqNFAvnmXrDTe4xkKBOzJrpOGC4ufZZf5WtcUqrt6z/D8c+2bOr9RLVW+5F5KYcVe5XVdKTIXA6xPNq+aLxV7nevOwsV02uOWzRVxv6Q4Hyk82ez0aeyV0zMOsQwvBTRSIJdy9JrN3DvFf2ME+FuamRvSoU5pkk7HnGdcrh7N5FgkVoOCN2JMdW4nsDLlx0YsWODhMSWmRiBHGRxZ+Bh+QpNCC42+PvRXX/qS5keXuXyTGPZHKGJ6lX2OvXAOT43C5DJGS3Dnilxz52uzquIyEH4vfvlQ12qxTSRZGiflkXAMjp6nY6YxgmVUWMQEWhvsto07m2lxrbU6hOef+Jov+UIeTvWhmH903Fd8GSBtEIIzCRfQjFbR5iAo8llfZppIn/QWWkFz99YXEgFkD39decDN50w9GlhfkDN3d2Zzt/93ytfuv2CckejJH6bkYoD/MQibKeUfY544bb1pk9k4QycgSwXaJt9J+KFeZ3y5bcP780dc6fX5qqFkKgML8/+vC9r+zgwrDZwFDRhEEUgGtI4I8BNOW29jggxWIYyLpxyqZLX7j5Rs3y3246pXy8AXjAH9BO6+zOztFqo5GcnKBk7zcUXLHw7AOSVHe33HbBrCjxZ3zpqt7F4aDGEwpoaDqSNbm0OrQ96Zg0b7+0AlG9sByBs3xMqZCZDpf5KcLI6iKxEV7OEJSYmbzLOjlyT7/GdNQSi3PLqr+T+zVUFOstYA070PA4Y7ETYSZuJmHDxqWkelNTYDLvI+s+fezjuQHZVxW+LYdln3d927TQNvfEQrNmalVkIBJ9/i3tdikWOzV30mHlWqc3sbJuGeurEF5LPI1m//Zbxu7mzOHjtJ1NL7STck2dVesK9UbN5jF6e9IxtrnsU983F4Asabt8puISc8jl1EZDBn3Ub45ojGF3dmVzofv41zN5cUcrHwZbgco8M+mS6uWhKkcwON5xXjYail0fu7g5XGTz2p/f8w2Ecql68ZMjXvF3NilBFkaGHeYCrmojXdXGROLY8lRO8aZZpw5O+MRbG2v32jVRrx/JnB0zFp5szPbq8YYFUMbF+/XgCRaV5QglsgJwUIYdF4+xI86M0fTd/v+MKWwq6l4QzNxgisiI9/UMYh/xIBRsoeiUI9GEHT3V6AigIYYLLaXoEEqmhMBIxRAeZfX/c6Ri1VVcuQuR3OlERMM+RmL/CmwOL9u+ObzsEAmoWgTo+POJFaVr5j1kkJFi3pA1bDe6cFi6w7858vk2hCfeclHRvtj3L7+rrzeQJ59zVeXkm3tN35z38PgHdmTpDnXN6kYYQ9kIbHU2Yu1RWVoWKb/DynEnxhY03nxo1oxcfTTi0w+Eg1GDVn9u9tiiindb9Ayk0PfB4L1LfQcvU+8t6TgnSoQRWFH45/kzp/3nySpzu/+opTVwFrC1G4vGfqvkRy38kRxmUkEZbrI5RAYoGCMblInvCzlOK7l00UYORv6QMBDlJ6mXjlErHWPtE9fdMrOsu7WmqqPxYHXzqS6A6oGGYPVAw0b5ybRCOEmsRAuP7nS9PP86+88+dnv91nlL4xWBGT4KFl+nc6SgKyBri6xSyHg6ltsOEEJnquptcV3qPbNFnkLdeo6vJQPVKX9dvWdEGQZOvPZvQOLxocjfvTL+vyjJEA01gUeVbsSElBAhx/d4H+HfC0iiVGWkFz9dAZoFcPVlZ5q++7W3F3h9xkCPM6vXlhMwffO2nQsAtm6foFaXy9T35AqnKt9sNwn6LVUG4bjVe3vioZkzy4q9NVVjXAerx/fG8W7v7BmTooxcrz9p+KZ559iOaPaZX4dmRQ/ESqa5YqYsa1YodNmipr4H//31XVOru9WxcSm/R9xYR4WPT/Uia9Vz3+uc0rD0N1tenz/mXc1vV978eaMuZLh+8uZL3r1tbg7t+9Yixruls9tykckYkYNhbeC9k4U9kbA2esunDjq27Ry3ggvPc4g/49ySsN3VqXfrDTJFmr7i+c4Di03RoN2ns8j4pQ1JNIwrEMm1XgTjQi7wI9oltWQ9Sfd5hzIeGkQiXCEJ3uO41yXJyBlkAFqiA4Y+vb3cEuxINuZSDIy6Usgbh8+Sz2X542DyUnZVXxuHbzl5nhlYCGAkwFOc5ErymU4uedjQ0o8oKPPDIWEyo5P0sU/ODZCtSx1nJuihNKC9+mxhZTBk1Pss7n79yp88X7T+Gx/rPDV3UjkZcM96rcfFm39SDSM7qc8y5Zo5043HPfWBywcawynGzhjOu0mKLhX1HTl+3rEwN6o1tj/9kTf+ROKdTGdr+V+X5FB8cEKxpGt3Snm7Ts0zne2sLLvr95lOWYvIRRjOcQCKMYswklSlsIvEOjQaSOKGS+rffdqTZZXzFuk63Js7qmSjhrAnFDKbyAuH6UXM7cWIZyXXSVK6h35IOXmK2947ziSXG1N2Nq4Z09hePYkQU7HxQoLidI80iAEjAOxewp1jHLzX1EnteB2hAQAjLp2HcvsbfN9LQml2IRwe6v8OzqMlGw1hosTQEySbLEycJYrYm/TKsQMkqn9mI/ak+DpGan5AN+I9zyXBPa5GyWoQxqoaGTIB0uGuWece2fONghWTN2RX553yt/tKvD/Y+R15X8fFPsTemPPFmb/SVOef2BuMmryRmH5Oz0BBRSBiMnxm2m+9h96Y9QriuXYilCSnLFMnfZJvUMl3yCWPbgZ4lV6OMhnoO1UzSZvn7Yt6NTlSTKPRaUKxiHXAZ2icXBmjNW6YDTUv1HdQPUa9FxfgnnbloZkojqDuxYVHjkVkX/mmtmklr3Zln++vbPvq9P9mW+FVYZo5QnO8/Uw0psnXciV9lry+J77PU2gf3czCiYya7Kko4ijv2POLbtz9zT8+tHj/pIuu3TN5bm9WcMBS0tse2j1l/v2rlUal5Mq/b8lCd5hCXaaKwOkGRBKjSyXL5KaHj67euPrsT2oX6ptd+8KlnjKtWx9GFw2hNZkI50zXdTSQwNr/r0KFRyMjwImXSlLdAlle+zc1Ft6P/FMZT0gyRMNDKn4s2TKXeR+83hdQHChZhn3xM8B4jMD2L31m/2Svzxjw+IwBvS5Kn8tsnDmtY9cXP32gbOv2CeFh+n4OscgbESFa1dvjJoHpjVc4TTIuZiJCgkef31Kz+5tf2bm4/rjjcpC3V4/vCwK5jz89J0UZWWU8XBOQdZ4B9MZXcn77EsKqtQNOfj20ETIKg+Y2RBhXXYyPk4mXOsHu8RWUhMImV+WjLZ6KOX86WuF84Jq7WqsLGsZqJJkx9vONJBJ2c7btHNtjMYfdavEPSZKpqnCrXrNHgDWNrjH5+5rnlEuS7Cixtod2N8+/f/VKBslNy46GV39p179Mre4uzcoKZwWr9FFXwBwMx3QhXUxyD2hNQVPUL5MaGfgaQhFXx1P9/TXSE5aEQr6R5LC78KTHgEcyRBoGjX1IY+iWZDkdmhSfh/Gy5Wdx9p3lxea92A79UXhT1qqRgm7s5Cv9DODnTbx8g2eBCnrkWwePjDq2ozBgFRjM9RrjzHajo6rFVHq00+Q4S2puAABjnz1f4XLkmIImgzum0ej6bZYIwOINO3JOzZ2kA95cz7LaVbDC2aZ74cDLtqp31+ceBdugKIIiKZtVdrUxpMvRNBz5SnsK/78VX0oScYHnVJcuGqhvLby4jPRQ9N9S7pJqaybzUzlGkUZD13FnT7inMA9Ta2/QbNSFIrIsRcIxnVYrRQvlWFeOhvs/FZIfr5MklSUpWUYfzh6Oh5yEp342VHZO0dlOW62G0IBsCfcGNLETfdFoEL1JcAWpm3QAsX7JDPbQZ5Q6SaodW8USjURvtgV3KIh5xy4WIrHLWlw8s0xibVLfTgIzlFPV4jc5xRx25dB8qItpVVH0Ri3hoB87Ns5rSFS1hMFF22axFSf/hoZedPRhIhs9dkL8GQ0iX0KH2JsMyg+ItVpDKmPKRMRa6kGsfRbEetFBgv6wDeFt9ypjNhOh8EcA24HOOX0HOufsRhQVArGuqixX25ZP2lhaau04C8jV+adeBvj14c8tn1b4HqQ6a8S6fYxalvM5nHTQRoB8THwFG78kwBFqnllwc/SeLQ/4C7O7u0L9+vzq7pMF+aE+zZ4pF3c8nLX6qTsHHknLtxnMaJT0HCCp+NQ1t22xAU1tJ42GpiPmywLefHvudeMDjn8NtX3jh+u7gPD17ZsMq1qeuawk2G5vNFcF1peuvA2WZyotP5Jymvp9HiHyOAWskz+Z1Oc+bsPNJHyYNhcuc3k/aW366JGXZ49rO5sd1eqO131+bfPWeUuX33mMBuWMjLSLKpY9Qz+BzJzld057ZPmd0x5ZJz9J3XKprvYG/YnbbjScWDBR24tDM7CtRNP/uPre/Z0W6Rk149v/T/JPZTyzqIkZIF44Q9J3f5bltX94H22ONokyWUa0SpNhPJJUtxbILXH47J3dFjdAKKwzWS0hV1W5+2xVuTssf3mtUHzapVra710LVJ48k+//1n3XAJPNiIW0AtBcf/XJ2Qvnnu/976fm6lra7KpXZuNz8v7yn55c+cB//MWwxNOt73nlfwp0DbusALWbX63eCbx50w1HZ3X1WuZVj+/bCDzxxjvjUpSREo3Pfj5mC1qlkDoO6j2qL/wgI+TkmXw/qZ61GuAiSaq7WzFMahFYzF4SBsRChi+GEE8ovK76L00oCYXZ+v489YASa1d3Ul8qSh2+QHefxWQ0RAIAVkvI1NhsEzRaJXL9I+tXb7SaPPeMyz1n6Bko6K57Y23z1tNLl9/5FxpSlK12adUf/ocvSFLCq5WlCemyskM6VzSr363NJYbGlB317yQ1S74csZkmi5tUfGqy1CLCwcnjaSfz3Bs09ufMY5qn+E7ZGlts4/cdKhUGRpEvtPtA+f2r1wLDz23RXiEufJjJJoAeE/3xanZDejBGZcAmJcyaY8EjRcFuX07ENy2GlN1tKkzODQDA0BcqDBfoXcaBkGcgJ6soBgxYsyK5nS4r4JrN3nq1vdzSyJHpV3t85VMC06IRKfvoGzmHSDNiMzFymEr0T3Rs+mb8mGWsrz298VsOx6Nblshaqcd4ruuQqaEjaO8/H7P3n7/juSepV3H669WKe38L+jAB0Vjj91NkNtGt1WKe2tGQc9hSS6kUy4oVZLknXT/jbMSoM01598TOsjPtIRJOjKbgmPwJAxdPLI9aTXatN+DK2tPQYjzfezrpCisQBv/BpM/sqPNwCB7ytKS5YEdjJFuOOQ0yRHQ6AhoZKceGy+PDhlgTkj296e/OcLJCI9GTlYUUjYLRKJww++otC/3918UQz0Wdh1kI5daMmMcBoCGHlpYCGsI+9r7VxtzLIhiyLHQGg+Q0k6DukxhctM3Ie2zl98jcQA0VVNOMm19i5iQu5dw8EiXWsxH7UrJHXJVi5YfZxXubPzP12UiVvan4rGssfzz2Sefe9nlZCKpIszI+JxBwsTlKX8wIxpzH1XEhweACYH6nZZFtnP3M7LOu8RZvyGq3GryuXLNTanRXpudf2LgcP/BTiqnCjgsN/ZzDDMh8lByOoNunudj7yCe/cfzuzfcXzWg7YvaZLc5j46b0Zcf6B1abf7J8tfkn60iFKyW8xe9RSSM+HqCRXcxB7N/x4lOTLznubjtpMJ7Ykb1AZ5QDpuyY29OjMyGzhAHv0es92zq+e/oHC3pusVs7/iNvnAkPq3hi/nqe+Ne0e6lZK8v1ddJgo1E19NKZV8jgrZZupZaPswQ/vRhwz2vYlbekYeu4yt6mUGNxZejNmZcf2zpvqRoNiCc3kykP6xgmhME0HRH1NCj3vxuhqC4Z6lygXm67F8T6eIgh6mb8PRXp+dAY3/4O5Z/KeELSIRo+BAYNEtY2XADVXpqMCkucwRO4kUQxgZG88RuAB/YdKS3IyQ6UeX3GoNEQ7Z+7qDW1PHWSAnPyTF6w/rjjiju/sgsZaXufy/TeufO55e2dOdLm16otm1+rtiS17/vcw82/ANZ0NRomeXp1vTmOiLTsm13jNj3E2YZd1ihQs/nV6u2bX63eiuCDV0K7dZBkWDRGbQGzFLHV6rqSE3rUPmY0Qr5+10cMCK+PR/ncpPx/G4LHfAViIVJ81vGIxkxgi6rwFAa6Z473N9kKQn1uc2qBm6/ID0o3IxIK705qQ+VOdgPu6VM7vO/sGTMxGNKRbx/AaIzk/PoPs+KhvTv/8sjIym+7NAn4pSShDYU0HXf/8Ko3fvPczNiCZd2hX9VtuDpm1oU1csyfF3YdsEb707PkWxAKgTupfZvyeSbJOPf6NPaZn1f4mlHGfVWGse80OWJntmqfijb4PzdujNPQ05fVXffQ5c1bt09Yfue9dQ33Dj+3HwHW8DFaeJxa9BgxI7GfBkYOd47GgE05xhILnLHEAr2XO991ri+5Qb0Xu3ov/ZVZoeJ9Xed6awvLszwDncEsg80QDGd3l+WHgfuncKI2ub3CqvCZwqpw7/deb3CuZFMcppAsgxg5BFXZWqCydXyJv/bHXyyvXz73HJL0Wu5zu2YiSVcjSVtNp9rXrZXl+uFYYP6XFfIVgNNspisUxCxJBLT9IVf1qWOasFOfFy7IiepDYf+kg6cPlJ1pT5mTnd/4aL356PlVUiDs1ciyWwpG7MFJpRWuFfOfV73aE5ZM/0zUltXWd/Olx9zL5saTW6efOTKTJ29KmYc8KKvMFWsRrCFGxHvvCYXo1GoZG42iR0YbjWGMxrDEYhxArAediOd3gNExTKhS2efiUE6O8ABHowTMZujqN5a9cHzlX0idh+dIFEeJ97uAUwBrqni7PZuOF1yMnSkRLdjDJ15DcOpn9PBKwuuey5u4eDMOyygg4dGejIjyGBDr3gCpTqKM8v3L/yPc0V9sGAibm8bZz5q/s+CH5T9+91stu9sW+BEKeS3CedEFvIxa4EWmTqFejBtBwBVKs/U/fndN2R1z/2tsIGJ06zXhRqMuYNdJ0bxfHPzyaZIhJRczVkE9FxHChQYTNZiBHlqwkI8dOIePx978+JXLb939ZEHYYGjosRUS1BtNi+p3HCSDMZXCWgLNVGHjV4R4iu/wo/gYdwBP5JY6VzS9Yl2qM8oBvVHko+QURPF06XvoPG+7qe+5Yq/OGgjqTaZUhsjMslbObDSqMpK3GljBAD1kIS049o7lO1t+WNRaVqY9V1ClK3G1D3z32R8sBHZuXrQsOT9lqPV1KqIuQbKUIPK8rmc8f+FMivGbOPf9182Iy3qWfR749TCH1Kxk04nRtDVKGcsHZXz7O5V/KuMJOYdYlPIRDzSK4Em1AV9QjolDNN6HjIQ1G8oTuBwYDsoySP64cWrft766s1yrkbWBoA6jMaIm/QyiBztyrHhxMKTzBIM6Vn3i8GSAXpfp/NN/nFV6vKFQ6+03aLKzQpGJ43o9+4+UffKjq7suAZzOVoPJlB1z+z1aQn4GFq50Fjfssp4hgYFMubd0SM360NQDP89+sbxE0x8iPZFwMPtJE/DEq29NeAqxIatKtvpbDZ9WIiz8BWnfF3z24eZ6YE1RoEszxXdqbFCjlzsMhXmOUE+9JRZoUs69jsH0bFtIrNA24FCJo39DbU3XbV29WQsazuTzwpbJ27btHPd40jMajeH1byil4Q2G2M0/+u+tr//ov5Vv2n+zljC5yVRqaeP5GMLrobZrQ3jM7iezDJp7bTrH7GZD2eyr2TopiLH7NBP07ZSteYZV61bxzKCxv3X5khUMbWAMPbfVZ7mIFejI5jlsvIObHqXsd8+wi/5oxnHIYzKFWCPZuvtLjzQv1/VGnadmTSjPdvt0uR1O58nZk+7fxMoN63nm+lFcc2hJ4wzuGFO45FPr/mQzDQRa9y6b2+leNucVFIUnXuzmffLX8wEYhjLzsYuxnDGN4zt2CW53g4GAzusvDHT6W6/weI5OaGnJmATe8sjnanO2HNyV/8S2cn270x4uyXV1377kqBSMXFX0k5eWA85YtrlV4w/bi3+wcSGw071sbtesUwfHfeqNP1WR6nVes3GGtBX4JamUl7lAbiSCJxIhJElka7XIkkTQ7ydGAlqYPk+HjcAkSZPTSa4ksbPYQY3BgN3rJXCod2HXVt/Ss2nHuhGMHmkGmozqOS2gobKAhi3Ahqfl15Jx85kkuRx5BYIFJQeR7NlPovgPiPWym0QS5yHl82rldxRoWHfVnZPbfSVGT8gWytINmLoHHHk2oyv0yZo/5u1uW9CLgKdMB2Y5rm87VHpT80xjYbAga2z/1mX4amFl8rxcjFh7zcBle9vnRR7afad7Zc2fDONzz4xz+nPP/O69T2/f0XKZCo0R82otegoIAznkk0er4hGvxEIMF324gDvkH1IvHaOhqqPxqdNlE6TsQL9r7om9B5SExkzGVOZ35nPUyj9MfSbrAY2Wm3MKIr1+nwazNWYyW6OmVx4r3MWJfcWF9p6KHkN+r55A3IszfcyJx6sHGowqhE5R/j9J0vsyZGGdYUQ6Ri3XspwCzFiwr6jfgCvLHvFYbOGIVmeQJU2HN8saXbX1mZrNi5aFSEtuTmpKndMNCP3kDYTTaBwh1mNgKqBjErM4g5tU+kn13PcTrf9bSzKc2J32XfL/F1K5++9C/qGV8Qxe6JeAzyIWuYsQ1IaTSFQ32/gBQh+jSYRIfjkcEC/p/FNJqrtjFAr5CuDc7gMVB3/z3EzHqk8crhlT5nbsPVhWVlXuviNp444rMN5+gz07K+T29hsocfjsVkvQZMkKcc2icwMyOE80FAaCIW3HwrnNrtKZ3tfWs+zTQLPJGnWFgxqz4mnoyC0LjyOxGdoz3NtgZpzBZXmfkHrvBaluLdyrfvZI4r4zOiaTxY94bkYSoWMXsFUpuOIc6z8/IyxpAzFJG9BIsqnPkFtuCbRvQnieyhHV5AIIK9uLiJBcjggBhoD7KZHrq0u4vRq4FLj1zkH9GNHwAq5SfoeBJbRLvwJKCdLKX2jhL5SQRw9LOMQVqcVCKJE30C5BKpvK/cnJm8nKVol9rn+250i5ORY8B7j7NaZxfp1pwWlTVVcIY7eBsGk69bVAfTtlKxQPcNpcq1vNSN7vxGepc1vF538MkfuuiHQrtTf8aOPPbqzZuGBiwSkc2d27qgtOPT4qusS0sT75CobDf6bG14XdXk5g6g0cqP58hhDrg8DPpQZHa+8KR2tvGAFL2lCz5dSFXHM4SdngnCV5ptz2Ps8Vz71ds3dpwhsMVCqwkBWXTij4TNikb2uaUX6sfUpx6jGqfAheLFWG8sR78y0+a2+/rXqSSDw7fJQavx+H2UxnuY7HJhjiFSYzrV+VnqWzznqWzkre9KXKW//7BgSjjst89Pxx36LJCwE577dvT3Evmxu6pP7dafmevqOkKQRnz/EjEor475TPFyA8XjlAQJYJBIP0IfaxMAI37WN0FHWZZAOwpq8PZ18fb6nnbueLPobhoE6XTJ5TaXCiXYoypxTp2Ugit6MJkZhZgljXVMdCI8JhsB2YjYDh2ZR7lRF7VS+QV5Ldbml0VekkiWhlTtMpd9BW5AzkovCF70R4w532i3sXj7uj4Wo5KvVkVfley67uDwNr8q/szOl9o+iIcl27co0iFGjMwc7Z/Qc7Z0eUvvoRFIYpBop0jCcR0crjWFhIGZ30koMJO7m4OM/9anRAnkI99e9svLT+ncHvnw0/d0nx6MmVV742842Sq46QKvF3Rh3vK/e9PvO2TUbbkoYDmsh4qezMR8t878VKOl55rPDA/s32EDQeGms41ybJ8kVdsTyzSfG7VA80BFESYQd54Qdjtkcl8XayCdJLiCih4oHOiR2FRf16b9ivNUXD2lg06smyBgrcvQ5S523G9VW5/jvxa9yKjsvo52LlAw0eEs6pdPKG4db0C5aVbJKS/x/WgPkQHQvJl/yA5/9N5R9WGR/CC61HLObZwCXKjyp+4Jvv93qj5ExXleTkymrdiAUwjpUdJqktrmRvfrW6a/Or1apXoUL+csp14gqH1RJyBUM6c2FeP6GwJlxY0F8ciUjacFjnnDjW2TlxrNOEUPZOS1Jd7ern7FUaDfNCfk1/sF+TAzGXzRGJ9rboVYiECzVrfCTjIQkjqtzTbQiMWw/C25ObfN8IHKAaKo0nTQHblPPLSWxMbuW7LgT2cTXQbIoG7AGN0Q2gkWOBiKSzK/1toURektI/wVqSnvi4nHapYYSFI254XT95k/Gmac/NLLT0FIzNO7eV9lO1yrljlGP1wLfjZxoZy42MJY9D/BZ4lquBrVxBqtIlFO+MXrZ0ZavdXGzbLWmZ7anXW6P9FX2G3LKdlrnODkNJp5GAxUJ/QWGoK2dRYFclEclN8CZxD6n3OKSSmo6jzBuHf8k9+KqvZTXtUsaFVrqV2ivGvv7AnZc8PDEQMXnOu8bQ6Su6IsfoLi9BujutQBQMrVhtOLeDB3b9nIk6Ex5bKcFIANuL36b8D7dItRmT9obAJqvtjeKaw0mKp97kC7g8uTlmR2u3PekY28XH9vqV6zjDRl2rJhy1T37r9EJgp6KQpyt7o/JiDVtuXvn+Usb8VEIuAqkrF+fxHLxdAIeXTtEvenZvLkD1JKTqSZgQc/840MDPB2NhkyIbGeeH8VQ7KB4r06n2LmCnf9qYGq17oAzYNufUwcY8nyvF6+x2E/B4KVX+bUBUW1wDHENhjFL61Y8wvCWEAiohcgSGxPQOJ0PhgU8K4pT3PScuQJlLh7fVINY7tS95iL0pRD43Mw4LufTQSyVn0eOMr3sBoKjRVSXZTS65P5wdaHBOnFGY1d1sNzn1gbDJRQJuGRy/5lRH4dVdR0h9dlTddrai940i1QhxIYwjC4nqyXGaRBI0sekGijovBLOIhRos6IBzFHOH/OlB7+Fgxh0Dfi7FizC4moHc+4/cXaWTw76tpUsHeXzV8V6ye4vme0/dN7Y3J19+b+r8cM47x5nweoO80V94Yn/YHlL69UR1/ymq+0+tOaqr9h5n0hiAF84s/UooR68PRG9a852KaeE/dX/q/JnApJ18sMI34h22cRAfC3Hh7zYU9BZ092qjbdquOaG9HVnagWpTMGAPGE3Ohx9dvXH1/zwi9scRcOjKMTqq+ArVijIdIcR7vInYB8uU8RPnPkk97R/Y8TCkDDvncyUyfTdKx0IynNie9l1O0t/vF078N5N/WGWcoTe3g4iQ/1jl9wBwHtjyvuhy7kpYgPJ/JPCQQxytvhw1JBa5XESy0ByEh/wxMhRgURT90b5ccYVj+pSOE/XHixYbjRGiUfrPNOa6Kso8jiKHT4WDGIFpj/xi/vPAmjd+VdD6ie+153l6dfrggIQpO2rS6GTLvk22rcDjFwKnUa3jts7smb9cN7HqV7+7SLP7QIW6qS5AeG+cJBa9xxEKt4OkpCnlczU5rJVE6Wc34vmteOPJ/Jl5ZaGaqZNzwrnZ/aaIpA/EJI1JJ0dcQ4wRXFjiY1zkJ6mXbmXdDZM33vZvCx69OhrT9lTlnXutuqAhjLroJGjKAP4CfIZv8p98n1sxomcRM1jHQ5xDz26cI8A50mXQ3O42FZ7bYrrSuZJNde+y7MlOiiQ9oTwbniJ7yMm0/lPGkKTXBrSmQL/GNMESC6QvjsMqqXFvYKoHN16hLsNCu+KW2b92BCMmjzdoCxi0EQIRM0faZzhKrFtFctFoDNgSuX7zv0stuRU4rEWYQv24Ok9woL971El7KfJB2AO+tWjyvMZjv/x00GEzAuQ1dnY/+Mnv/6mxpuLyrgqHmyQ41i1bfqvSp7rsHd7jPVV5CwG58nDLlPYpxXFFIan5FCW/VVviOKcbU5Ml+8vuZT0kDLM1gHPu8X3BRfW7luYMeG5u7btja1lv++PLHnwOYI2RYFEQY3cMrbkLx0JgZw7e7vYpxRUIRfY24GrE83sNsYmv4Sus48EEvV+aZJwf+m7PLpK8yqZT7V2mU+0h4M1NrKzDd9Na0tascIS8pHblJCX5q0mfa5TrqCwlfShOg5EwvcNJpnPXApKUqcryqK8xWjhAOuTqOOK+5inHmYFZ5JPLTCyE8dNLMSZCzESmnl56KETsW5o/n/i4+65FD5q8QWuwZ6DAkGN0G0zaQPbP9t1+FOHgmQkU6HNDYd9Jy8ns6v6kS+POu6THTSLKcAIBVYFEzQnV2aEq5ZkMlOR50Y2SVAkX4FXOppQoe5PGzVU60HZ0ZdP6aVtLl6rJ+snr0QrA+YWXnpjhM1sDQYM5kC2Hg5GZlZrgtp7oxwzH520OV28kvpashQJpXdSkvU+9ZNimN0mAWRvInm3dR63lsO3B83Xm4wPTXlfu+f14kMXzzROFreim5g8z/sX3nW0/dCxs39FcHO6uAFz9kilYn1MbqN1W/8NlH9l41Yslyx/PWFk6SaRjNAKVcQ6RID5e5Q800o14j8Pyk8QhN9Ix1l6pe23m/aa7q0o1bUertOeHozwelaxnWQcCZtX7/bETun/f9dlD9f0zXcrX6u9hE1KHu0dFzpGAE0+QpDpDEm58qvL7g8CJ/2byj6yMpy98IF6wXsQD307qS/6bC77CXUOElu+S1g2hkKsLl4MEt7kKQ3AiFtB7EAUpXMo56u8VjNarl4TJrh7fVwnStm/ddw2337L3Gqfb0Dp2jOuw1RIuIqHQOpVS7s7DW20unUH2Xrqqt6ZkUtDg69X1Tb/au+r+q5+9sM0vSWnbubfC7ijo51tf3Vn+0OMLzu7aP0bdFWoQIe5KiEcX7iZDVECS4jAKmYRVXIRQKjr3Pm/fff03Oxe/cmyK8RPT9oY1lqg/glYqCDmHSyQcao4MWoQzRSs2td3bhYA+udIOVxNN1SJDj1MiO9kqGfgSZ5jMZDRIzKOIc5zLdL0RpLLE3xGsDLQsNkUD9oDW5GoylZ9oNxer7TTl06sPo58cRStXBVpMQclIQGOMWGIDXQp05zDq4tgu1cptrGjrzM55Z8+YisefnuN+451xh8gc/Ri14lGV22Tq9Ba51Q8M2lCgzVtiS75fFdqUBLtZvZ5lTSSxjfSdxdx3lq2k0rtJ72PcgPfHHlAnSbWdG9b8RlXEAcK+YLb/eLt1imeg4WcPfzmF6rCst301Yg5g7e3vAna6iq01+kC4DFFwLN0AiBvae3bkTd718+BS3759lmh/TDs994urPUtnfrz5kc/tiuZbnXOP7TV84q2NCwaMpoAnK6eXXPmist72NRcf2+vbM2WuM4ixS9rVkhf5/bmcWGu/paM06yPSR7N2WJc6TvOgXM9d0nDzNuO4ZGKVAZ4wCc94MhY6AfcSMmjNys/DqNHQE4tRAEyqk6QblDFJT1jcj2AVMiIUy/mAp04aIiIylNyVIWSetj4riveIbSpJj6ltCbaPYNvOku+UyB2mtFPuVf/o/ka+t/AnPU+SOu5BYKOSULkW6KSWGWgwE6ACGT0BQIOXceTRgw4BI6k/0DmHde+usaycvL54XO65aJ8/P3YuMO7bW88tvYpEBPK1QLtpZtilXwzSm9nVvi7fyWzHQKNlVqDVbEREI/WIMd6G8M6rjCWvISJ8BYDijEkdo9Gwi6TJCoSyr9a5CGBEx0kqiOHlFDUMYK+ynHffOOv5vi8teMKZ3q50TERBS3rb7Z15xW4AQyQU8NmybdcazvwFqLjVdzDVqOyR60+x7CHgFeC1z5/4/ecqjE0VXy7570sqTOcnGDRhzWccTxXf3fhjtUjT+/EgJ5xleXSRR9ee6nn23+R+Tr9i3/M1gN6ts/Zvz19s9uhtgYJgd2Bl2/qLXixZvka69QLrDxjJ5lo+Q5inOENQ7Wuyx/qNyFVHdIGwb6Vh/bTrpJezSzUdh0itOXGhouK5iyaYTxd9d0zd5MdaV/96p+cylfkree+8IHhM2v56CuGsMwP3S1LdD4CbEbl+8MHgxH8z+UdWxofyIh9CbBDDwUlGKxeUIJHkCfwpYmJnkVDETYhFwIHY1JLDc26gcpRQGCElCQ9QdQls2gq0S8leKjUD2k4iIacZYP9me9f+zfY4BObhDzg2Hp/Rnp0VcgeCuoGVNxwr3rV/zBmGCH0OU5E10/Ocidg0XPs32wHeXHCTYdYr7TNt1058z1kc6nafb8j2fOu+G3nx1cmroS6u3A/T5qBFeCgKvrbO7JzSIt9QuMb9KJSKKfcQiTP48NbZMVO7g1mzY2g6b5Lqakc7B0v8Hf5J/WeuiEoaT0BjdOtiYfOk/jOLgW0KCndDNgNrwmj6/Zi1WdEBu19jimTFBprMcsCpQHfcZ99m5kvflX6WO4YlWXn0TF3mO7TyhmNNK284lks69CSBAfwMQkE6RsIocvs1xpmbWRbHfM6eeZe/0VkZcFi6TZ6gLQAQihpMpdb2QPr4joJt5K8Wbh2t9H7m0n9zLZ9TLQXDYdmo1wNoQDoQpOymbvcdd3/kR+nPLqXP1t7+rs49/dZdh5GP3/piJbCiDokkpXIDsOa9TRRv+TfnSjkka9SG9N0eW/4zb9Vatx6eHBxfdKw0221rmZvtMU/NCuhjEZw5eTbAOe/43sv2TJn7YsvWcGfx44ema3IMIbnEPCAPRKy9D51Z0P9K1/M8AlyAEZosg1hlAIQWuRG4R6vFarWiteVgjEa555WLJa7dI2/grlRoiCTxRHERjW3tfC/edGZ5FPgUCS/+AUTOyIY6SdoKPD5IKR+seN+OMBCS5V7uktS/m3hQrhruvlVJYx9JOF/2YqSP+TKSZrjzvSErCO5ytShPelEk8VzM2PHjJkoOEhFkNISIYMGISOKbSD5jqCJ3V9Ylpl3OSyLUs58utskyG+4U/Xypb3Xe53PNzvnxlf4gNcn96Y3kegvoewvVk51gfkkewy3AhuGiBMnsIqOg8JyJiEoHUOlpnVgYYBw+7BgIkIWbKLaCt53If5YyJYE3Abnt+SUuW7/H7LHYAiGdwWQd8LoYZl1YyaYdiDwxbopRdtI/penRtjt7fzTuG3cCVJrOZSP2JDvvz4O8AQGfyf/Cy09WFLh6Cs+WjA15LTn3IxTLt7cWXntZUGuMGWOhgE9npcrfaCMpOpxSwEd1Rj1JvTyFKukYenaylDE8SjmV6DGzgCWcYUdSX1N0kq2RpWe2Rpb2Ak55yshJWRnkNCJi9RoJms6fAh/RSVHdysLfX73Tc9nTyrHJYz/q9TrD/hpAFLCzISCe3046vIMPACf+W8o/sjI+pBd5GIXvQuWCNzVFob4DgZubj1iU8xA4PZUGcMgCLB+w78N51lfwISk8klRX+9YLFctPn8uTsrPCLp1WDofCOhMSHWXFnnEkqCSHCn0KaZfmAN8BLo22ku/1GSNtHdaenz8zZ/tPfzW/B+GxeU09XDEitsLYCll+9da0lzwOqUjCqNeTuVjOE8r1a4EVb71QsbzxvD343IvTDm5+tTqOKXxnz5iKlTcci4foEc9tFsLLpBZzAPgK7dLb3MUJJoq5EfJqop59Bm2xpj98n39xa1q/hpUZ3mO4dVaiGi0aOUZIY0QbizLDewzMCSiGnliFnv4iNFJHftTliUkapwrdOb2Ncdsfpiq3gmKznd6BXqQdj7IAmZ3V16YVUUqFprQiNquFKEli/RrTuE5jYRVJjBlf/uzPyl99/kr/rZOeKrYCvQP5mHT+nOklh5Orv6kyklH7V60SNwoctl7//X/5OBqNlPfMtjd6v3jVtQADOVnO4yEah4AYpfT59BnG7dzNgt4+diHGaALwdJ0kNaI4CNa2sW7rfWxRFXHpoatePvQvNx2eeN33b8w61FRj6HTrIwU5uVr85lN/CZor9caQpSY/agoFXIC7tKcdwMYvjxR5Ytkt2VZNjs6IJSrpvKFTvl0Dr/XU8ggb+PCNm9qcHI6OH0ttJEIgGiUQjmALhriHu6QGxQudGKO7pNov3ULVWzv4y76DzPL5KDQaCRr0vOjxshjBoe1DJK5difDiG0jk2fQilPLUYj+ZI5W2EfruvYD7zDxPf8ICvgFllraDDBAgCxNBxvEr2v847qa+m6asvxxg06llDcq9uZLatAK3SRJmRMEePX5c6DErcSAJiQgGdPQTA/LIBaYwhjARBvBjIsYULiKXF5Q2M+1Lg8RpyNPwNItpI8AWQR8rHaOW94ZORB1ORknhafMZzMb2wlJb0GAyGUOBQHlfi98cCBZipxctAbSY0CDRQz2ZHVsbgDX7qmf77vjTf02WQN+bnRsudHfvY5h1YT3LNCvZFFP+bQJyZVmKJo6QgKRKmhfIpiJPof6Rr67eOO/Yu/e055cY+qy5XVfvf62lqvP8csR8tnl1Vnt21OcGsEa8pnZjiQtwU8FMaQc/4+MsYYAeTnKIs8p+pXjN5SmEmcKL0jMYKRfYNazkkFrV930Z2kNJsgGjSMN6ln0JhWbXoe8sJ50tTciFrNfp71UX8HvEXlqi/PQiDMPvyfLaEef236P8wyrjF+RFfv8S39RO9uY7jnQV1WikmCMmj9rTGUIobsnkpy0krPMPV/EYglJQeEDr4ENQeFQFuPG8PVhS6JN6nBZz/4A+B6CsxOPvc5nPIha8pNBnhnFql1Yh+E21ABoJbNagzmYNll9U2zYNeF45P728ebJSsQKBOZ2BGE8XYnxXKGwlyxGQoAqEIm1HYVNJVkBPn8uTSgp90ne/9rbghxWJs+7Hn57jVrzIIJ6jirncDvHQYSUqpeKnxJdyDM49ZO8Y8BucPw/OPb41PCFeAGKZWGOHVAwBrNF+M7K83WWwTY5IOrtOjrhsYc9Ba2wgThOnKOR3AGvajUWaKb5TtUGN3qZCd15/kWmeDo6OW8S00ABuo1Wcd/jP1FRfm4AOJY2julgeRyhFMsJ7EfJrzdNaTKUp0Kpcu+vc7I/s0T/89J3Hk9hUtpVYOx/PECYddgMZqRDHBxFFER+kQCxj/bqkcf92eExBbtbuhtMFT7xxQlXGpVhMS2Yv/woevKGy5FiHb8aWY3prb3/FgcOU9faxy+PhDGKu1SLGMDc4Jn9CuDTv6c++89HW8W0/KQUIO2yuI3d+ZS9AxJ7tU9s3NPc4ImNye0ySX9e+21VcVVvUO6nl9AHAZu/37AJydb1ex0Bedne/0+CXjTpT9o4TO03nA8mcxsMaN0n834sRcIJm4I/A99fKcgrwWJHKshLKVUUcQKfF7XRRSGZlagXgvGwR5y5bxB7lM/vZRjTP/E6Ewv3TKtqO1T/0q0mL7pmp73LvNjV0qFU3VdaRFI9icrukKsunEZv7doCTp3BoNHxk4gRRqbKzi1eSudRGkMzz9BC5/IbXuYHJFGKnGxe/odfwXjC29JotcwCCUUP4gZ13DyAcEa8o5zoQTE5mxFqmBxZwguNcRC5mAvixYiKADhPvKZU4xxImip8QBjREiOIDApSwDPgJyr6U90jfT5L6aQecv7ruC8u/MPPJWQB/sH6ql17c2DFxM0ukY6wgU77S6FlFRowU92Tnyt4sq0OKxULGYCAoyTFTh7XIUNbX6jdooi702AnjoosD9JM8Z+OSrPSerKjur+g6rx3fdiaaFQ6WA79WjeMM9J5Xr2fZi8ALBfpfbbJpXfd8pfRns9R2W4IV7cDn3g+loSqr1/9kqDwkPZBb5m8N9BjzTQWhXqwRr+mxqtsPUMk4FlKFm2L89GIniyXcSD8uDNg4T6F0jK8gkhvLmc3H4y1b2J0Gb/lQDe00A0YVOe3vODxPjJ3M0HpGRsn0XnUBx2R57fz30++/R/mHVcbhA3uRRyMbgDWNLlv+O80VtQWWATnf5A/ft2NET2dyMqLq7QFhCZ5C4C1rGcGIGE0p8cHH3LshUagnIR+i8bICcD734rSD3/3a2wsliYAkyS5LVshUkDfAT385vwXFEzhk20rBHIQi3gz8KwJbbgTmfHblkdhn/+3wK5JUl4kNJQY8odz3JxFwoAES1fRqSVBZqhuHqiDNAu5WFHGH+n12VtjV47SYJYnAqk8crlGUcZuCq1YhT8sRis1BEvCNTQymVNz9uTs+Fn3mzzP2kLqoufOvzJqJwMUNpxgCNFljA7nWwMD2pM/syj3GRfWQd5ocK2JI2eP9TbbiULfbHAuebniDbF8XZ0P9lGsNmKMhAgYLAV9XRtaE5MVSsCYIvH8ZsO1odnVjt6lwEE9zaXFbxaZvL79VDM2wMuIG8n6S9tRiNCS9HxkU+BWAc65/r+GKwNuX5Uad9i6tI/COaf5tmFfevoz1E4G7ica8Y1c9ejCakxXP6JciMS1JXv5BLDdTim3tU4pzgXXHv//iahJjGE/gjpoNRd6rp9t1XR45/9fb44mNskGrQzHINd6B+Odaj9/YKlV1jM8Ojuvv9GmmnDu+q6yvIwTklvW2rwOI5Ft/KkVjRVIw3GXee/qAwnJij4+nwI0P3ixFIZ4FiOI1yfzf44H/AD5aJ0mbEPM5eTybZJl50Sjd6gmhEKYsc0KZSn4WM6cz02bjtFZD8eRqmi1ZhE42YHvzbZYDkixBx5ob6oHmUJWjJlJkW6xv6ZO0/pDKtGBCzBU3UKm2PW4snzEZaZs+jWMKfSN0MMA5ptKJ/XyU8B43OSs/LSrZRiKEf/t7Sn2/GjUGfah52sKbBHmT5Pfx2lsverIgx+jNBtjRvOhwz0BhHiTGCDEPPMr9yKjQxA7KOMA5JhDCTjk+ohzHSB9hwI2VIhwEmIOOAoz48bEPH23xCr0Zja2S7LanVtas/ybAgGSO/VR7R3OcOySXHgSVajLrivp7tInSI3plt825Sirqbe8q6es0mQMDJr8pK9BcUOqK6PXGiefOHAZcJysmOY7Mml6jiUUXxzTazpuOUZuuIA+j9NYCG4bw0k8FFgE//O+JX0zpZDBm8Nf3T//acIr4SPSVI4xBBbCuyt94myxJS7oMhT2Pjb191+biZSGqmUY2RznPNHKIkEMRMjIGTFjJZwYfQZBMpEs/g/mAP1AUcTgDBpQkUgFTAUCvibwuTxGJoylSckHr9Ycdqfu7lH9oZfyvLsqmtre97KdVdpe+ZyCr6wcHFx3fei7h6SSdj1YoicsRoR0XArutJlPKJAoADVU8IrmdQR69zz3yxY0K53Zl20mjf+oVY8rf25ZzLvmYoYyEQcZLuzSH9nvXI+i285T+vvfCluo/fuzWfykisxFQCTQrcI6dChe6veFsXuzGpSc/9/qOp0bzgsYL5gC3UCK/nvTdX5LuP7NnW8gaRAhYLTpUQSIB1EbqoplMNSkp47QEBQIzfUrn8R17xizscWYFxpS57SRjCtVFp12qTGpfFScZKBWf+XPdz5T2VaXiOBCqui1XXYBcyqHq7/R5NOoFN56sqKJUFfF1ifyBjmMcr7xYFIAZ6AN7eUboUPpi2YUY1zcpkeu6BVb8gyymHzoMJa3EenzuKx52UDacylsun1mworDhE/MPVw9IpoBTY3fnxNym6we2LMH141pKnvspYEKrucPU0LHLt2BSfOMJl9g705S44TyDyWNoV+7TFC7NNUnBiFs26gK6dqctajX5tN5AtqGlL7vohxsLe754ZZ6hw52lXkACiZePv3dej95oxLHvac883yR2VU9iHQ/K9ZuAuj/ddEfSvbvJhIFNh44k5L9IKOLLEDztjyAKj8xAKI/b0sZzg6+fG81mbDot7lAIUzCEaf7FNABN6c/C66WmuZmFvU7K3tjOIOlbtXhX3+cuPwrgvGn+QcdDmy+PFFqzted73cohJgSkz4agpF0DOI0GWsMR7EpBo53VBuAoeWQDVoLHzlA2dTx2k0nsi+dbOOzrp4vRK5tDzVOVASv5866vz3m0GiAmSzyw4+5jiAI8yYqaHRFBcyV9dhYIy+3cqmC3b0Mks41BzKG9OFjGdeQxQIQeJArRcw3jeI3TIJJRP/fIrzbml/d8zZwzUO73ZLX0thQ89lTPl2oQayLP6z7W3SMVRghhwoKdmXgRvOYa0vJBSPNOD6OUjqhUPb7sNvd9T96Td7Z0nNubZQ1YB7ym4v42e9uCInnirjMf9Zqy+k+NnWAyDgT8+Z7e8H2f+55wbA32zo+k+MffxbaOUgevSHOqB05qmIrfP9kUjORr9WglPcIhttWoCX3/2YLPZ1J44/d8xf7XH7jl5V87qjqaTI3FlTW/vu6WiySuujutX0OPQY9cXw23T07FhXcwjkayOYuBcrKZQIzIRaf2SR9/988Fh8fPCL87YwFtRaXRiE6vQ0TROxGwyybgOukYAbUPakLtDTs23nbjjo03TGw+hcPZvetlw3UTpWmPDMKiJ9/jSAZMhmFxAt8aaswuQP6qMMS/F/mnMj5KGY2XOaM8KNffJNU1Am+T5ukkfRFLKNBBhNJnRnhOdyKUG+cFeKIHbfwzlrjzJ87rvwfhMWjuajQs+cT32m0mS6x1/2a7zIV4OtJgIooUApc3tdhrgFcRG0e6gh9fjJK40O2A89Y7D4723q5SfqcWzBHX+5n4uTf5/tVkVzvCM1KrfJdcICSCwGuqVFnJi6bqqYQE524PItnolerxvRQXekP+gG5sT68lesM1J/Qvvjo53aAZlXWfxpfuQcyBy4GGvEuy3GSuOpYaqk2DG508k+//1n3X+IZIUh1KRAGUszhlmV2Tr+WSubcwtnQ6GgSbwkdol95DLMIjLZYfaDH9IHSDw8hQivFtiMiIE2jWt/bV5P3PkStadLnt5nlZAQCPxkZO1N3zUtaSbyJ4oE8Be/fLz2kR8/4bADGLiWWsnwmc38TKPoZXEB4hMUYuxFyVApNLA1IoHNB4/aZwaZ6rd/b4Nx2P/uV6gPJ/f/bT5f/+bKZ7WxAOEw2H2XjoCMFDR8QcX/ug+PJCYD1p0YNOxLMHaFgryy8qxzxKokpxNaIaoDqeK9bKct0rF0v3B0Pc43RRmGWme8rV1u7wRcXT7r7mk9neU68ttuxpaDWe73UBON0ctFop8gdwR6LowmHMOh0RrYa9J352W3/vF658Nz54y+Z2gbS94BevLjae781HvJe7SFDoxSkkO7s5XlkhIFRHjjKl2o4RPUHc7CMLh1fGvGC6YGyRZdi5i91ker+GEKVwT0YKREmiIfnzx5d+5d0pBceXARzunNH65vkrzgIbIaWwUgDxrhxIuowNkeSarBi9iDDebQDMxYmffAbQoiFMP1qiaLmecyCUqutXsxzh5X5bOW95pE47UxeKEkPi4fw7O3Bjo5QwMwAzOgTNoo2kfBDS1rDh+KWfmzLyOvDGnKsO6aJh3xdeeqK8pLfdHrIbwpFanT4wJrsLL4e8rdYbrzi4zT6AxVtfMa3REA55lWedvmeNtN5WAs1tHaUO/0uWKz+y4ZX8kEXvC9YbDL63c3sW9b3TUBLsvHu0lLI37Nh4251/fHhi0GDydOYVuR2ubtP3fnPfxGy/7zamLL896dARxyCdxlA6hnBmFHIcDdMvOrk//K0X1lldWbbovN27+z/1xh86rVFf1tX7X18hvSVDqqEdH/+4Qn6ZBGKNewtwN5rGjJuaffRHSzq37NpatDSxZw9mcMm0Zr6tjKUZgd02ohgwwPdXsmlIA2a08r8EKf6byz+V8VHIUF7m0SbUMfowizrZjyG8TjkILNkU5dg4z+4ojINBG/8VX+itcLXrDWo/nK0GU25p2HPpqt4ahR0FRrP5pMFEXnpt4g9vWX3jJdbsoPfima0LQmFtFkLh9ZLwoHyYyXaZC+YIw+VREhRq8fu//pqTjlUfPzzFlhMsbW23+p7fUrN786vVHYiFXKXRkpU+nk7rpx1hIKkeNxBQmqsRIfpaW05ItuWE2osdA/WbnvqDAnNZm9znUd33DdecuG3lDe85ih0+6XhDYdGzf54e2HOo3AW0mEr1XYzWw6x45EeRpJpRkhW2aTdw5RXfZqqkIZkNohC4fEAyWR+2fX13QDLmLPW/VjEldMKdF3MdIgkD+GEo0++HbnAEGUoxvgGlYiSAsbH7YPY8Jjdu9OfVzMMZlvSmCDpTcaRrV7uudKJy3iRSFSZVpgAHi9a9+ELdt25yWj9RUmX/whi9dakjmQnJBoMKJ7kQc65eNhrKNf6wXesNSN23X3vAvWxuV7gwR1v4+NZZhjZnXlTSu5qKL20q694z3RjxGWWQJcHC5EO8D8cZjJ0eFawnQ/SgJOlrOeNJYl6oHrr4WqKwpjQAK/qy7TP3TZpV9U7t/KNHxk8/O7H3+U94r6zNk3ee9AKcmV5Zk6MNBovONA78ywp5d57PdQiFbnAZ6wdFWdzL5gTdy+b8cbZ0UzILVgeJKoM9AH19AkJVVEhNIEgZHnz42Y6HTuB4YS5WWyGzAXp6OXPmHD0kw3dGIUNRIA76/K5fPKP+Oav40JdlmZcB0pT2AwjDXI3eJa8Z6YrRQYTRPotiIrRxHolSjICGAPm8TTUDyrGDlKrS99qLdKHodAC33rbzwFWzTyvHzESssxKwB2FsySj5IAxew4aM/qxkU90o1oENW+ctXbN13tLDgPvpd25e4ozmBmtdRw8CBGWjwVVhd/mN5kAkZoh999kfLAR2bV60LH3PGmm9bQJym5rH1tzwzkuWkMUQDOUaiPm1/QGt2XPEOsNREtw62ogIN+7YuCBgNHm8WYIZymOxBayS+JwvL08c2CPXU5ABAja80i/uJQ/nBO3JtrtO1k3Mq+zTZes8A8FeU0+/Ltuf5fIPMHoO75RntDf34nJjLOD9wvknyrcWLT0zxDmQec08BPSuZNNgKMqHKP8LkOK/ufxTGR+djJh4MoKMVgGtRCivn0EkMKqiR2FXkKS6BQjlcSTjYJABYC0IF/r6tPHKVCZr1OXp1ZoLx4TsSdcaDXwgBSZy/Wc/swiIdvdaJp1tyitFKOESwqOcUiDhQ7Jy4wVz3jtZ2LDkU6v2XDK32ff7//nTKq1WzgK+OXlC98MnThfaANf115x0fPdrby/scWbJXp+htazYa/rmV3YuDgR1R157a3wuiapeMgJTviHNuywrP6o3CIRyvlW5R73y+XHlt530uTFscqwi7VLtv31h7JJIRNPr9pg6q8f1mh6p22L6z8cuPbT51Woz78+Qed9zd60s19MuBYHvAhrCdPAr9nOSGhz0eW8yD7RMLq9a3r/5ihcsN2z/Ue6d6pwblFQ6nDKdAYe4QVHgM34+XJ8vQIYykCEp+mA61d6lrzU1hJyRyoBksmmIhbVEQ036MZc168qSmBaGFikQsgBH/Huc+qgrvADAutQxqMhGsoKseqQtO09mu6+bZe++fUm9Z+msbsDecc/Huzvu+fiSF29dCbBmTOfb8i0vL54LENUYolFJ12eMDjgR3qqFCE9xqrJSkIFbe7BCkD532hD5FVmk8n9/Pfl2EUarj/S1RIG+fF4o1E1qu5F8a5eux2vvnzdxjqzXGqRgJODtHnC7qqe5Pv/dr3tQ5pOSTOsgtUpvUB3DTAZGnSSlPOe+Prr6+hQIVT6QiIxx8UKs6t8HDrGb909hN7zcJRUBNyn/NaBA62Cw0p6Bt1z1tK8mVTFSk1Dn0YSMgz7KeZ2q+HplRzxLyKBUTX3p5EXq37lvuc493Ll6451ff6QWEXFsJbG29ZKUD8JgVpFh4SEjGtXrgHH4mMhl5EKJt91UEWzeXu1r6OIUi6UcecCXlSNlR70mj0Uovjdte27m5kXLtqS0k0HpfWTlN9668+uPrOAYq2dn3+X/csnPyjVS1JHf3avzFmdHtYaoztmQ126IhQJtptR6ByPJxOZTnHeMwRBNcC30WvOZ2Hxq8MHDVwAeJCq0ZHb27tuW5P4lp7SzTfbmWXtypb4IpXJRS2+lrur4uW1J/R0OngNpz8irs9qJyO6SYLt9mHPgHwS7/beSfyrjo5NhF5iR5AIU0CaER1xVxLsQiRl+BC67BHgI8SKPpGANUty6zhpD06/2tMRvarr/+Pl68+XdjUY3memHhpIUmEj7oR9/Lc/uN7d05AT/5zdz+x96fKFJRjKTKNKR8sJ+CFZuvGDOo09e3NrWmVO2fvNUxxc/sz+8ZPFZAO39336jYeWXP7kIYNXHD0/pcWbJre05ZktWONzTl2XV66P5n1x2tOa1t8bvRKlERzp7S4lcL0l1rWPKXBMG/PqPOd3muVnmsH/OjNbz//XAX45Nq+6+D1h98kzeySPHiid7+w0LrJaQq7jQ141GvuyyG+tSoxYjJ62siEY1PT1Oi2Q0RPD4jGKzueHozM2vVm8ZqrBKuuKbJvG5e/01Jx2rPnG4psThszeczZNpv3dQmfoMkjC8vscResnHTjdNEHrUOKn/q1ld0nTZf0Xgrcl7zXO2q/cxwn3GZRi6MzVkn/65oEEbRaGWEWQowyalYiRA97uBk+MvDeinB+uPHjbU1ubIXjkn5g13aB31tWfqz/3rxl+1lPW2m4GmFy65/t0nr/vsFgB9c0/b9DH/ul5tK3I+cAbA9cT5MutSR7w0dSYDQ1Us6ySp1rrjxG2mk20Lcp/bNTVUkd9g2X36Hdsrhztf+5fuf5vQusW8ZO+3FkvIyMCAIc8d0xryjP3nnSSgVTOBLfExa2EmDqro5yj9CSgZBdK6NIU807r3Bgl+/E1DjG2M4RXZlHb7Vl16vPgHGxdGCq1Vkj98VtfrQesNmHpuv1aF56ksQuo8eU25p6sR72x6AnOyjGTAiu/sRLJKGQ/Q78P97h6CyrU+GCtPpnkKH0NdG3v4E3/me/xcymgUDVNsKJNiFAQ2siJ+z5k86oPOHft8Y6XN6Z2IBvDTxxF6Vh/5yfLV63+yToE9JF8nng8yBC/1hStsimHYZiye+UvHdVXrO1ce3Xp26YuArdFWtXiC4XQ2OjoZwJ5rcnV0WE1VXskakCXoycmn0N1TQKYcqiSlNx0+s983z/ZfrSYu17/R76m0Fho7Q5HO3uJmf092f0hjMJUGBtc7GE4czu5dnblFVwSMZgyRUCCkM5hMQX+Ow9m9bbRtDCfyFOrX82AX8HyOwbNQ64qVuHNtOnPYH5guHfJUtzQESSTojzT+Kc/IGvG6jLGgXaFRHOoc+AfBbv+t5J/K+OjkA1uEo1RANyBYCUBsaI2IhJo2BBNIOUJBCZBa9AfSjINMBoDfq72/sCq8HAWTWFodDJlzog2/+MqYlOqAo/BSp8BEih2CzWzcGJfpx9971VRa7O2/896lKk2XnQ//hd2PohB4vCY1mtCN8NYA8Inrj78HvAussOUES7t6LC7ArNHIsTy7v9PbbwjZrMEyBE5cKVwxiGnGBrxzvtU+Wf3M6zNmb3tn3JRZ19xWGIloPSfeftRff9xxRTCk82RnhdxurzHP6TLN0mjlJi4c0lRZNcZ5qKUjZwGAQR8J9DizKMwfiG82GQurDC9NQO7115w0fPdrby/0+oyB8622YFmxVyZzmfp0EYZXlChXkMd8pmNBj5ugZe+AZsorx7NdU3J7/JJRVfxGbaQqMpTnPiNzwwDmT30s+vtXow8+VwRQ4Oppf/LH//ocw1e2HSRD4aaVr1M2HE8rMaOV+08ZJn7NEevWezXWrj9Zlh/XnY3wiXdemN2RW+go623fCuTOOFP/JfUaUihiJA3jHzkfOOs93x7OFNZNjwR0rD5aDyw3nWp3mk61v2h956QNwejzU+Cn3/l9aq0aT1ZZe691Ymuu7+w4EkVjAArmz6UeVRk5Ti5mIJdaOvDiHgQlUyXTuncG+BMiUjcFYRhvRCiYxQhFrUAdzyEU2ZR23cvmdskGXb116xGHZe8ZY7jY7lIhOSQqqabPk1dQvL3DGaOZnvP8ubx17TXK/434eBc907kMjch/sWRz91pZfmyoNkctmXnNvwUsBSCGj81UItau+FqRwSjKJEPXyRiu6uVdUu3SfIvDl5e1JJRl6GmuLT006e1zV0tmQaLNOXbzfqo6j6JfGY8uSKrEnLvQ7gh1sfbUfbWGWMi7uWRZ13r/yqNTtMemVenO92LBrQ1HikzRgPS241JTl7Goelzrmc6xbee2Kvc8HJvJoHXmvYEZ597zzmg51jS9/Xun7puo00SjIYPOZIr6c6Z7M9Y7GFKqW049njPgLj8yfoajLb/Elut1ShNaT+dIyCsHyrJuMQf9BklEiw4Bj0lvySeH6etQUgk0991o3zf5p6cXht3aQCRbF5BkCslkYA49/inPaK5zT8up7EkVP6u6/SjDOOX+Srk7/xRF/qmMt2fwXAxWTv63LMJ+Et7kECIkvF/5u1r5XMVjpnjvyGAcZDIA1rMsJZEotyTyxL5NP7nQl0mf9PdfSmZ8Mza+qm/iK7//7QRLVljz9S/stvzoZ5f0d3RbJdQCCR802SL1OanYR76yal/u62+PbauZ1JO96OLz2QADfp0/yxw5IMtrA0A97ffyyrbxSyUJl9EQCQCUF3v9Xb1ZDcChTFSOinwPgbsF+BEiWfEzwH9FItpC4KFv3XdN551f2UUwqMPbb8Cgj+ZZbOHoQ48vCEKcGAxG5y1uqh7flwvSziPHimq8/QZ7WZE3UDXGtfUDjN8GYM1NNxyd5PEaAz1OC8GQ1lQ1xhX3OpLqPUrdIHIVw0uLliXx5D3Iw2S6NkTYrJUMcshkJGia69/riEg66zX+bWUEbnqSod+nZBkq6lSOSA4CwIPV4cRe08DEmVGtzp52vEv5vQKoH6lIjypD4aYzKenX/kKuX8b660lKxP724YcXh3R6jzMnT803cI3taGLTXTfdy4NyXd2ElIq2qthIMIjEr5H3jbH1xY9MS4kExDyRe3RjTEcj5wPq+S6EUX4GyI5J2oKIxhhxZ1e27K/+8rsVXe+UaSMBu8s67kxu/3k/QlkNAFuvvSaetOyiHxtZuIlhIp8aRRnPZEQNte7dl6xk10nSJETiK/5pFY3H6h9KH9J0GdSuZ+msmGfprOcR0bZB48UHiE6mPOd0BbkKG1XkQZz2zwP8ZqQ2RymZDM1JqBU/WzhKkG6Gj3BmlOGSRUGBNkjxtiqBFY9ctXri6nkst/b2O5Hl13yyPHPizrNXZ+v6iwGIEGQfh5RLuIHKCy1nf6HHJ4+RMStUPNlwwpwd8WQ95LnzI1Txl83BZWcjPn3268arnT2zcqPeEzmOllhFl9EV7JwQbrCZQgHrywuue33yMImjyrUzz588KrYVXnV3dsR3240dGxdM7D+FI9i9rSTY+fhokzcB6JHrSwqku0v6tq5oyyueebps/MxpjcfK0o6yIbj5F9/91P3vPPC5e84hnGDzgBuXtP3lqS+V/o8Kj2liMCyvCchtX1rcBeysfK6lxtAXcoTyDJ3AOnrkehkYcfzTIDxVgfOnny9d8fzWoqW1Kec8OfiZ/RVyd/4pivxjK+PtmenN0r2F/4vZvMn1JeKFKBDWavKzeg+Ypvx9QcbBh/QyxWEiwOMd3dZZHd1W5+4DZXlXLmos0Gllrr7s7JHf/nnGjqEU3Qtipxn8nGxOt9GVawvaFy9osnfWr7tEPTQWg+//16V7H/jJG4GkFjZotbGbC3L7e30DBqyWkMmaHTQ99puLB2NpE/2TgM8p/w4A98jy2hDwqCTVfQPB9738xVcn/1FG2r7qE4cnlzh89j0HS3WPPz3l7K79Y5INllEpDY/8Yn79vIta7mnvzDZIktx15aJzR6vK3THg8ZHOHUrUuVs1xvWUWvF07szWA9Xje5O9jkOyIMRkyaCRZNHYCRr5T97gGpZxE/kYkHSLonqQ9d2agtaP9G+9RCvFLGWRtl0M8z6lyVBRpxblt8uD1dGFY+EAJnM7pXZ9JBwL6/SatHbcQOUoi/QMa4SnK+mSRO29EmtnPFE101Tmr8mq6j+YXe3ryvU67V22wqBS4TKlH8rfQymzb6X30f+u6x7vlq6j1qUOtS1X6NyAwTTHXu4735EcBTsNBNfK8q1Kaew4c0K3bbK88OhDFbnes7sQzELq9R6HJIxxFi7CmJEIoMd+MojjvRCzXDGMzZK0FoUfXPEqb0REKcqVZ7IZGF8nSZ0IT99s4L9J4/9OHvdVPEPyWK+CDc+walRRCVITFi8oOplulJ15ZWL9vf5PfE1DtCiGtmu6/sjxat2pLpIVZHiSB2XfUG1eoGRSAPcCHTwo30qB9CSjYUcaQoaBsJDGttIM5FqNnnsaXWOOVtnPu6x9A1j7Bl4BLkbPBADaOIifkNJEfGwVjzokKfYAQ0WhFMVv2D1GNfy3zF3yGa85u3V+y+6u2ab9dj8m+rXZAzl+r+W7lh8sDMmG+q2hpYd4UK4rPMbaJbu3tKlMK+35Ja6ffez2o1vnLU1myHIpl1B/r6BA4rnLP1GV7+6d12PL73pmyarjmxctizPBCKVz+e2jqHcwvCiwmCsf2/iz5x/60uXqx8/PuHLvFx5cv+fBX95V9dWNj38U4Oatv61+4HP3ZCOM5e7xplNF07MP3dMdKni50NATh46lVSeNryftS4u725cWqwm06yqSlHbFIBL3rjwv6Vj8uaT0Vf13tfjJHAkYXX7JP+UDyj+2Mn4ByW1/42xeG5CcLHYxohxsqiX7v0f1E4eJKLIBWGPNDrlR8O79A4YwQ7zc74OdZtBzcnuNL713snBZiaNfX1HmNoZC2tih94oHHn967u5nN0zf8cBPlCMVpaswvz+s10fLgiGtr+FcQcdjv7n4wOZXq0OkFcJJkrGgpHjB6efk/dXrWbYCqBxTWxM+X58FSpRi86vVwc2vVquG02IS1TxViW9sQyUlijFZunzJ4tNHv/AvByoK8gYcr701zu71Ge9fvXbXB3qusry2nvZ7N156cfNwykzGd8FHtj8Hr0hsW89ZDuBlLD2cxcJkzJIGfBprT4uuLDYzdKQohuZ1R6z3THIbDO/pG5Gb2Ym9Rk9QbmDGGJCYc2L/2V3T5k9Ia0e9l5Hf6WTjbhtBtrKUPm6mVdpKEykesamPHFox45fhe8zj+g2yzIDBHnJ46m2Xg7y9y+4IGCJBW1VH8yDqORgWCrOCtMqvkkmyup48X5HMtKItMHQTkR1D3Cfyk9RLtya8YGfKl56e0PrK8+PbX1PXBT9CYV793AaqLpqBfsJ4zjCJ4xxkIVqM5z2EdwW4PEsCX5TtDOZbX06CAm8cIlmzigySzP+tjnsZzSlUkWr7q3hm3Uo2DTLUh8qJeOGl6ydmBQbuKXJ2GTwWa/drs69oPjhpVowhHBDpRtlAj3lCTrl7VV5OD32e/JYgRvOO0CLBN647lVCQh5L3p5AMZWg2jfL7DyKD3oNx9nOGfe1zyqvs55ONu720EOQlPMrxg2EKg+E2E4CnuUtqRCnQxoPyoITrRZ/c3VfyetdyBLTKhgLTeG32VZt45LUZgNOdbWszBf12Z5l9cpGr0xvzmvPyXb0WXTQiOfZ0FH11zM+MWw1Lf6T0tXLrvKVnt85bmtz/uEOBDJ7vK/e9PhMYN/f4ntY3Zl2ZV+Dpsf/7736wMKQ31G+dt3TI+TNayQQtu/jdcUukSCKR83BHj7Vw/w7tA5+92/XVjcKvoo1FzSRVjL3U9qbJG7HIpwPV5YWGnoyMJqOFiQxHL3nB1UMLhnBYjg5K9U+5APlHV8bfd+jzrySdSX9nkVgYxyIYVFSREJvkaKkVP7gMARMBviK33Xvzf/9mzsvTp3R+CgRM5NipwnuG6duFMnwMek5V5Z4z/f3GvRMW3pGHgPaouMvYw/duqaf93rWIJK8q4KjJFNlef7xocUHeAM/8acYJRREfLpoQj1KYrdEwSQuSxR6Vk45Lj1Ko+PtB+LthkhXXwewVgHPr9gmurdsnqJuNHahdvXb02MVhZCSoVcZ34UR0suti3V6hjF/OCzxHHmfxo8OPUvylKtr8TlW02QtchvDIprRB2vuU6rFc1TSbvRuncCLFsFQ2ngZghZ5I2QmqdQNYTMBxd5Z1P5CsjNuT7iXhAR66D2L+bcPAEyzAQgAbvchcRFNio1nG+trceXn3hHqMhPsM3TprxCTp5bDWEgkHu0zz3pk2f9ftG39RnutzD5UolxEKUydJ9yEYKSyINbjAf8RjMo61pHTafuuY5p66UzYSvNOD2k/nJBZ05Y9sSKMl7GltQx8IsACgaG6WLzhRJ5nqQxWH90ejWkusrdMb3emU49hxdYwg8Z46EMa/mthoJMGasqvxV7dJyfzf6rhX0JxCFckI73rGnIi7pNobYXmXLf/oqfIJ5dpYzPGpN/5km9Vw5P4bP7p5VGuM61x+uUYf9XaXF9hzj3tMHlkTQIIj4ek11bpTIUZOMFwDOE8GCb4XYumAzM1OrbS1L8bjitE1SFlf+x8jvHO11NPJPWRhQKKLLlro5wMriIoMep97Bgq6tZrIYOOuXFGoh6bbSx5LdR7Iyr3kAmtOvTRuIx9NwKwmP9Iwr+T1ro8MuhYsvnr/64vv/+Xdr97zpQfOPXPNzce+++wPFuYbevWBmMFS2dGkCWsN2vaC4gF9IBJZenRrltwiIR2TaxFr+TxSmauSjZdBhs1tmx63AU1Vneddl7y303tk/PSajrxixxdfeqJs67yld3yQ0vaZ1vOYJ3JPljXUv6WsJjbp9E67BpgfcllPvfTsRZce+Eu8uuqWeUv9JHI6yNP3WpyRXG8gKtuTLjFo7RxlZPuDsr99KG1Jx5gL3I0oZlWI2Kd7gN3Aj+Qp7LrAvvyfln90Zfyv6ZkYVjLBNBAKXC/CI6tix84hMNqLlVNjiFC1iff3cl24ZICJkMBxXgf0/evn9wEgy8gH6kseOHH60f3q6RnudSbC25YswxlBGZ/T1Orut0jbRB6+d0v96i+/q24KucqxtdXj+3aC9Gbjefusjy09Pm/zq9UbGWU0IacwUkDSghQJSeGkr5sRCaBqH04Dz5MharFeVKIcamH7cA3DTDAMBmMJk+Aj8TG+Xr/JscrwTE2B1OvQEHUjjAu4lKXUczOiKuxvlfMCwIBfYxzr0WZHwhr9J2RJ6rKHPcet0f5BRUEywUj2M3f5fuYOYsRQN55lrM8Dbkcogi8fGzc1vm7pohGD0tYTImy+PnmuOBBKrwPoXMb6WuUaYqw3cxkWAmQTIAoUYSOVk3tFoN1sICp1I0HEow8ArohXH9hz3WVn35GvvJ1nf1yLwEvfoHRpNBtMKWJz8iv3pJNdEX2kLxhXvL1busZ517dNC57y9SE2MzfCCzlado+UTdTjEQnfB05rqy9daskNVRh6Tnyy9LkTt5+9TF9pxr/TCaf61XOT5506J9XCVy6l3xuVvjrXynJdOv93Gc2OKppmldI6BhEBUJWn9PaHFFXBrShnud1GcGpN78FF7l41AmXXvN5wVd31UvJ7tiFpbCqBZtumvY68Z96uKerJqg058rzbrxkrr5J2mAA8sjWgIeZglPSgJ4MYdgRYYJQImKHXL3EJsLBOkvoQFYiPklTorO77rFv7HxneOVGZuZaFLOc8RzlJBQEclGPHwP1s+1A8joPWzCcO39q89tK6zMbd8HR7yWuTOg/UgkQuALMnkJJwXbm+ZVLS+f+NmItXIqqFcvPW306550sP7FTgIjsf2vTNjxQ1dxQbdNEeg9V/ZoL2XD9aUfvhZPkkNbrSihhnO4Kysx5SjJdBhs+UQ+/JfwqumOGRbXbraa+rqLuzq8teSE7UU846VkjEDdr3IysAZ1uw1NAUHHtZIGqyF/Q0lJaUuLu3Wef4Y5J08l/PvDthqfN82dI951X8uL+xqPJP37z9oVqlj27A1B12RAt03QEkyZXU/vvVRRLPqw8H3dQQwk4usrRucGXNUbeVkNHuS1MR7HDJUgLcCFwvHeMSeQp7LqAv/6fl/4wy/j4rZI6YmDnaZLDR9CHp+5koHluEZ2kpcDOCpusl4LMIBbwTUX76ZRIcyCcRC2GQoV6IDx/jlck63gRM9gd043XaWFUwpJUPvVc8sO7xhc0bt9TMg7paBa+cyRtcpdx3crhxuIVnaOaAdPiQ8IirfY0vdkBN9fje7dXje7cCFbfeeXBQiDxN4lGKaIQckrCdwQGNMem4riEgTJm82cMtbBkNjhuuOeGnXVpL8rPMgL9ODpeW+Dv8szXGcnMseI7k0CKso0Qe6r43AGuW6Lbk/7vxB7W9cr7cGKsMX6l7ox7B6BM3vJLOkYE9Xq1Fsz+nFg3yySm+U7VBjd7eo89dqJGj9ZZYIN3T9348LfMRBabeRCQ5V6hfdOQXN/Jgyj2pcyUfmIuIKBkRSc8PLGP93ZvUse7GTr7yXPWY6MdF6kZTiUxXLKQxa4yxAEDEqwsYCoKFCI5lVeLV7ADbuUYe2JwvtXQY7KW+RZNtPbdd7fZeNf0QibXDilAiEhIjHGkNegGn7/XumT11p6rCbf6jsb5wMvZ7wwXQ7A2aax4PZ8OmnKnS5+e/hDLu2vyWrmhPyG6cnlMTOtWvKsuZvI12Eu+SS/kueazi72gZzcYpHFscxIiG2DkSylPGqo2Z5JWLpRXlZdyTbcFgs5HnctEVL2M/ia6TDRh37+NqxHoZn+N1krROGaOmnC0HJxT/YGNt1GoKhAtKvbrggIWndkYfs12758ZJR4sKNL2O3li+SH4bnoWnEmg+HOIyo0TAKBHwxbD0x6hAUM+OU8aklvRCZ2JuDg29G4OLMYMqBGeOhF0YneegNXPruaWxpeNeuX9h+bspjoJRMBAlr012MswDfSCcknAta6Tk+V2KSMx9G0UZN4f88TDQ5kXLukLjDDuevfczHyFCKzECaDGhwYSHXV2VhQtIRFe8JAzsMuAOpS93I/IX1KJT/Xg59mT5rbmLu7YPZONzu822vHO2sTPGRs92uvW2NiC3qu31B75u+9eWAs8pM4MNupGksi1YEjwxMGWBTooETJqAO1haWGAM9Jddc2zXwS/2nrrMFItq084xVnU2FV6977X/eXnBR7+q9LfrgHfOvhsL/lRTamht4cJohlNE8UYvBEqQySIXLTlECOOjk1YyV9YcTj6Iw7IBUZn3DaAd8Z48jajiqwM+Df9UxlX5P6GMv+8KmSMUYhkqGWzqI49vPHZnZ4pHRmlxyD6k9VH12M5VfrsQHvGLEJ7wcwhoyrdJrTDpQ1B6QbwscqoB8HDWlvrV5sH8zB8Q45VJiXQCLVnj7m5AlAT3IIwEEzAR4S28nczK11EEtKOX0SSgjqZgTua+uhBQigBiE4HRLyTnlP7lO9v12cF+Ta7REusD6Gs1FAJIGjkmx6SDo2hLleEWtkGb5xULz479+Y9fBLGRJZ5lWkJkeri0ItC2pFefa4vKukCzpnxGQDLZc6N9geJo921l4pkMEpUF4YvGJ37aIRfrY2i7LtHtPF6lPd+ltDsZkcQ3HjGeu4EfUiK/fth/8c/G+psdWdGBMVGkkC4WRSf5LX2G3DJLoP2OtOc0Ok+L4tnfZr5sPvavXayXQ21hydCA8LImJ9iZk0vOJ3GxP4GAGvkQ3sooiXn5OLCGMgL0YSIXMGDiKAdInR9N9jl9+p7Xi2oBNIZYQGOM2fxnLSES73zK/D55CsOu3UzMLjZWei6eia7HK5fe81xeezjq8yydtWYZ69fNFuPXRqLyawDoJSRHV7Kpru5qaa3SB5dyDVfStT7QJmqYlK2Ot/hgVfnx3h+cXqgr1jjIrASkG8ESiWqjtsCkEv8y1q+1vn5kZt5Tb5UZWvuy7TP09uDKMd25CyzvGIiAUA5khBI1EjwM7pJqgyHuMZtBo6EbyMnLo1SGtsNHqameRNd7x5ipkegZZow22Ne/+3Qk3yrHzPqA2eD1DFjzbaGzUm+45b3iTzrWH1L6sU5+eGSWIyDXF8OeLYmx88YoRmIAGTVy1IRi9MOQ7DTJcmEexzTcdqNrzIQ2X+nT91S93vhG01WHgA0qkwoMzbay+rVH6uGRFGU/k8MpOem25DNz/bM3Hik3+4LnSCjkKfMgbNLHE64BmlaW76994PgESUZCeEOPIZxQAPRa80Ikeei3li6NBULm1whRiQUbYVx0cQAPoYaKSerYgBjbLhopopd5fJbVrCGXWwZ5YK1Ymffwf30Tx21dvZPqT2kCdmNOfrgnYgyH7L+s+uK2Sec3GRYefWiiK7vKUeA5tZXBBl1GURKnV9x2y1UztZXRQtko9enN4QCAfuXEvshDu42fcJ6bryri7/hpCsv8++VZdCEKPC196TvXF0tvyZ9Vx/i9gRlNs4N7fz0j+/AguN5Q/RhCpqIyr0nKJzr06MilEhsTOUoDKySRHZHqOMysoL9vJjl5Cu8A7yR9dFw6FlfGQexr/xRF/k8o43wQjNQQhVgkqa529nNlP0VDETGpK2e68Xh2tbFroDGUr7dq7kEwnSR7HX0j9CG5j6rHtkA5Rk0itCEWm+cQSuSNiIXMrfy8iVB67QzBymCVgvc0Rm1Hq7TuCx+LoWU4JfKTF9W25X38o8cqqipcckdXtve5F6f27D5QsUA5LtOmc5ZEUlcKlGPI6MLIBXMy9fU4QhEwkthEch/5xfy37ry3LsXbPMS1XwI+Gw1r9D//8pgrPv2D1h0bHiyp8vXpcgGy8yKve7ofcI6iT6oM6+FPZ+z5nx++pC9x9CdTvam/05/lCsC56S8fc+w5MP/yoNM8uac/XxeVdZPzrL2B2RP39Xx+6ZOdWKQlX01ANQaJPIV62v/USBJ9nyJOoIUSeUlawtKiGe5xtokR75IY9AY0RrdOjpj0ctR0ImvCW+3mYmPF4M1kZE9LEiyqR5PnBghLhlIU+rw0mYIoBX4LCiWdopDrSESRkmUBJfLttEvrWMJtPMsS+uihlV2cH6Qobsiq8q8puKqz3rUvrxwJh6EgGOo/k31/kuKTMr8PH6VGp8OjKcmqlMLRJtmsD0StJlP+E9vKPUtnHVbGbhdwRdRi9ISL7SBJFo2734JB/0amNhUZbWhYlYxzzbq8OKWoUc6y4i7JoKl3PXG+jKRaA6oykpSA6oyaDcX+aWMCgSllC/TtzoChqSdw/mdf8ORsOZhTct+fx0byrXJoTEHI1HZ6IPbNRpl/nwDLBA2b8pzKEGvYSErGih6/3urPs5j8fZEJUnNIk6MNSfYcirxeUVBoYICCPhevDTVGm1hZf9fLX27sX1htj2Wb7Eavt097uPdEl7fKYQq7E9UjSyS4i9TI02BP8QZgjV1DYEDGlAVEIcsf4yxCAfeSMKrsyjkjGf0X6nGM7x8neyc5TvZOmjul4L2cp274bPG2piuKf334losk6aq70xVyRlgzMzmcimh/YAATWQTOAc3tU4ptu41aZm+s11t7+13KPdYj8nTsQK4/xxRPuAbcJ++Y0BnK1b8x+84jiyWB856nfBcB9tm9zk7S1v/ys620x4oeOBKZ4WiLldhLNe2zpusOd72waHlqIa5GHJxkMSHcQDPHsPAYOxngPr7Nm/yca1nKk1SSj07ioeu+KX/n8I8cZXKLqUsqcv0i9yuBPSXzulZuW7k4ojV5vJayODVp0lhnjn4nMRjtPTB/9+KJb3wq0q81hdCHbBZ31DQ/X+6ec8WBwt3vXQsQlYkVaXl7goGPIGCCpxCOqJnyZVI7PclRvS8CX/yg+UGqN7qVo/yAQozYKceIFQkN0xlLAyaElzrVcZjJY56gQbxQKF6KdLU6Zu6Pzv7ieM2jnzwTm4CGaH8M7a8/wH3+n5P/K8r4B9680hSxGHDFka92VERcUZ0mSzMxu9owfdI9BS/FQpSbxxkMDFaQLgNeHKYPmTy26vhbEAUzdAjvgVOW134MEYLL1D/hGc6UMa9xGvZFSsurtO5kCMjoxmJoureMG/sjv5j/1syp7d9Y89V3jB6PMXK+1UZOdsD+ra/uNP/oZ5eoBsZQm84gfu/3HeFIleS+diMW1WmAy6u16F/1zDL0zBvzw689fa4nWu85v6Di9NLC/IGbt294cv8VCy83b9s5LhnaoUeJUuz4Xf60Hb/LVxM10erkHm+P/ktcgAyZDd/+IiCtldvinz0iogH3PolIeEmWTM+yEmjetuOq61vbx4xP/qKtt9zc1lte8e6xBY5frPnCEUY2yoZUEjIlLOnkyD0RSdsf0ejQyDEikj5ADCoCbTPbzcVbBrU+Ok/Lii5NvuaUYeKMTq3jQhTQUUlSsp05T8PWJVlQbcSMMIrjiWuqlz2ryr8iq6o1jFAkN+xYeFXy+KWMl8+H3ZZDsNdsQQoJb1nMag7o2512Es/ukUiuZUo43zpVEwiBRhMKl+cHW368yryM9bWzP4RclqGYXHKWFwOs8W7pync9eb4i2hMqNIzNCunLTfevleW4IpCekNj5jY8+47r+os8V/PpNh/FMpylUWUjbfZ8sHpg3sWXsyofLo1ZTQDbrA1I4agoV5tpM/SHZ/UxLTY5QxtWqjdsyMaikS1+2fabfobd5T3osOqMmIpv1UU9Uox/oCNgL8+gDnE43W53OQZ61cUBZnSQ9CTQZoM2wYXdyhIFCDrQDb8pPUjdEUZ7BxaMUhWSqgdt2B1gyAD39Mc6ExfqgR0SJJpNm9JMGd7z42N7b5h3fu6C0p50ia96pAm+fGbG+jMbjGN8/Wr2lc2YWHcqPyVJQAq0jq1v63qX3Tcze7btNUPRdkAzaQyZwxuEilyza1aifq3t84bktd17pXMmm27lLqqWR2zjHDbiBALsm/fxcw+GeafH5NvaZJmavOTJPStMxZNBFLNqpNov7VHoFT6lXrr1C9zq3GH/NBO0ZGqOVfMb7LNvOXPU6ixKKPi3MIg/4DQcBmZc5joBBzJd/wyvSfzELC/VUcjlAt1zkXzPwUBt5FGHFRVTca/ZAu91lGRM0hL2upG6MtFfGx2v/4Xl4ZuY0zC/bWVEU7Sgr3NPVMuGpplDtnqMXyRptlFhUq5XQTDBgQeDd74whVWuQiSHJu3LnvVpQWb2zuv/UhXGaDyPJ3mhpHfOBXK5hEjMQybRhdCTWEhfA9e2bDDe1PTepyt/4FAXvbCQzrDUFiscFRNuNx4KtIbpK1f9tkqv/maxV228wbNam+nz+seX/ijL+gTavNCWwC1EC3BzujQIQ9cb07n2BvAM3t31y8vcLm+SY3JbWhBpCS1jvAtM2CzBKUt1aRNKT+r3qsZURFGdVyjmNyjE2SRKYa/UCKi45SSlfjVDcdyd3pEfO6taKpKRkGXksRuJcV2AibZ3ZM9/ZM8b2+NNz3G+8M+5rP7x7a7TPacbjM1Fc6GPiuF5dQe6A4clHXhig/Ve1cO+wyleakVGFWLTUMVR/j96rPxjSchr40fqSGwDWHDporfL06nqnVLZnXb7g2NUdpwwtbecsvdGYdMn37tzutVjCrZtfrU72kqRHKXqBLdHvXPcsn77489KxJO/6KDLzB2XDDzfuiXltQIS/7Qjv2wFSpQnI1WmjkWk1h/auuvypxmsrX7nmcPPM8DeeeizH6cszdnuKjD94/bthx+faRlJuh3tegzZuS3TA4NeY+mU0JiTQyLFASGPAEAsVkAH7mgQjGURfpx7Tp7HPPGyoHauTooGa8MneUk+7VZJlxkaaer6Xf88rCLjMx5XD929i5Zz066B4n5W/VfhUjnXrocMkjXdfDNsffOTiY91aWaVnWxb3lK4S1JPDKZAbzjXywMHDOFxuTAMDFGg1hDo0tmbZoDdJoXBA4/WbwiW5LmUsm9bKcv2qjd8+lrv+XZOhscsULsl19a269Ljvqlq1CNMG4AHEGqJ6XLu4QPzoUEWNHl09bqP/Xdc9uhKjQZOr7/K91t0SOR9YXvcTqSGJGSRlTlrePXWP59rpRxt/+/WDSU2tBMr17U57pNjuBpBC4YArbA2UFTilcJN/KOjLsHKsarJNHz0pE5NlGdDIcowYMb/GIDecCW3jQbmu7/vxPoKYp+MQeORkjnu1kM9QCu/oI6o9cn013P7T1dev0Lf0fs3Q3DPO0NRjJBrdZ+j2nkQ4VOYo7cvAY2p0YRnra2vP1D+w/J3NE0M6vafLXojLaptuOPNeZ06gX09SRGIY/HZ8j3NYuitisiYIMBDJCnhCtoAVuLF644L3wZU9yJFlwWfyYk0/LqGk/hzIoJytLHhxXdzTu1o6qBxDVEuvv9goSVFiWR3BAn1/1Dpgzfr0nPO7fft98x5PrpK5LXLVuW2Rq5LnmJ0fUcvnkiA3XRh5ne28mcL+4wYqpWPomM0MrkIkkA4Q4w84gQBniDIbK3mC6cqVXRXQRf22IufRjNSk6SIdo5ZrWU4uEv24eI/jDW/X7GuYV2OYU78n+yebvmHozcmXoxqNNiJp2nVE1fn3MbUNjaJ8thuLuxqzxgbbTaVX5ETc5SUF0t0jKrYXkAsmHaOWWynCz0fJVyh6I4TYTwtifroBrm/f5Pju6R8s9OisgdNZE6RL+94R+0+qoj3iezJc9dMsaSArJCfSrNyy3fIv/b+/8lk+89Xl8K/D3vM/kPxfUcY/aIXM5Mm2BIWyzVCkbZ/xRGlv+3Oe7Jan3VVRb8zQ+ltPod6m2Z12vg2xCeQq/xtJsJ9sZ/DGoHps5yI84n4EJV4U4WlRYS0pL1oGz3GNcp03UZKGnghe1LzW/KaNYejQRjEGkP7Clcj1klQHYtNrUtr+xJgyt+58iy1YVOjTz53ZagwEtbE+tyk6c2pHAFgjt927Tiq9N2PBpAz3M4//x96Xx0dVnvt/z6xn9i2Z7HtISCSQsIMIqKi0akJToYulXu1Ga/1ZrNcuaDFVu1hbtdXWe2/FWttbC0oFURGtLAJhDxBISEJIQvZJJrPPnFnP74/3nJkzk5ksiPe21z6fD58kh7O873ve877P8n2+D8mWFyZBTTc8nwJ6RJhMbP0ymlZHHNeoejK8jDQgNku10t6wrb9PrzQbPf3r7zhTseu9cuGz81h28z0QRimuJo/r5AvdTxDDPo+BvM9cDFJVAiz2dgAPPvzgj/6u0zpGAeg6AwW2a+TnFHdf9/vwr94haQeXRks0ZgxMbJRNiM+v3QjBxu2ExtwvyVZK2UC2B+oOE8ZEEiqko8M+Rh327UkFRUhKXyeQFtlMnZZ1sUFIGZtIXyBmw35VxCPuleTwSWPaVNcK5AWQb84MMmYMgI78+14aQ3yVR/5n/TYCO01KPZm0L4RnuaCoECgqTPzP88X2sCzYcL7qvNjFUJaNt3ZA8B066hYoHHUL9iDeNUThf4BWdeyZriqQdckuOKxHckgdANiDWQaZacvePOfqGmHEbQSAOZhlsIidXkVEp2RYmZQOWoNDnmOjfYqFhjjoy1Txr7sXrnIU+c+JjSW0y20JySNMSCaXUxHn3MIR0XvtCiCp5z8HZA3m22dHjIkqDg6xmeXYTIjmSiHmIJkQ612LbVV4+q46cLzr2t1NxfptR2bp/3ZMKbV5jADeR6zYUl0DRYwbAPWrTu4zByRSp49WMtJICAGJHB25JfS8i2ctCQnIqSS6x+npMfiDtJiWMlSnvWQQAKw+E2YY26cyvIkyzpHlgZpRwpd4nlBJnYoRU8H9DNrmaPtlzrARPooOyiMRmT8o0g25JAt9jetOYtFSqgWPsZXYjgki3HGFbApQjdWoBtAkUMh1OIzPALgbf+SOuOHGD/AuWmACYIYVl2HHc8ghTFctRWtP3Xb4G7ka33BKalJeqBZUwYPHIUI6BiGHEmmYjyycwAc4jOYvn3/l2iFjpjQiEltMrrEgHQ5GQCiA00EMajpEiSMusdo3pjc4+hdnBYvVHQWMRxFqaysryGofntjhNA2+b25/aoQRMa7UMMI4jp3ox4+592QAYF/f90qFS6JhRuXpUIc99hTvckLkwWT7oU1v/JuXVfQfDi3Vf8/38xtOhedVeqCmf8r84NZpm47/h+X/hDJ+FSpkCidbNfczEhgOWy6/YDucu15XYdntzglYwlL7UZ8GZNz0iFd2+SIZ9SCLvAMEy8ovFl0gStVsEIU2wh2LgChaUu7nKZBNLtmGkLgINgFYCeKB3wNAtydYGlktvfjYUmlffMb85OGkCT+4FM+39A9qjOkmL1VVMYxQmKJYlgqlm7w+pSLcy51bz8FRkj1/3P1AxpVPggKuHtVkAYBeWhO2B/0ihV7mpR1+hV+qBB0ISmgFHXJa7Urk5zj0gmtSPfvKcxRStCvhmANkHhaDsOa4QQw8M4gSNSR8Fg9/0Wkd/Pz3eWWqnr2y6zKOR+aFQDjrkZ45JEEqpgahpMbnRzduvipmK13KLPQ0+b1QS7upAmpOoLnZHLF+pKqhuxWrHHe6txq9FE1bRSZaE3GGVayXeoe+mcd/9wJ4aSfW3pPqHpwH/mWQ6pEmkPf1Mt0+eBtSQ3+u5ntFxBcKpBUGdPIfVYrMC5w5Xhx/bjOe5O+TqARFI2ljdyx+VnWso19+2RrvIfwIeR8JsJNqJETUkBpSR4SiLJJRV2LErReAzvqV6/uyfvx6FSuTylkVTSk/bOkIXWYirsuD969NexOIRvKoCb15vJwtmX1aUlxcnDnYb8wsFbM+kcbeq810upysVyf4HoWefw6akvgdyUEM/NMQMmXE4Cl+ECVMgRjby0Sc43Hzw7m6ptO5usYqdvpmG187IjRu7ILzmwEUmO0jtE2t4yOokIaDjE1j0EG4vk7ElkLoEJ8CUG+Q2219/ty0s5aqQVdA5wmEZTQt9mnNypG9E41rColzZGWhv1iCgMGMYQWAW0DGzo8p1CQAUI20KPOTF2T8paBEOme5osvOGGdU7r0gAoAIRUGnt4VgBQA8QrWgAxNEuOMUPhOOYhQr8G9YCWA/9nHtU8CLGGYfUEONJ/Fp3I/tOITLAJ5ijyJavwBAgXNHfp/lIbc00O4Zly8RJ2PYgBHMQBhjoJABHySIwIRSXIs9OP3ZQ6+dyfYPnQUxrs0g88nGjcN+AIZbFr+r/cnQD2ayCyMGcSiCkFfql8kCkkg1leezy6sVE7+n6axN9UhkaxJDjCX4NJbgMTwVe+dZ/iH9ZUWe3y+S0wtsx/kIQeK+PxnyYLK29Sgpn2GV9O/Wh9nHP6z3/K0SALoiRcqJu/zJkv8TyjjwkStk8pONX5gB4j3zDe9yjwzvcgdAiozkglCsvc/9nkzxb6aoBn6xEnq95CBhzCMg3l8WREkIgoTz9iGmgOqRfENIXAQtIB/6Igg8UBs9jTzO+0rGwC44lqiMJj6/9a87Z2U99K1DGTlZzqDDKfdIpWGlTBYW79wzIzMQkGDpgl57dlbKZ467H8giZr7tpraMdbefq043edOK8u17MPho1QQl1afcv4LZvtYLB9VLrV51SKti5E4XHfIHxPScyuFjllFlVXevzoHJQ+tTMVyiMgnlZapx58c+gpi3jwYx6NoSnyWEv2xD7WY5AkFmUKE/cXDxFwBAIg1E1i5/9fij+NkVj+GcTeeaJe7QI6oer6x/ZraydW0pY59n8L/D3rxvru9shjkyYm6XzcgxM9ZEBhUyDvckCWUmyeA/S88+LUbYXe/eUT6POaliKUp0SVLsEiHiEozPhAYal5gW9WJy19QxZVluun1Qh+TzfFrvFU+whQIlkAWAO9ZgxTWVWAkA1psKLpTdVngQCDuAyzoAddtQ28G9K6ESFBdJk1hdy103VBnZw20uun1wyhGiVDSsSWAn4yJqiB/TcXNSeeJin3PVbD3inRARAI85V9dUsVKxOu2F93Xa3acdsiH7RQDbN5Pg+JVU79vevqFuruvHr0kjIqkzbNJC5A9o1WfaLEi9riUzblZwbY0+u4Gintr8w6jy0ASy3vC82TUgCXaT4rYF4hA7vXG0fvxxxN5Xj0WfXqH1OGgfrWQAICiW0gaXjQE/5lPBr5OfzapN1HYt7Xxc5IDZE1DqstWDzOyMMx1Z6uFpG8BC2FgGBqvn4GyhAt7jEkTcIEbbKhBHjzA6lGzNKgaBGfZw7T8F4EYASDtpLwBQkCuoadc/MyswJMlhuHFKRwyeNTlErhAAsA99qMGNWIR92AHgRbYad1EtkAIoxhh+DSNuhgIKfBfzcQhrWRbNiXkv2rpMnbYu05DQv/HixRKE4YQcDMQIwI80MFBBj3QAT2X7h6LeZpBv6jDIfGK5Z734QfqN9d40er7W7mSDcnkIAAJBGbRup390sVGXl/zJvExnbSoAqf5FcW26ASSBWgngMXYL6vjKvR2qGWyOr58t9HUfLve0p3KATbVgHF/XQc+dl0u14PRvFPceuke+5a7mcJX2p8wPeAY5BCFtmbjLnyz5P6OMf0ThJ5uQP5r3UvNK7mnEoCaexOTDBEm2WFWDeORyEVv8aRDMuBQC7zZSK4HJ7usHsGOS9kxFpgL1SXy+5fjp3OO/+s8lZTNLRvMMep/CYlWFW/r0AwwjtdF0SP/232fov1YTj3+f6H4AmpfMv1x2/1eOrAqHRaOF+bb3y0vGSAXMBEq/K+lfdrnfBrCNF4Zzl16nu1BIjTFdyxYON5aXjPkHLSr6G/9+ex8Ehs2E7e62ytA2VAFPQA+zhkGu/hQq0+JOnEJSaqpxd3D/7IjRM/JsDZMpowWd3aWOXzz98K0+j0pGIcLW37rt9WvyWsLTHLOYpFFVZUCdJ4c+N1ajz5X6A9ULf9Xkf+erN+97//pVF96nV10AWfzzliVhaxGyEMSNA5fBn6BI+vwUnSMCq+6V5nUNiTOylaxXtt79qvZ1trakiU5dBl0gSb01fU9+SVq65hcG7liyDX8ygzRRfCDQNloshqOkmNCVBiMIt11Xcjzx+dwzmhOw83GRtJBJY5GMuvS+2QUVAmU8aTsE41aNWO2CaOEZjkpx0oga4r/1cXNS5A9pbZ9bcgEkUR2aPafb8u97aYyLNPQA+NE4jyLxkk470rATa5trb8TDFjezQb/j+BLlyUu0rGvELXH51ACebaAoB7gy7IJnJra5RtBXNuHZQmfJYcQUCBYTc44nNZzDWmUcrZ/RCLNBhxqNBnJsojbfs/TW5vfnrZz7+Q9emwHGC6dSC1nIry0e6ulACopM/me/KWvDN7HNAqBAt+O4L/ehP4Fuh8JoHO67+YY9fbfMQZQfm293kuTb5r6n74qj4hXmaPCwMa4oWY+gDe9y42JLUFSTrVmzQOYef+1BkG+jmqWQARbSiETEurUq1pmhDb3+09tdh5zXjYLsgRYABanoGFkWzVQLNt52cKd//Z5XVmRZB/WDpiz7KzevP72rvlbOPhxLBGUrEQTQRrXgeyDfJVAOVsAyc2XRLxsANbBEdkj1edNf0/JkvXR3qMD/av/nXUe3LG7meNGEYxIAMexihuc9QMut5fcse6lRQqt8YbdSBZkvIDe7LNbO7xU4JlHGp+IsS3auFcRQrOT+rwwQVO5Ne4l/l6mhOjFGlXjoYsyg7gFxVlaB7FH8nMgD8MZ9vudwn++5uAaKEPbZWOOD+JdE5V/KOOJgLv9PcLibZTdHM9MpquFP07hlssUqDcSjvhixhE++itk473YKJTDRm1bN3XdPYsLntGUCrDBFNRgB/AjAOhDPrA+EQukkgEjjifyvzqoYweETuX8cHVMiEBA7dBo/rVH7qedfWshjUCfrT9Tb9tLTO06Ul1iFuF6AWN2vYpAygUQW7CCl6H+OLDYZa0ecCJlMsssDBSint8sckuaVui5+kxrKMnte3LnnL+PbmcAy8yvFd5of6P3xXWgbmoFg2Il0jR9yiQ4Nb+VSt3YnvodJsfhJxz2mGPLRAl4YTJIDcOZ8teeZ3/37VzxejYaiIpE1n37tjTtq/zrAtWNiSZ0kVA/Apupn7Kr+oc6e2kJ42aB+7itnM96/ftUF7uqJFNeU41CLbUBChdflzMFsu0gHq8RkZkGBoWjGyhqVC/xN1zbRhCKwFtuQiqYRKTxJjroFeUhSiZRL3uTbAUwh34JTenK585w1s5FD0wQS1J9hvOzTKSwJl8R5snglqBbb4iJpvll5w+n/8V4FKxIVcqf2AePLpH/zwdvry490/EpxpsdM+YN0KFMftK9ZkOVcec2Hxr8cSpNYXeaQSfMs99yzgkujETVxpny2cplRZ9hQ4FDfmF6/DbXj8NhMWZav57dfhfvGqmEA7drdTcUZv9y1hGICjRBWnBzPzzy9SINAdmJtM+rW3tuwhqoCSWYtBOG4D3D3cAufmQRDLuf6OC7JD/HKCs/2ogdgm6QAzrj1Sv335iJ1Y9swgFsBjKpV6M1IxyyvF5hZTuAJaw6/VQfg5R3X3nZjlE2l2XLG8I5jDA5sxH9QPbgV1cgl76itHeYz51DhCMsy6dKQWVvZ9DYVCLvNv9p1vW9WHsCy+8c6hoKvvkbgkcIxT4yC+PNNpYpzl9drdzc1OlfXxBlpSb6dqb2v5MpZN8hcEMopACMUi6ddJaoNtizd9W1VZQX7b7rOuzXnC90dvoowiDLOQ1RS0jHefnCH74G//up6v4x2DhszHdJg0HjP21s+azGaRyksbgTwF5DKx8Mg3+T3+GulooBnvuPkBxJxMPd2+Qy1DP6DhdLL9gn7mCgdaJy//Njqf0//hdYZ1Povh/PCaolb+dPMH3gwuK9qCgor2J0UWtgZw7JAsERrder0CrsvWCTp6vp6ftvIivSL0WclW4MncJYlJE9WgES8ckAcfazBab3FpiVhqlmXmkVYPrsq2i5BuweMmdWHZi/TvVC7wfHB/Bvr0cLR3fLnpTZWtoMU82ERczJSIPuzifvbAEJreRnAvgjEv2Qr0THhmH/C5F/KOCecQv5TELJPgDBYCEWYNJa4ySa7V+KHuQexxDHe08knpE3Juy247waQ8OEoiIIfxPQpAMdLEqwwRTXoQKiSZgoOqwBU05pw5fd2dOy95npP/Tbcvv2Fnxu6v7H+hCErw60btKjtz/1h4ak9+0tT4d9TYv3LS6wbEY/rnQ3CZkIJjqWDePcOgZSjn1TGMZkQMMjEcJ4kbCcb6Wfq3nmN9r6X8wUHsnU0Rtx2vHrsFI5182wY01NIYsmx/DjU/+rR3c0bv36kjntuIwSGF4AXUkUIqHswXyTafGckItZIxMHQF+/449bbbtkxgqkk8U6UJJTQj6LzPa0tC8uXmntHpsqYMdE4jFPUM0IWSZ8kV6WLOHukbJDxUkqDTaTPKwhdHgNRLCdSKoAJMNkn2a31SFJJNyX1ZOrwdT1I3kc/gIp5c5ENACwLXL51xlsAdE5oZDYYKoKQ6pXwMiq4E5lw4tqq23ncrHv3zEx/cYZNOminuXbrnTfMernj7z+qr8W2jQB6Cu7+7UXznz98SRQMS/mbyHqtMvNvdmekvfBefTBDN+AvzRyiwpEM7t5uxFe89cvKVI2lbTeoEUvINoBLWBXisblS90HdzuMy4ysfLlcfbpsZkUtZf3FmufyytVMwxvUNFMWPS0GFDIVz5ZCWyqZcaTeZbAAp1qQBolmFJpDCJoeZsqwNtZznGOzWqNe3gaI2I5ZQH/fsN5be2lze2/6ITWOQRSjKUtZ3sc/ssE4abUlkAtLtOO4r+MZ/QjrsGAZZh6vDYdwQCKB/ySIcKp8R2yfWHH6ras2tu+5FJYTfWbAtd4aoO6todXn3hbKhzMxiZrS/tbOxf6ZcBkZWolF7PJQ/68evV0XkkgBLS50RhRy+OYUz6Y6h/fyYI0nNAXDvxLtwRi7FBF0cz70LseqVz9Zi2/0J38DUva+JylladLzHXzvKNmuAezUAClpQv3D06BNfO/RiQamrM2SVm0b+u/AL2r2ZN064Dv/itw+huXgWGLkCYZFYZTGYs/Uum+ibf/ud51jl4msAPMv9SxCWmZF+PkNEhcWhsGTAEdGVyyn/zd3BArZQ2tM6YR+Fcgkv3LN4y40ORh+0ik1icTAcCo1IR4pzLh0H/w4mUli5d15wqrfNsjxNJrMGWI3NTbXcWdY2fKM5Aj5CkmoNJg6EcWsTdYBFwvl3gDj8osIr4rKgP/jjF390ColQsVGWT44VkjOQyOUUSAm45NpuEINWDzIH+Ny3PLYSKXN7/iUx+ZcyHi9d4KouAiilqAYZy24OcP93DfczBBL6nFASMewCuEIfSDhHDqLExLEsTOW+FNVgASlIY0/47ytO8BKKEDJg/pR6puUdN6+IPwng54XV3ge7Tyt/wLjEsj8+mJf/85MXLgB40GE0DHxuwzphmBNIjX+P9mdcmwcfFW4KJgC1IGPlAPAlEEotHoMfn6gCTMSXPvH/JZekHt3PF+5e/t536TcxORvGpBtcMijLA4+urgOwY+PXo6WrdydrawIOWwTgjkhErBKJwvYNd//mteVL94m5+06FzWIiL35cP3I6By1SJtDcPm9GHGPGBJ7qicZhnKI+IMkSK1ifVMoSrm4/JdNqWHdoQJIlRgx2YAJRKroxPvyeEpONCRT5cQZbCtmG2irFtYY6WamKinjC9vyRsdHMDL8SAIaG0T88w/yfXtCP26CfEYbIqYDXL0JYdxSLcneOL7wUbavxTx9WhkwaNmTW+qUjzr0ALP58U4m/MP0uCAqNqT9sfZZXxPt+fudfvLMLygq+/h/XyHuttCgYFoldjEZ+cYj2l2Z1geQYjKt4a36ycrJCZbwU6Hae8Gf+bMeSsIYmSbShcER+abgERLHjWUiqISgm0h+ElImQ8uelsijLyJTXOk6WgBQ6M4A4LXjJY2Zkyv1F5lUga2FUceGgOUk9icPfufXAllvvqqtpbzq36uTePK3HZT5dMlvvpZWPrbl1V9L3XottGpAKkjxM8eROrJ3fsGbdZsQz87xbkA+tSARbeVlSjzwv9QBsbXllsoNVy5bIg35GG7H35Zzvz9rpV2bJtcpBpcgLn4RSDqvSL4V94rDiXG+BZ0lZGxUIIqyh9SnuCyR8S2ENrRexrENi82Ry48OAKEkZGP8NxI1ZRrulOLd5YFZWu6UbbmozkhdEQrJrAei6Aija5YG0Jz3rb5fnLtMdX7fB8UjJh8x3Wp+l/UoZrPo0KsuhYv98aBeymGHgCTbFrYHyvnYFwO4/WzpnZq85b6Y0FGTkAf9Q0VCXBKSkegXIO5ZB4IGtSD87RyX10BGIHaCAC6GKvkWyI8VuVr0UwAVMcU6yW9A80Laj9XDPUn0kINJLRKEgAOztvH5WqeniNcs3paxgyUs0sph2zOayX6OtYDJE5qI/X84ZvtF8v2BtTr0GE9rI+Ge0IBEKFjcW0lAAJofVXdFz4dIjf/jx4etP7xtD8mTwyeE7E1Mrnsb49V2Pq0O+8ImQT7wynqrqIoj3+jGKavgZiAJYzF2yg2U32wTXVSNWUfM04pPzopLgBVYLrrmY6poJJJmXUQ6gjkse7Zn2PTkldUykr/62vKbwEL343ClZ9SXrAc8XAAAUfGDxCMtuDmxDrf8r6bMdrlGprvu0stzSLdtpLgzY1v+iX3ryTYMBREniaeUCAB6bRt+A+IV9EUjSLAA8iCx2VyImEqAGoqHaiXm7kfL/EpVc7v3u/u+SO11uWX9VhaW1vMQaTaabUWIF4nnl+b8TF58pFblBkoXwgUdXV23c3DguWsJXwbTZDdXf+Ld5hUdOXHsuL9TvPj8864tdtmIVAEQiYv1zv3/gq8/9/gH+skcB7Ge3YKXwXkLM8Q8+NX+RI03vUDvcQ0Xne1pzOgeFVG9PJ/Yj3Mton2wtbH3zpZYYEUDq/XSy5Ky4hXyvYnn4TverLE0xJQGRRCJjGV2EFbG7lJ+TgSjWFhDvqBQEExmnYAu8mBtAMNkSkFA6i9RKZ7JxiX5PvNLCJ4HJCpX+0CBDSdLliup5ohv5a48OaJtewfp6E0ZmFKJbY4Cd8kM21IbyU8PIGhc9EXpcxQ5vdkSt6FcfvNDK48W980tz5V2WaKEx2eVRhu4cNgFA0KyzDz9U117w5edKvdVFPnmvlQYAkS+gDJm1DtXJS0CSirfD37n1QFpdxsMWaCgpQnYDbK1auFJR+/UYtjauDmtoJqJTMhGljEGYpRGOeBGjsKvh7x3IMV72LCmbM6qh9c6WPrf4Yn95KXxBTMLsNP67jotaMSDvOsT9zfqLzNWhNO0okigQm1m2IVnRo76n76oHYGsqq7E3lUVpGvUAqtakTg79KWKKuFDGrcNSKTzBECr6+pHRfA70yCgYtRr2aypwqjzhurMls5fLg35GHgww/eo8RjHKyHwum1GRrjOHLd4LnbKMTqvaGBFJAgwAVuTy0aF0HahQJGi7Y/EKhCNmViwaro037uKMXrGLsVP+kN5XkUMDXImeGE7bhiSsTADq0ztHqis/aC9UOH3nFG5/FN4iTCiNg0ccYHt+9ZuNOzZue6YKQEGbH743PUB/Rr720uIbipS2Ubb+v76TvWbNcLo9WwcTO3YpK9AShho0bHBigm+R71d5X4ehvK9j/5ZP361X+9wOndtBD5qy3CD49ENI4oVd7Ha0h8KSAT6mOhDO9Rz1L7pULm0rwnRoN9OoquyboLvDsd3s0Gs8+xat0LrKdHazZtjfbStkkaqCZcI7BwBNp8ei6fRYwOXYJFQpni60K/H8+LFIk8clmE9wv4mfOzm14kell/7EyydaGU+RXBetugjgIe4fL0MAviu4TsSdx4LgmN2YAC7yERlfhJIsBL8CCcwBU4atCBTYFmm5Xhdx4vPu16uGL0SosEdBA4A8U+JkBjbxUYICQ3Zw2DUq1bERSnT6HW3Wzd8c7c4u9+cB2AHgERAPxQjXnjqKauhIbEtKlpF4HHUZd3oIwIxQD9X38GVkea1wtL2LI2/9AE6wcXjVVBb+BhDFIQNkI+J5hYGEjUA4LxxO+QBNh/QHj+UvBXCYU8h1ZpNXyCufcvGZIu3mlBdgIRvAhY4KvVbrwH1rnl4w29mKL/35v6nE8ycSQSlsEYCiocIMSu3wpnk1ykDL4plLARzO6RwkVG8JmMi2sMn3Tfet2BsqDoJAiiacc+wWNPMZ/HHjsAXNteSUuIXcJtMF29TFzEzfRSjDPolbqhFflBeyDpnGDmIoLwd5t0MA2Lk4WXgNWuoAfHkbXgEArBc8/y18+vgYTBHEKOxSwqeSlQhHvBexHoBNsy67yfqzi0sVUm+4KN+nBwC7V+R7dfNDpQCKrUjXW5E+ArI+8PMtWfQkKsEco1vaP0bHDx5rDqVpRnQ7j5uNr3xYIeu2RLOEWbFIBEAv77JIw3olD0cCFQhJpYO2HrHbLwVX8XYzS/is+f4V4KBfAR/lB62wwLwUwGEtXMmo/bZLRp1fCpm0VioUgr8400m39Wslo04LSJ2EDO48R1gpU7IS0U0il6+XpWCzFmfSDr3K9Nfdm57mFcYJlO5k4fl2EJiak3uOGGTfGqDCbJpt3ZL3+Ubqdh43G//0YaXY4c1u2LMOIAmeccYsB/OZsrJTi22LAXwTgAcQ8DYTiVuHjUaYIxGYZFJIDx5GGk0jlJEBtcsF2ZvvIPdViqri1qgeAAaXUqNX+9wOANB4XXR7etnQMQU1LAqH0isv/G0/Exkzs8vMSymHV86UZ/dTTFBLhcPysEoZFNs8UonVFRz80Wf7ET8345Qi5bGOPn9Zdt7Y+uVhxBRxGgRGMK7f0cjQFmoz4pM5+Z/1AJqTcUs/cN/TdQ/c9/RTbCWaXyUwoWD/7IVzxKEgE6YVTK7RkdZ7wCNXfMlgt8CcpvO7yDwzIxfucdVUEyXaL63bYZeFAnqN10U995l7edhXUqhJKCztE1FhQwRiB39sKJItGWDyzv5C/sjU4BO8ItqMfiyC0eVQ59a81SQdUOb4I1Vi9vmj9/KUmBMZFFOFAE31vKmef7WeO6HnnIOqjF/fp1934xMrn2hlHKknWNKqiwB+xLKbe7mKmjYAcxDPjJIL4AyuElxkAuEXJhOIdV8BssmfxRQ9fwkSHQdGpNCDZRxeiqZnDJ2rIHWJAKlBJDy/R6ULL+H/sA3IVIh9uFWYuKAIgHGGkB/AagBfoqiGPQBeYHnM6iDFG0MSAA9JOCS/JgOG+V/GpzSZ0L76bzghuH+qqMEqkAVzBPG8wsmUsuh4vPL6nJYffPvDpQDY5lZzRXmJNQDAUF5iFfLKp1KyAUxghHHRiANv5FV3X9ZXbH1zVpOg4FCqBTj2rhiFngblmMleTIOKxeM3PXKKBeAOqHX3zHtpPwAbsiYsKMLfaw4A5vDti/s++5udhV41baTCbP9QfnpNTudgjOpNgImcSb6BpMVzkvYVggz+BElSldM3AxdDXbIi9UXZDDcLKsCCckoQUheiWzSGNN5Lqgf53lZ4oCpOvG/cs0FFPcsg38uU+aTj+raJwvy5eXVqq4diNHL7qbvTL+Q19S0UU8T39va8m5zexWU8o4AWQDaAAcS484sB5NRi2xYkUUTtaxYeNf/yzRW+WXkrwbL76Y4hv3TQFrDXzXdl/mzH0rCGZoL5adbI2cshUSAkkQ3atBk/35EeKEijtO836/kOUADEbj+F5Am/9QBs3ShomoXzSykwDAM544a6RgtX9H0LowNBs84mcXjpkEktp1iMiTzMgNgbWML1kQL5hsdCBnWEFYn88otDWt/cIpvY6kQoXTfK3SdpdU/u71SQGSkIlK8QxGhUghjmLZb7Vo85aucHAaKIZ/5sx9KQScNG1Ip+EHaHPzZQVDfimVemrOzUYpsUwH9xz30YJDoklDjF16BDjdsNv0SCfpUKeoUCEpYFIxbD6vGgC7FvYzuAB7Xt50V9Y44SkdMmd0vE4fc++439TZWLgit/16ADoKfbB0coJtAczDbOGnj8c30it39A//rRBfKOQZVWwwbn3SJB0eXtsyxbDzKHZi3egMq19yYmssovWy/a6xf/zbuw9NuIOSJOIZa0muobSFxHzSCMHNnYROH25W+Y38yrmwjWUACgN6DS6GVeYnBoDSGJrZWKKPwM3AoNMTgjYLh77xM+nI/+cffxYfR2pO8f0Za83JO35Hxj5J3yT+H5z9zbvGfR6hGuH0m9sL6Q4jmt3PEkIkCEFTlEVEQnFoU1Hr96OtFash4MwY7TcNnLjZ8xGUdY416r9ru2X72z60LtpEY2pu45nrKHeRtqq54pyTZbghk3O0Pa0UbnstMn3YsSOeGv1nMndRhxive/lO8rlE+6Mp5qgo2rupjiOj3imVEyud9zuIS86cJPpiSct5X3QCtAQtBSELYTH4g3aR+mwFrASXQcaJaxBympApSC0YtcvOcXEYZlBOdvF0vZL/N/SOmIErEPd6qeJ17hkYHgQhkQo2cuiId1B4Cq4GWKlkiiEbZ3flWDsdwF8NY/h7skMsjKVmGpqRSN1osxTl+kppVkEEueBVIrZdHx4JTjw+s/e6ZSp/XngIzri8him1kWoKgG3H7ThQ1rVl+om1Fires9+cu2vGzXGPccomwlw6QLohFmk+fosEW94rvfOLwSwP5d75UnLqhJ20bTjD0Ykio0cEk8MoIUCYRltEbmsgvHPGFj6wEp8S40XPQAHG0Ly/H6fbXdS988klt2qlM+UJLJQkjNlaIdApkonDqhCJhFqgA8qIZL5IXyYhiSzBAkJglCVhHCnRr4jCAbhQvESzoTACO/NBzmgWSnyk/8lm4ffOEku5Wfi+kgxhdfWt6MK0g2nd15thpAMe30+b06mpJ5A4prQ5aZerM/A0EgIJWEd9zxBRtia8IQiBJpBMltKMH4ku1xiqijdj4Adp9h65GaoFm3iO4Y2uFZXPaYvGPokZBJw0YUUoaVSWnvnIIh9fHOXADI/f6fv5iiH3oQJ8ILAMAlNRYU3L2y2r5m4dH+2vnDAA4X41KFCh69E1oWHN9yYnTA9sVrpRm/3LVEc7qrUX7ZGgBwF2LwMYAYvFlSiyMczNANUeEILXJ4abGLoUfuXd2I2LwQfvfLuTbyrFLbEsccxNnwMoAnuGfIQL6tW/O/+fs9Lcsr/GGDGvrXjy1gyrLMIbNOrmi+LAkrZFliX8CHmKL2YANFPQV263TC6Q+BYO23A3gDCcp4ouKr0UA+sxz7DzVisSyITqeTnCeTRSGJZAxG2eZ3FdQOy7nmRTKDUc1o9e4zSv2Y/PAHs8NzlnX0zV78WN4Zkisiv2y9KL9sffLPNz7WDAC1ddu2LGg94b9j/xtLvHKaGVabQmCRu/L0h5WP4yEcq1zwwk5B8i0vtdjWIXifDkygwHIiXEfNHYsLbzt9exXPvvfoeryI9YJLH+tpeL7ZU2MF4tdhmcdlD8nkCkkwwDhtkpChSO0RBSNyNZwMWMDtk2Q4bbR+/Z/rqz/4ScNmANu3sieBeEfN9QAwsiJ9/8iK9B4Ahg+tS57fM7xaSNeY1At73lS9/RrraSgkvm9LxMHcUFja5/GrHztvqp5OHY7YetADS2ug4kJANFuR77ss30XXTq043SRsK1QLFgB4GAfY2aJIOINiWZnG6woUDPX01HQ0Pf7Sg3fH9Y2PkGbLB2wA+z6A6k8Zd60CsOeke9FTcSwok7C8ANEkzIk829P12P9LpimfdGX8SieY8DpeuTMgtrEMYLpQkelLFcimvhZchUVOlCDK5wwA/znFe0X7UxTsaW2RzVyqhFcuzdTY+BPSQqMGDJIknrVZbPM9px+5DA5HrzKELQB+SRS8hqmOKb/ALUcsusCfKwIxNPZ7fVKvVhNQA8DbH5S+4xq+aGzdBcPo/8OlzFmYSYlA5S9EsfVilLptIlpJFjGawImUsrg+7Hqv3LLrvfIAgL1CxhuKaqi6fumlxx/4RuMMhpE4PR6pggI+5WXEViUd3oMJMOkQeF/LS8YAUPu6L+trPrO6ddGu98p3YDKOc8BekNfVeqG9cqmN1UERYML+sIz2h+T0gtzjp/gxTyxywbeJYEPXj5vHbQvLw20Lyy+AeJxtN/1670cNu05X6gHY/JBbFGAUEkQ6vdx/qOB1ByAdAYm8lIBEO1jVoTax6nRzGu7VAQD8helz6fbBB3U7jrsddQt0iBXh4JkkhgGkYmFJ7BtfyMK8uOWEwqIzHVLbfE2jOsXSgErOKB0+lSQYVgJAU8Xsbh+tHEZM6feA4NQLQOZespLtAPkG3uQf7qhdYHHULtgDIG8n1jYAwKYsw3rP0nJ9RE3rxS7GLnF43wTxdK4EMcZHQbDzt3J/B4bv+9RDfb++e5bm72d/nP3wXwulA2Pn5Jetl6T9YxXmX765AmD39dcusPQjL0rt90M8zY9JXHTAuZrgq00v7s2RX7ZWIaaIN3N9zQOQKQqGxSKPX8sqZO6wVukbufeWU47a+QEQwwTcWPgRM8AdiBWzKgaSMq98CsTTLdyvNLJB22er8r915uzQfzVS/mBZyKxzSocdl2RdlsxgjpHGsL1b7GL0gnGu34m1DQlRmB4kSTyuxbYZIN5wB0gVV2ENiqhwFT358aoGUN3SiqDHA1ouByMWgw4EYEfCt3GEQRXg2z2appINF82uCKg0es1wv+O2H3+r7zfdbdvxx6dTFjda1ty42iunGYdGL3YqtXkAWK3H4br23JG5xyoXJE1MThJ9StpvgUTX0YBMvCAkEWlSnCcUYR+3A3gw5+yxvkuLb6iSuxzyPrvOU/JDibQjS4/5LSfHvHZx7khEZXj63G3NHxT9uwEzVevgtq1pOWVpq5zbOwTy3laAQJQAYnjvB4DbTDurXjZ9daKoX1Q4xXu6RfCEErfWzXaebW3WzlrZrSh0YGpMUkQmpge8BoSoABER+bTsGoPCrjHMPDOj+g9/aEEHW4ljgvOj32e2fBDZ8sF3Aehnq88kcsJP9tyoTOLZ/hcm/GOWT7oyfqUTjL9OyIxiBvlYKZDMezt37scFWSkAWZx4/KgFJIM8EwQuowLx6kxFouOQEx4ckfoDzVaxcRZzTaVHowuEXQ6ZeHBArfR4pSaVMvggBqmn3GOP5nPXhl68N3/j77/1oi3xXoiNaREAKUU1CEPz/AKnR8yTyFM95oF4wOzdffqB2RWWMgA40FiwRIGLPwXwYDiEKKWbzwYF+MU2OW+3kFZynFKWRFGe6ryov/vzTWa/X+J0eeRM9TWDGUxA4rOMqGWFeY7oxgFgAwYpi6A925HgfS0vsVrKS6x7AOTd80DTRJtMtG3ZmQMjUkmg+aKzSF421qNMV46whcauxvK0joCgvfUAbAP+bFmPv2g5E6b1BukYY5YOb4AcL2CqDD8JmfS/Ui5ufsC7um4KYzRdKQDQewnFrbNwfikAyCAaCkNcKkJYewnlTSBzJgIylhm6t0+Zw2UKir/B/Nfy5kuU+QvLveeZEdgs5zDr4CCyL4FEQQyYWBEH4mFgVSCKdDDLOig/U1JVVdnTdjite+ywPUtbMZZrcAcUsqZ931h21ytYX49Y8QuAKJsSEOrDu5A6agRMkgwsG7Kflm0/mmj8BAD8mktWrALwNRBFHGGN4mzfr++uBWBL+4/3DaE0LZjK3Cr24AWXvHukyTcrb6Vh65EaTulP9u7GRQecq2sueecUUsbXjlzPHRoDSRhbCgL3ygQAsS9AuxaWdEmH7HrD1iM1YRVtcd9Yxd+7BwSSJjTAATIHxzG+cG36ALG96i8gBs5qADViNzMn79svDkEibqHb+qmITsmIXT5JWE37QwZ1ptjF8PzNUc80H4XBxPIfIOvR/TuxdrAW2wqTnhVfOfMogBUL50P+/l4EgyH4ZDJQPb1JGbMKAPSm9bSzaT3RyocUyNoXJ4kFsVSMJ9up1A565Mo0kLlJARg02y00EpIyhTLFfhN5gm3GJuopl0m1QewPlUWkYj5xFvO3nz7jH5S3d7MlNZ+6YfdbSPL981ED/dDl+hkHd6svz12m277+me6OCvfALxQPQZfrUmx7s7Lwt7tqW/dFvpUHqZ+B3zsCWqVzeNJWDQyFtmVnDgLx+4Oe+zntCFyy6OC6e3Yi8ViKBMy4/aDc0x7Qhhwd35j9H30A8uZVH/WtX/eSOztzYOO2+MjjdKQDwFdA5vogiGH6RxDGMAmAL25DrU/Q3mqQ+SaUK45MTipT9LBfbYlGDEjeSDqIXjAK0vcn2Uo0fpzP/5+UT7QyPsXkusmu45lRDCDKXQtiiYEf+eOYoJR6D4AvcKcFQQoezAHZFFVce66nqAYDy262jbuxUAQK7MCwuvrQsQzdC3+c373hyyd0KxaG2ne9V14RDIklX/jmHXOf/+lbzY8/s/xnSGCXSTE2BO8Xa2M00Q8k0bMOMbw9uJ+n5s/pv3n9HWfENbOG6gIBcTSx547bWq+bvwn3Hv8D3s6oxOcBIOiDb6Qdj8QVG0nkS49BQsCNT1QpSwYhmca8KCjMc9DDIyoHACgUIdrnk/jdfpkcsY2Dx6vH0a+BQBMmVMCSSSIXdnra6EWk4cnrFIcgaO8QOCgNULtxwJ/lv+CtXCKhQkw52xaa7T2Xa6LGKlf796JVM2PHFt1dVUjC8BNVWJNk0m9UHKkDsOMBb0Ko+KNHgXoAGDhv7eFiXKpQwmv2QtXRgsrj/chTcP07ABI9sdMtfTSq0uUg3n1INSIJAIg1YmUmhgvNsOTsw8rd/cg9iYm9gQDivIjPgsC/LABafXJFhdbj0ndlFVQsO3dkv8bqiXqU12Jn8yux4kXNIEpVOjg2Ie6eUQ+be0htZmyK+XK9r1CqDEBCh1ZL5JHjQEoKwGbEEqMtIF53JYCGBopaAODH4BM8AASyDXrt7iaRc3WNXTpg04Uy9Q7KH6J9swsqDK8d2Q+W3R806+IKjU2Fc1pidQ0K/qYQizrMjx5kglKEIj5/SYZcOmhD8Z2/hnTYQQjYiWLzJRClG4glFB4GUeZtEG72ZL7xDgcfiCGdBRJ9rAEAzQfnFvb+5p6/Zv7sjSUAEFHIGJGLoSEVy0ASZ4FpRG1qse1GEGhEO4DjtdhWDYL950XBHbu8c3x+wb6cbNTcuBK6w0dhu9gJh9uDi4sXoPmWm1CPTdRGAD1GI3xjY5N//7XYVqX+e/PjaS/tM8t6RuhAQTrTXS2J5Gcw9KK2k/lKv49P5skAgJ2b1lVzfz8KoAdPsIX8vZIlzo6rmiqUJ9jm3ai1LNx6qsWnkZtB4FYQhSKMTmnPKxru2oOE9yWEimxOApchQmz4dd9o2IKVny2G1M8g6CeGWTjkGOlX5yj0mdXZmYPvIha1g2CsphWBSxYdtNn1j18z8wzOX5jTBcG6nJQRJYkimuUffnHnO3XNCfeO7m/bUPsUr5An0M8mVfrZShwCYUHhpZVqiSrjSJcO6/jnDPiz/BIqmC5G5PMDwZwOk8R6Ils+YJnuuKSStys/fV+Jp/M72cxAjirskbKgPGJETgF4jqNXjMoEEMirJdGIgUCyQPL5bqNacG1CxOCfVj7Ryjhw5QwnSXjEN+Mqh+0nKqUOwifKK7FjIEotKb9L8JW3g7zfGhBre2KJFZ4p5trs2HT/gTtuWn4xdPRUrn3EqtK/+V75tW++V36t4KohAN9NvJVwbKjUiX5VXFs3gJQtHgXQePOKi5qvf+mkIRKBZXhE5dCoArTNLncY9H7d/DkDuQDGFvxb7FFSBTZ8+yIBGSaVGK+4FkTxcIAkdL04Eb/4FOdFT3evrsJs8tJOt5zx+SQMJQKtVgZCgn5Wc32zA0DbaJmse6ywzB+S6tJUVn+2buBcof7ytDiYk3JhZwHJ2uuAxjdGGWu1aps8xz8QuN77IR2gZEFrxOAMhJVz13jfUq/xvvXUFBM9+T7ZAWCj4kjVXs8D2xFbjCeriplUEj1/IJGdrn7kjfQjL6k3mytEcw5AVaAgPeTv8ok7/qZyWtvgp7c2/U2RK8nIerJimXam1CQCK12Gg+l34vUphbWBqELeDQL9YAFg75zrcMeHO5baxPqkhY4SoABBAHuRhPvcO6owuQfVC3SFtnRKxEacl3UDlIhVG0rHFkjkETW4+ZnAPlLH9TcPJKqjBMGj815qoez1VRfma99qWuZcXTPLW1Okl/WOiqhA0MZzVNMdQ2q6Y8g+j1oXu4ooy7wkjQ75y7KfAlGmMwEYvFV5n/fNyvdrPziXKR0mDkwKgO7v58IgkBzeYKkHwFcSsel1AAEAAElEQVTK3AOSG8Iro6dAjJbTiewnDRSVKfhThBjeuYQ/KOsd1btWVoYA9rDxlQ8rwko5I2GCqmCGvld+eXTCBL9xsomq+tKKz3z1Tzd/ASBMTsmKNFWC1Jq4G+MjCBYAe3JzkLeulb2HvycS1vHbViP39R0Al9gZV025Ica6At2O4xvMv9o1g6WlzlCGziEZcdAtf3NGspeF5BJ5MIgU8BlOXPwvqRJnk1RNjUkaVTX/i3l12janwlcrN2EROXyqtmpuWCaRgmVnbBXXvg/g8bXYeS5VIyZQ2HogVy2C3zsSPTkSpo9+eE13YVVjGsh7u4BYjQA+KjbdCNy49aunt8h8/bL3cf7CnCb+mODc8eORGuoxIcsIp4iP38NT0SBuoqoYkfyOY6aFVXnX/mlRryofAFxfzfqdB0BowJ8tu+CtXGKUWMcK6U46XWLJa/HOkkmpQHO6bHTiwlUT84QDAPaWX//gp637fhF/IasBeQcrkEbdjVH2D0ByIwcJhshVkEkjBsC/lPF/Sbx8HJiqiT70PQnn2sB5JimqwSE4br7S543alJbCPIf+ie+9f+61t66RHmvKmenyyDUKOuh1e+SvgWOXmeSe48Ld4CIGnMJ7r9D7/9UvnsopzLM3nj6fmSuXhelIhGIOHs/vys1ymmeWWhkFHcoFMTyOAvg5sti/p3xyPOf4WcTeyWSFfqYq2196tWbujx7YP0PDAp09Bues8hGD0ei1gmwiesTw6jjhnlvRKp65XJwfEGdFLOFfND5w4lbd7lmfLntbna0dOo1JDITpSi22VWVgUW4+etU0y3iqguc0PolcGobE6wlo+yxsRvKw9vhFuxrx5dQBwDFm1ldDUOQFExTTmaiNiF/Qddx/STFxMaECEC+yy7Z2yXzZL98scbSEnBGF3C23MkqbKXtW30jlvhtndnwWAMQIz4/jY96UZGMaX9Ak6h3OQa+ZrvRWnNHOVM9o6hL51PLZCrf/NIAXhddFoQCx+2/k77/zCba5FtuesneZntUXWQ2RsMjrHVQPhRi5JxIS+cbaxay5avg0jxMXiPC75DHVMwCEQSIavAe+H8ARpizLGcwyVEj7rFIAPWNfXCbK/MXOXCrCysQO3xBSJJIKFbNUGOO58i8CwHEQYx/K5t5yZXPSJUCO1IxFPDzKhsnXymGQKJKau2ce1081fwLFgpIOOTIctQsGHLULDoArU1/wrd/3QTCHJvIC12Jb1cKW4xtuK6m62U0rw6nOSyLjIggeHV08lmfIOYLaLQB6VptUZo3VE7eOFxWi6/ZPQfrqa5AiSTVl/l3odxxfEqGlTlanZACACobFgT63/L2/hIw9ZunZzFsLM0TXZA0crFpy+njFfP+3t7+w8uaTH8zhnvOyoJ0TKo3jesVFw+hBn99ZoAkwEjnPmIUQLeUggpQJwOcA1G5D7Yq12Hk88TYT56zM2w63bQ1olQ7hkAORMI1wiO4YWdr8zt9NztnXnOG97nu52/FRsUl5wYXe6IbvV1TrtPajHOwFAGCzG+jMjMHEy5JGsifx/qbc37jfpz7um6gq82eHG0doc5RCU++3+dZe3vaNmspTNwHo7fEXLZdQIcbHKpk+f34gSz6Qky6zSC/6ynLSZaP3pxyXyXnCAQAZ/uFv8L9vzV6771uzf3t4U/sTSzZeeoY3+jcA+APfh5FuqejicdUcxiXW05qwvXSBpy+9MHjVoLmTRQyASSkx/2nkX8r4VZIrhbxMIpN96Ly0CxMLEV82/oqf98prc1q//+2DS4NBkfHdv/zpNQBHMAG8I4X0gOBocxErldsHAoUAkOCFHnx0C4BetSpw+WxLRoXLI9OLRKw9I93TrSgKfmaa/ZneBjRN4d75wxJJ5Ie3rLy4Ij/HKTvTktE755rh88oslxxk49gDINgvzjJflBcvF1FhaMOuwBBlZkcWm/J+uPPx5q/97cWL7BY0AFMIJU+vgmj9MLK6hoNZWeXitqy0yJjUShmDjoje7woawhrK5UbifEq+aBdifDl1XcvimXzkx84d439OZ3yTvaMuALYkSqlQeCXI4rm2/O2xMYdZ/9ejNXRLr9yzcEaO9SvXN4qvK7AQxwoA4t0m7UriqURCQRNOtgN4MAv9plk4X+WHjO3KLXL7chXNl24vjADYvnbTm8AmwlKCyTizN1FP7XyCbaZ+h+6l399r8DvkDv5TNZ0/Lc54b3+u2X7+TgFH9kQb/kUA/s0se4+g9LsdAHyzC1bIekft/oI0PQDau6TMNvS9Opnhr4f1xr8cuoDUiaRx7y0RYyzwrl7yzilskXcOFYk8DB1Ryr0hg9ohtTjMokBIAoLnd4NE7sYxFiWykGACZXkzy7INFHUWscTrYsQgclFRNPf8xl+WdQN/P/2uUwfo9kEeQjWh8AbhteeOlIUpylo0dBnf3PFfbfKA30kHGBUjoz3PrP22HcBN3CUWEJaak9y/qBPGo6OLXWnqJV3z8qOGjtuovBks+75mzCt8rKO8LGoopKymLG8fRCA/HaJQCOJRl4q+MJAXkUvYkJ/ynR9Rtp06INP2f2q1zlsxY5E0GDh6Q9N+Hk7jA2DCJmoLgB61CtVuz3iDeoLxqQdgU1/2NY1mK5ZSfrgK/tTTpbnkcZz7UeU5AK8CuBckuVYBUhhpVeL6lfvGArO2LjPpGsyymxuoRY2PQZ/+CDyudIjEFmTkd0Ctj5w8veiFaXlXBQ6ENlWZ7/rZv83dm35jF4DekVFzhcOhXwFQ+7IzBywAYNDbmJFRgZ+qGGaUowY6yClS1XI7W4lEGEoy729SOBdi832qezgA1IcpcVxFabvcoPhz0Z2/17ssLy/QHNMxYVpPixgHAIQgDbd5K9qe6f/eAQB5v9JNXgEUk6zVXrEyWuPgv/K/dt4qSws+W3z/cYEyHiWLsA1Iqps/0BRJZGBodcQR9IsUzR9oqmpWO9VxoK6rJFQLJCDRKp7JzQXgpav/pP8d+ZcyfhXlKhb14WWiD31YcEyfcJ1W8LsFU5e45+16r9zi9sh66z/Ves27+0q+4HTJ+/oGtc9t3Nw4nT42g9RfcSEWYs4DwbinbAOX0Mi3XQ+ykExXprMQXrG8d6A08N6B0q2I9/I9zbKbm3nv/JA4vSzEiMV6kT2gEXkkr7s+0xsSScJ5y7rzRs5lBYEphJInqi6aXCEvANDrlqhPvOe9ZWl1+Bx0sFNusVrmh5xeII6xrgiuSbZon0OS5Lrdd61yIJZcxct0xzflO5qoCiaA7RkYfLwUnWYV3LT2dmfh8O2zBxzQf68T19yRhlHXQhyMYg1d0PRgmt4q3jtchO4XHdBmByELy+HvjUDsAhDIahnagFhly9j7SM2Zzd+/xzuqrJBr/HSIkTKGM2dVJX/878KwXhHkOLITPdWp1gEfp4hXgxhM5wBcQjhilg7Z/SNfX7UfQIbyaEem8c8f0vJLFr9syH6aO/9S4piLM+XV21AbZ1gkKETRcQvkGkQij29Y5JSpIhqFJyKiIjKiiAMxRTzKWDT8nVsPcNAicm926/ZJjC2h7AGZEzUgUQAviMFWDDL+7pI7fnVoM8t+CFwRJKMegM1st9A2td7BiiiVT0abghKpShb0d8oDTAViBb4AEpEgEaUn2AZsihkWY3mGnK55+Y3DZeaooRNQykbdLFutGfO+K7gH/91NuEZJR5yNoQzd9RGFHIpea3qElrIQiyRggsOuVbOrJBanL+NXbzq6tj5w+vbGd+ZKIuF07h6XQZTkXgCGGaUo7OyC2+lMylaTTAoA9Go6PSyAwxJXqCKkFOvVXR4WwJNc7sppEMcKACxONu5jv+m6GRTe19YK0Uax/rFHl2yn7kEHBN955edON5fc0lFfK4wqCSJjiZ7qOZvONZcRGJcNQG+3ovDmH7X/WKcKefp3ZdWyjceXNd12yxsrZfuD1y5+94RNNhZIvybvgvhn+P4AAD2KIccCrIAXgBL7wUNJWvDU1spJ14rJIuL8tysDMUz1IN9FMvhTgfW1tKe9YgV1OH2p4XvVP7/hlGlepVeiUv5u4P6ZC8rv7DVIxxhnSEtrxU5IQiH9W2dqRRjDHQCGqadQNZUKoMneAy+vZd/x4VzHqc+LwFJfv/xfs5r0NYfuv/TsAsEpb/O/XDik1mnSwmzIL2IAQCpnGYU2Ir9wSK3D2hStuEKhWqKsVLwMAljDVqLl6j7pf08+0cr4BMmR/ygy0YfeBaIcmQCUUlSDjGU38xUyr+F+RgDcQ1EN12FqfRM+Tw5g6b7DRYX7Dhd1gXjS/ADqHnh0fDXNCaSKu1boGT/HHU9GN3VV4D4U1VC19T8qC0WiyKJIRGSZXTnMl7NPvgFNz+MslIkXay45dkxsfDlHMhAaCGSzr/s/09scmO0BWMg0/nTEwrCTLfzT9fT3ADCo5W4LgMN/91w//4uhV2dQYYe7VNLUWC6OY13hJdmiPa6cOoAXz66YXY8p5EmkDPMOUlUP0YsLNRHXIpdIY9lLX9d6XLGAf0c+TFAFcz1egRc07DDABQ1MGJMV4nIlcPnNOQkOwBDEzHEsaATgq8W2zY+Wzr7TK1f0Fw1dbs2xDk6abE3DZ/BDfkkKLxOBiCbVKtnG+a1Di0ASSfn+8z/jqAqT3H9778HCuWW1LTMkALLe25vpN2hFclPIqTh0uRVT2/CLuL+DIBAitwRYYBRh3oymDr2yOn+kORIYa995fCzzZzsMIZOGYeVSO1JEOiT5dLF6VXoh937iPIAt1Jt8W+4EgYj41QfbMkJaRTCilPvEVpde7mLUFEj4wbOgxC4Zc2dI+8fCYiZ4efg7t+7oe/quqLKU+C75NkwQFdoOonj/VdD/AsRYa/ZtZlmhR3Hy70QAU7pv7srqI5ULj9o0Brvv/IjxYmskP2DtkErNKlpRxhrcS2dGQNbaPsQYkqjo+3wihifmoClx309vVfbpGY1dqxBjBhGuaRN+Q3T74AtihzfXO6fATAVDGkRYr2TI7vAsKvVS/lCElUsY6YBNB8B+y/H3Z3DXsyAwvmj/K2fi3MgoZjmdSdhqkkG2BAagptNjUXV7R0RhVgcuWVnwHAh+Hz/uYoy6tg5Ua2szkxki5EJBMbDJqt8m81RL3KFHPDn0OVU/YweAfkUOnc30O9f3vVKxK6vWcvLMIsvCS0eb6y6+tYpKZyUBvdRScKC37+ejP9TaZ5ukb95StwghOJCOJhjjnFf8mKRUYhMT6rl+CWE02wE8DgIrc4LsoToAudQ9CcpzN3y4hJuVTh+9Svl3++OWh899+gvvVAKAO6zJAnC/jApsklLBVd2eIupw33WRbqaEhRp+HEY/JsKiT5GK9uczvv/TMZnR/Gzz/detHdi2Yu3AthUAEAHFiMD+DiSJHADw3gvpjs/9eMDoc4tpn0vEKDQRWqEOU3/9UbbjaivjSSQLwNtUC25gK8dFfP4p5ROrjE+UHHm1FHKKajAC+BGAz4AkPFlBwpubp4C1TsVM4kbMY/AWSMhGAeADimro5vrBh3EvgWy4U+qb4HkbQHCMNAiNGAOCMT2MCaizUkiBoB28xDayRElOTTgtLDX/bn//33P7f/TAfqPVptAfOp63VC4PNRfmOsYnuUzf45zYv4k9Dlls82+wbYc3pCgdbcmoEkkjYZEkApE0ovONqAKIGSWT3Wu6nv6oEqeWu0dG5cbDe5nrBr/l/H1fjngwir9M6GOqRft0YiY9YuwhfDvGGU6pwrztjuIdZUBdWaCj/4ysyqhlXfo7PDuWhihJcxNdw8McJjRMlGC6lBhs4o6XgXh8zSxAs6AUAcjcdug7TmD+GRuMaVz7gh5aOSALBvUthTOXAjjMKeQ6AD2JCqHujX83++voURoMFYQMYkQYAHBDU60edfP9Fgr/ty7JGPYAwO1btsE9pO4LB8QzKFEgX+UdVEAm7tAfunCCbh9vHKSAdUghSIw2iuDKECMioeBYlC7f362Tr1jz210rt3tFHrtJw4bMWkp98AKv6I+LdEizFbM0a7PPJY63c0ec9594EoFCicOrlzjiYBcAAH9Z1mggP60rlKHXBYrMGt+s/Of6nr6rapJ3mejN5ivy3vOElHIYDFDJpJBJJLDY7ej3eDEC4nDg9f9fJjSjgJmR6ffNKVwR1hBedsWZ7gt0xxD5ThJgSkbnWMWag2+uaHSYe0RvDeVSGTq5zESHRDY3et5y5XbMu3GAu68+8X0mgWX4tHWZce9+sCLTDxZ7MjpH44xZPME24ycUMME3xL37h3V7ztaDOEj8AJoCReYlIjfjELl8dDDLYL/u7KHsrLFh3v08ALJuR6W0BJdEIqhf+UvMoF68AAduuSkugf40+LWvCjt8Q/K77LM0ZiaDptu/VVJoOjo2oLD4v9eCWhl3j2cFj/gQSdanYJf3NEVRiYZIEQDpNg5Tj/gITFJDKge9GwKPyb64lgkK3wERNYDbUA0/HPgDntGEXHarzKTI912Onrtk37F8iz+rveZoc9QoUIHR7zy+xkb9kj3NtVtoXPDfn48bH552txUJsKukCfWcsFvQTN2DPpAIEX8PkrBcjA1UCywACjKtg3M36b4l/rT+HXm2eMB2SVesf6F0w1zBrTrXtewEyPt/BzYsgwQaGKBHE/ajB51IUulaIFNycrE7KUMYokViRGTC4yKwvGc/CyTqgnMfaE+LJaz7+q+M5hqygnrboNT+1q/MHec+0F7EVRa2EoVUC6Qgus3jAO4AcUQ+Bp6e559cPrHKOD5mPDFFNehAEg9mCg5ngWTgr6aohiUsuzlViDAqPPSFVzDn3OwQXf8Va54mLbjo8llF6L+/nzsc9IsyAFzL/ePFB2AXyAIz5b5xCrkFRNFfgXhlowLEE5hK+QMQVYY3gCjwmYjRn02tWlkiNeH0pR6Abc/+UrtMFnatv+NMRWGu3dzZrS8rzHWcALARg5TQ+/1R5kIPSB9rQN61GhyzDUU15AmMru3KNN+DaZXDzfYuYy4omGVqf8AzrH5M4MmYzHsxJe8GL8mS8Jrpqhdz6IGJ+rQdwIMXAzA1+ZHnkklzFSaVyvrdRT3VtiUrKgMXHMaI/TSA7Tuz2KRJfgC6a7GtF0AusB4quC31+NvvuPvbAUARYb4N4Kw5YrVXBttcXdKCCptIb77Jtzenia65H8TgHE1o20SGSTsIQDxvHXbekwBxuQzyToIA7PvmXNdyx4EdSwGwXZn5FTnWwQAAw7vv4QASDAfzb3bfPKBYcqrs5lA5AAQhZeRgQIFNoz0BnqPbDgD9pizzkCG9JiQS01qfe4XJOXbO7LDGMeVEK4xmum0g1oxObBav0L5/tk1+2Sr0ysW910SauAaK2iIcn0wJKkQsnPYI6JxLQ8OgqH1D+ek1ptaBGbbZJc3qgxdaBYr+uEhH+uPl3eob08dBV1w7hm5HzPvfghh228cSg0ACiSgSNOv9YbXc7ZtdcF46aNMHswz2kXtvPudcXcPjticzIvlvkK/IS1EUNCIR0n1ehGx+aECia3MT7rN5M8vuEx5gyrJ8vll510fkUqfIzTgicqnCV5W/AhSVNAKVaRtp6s7MW0n9rWNWvzGrz6yJFCpCfllQLh7rN2SNev92wY/PrOI5jutA5pIld+PL4+bL4DfO5pq8Hk2N2KFQ2n20V69guublWZr+a/Tlvz8T9eSThj8xNfw8/+4bKIpXqAJih89OBUJ6sYuhRu695dTGva/eKLi1FUkKKBUXCdhqYgZJGXc+BYHDxXW76saT86tQ9N+9UHd5ETDKZF13F1ZifMQHIYh9f8eNjOqOkULVsQ6p/LI1+txgh9dPEfYcfq4lpboVYLDHzZUc9MorcGEVS8VVfB0vYfiB5EV50gOjaYXervcTruDnYNJ1dZ76KM/spAPxaitAimx1AHiRaklCWZikCih33R5wyv5tgzvNn3W/fq182F8WOi9p2Xr9utMH51w3875vPy+/L3nPPAAaIJy3fZgFGXogAw0zMkAIA6LflDCBdV71Ud/6c9/AnLYz2pKXe/LSjow5FBYu+Xw8T/izYkT45OgvA3gNZF68A2Ig7wBHKQpg+5k9ugfP7NGdQbyC/1EKLKUUthJBAG1UC54AUcYBMn//T8gnWRmfrpdxuvIjxBTxJwH8HCTM+2sQpfyXiE2oqUj9nJsdojs2D1b5XGLGPSYZMRcHdN/4fTde+W7eBYdFmgVAA7JRiEAw2tWI8exWAsjm6AtTQlY4RboOZBHTc/eycffVYxJFmrteGJYbAQmLa0AWpIlKvV8tib5brnqm5bab2jLu/8qRVUjkOyde+CubC4NU1Ydv5OWu+8bauwaHtVLB/6hAFqyjvNHFK8bKNF+9Mq0/CGAfgO0HS28UvofJvBdT8m5sQ+2/gUtsWT++1Y9uwysVa7HzQtI+caW6+0J4RKGQaoIlGSqrQeQzvHtwhqc813JyQbVxTqDZbY5YH8Qg9dTOJIZTLbY9B7KJAQBYUInsFA5pJJgL4k1DTnjQkhMetIArerIsgZNbcN2UDZPE5MNabIsqr8crF1gAHF555sNKFePNAXkXLx45Pt4oY8XUKPvH1vxzN685XIxLFQr49B6omW4U7NFYPTwrCPqNmfLuzLwVWo8Lby9bvT8kFquvbT4ya357k9rotp9GlHVl2+bEZ9jXLj6naOmbJb9sHQ8hSC1x/ZdR0LtY+NUizpPYOWjJ6Rzc0+eC3Hpx9EyScYqjEeSw4uPGM9Ae5/3njWodAD1FoBCtCEUsnkWla1mJaKRr6wP7AUC387jZtGVvpfnptxaFtco+61eul/JVPBPfFSf8N8hX5M2QSiEGwIol8EnCkEQi5J9EAiYUwgEAz2xm2d38DWqxrUq34/gG/fzitZoDrWpWLnUG8ky9rEwSppgg+p78UuKzAAA51kELWHb/2S7H530iStJ70R8IG1TBYKZ+NGykbVKLIxfE8BgTvgDd26duhOBdGo2QpWn9BcrnWgpNdbTLmaFxyzx+JvvnJzQn/jt0Fwi0cByGPRUfdzLYDggdbL3qcJvd8eka/ci9NzcvNowq84/2zgCAMCVyiNnIWRAFCkjNW8/PdRpJHC6MSnb7yPL0AyPL08dFnkCMEnkYIssgsrynUX3QBmOf9ivXF0vsniUAIL8cM0ID7Z4o1R03z5JR3UbzKZAwDwvRU82CGt358Oo/gziIeN5x3+K/nEDeucGVAIButAGgEovyAOgp8nbtKfd2JDJv8HNwO4AHb5bsNn1FviUvjRpNvxQpChgNQxfCEHeBQLN4vLcDQB/npR4X8bvL+vsdt5l28gYod++d0T7dNrjT/IOLP1vaXl5mtmjMzpn2NuoHf/7Zki1jQ873F9xEj+rTaUZGi0VsJKJ32R0LW4+NvrX0ttvZSnRQLfgm+Hkrgx1hKBAAA1U0YqMD0COkU5w356j/tpvfuP5ybwFQzu4f2ZLOtyUVH3gFP7YYZV/hfv8AaVQ7SDStGmlUGkbZ0Y+JtAIJRk4FSKGvv4HkyeUC+J7g9M5xN/gnlU+yMi786KMlrwEMU1RD1UeZUBTVQIFU3ANIstEjHJ77NxTV8B0Qr0XdlAryxKTg+q9Y83wuMeNzihkACDGUw+8VFd79m97hZz5X/Feu/UtBwjd8EZQbuOt9IItKSsiKALrjB1GMnIgpVT6QTXIyJaGea4cT8VX2jAAWgVjWyT/YK8dtJ8q4BX3d7eeqw2HRKJJvAtPyOAva+uAvX1g6i1fE625ptXm80u3vf1hqAfADCIyubaitWj9RcYRBqmrzAOovfQjtiVeQ13sMDreF8E1HvWRXAcIzFSGlurHfdsu8ORG5VDFH2Z4BlyzQ97qdLl5odlySF5aHw1SYEStePoHaHcK+1GLbYgDfBPHmqACAApvo0dIFRdI+TFz0qBnxRW76QHIgpmWYCCTuHR+vXGA5XrkgAGBvNJHwJ9RGJBhl8i7LaVDUqm7kBfqRd0DwnBf4KoUA6u1qXV1AIne8ce2KpuMV8y0AhpvKaqwYzwozzvBzrq65xErF6rJVj8fBGDiv6UQ46mj/XREwIRa6BXKSGNZfkmUeyk+vCVNi2t3rXiEdGDsnVJCSjFPS8QyPBBox/j05QYxrGpzRLh20BQY339ELEEU882c7lrIiSi4dtEulA2P5quMX54xsuOnw8Pc/wycNJ7aBfz96AI6IRKRmpawCMglL6aQyuZ3x5GdEzrs90N3zZTThCY7DmxO+OI75V7tmBEoy4b52plPR2qehz/fNYGbltlu+e/t+R+18RcKzon3yHR9Se3vBKDz9QwBCkYGxXHnbwIxQutbnXjzDC2KwCTd+fTBdu5xuH3wTAIxGmAvysFQqhcluRUDtYPrVDoYG0NR4GDWZZig6u8ArtvxzU0beUiWhLl6AHbfcBAB2W7/pwsBL+fNx23u7PyPiaHnEbMQCojS5AZSDKL5knYhnCuLnoR1kn+DXaj0AnTtNDcQr6dHI01rsvIcb8zgDjje2TC/uzZFftkafm5A0O5njY9w8lINJU8PFe7VbQfY4RhSK6DM6RmYAAAswVBMOgVO++aI80SektVcl3heA4em13zkAoP46yf7ce+XPV3qg8oyxht5Vkvf7FAHv4g5f0fuDisxhxKK6lC1omA0C0cngjrcCsMxRnTTNULQ9ApJXEH1nX/7c73f88a9frQOA9f1/qhyVmViL0SzP8A1fcqp0DAA89JcnPXcceP3SQFqO/J63X9rBPUsPwIZRlqeEis3bdLSiH0shgxzuKDEC/01FnQrXLdm3IhiUOQMhOXp6i2dmZw7u5+4Vm3vxVLZe8LpDGrUeJHq3BDEPdBBkbQdw9UkrOEVcOO/vABnrZ5OczkcM/k/IJ1kZT1ryGuASIT4adryIuy8AXBQkVgLAeRBlfOoFeYj0aNKCi9xjkmiBhGCAokMByq5JC/IZ9BUgC+oYYvziKgBi7niy5DCh8B9xE8iC5wNRgozc9XsAvDDJuBRgvLfFBqJInU6gYIzJR8NtC+9R39+krn777zMKt715zbk9+0svAdClm7xphfm2VGHKp7lnoy08Q94dLqoWU+G0X/vv2/NmC6pShB7rIxHY9uwvqQAAqTQc/PPz2/+kUgatyGIbKKrhcwCKKRH7mf8crN9lyEIOeLaLxNCsoO/F1+Fs8XUT8KFPE8KzFjupqZ4rkAIAvWENrRe5GYdCG6C9Kqnf3xegafjEUlGwOMDKOtQhDyXsyytYfwHAf4FEUx4GGVdQYHUDyLpFDddpLdx+AAafiH4OMaxfnDLNKVZ3Gf9ySCSxuoz+ksx029rFmd5FMzbxCX9rsbO5/a3iHQon820pE8wN0tI+n5Z+ruzWS6nGJkpTWIqLeXL4091QB4KQPoZYttE4JY3uGPIjPszeAyHvOZe89wNs45UMVvDMZNGVpIaf68bZyQreVAF40K7KF/Wnzc+lwC7SeAfXrL5m42O7WXa7EN5gC+PUbSrkFskQ6C/OzOiuyFuhHXPh/LdW7x+EWK3fdmSW7u0mNcemMo5GMFUiWqDdA8Qnda/gfv8ARPFZBWCPZ3HZY87VNXUA9MY/fVjJiii5rM9qloy6+sRM0AaLI2h+9p353gUlIdeNs0/HjaHg/QBgwkqZgZVLlWHGBwUtCkbCkIjSVBKPJGDQ6/xeJDeS69Ne2mdmaakzopIrWK1C6srU2yRWF0sxQY+jdr4fJEdC+Cz+HelaLmBWOIITIBE9kygU8SMUcYh7reJgpj6i23nC7aidL3yew1+WBc2hNh0Ae6YZFaEQGJaFXKOBBzEnRIXdAdpoGNfeySJv46I0Wi1M/gCiyl6OdVD38J9/YYxwe00EFDuqNShVjNehCjBhkONPJ+HPB2LzkFdueWEAGPorMpMZYcRY5hI+Hy2dfaeHVg7sm3NdCxdtgnN1zSXn6prgs1gbZywlea4dALJ2D5nz3hioUfZ65ThKbd4JbK8d3Ro3D9Vw79HCzXu1+ehMTeGpXr3MH+IMfryEbvYHKUczSRXNp9d+58AD9z1dB8D2bfnzYgBDXlZFLZMcbC0UX7YMIq00jxmoHlTEkk9HAmnFZz3VhSBOghEQQ2YpgMPX69/PswcNMiQ4fG67ZWfVH//61acA1Iuclwt7XCMs9cHZyJhKkclmZQ9RJqPHS6sY2s9oc0b6HUhSUIyT2Lw1YgRiNMONWTgIG/g6IwSjHnUqGPRjervD4JBKgmAYUvALwrk3nsr2FAAe8vRH7p9Q/hOjrA8fnyTO+2Mgeo0OZMxDILDDfQB+yVbGuGv/2eWfShn/qAmRQhGEWJ6FoOQ1EirGXWFTMwS/OxL+T/j3dArybLdckq/RmkO6EEM5ggGKDvkpumyJ53x3kzIHpM16EK82C7JgZ4AsFkHEY7ZTbQRCheIwyEcgB1l07ppQCecU4QNv5FWfOJOT9tcd14iOnsrjvf48zVlqT/NHxfDHFFpRdoZb/8XPnNV8+oaOVU8+v7Tl2ReXHijKt+8pLxlLHqbkPM5t4bINXeGiVSNs2ujWwLr3dwVrg+AorpIo5AWHT+S5vD6ZAgDSjN4xlTLIK2xQG0OX3WOSYjZCidob1TmL6u0AMfpciL2HK2VJ+bilB4BB7GLsEblU4QvJGMoToOlcGSOhQpkiNuKVRQJgxHJ7QltDIF657YjBo+CDwsmABgusYkHt0cH1VJnuUjO8VBylGTgvv27HQ8/zVQcjGkWbormHVh6/qLU8cNuNqFtL8IibqCqOzuwsCNxFB6AOh6mOZMrHTqxtbsBDO9Ix+ogXClkAMksWBvvU8NZtQ20H59lP6h2m2wdTFjHiPddl15ZXBwrNFbZ1i5sctQsmyo3YXtXZ/Piqk/vMZvsIbdGnM+/PW2lpLql6EYjHeq4tvKNQ7+z0DptqcsVhPyOJBEY88jSdPOh8hLoHHWwivIHzcI3mpn1uNDtNs/2+OnfHvBkzAbQ6V9fsxyTc7UkT0VhAoPTXcePSBDKHW/z5phLPwhkVfU/fpQDxxkrFDm+2dNAulYy6+sQevw0AxL7gsNhnj5Stenyc0QHEYad/iAhbS/kCoghE4Yg/JKbCkYgsTe71s1RWTaW/EQJMKj/+NStL71Zd6DWa8qT+SJc10JVbJLfTWiaUppUoznSbIVRsBBENcHOv4yK6fT6cBVkzVSB7ox+AL2xQ2Q1bG6sdtfPjGEHsdQsa017aZwAAqRR6txt+sRjhuTVwcucwAPR6HRi3e9xw6xCjpkyMegDJsNNZyLXZEafsuWnlPDXjlQEAI5N7/DIaPlqVJ7JZhhVB/ygmT+izgbBdVYMUKDsBwD1vx9nssbd7ZorOsQHJSDjizVMwXV/Ms2S7hqM4ea9c0S8LBvVc/sVhTiGfOKIo+Maydg/Jy37buSJglIEe8e8HZ9jvTFv3lDBZfBteSfRqBwC0z3nnPM95zQL4zQTPJJJQRfMBwiduwxhkUjZYdtFbSolkbOioYtH8ck372+qQ97RbEp98OhYyzTrivPYcSMSYjyhghqJ1/gxFW6GYCodADFZel3AAKGC3oLmBouCQYI2JAgIRzegILSscudhRqPJnDzQXV9lf+vTdlt/98ltRaA0SMN1sJZqpFsTmrQ4XocOTbMO49xs1eGx2o12p8Cqcbh1omrDNIP4dJe49B0GccJWIwVK9XH9eAfDbScf5o0nivD8IknuXx1YilYH3f0L+aZTxq5UQKRROIe+GoOQ1J5N5LT6KXImnEiy7ufmup7/6WG4l84h9UJoupSOWimXejvTCYKT1gGYLYt59XpG2gCR18CT+KZPDBJLMaydDPKf5eBF4ds0mz9GMNPfND244XPDUC0tx9FSeD4T3vAMpEjuoe1B14GvX1l20llJqmcc+O+tsa3lae3Qhm/DZMakH8chWAWCUinCfUuHWPfPYHuMzj+0RFmIBksEastjmmSSzPWUBjoRjPf1DWh5fByUd5CmregAgq4wxdhwheTBuq0TPHeeLoCT2bbLQ7RXLNtQOgXjIrCDehAlLV3OyHcCDymMdfa4bqqp6R/VMbqBPm3e32U4hYjaEbX1SNkx30kU8V65jFKYqALdy7f42gIf4m4UhCR3CsnfBhV2jim0KL39i1cGITslQ8EK/4/gSQd78tA2YSlyoAjFS7YLDev6a6RSjAeKhBFKL42goQ7fC/MtdKwFqP+eJHQcH2blpHWxqHS5lFmDQmAGDy4YHt/4aBrcD1CAb56VSMNZFPZkrjHTQZZFEAgwAhMVyh97VlZ60n6Nscy1huPkSSISPQcxz14hk82kKlUgFCYRx3n+mLMvsXlpeJesZkSJmEBnk3SPv0ZeGbwH57s1cO5wg836yOR3wLJ4xKOu1SsJjbg38QVqtFftNJoToG0tsRa6mh/n28eOv1UKUIRqRD0oo0cilgNIkcodnBVtxvmCmxBmSikImzTCAp3ZuWgcAccovfy/3T6KFk6SIwVFoAD55l+UCxjOCGBx1C57izqsfs4HV68DOqcL+vBzMRGzdZebVwLfvALJnlmEtRcHSP4g+pzNaCyKIJDhyoxE+gw43azSgAwHYhyxoZVmYlQrESscDOF1SFTKPWToz7SMGn0zuE4fDIUk4JPbSCrMi6H8j5XiPN0h2g8ynOgBBxTn/UOaFkdlBk9Q0lqezyqx+ZtE3mqCY678RheS7Kxq63MoxErErz3xYycG+xs15oYF5+8yv+J78zL/LTYbR5dK/BzNDKrFF1+o6rLnkTaQUjM7BZFGbuW+cOSIJhL8MAAFa0rjjkU+tA2qTQwBTSwHG4Ec/lnTTBWGT3ErZgkZqyJNZ0uYvM5entfsRjo+K/dVyZ/c5b/UlkH1xOQBxEX0xeJtxpybIShm12BnnLUc880q9M4xz6TJUhbyuMM2GLSxF5cnbxsqNKuWZ2w/vern8dNuEyY+cU2iyvkUNng8bV1647ZY3VsgkfuTndTchHs4Cn1lePbrQoA9ppXqJO2TXn3e2ajo9pwCMYJT931B+k0YOMbGB939C/mmUcVz9hEhePo6X/3EU5MHLG3+/fRtqE72J21/e+PvmlzdiO0U1RLPtEQt1Wbhn3oKYh9qC5NjaK4XuRBWj8pIxANS7rR1pS9fedt589FTeEAiPdhy8JcrxnllYjXk3FLYNFolyTYO+UW+64mD3sqUADpentcdRSE0iBSDeCiFO3QFSJKQeWWzDFPDW01GKt8tl4Z/zf4glETEEi5xMEYmWNA4FKS9iY6/nDgvn2Me5AGUIfk5YupoXXimVX7bWU7tPq23LZurC9y8cmDm/g8oKdbEhkcR7QVXaNKjItACAa7el+GDpihtQCjr91++8J++yLOl7+q6bBLfk15kpGRjCqoO8hE1ayNvjyldfiQEz6TW84ilgY9nIJZNuT+Idj857umMIoKh9/sL0Gv0bxxY5aufvwHgoBgDUy8R+p5ke0RopGy2hQ4xM7Hdy9wIEBoaPNlnkQWdGUKLUyoNOGwDIgy7aS6cllpdPbNMoYkY//y1UgyhcMZl6JVJe4uapb3ZBhWTUxYZMGgsErE3WL1ybkdPwmgGkOA4/9w0gUTYd5w3ensTIqQdgC6dpez05JoUoEOz2Obz0mFbp27/tgTMAbPXx41kPwJabjTkRF2Ohi3TS4AWH0tHvV0h1Mm/OxU4x1eJrlA47Hn6WKOLj+vruQmrHkeOoQqxwkggxRZoGcIruGAokgSodAFB/kt1aAKBnzlsvP77m8Ft13Dk2CDzNBflQXrsEx5vOIM/rg7mkCPqOTlxwuzGMZMbkJgq3rUbu/g+hc7ngVCigyEjHSp8PomuXxM9fEcuah00ZfT5aMZZr6cvXBNw6UGAdKi0DwpiTmmbuiQRjmFSSJfOvHSvEYXZkYCDgPndmRDs4BlovgnmhBDNyC4nFx1GCHu7KzK/gEqH3ImHOC5MJb5u50//Atb+6/lx3FaqY5v3l5zuWIwsknhYTBxSoTqxquzaxrcepV/hfz66u9HHvM/peBewsE0kPHFgNMZhttrVD38v+eV5EJGKdjNbb7SysKU9rb9eEPXH3WefFZpCK0uXg9tZFmkazM6xhg6zslEIc4OklGRAYajtie22Bk8WlniBcuRLMN/m9mSEWjpEw3LWn9zXeeHpfHbY905GE4WRawkFVngJQf/LMogJQ2Lt+3UvIzozR2XIGTtW8m8yF8hE/JJ6QIyITKUYXG5eKmHCzqp+56vSEU5SrUmfkn1H+KZTxjykhkpeP4+V3YfKCPCEgmtAzZZmQ0zR5dvMBkLGjk12T4vrpQncKAPS2dZrMfAl7rdpv+8JnznV9t6HxM4knx3G8z5xnKCm4QHdLtWmL849JTaERV/9w7lj3GFkMMcX30NZp8mk1vmusNlVYLgsx5jTvqE7jD4NAbIjiMjneeupKcRbb3HZx2W9AykHD6ZJLAETx7a5RSXSLkavCF7k2yBGrQiqcY1d7Dl4ESaJ8HwTznwfyTuNKVydeFEcHyG7lFdA4SIGANzwAgHLtthR3fEjf4Fqdb5BYHFbV0XZR2KB+RtY2EAqUR2sia0AiAmOYgoEhrDpIBYIMK5PSIp9fKx1x7hWcdiUGzJSumazwiODUOOWebh+00O2DewDk/WbL3qRwEJ9aXm0pSSsShVlGEgg5ImKRwlKSVpXZPiKs5AkAOFOyvnVu++8rPHS6BmwE8qCLlgdddOM1Gzsm6GcBCF80z6bBK+NpGB+Zmm50IX6ehiNmidUVHPp+XavgHIf88uhyEE/8PJDy2Tw8zAiisMV5gRPa3qs429PqXjZzaQQAq1EwEqsrHmaScL5MBn3A5bfpWVcARYosT7/f4LGG2EyxY3RkOPDwZpZtjlM0ub5e7ISpbyCKwT4LArOZD/J9DnB9CCABqpRsfmy59a46ADvWHH6LZ9LYzY1XPQBDaQnspSVRj7t+yx+x3O1Ge0J/HGoVqgGsKCpEhlgC98lTENnskOp1cCxbiu6SYkQg8NAbXLbAqzfc0Tvj8kVp0VBPiVeudPvkdFjhZ0Qgc+BvSd5jKonNZy/0vWGEDg4hQymDSE2hx8uCPtSDjHmdKOb7kmMdRI51kAbg5iIPwBPCIHNsjq2vfmWFP0Q7mZACZwfnzCzXd1hghx5lqEAP55hSoRi5KERC8ak4A3ETlQFgHQD4lTJr1/z8cfz4mBrEbzsofAkKWBvd13p+avnB8FrTa+bZOOPudebLIVjP464hOGre+PRlyga0voiibyCQKy+ge3h4p5475ymAsMjo7s6rDvb7KtzdvqZQt8fjiqDDywK0CL6U7U5LErmagrIuLKREeBMWJTutvq82+1zlU+1VwWCEDqkkjMQZlPuyFLNU/cyTkz3j45BxUByeoSV53tb/KfmnUMbx8SREAkipwE6bnidJNU9hQZ7HKKrhZyDh42Lukh1TMRymWyU0MbuZoho2gxgHQsVfjxSL1WTQnaTtGUBPd5+u9OCx/Cq5LMyolQGHTBbWv/33Gfqv1cSYaQTX1oErXlEy25pRv+49w5jTFHq9Y5V/VclJlOW35TZfqhpG8sUw6Rhdv/TW3D88+zfotT643HLpkEVVKBGHrSpl6Dim7mGellL8/Z/ctBuc0TVk0Wip7EfbWG7EBtpoklgkYiOVK9wXQML0sxDznMWqtF1llpS12HkQBGvHS8c21H4NgtLVidckKBh80ZUv1WLbHgAvCBMnhSFj+4uXczzlczsAZIfMOlP3n++/NUmTaJDN8xCA36asyMmfLKg6GMwy6KSDNkZ5pqdDOux4QXDPKzFgUl6TwEteCBINsnPn8j8Tv5lE5d4MsgbJU3l/RwuNOpknwEakhBFJFI4wEiYsHy006tARLbpiB4D2/FpLQKI+Xta3a77B1ZXupdNGGq/Z2NGZuzqC1Fy+fJsOqw61zde/fqRc3jMiCqvonrRXDgBsnKIUZ0y0tcN89hwqGT+yL5FiNM0gEbKYIoDYRsmKRcODP/psv3N1TRwEjotgnARJtKoAiWi6QJTdaNSQKcvaUIttPHSl55qyLB/dPqjj+NAP+2YXVCDCmqMwk4QoAw/loGlkyuVI8zG+Idbt60vXoGPdLb4zAGyfPZoag910BnlqVRwGuxPke+YdEQXgPIkJ7zGpEbPl1ruq1ty6qwGbqG7u2keRXBwmIy719sUnSGq1KC4pQiG45MD8XND5uaBB4A4jIEb10xB8O215ZY81ldXUrTx9sGDAlNWnYrxGaTioVAaYTgBtSF3pOJnE5rMS9vPdKFVIwcooeAIUsar8YfS2XMCs0hJYEZ/Qux/JIyvRcc/SDOqHXZkOmTgAV0Cjx21oxItYijSYwUdyVZiFYgiVaxkIk8fL2ETt4PryGe44uufmdYCiHInjiylE4NhKNFPbsQflmAsddEftS8aOHlpyCJcQAGC75/YtzYkMX6wB2ykb2831VQfAHmRlnSaJNWILGfUg84Z3XvH7+4MAbJo1mUfHftm5Qj5Ls1Iy7KU8XtbhZ0HzDEjj2j0+uZKMbxr11Ef1nnNSMHyj+ZIoGHEVbO2roIcZPZNBO879oNi2ckXj/5ryO0Uozv85+WdRxj+OhMiofFR6HgG3Nl9li/cCdoEYEg9BgKEFWeC/O8X7Cj/GUgB/5JTl05haifsrCeen8iAmLVH+9H8u3rFobt+adJOHDQTEjEYVoDVqP/X8SwubwSkwCX2huH9Lr116WON2a1jGJ/F3BnLlDkN+m0Qa0IVUUtvnsl6b6jup33u4uOu//jzPt+HLJ1YYdD6ZzaFgmlvM/sXzByZSXOJkKlb51I0uUS4AFM7xXbgms7+sxNajSwuMdSsi/tMQsqSMp3N8OqUSPkXqx22oFa3FzkjCYTbF77zwCgZfdIUBUUzmIsErvBY7eWxyfamzZ5knM8OftL3jZfd6vAIkUfq3oXYPgBfWYieP3earDkb7GqcQPcE2v/HWbTvSnNZvKxlvrpdW9o1qTc+tuXVXyjmTijHkFcLGLpzXi0C8uC4kJD0nUA3yRUG6kEIxSfT+di4scMx6v80YDEfokFzCSPwhWhoIU+euLXbgvfHGQnf2DWPd2TfciwSlOEXJa4AzOLS7m0RZP35dFjJphhBhFYbdR2UAtjcQuMULXJui33lbO8wHG7FUoQArl6EfZK1ZD+IdjjIAAXiKT8AUGHB6CIwb6YiTZ+IQKiZ+xAq+gJmRKfcXmVeBfD+9AAw9v/1qbvGdv4Z02NFFtw+O0O2DPAb5KSO1Dg0CvPfiBWjmoRw2GywGA7LFIhSHIxiZOwcdEBpmBI5TyL3XaLTP60O6gh4HFXQAyEuWZCqQuDV1QctxM8dZn42L6wCizE8koZllaDx9FgbBM3VaDWZVzsS45ECQ/YRA9hLgGmsAbMG2DrPN8nJfek6EDvovFg32tCoDPp63f1KlVCCx+VeGC652VGtphHxejIoBWkKB7vOhceAiMkG+lTrEJ/TyIjRao3Ns0JVl18mdihFvOjQylx3XwwIpmrEdOeCTFhegG7ngi0/xVL0M1xcDgH8HWTMAwNl2XckHmJgidWK5hBdwKfrtO+oq3pjx3a/9cunivCNqDIYeBolgj0LwTd8u3THwZrCuh3/mEedS822mN1YapGMOjGdCiRpu2tpMANjn2jpQY9fJCnQ+v32BHIfL5SmL4V3dxP4EL3vWKwt8g5/K1A2uzrQMrs7k26BHzIj4l/wPyj+LMj6RUP+jD0viGQapNskXuXGAKORFIF56D8iamYUY+8uPpsj+IvwYzYjhuPWYYol7XFk4P5UH0Y0ki8MDj66uuuHaS93fWH/CkJXh1g1a1Pbn/rDw1J79pUJsq7AvdnCbTZqyWz7imxlGOCyXyIJMMCSlzZFhRW3RW3IM/uBv3LMd4IyPFIpqAYDex59ZaT99Pmts/R1nKrLMbn3HJSO7eP7A1KkRMbFVnsQ4MoBsvCmNrvvqDmxcaTtyJ8h4OxBfbAhJ7pecznES6scEb/OybajdBeAFkLLYBRhfujpReAWDL7rCKwI67pnRDUDoRQ/rlAPad8/olE1dZ9QHLxz2zS6ooJigninJYPqf+TfeA28B8NudWPv4NrzCwwWSKv081jNVIRRearGtCgQaEMemsgXbOlIxnwDJYV6vjC/EwyuQfLItAOh0O44nGqM67v+kIIreZIoJRkrST7eEWXfRycu5tIvRMxra3nFtScdISfpFIdYTQmOQKN5xBmWCJ5+HFDXzxaVML+59Npipl4ptHo/qaIdC7Avw73QueCPhh7Hv/Ow5VCoUYNUqUD29aOX67gJRDDuRRBFIVuEVwIs08Yw/6M83mbzzS3MVZ3tyxA4vWJn4A1k/2ef9RebqUJo2jvfffWNVV89/fF1auuYXNuH9uP+Pm/t9A3ikpBjnlizCvjPnUDE8DJnZDPWNKxHJzcFF8MmZHC6+qxue9oswOp3I0Goxs6wUJwx6BDq7otEiXqaiyPWAGCu5M3o7Mm8++YE+KJbYvXIFX8fh/TeW3rpjy613Vc3uPFt953t/LSwcuixSBP2zueu7y8vwwuIFmOFw4dt+P3LlcvQtmo+xgnxc4sb9BsRYXcQge0vSqM9OrG3G5XU7rrncNt11Pl6ESZ2FKJAY0TFmgUwZhiQMuPuDOGVjEYAHp/EE24BN8Qm9nCQ6eqJz7JXT6y9899pfrqAlPlRlNjcB0GMZIliG+6Pr3aZoIq0dMapeILZvlIHkAQHAFr9a/iqS71VTgvgJv7kfrnjihsdWPbJMJGJFglMkIN9APjj8/S8UD0nfDNZFDamT7kUBJkJ3fC3rd3FMKJzxvxECw01bm2nR1mbuSd8/MnvlZ484EZ/fldjuK3GkJZckXvZ5D5zNPaoSY2R5ehc+Yfjsf0T5Z1HGP5aEyOlKCmXsQQALECtyA8HPuSy7eS6A+6/wkcKPkV+Y+CRAO3d8Mit52uH8JNAdH4gifhNI+J7HkfP3LPjgUPHpDw4VJ24GesQ2A2FfooUbRtrDobSydvsok68X6xVMqbJNVG/eIVXA4wZRcFkQL6UbqXnHowYHX3GTe7btngeaJlbEp1doKJWnYiuIcbEGCUbXxq8fuSfFNeMS9jDxO03pJdmGWmD8vNzI/UsUG4h3KVH4MdQjFm2iueckbgDRtox96bqWzJ+R0vK+WfkVymMdff6y7Dz72kVdgvPFiCmTKZX+jHaLqOjk5WdxjupGCmaPZG3g/rYLjk/Xa5S46fHzMxY+Bwy5D/0pmTHaxZRlSYPpWvhLM2mxx1+hONsDDmqRbOPcPlxmfnC4zHwGSUpIx2M9iSQq3mm/2+PIP9F5l7zLIgulaUas91wvda6uiUYvdmJtc8Nr67pBjJTlIBz/440rolA9BaCe8SNbLkN/Ty9ax0idST5ZPhMJNG3CtiVWOgUAsCy+tfG2HSKn9xF5l0UWyDP1iNRyY7A4Y3ak+bKN7hjyU2E2zbZuyTjef0fdgnFeaQ7yEzfuahVkTWeQt7Ye+8rLYgVZAOThibjr6y92QrT/IPKUSlh0Wmj9fmgaj2G+WoU/ajW4OTsTcwUsJ8LCUinYZrY2g0QNXAte26VpPjiicdsjBmPQHU7PgMywwCRSMt5HAOw/WzL7rCzg93z/1Wc+x90xAOD/AcAtN42j5lwBAmN0CdovBokqTCZXJ+9E4HlXvkfVjwXxiEgFGUUBoUFoED8+kzp6hMrurgu1BRTYvb/41EMoT+uIJhMmrLfCfuhB+k4DUSjHcQBDfNGntQCSRbumyKZC2vgEBRAY7LUgCbxDAL4GkvA+BLKm8waHo1zcngfEG83nvXNevF/+QrJnJh2jkRXppxHLKSgA0PNmoGxbreuLXwHV8BkAmRrqB/754v7eJ1XvvztfMuDkr0UKAyuhciWJoMWiuuPWS8WIv2vevzdLdx+9Ic74nc7Y/UuunvyzKONd+JgSIqcpyRQAE2IsHh6QkJYnybVxMkUsuPBD1iPmdeefP6mVnESxtoAsOLsoqiElVzsP3UkwQAa4dvC0TUJe2ck2A2FfooUbDm812P7t6T5/aZXl/fTC4KWFtlM3Uyzr1/o9fsSUCBpkjM8gubJ1ZRvR9AsNpfJU5LHs5nuQzOgafHQy78ZUPR8T3SdxXr6HhNLVIEbUHgA/WYudl5PcP1p0BfFsEj0AbgYg5yrubRe2hePUPmx+5u0F8nPDVfLLVh0VjhyXjLrHALwEgdeWu2dSpd/YMxas3NtexajlPE0eeRepmT2m5zWa2OhK3DAtIHMsFj4nHt+NIN93VHi4RShNOyoZtFHhdJ3CvWzmUgCHOZhF3Ma5dtObb6Zo45e5IF8PnmAL+YOJyYLa3U2l2vfOfhoiyhI2qofFDi+d9ePXqwA0O1fXJIMHZIIYinKQNXIwbpw45YvDiBtA5stS7lwJ9zMZTduE0vf0XXE0krqdx82GrUdqgmbdIrpjaIflvtV7HLXzU5UnT5Rx75qiYPH6xsESk11f0HQGeXIZGIkYjMdDQvAyKXIB3LxiGc4JWU7kMjx2y7Golzbp+rCw5bj7WOWCRtWhtnL7a+1pIbXCr1DC7bWJdQcbsTTjGnMgz2aJYtFn9l5UyEJBCQC0tePSq6/hps/fAXN52bi95BxIXgmDmCeYx4wHkLj2jTcUdiAezpRYdXPqsomquuUm1F3snGB8xq+7xVz7u7GJep47rmCzhIZ1HSDgJx0n8ZSLLOKpeoEk73giUoNJJbYHzAExfABiIPWAeMINEDDSdPflFx9vWpiDb2Ajd87TLBv/bKFSPE+9yff1rOdzDVL7eO+zgPeco24+AgF1s4uVy/aGiitXOb9c8K7mld8vkvYDKfa1JJUrDYivkZF0vdR0evLWYmcD/iX/6/IPq4x/XAmRU3xWKix24oTmoSMRkPwWNQhrwQDI2FopqmFL4j1TediTQE6SKZkUYl6CKYUhBYr1uA8ek3O1CxW9FpCNmUUMx2gAl/A6SSJsYl8CANo7j6mfKl/q4Z9ToAx75XTYv1+G8GLElDU+GpBU2Ur57IFHgcFHNyO5ApbYN2By72qi0hZN2OMSZSczqHgRvrcJPUtTvE/ivBxXunoyEUAONoAo36Pcfaq4U/YjFglyIxGnGY6omLLsDnn36B5Zv01XuuYXhsbK7+x4d9HTVQA2Utz4b92SXOkvOd4T8CukLCui4mjyMPV3IRyPeJnc6Er2nUUA3C+EvDQkeSYPt7CtW9yU+bMdSymACZm0jL8wvYZuH5wyG5BAXAl/x81R04t7c0MGNcsqZbR02I4Ix8Vu2rI3z7m6RqjcbgfJYzGBUAyGQcZbC7JmJlKX8WNQhlgV3zwQJSgZTVtMknuP4+ako3aBxVG7YA+AvJ1Y2yAwMgCBkvL6j764FuF1jwpvv/mHsd99PjiefBrP9A+ir6QoWuhsIgO8x+vDIgUd4+cWi0HTcohHrJCVlqBTyHICQcJjvylrw5AhvcymNdJ0gLEXDfa05lgHbYtajy8/VrngTfMzb+WCwoiWZahgUBKKGBRy+QCY0eO2Yl15YQv/vBVH9l4LkNzZYyfxAQDD0RO4GRTeL58R19ZLIHtIAcg6bwdZ68fjv5MbCnUAUhmv42Vipo56ALZEFhjh+CQoztUguPxzIOvD9dw1sXUjtWEdL7x3fhOVjKp3/Du+QsYRYT9BDG+AfPdGEBYyFQh7WxOAA919+cXtnWVLfnvym634JYphwCL0YQ31PTzG/pyMSaJSfNK9SPfrfhpfy/qdNFs+EAdhSWhHSupmB0urvuu9pe6gbssfkFAIKEk/7NzfdsHxZnyC+bv/WeQfUhm/EmwuppAQOY1npcJiJ05ovkJlEOQjFnPtzAPZIA6nuOeUlECBkrkBRPHL4O5HYTw93lTkSrjahZsq79GuBFm89kGgcE+UCJtKYQaAddS86LELHx72lZd4gxDgyhGLBkx58fjVo7tngGxOE3m94xSGtk6TubnVXKFRB3JWf7EBGK9cC5W2pAl7ifOmXVnUbPaPPCFiIyYJGw5J2eCIFJFuxGNhgck9+onPrgYx/PZk+YZ8g4rMeOX4ChZaTvG8VwCLqENyHLSUaycAOAxbj9SE0zRQnOttAqdI21X5JnnQydPGRcd/3T07n9q6pTZR6W9U2H3LvQZFMK3HFqXJ6zdmyu1qXR1Xaj7Rwz6daEi9RWQStctmzGEoWk+zjL0s0NFnjljr+URUECWV/25bAHwewJe5/z+5E2vnJ3smD7dw1M63ADhsfOXDClnvqN4/I5MFSXaM/x4EXm9eRjdQz6eZ8C0A2P8hDPso6nnEkizj5qh00KYPZejcEbk0ymMf0SgYyagrHYQ2EECUK74PxBOeC6JUdIOs+bNAvn8AsSqW3BgUIJYwZ+eOyUCgauP7M7H3OOWcTIU3l4ZDKzCBhMLwA9A7nYjIZXgMnCe435Tle2n1l9zHKhdsRDwv/HaDHmvcHuikEjjEYtASCWivD+HEAjoQGPu12Fa12Wi+2anQWOkA4wiKpYqWwplLwbKN2aODAKCTDtr0w4aMoTLfYB4rEolDgSAjMckUXptf/bfranMBrFjYenw0w2/PAIBuRj12qcs9AgAiCqPnW1BdPgPvAkDnJczs6MS1ThcUahWcFeU4X1SIk8nGjpMrg2nxhlMfqmFGITw4B48gQTeNegrfAEC+fX4OpIQp8Ypz21rq+fOtyLQ7MCsrA/pZs+DMy4EPZL/Zn7JtExWdSlIpFYne/o/OOMJ/XzrubxEIvSUvOgArAZiONy0c/e3Jb7buW35DHjxg4MAIjNChBI9QLejgPNCJeV4V571zzN/pfEGDE3gO+1AFRL3q29ktaJ4KdfOhUH4uZX3014kORz5X6If51Xd6w6qBDx0rW066F8VBSKkWVN3+kzfM/+/139wcFolHCwe7Tpf3dSQtSvYv+d+Tf0hlHFeAzZ1iQuR0njUVOATPfzsAYr2ngSiOGpDFi/coJN5zeiF24i3Zg5gStor7e7Lkzah8BK72RAPEwvV1L8tunlZ4Kwnt4riF9JvfuzX3z799HVlmTx/IRisH2RTiGRLi+zbuPhq1/5HuPt25wlwH327+Z9JM/7ZOk/ngsfyl6SYP63DKB5BEuU4wKFIpqtH7b0NtVbo84670gFUmYkMBFpD5xHRWJBIck7PB6VEaxs7dAPL+R0F4xIPznGeLjlJijNBXJxGHxwHXEiW4F+MTtOIwk7Jui1xqceynO4ai49CfNj9X7+qKK93Njw8XFr1XmHQaUMmGzZ2j/SoHYwGAflOWuTszb0VAIncgCdd3KmUuWfLmmEhffUZWVSShwgzNMo4gJVWckVVVlQcvZoPMextIaJoftyLEMzgBiCvZHn2mEG7BeX+j+Qq/2bJ30m/zlxqq5ptfI2Weg0FEjp7AIIDrQ3plxfodD7WibkE1iNHfBMASzDLYpUN2OlCQLo/IpDQVCDIif0jnLzIHMJ41SAHgDZCEN5772A7AzivVwiqi3BgUC8bThpg3vTFFJdKk6+fdu/8kPVa5IGqwIcmcTIo3T2KscEl9jwJAS2u0XS9ycIntCVCeUQjnyhNss/w96rGRUTwiViGdZWHp6UWHVoNZK5aNW4OFCm+9U6kd1XoclI9WQhoOMgAwZDRXZ9pGGgEYAoVmxj7ioNoM+cPZzJhZbx9jRzXGrKGsnN6LuaU+APobT+2bw9/8TKuokf99zI7TIN+xvvMSsk424RaaRlgqwSW3G+oTp4ihX1SIU8nGDleS3Cc0nFphgAKAAVXPi75l/G/TF3MuKYvznVLt58KDYnGuuC94k/w926PqR0MZYkscTCmBUagHQHNRIW4WUbCqVXAEgsg5eBiKZUvQm5cbzfEa37apFJ1KLPYzXuq7wzrR8VDOHBcr02uogH2BpL+vUOyYau4IvweIBce6AbwK4DUQh5MaQOX3nvj51q77i7PhAQMPl4PhhwMWCCvi8u9FyAQzgiDykYYnUYBG9MSMHw5P78EVUDcLaj7YfBFlv5QK6Nekvb4UwGFOIdeBY0B7c1mdjQX1/rq9W6tZiloFUHvK+9qvFkXiv+QqyD+qMp5qoUmNzb36z5oKHGIYRFnklVcPyOZVAOIpT3XP6YSMEje7aFnxaXKhF+HKuNo/zopYiX3z7z1cnF+w4IHSSIRS6DRMcPniHtvPH37vUlnxWA73/HoMUpgMblKcb5OdOJ2dW5jr6BScl/heo31rbjVXpJs8bJrBS/30uetaMEG0AgTyk0pRFd6/vsjXa2ZEshG3REVKu1MiWhb201mBUXLfyQsRxYQo5BYQyBbfPigi/q55zmbpbvqqJ+L4QLzXfGSiFdyGLFSkGg6t24yYpxwAQIE1e+m0kdtm7jSvr36lIkszqB90ZTveGrglvA07NgvaSTjGz0U3Zj0Ax5AhvUbrceGNa1dEve3crePYPDCFsWuRzdRpWRcbhJQBACkbZJSsV35WPquIu56/tx0EY70O5FuOep+TKCBPb2bZ5lRwC0zx+1g4D5uUCgLXaWvHkM8HT1gll4mMiurl//HnGQusu92XsgpzD1YtMQ+3eE6InT6j4kx3tmp/yxBzTZ4obFSnS0adAX9p5mNJDBF+neEpBoHx1GX8t8OX987mfs9IOC8qwrGono3qmeU4mgC3cCj8vtkgTorl3LFGJOEKn1Q2UVKA89UCnkULcPOiPaw94ay471+387jMsPVImazb8nLDoXU7QL7zL0Pw/irL8bfSEtQhNcyl4GDVktN37H9jCQD45ApG63FAzLJpOdbBFwDAtnbxBvNvdt/sdGLU3xV8w19UUk0xQcbyuRv2AUCafXT2/LZTegBweinXmd3OE3yDbTb4KQp7ANguXsI6mQzecAT9oRA8FAUPywKtbbimqBAjSI7/vhLYQWycPNBBCQcioP+cd+fiRuVSo/DEznCppNNbqniTud10Jn1Os0k0VgOg/d33cADjFehH/H54TEYgHAZkMnhYFvT5VmTm5UbhUMnaNrkjbBIIykBEXf1BsKhIRkUYNRVwaNR+o8soncmIxdfRmyhg4iRw8v+kPz7EvvdLAP6bW2/fB3H+iT99w9vB5w3fTodDEFEJgoY8ykkPxN6LkHCBhhtihGDHbOSiZxw70R5BexwJ7RP+nZgjER2/Anl36wVv5VIA7HW6fZUn3Yt4CGk06XzXslrsWlYb0x8+AYV0/pnkH1UZv5KF5n/kWULvLueR/SPIxkWDfMxhxDOrJLvndBTcaiCKjbSDKEQTlcNOJVfE1X61iiKlEKEhJAdwD4C0YJA4KcbsSvEbuyuy9jUW6t//6x//Mm/2YB+mADcBgNEx5YhYHJk4wUvgmdaoAzkOp3zgp89d18KxsQATe5qmMm8KlGEfzYhk0fEVsRGGEdG6Ce47mSQ1HjXhq5uIwymZuSB9cpb5241LmaN35Ib7fTmhwV0Ir6sSjP+4+azxDgYct9e5frD8Z0tdfg0z7Mp0GHTWjO9X/Mw8wpgGhmlz1Du0DbVPrU0ISYfFEl04HPLUH9y55PozH9r3zrmu9XjlgiuZ99itWOW4073V6KVo2iHSiQFkiqiI8j3F9SKQeceLCATrSgF4GKTACkQeRoEEBSSYoXt8/Y6H+lC3QAGy4fHwtJQe+mRSWUGUVZYFDh9FPwCIzco0tdepiFgUITed15ltHQzc8odXcj9sFN3ihbgVYmq3bNiVL9vfkgaykb/wi8b2ZM+byjpTAMJYwdNMhkDWLy3ImjEE4pVXAOM86b0uFyoaj2AF2BiriUVnKj5dMruQG4s3Bc+9ElkLEgVFWzt6X30N9+MnVBzn/OzOs9W3HHvfYHTZdF2D4uDJt11au95g95dmUrLe0dJgtvGPA49/rtt14+zTAJ6OvptNVAcE69q77+HAkeOox0+ojUV3LC5s+8r1/a8trzt8/ZkPKwwum96iNzOHZi3eU33P2eadAFC39t6GNb+oMhqxQaXEEpkolK+7wdx1uhQ4Dlju3v1KUBoOUwDQfIZtRYLiPzZG8N2Wv1B3ymUYoKi4fg9bx5DNs4YkkUnfbSILzx/U+mqj2z4EYAUykAkf0kBhSMl6xTeOvH/8/kvPdtyo/3vlG4vWnPyW47drHaxe2x/Jlf/Gc1/Wo5oGC4CnjhxPqkDLRkbhyTATo9Lvx6hCgUKnCzTIXnULOEgdNlFVyQoCCSS25k4BgnIomK+bobbKM81unVbpVytlQdrtlAV6I1pmBmzjPe2JEtsDFoPkSwDAG8mik/PnnHgPfZgNI3Tww4EgaARAYx6EFXH592Lm+k4DoGEFgzAcUMWxwTkAFOT9m6649w9ki1AWS/Nrsa1KsH7Ez4p4iY5ftnzAAuBwj7+wQin25IBA1l4EgcSMJlw3cQTlX/K/Iv+oyvjH6Y29as/iFNWXATwC4r1zI2Zh+5DC6zJVBZdT9gsFbVOAhL6aMT4B66PIRB/8Ry6KNIEIFdoVIAs2QCo11oLDs9sdCsXX//32JSff/c+tmARuwt/4xb/M7d383X06TJTgJWDYcLrkfS/+ZW7/nv2lcdUEkdoAnMq86fGKFRWyiJ8OUVImTIlVAUqaKWVD8l46y3YEtVVR7/XUKRZTGgFJvLfjKkBOVv1SIPUgORr95f62+Z/xvpnrg8LvplTDOeHBIAQGUTL4Rl/64sfuWNPxyKjXxDIhBRMIy2i9JqKXSoKWIt/l3GHanOgdahYkblVpvK4/OpVaiVsicSgYr+KOAzuWhiSS5qaymrh5P5U+n6VnnxYj7F7OHCqXRwLFVrHR+zZ9S1+XrMgIMu/2gXiOrwXZRFtB4B1PA4B4zK2HQAFhyrJkvll5MwzbjpgddQv2IPbup+f53UQtMBkJZ3JvHxzWMVAGAwrEAaeZFbFhpUESBEUhJJbYhvdbjNlhqXxk79C73NW8cmdLAR+JwmqYsqwNwXTt7f6yLNjrFjQ66hYIT+sBKaLCQOjJIxBAF3fOcpkMnra11PPVs7HE5YLf5kDT2BhYmwNNGelYeb4VNeVl2ANAZ9UaZx2qWnwOE3k8pyiBAL4nk8UnP0JYTGkTVXVn3oxCp1ILm1rvGDt4saRQHKS7tEb/WIT1u1bNrpJYnGzGE9tzTS/tz5SMOr/0g67799Dtgy8IuewTjQzVsQ6pxO5Z0vbd2xqPf+GBA4i9Y2EVWD65VA3gwMFrSuZIQyH9HQd2LJWEQ0fmtZ+eDwABsdTf2ha8D8CnIFjv+fcml6MvFIJBKok5RUJh6OTycRzoMRmfPKkDHzncRKH2ia1AgiLbnl08c27n2dmycGgERejDGRRCjuJtvWsvGtrthwEYUI3DX1T8JbjHf/PRl33/dhMANAaWjAHYgSfYZvyE2giglynLMvtmF1RITaJMzdH2zMiYRzxYoLxg6HeI5MGQZMyGfpUKYpBIaxRSB045rn1iKx6atbhQFIksiohEFi45VsjOBUzBc35Il8s+rPvQzETEAakoJEGApXQiv6Ijw+iYAdu48+Mkfs09jZgyvhqD1J9AosWruGO2f/vcy6/d/cwfvCjBI7AgHXJYMA8dyEa0sJygcNyzIMasBcAphFEBMfTwxK/bGdX9vsJlxnpeGY/4WRXii6xNRN0ctxdkywcs2fKBAIB9WytrtwOob/VUVI8EzRWNzmVNAiz5x+XY/Jd8BPmHVMY/Zm/s1X6WDsDbIF5EPciH0QfiXYqDDQjvmQQ/baSohmdASv3ylINDICGzEpANkgHx5MUlYE1R/iG42hNEqNBWcz9DAO5j2c1jAH6Tkf7vP7WMqlWnz2dW/P7PNTdet/hyc3mJNdFDyt/HBPIezHv2lwaK8m0vL53fx3uhSag3vvJldLNaUNMv1WmZJQCwZ3/ppZtXXCxee/v5WZ++saObY2SJU46nOG+2dyny5la622dE2IjCK1JkS9mQSBX2jlxQlfaD9woPvgkk8wAloVh8+uB3mhflHXlk0JUlY1nKMj/vRF+h/nLk3c1Jw8dxFSCFGEPhOXyhHf4ZDRRVVXD3yjp5xxAVzNTbV3zFCfkCSUdEJGIYitYhyaaYrEjPQFvW+sM9S/XugFqvkbns2WkDdrnEP0yH/XrBaeO8NGNq/ed/fNcPyjwKtRIAjA6r+5s7fn/x2uYjs5rKahITD8f151sbb9vBUevx76W5ia4pbqJrwiC5BwoQpdsHYgBeC8KesAJAMO353U+Z/nzw/rbDjwMARL6AEoLokW92QUVEKnHKui00psb8kkr+H//L0RPwqZQoZCMIBX0RqE1idv7MgDzgcalcKo3H5YRcr2bCCRmHk3q4TrJbAU5ZRMxofLAW234L4DWwW3MBgD7f67lm1ndPIOYVd4KsO5fFYoizMmFqPIrrGT+o9DQEtFpCdzg2BgvLYr9ahUXgIgN/vulz3WdLZl9KaMr0vXGbqAUyGWYDwKgVnZe6ovAAE4BnGyiqu2ImCkuvG+pzrs7Nk4RCtMsekaiM8lA2M2YeU+h6KX+IEbl8YkXz5WKvVNIRMmmtYNm5dPtgYnXUOMVPftnaCQCmF/fmcCw1qSIe0euKhi63thTOXAqAXbv/b8uVfp8aAOwa3dav9o8cA3AsWTd1Gjw3PELWc4kYjlAYulAIGpMBj004PkQhB4jS2ANBUTEugTZOkZVGQgGPXGGSeV0jyAQgRhhdUBvs9gLo/j97bx4eR3WlD7/Va/W+Sa19szZLtmx5XzDYxmAcwJJxsJMJEAJk8QQyCROSmcQQo2BIJoEhTDaSCSRAkkks4mBjNgNe8Io32ZawLMmydrXUUu9b9VrfH7equ7rVLcmG5Jf5xud59Ejqrrp17627nHPue96DD+HC05zr5xGQMQMAKJP0RJCIR+gLFpsqvCtm1ikoP1WMkWyJMij3j0VkSm+wzFFhsI0f85yM9DOxz94JL4gCztcBAGGpAaB+d8Hqoc/u/4vRrdDoL5RUL5dGQq1ml03IY57Wcz5szK0vuECysf7XV7LKzp4tdZV0jVCGIKML0uKgs0oayTN4eQdT+nE3kWGJV1BLANwKwibECwvgG8hjGfY/sJO6gKQTFSTzefMK+dcF5btWje4r+vypl+atHDkUleUGZ7bOmW39sevbvdgcGlSZ6QGxkgpE/awiaI3oI76YS6IS8WvJZNTNmRxC8b1AJ3F+6IroV95uem0VgIOnvUuuBW7+g8o/pDIO/E29sZ/0s0pAFGYhNjkH5Nj3LCanSgQQ5xg9gomUg3kgmT3/CrLR5YIo5RSAjRTVhCswGnqQ4GqfSVFNv+M+24mPwdVO3Z8m0UDmVN1JIlBoHwB3DA7gMstuawHIycDMikDUOq5GLCbCR51mEyXCcrk80lpa6LqUUs4ukBMKGcjx4MCvXlk071evLMoU5Jq0+fLY8i9+7kxBJCJSb/vmgdL8XE9bfo43wTSQyJq5EUAJOzypB5ukX6cbHu1ko1uyQ7Y7VFF/LCKS9HQqZ5wapc18oN9G7vLJsZPg+/rZxrUVb7c9sPDFoizluPm9SzfpPYz2Cfd//6RuGmVM6WniFVzpkD0YKsqiJDa3wvKz/nI8WHxZtUxK0yzD3zOlcpWvHTl7Z91Ow5A4T9YjLanxiFV6eihgUrf7QqvGDzcyGtrZs6B4cLTKnOTt/mXjl+7gFXFOxGGJxLmws8WZogxNaE+w2GQSuf2pLC6NIBzMj4KMMz2I0engvi8EYU8RK871/XfJQy+u9C2YEY33eygiVygwv6wEapkM+lFmMNdip632vCzhhn1lyuZWKgcEm45IBH1+H6zRKEpiLFBQBFvNTVqZvkASjrls2XatMarMliLU4x1NKWU6Hq5M7/y/uHanlmcH8bpfB7IeOAsLENZqEPP7gZAHOYEAXBQFJteMGrsdVocDQYcDu/hkO+cJH/20oH9TnGzEjZW3whW+8fsKG2U9Y2HV8U6tmAlHARxiY1jS8qYnPJs6ezG8qjpHlqsC4whEsp2jXja7XCryMi55z2h5TCX3x3RKhopEEC4w6iDMKruVqisqRKPRAMonU4S7C2ZgzJQtFbsCTvXhi87d2HQ/X88mARNGKtsN59k92pNbXONWaQsantzxOJIZgNLKLSfYne8spiDMxmky4IlbTrCpAbnpJO375ekXhRfS4VCsq7DCtrizRQRgBrIRRjbsILS8ywG8jyfZnS8+fP/v/sJ8ejcASBEKz5a0fVsA89gZzje+LLG62bwsZ7ap16r0g2LLPpPrDHZ7ZapuVw7qNdUj/cwD1VXpIRJOlXY9gA9aquY5JZGIZ/W5QzVmx5i5s6iywOyyfV3wrAmngL05xTPeW3BTKffdQKVyNNayeLnRGzszZrJeCEoCMbm8PyrJov38qU6mOZKu33aD7MGFIIYoA+BDAP+BPPZ9/sZMWZrTJN3ZBaDu8+0v3PDYge1zsk3jEn+5ggqMKDH/rZa8Fz9zV3B7/5cqT71VFNQvVozbDviL2DAkJ9b7PzPj4fwRquFXckxC3cxl+EzHUBZvW77cAoA6YA3nzFukOb7ktHfJLgAvXMOL/+PJP6wy/r9IUhcMM4iHzYWpqRJ5mYxyUA1CtXSAK4tPCDGdclM51AdAlHEpSDrnAIDf4Cq52jlFfCIt5P14ejKFPA2v+0nB10KFY6N1XGUD57n3+qTINvnY4RHN7NJCV+rJQB0ESUY40SOzt3KC16W00HW5tNAV3rT+Qh9XL74s/vcWkPcxpQebl03Y3QoFHmxWNCgwecBnZuxkQjYC0O+9tK5k76V1BVxdxAB+WXfzItcS7e9HaW1ALfYwTsX5vna605J6gjA5RjPxDIe8d6wlXGhaHsnWMdEIHRjfM14oX5YzWhW+dCUc9zsdIt32XklRZRgSd/bAqDvrjL10RJkdoAywKAN+fdXh7qLcLutfcRu5oQHNS6mahTMlkXA4IpFKAUDEss4VH314bsiUJ+USD5UA6KvL1dfLRpznhQ/0L6wolPdY07G41IFsjuu4NvMxHQGQE6haAJ1532+G69Z5Et/CchNfJqtViJklM1Z5/OM9apfbLnb4cvIDrhJ8dl57T+LRmfsjHX0bOQGTAYBEgqfvvRvzAbwFgAVYMyPx3uiKaVQixDRan8uyKN/d9vaBoAdT82qnSrp3rgbJGhwPUmXlUgZk/vBlMwD2ABg16NEYCsElkwFSKZhgCLREAkqvR8nMKpi9PoQK85O8uNOC/mU62WiiqKe3fRdWcMaKLSQLnQrlBkQhhpFaHOWRHJ2Stfu6JZ4AKxLBqlBA3/eBI2dz1vGD2TTaD1zCLf0BqLUDZ/UxWpYjdvqV/vllXQDAyqS02MM4wY97jtFDr0PQGZUp2VxdWQVjAWtHrzNK6123ztN/9eHbN+akoUnl6pm0/hfYLNYCmyUE4MBubGrK9FImKG6/Y3eytbhxsheZQdLOaZ5+ka+XbvdJ89HX3Fmx0WGZjQJdNxvjhQXQgcRJOLn7HvvZNx5yf8394k9BxkgsDNnnHvrJz+KZUrexbOtd7z/Wm/Wr9wya3vFq1iCP5t+RG1NXquUAUGQd7GUVIknZrvFWbKXSQuqGs/IA7qTpZO0i68naRTyPetGKZMNlwjhyG7WLCkoGgx/sXbHSoshzSiVR+7zRDlHxyHi+2yMLmQyBqD4SCMlaoUAU5ShOyag6eb85AAwij12bsbczSIakO42fz/nNrm2/+v4Gs2Y8TNFsUEX5oSxhJFR3yOXcpSpdVXMs2JZX5s7dkOfytA0XhMYDItv+frNtf78ZIKdCmIS6OV3Co2Y0PCxsGwdf2Qug6JeGr2cck9fk/62I/l9X4P8HshOJjIIUCEYOIB5m/gib98JMkAyUg3aW3fZTII4ZrAaZmCz3jPapyuXK5hcIA8jkDIOwYQDE87UFwGLu/6vhahd6F6Zsa4Y6GUAMj3RSYncqvfw/Bj2jYBiJ67H/uLE3jfJbgvSBqZm8lX1IcMvCI1aZLbKstT2KovoxqaHRI1LKU653gZx2XFF7Mz2PE16Bm+w7oZSAnGLMRYJGUwrA3Fr4uco/qX67OOiVe2NyqcK7YubyYLFpRkoZ03lOCQAX3Wmxqg9fPCoKhgPDqiJPdMAvnRs831oQtYwhwXE/uecuj239ufbLgyFK7jJHx+Sadr9shDL3umi9x6dSFcakYqdm3Hus6mhPHQA0oFkK4L9ZiqJuO/72Wb4YERsTO9S6sl80frEQgnHjunVeKdfGhLCsOZKlEaI5zCAQqLu4v/MF39HcTz/3f9Xlvzyy5dIb3/mcpWnzbfxFweJs2an9P1T3bVql9vqgoxlmsGBDke0G3UgJkjn/J/ZHgr5NON6/BeAh7go3gN8h+d1Y6UhoX47LNpjjGu9bcOn827Oz/V/3+fAoyHgr4n5P5P2eKKnvXATg01y92/gPw3n60ZSy94JLwx4KwSkWgw6FQJtMGFl1PS4ajchzuSESiTC2cgXabrkZjVxbeZabp1PrmgniYTRCVjsTN9TPwcryMlQZjdgCwqAiA4BjQzq7ZMwNKsZC7PDKEYnF/AvKAAAjVrSrlKACJBsnJRZDQ1GQBgKwi51+JysRSaK0JCbyh2QxmZRm5RJacb6vHYlxvxGAY1YNWnxypTnojUXCMSqYMz6SK7F5KOempW3SQdtDyDzv4+t/Rxdydu7CLb//H9z20+dh5oyNCUJdQN3qkfe3v3zk7nUf7L1+3stH7l63euT97ZxCd6WSdk7rfe5jfL10u0/lmJ/Zs2pAZAiZxAFHOALNsQ+RP2yBGGQcjANwnQvPUT/q2f4qgJkAG/mO6qm/snnUrdhKbePfLQB41sw527PjX8+u+FK2r+QrZSJNhZqiWLAUy8bGjFn5MmeIT+aVujfqARg+rFl0LF2dkbrekSDNxDjSQRq4jlZQOQiM0rkuXdityA6Oa+e0tmukGipYqvS0atjIZZkCIYjh8w8oqrff9S1vw5M7Hm5A8zYuoHXSfptQh+lL2r3QJBl/SNXnl4k0USoWE0WoKBuhYrGIK1tpVoxHUOzr80q0YlpqyNaX/svcMdNqs1dqkoVBUTFA7geKzgJYnCYZ32TySbftmvwd5Jpn/GNKGuywHMTDJMReT6YUliEz5WALyJGZiLv/EhIJGKYqF5h4FCcF4RLOBeFC14AYABYAayblak8XYAh2Op7WqerkBDEEeNEL/u5DIrEOfvyLFR9w96bz3qf1wmAaAZgekVLukmhWymIhDMlzDxaxw/VBkXwlItQBTdQnDHrh2yeU6cIT4s8b7pDJrb3yepEYWW/9V/bewQVL33/4y8cbBeVl8nr2gWxqJ0HGxpi22D6fcSjXhjy02CvOkZ0X3TFjKfPbLsrll4fzjbPl/TbhCcK0gk65z5x0p8VKd1qsWi3KjRWoNjd7Z0GHWZiBY5iBpNOAVOYGcMfzJxSLFCcUi/YCYH9gf6zRoda74Kbgkul19W0fHURyZsFvg8RD7DS5Hb8GySGAqEgU+Xnjlwdby+uE+FOnc9PSNsWFwdkA8YiDZc1UOGK0PnQbj1fmuX5ZAEMgxmgARAHXIRGHUZb5tSVEf2Nh8H4HdgEBDCntOU5HNI6ThgBPLIRe1MxE6fy5GKooTxrvVSDc3wDwIp5kve8splqDITzmcEKmVGBs3lwMVJSjE4KMitueBJAJTpc5eUrqO18PMsf6QbLxLgGAmIrGNpaNe82aKKounKPb7p9bYm41iPXl/ZdMkWDAs6gusrd8BurLZ2AcicBXIOUUapq0kyUGA4IlRVgWiYAJheBSKECLRFgLbr4FJbLwG5/+zB7Zn05VSC0OfUyj8IVNaneozCzFgQuw22GNRNBakI8CAEVnzqHA58fBcBjd4nAIFEWZw6Xm66QjzsKoXtkp77Eeo7tG4pmDQWAnA9VVYD9aUOZ0HBimveMx2mAARr7WeNS9bt6Y+dk3lgA4lFJ3Mu+5QMqOTmz58BRuElEYtzvxnsNBghVTcOkAgPUDu7b868X/rAyKafconeMyB8fo77V+v3LF6KHv4g9NF5FIYoQTtYsUEMynNH2Ydk4X2CxxSJ3+tRONLC11hbvGWizjYVSU4VNiMdQftSOSn4deAL6DwRtMjY5dJS5WL6UQC/xK95WjX1L+ZhACHLqAlWQngEcuG0qpnNCo1K9QyaKsKKaMBjwKJiDq1xZ6C4CMSXtO1C5CXXfr9ptOHzCbnWO0VZ/NvLdglbW1vG6iB1uQMh5bqW3OPOPwuDybksdCcEt1DJRwZvvGsiMaiRtS6BCCHRYcGTLlUiPZOTedqF0URir3PJcMKl2/4eqx1Gn3QoXYXxgyyoZjLpFWpI9JeIVcHGTpoBnekUuykUuvj7ebVpXdoZ3tZyXKcq9ENeuV0T0F8dOCHWyDvhkN9wv6MFPQPS9/TwKMa/IJyTVl/BOQFLpDHi8plBkACiiq6UUIMOScl/hfBNeFU+4TKn7HQRQKp+Czqazd1AXCCYKZHUdiYupBOMunUsQnHCevn7nL+/rFxvhRqLBOk7B2pFu0BkC8cHIAFRTVNA+ETaUeCVxrDMRwyLSoXNkCJKA1ZMTyxigldnWqylssilwrgJYqX/cqr1gxTxP1CdkyeI/OhPamfYZAeHzfcId8i7VHdpN7TDp+bIfhvdN79OHTr69rBLDr4S8fFwYdpkv+sxNEkRsD4MqebZlRfktnla0zy9n1+iwTADj1M/TiS/6ciFE1Orz9M44/rHmiNbUOSNkcX8E9eIWDf+he+1ag5Cu/LpSOunoAuLRazDAZsayuEsfsHv3ggw/850M+hXoegK8CzcMgvPcBkPfUg5QEPRAo9w6Nwalg/Aq3Sgc6FMee6wD0NaC5EgTT7QLw0Iu3fj5+MmHTZVlsuix+3MbFvW7e5ZhCnm98+eBseY9VFsnSjFkfuu2y98a6Gu4dFWHiadJJEIhGDAlIlBYEL/roAmoz3GvqdjIlWd6BF/65HgA0HQPhL7zyi3ZqXlE8d0CBfSRYYB/ZlQpFSIVesDEsOXgYxmgUHp76j6vDCE9b10RRGwE8JhZDo9VAzMZQePAwdN2X8QSX2GZymSR5yu4nWWFypDqQE7YwgGYkr/96YZGn2R1Qv9+KrN8egL9vjOkpKLPUNUhk2ezlXHidmRwO9VyCHiEcB0hZB5qein9WH40i2+2GXS4nsKFAAJhVCxacsdJWVnN66NM3+PDpGw4CBG5hfmbPKumQ3QUuRbrbjZjbja/jSba1/SnqRQjWF7rTYgVhxpkj7x8/y9VjBDybiQBKYS6Rjxjur1JofS4EaGWAT+AUztE7XWvnrA0XGGkBBCwEft4/ybb+iUrw/zNVeebAmpK5iMbMrFj03Gtv3P6zDUffiM/tL+bfvpoR026PVMcAgFuqYwpDTsX9l3+7FsDokDE32JtbtLrxyB6wFHXwZM3CVEUyIZNkqdxNrmht+u1mfs1l7QBO0wUnZhU6brW5QF+K5GWdCdcb73f9rtTHqkVKyuf/lfYrf7xb+QcfMsSWcAm3dr0z9+aGzxxqjsnYIGJyKkYFYzRc1NgbN3xqaJmwfilG2e6tVJ1DrcPl3BJYjDkweBx4ZMd/weB1AU+yAADqAhaBrAdzuLEg02+yR4p9/SM3W/ZG6h3n7LJYiBmXmRDQKyDtjhzGaCJua2S++Ra3STueqQ3C9T8gktePy4y6bkWJa4zO3gg04CpyNKR1BgWiysGeu4qHND/x5tLioAkqFjGfSCz3hGKW5ZrQK6/ObR9912sd3WO6COTogYgTKIg7gBas/zCAaQTdCyXTOv8J5J24Jn9DuaaMf0xJg39uBcEXAmSDmgECbziGZAz5Lu46IRyikKKa6gQYcErw3QkQryFfblplM6U+pSDecH6RagdJ7RvfyNKVkUbSBgn9+FPflr5+sZE3POJ1+vxnfpOW2YMsEAv4RUuGRFZAhqtbPYix8DKAwyCeSxlX/gj3kzYY9qpYcbiEOwfQEN+sAIBTyA8WBEeSPJ/cXVftcdiE3a3UzKYJSXsA4F8fX1f38LZjTWlv5Nv4Ilqp+/FDvo3F1/cWqHI8x6zn864Dd7oSubHY1vX8YyMAziHNCUIqxjAle+GAq3GR7rKaRslXfyOlOy1FBfkomD8XxyrK0f3Ypodu9SnUakFxEpB+4z2ZQ5jILhI3kvbX33Bxw+HXV8oiQZRa+luQgHe8AOD3IO/7DIAvm17YN2J7gEBopQPjecozPR+6GiemV/eurKW8K2sPpnzuBFAAAkkZQvJp0mUAC0DeHw3AWd91rnd1ywclZof1pVnfxa7vl1af8ncGq/nCFBoRW69x5NlHqWFMPW+S5gqPaT7XhhqBMh434Djl/TEAiEYx6HCCdjhBA2gbHELdLVNBgdI8E2mUJ5CMqvtATtneBKFh1QvKSIVlbfSuqevxrqlr4T84A+hfAhy7t24+i/QOh1KuXfyc3859FzfSenqxXaUCfD70APgwFsNnLaOgs7MQkogRDYZAK5V4H8BhPMne35SSVMnVsCgUVdFdJV/9zSAEc/M0uwMNaN5Wct+qeumQvUbeO9bCKeIA6e+zQs+/QOLjs2y492JvXvFKWSSMN+tv4Mdnme2La7x5j/0pVzJkd0dNWkVgdtEqscvfJR11pfK1DzBVeWbvipnLqWCEoZjQmGFktLhk1Pcjq850zOyyXQZgWD5+1HzauCAMQS4KfdBppKNMBICzJ790ZVgsdYckDFaf/WDmyZqFB4Xvc0ILnmRbm9EAABuzu8fqy0/0rcz6Ae1SeINnufbFFcVxbZW5X7WimnGcGlto7M5Wwqf5gfe7Gh+rFgGAn1Up73H9/ov3uH4fL75C3NXXZa56CckngHU9+WUXdy7boFx57rA2a8xGDxtyI4fWLHd3FledTdPPQtlo8Lp6Flw63yL4TJ/SvlkgDpm4OGUGqVNmKGvTz45tbXvSXert1RUEhhhpfnivusurPb16zi2OHANtGHUwrEiUf3jDsjdTnpt8ipnHtt5r+01lpaJjgzNskMVCIqpC1FmRLRufVNnNIGmdQbZI1s9G15gbzwMnq5svzVSP+oqpYki818k++NavbwntPzojBIACzgyWLSgsX7vljCi/+uXGsV4zs/+3N1nv+fFvBzHdDOGCBEmb0iRIuib/2HJNGf8Yki4NOxLMDbwnpABEEecVYif3+yEQyIhQ4RYjeZIJKQdPgxzbZ1Q209RHCmIIAEQJCYFQuyVtZNNgZEl7BKeJDs/Be/8zjOKZN0BnBGjVMeiynr79lt2TKQc7QTbpShC8bBBk4erhfpeBGB2zkRA/gD+z7LbJlVWikPPPKcH0GWf6xnqlFZdOqgoZj1hPa6LOikXSQUtp7q4yfX/yM6ebvj6zXA20Jy5cYGwrADRg8EX3oM7Rf7gsFwBE0miseOXlIRB4xnSNhI0gCtpccNSc3jV1gx91PGfdjU1N2Eo8jQfmXl94vnz2QmFgJUiCKxZEqXWDGFdJECph2vqTNQtLKJbdf9/bv0eBfUQBzkPZ8OSOJSCxCw4AbcqTlxbJBm3z4zUUiWjTSwdqw0Z1wH99TSeSDSEXJkKHLoN4fw8iPXSJAcFEs4sunDTf+cGu5X45zVhMudSs/g7D18bfVTZvaHR+9b+3tYckUrdbqcWQKTd75sAlGsRTd5arNyAIKAWwc0HK+x2xor24EMudLoJpxkRFfiMSDEBAQkErwsSTsoQkw1LqQVgfhJI0phrQvAYkoZEN5F3xUDVeYg1orgfQvxub7Jh8nD6LiYrHbBAMurOjE+ZzbahhWdTqtAiVlWCouooYaS3nYM41A909aDEaYc41w2ezw+DxoLqwABcLC3DxowuoP3IM8oGnqG0LgJ2n2R1Jc867pu6FH3QMpzUonRsWf2h+5vWVgdlFq8CyB+mukSQqt7TsLd/F0wA2FthHSkBR+3+77m6crFnIj0+p94aasPWbt180vnKoRtY/pg+Vml2yJ272f6/31Y3YSj0MoM9oRMBuhy4wp6TG5LZTRe6RHLE3oNLJI1JpWDbSWVRZaHbZugE45dHgUKm3J+9k1pKALBZiQiIZrYr61Ipo4BIAMDJaT4cYV0CugMHj0APAH5+47wtqxqcD8Hi64bBRIopYS00XFO6A3GdQBkaqso3m7nGvysU8snQRdh0/SRxEo4bZNcqAlR0Jqtw7qr51IhRuywmy9GIknB4TREqFpUgfW3K2s7hqWWdx1SgS/PQmTG1ATmcN7AJh2doHAqOcoYp4m30S9awYJRadMC2OfP/8tsMADL8Rz27pr8rZYj7VZzBSAzHv3GLroUc3+bsWVKqRTAiQ1AbqAuq+kud/zB3RIgbxWDgmVbT66uvqcLY1WzaeKfA/I4MYxy+etDe8ZPpiazN2d42uMW8cXWMOgwRF79yE3a37v5BwnC1Yf9p993+83z3WX0KPXMqjDfkO/MsfnoEhz5kPoidM1lfTSpD0t5J0pxggp5gfAvgRW4tjf8vn//9FrinjH09SlU4ZCIzgURCF/FlwmMSU+1wgx/qHQJSZABKUa2WC65IoBzmmk8kmVmp9eAOgAGRjn67ynSoTjuB6B3Uz3vtgRikGOvsw0Pk6hFn2Xsy82HIK8yCIwsinWT8DYii0gmBaC5DAs18Cwabqp6pkBuNoSsaZPc+aW4tmBe6RyFkPjahLImf1w5100Yd/Nfx108MpF6dJX//s4oc3FgYGH9JG3IVuiXZwUFH4s4dPPJtpQ0p7nImrCK5x9hgcJ/7ruvsiAakCFMvO/lxLuzrHqwXZgKabgKYeZMwxSCSWqkOCZ7gvKJGafvupu9ezlIha3bJ/37uL1tySWhUkxu+ENiXhh2s3AbWpRDjN3+X+MAD4sn9RBfyLKuLfhguMxss7v7Uq++dv7/NfX+PARBovAwCnbvdJs/GVQzUSm8ccMWlGw4WmPYPP3is8pZoAN1p97lCNX04zbpUOdDjoBOA0eF09d7/XvLy9uNLl0BppOsQ4s92Od+hIKATAgSfZptQTBa7cR5iqPC/daYl78FMxzRDACLh6lYAYMAokFHEGZFPbj3QyEZZSg+TkRfH+F2D5r+c+NwH4XJpSs0HiEA41oPl9kDUp6SRC+3bLDNML+wuaXsXDRiO8a2+EtLoq3qZeAJc7OmE+fAzL5TIwWVmIBYOQHz5GOMmrq4BwGKVmM2QqFcRSKbSxGGylJZB4PJAsWgDt/oNYJJcj6PXFDalHFlCbn87g1eYlvu65GhYCYA8YdhyfFzbrltBdI7vAQVIysrc8hXj5BSCLNy8NaH4RwLirYRHralhkXXThpLnh6JuLiq3nbwU5CTgLwHD7OhT+ZRcQDbiLqphhdYChWB8jii2dh1i2Y9TgpxNMnZqo72iJv//W3uAMdpjO0+UzFsYUtI+qYoGLAECHGGdYLFVofS44NAbnogsnzdJImMYkEhNRYc2YxyiJROmgStYboaVRe5GhUOWynLvlZtQdP0kURXnYW8DIdMOHqv/9Qqe5wfo/TlwE4aUuYl/E/dzYEjpLAOIUKkNKbIn27ZYKwx+PhMSeQHGwzEw5Ni2z+pdV7Z3GutMHwuaVmpsjQVdbiyMgdL+8tFMX1L8CYRiDPuRUAXC88y4+6BAHH4tkyQPuBRUjIk+AFo8GaIuLuQRiINqQ+RRzo1k2KvNGNWOgACkVZhADLjFVhdmy8bSGcDoGsdWy97d3/NtXB1lJJ4/vf1aY8TMd4wmQDG9tRsM2AOGCGrtTcIkeRMGdcCKIiftFJgfYd5BFmUGIJXQgJ2JnAfwM4+yr6do4XYmfwm+5YQ2+tvr6lK/zAGwAcDt1Adextek59q9JQq4p4x9PhEonHyzGgHjAiGVKBn+6yeQEOd6nQazIIpD3UUFRTQYAd+PKKQfTKcGXAYRZdtv9V9CuVJlwBDc8opnd/PqsTFn2plI4FeA8k4LvKZA+2JHmXj2mp6xOelyf6aaX/7Wobu5a17HVD4wXGvLCeodF6tz785y2c3t1dS89PLmX59nFD2+c5W77ESOmPW6JZlgeYwyz3G0/enbxw8igkH8iwTXU/ZhJiW/8HBsVGUCxscrbLr5WsrKHVzDiinimwEpBUTqQ9yBUBOVIBKzufOG2L7zk0BjMM4Yvt6878e7wu4vW8PeqQU6CwiBKnhcEBpUNYlw9kan+wnrJukZWhCpzp2yzZNQlTcVoN6AZAB7Rvt1iyv3hrrqIScOGSrLDmn2tQ/JXjzcCSE0AlAQ3MniceqsuKxiRSOiqwThto0sSDZsDckUPyPzkReiRmjDWtG+3mEL5hoV0p8UIMqfPAggKMc1pmtUHcoLFMz0wIH0fQmYPY+qzW0D6fR7IvNIBMPyi4Yu9IJAvGQhGfjpiB8e9rv6gXZP16/cUsr4xOqaSicR2n0E66jwIYMBuh+5Pr5KxxmGvtwEwnGtDjVwGhsOAR+RyROQyMBcuYmF1FWR6PeDzwa9QIE8kAu3zo9fhxKheC+2FizCqVQgOWvCOw5GER590/iJl3XM1LLK6GhbtBVCUMl7i7C25Ztwgk0Hv8YBxuLAFwIPpvOZgd8TXMv4URe91mkNiiRtkzVoG4GhZKXrWfwrSw25bndsNidQo85TcbBrXqm1Z0UhYVTg+LBxHQToW2nOLZa9V8Cwe3qgXwmXazUV9G47sWXWquv5yqaX/YIF9JOhQ68p+3vjlwbvf/Z87Sq2DeQAQ0NIWSTCijEjEQZk3kj+UYwzFpJS2b1Yxavs6nNtYRxOAVorsApOtzRvBZd5FAkboAjDIj98miqqrKzDWIBL9VEwp9weLswbpyIik4Ht/1gRmF7+PZzdN8qoArq33gGR4dXHPKALJpzFBqAuQgDi5Ps995Plz6Wc/86dbP3vh+FPUtvAdBhkrEY1RAGI6JQMA2c+/q/HeWNeLlMR7KWtfiSeiHVOK/XQgRu6TUmFGxMbMIIZtOkmae7fLd8u+qXqmsjdSaq6WdO4Fv++vpnahFcJ1ZyrISCYHlgsJSNhk+0W6+wtBmJOEogMx3Fcii7oP4+zvJqlTRklyfFlcl/DrQwze/sgNf+gpvP0vAZB1ZyGITvM5ZEh4dU0Sck0Z/3giVDprkFBonEhmMEmdTGUgiksuiPdhFCRRkAyEclCYTORKKAc/Ma9rkgiCXcAtLjt21dof+KczRY9+44PZFqva+cqrc9v3vFvN81o/67BItnd9qCqx9shylLqo2FwasveeU36X8zRPVs+Po6xeLQSk5Nxe3eVze3XdAHD7zR3m7376nVrdF4JLYHkcmCSxT2Fg8CFGTHuCYoULAPjfhYHBh5BGmVrP1sLbEfQGrZEbfF0hjLzmOTb6undSz32qUPdjIYC32KgoCxQbqN10fmf5uk7itRVsOJm8tymBYC4ARiSYRfikUi4AaHhyB0OxsVppOMR860/PnfMoNUJIiASJd6Tk7pOAeGcHATQ2oLkr1VMmrJdu96mg6cV98kiW1i4Khi/LOy0yxUcDMwLVebGO0z/SAoB0YNwyp/irOwA48P3kvuBhMKYX9j8XztVLIRZZ1Uc72uX9NisAfc5P3qj75Zf27IQAugRg5/paAp0ZNuWyRredzXWMHeWStsCqM83wyxVyaSSiB8W4wmKp4kLpTD5DIO+9Sxprut0nzbk/3FUXztVLQVJ/14Ok0t6LySkIdwJ4JGzWDkbV9CwqGNFDREWsD607af1248MNaE5nQKWOcyuAg4NDWHm6BettdsCuM3aeaij7CvdOx7j3eg5EEbq0G5uaGtBcCqJ48WX8ki9Q+3aLO2/r/8yRjnskoCiF2O6VigIhtygS8yB91tGdAB4JBGBW0BgTi0FHIvABgEIBhEIoAjAyqwau9/cDIhGMMhmCYJHr98M2fy7eOnIcy4wGcpogaNt05u9017207C0A1r6zmNqINFzihQ+/tIs/XVl17lCtW6lhDV6HXM34LiOx3tcA+KC6CkXZ6uC501X1ZZJolJFGw4yFkcoKxwZ1Jpc9imSY0tMTjLOtVBdS4DJL2k8uC0mkrtKRgZYC+wj8MsXyiEhcee/bv/fm2UezASAqErHWApM/Z2BcFGMpRZQVa1kx5aIirEcaiehPVc3T/wzNdTyLiGnm6PaiFb1mZZafLu/qFq0+dUh+S2BvO7aObAMZt+e5d8y/B95REg9Qlg3ZS6JKWS8rkxjpHuuM4Axzt/zy6DHte611eHZKmEodyOmU0DPexn2+U2gU/fCo/Q7oDHrBvRYAG9haXODfKSjKysqkCioUZgAgplEwknFPNoD9k3G9A+jb77xJemf2n+sAIBBTMBIqrNNK3JMZwklz7x7FKzUMS7uHYwWJbLz9MGEUjyE58dhUkJFMY/gsV5epgjHT3b9Q8PfjAH4M4D4AP+M+2wJCq3o1kjBKdp1zgrAz6UG2uCbqQlwZByaD212TuFxTxj+eCBVHPQj+mQ9CA8hGUgRMwJJJQQboRSS8D+dBlHE9yBGPDQQj/r1JmU4y1+eqva5pRQjPsFB1mxsvbBi3KzE6pnLp1EHFdx46tDwUErfuPVhxaVA1VpmVz9RtyPPm+Uvo6OG8Gd7f/7JKevmU+t6X/7Wpa7J6XlUgZkKu1hiJ33f7zR3m7zx0aPm4Q8l6vLIhTJHYh0BTNMM+37jK7RzIioT9tESqYPI1WYbUa3klVF0td6ir5a+brlfpiu83TLgu1UN3rPYbre8seZb3sogA3AmSrMUGlrr9o3VzjxPI9wSZzknBWRDDULgxdiFxZPwrlhLJpS393//NNy0x/1zZLGyJlx9B4pRHBAIrekfwfD3SezXj9TK+8sFKAJaoQZUvGrQXyQZsiKrlISocjZ/ri4IROSYZx7uxqbXp1c29AA4xVXnZgTklNd7rqpeJXQGnqM0aAzlhSlKyXr+w6Wm2Fk04s5kfi1wgFXQ2rXH28ZqFp5a2ny7yy2kacgWjZPxym9Y42+yKU0UmjTXjK4dqIiYNC7HICmJcv8O13yGASCRjlVm2dRvLtn714dt3idz+x+Q9Vn+oKGt87MFbjP7FFaWCZ6QaUBPG+aVuqA8eRnBwiKS9d9UWrs358e5c68O3X/JdVw0kFMdCpNkcc+yjmnvf+cPK/XOvbz9Zu8hq/tGumbIRl1427Ojg7q0FWdsWggSAApyizLdNrYJWKoWCZVEozVbY2wpmuCMquSa/v6+gLGanAdZZWIBjSxcDl3vwKY8HKp0O0dqZOFpdBetH7WC83tSaZZ6//HPrcvX1rlvnlTo3LW1zr5t3Wft2ywx98/HZujdbeptGNm/j+xpAn4LGHf0DMAVDkEilYBQKuE0GjLs88RgewoYyp6QG0ZhZOmgrAvAz3a6Ta/pevjTbNRYNjUndgbnVUZmqAD6ub/R8PY1eZ9/c7lZvZ1FlISOj9QDsskh4QB4NK5EeppQQAfNIHC7zhzg7TDaA5R6FyhSSSH1Gj0MrYWMSALDpjXavWpOlMgasirFAdkxGxcRshIKTcin9HurNpWtbwc3D9S82g3HK4R7Qo6yjl35g4CVTtIzysGMYgR0GEOiNF8kZpVM95w4AtNgfcoj9NgcAWt4/HgA5hc1oOPGnYY9XzLnLL1cMzezvHM3yOIAED7m6iaLqVCpszzXDrFaDpqMBBZMcK5wnjkbe2dX46f9pPLKbrpGhtOdIu2/wtgWGGAAqFGZEwYguWGaeTKHmZec534JHALSu1r9XpJG4s62hnNBoOO+JR5U/npbSnCey6PtjxUEN5XHGr+hAEZRIl3hsshOejHtiJpjLNO4X6nd/xjjrRxb1RySUcWGW4yuV9I4vqbiUuoBaCE4xAPz2Yzzn/4xcU8Y/hqQojiz3cxQpuE0hNgwAOIrDcaTxPnxMOAlAFtIbuL+PAZjgdU3DAJOWoWQS2Zif62lr78quk8uidCxGMcGwWL5p/Uez15289NclksHHOi0m+tSwyaY/E8B86qLkHSbbexlqM4CNLLutaTKFO7W/rkAyGyPpeNITynX8vns+fa523KFkx2wqasXifp4OD8iwkLol2sGw15Jns102iMXSiESqCFLRoKrP1hdtoqi6FI/olMpxKq7VqSquMDva7ikffPtYd+G6yyBBTSruPhOAY5RgxFQYu3q7vlm1H0DfHMOj9efpOVMF//BtP5fSZzv5oD+KCfUWPPqn+a5b57mZ6vy4IkcFQhFWIfuQu4+HXE32LF7iC7nU4tBHcvUOqdUdknePzIyp5AHEYm66c8S1gNrcBwL/GsXUCW76gsWmCu+KmXVUMMKIvIxLP+bMNRmlhe/92+oSmzxr4JW197TvWdHAzzfS52mo4f5w82d6z5fPOT+YXTiw+tyhGoPHobdrDK4/3PwZx/byJyaMGQAuic1jDpVkh9VHO9pT25/yToMgWUDvbqKovQCeH2R31CGRPXYlSGAsQLLyHkyqb5pnA9BduIjZbg/isLFwgZGmIlGfoflYru+6al6xYrj+PAAAu7du1gB4+XTFnCq3UkspGL/izg92LQdwNHBptIQVi7wirUQszpaVRF1hRSwQZcHESuO1I2MlTr3m9eE8AK/NL1npnTHDFFYZxsQ2t6tLbGazby/xWkV9g2aXzVpdBVRX4S0kmJ3GAOjnzYX1L7sATCPLqLBPZSPOEeOfjpbpXzt5KzMz3yl2B8Jit/+kbMR5GYJsmQBanS78q0gEv0SMYDgMOhCAtrIc7w0MYh6IMZfEhiKxeXLU77feW/KVXwNKV1euApTHDcXRYyi8bhnowgIoQZwoK0FgWV1ml+0Rs8uWOp++kwGmNJXwyl8NAIaR0xI6yESl0YgcIBuIPBCgjJfsEqkkxLqytPArFE75aNhjU5jsr99wfXtL1TxhJt6NtD7YQ+tHW7a0/XqlQuF3uWkdevJLZxbYRw6CeKgnw1rzc9eJRJxDkkGSrhHC0zAfrRw2uB25UbF4TkAqH1SEgw7uXl1xEbaqlKiUSOAOh+F6YUvBWQZS7YnsJS3P/fyQDMCdUbFE/8QXHrul8cju38+XQ8rY3MvwxumLlutqVGBZs2TcHQpW5D4xAbuewsXPAjupu9inz/kWbDznWxAGidHYyf6BAvClbRDuFU9O3CtuH9ktN3WOZ5UGetVaqbsL5TCjFFYwyIY86XQHmOKE52PTEY6zrciaQC7wHwB+AuIo+SyyqB8hOV4klW3mSmSi4+vItx6GXqkB8AXuk9RTjGsyiVxTxj+m8IojRTVN8LAhszfvE4eTpAQvJgdUZr5uWkGOqcr7UIu6vrTQdX7F4n7P+Qs5NR6fTC8Ssc5b13Q5NTvYNecNeQUFWVF1ttsftF6Q+p0jdORzslbth5GiGFdGeoV7coV5SsnoVR9+HOnazHu7hffptMF8j1c2tGJxf3t1uW3K5EqDisKfqYdO/rdMJI5CJI2IEZNLxWKJMxQ6Ec7Vf7YBzW8iwZVuA/DzlCJcAOr5NO9ldy4tVZ3oGpL325wAMJS9uFAcYTyLHL+p1m/XFXbsqtV5LbqMfSARR6R8G+/y/rlUjKi3hZ6XycsFIduJsM+4zzcAAEvLSrv2Plo6ob8VMgNIpsRdENC0ZXqWQOLjP5xncIrdfkWMlkVlQ3Yv54mlQZS8g+CM1GlkmtwZzje+LLG6WVYuYQxDNkPBZYtZccO8yHiBUaLvcCu+84cfLgdwdM+KBqFyMoEL+Tx5FwZBqm5o324pN/37ewVNr25/EUDfghSWj4hJM6rZ1zrEwWNS288bYTIQjDEDMhbmA3hE8/55rWcNMZoqB7pyV509RGe5bPSI0Yy20tr2k7WLJtY3xYDouoRerw98siOIPYwzqlGIpMP2QiQgSDokY9E3AnDkOsZa7DrTcrdKxwBgVrQdn7dXLBLRHk9AWqQoYiOxiIgWu2P+iIFSijWSXHlOuMvPs5R4kRI07q8vmSO1OIxUOCIP5xmc4w9ef+b8TImmdt+rs80uG6/kTWB2KivFCz5fvF7xsZjh3Sf1qdgfZMT+YJf0aGcBiMGTDk4DvQ69wSCMoRDkUgkYrQZWux3FcjkGAcKGQgUjjCgUZkSeAB0xaaxZvz1g9s8tgePU+RatFsspCoFoFOMdnSgoLECYa0cHCMzlaUw8Cf0AQJx5BcnK3VTC7ytmAGN0MBCRhcNqGaeMR0WisFup82u8XpnB52bfWX3z63++afMo327d7pPm0qd+ulbWa5U3Hdm8TfPeo/X8WDN4HHqHWu+SRsPgvPgA8W6rkYK1FtSXn7vtIDFSvDBIt99xCvAPiqsbrQZz8PDspS0H5l5/4au7/7s6SomiDo1eq7CPBkDmeatCgTViMfqjUbKeRBUSsUwv0tT7Tt/ySOFTzU8PkljvAXORFgBbISMe/DMOdwGz88MeEENz54+PdaZTxCfsAewfqKfxpCA4OP1127GVGgSgYPPQ96z3G7suoXTTF0dfWCsqjEDnd0QV44wGZ7EcIrRCgxAGMdhRVGU+Xz6nxqPU6AvGhphSS++ZamSWaXrAM8s4O/H+LOoygP8BsI37Acja+jw4StWrlImOrxgrSrkmD8Cb1AXcyNZOYIS5JilyTRn/hOQK4RV/CzjJdIMXryjIMZ3y/ub7laU33XDZW11u6xYorHqPWCX1FivXQiYKBt0iuUTOSkqWB3X9R2SuAqtHBYJ/T29wZEgslAkeIryvo9u0xWpTLuvqNmH9zTOPvf7uzOeT+t3y+Lap2hw3DghGfNqG0sMnnt35hOLlB7UK/QwFoloGYrc9FPogFrBe7PvjtzYhoYgDCRpHYdkzIOBnltg8Szw31hnZox0eutNiDUk1ekVWLKLPGiuXKMJd1Rs+Oi2hIzQlYk3Zs6wb494fCwmgE7bRFLW3Xcccn91Cz5uMUWBCtsQGNNdxxkFqhHwmUSI5E+NUYzo+/u333HDR/MzrK0WBIMTuwAB3H4UE1GtaRuo2lm296/3HerN+9Z5BOuzQFbo82uJZuYO2spysqEqUZZ+vUYW8Itnn+l7JH9yc021xF54hYIC0kjQ/tW+3zMh5Zs8yeedwUq4AIctH06ub+fGbrv0Pc/fdgIQnkW+bI+v594o8a+boFl04KVt7ep/eo1BjTJ8V1Xnd7J0f7FoekUhaW6rmxZkmAEwwILxPJb9/xfm+9sDsolURg3oQCXaWEIAndm/dDJCN+S4AQwU2SzuAoz15JTUOjUGfZxthReHoe2JR7MaYPxKFiIpABAklFzNijSQoMcuXhLv8uwRtS0rGxNQUxuTdo+Odh76/i/+sBRiLisXq7S9uz6Tkkfc4WZbRZOE9tKl9qkAi+HCCMR1gcLS0mGDGo1EwIhFovx9Z2Vn4NwCNiMbMFBMaE3kCtNjD0GMP3nIm58evLwuW5/BY9qO5ZtRoNCgZt8MH4C8ArJ1dMH9wBDdbx3A8HI7z7//5S/fhrfw8PHipG6KWcyjyB7DEoMcG+bvUE7ecYKfmkE8YXs8ByFEH/JagTB7X6ZwqnetiabWttvfiUYPPHVp1/oj0zzdtNgCAbvcpufmZPSujWRpIra6DAAz5j/651BKOet3r5nVPkoTrLK+gxuFVT8UNCRcIS4YMgA/E0FOBxEY8L4RkqVWor6xAae1MtFnm5VIGj4O684Ndy1+9ofGoS6l1ykNBhSQW0wLoHVQU9B3PWlKozHvbeDlgiu6890np3IvveWY6T+lUg0NRf2lB7HXbhhv5dpsdVgf/d4UMlytkCGOcnexUedJ9j7pA6ApfmHFfY0FgKFjq7W2p9nSyXDsrQYyhvQAMW3J/ea+9R1cNHfpjCrHLp1AZYkqRWT3g80kusgVQ4wmLPOfe1rLZC0JiqTt/fCgoDzG6f/7mLwr3X0AdW5tmfGelcURNEvA5SVI9YZk3APgjkilMARKgXwOiLPdP0mcZJa2+c/3Ty/DRtosge9p2EDilCeTEqPFqnvN/Sa4p45+gTAWvSPEwe0Gw41fC9z2ZpMdwTfToTvc6XiYsYs2vz2qrrRqbXVrosnV0G+W9/YZ6sTiW9ZGuyn6z9qI/x+b1eymZggmIFQBixTP8mtMjJgZkc0y7AXV0m7b09uurhkY1tEYVcs6pHW2vLrc5MBnOzkLVWayq7a3t5spgSOLOz/HgX79ybLXXJyukqKZHBf15JW2+YkMpxtg/cDL2VqdAyXbcuXSmq2HhTJANi4eVODExmDfOzwwAEZPGKhn36ANzSmroTotVFvY4ldlMdcBo9kcYKQMAIa8cMnVwPKVvJrTRHLNdXhhsmeDlmox6LCXo8wiAtuIHfrlS+975Nnm/rdu7tFLfcezJrwOAdNDmCReaXkXmbIu8h33iRsN5D10NC0vAsvsLv/17iL1MPohh0goOujBV3wvFs2bOWc+aOQYAzvtue6xxtNgcESsiiiglE0MuUvokyliWZVxDSwLm6y69XPOdm3/6c7rTEk83zntgU08LTC/sL5B3Dh+T99v4EwanoK2tADEGOCjEBK9uExXP8qhHghOdp/V0qQ9fdAEwrGg7XhWjRFa3SpsPQMKKRL1upUZyXevx2S1V81L5IFMladzSnZaQ2OXv6vvVlwdBFNT9AHZyijj/foe5Oi0vsFmOFtgsB7n/HbIh7JQu0i2LjAbFLBOVUxJRRFqgsJqfnLlf25Ar34TdvLLGty2exEuzry2LqS0QBqEDgO58+ZyzSV7IKYRT6raBQEC0AAaY8px9HUe3Wwu45D7qQxf14kCI55KmQTziQAaaTYcDBooiCrWATWXv3ZfZnccpqosVi56T2Dw5EZPGOvbgLWdcDYushh3HGanFAaYqz9w9p6SmU0PrF1w8I5aqQ30AYz3XisLdb+DeWCxpPy0H8N3mnbjnlptw6MhxzJLLwChojHl90I2N47EmiuqaxokPr5B/HcAjqlAgqAwFFgCAN0CxO98OQ0UdDxWXBYAquApslniMkv61E40sLXUp2gZa6K4RKwBIh+1t+ubjs93r5tmmSMI1ATIHQke4DMQrrgFn4JWV4Oefvws6AA93bKICKhUKfT70FBVC7/UBBw+jLqdmLOSuMQEAs/rcoZrh7PwRaTisD0ulPc6oof2wecXy7ICVzZ5lHL98JKw8P2eN/tCqe3KS+iFAsrLS4UBs68tPHkj3fieR+PrYoakynzfMqfGKVfoK7yX2hgtxJhtHpaeL6lcWUYPmQkLH6emsASFZiAdoOnM1Zv37boO9UD8CFohQEodLrwt4aHWgaM9IL8bZnV/59a41m/Y3m0tHemmLKc/58w0Pntm/YE0ImZP1TJsjnFPEJ1yfJlHRc0jkKvk8gFe59/cWCFRuFwgD01XJJPpOB3UBT4Io4wBhwrkmU8g1ZfzvJGk8zLyS9zR3yUaKaoofY34SXOBIv0hdKURmgpK392DF5UhEpP7FD9+Q9vTrbxqzKcd3vD77vXn/jht2F80S3zVwAuVK+1C/VJvFulidXhyUvhue8QaAp9K1i6Ka6t76g34twPpXLO7TymXRArdHPnNgWP1BUb5Xm3q9QDae/yjXzASlbrkswnh8clAUcN9nW8z7j84QLnrp2jwDQAEs1IsQQmLSMMdgksQ+FNVUV43Pmhfjw7UsRON6OM4aaU948Ol7boGIokDisJ7lLg9g4hF2L5CAF9jvub4994e7lodz9WYAVMHYicFAZdn8npV39AJALCKiY2ERrcz2HtO8f76+6abN2wCU1NyO0vn/BGnF6uTAK2PMeXYKRoG4cErzcyDMPlZwmSudm5a2KS4Mzpb322zC66MG1cBubEr1RiX1UyZGFxD6RVKvxk1AI9E10wQ6xmEK06BpTHjccwwuViyqEiMWpcOMOySW07Q7KB7PzwoVnPvQX9L0Sm6wNFtBd1ridGRNFPW0UCHn29L06uakFOucTDDmuHsnjJOli9A6OIzH/H4URCLICjCwh8NgQbz/OtmI8yyAnWaH9SWLKTem97p6ACAmEknDEolzYWeLk2t/Eo5V2PZ0xoB01PXCK40/Sq2P8JToAgjUgAVRpENcX7ywjWVbX9i1eI+neXg+MxLRR2vMdPTuWta7RFfPwntGUN6EJF5SqysUztUbtG+3lLvXzbuMqzj5a6KoZQDeBzEkeCmnu0fLq697zDL01D+9nv2zt68PFRhNsmF7SOwPBSQS6E1GeH1+VItE8IrFyHE4IEz6UwngMbsdMrsdYyBGcAzkyB7bWLa1Ac1fR2K8ugDox+9bZS1+8AVtYHbRqphU4pYM2YOesATljYXGIZXDvO+g5VO8In7Tavzxvf3YAjLnH3C6UPT+ASzRaTHO0T1CKoFLrEK20Ygt2EoJ6Q0T8JWtaTylZO14jiIYYHRfYq16n/diKAT68AiWj41jYHgEqgVPbX7YaERAIgGdlwMqLELNiJGw1Mj7bZd1bxIDPVMSLsFpRaojphDE2FGDizvQalGu1+NecMwhH7VjbXEhdKNjGJLLoadCcMVkoF2v94jkdTm0W6llzK5x/Y5Vd7RtOLynqGykt+0D/cqa7ICVzQrZqDev/+LhZdJX6687vkN6sXqZaiynHAGlTgQRIkqxz1Xr/Wj0P379bdUN+476cWVZpPsAGDo0VbLD5hXL5dEgk8dYgr2qUhYErtEGwGlR5DqzQjbFGJXNnDfMqan2dOpBTjT5PgCjoWmdyhOT+CJ0REMcJKJwjKEE8Rivr2hUvL6i8SxI3IceZH5dRHoH0PROqznv+aolhkZ/kTI4sCG/xbIuNxWKJZzvNdzvAMbZV7i/9yGL6gRxAtUji8rCOJt0sjUd4U8SuPbUgEBh/goS31MI4N8El3dPKOCaTJBryvjfTzJNuC0gg5dPglMDYH6KZ3c6Ml2P7pV6ftMq7/uOzDg78/qvAYLU7hVf7LYy8436nfSC8MbO87660dGYf4ayf6Ax/8zet195cJK6b2RZ1j+/biQ/wEiDobDYr1BE5DJpbDVAiKQzSMmwVU2rFGHe2wiPT8aUFrl0SB+kyLd5BoiHgIcdVAB4GRaqFzyVVN7UHjzewOrATAcL6r1ZaKsHcNP4z+6xhUqy9dxzX0NCGU8HCUmCF7gaFllZmaTV9ML+AgBFel//pb77v/Smf1ZVacQp0UnoiFNfZj+Tf/awJq/p1VJw8JahFkgZF8m2WrEal9GHGbiE2ehDL/zUNkyBUxUozTkgXmkFiKJ21L1u3mVWKlZX3bTdoT7eVbKA2vw4BJ7kKeSKYFGZFNrp0DQKPdrv3HuT49YX98qVLv+gtdhsNthGPSqXX/LqP20YyP7TocIYLe2LFBgTdGST1AnEiOIDVJ0gRkoI04nx2ErV3XIzGi91o+3IcUSsVlRo1JB7teqWseoZ86gom2X92rq9ADCrv2PXrP6O1LmmHzLlSadq+2R9lyJC49oKEnBeC4LZOQCBMqZtzH1e0li6fQzZOgriUTmCECGq+xBLCndzVHmcEZCUxEsUjLwjHXVqTC/sL3CvmxdPNjbNJFS8/BcSingDgAOe62sOaA61z6cvjeTp3mwptX7z9gPZv3jnOondW0CHQ0OlxQAoRGIxjGo1CAK4iaKw126POzwaQZQufr3VAXhCOI7TxVB419S9MPQfd20xNB+nZb1WOpxncNrvXLNvFdrm9AUMC91uSz4AqNVwX7cMP7xuH+tpoqifggRbw+lCYXYWBvlniMWgxWL4DDqsBVk/E0YqgaQA6Q3Yn4AodwiHER4ahlUiAU1RYIIh6E6dwXIWeNNgQDAnG6sHh5E1ZoPFZICipIjMZbsdIdmIwEBPm4QrLqmOGD0SvOAAgII8FDqcceYQcyiMEoMeEo0an2KChOJSJgPjHQ3oDCOujlFd9vIzuYWKN3LWO0Sl1M+2dT+l0yi8S1wy3fAPKv/9AgCsKjvg/pXnxzpxR0SMcfZS95LSI5ba3DgMTrQhLMVfUjDtU2eZ3AngkV51aRUdCTBZIRs0YQ/986oHj4KcvBQB6H6l7J7273z0w+UswFjoPD0SsRZxA5T2MIxrmcYqPRilASCikjCiUEwnt4eF8RgBkIy3biSSqa1E+kReU5/cCrzn3jIVRY8y1MznLi0HcNSyLtcavz4Z7uIHgaQokEXdA7KXLkPCUx0GObm9IuEUceH4vBPEifNcmst9AKZ9GvZ/Wa4p438/yTTh+AwJ/KSlQTw4WwBMpsAmyRVi1qdkXBHIZMo7j4UFABx6xdS+4d9Hlg9UmlXH/33hW4Jrn5+i+iUyKRvi/6EASMSxaDgsmjTrHIC+fLO3ZsyuouWyCAMAGlWI7h3QMRAqShO93QVcu7tBNuU6EKVMjxSs+hTMM3FFsxPV6ET1O4blitLlny+9S0T66iGQxXAymdC/7nXzYu51877+nIAv3IxRobdOp28+Pls6bI/DW9xDXCDT/6CgogJqnEQpvGiDH3FGiZYDdS2+ueoGZcxf6BcpB8dFpp9t0O1JCubDxGyQNQBCnjVzzk6RBXGCcAp0I8grdYLztGN63NGpMi2lnjd2GlaiLkjLf7PszRNlJoudtucYfG99Ye1Ax+Lq6Iwf7GajJi3EnjhOFpnqxHnqC0HGshukb1bJ5Ri5Yz3asZV6saMLgd17UOkPYB44OAWAP7ef/MGuh2Yv/aEoFsuJzRZZb1rcd9J7zHLybJ/8OkgUCyzZui7H5mXvuRoWhgE88try23ZtOPpGo6A+OgCG3667OzVIMm3b45LOqyoIwLPqTBU89R4dYpxVA10DZpdtfyqEZBN2t/4z/nOwFH1mFbx0AApnB6rPjCIv9bh9QhIveb9tTN5vCz+3dfOz3LXxU7+pghebKEqPBEdx1zaWfR0A7nr3sX7N2u3zAUD7ztn6vt9+9ZirYdFrmvfPz2l8aLsuEECOQgHnmlU4Vl0FKzjIDZ5kW5soSngiwHvq9OC4rYXPTzKYub48UzHnZt9tyuEDcxtaTtYusvYAELWXOeZ98MF1/H2BAOzp2haJQB4KQy+XwSkWg5ZIQPv8gFKJcaR/p0D69/1dEJwvevtxursHLTzcxucD7fXBEY2iu3YmVorFcGvUCLtcMCvk6FMowBh0mGe3oxPTP6HoA2DgkiTVjI0jNxBATiiMwRC3WrMszEoFxsAlvdPrEPX7EVOpoJLGEAQAJoiAOFsT6RWV1mWNj3uez/7qntNDy4Knc5fNe/yuJ3njw3D74G7Zdz764XKPVMMcNK/sK8AgPZNtV8ckIg2Ig0AHwGD5VO6Vp3jnsPeXLdI/y48cNLQ5wfZmVw92SgEUwsrVH3sKG6wAjm7u2zGvwnuJP70qhICYQT/isX64eR5Ei1h32R/6i2T2ULavRBnylameyHrbfjVQ0+mcVsfXP4k/6gyZ5AogyJTsGKzhlHFd3lsjcWYjkDXoDIA13P0vcz9C+TXG2cBV1Dd1LT4Bsk/oQOBqERAs+gEAz7C16LqKZ/yfk2vK+N9PMk04PcjAFWZABIgFO6mkUxSRnCBgI0U18diuaTOupCk7Lb6dopqS2nR6j94aCVGtN35xPCn19zTomfooil3S1pHdW1zgzlLQEdrjlUUso/quwnyvYpL7ds6ZNTL/QkfW7Pxcr8ygC8hDYTHe/OXyNqRi05N50oWwAz5ZE0/P5eQ+30hRTUAaD5WAeWaCgVX/2/yVIiklAfDt3dhk4RKrTBBh/+asV3trf5wjVVfL430m9CKm89bp3mzp5ajb4uIewmX3EMKYgz6uHL4tTodZW5HvGHmsly3p91OKYSkbNpRE+n/0mut2cAo53xYhSwJPhXdFEAMgyZMdBNnE4p52TNerjARspWLtnLuiOuWw/e7rL7gaFk3KcsM/u2NJdWfHkmo5iEFkBjleD0ZMmjGxj8mOKWS28ftWNYo9jFN5omtQ3h9P6COUjUjJSCiVIlRShPzqKpw/1wp69xv4cjq8cNndP/2S8uu6cb9Oa+UTB9UCRwvuKLbP9Hsl737xa0JOdrx42711G46+McGgPlG76GGkBEkCcDFOup76V2wDUGLPMdxhEDn1Gbrx8chjkjHJExHza8tvay0Z7b9HGg57wLIuaSSiH8rKLzo6a+lfN6S5cQhFiiEUpcuWK+z3tGub0YhU5SDh/Z1cIRca4fHninyMhf9bOuLKFjt9kqhepfasmXN280aUADiUUk/h+Jja+5gqAmYNv1wxJAuH9Tz148naRdaTNQuDJ6vn/2XBls9mA8iNRlHaRFHrQbyfXxMW5fNBLJUgm2Vh7RtAl8mIpfPrcWyS+qSrqxZPshRnWBgAOAUJkjaBC1iVyaAPheDSacFEIpDJ5Ai43NCbjGAxNUWoUHaqVNiek41KkQhuqRRWrw8l+bkwuTwEAuT1IbRyBQbAraOzajBy5BhKATCxGJwhQh+JnNtLVQ6xwvVMzTdbOIXXDOKhfQlcAqDNfTvMbqmGGZdnIyiW03nW0aMakVdTdrq/YLTKHD9hmTbdX4o0PQUMzLUFffr5I1Gz3CX3e+jrX/jh8pBKPdC75EY9OM//nsKG0J7Chk4AT7O1aE01bhXe4Atj5dlAOTaOrjHHKRFT6qUAge7wMBUnSKbcdPvZdE6r4+NX/5G7fXypcXnIIGOUQwxfb8Pcxy+kGu2HQTz0tUhQT/pB1vhXAPziSvovXV0EzzkCoIitxcelZv4/K9eU8b+fZJpwzqspLANF4Xbu6x6kVx6n5V2cDN+e4kGf0KZze3Wxc3t1X//PK4TYXO43bDBn+SQtrXl9obCEDobE9JrrL3dgMqUtj23NA/WSVh18yu2VacbtyqjXJxv993857Hlu+ztIMDlNEKHyoEfiRMIpaEsJpu6vJCWk5J8NZeoqeWlwLGKTZ0tONqC5HkC+4LmKBjTXn1jfrwLwZa7sgdHXvbrR173p+jcuqfAWLplJJm/KBMUjkE/PkrtDbJiSugAgDPI7K2bjM4XybeGhCzUQcHxPB2KQgukuBVFgW0CUcN7gmQdMzzsnDCCLqRVDokBYn/tDogxxCnmq94gX4XvzcG2RgijlFx2blzI5P3nzOlYslsbkEhcVjOiDVflFzo1L/5qmLL4vWa5vUDEDKwMMzACc+w5iUya8MN0xnN36DtyzG6U0KIoBgJ68khpRLGZ2qzRjKc8hY+7JdFCT5gnKrn9cMWP8Qk4p1/6BGETiyfrS46cMWx++fePgs/fW3XHwr+23nNo3W8X4iny0yvPOwhvb/rryjroNnAErxO2X3bm01PbAaql7XWZ6TGRY29beOIH2kP+dOSibyCgIfjkXQBWv4BbnGeIBfRTLUtJhhzmqV8kLH37pg7++h9tCYdym1yFWMxMDxYU4hWSjbzrexyTp6MSWj9pR5XSBluecDys21SiQpwmsOneo9mTtIoKvF4leyM+DaNiC73G37U5X1sgovjoyihvBKXS3roW7unJC8iVhfSara7r+DoHQRCIUglMuhzEahXFGGSS33IQREHjOpcZz0/cob2PZ1o5N1OBH7TA7XaB1Otgry9Fud6AkGsMShwO7CvPxREU5GsFRLxYVgl6xHLaTp+F2uSE3GRHr7MK9X/zSef4UleWu5dcEClwSqryARTegLAqqoz7nItvJM9WeTiuAMZXLEi7C7qtW8njmEd19RY2SMQvVoSuigy5ZECIRE5HI5HNe/0Nh75IbnwCS0te/EGc9STMnuePsyfqSH28Huf/NIGufnLqAbQB2xstPzxGeCr2Jj19Nt88K4Ki3WDHPW65iwWVe1nT70hntZwCMTcY0My1mlvRtcwo+m3QuXZOp5Zoy/neSTDASEDjKau4yPh25FumxZUJJpyiaub9bBJ/x16b15CK9d2haSvvHzJaZJDt2z7q45fOn1np9sqhUGutdc/3l1tJCVwxTZ1GrUykjb6uUEWee2c9/pk+ta4qk28woTKTTm6q/ksoR05QRAOTZEpOgLKHUAmgxrVS+NrrHm+S55n5PpaRM1Qbem7IRKYulLBLRB5Vyp7CAMCQuZczPUy8KyxsD2dzLQDb4TGnZ45IG070EgBFEseeVez3IZjwt5R6Ccaho629nqvJvlIw4tcX//Js7PDuO947ft8rqXVOXTqkXvjcr90MBKNqNTfc3rMU2KsZGTC/sL5RaHPpwnsE59uDaNve6eRMgC0iz8fBH8y4XaLebGFsSCQKXe7EIwL+CsBU8AAC9H3r0i9epvQAAuYIRsazZ4HGE/nTjnanjarLNbMK7ZpyK2cOnCuMwpaxR238C0H9gXHEDNT/iGr/MGAvbLs5YWB5UA0C3RRJS9XQ+Nvd/XrcvdZ82WYw5owG5ok8RDNBLL54u6i4sj6B80wQGDdWJLqnE6VsGAKnBmHHji91Rott10lv47d9L6U5L/HSnumoi7SFSsnYiJSMpAGxjWZbz/v6Ku2c3AMgsjqSC8r/9+xpxIPSXvA/b7o0Ww6TXQRQIIHb0GMrE18FUkI82JIy+K4qVaaKourJSrBVRsKlVcLksAYPlB2dN/XlKNquULtIpT37kalz09O6tm9GzGvXv7UeXdQyFkQhouQxBuRy73B6sBDEovACObPsunII2B0DmV0+a+lSCBBXKQObiAEig6Qtc/6Rj7nkCBBKm93gxRtOYFwohumgBLCDe2fkA3sJWqo6DbEwGZYpLdRXyq6vimaUBwA7CqV7U9BR2dnZjy6gVi/LzUTirBrl5ueguLMC+woIETKjxHNv6+IWkecSfRoL73wmgxyEzau7reek8Mih5KUGDff95+uHWhy/+pA5ASUcnAnv3AXY7ktiRmtFQd8az8Ac7xj5XM/6AsjCgNkiiIolIxvjDGsuAf+a7O7sX/+mX/Wxt/FT5kxLheJOD4MUBopwTJ9kFzvMOpOcIz1yeS9PtC2m6fZ0Ani77r37uPmrCWoUplOQrYGbJWBd8kpm+/w/LNWX87yjpqIAoqul5JAcUMSBJJKbEWWOiopgOYy1UHqc7Wad9pPsxsmUCSHjh3/2gYlQuj+7YvL6tPtvkzwoGJW4Az08j6c+VHz8nY8gdIH3Qiol0ehtBgjuFqeIHwaWK542RnPXqLbkbNOsN1yl002lz2B0zAROSIExe5xSZjEoPWykgZbGk/DHGvlSflJhHiojOL1IOAmmhMDyWMAyiUBmQJmhQIKkGHL8Z14BsQPHN+QoC+eLvlu60QDpgQyRLE2WlYoVkzIUZd/0XpKMugGVT75tqnJe41827nOLtTYVe8DJh4+GP5oOhpPVTJJdhiHvuvfyH7KjX2Dx/3V9u7D5RpfF5zB6VZrSjqOpnLVXzGjE9Tva0MKWLO2f32i7mJMGUqvp3y0+cdeaqDlvKAtYAbt4YUgJAJAr2oktrC+cZZDN/t7fMfVehKywlLBABWskE5Ard0gun5jaUN7+YmnSKp3NMDcbkHhnfxF2Ni3SuxkUGCA2tremVg47O9PAVIZvNNpb9dRNFeaJK2fdEoUhVVEUHgpW5vYpzfdWicFTCUggb3jhzGsC9ujxQIhHG/AHYaTmyKAqq1o8gK8jHIK9gTjpfSF2TFD2jEWYRhXGlEpTHC5XbjRwKsYjE6o0g6B2s2PBjNQB03Iktxz5EpYKGvbIcw6EQ6EgE2opyRN4/AN6Tf2DpImzY/QYeczghUyowNm8uBirKAZATmzncGHAhEdA/IdBUqCynC9Ztoqgurg03sCz6rlsGUWEB8kGgCb1c2x7BVmoXOCo/TAYfIn1Syv3nQgJq1trRCTcPYRGL4R4fR8+hIyi5bhlMBfmgMJGWVDiP9EBcweedFq7nK7e4Ng28ahA8Lz4vUoMG1w6/XTHL2XZPr7L4WPBcv/fYh1idkw2wLA46HInxVMuu39gZqJZdZipmCAGZjEonZSp0uvGymnrz5Yun8QkLW4tW6kKcOauRa08LkJSZc/rOl+l5z69GSb6iAHsg0bYF6g+3LNIcX58nG4ZO4jqWLx9GhoOhazINuaaM/z8WTqF7FJmDBDNJuo0uYxZETuk1g7BCjIOwhghpv6Yq+291DBVfDPa8W40971a/A05pm6aHPV7Xjm6T+fyFnBqRKGaOxUSjm7/SVJexjGQM+QQ6PfJ9UyWAe0CgDi6uXkUgFE4AgPVsLUCwyB8geQF8mlOiSkG8XwBwejc2LaSeaJoMYpJRMngTmyZcyAUrDZnytjhV2vXDWXkYmFXQMsf80WwpG9aFIXFJEdHJ2JDGIs59gr9NCIXhWF7CmOYiPaf7fP0tJ94zGD0OnUNjcO5duGb0bOVcA8iYozBN70lKG0tBlJVuADXiQMgpHrA5AQTkfeMHkXICwt9bl6uvd906r9S5aWlbBmo9fszEubFB5s6E04x0Shx/NM+ykIjFCEWjkEUikPcNwA+i+Mzg76dYlvqILvKe+qcV5yAYFy+iuQspY24yIyUVpkRdRNIYqurfbV7e9sxKt5p1VxV4NdKckFIlJxR4fTYZMyrVBmZ7e5XaYWtWjkOqGNeaRAytcPjlSoNXocopGe23I03SKQCQ99suy/tt4ecENJbc+HAsunBStvrcoRsMHofeqjczR2Yv3YLaTXzgeVrlYO++6cFXtrHs/zSguYpvZ8XNT6yjwlEJAERMGrd03OMEIAuFYIxG0YEo4A3Dx7KAzQ4dUvC5Gdlm0mRdNOiwNhRGi1aCKo8HJrEIEbEYiEahtI6hHxze+f0DyGUBj0wCtUiEqESCkM8P9vBRfBpk3LMAdg4O4zGFAlDQGAsGQR88jDoArZxC7kYioc5arp8OIAFx0CNNoGmqxNu3leKN2BtA2CySkkyBBJYLPdBOAPcD+DxnyKeTEAi2Ww5g9t59OJprhlkigTsaBSMWg4lEgdaPYCzIxxIQDus4M0+KcspyP0fBKadzVadnzF14UnegdCnKT/QVZfXaXQpv8Gy8jAtJlJx4oPuFQkZEe05mLS5kW/shkcAtkQB5OZjpcMT7bSOAklyZZfA242u755/7i1v+1Htzxipq2T9//ueVI9kzlaxYLHrv4R9MFpd01cJ5vVupCwmo2+2Du8339LxSkxcY0XdpKln84bfTz8Y6lfd8egp7qly5MwvAjtoGYOK+N5VH/ZpMIteU8X8AuUrvcrqNLlMWxA+Q2GwOAfgUCFuBCCQtd5Simrax7LaBScr+Wx1DXdViIBBCWTWoMx05WVSXZfSzJkMg/P3/XDmEZLx8ZslLXuSI4dK0DcSj4QNRSnUgG0EbkjfGK/YsYDr9m+Kpe+fdRGIKZPAmCqXhyR1AymLZGayi1wbeV+ujzny/SDloEec+IWBTIfclcN93gWC+eQYUvq6p9Fl9qEPrXZ+pLHUrtXCo9S4F41f80/vNM6Mi0UBreZ0KgmDeyRTONElGpEgEMuuRxpvG1SHpXtmI87z2vfNexYXB2axUrK7JCw7f9/bvvQU2y8MA+u5fflvri7fdey8E3NjcOyhs4Cj7hPVKq8RtpbooChv1OjhtdgIP8/txK4BbU9sV1SlzweHkhTSME8q8MkkaQ7N6dsxTqEXyWZqecJhhLYvrqQqABcsCp+x6R27QmR21uEbVNMZz7aOMJuA1d+eVyZxqPW12WEcDcsUIADY16RRXftrTs0Xtp4J3frBrmV9OMw613qX1uejbj7+9Fn/4cZ1AwZjA3GS3p4WvyAE0NlEUfyqTBcBUtnmZ2dm46ENRIKTVHL44l9du/fWlDt17rQAw5g8gWywGzadQD4VA63WIMypNBonhZCMAR0cnZOfacIPXC73fD1ouR1XfAI6GQrhDQQPBECIBPyzhCKrB4Z19fohjUeQxwQlZDgEAJiN+YbOjWK2CTCTCGADwfOOtH2FmRTkKkGAxagcZ325kyCA6TeGNTT13rwoELiMBMBcEHnMo5Z7YFGUK10Cn3Q5FUQHocDiexApiERzDFsQgyOApXMdYru+pu1h+7IYAUHNVp2fcbnptWb5s6NhYefblsfJsfj0UYpeT9om8gEU/Que6PBKNHl5ArYIrGiXBq9wlfJ/1rdLvMwDoRy7gDhZ5VDs65s09/Kp95I5HlQDgyi8ZmS5sZ1qS4txZL30t8Hq4USdki+lXFgULAkMsphfQPH2ZGu4CIAknXg8y1oRe++k43q5m37smk8g1Zfx/qUyCQQfIUed67u9jIPRGDpBN7i6QjY6XbAD3AVhHUU3LWHZbn6Ds1HKuWKYRHPLxvPAc5ORkS8FzpYVO6bhDaf3hz1a07z1YwcMiMi4OGdhogIRCSIH0GY2EFycVzjCpMbEbm3q5e+IyJdY+jacuDDxVtQKMsgBsyAfnyAW02y/DMUn7JiyWF+Q15y/IaxyZkgCl4L5dAKpBjtC7ARIQt/itkxMhBqN4LLd1ZHBwTWGRJBKhQVFMRCyVz29+oyL229/s47Jc8o1P9+hMdeZhJAVI401D8jhJulfeb+uW99tsSzdvl35tC/gspOMADBuOvtF4pmqu/2xlvQuJwN0zIMrBhP6cRJlrtT1FmUGMJAOIJzYCooDKASgBeOtKH7xnG8vGBH2cVBaXFXNKRUBYj8eBvmO139j1zpJn6wCU6L298sVZ52yScCBm1ECak0XG3OU+sLaTNqNUSllEwUiw6nqcoyPhmbTHOWLytLiO1i7ONnid4Vevb2wHJiadQmZDvG9F67F1fjnNBGglAwBulQ5an4tkhk1ApRyYyNyUOufNIJhaF4hhtBokbqbAuOMYjDuO1QkfzMwsGIzpVTxv90AohNxIBFqxGAgEgEgE2nlz0QVgZxoDL50RW9LRheDhY1gml4HhFDuR04Uyvx+tAC56vdBz/RFCQnF1RiIIS6WokkQRZFmIYzFIRCKwKiVC627GaM1MXPfzX8NOUbCKxVDwBoNSBXEkigoQJVfI689TvOoFTZ56PUwok/Ug8yUHxNmiBIndAAhURQ8yNmcgORnL70BoIBNrw1ZqHxLxTHzsh57rS3i9qFEqMxtB6dYxAI+wf6Cepu5i4+vfjfp3C/JlQ8eyZeN8fZzcb+FcTBozFkWek44welAeJ6sGQkEolEoSvJrSZ0lGq+L2wvDQTTeOHuh7RAOWJDH6949+cDiglm935mrMjIamaQ9Tox/xzFdspR69EiW5iaLqjDOwxVCMtUojxmc14Gz1Whh+pfxKodenRipbTKm9l2eW+rsqsCk48Q9B5t4qkJOYTKflqfJxnWjXJEWuKeP/CyQT13UGDHodkj2iM0C8dVYQDwmviB8BWZw/BEmwkQfgGSRS2AJpjqGm5WnmPAMBkbx+gdxc2mIr63ziwQUl3SdVd/rd4u/9Ex63RSPUHhC6k4/vhc9jWzd/pakXHLXZ7Td3mP/8qx0r88xefddlIwvL4ztTsecZ2GgeAZKO0J1IcG7znqrUjfGqjIkpTkOSlVI9ZAEWOXoaXq8f3WIZFCWLsZxlcczRk3Hxu5rFkn+uDCTdtRRks8gDWay77nv894N83exmveyfj/znAwGDWg2gXts95L/zzy9dRn1BSaDLKfG8el5KMTItkOA6T/XkC5XTquuq66VW14d01wgAwGiEOScbhcEQChYvwLuvv4VCny/B94vkcZK2vSol1oOMYSf3mRMArj9/9IazlfWvY3LKPnz14ds3qpZWPhbOM8hAUVblqUtSeb8ttR1ukFgCPgA7C4TeEAAOpCjiSWOurrt1u0Otg4Fk3cyI302nVC678JPGZRd+8jSB0hzZptBjc1SEsRmlqODva2mBL+qNygIhKBbMw4nyGbgIEoRXA6AgJhIN/mn1p4daquZZgYlJp5CKrU7ITq3ffbdbqbVJYxGExVI6IpHQuXbrscs9qD/VgpUc77d17my0c7zf4N516pyfx1eXq5cbxKhRsiKKBgsFKxFFwoUmS1QhZYMzC3yKc70XQRTDWCSC746OYY1KiWUmIzCzCvvLSvE8nmRb8VQSvziQQdH76ALWyWVgeK+1idAy9vr9KECCdakVJHNh/IQmFAKiUWjlchjrZiEaDEISDEK6bCn6igpIPErFDNT29uF0Xi4xRqJRMCIKBWotwiBrMI0ElEQEYoi4MF14V0LpFYF4vVkkYj5KkYDBREHm9CmuHTZkPpmTctcAxGA4gxQc+IgV84sLUZnOCBL0cdq+Z2vRxPd/M45OJ8Nt0ph5ofyBwW+2P1M0Z/x8W7AO3mPHsTISAUasaBHWcxN2tzaj4WkAGx/oeOURT1SnFpRpAbDhuwNP3msrMVRGJWK3JBx1hVRy2lYiqdSNeLZoppnrg5+fhiJUKfSw+W2gDv8Uy8DiaPUtoz2/VH5VavVlF11SV1ApbDET1py/g6S+lwMgczAOL5oOHTGuMap8onJNGf8Hl0xK4yRKsXCi8QltgiCKdS53TQRkcbWx7LafUlTTN0CU9kaKajKw7DYHJllIMZkVb0koDeNSg95vg+ibaxY09vXphMlv4t54EBjCJ8HI0gfAcPvNHbLvPHRouccrZ/qHdMGCXA85CuSS+AiuFyqeNyCBG9YhkfWT59zmOcj1mLgx/i0gPcmKpQk1GgO8QTfkoIFoiGzcxmLUO3rwdoYyrmax5J97AxK0gFkgivkggMGCbosCHMTgP575ynpOEQcAsLEYNbB7ML8oxg6GDw4aYypF2DN3Vh17+KJHAHmIj59U5TRUaq6J5OhWgqIO5I9bUFKE5V4fWFqO4eoqhGUyYM/bkNrtaZXEtO01EZ+gC8niyh+38P3hXHThpHn1uUM1fIAl2jbX4Um2tQHNdcVu/2ORLC1YiWiMlUkVgTmliyTjXkbsD77URFG7QJTHPq6P9CBeU94DzIIYuLxMmFM3nT5gvpxbggWXzrfwn6X2U6Z7U67b6fVhg9EIU0E+TADgdCLKMLicmwPTsAWi02ex0jqOnJob5KNZSzU0o1V4L356RvswcvkAZRcAXUwq0SrP97UjPScyAAKzGbJ/fS8M7HyrMScnKhLT4liUueBQLe85IZPrxKGogsZYKAjF4WOEX766CmMAStLg8OUqFVpLilAzNIw6SgSP34/xUAh9VIzdxVTm5oTNuiWWpk19udt3FmjfOqsWB0JLwMFeuDGQCU9dYjAgmJeDlRz/ttMyiosOR7Ki5/fjboUCtliMZMiUSEAHGBwFIN/GsvcLTiVmQXBCYzTCTMsRDIcRcXsg02rAzJ+HYU4RBwDX7Fpo+myyihZjMZOrDJTI7R6x3OGR1ZWx74AoxEJe/2yQAP5BCIyhKTy0/NiYiwSFaBBEIZcAEHO/veCp7sge4IDwVDX5GZu4ugAkvsgsvG7bk0ATRT06OoYtaY0gru87uhA814qVXi/0ajWcc+twsbpygvI55VqVgjkv2Zu/7tI6yzt/XTvyXh0qUQIW+/fuAxwOKEBoMeNrA6dYtm6O4j6QfZCXPABvHsldaq0Rt7tF0RhJbR+NMVGxCIxKtiwt9ii9bATg0OSCDvnhknM3nvsLaqpvwQfV4s6i6rHOXdePHbliBbYZDV8A8NtJLqnZhN0Xp1/VCY4LK0jSrqJN2J321DSNXGNU+YTlmjL+jy9XqhQLJxpPITUEwgrCv+8QyOT5b+7/j0CUcQmIhbwPU3hWJ8lMGa9vRCTVf/971xl5RXzBeueRL/xk4MjeX2Tf8PozuUvBeeNZdtudGdpyJbITwCOb17dVuT1yZtyhQjAkpkuLnZmOAktANqxlXB/xkIUcJI5wec7teSAbsAMphkI6pgtceervVEnenGTQz5oH++F3YGYickO0QKcNMyKVRO0Vj35j5Y8n6w/u7ykXS04xLgXxjhhAxowPxJvWC+Jd5pUDw4E7r1e3r503W+wPxqJKuQgARCJKIpWLQu6Dg8awPagczS++TAUjUQH+ONXblTS2HZuXtpif2bMqWJo9L4eyMF4f2EAA1IJluADAWVaKnq9tIUfpvHLURFEPh3P1ljbvK1+JqeQmAJD2j1vmlHx1BwDDzCocQwLryotO73MfA2CY19liuvPQrjq3QsNaDdnhud2tQ4h7pndslPdYZVGjeowCIBm2i+VdFlPEpGbE/iDPMFOGBONEktg/s3x/z5++8fkGNK/k3seEOWV2jtEWY07qrelOMCbcazBArlahEVupkm3fRd+pM3hJr8O/icXk+54+jIjFkF/uQVihgFpEgQ2JRMYzLZg33xS0ue4p26uDJ7wCh3EcS6VDKCrS7ToZKPnKryEddSWx6KSLTSiwWZ5XBv3bGTmtC4llo1q/Gx0nHTMGZ1Z6VCOX3QomQFMUMRzPtaGmuirB+y3E4f/URP08JxurxWK4RSJ4WBa0WoVSL9ATCgF010iQ7ho5prlpuxqJQEch7CWjGI0I8GWHQnCJxVDkmrGSojjqWA7eodcjHA6hQK6ANxDAyJAFZxwOhEAUu3h9mygqjnc2GJCTk42Vfj9wwwrsqq5EPQiNoEVQBVpfSjvKiwvNbd15Dk/f2Ehoxgzm1nJrTj7VOxPhYAxkfRKBKL+jAK4IHoHE2NAjYXjyDoQBkHnrRILdSAMhrju9/Av3mz10BNv3HcQ88LkXnqKwjWVbuT7J6Dnu6ETg2IdYLZHArVbBFQpCUViABwBIsZW6j79uk+CeEC117Xps3e+QZq3iAyLjH9Q+C+DZnQDB01WnPD8VEra+Futfv7DpIsj6vh3kFNj0ROXjklfb7nBHaGn8Xpk/BG+WOm6NTENKAAyEfHCKZVBEQ2BkKjBeazzZzgTIDP7fKbAf26stPHGAYN+7Frx59XJNGf/HlyuFGwgnmh4JJdOCBA4xhuQEM0LPIc9VnnHCTuqtH07UVxSNON/eUzYbAGg6Evv6H3v20+qYZs2Xxs+8/kxuNXffHRTVdA/IApmq2E9beBx2abHzpUs9RkqtDDsX1Q+dqS63ZToK7APxzPOeJF4GkXyEGwIJvpt2Qp7pyiRY5ORF2wumqBi62q+oz55o09eHBgJiTX40qP18uX1w7b2NDWjuSlX+r8RIEHioh0DwpRSIgjkMYoScgWBDCcml33rpe5+7FWIRZj+9a+Dc9zaXAIA4FhUXwa6zj4sjrrz8PldIEqVCYSaqofXco1IX/PhYWXThpHm171BNbLmPutgWK4lEEZJK0LtgGS4IIA4uJDiq4+Ov9zdbGnlFHACocETGffdCdRWANBtggc3yNADcfHr/c1Zdltqj0orFsSjTWVRZCGDQ7LJtBFASydKMiV1+OqZTMrL+8SxWJApCJpEjAWP6CIAJxPtIAwjHJGLX6CO3Xx7+wV2ti9pPyVe0Hlun9bvvdql0joNzr5NevhjxGF85VCO1OPRHtZ6s0vlhu6BP4slBsJUiMC6imCXNRw7Cs1IigYvrQ8PC+SgHwQMjHEasrx+Xe/tBh0KIRWNwq1XQqvOkZm9Y5D/6kcxmrMkdBQAlmJ4bccCxCbubmjZs3oYpWHSSxm1DQd7caDBcaXbJHRqDs8uttjnLDK5u8QxRfd9HNADIZGACgcyZXNfeCBz7EJBIAK0G42M2lIooiPJygL6B+GnUVSUQEpYtkwF+PxCJkM+FmObKChw8dhwrlUpgxIqLnCI+ob5Cr75ahUaJBK5lS9BSXQkrCMymHASz3cmNB7o/u4ASZeUN9zaRjKuLLpw0V+xrvoVxyfIU4SBPT6kF8YhfqSIOJI8NHlZHA3D29UN06TLy7Xbo1Wp46maBLixIZoSaIFupRSBGOQIMju07iE9jmoHjQtm7D8jJJn0fjQJKJUBRkzckIhfHuGd9LMUuHSQMwCPrawk1K3UBT4KDZHaoqmPiSEwLJoyIXMJIghFaHIlph2py95dN/5F9AAwjF9BespicdPjtgL4QDPhxxLFcITXO6wre9ybsnqIHpyWfiFHAnzh8AvW5JrimjP9vkCu1YoUTzQnEA4/aQbwiAIGnCCdRugk+VVKZTBtjvL49p5RDHrdcAgC5+b4ArY5pHBZJ2X//czG4+w0gHqEfgnjj49jiaWHTU4Rlt7XC8viu6xcPTKe/dgK4G0TpBriNE8QTnouUI9yrSWQ0mUwZWCZctD04g5UojJTPMFd8VtunjbmhZBn6VdXauNe/gSBrhIt8K5IzymVM2IPk9+kBYdqpBFHM93DPIO9+nG39RuezTlu+yVSw96wzb8dRO6+MR0Xi6ACMLmVWNLK4LiL1HHDonTJpgIqyTqSH+PQBMCy6cFJ25we7lvvlNOOuL3YtqHI7F1wapLl+EfLy8u8xXl/bXdcXuj9VP4cKhsOsXCoFgFB5bm8S5WOGDXA3AHvvl12nq+q9qoCPkUbDTFgsVZwrr6tb0HlWDeCs7f7V0rzv/6UOAET+IB2jZRB5mSjIfAKA0yDK61mu/IB3RfVC1YeXtAsaH1++eqZHq5hpcLqVWpuS8dMrX9mxktoXDbvU2rFQcXZwwC0JSZs7DJfmobyiHF6kSQ7C1T9pPhp0mOf3A8uWoAXEYHKC0O0ZAKDzEjrOteIMV14wHAbrcOIttti8LOoOuyIjQZ1k94jZ9cpgTWQkqJdVqtim31JpvffIwFoDYMAhVi858qYz/Jd/bzxWVQEUal8uLek7bwoZtdFhaM5JC5TVIiasj9FSx2vLF+7acNueCWOwugoKUDh4rhUzQ2Hos7PQQ1GgRCLoQTDOXgA3IxO7zyQiLJuHSixaiJbqSiiGTHlbRgzZVQ6tkaZnM84aQ8f5oSOOErWKZJdEeqx8OgpBlvvKCpKs7SYQL/cYgK4grVx6uG7ZUf7+1ecO1bhU2jG71hha3HEmgITThASlbqW2cbh73cAAXF4fzmIiA4xQ+LExCDLn5QConl6MnTiF5RIJRlQqUKEQVIeOgF66GKfKStNQJSaCQO/hPzp0GD24StYMux0KlsXBvBzM5CFCv/kdXnA4CPRH8NxtAB4HAKWLeWoTdj+dWlbawOdJTh+9QfUWf1hVxYQV9ICrJMuoGG/N1w0Oq2TeTXfZf1dYTi//UTdDLHVKyl6+cGPVUNnpAbPSGdD59QqmZ0FR11h59lS5PoSyE8Aj9stwsCyOGYtRH4sia9Z67IUwX0baDLt/X/lbe7WnwV50TdLINWX8byyTwDmmK1dkxaYwdTiRCDwSet9CKbdpBX9b05STpJRSVNPDyLxhP8vXd6BTFeS/FClFDADHr79SLP1ovzaM5KP9EEiCi258fIqkafUX1469IJnpeBgDz6hxlmW3TRc7B+Cq3nNcoWSq8syBOSU1iMbMrFj0XAOav747ddG2UHV2sfGl/MgI5RDrnW/St5w5qVjEe/3rQU4WvAA+jcT7tAP4GaZO2CNUwKwA3gSB6ywB2dhHwHnVG9BciarCLwFwSf50dGOfRPoguAC8WIyNhIMxmfbmQquigA3M1VCK93q00L3Z4uTamqrc7ATwyIq241V+Oc24VTpEJBI61zF2FOQoPVOQ2cMABmIKmWjwx3evh0hEmV7ev2/8S2tuSdvTT7KtyKLQEcSWiyE02mJo9P2QOmaP4fk1f1yq0/o8LJ8ERxoNM0rGL79QOlMHYKd73bxHALSaXtxfxErEIlYioiCm9iGZ0eXsNjYOnXkkalCrWRE1ljNyqbzt3TBdqNR49FURn1epltveaXXkytRGW0GpXOxhnOEu+zuOkYjmzDkUVJTHlbIWpCQH4cqPz0eNBvKZ1TjIeWR5OQlgBE+y97+a2BBZCDDOUU/EyQZjekomCtt+eGm5SCNmpEV0MDwUYJEIYJ4A60EG1hqIRdaISaOveOGNhXd+KiIbXKR2X3wnrKZdAYnBLFrmDYRDEW8oln1zkefkzPn3vsid4ghZlpbOzist1DmGqiuZg4Jn6js6Ib3cE2fCcSGZ3acHQDEAOZetM9OG31ddCUN1JZLKHjLlxUaM5rVuhcZGhxhXWCxVBG6pn7mkqv1YgX1Eno6aDxOZbtI5SiwA/sS9vxIAfXuWrnOfrFkY5i8weBx6qy47KI1FRpDgEqe4tj1yqRuig4dRplCArapEvteHsnAYd3dsovZWVwkw2cl183Ll9HDvy3XyDHRiMRyxGAZ9PvJlNAr61BloykpTjJitVF1PL7Zf7EDB2pswQywGIhH4Wj+Ciutv8OtUVCXXyy+NsA1onlQhBtDncMAg4P0GyH40IniuFMBXuP98AH6TWkgmL3em9Yy6gLolxaq1oYjMJhFFXG5GX2v3mz91yVY7oYISKhz+Yu7zI2Oa7JfGyrOTnBdXopwKT0wcPSjhYnl2fv7QJ6uENqNhBOQkzgYSeLl9E3a3XWk5fyuv9jTZi65JGrmmjP8NJQ2cowLAyxTV1AviSZuuYj6Bq3ey+4RMHSlKoh+E6qqQoppkLLuNV8pncb8jIIrAhHJSJLO3XpDdUq0KlfNfXm7TXNiE3U2bX296EQSLKvTG894hXqb0eGWU5OyaCU8o+XwhgH8DcD0AY6hf5LnYlRX6xUuLjj//8qLzuMrjuqsIsgVXtwGmKs/sXTFzORWMMBQTGpPYPDlIt9Hksa0/RfMupO93XllajmTDSoqE1xRIY+A0o6HuM0HprJlM1+3aqDcyLjIOvie/8dRJxaIggF1paBB/BXKC8PWfvrh//1e/uV4GYgCAElGRxXOj74bLFTkOqVxfmT0SffHRf76Xb0cDmuu4ZDEJxQZ42uywvmQx5VJ0OOisGrx0psBmsYJ4FXlFLPlI9ymS2bH3N1vqInkGs+JMT3vWr94dHv/SmvQ9nUXV9YSw/RiDSgkFt44C1GKsDrIofAeV7OcCH1L+KE0H5ApGEQzQyhBD/eG6zS4e6uNeN2+je928sG7XyY9KvvLrQumoawTpmS6IoioWWVm5VKFXR+mASixzfWSdmbNQ5pT4w5Z+S1CaawiOj/72wC6+em5gzO0Gr6wJPa1AhrkQDMEpFkENgjHmJa40p8M4A6ACJxyDsip1kQKRqF4cVKkBWcgjiY4PRT7wk76WIoHFTmfMJnnOFef72r3Lq5ebLvSW+OUFPZI5OhRodDbv/gEDO+qXZ+nFEDfM6MwrYKPl+16tVASZLc21rzwPwXzpWVAslQbCywBA5WLiSZoEyYFS2X2KQU4BbCCBZ5Nt+GmN89+uu9t7Xdvxca3PRQVoJaTRMAMAI0ZzfYF9hARFZ6DmEzDdtCJ92vqnhSnnv7rrv/MXt58qPVK3tK2lat5lq97MyCJBXenIgDDJVHwenzmHuXIZmFgM6lErihgGbDgCx4lTWFFdBTV3UoKUuukAGN55F68cPxk/ESspKYJdq03QD8pkYPwBZAPYL1Tm+wcw6/BRZC2YD5lYTNbms+fhyTKhwOtDH1OVJ+PXKYnFEQyVmllMbuAn9b2hDHLeW7zkAeyFharjvMWbQGKHAOBlPMk605ST9iTWO6LeQn03YfQA2Mm+iFYAG4MR+bhcEqQiMSlMyvEhd1CXFYrKaDYmklBgoyqx11Uk7++9M/tPR2ep2mIA6q4geDGtZEwq9clKjuD3ZwA0NKNh5SbsPvk3fu505Rr/+FXKNWX8byvpmE1YkEV9SoUtRcl7HdMMWkq5X6iUvgrg8yC4wicoqumHIFCNGdwtuzgmlalkcu8zl0Rn4wNNMwDczl2n537ziryQXUWKDErFpDIxcyahMMxLsyhaqHtAItLF8YdKYsa6GituvqHb2PlH05wt9CndddJ+V77IuxFZjyNj5rLUpA43f9b8+rszr3QB6gNgCMwpqaGCEUYUCjMiT4COmDRWICN/eKZ+d4EorgtBIBN8JJJwfk9Q6prRUJfNjG2v9PVkjYlNlFuspnSsq+zT/l0mhqLbWum6JKOkAc1rQHiHOwGcbEBzPZ75fLw/qRyNuPOza+vNzrGxeV3n2swu2yWhIo70VJJPz+rv2DWrvyOdkZEpyGynb1F5k/POpSupQChYdvd/HWZlEmOa63jZ2BKEWULBLafAxACwKrlCbVTP7z5pF7/wjc+PferEXlGufVTn0Bicu6+7ret8+ZxLQEo8QOMmNG34ceqYE3r7SwAMKM73tUdunHFjNCxV0qFwzGONUBCBNsgcWl2eKOgdj/lT6icc72mN3HcWUxsLC/CYWgUZRcHqcMB39EOSEKmiHOmyjAKYmEE00s9cqr9dddpx3P8onSOJhaKUTzIacBdKotURA+wOB+RIw24kZK3RalFRmI9CAj2wOC8f8g0qjWz+mZ32ktDIAKtnmcFZq9SmwtXacTEbE18s0foCAMD4saT95DJnbXyMOwFgtMrcDQBlp/sLVC5LmH+mIDlQKruPGYSuz4bkdWPinBHgdO1qff2F0pm6txff5DpfPqcuJJV1/dP7zdUAEJArGK3PBfdlX/5Pn4fZ/hT1Ys1MlM6fi6GK8jTzmvCoNyJT2nqBIm/0Os/Xd5/3Fo0Nzo6Kxeojs5eeeXDXrwsNXlcqTacLgMvrhV5EIeL2okQiRkwmA8JhUJYRFF7qxvmKcmzk6uEA4Bwy5Zl78kpqPF3uou7I8Npgsfg9eb/tMoCawWGYy+UIy+VwRqNgIlHoDHqEuH6Kz8eLnbhdpwNVXgYdAEQiiHZfxoBUCjUAQ7A0u4oKhBmJzQ2xh6HHH7zlaB6GNBW49FwzXulFGm8yP/Y47u2bOO7t96rXIgzgEeygdgH4D+5yFkjPDDXn4Pn6W156z2AcdegcOQbn/s3Xt++vX0X5x1Q3AXgDQgfI/Xgaj6Bk2F10tjLr4jIAKNT39kuoiJWiWNMW9S/alAicRwZK039QiMUlAP8M4D0kWHaeA0nepwDwAxBo1D+CTApzuyaZ5Zoy/rcV4cDkmU14+jwn9/lkCttVW5kZvLVSkGPMMgDf5n54GQHwzakaBEwjaU1CekA2TBOACopqkiGhUPIWPguiIA/iCtKmCykUIVTuJlIYAhaqCoQ5Rsxd+1UQdhA5gIUb5ReLN+ouLocKXphRCBab4ccGrKaewH52Z0pZE577Lw98uJYF9d6ed5Pi+adagEg/RGNmigmNiTwBWuxh6LEHbzmT6d5MQZkggUgPcv23DwAP14gIbk9n4GwsCwyYRYiOqRCwe6DO8onUKiXrl33V/ZvBAno49X3yTF9VSJM63qXWKZtXf7p67Yl3FWbHWN7RWUv/ukHwLGQey1cExdrGsq0bXC8VsDKJOHf7Xz5UtA8Njf7r7X8B56FPIyXOGGg1RQKVQxqFyl9kylG7/SLl+X5bZ/G90s7iKimSk16kpcqbwvvVB8BAd1qsiiW026bTekyXrTqtXhLSe529yoBfUr1aSb/9c28vJmbJ5dv6iFVnMnUWVhSKWNZs8DhCjFT+UjDU9phCAYhEGBOLocjLhcEygoscvCWuwKYLBhPWuYmi6nz7bM+NDSGKS+GQQY9xlRI+iEEb9ah3OPD2ZG1cugito2O4JxyBh2XhikShN/nd5WEvfBqHx6kTwxUKgb74bkQlXa1CVpGch0/ArdQif9wCJzRJG3behRFzybnBIikTzufewU7hCUhUIcsN5xtolpbSIncgIh12+ETRWAfXd7xknm+EphIgToc+7trcs5Vz6wCcX3vq/RyDx6HvstKic3tDAdgRBjDOxrDk4GEYo1F4UoOIkTyeu7nv9ADWcIp4I8h6EwQgNbtsTrPL1rb9xe2X8CTbhD9MNOq4/w1qNZxDw6ig5aDEYsQARCkKkMrgbzmHoopyqLn7KL9MER7MzteGxVLn8BGbWKWC1DNvDk8n2hKNYlVPH0IVMxBgWZgDAYRMBjwB4hiKz0e7A5HamVDI5cSQHxyCRSJBzOcHA+DpcIHxJXnXCBXO1TvHHrzljLohF7PRWhcALQXJ72BAmnTo274LoBw1YBACDQaV3EldH0wYwA9ADBkA6AfwaWylepLGcBZVd9fCylK3UQtHtt6l8PgVdz63a3nvF8qoM0Xzx5F+PemzevMNFNijhbr+GrkkoPeHVYzFXbhXqQ5YkcHg/UeFWGzC7sMADgs+6mpGw5fAxxgAS6+owExOrE9GMp+aX5NJ5Zoy/rcV4cDUI8Fs4uS+n0ph+zhWZiblZweINb0JxJsTAtAB4Fssu23aE4ZTyPnnlADYyP0v/KwPxHMR98aDBGsOIbGRtoMc9QrxetMJmJyWoULdj7p371vzm5sq3pcDwH1PfKXld7/M2whgAQhM6C18g9oGFUQoRB1iYBDFGBTQIYTHsJXqSlFwJjw3GhWNb17fVr/n3ep3BNdNugDxXiNWLHpOYvPkREwa69iDt5xxNSziM4emvTcdc0sDmr8EYvBcAnARCWU8DIDSvt0yQ998fLbuzZbeppHNQnxtiTIaoBmRzEWzDGiW8QFABGJdQTSRNVMQPHV9pvYIJSyR+l9bcfuplqp5dRsSSi0/ls0ghqkeZCyTrH9XwDLQgOY10CkXA+gcefTTD408+mkWQD7/vd7jLG55de5rebaRi7kO6x8A9OlFqPGzoOUAw5i1WbJAiPVSVDBiUI2AjMF5ECS9uEpqyrhRIROFpaE+ptfmgX759ZRb73BJGQ3tGv/y7F7fj45/L7Wt/Gb/2hu371Iy/sdyHFaZW6UZ+9ONdw5c13r83vGAVKMWhwcBkjQGAAx6qNovogdPCoLhJhFe2WBjyDEY0D82jtKxcZTChF6JBNEYiyxk5usGANxyM+oudePYmXMo5AMiVSooFQpoVSoUR6PwMwxGoqKor/88ow7NLRkGgLBYSssiQa3e594Pgqc2AHDmXRgxz/zg0vKgUsqG5ZIhpASthnN02yMahYmKRKMiDxMFy9LB4izIRhw54kB4RFC1qTb81HnbAmDV2cq5JWcr5+4FoCt+4JcrtSODJ+XcNSIRrAoF9BwtY2rW13RrsxzEQ/kGyHqXxX3ey/2/CMACLvCTKEHCMc5lLZ0/F4O9vZgjl4GlKIgDAfijMUhMRgwEQyjk6sAAoDwKVcGM4R562JTn+WjAqw36YyJN3/l8Vib5FIC3ABwMh7GkvQM9IBjjnQ8Msq3YSt0urL9chsGeXpSNjGLM5cIFsRh0NAqtz4/921i2tSEFIjcHB1cGIWMByop0UDhikGwBsBZj0EGNPoShwGnCOY+LKAITd8gAJAlduhPBjSaLvW2wurBOEozQmohXrPc7zVub/8N4Yu7i1j/I7zbvCTakGkrPAnhk1FvgGPUWfICEwcsHZF4NMcEnq4xPHouQJM1oEG3C7ljKx2yGv/l7JpS/Cbtbr8iJdXXyj0Lf+L9Orinjf1vJxGzCexWn2kA+jpWZSZEvAmHIuAFkQlpBLOx7KKppdLrBpRk879u5r3swfW/8rZwRMKkScAXtixsq1P2oA/DIrJyPKgEgFJFgwXL/dT966BmZQeNVjoypHz6z9/lfzKeQCzMKOUWc0ByK4IIH2UjPT5703NJix1mWbMJ6XMECxG1yX0dyCnr9dO7lpQHNlQC+BHKE/xqSDTVG8/75OXlNr5ZKh+1tshFnUibMWnZ9n1+sqJHFgnSEIgGMMUpE01EmntI6BV5yBORY3gDgac5TXwryfgESvPbr/fNXARPpJPtAYibqkOB11wHQNaC5LjVgtYmi6rjsiemOiyf10Ds1+uxt9z3auHn/X5R3v/fnPNRh17zTmH8wgEoAEFFQwctQoyady37P9Tw7x14ARWkw8tMWISQkdMnHykqVrOrBsn09DblWroP0AByTeZ5fvO3eOhDvsJP/bOMHu+cPlBrFoa5Rms8QGY2CYVmYQRSs6cpGAA6RCFatBgqKQu/YOIoGhzGbZSFhWYgA/LWJov4M4KltLOtLU0ZJRTkuV5THvcHm5p2Yo1Ag6vPhMk0jV6XCjEAgZnFaQuE8sH5GKtcZPA5mxkhfl8HrSlKISs4N1g5YWHlXS0Dvveij1WJg/lwMVpRj47bv4j7AVTIxZxMAIMvnQ8UbbwNDFgy63Yhh8jkjnLe8QciP0TkAzurebOnl5ggAYMSK9uJCLHe6YMbEU7uNmLg214PAapwgTpcId18F97cKSFBRImF0AIJAzIpymMrLER0bgzgUgkgqBXQ6DEilkJiMUIHEDXkALI+IJXJJJBwUnx8oCtpCCq+I9rEqiR8UpQKJIWkFsCuJXYhI0t5SOxOnTpyCKRaFTCqFzusFM2JFl88XV2CTlCw5gmYfVGEzxtoFZZL1NwHRIbj+GGi4UAo9eiEDg4uogQ+58CcFmndh4poBACXmIdvl2uMXPbYK48IcZnQGJKxfOhD2KEsCku+ofrgcwFFOIdcB6EtNEATewVOLVmA3MjGJNIF6GH8PiEW6WIQhbEc5NQgXFJ5yVeDc47WwfCpXwdXvpmY0vA6yvvdy9XlOUOIhYfEp6e7jY42cWvxtDY40Cb1SYW7XJINcU8b/hjIJs8kYBEoXRTUZAXwPwB0gtHo2EPzcH5GgmbpSKzOTIh8A8USDq4cCREFqxZVNyHSTmucobxF8BiS88RtAgnX49n2PZbelLn7TlekYKhsBOExKmxoAZJIIHlrzion/sjDPoyvM83wH/4UjeAYGRDEWvzMMGjTJGDjVc6vL7UGA2ouroEOcjA98mnRe8YDK3dj0a0455vNoWKpu2n6Wu5evL/97I4CdPYqi+bXezkrEwgiJZBDHolp9xDOtlNaYfKykvoudAF4G8eLwPMgU0oy7dMfF4Rzd9nt2fXvQ1bhIgUkyQwolJJH6ATiwHHVlrXg0xGLLxRCWDXpDkbG60rHuf77lCHcSEa/vx8WM8op2MxqSAicx/bk7wdhzqzRj+dexhb1nRvVjNqiiUUikErBSKdy4MiO2BMDAiBXtJUVYDkDi9yObU8J5KQfwXQCrmyhq1TaWTWVeSh3/NVotQn4/IpEIfOEwusVi0H4/WIcrdnDBpfNJAXZ4km3dBMQVIke7v7RlT0AuC0WtalHMEQpCcfAw6kQiqGeUTd4YlkUwwMBcXga9XIYnjp8EOGaVdO+Or7cMiay6Lq4dbgA7ZSNOCNtmt8MaiaC1IB8FSM2GyXmxubL5tTkLBNcLrnwNEmOV72MFCO0hP+62IBGoPAACpVk4fy4+3HcQRUYD5Fot9F4vDC43PDOrcAGEApYFcJQC+ykKUPWcDyq8heaBkMWnQ4yVg2J93DWzAfwoTfclKdfVVQjJZGjb8zYG7XbwSmC8/1LXqSDko7kYGVLDPxn1KA3ABQYuiGGEFbVQYAxyRBCFCokg/g9T7hdKHwBDQbfFWsBafBCjCwHAajSpXdXaXFYSk34u9sqnPnQvOjzWlhc3yCYkCBLIJEwifQAMRiNkuWbUyGTQezxgHK6JBj8vnMMnmUXrxSn30OQ1tRcynEclNDB7TMqzrhrN6qpfdgMUDlrW5RpACBZWIIGvF4oDwLcmLT95zf44p+3Tkr9TIOv/7+SaMv43lkmYTcjCTrByx0Eyt/GSh0S6+C+AZIm8IiUPmY+LvEhE/wOJhDeFQJzRIa2k1L8eiUWUFzrNbS4ARSy77X4AX59Gvacr0zkOKwEwIKJi8SDDwx3z7Hf84jdDqwI/PPb7n+78glwelWElluIXaIcfOojgQhg0QqBRhy6k5yef8NzqctsV86LzkgF6MiWdV9qASgFcA4DCffOcefJLIx3yHuGeSRbfTdjd2kw3PNrJRrcUBEeWqSNe0LHQfkUs+LzgyHLSxXs3NvU2oHmOoK5pFU9uM+8FMUL1SFBJJhk8FNVUtwm1z1GI5bAQWXMw2q6ukiEwu6jS0Hzc7GpctJcr/2Vw3nmuL0rBeeiznOOWF3/81V/zRQIowTjbWg08WJ3ct0mKcuHDL32Qrs+vBjP6Mbh8Jxh77y1YPXDz2VdyKBFkACAWQSwSAW4Phq+kTnzZdjvJLOv14m5eEa8ox9cudeMlkCP+B0DWnK8BeCaljNTxb55VA9f7+0kaeZkMjN8PxFhk2e1JqdGTZFPW6wCAd1jIjCKwrAahiByQy8GIxJCfaoFuxh/ZUo59J94fzz/zL/fm20dKAUCtxtF778JREBrENcdPohGZ3x1f7yok1jw+rwCfoTepbVotZmg1mL1wHnqRCiVIn8BlLxJr6AhXBx5eIAJR+sMgXnk+I+16kPgVJ4gzYwUATVkpZq+K4cPTZ5EzakVMocDo4BC+XlKc5JG3spTora6i8lV9gW6TvazQkq8elGn6x/JYb4iSmKH3M+h42JXmHaSpf1kpXviaLfM4F65TzXiFn0N6ZKAe5do6ExFoEUEUYogQgxpehMFAyRUbAnC216krH/ZqZj928MbefU81bUOCaSzxTiTQw48gI5Lpe24rgUk9ZvX4NVpTyK6vargwO3vW6BMf3VL/cZTAnSoVtusL5LNtRrPMG5HLZawLK1aHA9hK1aWOZf7kFSlj7t53frPr9lt2T0aTmLymdv5/7L15eBzVlT78Vq/Ve7eW1m5tlmTJli15tzEYYzAOi2wc7KyEhGxOYIaQkGQyDjEKOJPJkBCykkwgk5BMMlYw2EAAYzAG4xVvkizJWqxdLbWk3pfqru6u749b1V29aTEmgd+n8zx+Wu6u5datqnvfc+573oNqSOGCBrSjyrAgopC4wkoJMv5kXbbPvcCbVRR0Z84LBrQZYUZBc5kgdKhhkOftB9txYCDhOqYas9/LavucvY82B8b/gZZKKpCiGn+MGBD/EYj3+ykAPwMB5V/iy8XP+lypkixBBspxkIlImJQYYOol7xS0lGqQgiJvIhblYVLs+v686FNJGMasH4DJF1T79LRbCwBPHv7UxMS4cvJvby60fOur7wyuqBspBwUpPo1n8UdsQQCFmAcpliKMTCxCTkKlupmdd+ZJMum3m0lEekq6BoCaroPfrcl99NnXCh76v2Oi7w0A+gkovWsbVFBBhf1IHXn3A9iEWK5DOxAraw6kje6/BVKM6IHodRE5z8SJwCgcS3jGVPDl+KEaD0GmGsC8tfnV6qBcSbkUfVYaafipPyqqvOdbOwlLShoJi8e1pOcv3WpEzk9fmtUqwHQrF1eo5Zvk7J2rrI/oXvrNhVwNivNyQQeDcIxa0R4IREHkTM8RPbbNBhdiz0//p7q5XwBAI0X9HASMQ6vBN7GLWggxEE0GcWOFBRhevRLuC62o9nhgNBrALKzGwc/0pgF2WbGVjzEfnDl6ZFFulPiAvogaYYUCVHdPlJsS4+EHA+5sx3ghAHBAiCKBjPUAjH0DyMnNwdkME+YJBWaGRjDkcpH+Ee55xWDX/61rOWbKtVk5H60aOlazCqAo5eq2U1tu+ncUX+qE5+AbkAcDWFxeipKaBWgtK40WI3sUu6ghIBY5TtAj3wngVhCqygBIwIIBoRbkgrxDg4gpSxlE99kMYK1lFPqLbZC43MjVaLB+WR2OlJfhLQBFqSLyBZOWoDrg6zqUW+ApcFvLamHNQl7YDRbeYBBqtQoV2EVtwx4ueQUlsZbBLqqWL8ATt5KR6hZO7WxS/SDUHD3IMxYGAITBwYMJkPlnHX+osyNubfWhvrKSpvaFrW/0lyUUfuNakEU9Nlyet5NWMjlMgVLWc21pkClUTeoDbnuOdMzvN6n7MubbLmTMt9UCdbOlO0ZtN8e1vPn5Ql/rgFrnn2SgNMKrurXedblYm6txtO6sIknyYksaL5YsOpNZUX7pIRCqWQJFJArI+6HFfOSgEAoYcRQ5AMbhhy2klRll3pDTLldr/MMoYwOSrolBRS/jk2Q/srHqXSTIGjehobYJDfH3bGrAPcfp/oDaHBj/JxpFNVIA7ub/6wPwEK/9/XOKavwayJLlFopqNM1QcjDO0oD/fhAedy3/laDuEgSwb4riNSkToEAS34RopQDKjfhHvOipJAzjbR+AB7tt88eX5p/TAkAIChW6L3QAMLIhiTy6ZQMOwoRmBPEQXFCAxjhqMIhibIGF6ooD0tOdd6ZJMlNutzdtdGO2CZWSQEiNhHsy9rVbU0aBEyLvtUA0YcwFAkKuB+F3xt1TcdRMiDznYVgyH91FSgRWeaDdOonMP3Shqkx0LYnPxzYAdj/UViUCKoBiAIBRaorpydF+Ns/kSOwLgX+5YLDTfmDXjicRq2CZg5gyStLzl2o1ojEW0RNbyiXcWRUi2UX1pTqGyPqxhysR2pXKUfBetD3QQ94zTrQfFT3uDBLCeD7nfgD3JbQngBTm8cLMMBih6Si/eT/iE60f5zd9sKoSwapKCMlypXybnk7TluhYQkcwavMgaFIjQ8Wg0KVER/8gujxeEGnJXTswnJnncWj011EcZ5LzjhZFks6Xg4xfAZcLytISrGUYDAYCsEulUJWVoLa7B1rhpAd27UB7UUXApdaPsjKZ0+h20J9+7a83hCUSuVNrsAIYrKqEoaoSJgAjiKd3KUCq0poh0jZPofl9CASELw1JMB5UKXQRubSUinCM0sN4ZBHIEJ8bcpzvs+rBYVAnTkKhUoHSacF4fcCpd7Ge48DOLyf9kSqibfI4n8IBJwrn42BQDY9cDl8gABkTQGRZPSb5+50SpAqJftk943WLikwlKpe/ldd6j13fFIAcqcdBgZLmB5nXFCBzjhNkHHkDZAx5HMC2Hodpi1IaYhTSsBspnO2Gib0AoK3vPPf6xw8/W8tkqwr9SlWO3ueCOsBwf1+VXoFqtiatLakyrZp3OYcLRQNLAUpGW+nsNVXJmyeN0RvWHSpyOEwKTOXQL0ELJnEXQnADcMKIXDAoRgAdMk8IEYVE5bVIcz0ZtE+u5BiVPkK7J2RJkrfpuOEgSehb+PPGj7MzDSbN2T/c5sD4P9dKQVQwAKBbVIQHAC6CgHEZCOB94yqdU/CMW0B4kNkgQPwR/veUxWuQPPBYQbz/VRDzKYlNJ3n4/puFquX2YNuIK1c/4sqPJqJ96/qfRN7+zTbdNbcNUqvqhwW1A/uCa+8LPPKtN+6TSCKKiExiXVw51l5VPCkom8w8+kgA9hMgYNCK+PLdSUoBiHdwFCBR7j98y/4Tx2uqDfJzdH2PaHsDyASXlFC5DKf3b3z5zY36Fzy3fPdXjSUAYB6wWn+39L5XXvVi/4kEtZqhx+9OGQU27D+9s3HrDiuA4tI7V5dMfn7DsGtz/ZuIV0AZmkZtZFsehiWL0VIbgowJQjlOgzGUoH+nG7pzo8iPK2AlOlYxgMELWNJ+Ld5eS77iGIx4pBIJq5+499rEIin9KfrwTSQooyQoVkwFWmezhHvVEqFsWqPqs2iqFfohjaOQvm3TF6chx6CiknvNIElfD4IUAatspKjbQUq5/4vo+JTTBZqm4QAZp5IifiCa5OLJ3c/vy4JEiFO1JTqWLFGg/SiDtWEWw1oKyjYLLkCQluSvq2DSYi+YtLwA4EuitoUgopvodPD7/VAoFNAHArCHw2CYAJRFRXHyh9syXbbWIXNhrSwUokFRDD05qg9LJDKVffxViIAgI1NsereqfoxRqox0kHHUd17QaIJ+F0h0OxEwAvHPwqteA13uyNEvlwdD9rBM4gqqFaA9THbmgEMlC0X6+O2jcpYAzK0XoVYowKhV0IZC8CiVCEgk0LZ1YNH8chHvO0VJ9d17gOHPUYHmVnAuF2i9HsyKZXAUFkADouCyG/yzLlLaqAOphNxafqrfFFDL4TZra7P6bG7dpDfdmJXakt8rGwg1J5e/T4LyTRGIFKsXJOG/t9uWQeVpPdR31rxNkjG7qwQKTzF2UbXfWrT6CZ3XnePW6Kxnypd0GPxuQ6ZrUjduyNK/tnTDy6dr4hWorpDHDQDo0lUi3z8Mtzz22GQGJ9Glq0wV+Uh6J3U6V7bHo7MmbBfvKFyLWvTjONpQCB+MWIJBHEMmsjHP2Oo876zRr1ewYW3zdfO6VfowrdKF6Vd/kZ3K4YiOQSOBfHN/oLRawoXNEUiKJkNZv7gtM44qE6PITR/EmrN/gs2B8X+uiaWdnAm/if9vBq6o5HqSJdBXWJAJeB///W6kBxipwEAApFBQY8JppqVjPP7b1S1ff3hzbQku163Au4Z5GHDq4DmPq1FkwULVWqyaR5sv5ppHrFo63+z0BMwSi1IRyVu6oK94+NxPxAMad/RU0WOXerL+NdPky5m0q8YDQZnq6Kl5awEcqyqfTJXEmfa8iGmoC8mxRMoLKZNBxQ6OGbHEMqoy2DWsiXjXAMA5ul5c1EWoSujg93PkYTgzGxMPFe0fYWxKo/A9OClFAbDfrEHtzf54NYXv9jz0/ZtPHTJluO0Gu87kOLzk2vbObooy//yVaCENKhxZlff9ZzOoYOiYs2HFEX5XCmRCncqK56O7yH98kgr8pTeHG3TTXIkhgrsWasuXXraPIv8F0fWIrR+AqRNVVgDHluBCtQo+c6BP3Wf5nzstno21qZIhE6PZUWWUpIJB04PWfSAAwYwYjcuK1Cs7U/Ey442PegvWgKba+/Y9+cymM28sAYBT1csvYRbVDHHlkmyJ251GbCXhQKqTymRRznMRiLOYfA7Sz+Q8BPSx07QlOpZUKQl//WIQ9bYIOL59RH2BHEtobz4IsANilS6V/G9nF9Vgw9vHYAKg4TggGAQdCILacF1sHLVpjXWdhfONIalMGZArDdJImJGzQcrE+CbpUDAKoIYzcpXSSNgsD4UCoBgnK5Wr3GptuSQSHlKFgjZR94jvd9yzYCs0Fip8bKTzmvIjxReGqtVOv9FnVFtPfKz87LqaU/emKGXv8XiRr1HD4fVhTCaDRiqFhovA3X4Jfemi02IryMflgvxo8SANyD2TgABjE4AHO18q249bF23h+1V4/2oVflYZpGVjklCEduTpq3kwPrNo8y6q1q41PHo5t9hs15lok9tevbCvw0SHgqdBghFrQZ6dfJBng0VspWFYq2AdE36NigKYuxZdqObBuOH2+R1+AA9KIpEct1o7rmJ8qmXdFxb8ZeP2k+crliwAibbHiyEk8LjLh16Zv7Cv6Y8Pqv/ep/OPnsc088vzhVuOf73jJxsoAG6ZjtGF3HQWM54tDwUnUqz0JL2T1vGc4OKa80MJh0106ItRjMsoRizQsgA5eAOrdMd9SlDU4WfvWLd8cmWG1jchsb76i+yzZ140ppK8LQYwOBLIN3f4atbKqBAjp7hxrcyd8/jwv23549gXHuMTWefsQ2BzYPyDa1Tcf66s5HpKm6LM/VQA43FcIdfs8cY121YtLXzIMqZVcBxlLZ3nMC+sst515+Kj7frmS0U+qLguzM8oQ6/HCGc06epKnY9LPZk7W9rNFUxA7tKoWOe4TUO/+FqlY+O63j6jIWAEUYxgQBJQ//ParZ9fB8A+YVdbDdqAyuUh9IjmtpzqqvLJOH70NCaAHSsIEBcid9VWSaauU1FR8CM0RQf0A/EOTrVoe4c5MtmDEHCT/3DBObo+VtQF0aqEUZuP7iLXKZfu3MGJXHtoAp9+7bN9pVVqV65Jbhsuy1U6sg1bvoOmGK951w5sDhUu6G4OGpvHWehME1kblg7nhS+bAi4pFSukIZVYQ5k6Y8Yzb1cnqo5M0w/9klOD1/n/o1kLozKEAm0g4otk4EfvShUPVBixal3SUjT/d3Ry60TVeCeqggBMGMJjt2+sEbaNRnp44NpvNWTO7yyqKLT2B3Lth0doqs8W1krYgfYfULUJE+/VlPXqB2Ba0XZaseHC29Umt91oNZqZdxatPoua7VPuqAgG7rym9cR8AGClMnbv9duOgYD/tO2YUjJsV7Ik26VQhdIaNm+57p7Yu/Ow6P3WarEAHKo4Di6fH2o+kZMB8IJCgVuDQWilUgRNxmikW6wAIpjzci/qnhEpmNz1CdSVlaI5cTuIQN2rXrQEInjIHoFCLcF4vRKD23ToBPBYQtVbob1mAA2i74cAvApRcKCwAKPXrgVaWkFP2mDQauFYvRJdZaWE3tGAptr7KutLDF4X8idGPBkuu1YeZs0Gr4uVc5E4xZjRDHMdgGG9z035lDQNpYrhKCrIKJR5qlDwHdGm4nchLlBBcTAHNYpxS02u1VKTK/QbBaDo+Zdu21ZVVPGQXWdSRCjKurbt1AoJx2m23wEgxicXLPv665CZUiUmORp9AISSIhxHAlJ46KTQNpWLuQ9kZcTBt98JgHZlaw3aCQ8doigmpJAJbZj6XefPz8gUH/MqVFkAZaHZgN2lMdAdRfPlCwa7V9Ch4CsgK2C3geCNXgDvgiQIuwBULzaPtR8dnLd2wq9m5umdRr7tpv/a+JoHgD0ikVhZqVwFiozLm959Ped8xZIWIF7l5gC2t1BA1IGrHDhgvrb5h7VeZSY3YF5rXNi/z4RpErJfKNryZKnncvWXu35TkR2YULllWtYjVaM8MNmJBAeee5proe6Jl1D0+9WPZGdNbMHUVM3kwNYGBLAB+/E7rlEH4Gvx872Y1pR0nP5AabWMCjFyCcuoJH7aHdJPVcV5zj6gNgfG/7kmLuVsTPhNL/rbin9MQYK0S+GzqLoZZxTVWPvfjwUemrCpEQ5Lxl0eZcbBN8uXZ5p84WX6i+vOQz8QgdQhRYQeRkGhEc4LiBUQuiLnwzqpXhMIylxKBeH9KRUhhgnI0XLJTF+7ZaAmeY/GTwEYfOZvS9q/cx+hR7g8HCORcGbMjvMugAchGgQATADyomFZftFrqg3HxdfyvPrW/Vt9LwncPiPISgMNPhnTHJm8bGYm2XXYfo9wggY0Jd0jyanBwsCjFzQeCRXSKTiKCUbkLWfcOey1mTqupignSCud4vOenDApLr0xqgjOy5IpzHTA52apltfd2fqgWxJg6L8Kx1U197d71latVfSPp9JZTjIRl73O89xYjtSsClJqOcNJJDLOoJLJ2aDX96d+Gquiu8SBtBk8Y2K5xwca0NS/ueELzjUXT67xdthZy4tjJqVaIlGW6mW93WwH4HqQ50jXAiiuW4y6BVU4qV1NyoczCtpIB/yOmv5Ljgxy/G0gYOGc6LKMSP2O7avtaXl06zsvVgRlcpfVkB1QhAKGe/f/thB//q+o8kKqJM+PHn95vSbg0wBAW/GCCxPGLMZw4F2D8flTWxp/vyMecIlsCsmwuGfiUqjS3MIuWu/nVHH3fUJf6clydRoyMqCQSrCeZQGOgzvDBNe8Ikz29KLF5YI9GIQGALKzMCyRRPsgiFjFPwBAdw/KjhxFCX/+QQCmw2+hJBKBR6RDDohAnUCV0VNoLZChMMLBfMQPQw+LR272JwGkfpBEwHrEZFMDII5uC0i+jbCKQRUWQFNYgCOXuuC52Ia6E6ew+uXX4LL9gKoFt3fbO7WrWz/78p9WGL3OzKBUHohIpUG/UqWUM14TiIN+GYBBynFZL6z5yCFwHCc4WmPGrCFVMGA2+dzppCrjAhW0OxBsu6EyMbBhcELnn8dYHnKp9YhIJOOsVK4KyuQKmk1UkIxZgPxkEt/LV1dS+2++KUk9pgzAL0AclzKQiPhJkEJgAOCUM2whYrrUDr4vmf66QqbupYt0RCpRyjjOgenqHYhWmTwqjVEaCYdLxgZyLHk50mCGXBPRSjRWLhMmt0uum/QqQSLYLyI25wnnNlZlTloBHOtzGOu77BnR1ZGqzMkHAEyUWvrb20oWkPFUqWJ0XrcZJEH2/hQrSTEKVM8z1drsMLW4osNIq0LzTLXA0DkMuYbTz5ncnylY6Bx3s2nJ0Mms1fSGsTeyKryXg6pIICWfnae/iI71BTThQBemVlGaNolyhvPtPgAPSriwWU5x4yqJn1ZJ/PSrtluuGod+zv5xNgfG/7nWi4Ry8SLe+EL+MwQCDj6N5KIVRgAcRTXOmq6SxqYcJKaIqE9l28rm2RU2h2rcH5BrnC46J8JRUoeLDtOsl7ajOEcNf1AO1huEwojU5aaBWTgfXT2ZyM9xw+1VRr/LNPrQ1ZOZLuOxH4DpxdcIPeKuOy9UZ5l85km7egzAbCqTCaDICkJNqQZgnpRmSJ7X3PaOiP/tAICnDXfXbvW9JAy4HP/vGJBU7U9sSffI99dBjVIRcnhLNB5tj6dIJUOIoiXcQJs/c2GRe/j5r64/B9FE0tODHcpwaIB2OW1Mhj4LRpoOc36fYtiupEcd0WQ+utNipZhgi3dlRVIEKvHCExIam/2tnmW6RXQWwqAof8ipYHwuiUkmdV1gxIo7Sdc31TOWKmnylVWbtg5n5bWXffW3izR0RBJWK73dulyXo16lMfWcsEPEc3a7UX30nGyTaVkea5LKHXSQccpDIeO7lfXGX6CpdtksqCcHsL1leP/9Q6OmbLNdn0HTQcZRMjp41uRxRhVOEttbz5ybfw1z4o/XnjteBf6G7Ltuy0nDgdNm849fXM/R8jjwPBNJxQY01a781DfNt514ZVOYoiZybdbzfSMldVmSCfzY+424+95c9omcG843LmAYFIRYqCkJ0XvP1qEvEACr12Ghy4USELDJLavHEcTu+yMgfHMj3yeGtg4scrnRCtE76nKjlec4TyI10NgGwO7i4HCxsTLyQyHU3ryLSgQxLSC1CTIRWymcAMmT2JjQFX4A3T2XITt5GjdKKEzYHDhkt4MF8KDu9Wb9uY31zdve2l+lDvg00khEFqZkTMe8SsfKznPvgkRZWQD9L67efPB09XIWgIPnIwOAcWXbafl3//xfdlH7YvkICUmVtiLjI2OV5qQI6Rks86ywP60YHOJ8YyeGipnJIN2dnTWWt9JguY1tb238AUlqbLgFW+rrUA8APZdxHgnjoNMNcYQbok8D9nA38BSfpMAKS8uH+LY4EAsaKO1FptG2GyqHCltGFuV1Wh0QOO389VFtWAHguyAFkrKln2BpbcjDlHj6Bnf1PKK4buwtJiyXyLK8E8WWrFyn3BsMuow6VShDtlYWCPWpPAEHiJ66AMbbQZLBnQCoqszJYFXmZCeAx+558Rzfpw/3AzAVTFqsAI715hVXSzjO7NboxhCfayK2qGNaJOvMXVhrNTFhFRfwS11SBVRl16C2+81YUm8K25bHjPXmWQ4KDvkWEAdQkKMEpgG606oozTCJcrr5VlC0iUDyhFbmznGH9NZXbbecPeNZNWUV5zn7YNocGP8HWwrqRVy5eIpq/CEI8BZUJ/Zz3G47r4JiQnzRigDIZHtFdJVEu9Lo9zRWPGFTjxt0AdoypsuSSrmQTBoJaDVBpUuuYVRguACUWRS4sAJBB1KXm56V8/H8KwuOf/3LxzdQFOD2KhidJkgrlSH9868sOHzP11PuEgW4L75WNf7iazw9AniM+9Ksrl0MlMdBoommX+m/qG+mF19O2JYM6EIyjYWaUZGYVGobkVcG2hSrVJl+mg6PAYMmK5OrZsIKi08Sef6rtx85vXm5mF7gtPmkijwVEPH4vQqP3wsAEgloawR6xHikTgAG5cBkRDkwef8T05eHj3Oe/LSuh+vyefV5HK31OhwBp2x8gjVlMrkmx1TXN5tz8J+KlvJabcBrdITySvohocABiGhpI3+eKM/Z7sQ5fZXqTtebQ2FzUemoLBI2gYL5lVU3eQE8wVTmtdOdFgNSrAylakzBpEVVMGlJr3Aiau+yF5oWVL782nqPLaRSlTMqAPAVqLyyQlZqajxRF87SQdU6GAeeITieaeQvBbB/qmaFnaOoQ+tajteBom4c8eSy+0Y/ekRUJhyVAweUxWNHlwM4oVYj1+EAIiy0kQiUQ8OoS3F5u5e/zD0S900MLNcBMHi8MBXkoVAmg5vXLofLhctd3dEiNsmgNY3Do9WgDmTME0d6hcivsJoVBvB3kEqvgj533CrGmfNY3NuHlxB/D5H15KEi98bFBlkkLO8qnN8DigIrldPyMOsHiYiz2MPdAwCnYk4UIALSp2pWpFUWSUyqrARwAQ1JEdJhFD0wMMz5hg8MlUCjCCgzFIGQOygb/PtoxaVinObpJx3hMJHRC7LgDr8FCmQMjILBQADiCHe0HxF79lpAHFGhpsQggIhfT//C8/r43c7fD5qD/X5aWaWhjF8sVqpXmRxjlebusUrzj9Jo4S+EiCoUlsjgVBg1FzLqFnzC9H/cgXduc67wnZIomLBEoW4xkwAA8Y5JREFU4WOhdXrVVCQSltJhTBSbjEUXR4dAqCng+zsIoqgyhMSCSjGL5nAUTFrogkkLA6AbwHfXzSC3orjGR3udMklQqY5kRQYnwmEwjAvKopVxSb2Jlvh8OsBH8EXfzYSqN7VdpSTK7TjQsmMY9+M9VHGesw+GzYHxf6Cl4X1PVy7+G/zfMyla8Z5f7iuMfk9l/U/9Zal899ffrFWrgxqfX+7LymBCajWr3G9dbs3AJUMElC4MibMYw11ILjc9a+fjhdcWPOnxKgo/9/Fz5pIip6Fv0MD8/q/1XYePlT2Zavur5oSkiXg004uFa3GIto4f0GchOZWottHYvmO310vPV600FTLz1MYhk6Lbf8o+ZF1ZUdC7eXmibJ1hMtt82Wyb0MtkpKy6VAo6FII+FMJhAE8mtmGGCbVxk5jtrmvbc3+43zQeMUZCz7UcAGBQ5NhKLb/5UtzkO40qy5Tn4G0cgJnNM1mlLp8qYlAznEJOS92MA/EABjYbrOPz5k/m9PQZtYwvpzd3nvGdRWus3YXz7QBy+n/1BXfZp34G+ZizF9PkRTSgqfZbi1aXhCnJdW6NXiqNhBmdzz1aOdg1ZHZOdovbazhw2pz1q9fW+0wUVhWw0TG3W6e3rg6cWvVqnxVyq/MI3TUa5zQBKJ5G/jIK9k9XL8fp6uWvAjCOnC5cfObXa+Lu+8LevXUcJZ0A0GPOQqFei4xhK1XChikpOEgibERCUYhwERwH8OhujnslqfdjOtdlAPrlMkjYEIx8Nc9jPCA3eLw4n5Q8G7OUVDhe9aQfyZHeZSBjAEASTkcQA0bOhGOnBanaox1OACar0czovU7apTEgJJPRlUPdZ5HwLk5VFTfNNaW0VBHSZ9DUf6ZVtqyUBigVCcWrNBIpwgH24BtAFYC+AXy9ZB6yAaCzExafD1qZDDcU5sNlNELudoPRaKKcb4fo8OQ6dkVVc1pBpEnN/G+P/OW23i5pzgiUS3RQlKsRHPT7Brec7guPBb43zXveBaI//wYAyytv3PzYfSt+8YluXUVmmJJRewt3KFe3H6c4imJ9ahUXiXBhHesdoaRw8hz0I/xxoisQSAbf79m4pxHlceffmkkNPN0f1qv6rCq11xvwgg54QW34ZtJzI7bo83kpVGkeDudrKqWXKkKQewJQ5lTJutLKpc7Gpqi6vXu2Vam5GrRQbUiev+aSNz9UNgfG/7GWjnoxbbl4EWD8A0j0zQHCLbYiPhp3Ve0qKLjsO3hk/oMAWm69sdOQZ/boBob17DN/W/LWkc5SZT5ypYtxQbIQbb06eLrBc2UfjnHG0zkfOymqMa7UttAuvq++e/hY2YzbfdWckJQRjybhWgARyLvH+Ye34NuxG/ERz3QgZirbFxpgHnQPWC6Ij89uy/wFUujNjpWV/lDzetvduWaYtVoYPB4wo1Z0eb148j2UMo4DWc6GFdawlh40Pnd6oXPT4k+E9eohtjDzF89s+dEVF+VIPAdvgwAMk5/fMJT3/WdrOYVcyWloSv12WxcIaIvjOXvsYYejapHjE2MtdXU9LfQd77yUK/q5hpS7Abw+eB77KR5DCmdEiEi/vPIm760nXjUpg4Gwj1arwHEYzsovOrZw9XNbRe3NeObtak1mRKrUKZhiZUADAB4GTGfT2MD2G8cuH3snel1iEwDiVHStlFHmjIoJJxJWODSBiSyju/cQAIxa0Z4/X3GDoUATdl9mAoZ8uU+XKUPbZ29rbf7Ebal4uGKLtmfxIrQdPY61ALicbFTbbBBWlKYCKimpcMvr4URqRakuAGeQHPUT9Lkdou0NSiWGQJyFQsQqvQ4pRh0jC6vux7uGiLlK58qrWkD5C82Ry5ogowNRZknWzSeOh9DPRMJwilyAGYL1fS439enevJKRIq/VQHOs2itXh51O9k0fKUMPo4EkYXIc8O5ZHJHJsFSjRrbLDY1UimGOg3nlckhAgNwISDEtMUgUPzNRKhBI7kRteCzQ6zsYiFtRwDTBHK4G74BIqRL788Ger3T+WvWNZT8BAGgC3pDG46MnzBlhaSQcypkcdweMSntEKqVlwZCD3ytuBWIGFpfDcakT5ovtqHc48YfBH1D7wc8VfB5C9F48TL5vhOUkurWYf/YvKPRYYdSa4Vj9JXSVXYvutGfkn8++0LzMd4Jra7MkE9wklzk2Es4PUKBuBKiDVbLO9CskMzCKajSA9GXKqtsU1biG43bPKvLOA+858P0hNorjuOm3mrOrYhTV+DTI5Jm4rC2Ui5/JMVJxAY0A7CkkBq/YeBC+E6T64gTiB3wSlZ6qyqSFWg7g2wCujXDI9Pnkga7eTP+eJ65zPvtSzXHwyVJxx0vdBrHzIWh25wAQJPicaY8z0yqY/wBLnLzvcf6hhU/eFEBG9BqupI2JExL4iSodaEi1/RluL1JtO4vrEy+VloEsSyfd69lGGKc4h3DM/QBqda8312U9ecigPdrhVIw6zoNMTnF9zOYYSi//+V/x83d/+ZFMl02e8kTEWrGHq03TDuEdXFI50Jmx/sJRfYbbprHpMrzvVtUfPVdZ331g1459w5l5O0czzJuO/3pIr6+IhOrMAf1ilU8LAK0WdJ/pRPDuJuxtzI8C1KRn4Ysdud8/1r/W6AoajDqF27E4r7m9KqtzHEBRQ97e/vrOc/NvOnO40OS2G+06k+O1ZRuGzlXWd79wz/Z9EN3L+56tMme5OqOSg1TDwlvMjvFCvYKl5t1T1XF4ybXtp2tWBAHYD2B7+nGEyLtFx7BLnTA3t6KGCSD/ci/+jBlIkzZSVC1TmbeTzdavCVTmwbFlxfEf9vwJBZMWsSQiwI9rIAAp/j0mltRnf/wzzvX24z6AL6hCvs8E0KPXY6isBLWBAJThMIzXrYO3IB9uAI8kVaiMl8GMuycNe/amPDdm+Gx/pyr/l4GS7KVsQQYtdTMOVXN/O91pCQKw7/53/B3AKQAYn0DPr36LPxXPwy0eD/J8fqgqynF5xTLos4rlnFul1QXlSoXO75EGZfKDWW77D/jVi3TzzOKn/4jiDBMoliVVXPnVDAqEC34eCeNHqvZbv2+uG1IX/uWza/6npMW0mNaxLhw9uIatCHYHfUYV5zOphrIG7Ca3SWX3ZusCWX22Y7xUIrmf6VdN4k10HZc6YT56HGuVCjAGGQzOPjgiHLLmyfDuuwGovRwSV7Me2z2CtPcpRfG12PP1NlqaTtx5X6ZkMmcikml9xn9XO0/5MgKwc0/jPc2zfNVtgTCZWHUbAJ69kqrbc/bhtrnI+D/WUi7RYnb8s/e9nK2ITlMJEqWnQIDVMQiSSRYKSLd8TjilvweR1YKEArQaVla/aFTzH/9+aN+zL9WMYAZ0ED7CvR/JfVYH4iAI3wmfsejOTKtgXi3LSgH8RTJtSYVcSEQ8XcRz1u1LF9FOVUAm1fbTVZRsQJMOQBtIxBEAzhzA9uXi8zSg6bGVbad3rmo/fbvW78l1q/XjJxcsc5+uWZHMg74Cm4Y+sA8btwMbCc1Z5GzoQWgxTgDn5WPOpzwba/G5jU/qkFCY6YGmn9+84fzbq/nT/WGKpggRaWPnvEp757xKO/+9AcDlxT3NdQDKCiYtdnDcIb0et0mHWUNloV8NAKEwwu0j8JmKEEEsupd0XQ9/jkNB5+dLzBortPA4A2Gl6mjfurVKGdNSYhzovuelP7QUjw3cFZQp3Hat0SlnWePWoy8W1Xc1P3fg6QQq0+87xTxopa9tsmTI5pP6l8zreVlzbbuTJCqmXmGLl9ArASC/1An3hVZUezwwGg1gVi7Da3ddnhnI4p0+LQjn2wnA8KseuvTBvT+DyZOCIpSiyA3frv0gUn6FICsgv+jtRy2IAyiOjEsA0IX5KAyHwVAUHOEwnO+cgH/HNlwAiRgnrtikXJG41Imdpdt/Ui2bdOeEMnVW213XtotkP2f0bNOdlifpTksqkPgURDTFs+dxEgBMRshlUgybzfDf0QD45UrlmCk7R8X4Jb35JW1yljU4NfoFv/joVwSx+FTzTBmAEqMBjMcDSq2GSkQv0oHc135TKQLZBbhD4se/Dj1IjRXm4DAceFKUyNmHO63RZyQrMM7+7fgdbJXvEgcJxSr9QW6iNNPoZEJB/ZjbqHEyhzROJk4LfLr+EVn0Oi60olqpAKOXQKWYhFFNwekDJluDWDdPBvdYGMO8Tr1wzduQxzVOS/1LNU9ciy1Pdu50vnF549uId2iceI8r0O931e0057xqlJg5e/9sDoz/Y+09A+n3Kcky0YSJiEb80nE1yARajDSTFYAvglTKk4IMbl/l91ECWF5Raotw3O5XZ9GWVH2WBVJ2WmyJA+U/QgqSWFYa4P8AtR/fiqt8KY7Mp6QY4D0O9u/Bpuuv/0AMiANAXkOcZvr2lgO7dgA8yDpUv359pnMicOdb+9cCOMarUrzn60vnXIiNB+JRZRfw79nqFWi5+SZsw64dxcOZee2/2vIFd0t5bS8Ap4INZqzoOLuEP4QXwO+mOIUY7Ah68jT/f8PmU4ei/OcC2yhWGfHCxCQaaCl0ANBvh9M1gUjhPDwiPA+pnKmH78Huppbtrbtv+H6tO6Cj3QEdo1c6lW3HdMtf+AFcmuBL3w3kKb2aW8tZepHZAIpxlI72tdb3tNTi1nhwKQL8OwHcKAmwAd+yMhsoRHJ/SO6Rs2FFsqZ+cqEk+fAI1p96FyxFYdygRyAUguGFl1H4VypJ1z2dJT1rLeW1vb/c8qX0aiWJFuNFN4NwxA0Atmg10Hu8aAbipBW3AKAVCtDBIBnPFAowHk9U6STVM5n0fl7qgvLku7iRqo8E2YJMH8DNz/yfI4tDmfoe7zVVZ9IcJ8nSOV+1C5ERieATEgngcCBw4hQiACi3G0woBMOKZTgLYI1da9Ar2CAXksm8AMDKZM4cuzUbsXc1ccwsA1lJ9C5fBvbwm9D7fHCoVGBMBtTbbKABtGaUQVFahw0KJzJ9IQRbm6Er/Bg2IIBC7KK+m+peTCiz5dvW7Je//NYmd739vIKjKCvtCYyxtMyvJgoq3ZjufqYPZESvw+OB0aBHQGmHORCANQwwCgC+CFRSKYZzZai2BVOonUyfKJly3Nu58smiNy5vNABwLFty0nztmjerdTqX2ePRjTXhWG2aJNeZWCmudtXtKQJB7wclZs7eH5sD4/9Au1pAmj8ORMfZRlGNuIqAXJiIHIiBDQYkuiEAjXRgcjsI8AaAzyGPe130+8uzbUiaPjsIkgQktsQVhmnBbgIfXihuosLsufHJA3ouMuFJUT6cj8zbJEbLvdk/+bpXotUCQFZ4wvK09at7xdfwHnipV2Jp+6sBTZ8CcapCiI0ZMiRF0GP9QLMBh0tjUAFgNlx4u5oH42UAChrQ9LRh/2l/4bf+BLrTEu3vNNzsK7n+pPuh1yMzEIzdj4JJi+HBvT/DL7d8SX6qZkXRvc89WahlvCp++zaQaLoj8cC8CSBhCCSqqgSJKncBMNX0dTghcmKrKmFFF17Y/yJWnW/GeeFaPv/utMC1+GD35ssKWdB9V90z1Xk6i7HnpCJ07ldqdcZlsEW1oDwTAf/Yf7fR69a0HauqnDp/hAeBVgAvcSqFgi3KXEsFQuAAxrT3RL2zYUUnkgMDiX3Zc+YcFms1yJBIoQwG4Rgbx1mvd1ZJ5CmftVM1K5Krpqa3lCCqqAhF7R1JXHIGAIJBMBGdMsNjMurBsPoMKSMJSNlPKcPsAHZRtQlAMSm6fLENdRIKExEtLWVzDKUUGw7IKPhNTcfzvNdUrQepZjwj2/3v8f9/9TVUZGfhIYmErCa2tqMZwCIAWrsTZ2/bjMLSEgQBOCVcpEgeDoeGsvInAEAV8NMujS5W4ZdQVYQxsw4k6u0FMDSvEPTGDcDpM5DYHZBnZoAD0Afgcm4NrpO5oYlwCCjUCI0OQPPKXsBpxWqKwRPtP6Du5ziuxPc9deMF05K6RxY9tP7lglsMNmUmGhc2qp9/Z6vfZ1BNBCUKKauULnxt6fVDP//oV88DeDzte7uB2gYzHoIaClCwwgo5vHgQWRQpAMVfR2YGOLcbnNIFR4CFHQCCAE1L4PYD0FFXrHaS8lm8pvioE4BpyaIzmVtvebbW5dVx4+NmtrbmwjCAB5vQ8NgVAvJZVd2e1tIFgoT+IxFxAYgnUmLyAPwYwBwl5gNgc2D8H2xXI1HwalbjTGPCRCQuXgOQSU2I5KdTCMnm/2YBbIKF+h1IGeTLAH4J4JfIm12iQmKfia4fmE2VM9EgndCHAQAb+G2OIEV/puNk8/skD+gLUYjhNOXDgZYHs35QKgBxAJBwEan4GqajjUzRXVdq6forAFJIhALwOoCb+d8oJMvwRftBKNThUusZk9eZC7JEWgKgT3fwwrj5Jy+u9i8qAjjuCN01akKCrnbC9QcAbAbw6QY0HQTw5DR9kHQ/CvJQaHfE3w+Tx9nLR2L3IT4K1Q6+yl6qSF4CXUaLWCXDbgD7MjyOpHejqgKBqgrs33IhHmxO43D0AzC92NFgfbGDyBTeceTTN2uY8ZEMwMGycKjVxFm+0IpqHoxPB0SKAQzSnRYOwDH/4uLqUJ7JqOwe5ZCa85zUlxOTiGSYMHG+GftFX6d1AlLY1aDr1YEEB4yI5ZOML6+Hs70jPnkVvKLOZVYvLciQL5F6/JzC7VdVrqf9Dq0qQxFiO0xeV+L9Ttbz9yHL5sAhEIUXAEBYrw4pBifUIBz1mVnyaoMpyOKhmmpUAUAohMCJkzgE4hAW2Gywv/gKhjbdAHlVJezyUIi1ZOQ43GqtV8X4aHWAoQ9cc2tXXP8J1B6iN94PYAn4wEphARyFBfADuADAfr4ZAGBSaGCkvJBFJAjYraDddtCGDAQMOYg4e5ED4R39d/xtzcSJkq93/OToywW33AoA3dr5Eq9BNeIy6OCX0GW0LxA+sWzlSUw1bu2iahHEQ1ABkGAcUqhQiFoMoQVe3rHjr+P8D6h9bI7h0cJcWaFSKcsMBEIBidXtXcwGT/aFsNgdIXrlmP1qc8pnMV8/eh7Avhuufe0Jh9Moj3BS64LK9vbsrAmBOz7jFVaKgugd3xoGnk+76QzbLLa0K5oU1diKfzAlZs6u3ObA+IfT3m8Khjih7DjIxJcFEpF+kiRvPgykBsQa/js54mUaFwD4OcgE8+330rjZVCdL0b644iMgfbcepDSz0M4jom1aEmgPUWAsAo+pBnQzjBhPaLoQaV4NadbHKC7i5yiJCgDClCQEPrGIB2hPIIHTLG7TTPtqFpauv6pAJp92kEp+AhinE68LiJWmZxS0URoOB2WRkLEnvzQbgG/+YNfo+uZ3Muz/ff52vyTsGpMoxhxLShbQXaNx/S362w4ia7cGxBGcBLAU0zslSfeD42BWq1LfDxDecRb/XQ+IgoMRU/T1DOgy09LRkooCdZ6bf03LiT/aOr/U51eqRh7c+dWMt1XXLQ+4lRMjp4vOWy/kBxJVUYqLsFalAuN0RYHpdEAk2jd0p8VKd1qiiWm8kxHnHPw6M89fMBmvvc7zjhMtPZhOKNt+z9pbW56+9e4t0/VPWiPHKxHtrwIJGrSUleI8khM+nwKAkfqaJ/yjY7YlirHM6mvlfn2x2jWUkevy0yrNutYT3RDf7/jocjGAfrsTB+12sJxMIpdbXX1hvSpL4gtqgvkZXpAxQ1hZmc6Sxu/MDGTRNNm/uRUurw83guQ7hAG8bbPB8Ne/wQTge0tevKZCzfgeyrFbs10a3fiBa27tOldZH0Ey7x1IUxUYJPIq7vMH3aNgFHKEAh4oJ8egMeZJA5Fsjc4dkcp+/vVfqBVnLlrnHzv4WepTp7/zw3Pf/uuzRR/9kXASlco37s7RWRBEdShDGn6l9sY3TlcsF1eYTvUubYMbCij59zLMq2aZUYje+JXPM9xeaF9vgeyx/baic5cLaaNapr95IWo6B9ji3smuF73xeuUzpEsBU8wT3NNoacKxvjz/6KViZmgBHWbWMHba0U8XdlhUuTNyPHkgLpo7MotEPxvF22ozQgUeG4Fkn//lwOYmNFycQfR9qhXgq0+JmbP3zebA+IfT3le+cQqw+woSaRvpdLGBT4gO9TLIklgZgDdBoojfgIX6MfI4sabyFbUR763KmbgPjYgtERr5T3F/Tuf8JA/oEwhiZ9I9MgSgGATw3wAkHCX5dwCPA8CkNMsiLuQCAsTHEQMax/j/1/FqHleVupImOfI1EKWSAEixFfF4If7bAKD/+bW3thSPDdwlZ1k3OM4pD4UMYak0+2zFkmMVg13zd7y5z+Sl1aF+BxdRG2SqBa7+gpGSnHzp54qMISfr8B+zO0THFO7PdYjRpIRz2TG1U5J0PzxeBNevi78fVkNmWWdRRcHC3vblJm90hfikaL8re59SADnwfNkEsFsCYBiAY0XbafOdb+2vdal13Pny2gJlKFD1mQv/CyzB2bd1180ru7HrRoriDhqf7T2Y5e5iAaKbDuCYyYB6nm5gx1Q861jfPIpYGXkGxNF7KtVqzK+2fKFQnFhpNWSWmW9VGV87oVS7KzQ3K3ut5+mu0ZTayw1oql3ZdnrnbeW10eqgBbZR09ZjL20BsL+1tGbjqvbTt+dPWGD0uo4XTFqAPTNaNNsGoqFdK7oGJQit40fpkpkb0NTXC7y9/bcPNUxojc4JigQiGQVtRKr7nZA4avsBccrlwzYmlKmnlJ0jYwaH3bjsFp2r6HeN17k1ujG07kiku6SypPG7qwejx09B6/HgEn895QDUINKF14GMSwyAnVtvffHeBjQlFhRKNw4IzldcVWCQSpiPYQ/XsnsP0EhRj9kHsVOSh/wsDaTaDCpMF+tUMo6lPD6F79ziTXrftZ+8/vDX9lwP4Ov/Vv+f0RNQiPivL3n9+RNLlsu7UK4fRNHJYRSJgXg8PfAeEil+xbTpU2W6bnmuf8ykk3lJZDYMBhzMIPOF2LZ5Ntb2nt1Ye076ymnzhr1vV+tsbnPnsoqCdcOT9/+L6wqT8qeZJ/L8o/5Kb8+GMCVxMRKlUxZhVZXeHkJJmpnrlTB3FAwAcgZgaYiqbjehoVYqX7wcACgJF1l2u8OPmdFhplplurqUmDl7X20OjH9AbRp976uxzDulzYhOkyo5xkJNgHDRAOBJ5HF2AGdgoQ6B6KhLQWS0EhMwr75Nnbwj7kMHYlEtB/8p7s+Uzo9blVtH3YPdaOCKb7fs9/xX27fkVd7OIhTDj6+gA9dgNYD5EMlCPpD9QwkIaNgHsl75eMJxhcHbihhfHyCTaFT1AFeJujIVTaIBTW+A3K83AXgQH8mJAKDqmXNl1zAnFi0PnOtrW7tg/fnRRe0V53u1gtTevmsbdN2F87VffOFp2q3Scn5aFZJn0WyQCSqhk8hzbJOslZI7EYwYdbeYjU1oqH0Gd4G/zlUAMhDTCheSJKcEyqkS5Arz8cj88lg5d6shs2w4K3/Nu5V159a2ntQCgF9BB2xao7PANgqI7v9Muetx2+3Zm7RdCrArXJ97w4W3q31KmmHlcsal1VepGb81IFNmrJ04cd2lW6o6AJzIXmi1Zt3fuU+jwaO8RjzNa8Rbe3rx3acuCNKUTQ9M1c4pbMrESpvWWHe+fHHJO1tXv3v5mrDHtJdU/ARFHaQ7LY+Jo5HCtV7TeqIyTFGTLo2Bshky14CijhVMWuxbj720ceuxl+IUVTAFNSjBikFob27EKvM6QWTzpgUudp3JoWJ8KstASGo56cgNjvulLj82LazG2b9OQUcTnitl3/hOUNQmvR6+jfWAvFQlt2p07JKeluEZXkPS+C2hoIhE4qLBQh5CLgjf2wny/G9qpKjaA1PUAxBT6jIy4Of55r0QVQUGD8SFffhrvBcW6klcxs7nfqS+i3GysCpM9mZJxUjh2WOZ4+U1Zk9WroJVawGSPzIA4E0Okh//1PDNLuCbYtnPqNV3niu76czhArTuePpSqNK/QfGrwsPBjb2yMdZJB5liTCAvKJXZFZrQEJSQwY8gkqP80TH49OYV1tObo+o/RVNU45yZTTFPLHG3wSnTISyRQsJFEJQoIY2EscTdNtN1kGJgMgCMrgeCRkDhAOZdAnoE2tAjFNX4wxu/NO+HzjG5FgBK6nyXsorYMcyMDjPVCrA23U64MkrMnL2PNgfGP4A2A074+y5vmKZN6ZwDsZ0BcNs0h/O95wa9dw1xcR92gFBVAFJgwoj4/kyaPB2aeWWX828s4X8bfCFvi+GFvC2mn3zkgf0PrPvpFpDI0yEQis+NAA7+VfvRvUOywr+B3LP7EEt0FdtUy8pGkIig0A7hc1rqSipAyf+UkpfOn28DSHKXH0BFwiGDZcGea2/zvpw1P9jTb4LbtCDYuaQ6o4N5+ZabjvzI8HWBenI9AHPR+DDTnzNPBXAyw7V5Adf+Do2fo0L6kDcYhoaOuMOU6d7SFid0O0EmkWEQoMqBAPMR/u+kiompLGV0lBRxuQ9AYUgqk50vX3RxWdeFLAk4CgAm9Bnj/TlF1QW20Wjxmply92e4XSLYFSgi1Sa33WjXGp2sVE5HKInMR6tzJJFwKNdmBQCV+mTXiqzfH16m1aAuLw+VkTCCNjsiRgPw0S3AhU/eWnEmpqk+laO2DaJCKrwZAWzTvdFaV/DNZ6rojpFiSYBVho1ql/u6mtYzv9vZhz3cvZ8lQKsfgAOVgLOBVPwET3FJuAXbANjNDitt1xqd8jDBmb15xdUFk5a3ECtnL/SFQ7TfdO9xP4iTG1fYB5iymAsKHvxji/ZE108One/NlfiDCkom4eQZiiAdCrj6GCxo60AOCLhvRmo6WhS0NqCp9lt/+ckTkgidw0okjpr+S+1m56RwP3diFxVXkCxFmfe48ZuioKYoHAb/nofl0iAnk6gglapCOYYc+bhrQuryh0EkXdP2USKlzmaD4aVXoG+4FWvmFcHE99Mv0joLeVwL8nDv1xtez7/hFw+VBjU6JqDWMSv/8suwwut2vXHfI729n994xxTdHHdt9Z3nyrYefXFNwcTIcQCDfaGSTd/Tft9wTc9Rf3bHuE5hYCmHWe/W2d1qhcMzH2aMIge70JbUvvc9AJXKdGGvChx3xKEwLAhRMqOMCzkMrOucLuKbISVpwg+MbQDCLkDhBMIqYCENWOyAzwS+6vah35JUK1oX9nzhl4OC2tj0q3MTXAuyUkT2J7gWUI1loi2NCXvqRX+/p1XqObs6NgfGP5g2JS3iHyRvGLUUzsF8AH+kqMY+AOd/8vArLQ986YQg4ScG2l+GhXobMWkt8Mc4+54alF5DfD+QVkowzlL04WH+JxWAUcT3Z9Lk6VbnL7pYsj0JGBcahu4DmcyF76OA5X91H/sGSHTr/gPYbmlAU0mKpk21rOwEiQiKbdoBOx1QBIl2p3vOLvB/lyDGzxWb6bKifMNlRdmxFcHzRQCYIGQOGUKajzCvre9VlNhOq1ZY+fMZ7FojY7Zbg+Om7AxlVZa84g6Tx/byaMBli3CSErnfdG/pWd1m87gVtADSfCArKUJ0xwDiHCUC5eSI9a4UjhqxLeCl8Ppyi+9c3f5uUenoQAUAsFJZ0KHRW+cP99Ty5zou6oupKEoQb2c4cFqR8czb18ktdmOwxMzYt6/eiS3b7+W3SVxhERwus01nGlewrMFPqylpJBzkKIlE6/dgwpDJaN65JM358QvZEY3SV1QIYygMJhAEtW4NjvNJm8Zh12Tic5eunekobsvnb95zs4QNRwshySY9JtNzp67VnOiqaLTcowC3N7rvirbT5g0X3q42uR3GkcxcDmd3JALOYgCDQhTaT6sZeZhleEqIQXTeqF3qgrLjErac/wGVFJVOsBYAdyFW2McIwhd+LrqFSO7tUgD+F73IyeWiK3PgAHDBCBUYZeiQBBKJFC3hMPJBVq06kJycHNeOA9jegtYdfSCyimJujRLALSDOIw3y/i6NkwYU05jUqEMeDMY6sLBhnn0Q50ZkefBUFn/E+Pp5OiSlOUZhyAjnyA1ydtI57DePhyH7FK+mlSogEve8ZmRAYc5Gzrtn4ZxXhL/wfb8Fu6iuqaL3fWs2nj8SYj1Ln3uqUGu1GD3mPMfxux7oyrxJ62pCQxxNTqBRiN7HqLb/TWcOGwomRo6bnZM9ADAcKaDzJcOuu6zPrOpF+dg4m+2epxrMDhUqJUanpxNOnMVZLhX3/R8egOKtXxfxmXSM74joOyPIHDEDew0k5SUEsjiqBiCLADn7gF4v+KrbtDYcKF/hHfj0j4ZfLV/uE/KXZuZsTKSN7PeC5NlkQkSJ4X9byH+GEO+Yz9k/yebA+AfTpuWEX7Xy7TMz8QBvBgG8HADjpvXd8xdWWe/qGzIcLyl0CpUW+/m23gLAJjoOB+BryOMYvDdLBZAygfRSgqkOMtM+TEV7eH3po319+RuTgLGedhWCTNBx3x9WXbcaJNLcCeB0A5rqQFRmBFPx3x0C0WkHEpeV0yvYTDlgG/af3mlqOlGp6LPSbJ7JwRcqsYNwUV8QbWoGAQ8FiNelTWtKLpDJt4cxcu6JcUmmShvxyK9n3q45rVoRBKGzPPLOotUbbzvxyqYC69BQrs16XpIRqpPeoTR0XlPzpqUmV4jMGJ0kYOME8BHEL7OyIEBnFKKkMyQ4GM+/dNv+rXyEeDgjNzCaYd4s5bhPU5GwLc821ml2TjoAICKRWJXBQCnNBtQA0JNX2gGKUg1n5XflOiYO8v364OKeZn1z+eLmhMuOvosiAPIpzTuXnObH/67jFFJHKNfoVHSNmIr+9fcfb9z6X/kAzhue/6bfuWWFAfGR8RYABa+uvNG54/C+XM5LMS61TqMK+GV0MBB8eeWmHtPjx3PDRk2EU8g8SiWMVBDOiAK0SEHFqWZ8hQAugazwGPlzdCDZUUsXYVwqAHHfgoJBNs84SnePlSgHJ7IVFnsugD3CvivaTivufGv/Wp+SZqyGrECGy8aBp2c0/gAAsK3ymqq6YIm5+vX1Rf07whcWAIBLrYfJZRMUmeLK2V/qhPn4SayXyeBEmqi0yFIV9hE45PvEcm+XAggcZ7CB5VAKHoiDJKv5QFRR8sIRKMIRGBFbuq8GUmhWJ5vQlwrE6DK5iFFMBGpJBYi++73RPfdwLXzhtDIA/RVSXDr+JNbnLMD1Y/q8sMeXpVfpDCwnl4alXkbG6PSK8foSytcRYNw1FXLc85kdGLJvpb59/BHuP9eIwWvc3JFrRrVEApfDCRrTOBgJtq/n2s0P9ly7+QJ/HYaF6gulX8r7sR7kXYzeoyY0PMZTy5K0/Wv6OpDhcUTHSR3ldkxymaplzBlds0zXz7ESWML54XzpsLVU3sdAh5t4BZg4526agl/vp71HJ6BTBXBHgCULAK0R8DiAU+eAXiXH7b4fwP0A0IQG4ZmV4MpUYQCkXMF+CcBnIKLEAPg0yHMHAPvnlFQ+GDYHxj+YdkVLcu9jpS3xAF8Nke745z95FkxA5j59rqCwpNDZw7f5AAiYKwRJRGJAEuP+U6w7fvfjX9iWWRi8T6UPF/pd0qHJIcUv/vDA71JFRaZqj2BFw+ege+fXWOKxwqg1w7H0Exiav+HqqI8k0h4evgcCN9Ih2szgYvRDEIEM4ftxSabw/0qkXhmoAYlQfA488F7c01y3+dQhQ01fhzPD49j2/BWoUDRSVK15Y+2miJSaDOUanVKXT0WKvFDHnQ3LIWqrGSRKy4FE9cYA/BEkei6UKTeCnzwAjByw7PgtgB3gee1qzu81h8fH7BKDXhPx5YOsNpAJs2b7Pvz5v6IThZvSnD2zpbZwvDw7CNHkM4ii4yAKLsv58wqRWscBbL9HBH63gISazkEEMrL4CPFwZp6irWTBGlkoxOi9zsmiybGyC/NrlTX9l9wFkxZrqaW/va24yuRW67wPfWH33x7Y+/NNilDAUDI6GHe8zacOFTWXL066nwD6E1Ycho3PnlgQLDXLqHDYLR+c0ChG7PlUmAvw/WYq+Pafa9hcY65vVUUExNEaBHFW7m8uXwwO1KM3nnnTnD9h8Vsyc6V7r99IXS4o05b1H5CGTdoR2aTbFgwCUilUQtGaS50wX2xH/Yh2xFTQ9sxH7dtWWXxrKu0gk+96iLWvd1G1H78T5pPvYpOEwoTNgfN2OwL8vc8HAE4qcbLzMofZggzawPrGMDiRDQByOb5yz0t/+MzTt969ZV3riUqfkmZcGgNCMhmdax8/BiB4qRMCxcgutzpPhnIM611/al28964lLddpRufpfa6sXPv4QQBP8i2KgpyL7ahXq4Gx8fj7idSgsRhkhUgo7CM4kauwiwIMMMNJnPULQaynAG8gpv5j44+3GPGreLn8fQwhfkl/qnFXSIatAFFjEu61HzHgLwQe1sTtuYuqRTmeAIMc0LBWLUA7vow3L76A+gz/+OIBusLW9fm7LTlHj2WFtJqQV2HUKWVemgqGzC3XbB2C02dHhsaA8uyHqDZ0cTXRPoqbOxQKGN1uBLTauOd32tU0rgYtVBviwO8X834tN8kdwlgAxN8jIMUKUlvJgqJ1rSei789ieXN7C7vo+nFVll/rc9MTymzoFU7jKsVJwA85FBiBEEhJ4N7PpODXLOiUM7PphQCms36gywR0TRlZ344DLU1oSDrPbLTM09Bb5SAR8lLwlBjRLqMAvjHT48/Z+2tzYPyDaTP2xkWDz3wQLeYs0c/vudIWf/wSkGQzK8ikNQY+mS7P7DGOWjVOt1dhFO1mBzCEPG5TuuPe/fgXthUt9P8oyEjcfpd0RKbkTEUL/T+6+/EvYAaAPMlZGT6Hwrd+Ck04CJU2C86gG6ojj6NWIoO2bMcMLnT2HPSU92jIWfgLEKCIYUmuclRmrpOCy3qLvqZrBq0AALxAteH2+R3m61ecXDRqDfh6Bn06BFBpeumlrQ1/7//DgV9+z4CZR4e2cVJqIpxtoCRBFhGDmgEA097jdc6G5ccRS7aqBgFBFEjRGwf/fWL0XDAlgH0MFJ/wUJpKr0RD0RwTMkZc3vyI9Wh+0Np9ANsb4/YQqVPoAIyTaFDc5DOMIhlI5JLiPwUpRUcC+KX4f4LSjDhC/HZvXvF1slCIkYdZxq9UQcJFQnqvm+M5y9aCSYtVHgq2dBZVFAAoMtutSqPHeaTANirmTzr5Aj5CH8W9i+IVh0BZDiu32FTMomI/FQ5nq086pBytgGzMMQzAyFTmKZiFhTlZ//16cGBVhQ0EQBoAPMJH/Xa3lNf2tpTXnkO8Y+SIaGiH1Ok1qFoH20cngOIirGUCUEokCB0/ievVamC8qGBUavfm5/7n/vyxbzYEvddUheP6nte2rqqEHRQOXWwjuQwUhYM2G34LXgWJCkcow8HmgxkZyM7KwA2d/O4sC81H3nzpDgDPme3W71oycymaDTgqh7rPFkxarACojs4YD5zuGgUo6s1ASXb9xLHxisef/pf9SEwoFSnOOJxQerw4YrfH8VfTgUbx+5/oRJqgwyZwOAQX4InAqIwV9AK/nZP/J06Y1IDkKchAAPT00UlCNxlCTJnGAUKdCYOMw96U+/H3wkcp540YCqSRkGShpsWzQL1YemTbzcMHD7orKvYGvjocYuSMp6zMn//aoSy11apwlZdSLSs3TBhvMunztINmv1vGDHUYw04UiR2WuHEpoXqnYDOiP/AAP3q/mjDyNAhnXWzie5S0mvvKyhud61pPRN+fKllnUE85u36dvdN33cTR5dnM+MRq5TGXxu+Xww8K9dGxJxPA77CLEpzx4wCenIpaIwajkw/8cFuGijEAeBi7Hk61eT/2cCVT9wBv01fxnMqmn8t5StX22Dj4uFBBc5aWjlK3F8Q53wqCCYQg3ffeY5Buzq6izYHxD6DNlBOe4AmXIwbEnwbwTbzHSlui4wvJdEbEokYBAGctVm01rQwZgaBDtOu0g31mYfA+n1PKOkblxlCQypUpOMaYyzKZhcH7kFovV2xJA1zrfmikCjhkShKJUurASORQvvsMDOnAuODI3HDN5bpHvl1Ykp/rbi0pdPpB+u3fYKFkIH17ESSq/4qwL/c0Wqh7kHSPHtj+eAssP+0alubtHJWab3RJ9BPD0tyzH/Xun6d3u7pzw9aDBWHLk7yMYQlI1AIAzhzA9uVCn2+vvlhptwZ8fRc9+ZBpka3y9Hm8QRm1v/XuZb/a8ZlZ6OgWK3ut59nCzDURAFSQZUKZesgmXFmIRSi3gVBTRkCiJdUgkTxhmV2IbDkANII8awUNeXu/v8FzWPFJbxOti7hCXkoT6pBXyOeFh/SmiHPaFQ4+6hN3Hc+gaRdiuuYu0U9+xE82DsTUZgRagcFHq4cAGBgFbaSDjBMgFQqHs/KG9H63wi41msEDLbNzMmJ2Tt6/DttbMLBDWOkQmyHD4zgP8rztBEk6BIDjhQ/8oULVMhBdcZCPOWj6koXl5DKKWTRPJ3X7A1K3v0/qZsIAPMH8jOV066BONulWSZ0+m+2ua4/w5edr+eOLV3uEfIEaAAX27atfK/7ybwvlY86gDXCGQmjR67BIRUMTicA5No5zNp1pjYQNX47o6FzjsycKvddUdYCsGgiJZtG+q6oAqipiuQyNP8ARkPueC8L3rcvOhGl0DBniznC54N967KVaAPsXDlxKWhWaJIS0KA+c1zE/CKDo508fjnfMgDjnbPAHVMr+R+pxRPz+JzuRKkwAqIMLr2olcAQiUEkBNkyihJkgSdWtID6hmI4VAhnr2jFzzWoVSP0FgTeuAYlCCvUWaJA+PSzaZ1ufep7ErdJp1PCBouDzcyqlv0+9PlwkZR2TpssSU1gvA2BfUut1r6oOh12MZjhSqCjI7zeEApEQ45EFZLIwXblqHJelY3WCil0ipS6heueM6A/pcjGc0Pm90G7yQU3LwTpMsLfr4Q4ido+Snonm8sXnkaD7nicde+r7zz3cIoDQoE72uZHiHG5obT4TLFBWL+i/lJHltteBXNQl/lgbABTGce+TLfqMU2k2EJl7+k1mb4nF4R4G9j2Mh9PP5dNX0JyNpaO3FnHc7nsQW9Wcsw+gzYHxD6jNkM8sBid1/HchAMMct9uG915pS3x8N2LyekYQbvP4U/+7VPeNnceKFteMtQKg+oYMZSOjukUP/ecNfW+807gbaZYJFapI2UinkpZIqJBMzgUiYUo+MShX5VcGps9ST7F02H0YbYX1yAyHQIdZMFI5aIUaVPebSfqqAOIdmS/f9a5pwqYGx+G64gJnEUXFyT5lgyiCvAMSTYga9zRS36M8ruUraLICeGmF/7TiTu/+tT6KZlwS/STALS0IW3gu+95UE8I2APYSg5M+f9Gvl8upAOQSuMKarDxFsF+qQTZmV/inn+4aNYGijvkXF1eHdbRRPmxjlH3jB0VRypYGNAFkdaUWBOAKURwJCLjo5b8rAwHqxwEUHtZucA4pCoO3+F515YbG5DZpBvOC5pah76p+NOvITgOaKgB8lz/PRpDo+3bhd2aErbMd8xtDrrBRXSJnjatUeplG6kDMSTRN6DN/AWCLyWVjXGo9rWIZVUgmN//vjR9zUBwXvOXkQS9EQGuqiouIBy1xMnwSl++hiEbpDetUEFYc2DzTiKp5II8KRzoVI/YAfww5gH7l5bEbwYaDYaPGLaYKRTSKusYbd+wWONb2HavPORtWWEEAeRDA4We2/KixcWuM4uNyodvlwo8APAAy+XJSN+OIKOUqCRPs0ZzqNoDkThgRWw4nE3UfzOhENXwwQgMnqmHfzXFcI0XtBvAb4VZcSrGOI5HAwR/n8VR95fXF88B5m1EUdgb9H7WGPXuxsu20Z1X76etWtr87TxYO9WqCzGkIPO8KDKANN6IE+tUeeI/0ITMzgglrJCq52sD/SzQfyDj35Cyc3cRVundBAL+CvwYGQBeA13kudDGAusua0lDQT1sXq5tzgpRcFpLLAplem7YvUrxoeKjokc63a+4uWtdnVmf5DL4JNTNwsLg155bLtcGAXBIJUCEuxMlYhqJkOWp7CX3ZIJaUTlISSk5ofor/fjfEK4F74uocxIHDBjTtz8GqwsVoNqjgcwWgVNlhvF4GtksNRpzDASTevz1pIssTXEsDmnDfs7/eavC6wMrlTlYqV3lUmvVGj1Mq4yIexGg+AFmBmGrsi4LRjMf/7af8dxQEMEqu92H++z+kOcYVW7ricA/j4cd2c/GVd0U20wTxmdgV0Vvn7INhc2D8w23C4GNCLAI2CcLVFuy9VNpKjNYJ2q6LQWTEig8emd+9eUP3c5vWX64dGdPWHXqrrKTphYWtb7xTdhkpysoLZu1VRtSGsCTolYYAQCLhQrQurLD2KiMzalnC0uFEF7U76MP8wnoUKjQwBr1w9J9El8eaVu4sOgjm5XgMTEAaXL10WADiLpDElzCAr4Pwl2fWrpgVAxjcwLx9Hc6HqbyXxnKKLYO0d54GWIFurMM2nsaRGMQpBjBo8WgdXGCiQKJQ+oAIWE5GS6WgOQ6CZNpMbR+AB+lOi53utLyF2CT5ZIrt/ggS4WNAInoUgNMg/WHnz1sAAsR7QJQnnF2KisATigo/CACkQMDuldhvkEZtJuSNqKx/95QozFLItBInMxKiJ173InODhpbrpBHD/tPywm/9yXOh03LbYAY8K+8c7NNcU7p2KLtAdWzhKktXUYUfgL5zXmXfT7ff93gStWeKQj0gkn5xE6ay16pg8zO8nFJGCysOgfJcPyjKr+wbPwvCwTaAPKOFFBsOcFJKHpyXORHKNUpDZi7TuO/EJyQ+VmL72NrakF7lGPnPT60Im7Sr+XNYQZy/p4DUUo2NFBWdfFXN/e2edQvWUk6fks03OZFKnnMA83EOtVCAgRpOhGHAaRiQRdXu5rjfNlKUG4RTukguh0SjRtDjhTwUglQuR8RkRB6A7nR9ZSORcTEgKwN5Rvp+nkn9ctMNQFUlVEgh95cqSRopotICWDxVs8J+qmbFCyKuPwomLQBgRhFqocAQmmGfp0D2hkoE37aikwuDcjhhZFkoJRKEFXIEmQCkIE5fEKSwlQGzA0KJTkQQJOo+BESvtQXxspPVle7OBZckC7rbuQWD8+iBLG3YrXGr9e6HmEf7Xt++cd/X70HXZEdOXHR6ccnZn1ptWTWIsGqJnPPK8jWTIYWcM6vHUgYcopYIhnelicbuoh7Dnr3b8jAsmY/uJSr4jX6oHN2YP2RBwX1jyGtuQ2i4DJerNfAavdA6T2D10K/x9Zbt5N5cSYLltndqV7d+/I1na31KmoZSxeh8HnlIIlXLwhExiGRA7s1UY196MEroLl/mv/MC+N007boSSwusqbbo7zEuO6EBpYtmz2aMF+yfpTgzZ1fB5sD4h9uEwUcj+i6EeE9YPFDPttJWusHtPMftFnn6uwFgX0F+424IOsTEhM+kye14k6n31vutdT4JlIxHEqC1EaVaH5G+9IesXvzLLFtJbJ9rGA+2DeMC4geidHSJ6CBosWod61YMVEulnACMrSDR4LPI48ZBKokCmHkBGP43U97ZkVzjb12mkE4W8ufTYXrSz+FJ1EIGLe5I2a5+AKZnWpe0b9MPLPD5WSVLKcNaeTAkk4HuH0QXZhHpmCnI4XnLfYhFmR0giaYUSCT8PGLPg6CO4ECMKmLkv4tGYoS+0r3eXJf15CGD9miHUzFKaB8pQNZGTKE2E3JHsj3dwVN5i3XFrD1Ch9wRBoDf3RLA4qamR3N++pIAdiZsNhhe+a092PnRrxxzb6orAQH4fv56gkgHttJF8FJMmMGiLB+kVAknl01G1EoDxYYZRe+YQ2b3vPgfl0buBeKWrFdJPP5hz/oaXSjHqAiZNAWcVKrSv3yW9q5dEIholUbH1pXGsEkrFZ0iBGC6Yk7RyZfutIxTTLCFzc9YNPLox+x8X4jB0D5cxh+hAgcpGEhBQwIKE2gBsK0BTQC3txLAuW/95Sf2hZcveoN97vlP/o7QOAry4ZFISIXLdH0lVHLkr7kOJNek1WSCJycbG46fBEDhSFVF6gS9M9ze5CtMiOqu/NQ3zadqVkQBz9FFq89tfefF60dN2fUFk5aDIAEHIAfv4CYSKS8EjJ8AFnf34NCRo6hVKsAoFGD6B7AYMWpMH2J88pkDoSmduOg1xDlzEzpTv4TiFhdyAwvP65eMBe1yl8HjdjbWfq/ljdDGbkC06ha7/geOvrGaem7pbe8eqbhBGwrLjDJpyGGkrUO0nJlSX11sjRRVW70AT/j9yFGpYF2yCO28Ig8AbMuBpa761BvV3ofOZftOWXXwhmSFuSpWs321v+/fPnFiOLvIMYwiYfs4xzsxwbKRomobyeQQHSuF9154N+ZvWvwph0E9svemJR0b6cEck9tuZBRKd1gipWjXpDjvQai0OtXYNxUY3Y5YMbo/Yg/nmGmfzcJSAmt3Vm4diGMa5/xQbXiMu4rR7H+05PGcXV2bA+MfbhMGH3HxGBniAWhK+twMs85n62nP2MvveFv3llTK+Vbe4VhkzGN1Dovc/dYfM9/teFv3bppjT2kzBZ0iiw6Cz/xtSfuWmy+tBQCOAygKahDZs5WwUB8B8BMAv2zI27sIMygAw9s+AA8q/h7ScgaKCxoUiEikMh0cgzBChr0wpAHj+wA8+GJ3lV2XZ3mrPnJmg0YTpJURpqunF5dcLkQwPac+qW8ws0jfecRPDGYQRQ6n6HpLQBRWehDTyVYipvdsgqhYjv6Vc5K87z9bGsrUca7NdRm6N1o8yoHJVJJ1Ov4zpdoMnSvLrvlhzq3Df3G+QUkhUebJjIwl5Ox4yGq/6Y2XapEiIpXx12PXuTfVvYB4HWgKs486JU6Y5vF7b87I/cE+UP6gM5ypd0oCQb36Qr9VPuaMrjgI/d5IUZC5GRPdaVE45+c2cEq5Rmr3SqgwFw7rVaFgmVnjXVNBUwE2winlEn53y3RRxcRnXjkw2a0cmPzRnzc+khhBrwWwrYKGyaQHV5sDOsLCfWYIQTuDRQatYln2j1+4nqIoj+sj9R2qScfq15hS+dDfWrOFBaFVK9ALoG+66piia4465nk5WC+VwiWTARdasKCqAkf4zaNOUSp6RG1Py6N2rQEmj7NX+O62E69s4ijq0Onq5QCA0zUrrKCoI6vbTq0CAYZKAEcudQIXWrHe44FRp4WzohyVp8/ALJeDkckQ9HhhCASjzxyKCuDz+mG22SDmQM/MEhwTIlMX0+K+TausU3kCzQAwnJlnbitZsEDj8gzlTFqLMn023bg5i/7twi+8e9C4Of7dTohgVw52yT/t/7812nXe4+cq68WrXPsSucpI4fAKNAoughwVjfFgAKqjx0kCdFUlxgEUl79yqMh5x98rwYSj80Zk0Ksw/OR1RdWBi59tP/ejpyJaWgDJaUFjOsoG/7xC+C2iVQ1L/KzR8/sLxt/825Zjzk+ssNZ3niv/7MvPLIcrrjCNHoTuk3bsmxKM7nr4v4XNAPw83THeo6UE1gNL1wn9JHwvfG7DVY5m/4Mlj+fsKtocGP8Qm2jw+bzoa1cCqE6qtDWDCp+Jx5+ppz0bL3/fxTf1ZRff1O/HzCLZ09osQCcgGgRffK1qXCaNyACAIlOQWP+7FGTwLgLhlM6I3yfo4rLdshWKKkmOIhT0ae2eQXWICcMIOd5JzWUX9/lfLNfrzyK36dPzXsqkc9jKsmVYuGAzjlfdnGrP92Y8GDID2ASimHAesTyEc4jJzQ2DFHBaCvI8DYFQV+KisXxZbHvmU4eXhHU0w6nkDMWGad/KikLlwOQF8H3Gn3cniBLQtMYMs+62b1rP8/81IkafSXIClZ0WIIHDrH/lXFnmU4cLGv+242lMXVhGbIkTZr1v5fzA+FdvPp3136/nKAbGjcESs7P/N18aemZLSq58lCrk/Ei9VD406aAY1uBdXsZK3X7KsXWFAhIJDC+c6nXcubp8Jv0g2HTPvBgUycLotdthfGECKg7Q66VwGCgExjN1Wdm/PaRXdVoK8I0/3vZiwjEWVuPwgko0g/T1jEyrQV1RIYxKJYw0jVy/H0MKBbyCHGNzK2qYAPIv/4Ai/cPtTVriv/HMm+bLucVY1t18TvguTFET61qO152uXi5UKcTp6uWB09XL99/00cON2EXt7u7B/KPHSQRcq4GTDcFw4jRUY9ZooZM4k8ngNRgQ0GpxfSCALq+XAKGZANxEE+lF2/PaRwNFLSObwzJJBSuXlMnZyDu9ecXVslCIUXIBprtwvnPXRx7xguPMAKXBMP5dJFEIJNAehMI5N505XHCusp7l2/TUMmoHkAb4JrR3W2BepsRTIlNLZVRNOMR5JcMO14XWQHVVJXFCwve/eYcAxBV/vLGVuq3Mz37lzfLI/3Vm0N2jeYXffGb9wK+/eBjTg8apuNAQflO1DrR71i1YC4DL+NPbNc6GFcFzlfWR+q7mXaXWoY2ISUIexjRqKkAaMLqLWgGiBgYAr2EP1z7VMd6DpQTWp3fsdAJJ4z0JUk1VQXPO/n9lc2D8Q248eHsARMg/E0DhDCptzThpZJae9oy9fAF03n5Tx86tmzturyifhDnTd7yqfBI87WVKe696somOBkVFKSoA4cM/C6Ig8zmQ9+QbOaGxvWOynMTUtrTL2gewvQXv7DiMs7gGWuRAj0JkYBCDaMFE+tLdcX0eqzYaTR7ENMWMZmsJUclDICD8RhDptyOIFUAxg+QjeEF0ss0gtI9HDmB7ohNVDGBQbrEbQ7lGJ0B41WEdbeSvo5g/r6DTPF450Om54+gLxSGJdHL+8OWDPlqt/Ma9P/wcAIS8kbaXtR3vIiZrKH62tun1mF+Yj0KFAsZgEI6hEQwx4y6xdKNT/8q5spwfv7hG2UlKc2PqwjKJ5gGReQTIkvkR96YlY+5NSzr47+KW7MUmjmDLh21ytiDDb/v0tTaOomTKnlFTKMcooS8OhnSvNQccd65OdYj3YtF3fSyM9mI51o6HoI9QCKspOGQU6JGaYk9o1MmGMrRqKhhSSH0BlUxBcdoSjX9VoXv/6pWYAHFK5dhFRZ2YtMBoF1VbMR8lHi9ABeFUKpGlVqPEz2BEIkHg6HGsVanAKRUYBn8PdK83690b44srmR3jtCUjJ+7QoRMDA0OD8huX/vzb2YUan7R8mTrMLi1x+2j1I7h1OwDsa+vAH1UqcHIZGKkUNE2DmphEi1yOVeEwJJEIpFIpOK0GYZkcY5EwQk4XlEYDnLd/BENVTVzLVJHdaZ6VbQDseW2jigVvda9hlVLGnakZlgXDeXI2eL0iEKBUnM+pDjD0qVVLj+Xrh4Q8nKJ3DSn11OOcTLNz8rLZOcmuw/Z7hO94Ksi043kw11jnvqG2dNBjd1U5BlRBqZwOlGapPJ1WDcAO9FzG3lCn+2EAoIq0fty1KCQD6zV8Mf+49f86bwUA4/OnKwd+/cVuTM8Jn26VdBDgFXdypJektcaVkklHWSGORHxQ/2LrrS/uw61XHphJsH8V/f1Eyi1SVe2dBvgnWrrV2b41G6cu1pa+guac/f/I5sD4h9TeY6Wtq5k0ErXZRtK5kYeBBJUKzABozjSyP5P2Igp6H74TMarEuyD8RB8IMF8AQLo8cI59SbY5LtIKYVDNSjGYEyuEHwr40Y9xAD3Qg6xWzHSi2QlC3RB0jNv5605c4p8Jjz2dJTpnguzdYhAJS8EEGblBIEo1MCImzye2fgAmNs/kkLp8qohBzXAKOS11Mw7EJqJtIIDeBYBZf+Fojl9B+30qjaI3v2RBlnPygnAwmUbiB5KlJDlud8urKx+u6B/E50cskIfCgEyKXI0a5dcbLF+7SJa2twEoznzqcIGyc+S4cmBSKBYjXG/ahL0ER+UFvu3rQZ7bMdGmU/I8hQh2A5rMINx4FkC+v75EQTFBZP/s7+5Qpi7d7u/Fou+6LQIrWBxjOdwhA1RhwD/M4qxLqaiOzM9TQSHr7zz6yH4AqO88V77szOGC1a0ngogVXmJBVk2inO+mPbcDCc/edmBbzQK0HjmK2ogCtFSGUZkUZRSQR1HoV6nA6XVQsSzYusVY73aDwc/2Sc9sXCxeyofVmM2Y3LFg/KVOmNtPOmplBvlEpTmo9zJyedvLdnbN+ET70mz3FhwjJd67nqD6igphFByzYQvO2u0Yp5Vgc8zI0GqgMBiQ4XDA6vWBW7cGx3jetNihShew2NlIUUISdapoeTGAweILQ9exSikTouUMAMZWZFTkX7I6yyx9xS3lixx/X3XzsdM1KwQnlzw7yYDQj5mp00TvcUYGzLlmVMvlMNrs4LCLioJKz7oFBtmEm3OoVI5OdX6wkJnIkju8ukhJhgQYe+xPf8W4cEBJkGXmo+cAAIOHY4Q5BPJRR/YyasdXd3PTVlFOuUrKVOb5fYuLq6lwZBWkEqtpbMiqMQSXBF7uoblAxCf/9POqeZ8rurtpY0PXbArepLVdVA5IYTKAjAUvp9gm9o4bEIAem8Hh03iHOogyPDmboEeqlaqHSfLme6KiUPcgOfj09ByA/3/J5sD4h9CuQqWtq5Y0kmizjKRfqazT1ZSDEuwsCMgSzAjSRyPgtYjnsz2vAbiJ/z06qN6z6w9vIZU6AYmm9oJQO4Ry2U4AQzNahiRR8U0gCjlOEEdrLYiaSTGQmmuL9Dz2dJbOOXMivuCNGQSQtSdsl8qJ2wfgwcnPbxjK+/6ztZxCruQ0NKV+u60LsYnoARAnwwkAWc5JetKQEYhQEiWjoI0LBrscB3bt+D6AIuzh7uGZ30nXVFKMjX0DYCMcKI6DLMIhxHFgS4qxkY/Yk6QxQk2ZkRMqUBQqr6naEiwxB3jJQYGq0wqiEiLcl9lMrk+CrC6YAaghkYCjFbbB33z5ryCVa1+Zcu/ZW9y7bovACqAPHOAMEodK1dwP/6Ki64MlZif4VYdzlfWRc5X1RIOdJCAmVV50Z2qiFTchevb8WqV+fnmgORyG+0Irqh0OGE1GXF63FprDb8EQCSMwNIwsP4MMmRQ+owHOkkudxmBPS2lLeW0v+D49tOx664N7fwYAxuGMXOVxD7c1XBkxRnTKiIRh3eoJV6/K4Q93vw3t0m3oAf/+e7w4334paXwzMgG8NTRMNK+LCrHFaECgfgnOiRIYxWNgqndCCbJi9BLSR8v7AZhoN2NktEonAESkEhpkDH7Lp9Kse3zHv2QAWF/Vf8l305nDikzXpLp4dOBdkFWiXtGxBVWsaJ8g9XPWD8CUkQFFcRHWhkJgPB4EjAZwECXKTuy80Zn/0N6MsI6m7Tqt18lIw9Iw4xz51o7ez298pAU/oCi+nbnhsYDJ9uu+tfpteaeGP35GLTqXpLoKn8QuqghTR5GTVknZHENp/6++AAkbGs77/rMZoUydEYXqRf4jE3KKjbCKhdq+0HiAmvh+Z0XEE96JLbgXs7FU0W1SjVrBb/Ez7OG4FHuS+cQIBfKwBmEwYDCJbixF2XtfhUxVzRTAUwmUpLTGA/Hk4NM9eGwOkP+/Y3Ng/ENkomj4FqQoBY6ZV9r6oEggXWmE/upE9uOrboqjnOsA/AkE9AoSWPaN/iN/e8J47wUkDKpbf/NSOudAqF7JIUb1SEtnSGHbQCKRAoVGiEbVIQbahHMr+PMZ+e12AjOezPoBmDwBrcIVMFaHwjIjLfczarn3rFbpeRLxfTQsuhYgjRMncOZdm+u3cXKpNuvJQwb9K+edilFHN/hoYgOa+kGcFBoAM2HIZFQBP+1TSUN0kHFMdXyxdXRijUaN8QxTTJM4EADd0Yk1VSmuE4CDqcwz+xcXVyMcMXNSyVgDmmoF50VMUQjMz6VkFjtFdMFxjNcAv4wYCI3xPAHwXPm0KxR8v3wXxDleDfKOfgUkaifOVVDxijIDB7DdNtX1pzP+OhLzAAKI3T8jACfdaQlKnb6u/t98aQgiDfYD2N7SSFG1dYuxZdIGSquFQ6S+4WQ0itvBV9zkj+cAgImSjKKiVouhqhJWEdA1ArBf7oVZrcZ2hQKsVIJAOAzZqBX5eTmhka/u/93QV77+hH1xT3Pd5lOHDDV9HU6TxzkyoTPlDGfnr3UGxozWsmJn5XivzqfX6QI0XarhxnqZCSYX5B3Jxy4Kq1eg5cRpUgUXCeNbNHK5ixLGwHTFcFIFLOr4foy7XsQHAfYBeNBnVDMKb4AOapSIyCR0xpDjrNWQWdZRVJEBoLWq/1LV1nderPAp1awyGHgzy20v4dswjNiY3gsSZIl/zgTgy4PPuz6BusNvoUStBsWyYPx+IBAEvWIZjkGkHuTeuPi8hQ17Mp86XCi32I1snslhfeDWLvfGxd0AkKg3P/rVlhtHv9pyIxLM68N3u3vwzvxyROVrE5VxUlE2+n/zJblnYy0LwEEFQ+6MZ96ulpwfWxAxqYJqs6RPlqXwAkAYLNz7R9dE7+BMbBdV69cqH3Xk6syMjqZpN1NttLiWqbxBgfflAvA/afYm80kmrkMYDCJgIAfghgEJq5BXaonVTGdp70fwac4+YDYHxj8klhANp5CiFDhmWGnrAySBFJ3wLvcbVV/9zm3rT5/Pr3G6aXU43LgZBHDuTlGy971H9i1JnFBh/2KQiNS/ibbmAHwNeRxzACkH1QeQ2jkQ2nWl7SwGAVBCEpMANrMQo4UUgwCsNYgV66EBbBIDzGlsH8MqH3UxhooIR7lomT8gocKGXltZdWnG5Z1apUfQS36x9q2Wu2/83zdvNg+O09aibObQJ6+3tlxXm9KJi0qdbdwObHwk5XlBEkErAODIknWuO46+YJKH2MnSkb4OJGtlp7RJG2DQA5EI4PND43QhKxSCZmwcoUaKqhVFLfcBeDAwLzPTs7aqVjbh5mSTbtbyvY8OI341ITr5Sb0BRzjboKIAJuOZt6t5MG4AcJ7XiQcwuxUKHpA/D+BukDyPFJp+qAFxtj8HEYiYaVJhAudZnAdwEKSwEsTHkY85n5q/9b/E321rJPdli9uNgEEPyu+PU98IerK0QIrEtJ6Vxc6iVot4RUUMdHdKJJCHWEQCAWSHwqA5DpK+AehO/d7CPdm640v5eSjjr80JwDBuzFqw9/ptDt/ZYxKZzU35ZXRQzgZkIZlcziqVRfk5DAfy7A8DMN18E7YA2H/iNGpF/RSvrDS9JGFcwEKvRxkbRGVBPqwKBdaPWtFus0XH3WgQYDsOtDSh4bHBRfk7K070blJ4AxNam++4zuYLDhXlL3qndnUrgJ5Pv/aXqlzbmIcClCGpbAVi765QTVbouyLsSVEwRkStKCtFcyQCT28fbrGMwUrTGK24ydQ3fn1V9aBcacybHOW+g6Z9APa5Ntc/6NpcfyHhvkQpZgl68zUgY0svCN1RS1EIKxRwnr2Awvnl6MEUwDCRstGApqdBnBk4G1ZYnQ0rrNl3fHuBtFQvlQ1ZvcJ20kwFgp2epEueytyZmp3OXF1FWCZ1ydiwM6hR0n4DvVTlDWbzmzyNPVy6g5L5RAEjWP55ZkFDDQeuAn3zKhhxFtx2FY6/tB7jwwvABrSQK4PU75lipJ4j5+xDZnNg/MNjYu/YgRSlwDELMPoBkUDaB+DBsXFN7g3b7769f8gkXg7NAwEimymqcQ3H7e5P3I//+0oj+6miDQdAKCmFICXfGQAnAfwn8rjXpzhWOucgLoHwCtopHPcYYjQXBsBB0bJpP4gSCYP4anUTmGHk5AC2t+Rahofy9ENmtdxLB0Iqh8uf0ZenH1nsYzUqrdJzEICp9q2Wu3d+6ym9tSgLltIcmMbsePDLP4Np3AlMpFr9nf68fJR4J4A1nfMqw6+u2Pjyl1/4va3ANqoCWTJ/arpEKq8Px7UabAgGoZqYRI5MBk4uA+UJS9yq1YY//v71NX3ajdnna7jb97VRLzzmXVnxhKJ/XB7K1FlH/21Lu2tzvRWkb4X+iq68CMV0Qpl6RjE4YUR6B2Ha6FUCt3/6SrMAFvRfKsRvSaXES53wazQo9HrjqAzpkgrT5QHYRdtG90mTsPgQgFa7E+f0eqylKPKMXWxHfVUlOoerc1NW3Bwvzz6PhBLoEO7jDyiVWgWLdRwLIJJdDYehbG7FktExvPaFz+JFuZwc81InFCfPuwsK/+9X2svmYpti1EEPmg2BKsYiD/nCcokvKF+4BP38sdqFttx8E2pvPpW26iGx9LrycZHdB7+Gb2nUEMamDJAx4nphW78fDgDRhMrtONCCGtyLP8c5TqN/vuljfc3liy+vaDttLh0dKPcrlP6QRObjQGlAHOgg4mVqY2P6LqoPU4DCggIwZ87DZc6G1lRvGnPdXLdAFgoxJrc9YDWZOYZVPtpsWTYUisj0JabLRRnqCSctZ84jRRLmbo77C4C/AEAjRT0NkrC9GAA0anjlMjg9nmhdAWDmgDVpnHRlmq0Zjsk8SiGhuWCEoRQSOhSmsifLyiZ58J5yhSnRGI1iTVgqcUnCEQYAJOEI487SDoVlUmv2l21Lp2kXmU88YECDRgBAEDRqcRYfjAqW/fC5c/DiU9vBeLOi3wYZFdLPkXP2IbM5MP7hMTE1Q9B3FoqtGPFhrLRFytrvf+hHN/xaAOKfvKP54n9+97WW2+/+ZO/51rzvgIDyHwO4U9jtKkX2U1Fd7ACGkMdtmuWVpHMOBE3dK5WtEo5rB6EDCMd9MmGbT4PQHQAyqdMQ8cpnYmOeAtWYp+AgeE3uZQXH10ciUhcTUtH8d44b//dNs7UoC8sON78q2tWImS6XWpKjugeIUxGj01RsB76+B4AYvDY9gCkmZZsNTwYCKJRKsVQugyQcQcAbljCKDVkcBcD+m36TdmO2CcCDNdztjz2Du/oAvI14/XExoIiChqjaQ7F6rWwNrcrBkcU+qH+xG0kShlNSp1JEzg0gFU+jkXO+4mgvv++ZA7t2fE68z8V2bJpXCMPYOIZttjh6Wqr+ny2VK5UzoQBQaLPhCIBjuWZUa7V8YiDwmKUmF5htCXSgf3wCDeCB+LwidBkNyLSMQj0+Ado6Dv07x3H99dfBeakTOHoca9kSNmDMkKs5lUIKjoNHogp3clmBAp1ftraMixSaMAoyJoojyu85mimitHwNgDrddjJZLPExzhL6oJlQmEwbLrxd7VcofQBFhaVSmTQS9oIA8XKQpPH1IJKhEcxwTGdZcAo5BlgW88+dCt+QWzRpKSoA1AGG/uuq7R02X9biPP2Q+fzIqoOTvpxoRPzhhZSgxiK8kxdBlLeOgeS8cAA+ET0RBd/gMBbJZXBf6oSZpyFNCVhFTmgd+EJQIFQvw9AnNvVp7v2lTVosoeV5tIGxc5SD1cmH/3XTJcwiB8aTpQXt8iNEy6PfKXxBeLK0yE63k2DCKokbOwFsggoTqMVxlCKID8a8ug8nX/1rFIgXV7+LVZu7cegvvbCNppwj5+zDZ3Ng/MNj4qiCFWSwXAvCCb0OBHx96CwSoWr/97laPQDI5WH2Nz964TmthtWdO/ibAJX/8GWQ5dEtFNVoEqnBXI3I/nunugjWAuAwPHgD16EfgA3H0Y/HRKD7ytpJnJXkpXRRMhEfXT4IQvcQopRCpcnRWZwtrj+UMr/Rz6oDMmnIIWxgHhynLaU5iftNC3waKao2oww7TfOwSZ2BiYUNOF+1ieeaWqjHGvL2IuEahWVzAYgGQKL/n+av9cnoxLyLqt3979h2uReR516A1OfDZCiEUdX1Ro3MII9EmDATGmHE0dttomv1gTgCghb/CP8Zda7kFWolnR2qDQ9MuDO2l7+ox0AAwJYmJKk9TPc8XQnvM26fyaDCqCjWaZUVqjvsdGGHqrm/ne60jCN1//cDmA+yymPkjzEEpJXUTAXeBflK2Gyw8rQMIwA79nAt2wE0oSH6fOa1jfqXvNLm0U16HwAoch8T+M133oEVf3sOmQAgk8GfYYLR70d4SS2OHDqMmwGgtQ0Z11+H6gutgFIBRhv02BzSXFUoWy8DwIaNmkjzTx8Yawa6Gn5y/xAmLeLkUiDde3zl8nXP8X3DXeqE+UIrqqursKB2IXIBQC7Hb2dwDIB/rnRet3k0I2c0f3K0RMJFkOGyOwDkgIDvfpA+NwJ4JNq+PVxJwrXsBnknVgPA8AgsHIdwKISuSLa6xHdk0Oy/p6rj76tuPnu4cGN1JEK51HJv1LEGgKo39qdKwP0XxCQ8E22UYeBQq2HWaMAcPY61Uila5pendxoSnNBmEIC/iD/vec/G2qdwyQbfJXJfbHeuLpn8yoYW1+b6GSseAcBwde7xynd6NoBhEVLKGFkgREtDEf1wde7h0nQ7iW0PHxSIDxiQlbmrJCF7xfb7xlYpxRWFQUFBhbmnNX/zWHuPNz0w+fg+imr8GNLMkXP24bI5MP7hscToqw5kQHsdfJQBVyDv98+2c625i7w+BQ0AWRk+m1bDhhEDeBdBBhoZSJnrN67iqa9OEqvAPd8AOzZEpe9M0+w1c8ubkQbtk4hNeDO6lkQ5xJqcipa2sTohZcrpYzWMlAob9EpntBqmtSibMY0ljfVTOjAC/cFUhEqVEZO+SVBHf4414HCs6mbYh6V5KRU5QCZtO0h0VuDDT4I4HSRStitW7KSsFM2lxcgNhWAYG0d7pFSzJuIJOSPuEC3Lox3CdfHX+zi/3/WIL4rlAOIpCjKzcotEJXUavlF+Tt+QK05cTQQH0z1P00aqD2B7H+Ir5kbVX4Yz88xYIDX6nUHo4UXEIFd51i1YSzHBFuXAZHfi/ay4YZFT/0brGgBuxKqjFoEAy1SWypkQIvjGNNcE3iFpSagWGSd/yG/6IAB7dhY6ANwKAOEwwgCG6utwUqxxYbODZlnkeDwIGPQIyIMBbrDL/bpc5ywNZWiL5MM2FQil7MmCSYtwbKE/Uz/7u1LrhicmHqYxP0gSLF1VCYdcDmtBPq4BgFAYwb/sxbG79kxzBMSSmt0a3ROSSCTHkpnXO3/4MuhQsAhEraYXwN/5zY1ILRkaOxzwbb4NkZ7LsMlkoPsHcaynstgrtXvMf/3E148AQMguW0PL/IFASOUQ7e9cv+9328vlcOokoIMcHKMhtNsiGAKprqsFoeR4ALTx/5eHQrBGIrig1yEnEoH57AUUzC/H/VP0YaIT2gPyHtujORfk5gurQzNWPBKbpSb3yZBSWlh6ZtCsdvgNPqOK6V1W1DVenv3kVPsl2czG2ymNakshQzhD5ZRU9kP1a5v/zXeTDgAy4bV+aqzpAoAtyPppF/Dw+zlHztk/0ObA+IfEUlAzCkCi4bOKIHzQ7OKlbIfwt5pmBU1rAeDJRZuapzrOlEWAUmmAT0wfdZ6h/dMz3YVJHgnXkm5ZN1WyYXlm1xYA+9vG6moBFFtchWcX550ppOWBqNrEoU9eb33wy0RqDjN3YLYBsOtyQQd9cCp5Ke0Lz6K66ma85ZDoUypyIKZEcx3i+fAGxBQOAFHfL6zGueMncb3JgPoxJ+tAMGKMuMOU6d7Ss6J9+0WrCXeBLMkL46AfiE+SVFRqoduaez4BiCeBgxncgytZiYnu05tXXJ290m8d3deb71LLGQkTZCinT8nmZyxybFv9HBLupyZH8QlziSzEeUK5DIOcQBBDwSCOgwd4ieC98Gu3tuT89KWoM8a3LQLgEX6f6DWJ+elCXwlSgQurca6qMolCA75tjuwsQKGAJxiEluOgzcuFpbgIS198GeXCMTkO8Hhhy8yA2u0GNzKKY16bzZp58a128JH5Xp6T3rBnb/HKttOez73yJ3nBpCWqBJMIDi91YufFdlQ6nKBFqjDCcxT/nsRH0P0giYwGAK7BYWSMT2BlWSkZm3r70HG5F19upCj3DApHkaTm1h33I955vhMEjF8GoagYEcsNijO+wue2qk0LNiw+2KECgMFBOP1+eISkUvW73TrXjYuNENRy5H5GQoUNQ/byqGO96eQrZXUtx8wqwBXk4JQCqmI51nJBHLdzeGs3x90jPi/PHR8EwHk8QFsHOiAoQ03tzMyWLnVFK5bbcaClqbzhu+Pl2Qma91dBq3wWxgPxZBnCNjx2pYA8T+IW3iGoqVAA8e+WU7TplHPknH2wbQ6Mf4hMTM2gqMYriiB80OzwsdI3AXxB9JURMYD37ZkcY8oiQJkPI9VvyKIeu0qVz2Y72UxpiSDpZrwSNmM8pRQJb9XbcaAjqlwyM0vpQJRndtVezKzjk94K0IBjYq6noeW6Wucvf/Klkc89/Cd5QY8I+ExwLYnt5ttSO3/T4k9FtKphT6SZVcn9dDgIRqEB47HCCMAwIssDUpeKBuKjskCs8JG4f6N9X1UJKygc6biEVX3H7KO6W8xG072lLbrN5nGInqsGNMlB1HIoAN8EiZQDSE5kZIf91bYf96wH8KYIkKcEB9PcgxaQhEgFCP1jENNzgqPRdkauNBYV+PxZNxkmX+/QuUzDlpwCQ4AuvUlLKasn73ut89zwucp6BwCsaDutyOvqypHPN3jUQ5OXpFLQMhnom27AFpUKOuyiHj6QeCY1EPiOdPyH/xH+JZKBd8rorLivMkygPB5QIrUVK0gy4haQqOoIgDaKgrVuMd489S5uA4CXD+KWlw8mH9syiu+cb4YDKeQHx752a5yu/6maFYZTNStMEPHvE9tZWoJNEgqTWg2cwQCvCkPheFVFwnuaHEHfxJ+3BYC5rR3FK5cTIM5xwMlTeBvEoZve+RYHBQzwYDXkKEERiGSoFyQxVFBVMQIwYhdVK4BdHog/CMBefqp/PkA4J4eb5ecGO9gWYT/lwGQkoldHnSi13HtWfTZQ/ZXWb9eb2lqMXS0BraTTpQu4XX5bBCqjFEwYYMABGTLU2dmUWvdXSuub7X6zW7EU9el2caDln2dXPTijQzA3xdfCGEil+G3OPoQ2B8Y/vHb1OM//RPuf/6uPct3ZkEQHMpDxEepGMYXAmrRzzKYaADHFb1dj0J71fUgnT5cqYj2C/OXmNPlh78Hq+DYLXOp2EICYKtoLICY1d+ojKwynPhIPfFK0ez5I1Pl42KAekfhZ42tLP2k6v/JjmQOZNXIvbZKHpXLqGw5PlcbnHs2lhqvyDUMdolMbEFOiYUBAOPjPRIWDuL6vqkCgqgL7t+xhGoUoIkTgcjsOtDyDpl0gvNV9AJ6HCIwj4VkK9fnPKRfprnfvHanXN+QexBXQmfj+2QKSuCYU/DEAeGSqpLSGPXuxsu20Z1X76eu0fk/OpCFr/OTdN78hAXDnW/vXutTZDCuTOSSRSM7HDz+bIQuF3KdrVlg3XHi7+rJR4fGG5Uo1gHCYrCpwseInKS2ilKl3/3t4NnzqaF+xLBxqNVF4utCK6qpKACTK60QMXK4FcOwjmzCYY8bwydMwT0xCpqIRrqxA8FIXFD4fZFIp2KZ9eGc3x0VSlRcfevzu2QKebRIKE2o1qHAY0ABSjR+Z/Yfx0apetOI3VK0IwCUemwbRqDYDOBIKId9kJFzxiUn09PRG6wBM7XxnJYB8Jwx4lU/y/jIAkszLIfa8UyDv0hO8kkp/3qdWmC01ufai5mG1xuEvAABnjq6fe3RBB7aetov76FePvxhzor5P1VronEffcRRnth1xmDVyNlAWGMUoOJc1QgoLGSSw+wBEuDjZVLFdKa1vVvvNapUvsU+TAy3/DLuqwRkAyJL4hNVv+Di5MBYKY+Ay0aZTzZFz9gG3OTD+4bX3pXDPlHSP98d6QTiEmQPDRprKf/g/OG53kP9tIf8ZAtFcTmfTDYDv5wrCrO5DGgm5Bxsp6jFwe5NAhhQRn7DvdhxIjoJkUbUAkb7DDCJDPDAs4f8bAgHOi0GS+46m2GUmwCdxm0IQrnKh7dPXtuX+cP/afrqSulB6k1Z8YAdnUjkCptLh4cISiuL+L08/3IlkJRqicEB4yMeBJIWDtH3/DO5Kuphn0FQBorPtBHAf4qXkgIRnKdjptXIcd0RmVq4CXxBnyUutb1Ue690GUA9gZsBV3D/CxGrEFJxgwcE5VbPCfqpmxQsgDtEaALpv/uUnRS61jnNp9VRNX0d7b14xXCqdccOFt6tP16ywmtx2o359gc29b8AcCIBWKMD4fMDfnsNgbx+2neH2PsBfI/etvzy+fl3r8esBYNyQ5Zk3PjxjPrVWg7qiQhiVShgjEbByOfQcB4fTBSMIfxWIvbdrQcBmDQDl0jq4ltbBDb7Y1ugYjOcuYAkA5Jgx+sURLgKkLi/eQNR1ZvNOF9scOK/XY42MgUrpRA4nBecMQworhhEP4BLHEgeIDKURgHlpHQqEH1rbIDiQUedwCh349O/RHq6RB9xiB7kPJFIuB1H+MVWc6N0ECocqjvWuEtrQt7ToHf26XNVubkoZx215zFiv9OBYXgXgU8shkypB5RtgCE1iyM9BL+UQMUrALFTi4Gfcyfc8VREfJGq3p7BEcO0JaP1tY4s9Y56CB6g0fOpZrPL90ymCKSwanFmmPWm+1vBmtU7mMntCurEmHKu9EtrMKtnQU1oEdnqgVE5w6gwvJ8/QUKwBZJz7DL/ZdHPknH3AbQ6Mf0jt/SjcMyXd4wqOy5fxjQf2T6MlBeB/CWRQUQF4hKIafwgi11fGH2r/NFni00Wn378VhBkoniTYVBNIklMhQdiHdHZlkaFtIBHaFSAFZ4iqLpHHKkxRKGgmkZ7EbYz8Nka+SM4x/QnL6g3P/oey7NkX/qKxWZ/52SvdfpBo4HJAQvXby0ry9MN+JEfC7k2gwIxGf9/DIV3hlnRFeEAADg3g/gPYbuHlBMWW9CyxXb4A2+U73ka9YNVqUKecj62SBWidqgJhgqXsw8U9zXV4eke8I7UnbYRWAPEFGsaX71Oqhmv6OtoLJi1WAGgrrlprto+bAVBWo5nJ1gYMeSuoI/1vIcfjgdFoALOwGgc/0xutfDpfFmKLansvXgMAYUrCjWTmds0bH+YwE1Czi6qtmI8SjxeggnBKpWT1IsiCzsxABMTJOQLAeqkT5rYOBANBFGaYUJSVCWcwiM7qBdDRSqj7ByF/5SDmC4euX4KpNP2BNO/7yrbTfvw5ZX/22+0wsSw6dBHczEZAU0BQDwyAQg/i5TkTj90OkugbBHBdbg6ROPR6EXS5UKjXw+5yEbrRVI727kz+GTDAjExUQw4jgnBgNHqe8wnnXY9Y5V4OgCNCYaLkzMAK05BjIQAE1Apb1zVl4/z5prJiAIFQCOVaLfyRCAKUAZR8EkazEmOTQTjuMeAIkmVT4yyVY5TSEnJ0DpAAQWMCnzqa5Pse+NRXPQp9FWwfgAeXaM5kbs16ttYV0nHjQTNbq7kwDODBJjQ8NhNAHj9Hfq+/SOJ81RNRNrCQyj7uvnPpV+jT377V/enrMfM5cs4+4DYHxj/E9j4U7rlqkQYeiCcD+1XH94Ms2Yu/l4NEyEtBKr99S3SoUZDS4VPZdNHpq76CEGezy8CfagJJAhkRSKP6xk1oGAUB0JMA3rzmJvNk/jGrBDlYAjmMYOHAGIbgnfJ+FYMkilUB0ICMAUKCZC+S7/VMaDiJ2zgQS0KDs2GFFQ14SwvYf/fQsUYAeAIA1SaAcWDcm3v0ALZ/M1WDp4yUpdezTvUsFwFYCaCzCh32H+PeX6+GsvxEtMApVIM//ezFnP868FHFsA2IPS+l/O9sUSGMHi9w5Chqw2G4ReXe4/otwYEoAXnGo8vN9Z3nyj761v7qM/MX59p1JtrktleXjfYvNe2ivstfU/GKV94NNDzz4i0FI5ZC6EENrcwb+tvHtw0t7W4+AsA0nJmnOLpo9XpGQRt1Pg8mDZleAEXvLFp99t79vy00ZTlHV23DJSTr07cAuGvj2TdlBq9LBgAXR+lI51s9JlNOVDs6GdTEJzaW1C7E0BtHUBRRkOg7E4Df7wc6u3D3ltuwDYDpUifMR49jrVIBRqXCgNUKrv0Sch0ObH71UPJNW1qH88uX4icp7qfYkt732p6W0nv3/xYgiZDx0X2y/aMeDyoUFNgQ4A1xUFISyC/JYK5SxlG0hGNnIkYpogBIAJgpinB0e/vR73BCXpCPApcL9/OR491IP372Q4P5yEUtImDAwokIjJjH88KTr8kMQMpfzxYADsOYezAik2yUcJwUAAaWFDSDomYylvUD2KzTwef3g6JpIKJCKJQJRySAjMwQBEA/mxoIqW2qAMFb3NWOZH/gqJpcDVqoNjx2g/G1JxysUR6hpNYF6vb2bMVEYmGxtJYqKDYYMXjBz5EvslXXvMhWiVcxZzJHztkH3ObA+JyJ7WpGGlIPvGr9fSB6s/Hfk5LgKgBbQaK0kwBeAfC96Ur9Tr1KsBvIShE9vdqcwhQFbdJEx6eaQJJARhgScbGRHNHnx47/z/LwdQ+c6Mk+Z7ODhRNSqFCAWgwijg6S5vxicEiDqEakutczoeEkbjMEAnxbEUu8KwUgb0DT0+GIZLBzvOYsUC0ssboB/D5VY1Mt+/M/paICiC3Vs8zyn5WXsGDvJSxIPF2N9f5bmrwryh9acM1DUtHx5fy+iolJLPAzgESC0InTWK5dk/dub+68anXAX/Aw4dcnaqQP8vsLiP8yAMOq9ndX2LVGeUQipWg24HRpDHRbcVVFyejgzgLg3pUvn/Z//GdNmzPDNn1QLw8gCBQdGin7vO9/tACesWsNd/flFlWwEpnL5LIFFCFW/8Laj/QDePy7NT9qwZ//K4kvL4q61wI4ftsbB+4ASCJit13l8kVgEJe7hxjUJCc2riotAXt9BB3NrSgLBFGZmQFqYTXshYTIsQ/AgxfbUalUgFGrAZkMtMuNSzotMiIRsCwLMAykCjkiubkILqrBG8uX4t+FdqajfKTiFX91/+/kJo9TrDcufG7bzXGNjRQ1BMAcBExKClyGFH1SCuELQVRXKUXXSgrA7Edysu1qEOcVAAKLavC3RTVgQShe27CLeqCoEHUeL07a4+OTwjv1ODT4IxhwkIABCxpBUCAR4W3YwzU+/9Jt+7Nck/epGV9hkXVIbfA4OUUk7OCPoVK7A4s4vvhQSCZh26+vOAbgrzOItO4D8OmFNbAdPYYcioKUpkHZAhgL6qHuteHuLVdvPJzxyt9tQwfMd/X+qcYQdObjzwdJO2em+y7YFVM1r7b8YAOadCASkIW31wCjME/eged/ifSFxaaydH14xXPknH3wbQ6Mz5nYrmakITWwVygLAbx9202XzHfdeaE6z+wxWsa0zt88s9z++tE/3AHg/itpeLpVAhJlePj95cBb0kSDLNRjKQB52gkkFcjQw/VbAH8CcAgxkPsEgI9ElFJpy5er82744jsWAEAYDMJQIheGKVornH+6xEgAM0uoSrFNN4DnDPtPbzTuP327on+CDlTkSRxbl7v2ljx8OxtRiNtnAbCV+zMlRXwlwH2NPwBS9Ouj/H69SKQCxANy8bNsBlANxOTzpjLv2qqh3Rz3P8L/eVk3CYA1wSBCSgUolgU1OkFVnmTz9AWhkN9Lq0eEtiCmke7gDxGlmICA+v6CCUvEpjWOy8MsAwDyMMsEpQo4NPo1BQBu+trvMlojwRxvICRR02FZSZEqYNbTkdxj40GsRe0vt3xp6JrWE2azw0rbdSbH35dce7alvDYIIfI2Ral3AMXrmt9hit1jGgAY9KldAVckSBuUSpkiVu4e8aAmESBYARjLy1BWXgYFgAH+e47vg8cAPOZw4g8ZJlAsC4fThf7MDFSxLOwyGSKf+SQcALIAHATwpBiITUn54AF53PVN7ngahPogNjH4UQE4qKCQPU+OtSEO4RAHxh+BGckArhaEYiNcqxlEc1twjC8hVjGzBORZGzQaUK3VYD1F4U2+QBIgvFMTXAvupvrQDhMCyIERNCrAIAeFALQNaKrFrXdvAQlUvP293+/ZWsJxxRrGp1KxAUHWU0/x76wsFPllg/bVXZiJEQfjYFEBll67FvaWVtBWKxitFr76JTj6md4UAHiKAkkplJPElXFntPJ329AB83cu/nDthCKTc8u1w5id7juxCa7lSgIt74f8IID/AFlJESwCXpsesST5eAc3vaXrwyKO230PrnCOnLMPts2B8TkT29VLCnVO+OF2bILPTUOucCAjtx2GzCCCgaFN67vLvnPf27Vuj5IZG9c4aTpkeOTbbxhgoWqvZrWzq8aBnz7qHQMqh2HGi6iGA2YY8AReo+4XTw67Oa7lqw/ctl8+NHmf1OUrDOvVQ2xh5i949YMUlIztAP6/9t48vq3qzP9/X+3yJsmLYsd27Gx27MSQFEIWlpBCKS3gpJmGttMy/UE739Jppx2mtDPTQIMHQjsdutB2OrTTZlq6DqahCYGylRCWBBIgi0MWZ7MTJ96t1dau+/vjXsmSLNmy46yc9+vllyzp6t5zF1095zmf83niP4D/AlTZGNh/K898BMBZY8kliAm9mm0LIXHlCKvAOAmB8xrgRoar/uWTwWov1qaEH+F7VN1x/Ec4td1qMLUCeNWxatHl+lMD1uIHn1ko/dcaM4YkU48ybTT8/DNVN+8u1Z82JUo2CgtdHQMDIzJEMS/dXQmvxc5BYrBgR/kxHGQ48z8AbF3Oy9cFMHTLaPQh9P63WbgYIA9P/++5q7iR5oZGpXR5FdA+t6bMZ2rt/ADg9/npslio1ESQNQVGyf1Kh6VuhdX/5HUr9ie0JeaRnsgxILSJ1XcBvGj96YpC9wA+0/DAR8GQm9PFZTwpSQ3TdVyZXywFcvJMGn8Ufcshj25pSbTdHApFgaod9QvZUb/wBZIzbxLpMm8pgdVVn/6676NvvfDB2NuveKa2H7PmypXurgJrHsZYufuUoCg1QDiAMimzWt031OO8DSXoWMU6uenkw9LGkx1KAHbZdD5q6KZI9mEsMTJIG7uoJoha0TOl1WNLGlJkM6RIgUjuXLYDtoEoPYTYVqqjTga7WUM3kDrHInFf7ep+dqjPT6Ac55kojjz7Ym1L9LkfGGCk804Fu6lgFsNzKvxAKTDnh4/e+3/tZVWu1+ct3rWzfqFsDvmjbfbK9qmO7gLzQHdU3cbT6vK7gSq1Cme22eTHgHsrynFUlCfd24c14sPHcz7JZevjgXLjuicg5Z6at2XfQ/fd/jmzvs+zQAKbWcI7Tc/eW3N5LVdDiDQjf3cc/219n6FI7jXbpWt6Xj/ARCUrE7OnnVS5TCPNi4EvotxrcgEkZD2qNz1KR/B64DDZ/ZZecPIbwdlHBOOCODG5h7FU98nr9834mqFIFxuWnYuq7c0GSWpqoLS6gvnLLOTkuwkMmRnouh694TBD7p+svv29+/scObLfr/MHQzqTy2OSLqvvVoZrz6MGPm3Gp3O4yiOZs97Kj/cW7PySpeTip4BeokwhZUJlI80N/GA4A4Zyk13RSPPhdPZdzTRqfsMdcxPbEEUzNfa+rCWKHh9DWMnBSQOHqchY8jyRAPAXhnWx8xjFai/ThMhGmtN6O5Nw7CMWszXs1Yb9lpyiT3z7cz377v2nY0PRHEt3XvlMp1SUF9HorE2XPXDlf5z4+nuJkg1T0e7ZDASbU9ZrSrMtV7DUOl8NoOczHEi8BNyK4nN9GHgbwIXFbMRfoSPc6scYz9JH0QTS7Wf7Tz9fMeuj356qDYY7g0EGnU66jQbs1kqjPNgX4snrVmzbWb8wlgmNdYQsjPJj+lbdwu0r3ti8HP8QPqPZX+TssxV7HGU2j7PPMYdHIycYNIdlE16fZIoS9ofRHenAMmsWHQyXTB8785am8uQ/PvXYzDzfYA3AQEDvfztQOiQX6E2BvT1/6WjNGBynBgg9qN7bKJM1nSijKz0kdwo2APcWSBTlepg5FCHog+gVNoIc5GPk4MOOiTXSfJQgMxZcZs6wKvuU6LKzGzhFihSI5ERCPBAciNI7EIy78qSb7Jy4r3UMF5w6ihJw2VFGOdqAY6eKyuzHy6rq/B8wWYvndnsDfzlq4Xgw7sOfMGKzgWQLQ5u6rh6tHLUVDLrcH39141JgmyPf5jT7h8z7q+uiUwe6N6rLXa1uNxaQZ59NVrLjaSc7A6nXiU39VAOKhCxxXgQk3FMLf/NqXtXn/vujmlBEh7pjQzKWg0Gu7Qoz/YtWnjJIWIBfxvTUwCpL0DXVo887dU3P6wdqPa2J351RZRxp7EonUthn0uSYas2C/0EZObsP1SY1iiYIvIJy/VjV9Xdk2daz4pQmuLARwbggCVle29JI8xcY1kdOhFV0tR3nPf0pZl5eR67FitflYtvmDvnEpzac3n34jm07K63eIYM1PzfoXDj/1LvVFa4RPtfAeLTY6cj6ppsp2DylLfOWRzrHCuiVH+/N1JGLnzz86DERpIfhapEtCZ9zWDbtNBT+5rXr9J0Oa7Da7nesXnw3K1Z/CUb84FzzQV7q20dD6wCFniL6bVex4/pYuy09nm5uYg/JN+1MJbRjjNtqj/Fnk+LHXuvxO73GilmRXCmQ092p0yDL1hynP+rVHnPmF10GcNJUqUuVbOROy53G4WBSUBvJNWrChXmFnhsbVmg9fqd5b/sByR/Md994WTXKebCqizagZGn7UAI1H9BT237oo4vf2xmp9HYUBnINMw/Mq+myVLl2mwhQQt/f/YY7Ruyn94aG44NLa0oLXtkvA5ZQiIFQiDdOFVQtCJdYaBsOxCHZIx0y/JjuqF/4mM9oqrjxnVfs07rapxT4vEWni8s8xc7+rT4f1xWWo5W7CWu15EU1YJLAEySPWnr+vPSWFuCzZJd5uxuoISFotwx5LCjBA290F3l0vW7ZeLxnu+lwV6ptZCLpAoQo8BSK9MaZsGy84xGzxCvX86gjRNhiJnxlMa6KEooJoOU4U7DjRplT4GV40mXa7GBhIT61HTUomlkJWHL0GAffO8DgkI8bzCbmzqlhe23NcHZ/nNZ8iftqRem4xrL+sc5GJdDeYymatb96ToMuHPabgn5X/owci+sbVwcuN+VsXrntmQbgHtZIcdnVFQswDg5is1opbZhLZGoZHYAj1z9oOTZ1OoB/+Z7X6rZcfu2BlW9svt7mHnChzBFZhiLpORXbZ7U9qfeXzIwuXUq87i0o59iEEkymTuiN31PL1/zhI7FAHGgEXsmT+JVXZpUzSsVfBqlZkcfXYx0eVQbSomrEx5X9TSx6RMI9OluHkgQmnHlOdQK7fv/Movw644iaBTJSBOW4xe4NsWtmTM6GU5rgwkcE44Ik0g25TQAlEDt5WObk4RE3o6lTvLs/fuuB1JuhldSb4fi02OkYz003bbDp1BRcVx7pTJUcpAb0yo+3EzsF9KLHhAET+3g3zbJVlk1vB0q/s3FJJN/kD5daXdpel8n+4+dualr5nw318m2k7nM5nbPL6VxCCiF0Ifuxvi8Dl5N+ol4mqhYeeDuwfPery2weh9WRb3NumX/dwZ11V46WGRpvNqndWTpt1qnLrqqIGnJKW279dGn5e28PWQs7XBpT2Bw0GfLb3LP0sYWn+k/7Ez9cMOTGcWO1k7864kFtYFrRjNAUq00KR4K6UwOBSFGB2Tev8nrtgFfjXL14J8MuLomBhBPVJ3rh/p32G3ZtnTlkNAdP5UztLx88zaLX35nxJlcc21q1rON/+ErLbzJ4WHfdt+p0wSv73QyXMLfk7GnvOfa7rwBYf//gnf9fnn/QQgZCWt1p/b+HPht7vonVLY0zua9lZsOqf/zTT1cUugeOljp6d5UPdPWYzfR4wljNRbjppTfHQGVAi1ZXyGHKuW/9LZ9dhaKZP0VK5i1plELJdt6EErS61OOwFJitLuHufrnrVsvpro+QYBuZLkBNLEA0ta8T66B7e3l/Z8wLftQs3lpZbqFYaqOAQ5SxBANFyIQxYWYQDYoEJIIySrMH5buYNjt40wfjenyT+jonT2He8TbLIhHa8/Lo3r2XV3fvVTpDa9cN70PW1nzJWWRZ/YsF4pAgu+gvKHy8wOuWQzqd3xzwmXICfml/Vc3JxQfevh9Fd34SsB1v46HcXHA6cZnNuHt74bU3mL10McHKCkzmgL8jrNOZ3DkFfrurz7qzfmHQbzQd/oeNv+hACbxdKPdQR0JL64BXmRwrv8TvtxPlWvEz3LlNvG/aAKfhRJ/JcLJ/KkCoOL//oV730wBNkvTv6rFjd4CpK/xjdniyzf5OlrxkQpnnVNmjbal5eu5Mw2fkiOyRtFJSzQIJxfEmgXHJTM6CU5rgAkcE44I4mYbcJsBYQXC2N8MzvfmO56abNtg8rStjbujQqJKDuNe4hUeJMoUgPezjXdqJ2Vkl3oTbbU9svzmSb/JHLTl+gEiJBanX1Uf6iqEv+jB+SEckH9BriUh+TIEuSgf3clnXH6/71NFN163+cxbHIs5V+3f6VryxeXlQp3c78qwus3/IvPL1p5fNOHVsD1sy+l6PK5u0/Y5/arEf2XeHNuD30Ct3n5z2gZrWy24qAAqASkLEc8dawqGvtP/QYfYPmXxGs98c8JkM4VDB/sYPb+Hfdj2mHpeqwatml/d/bvlWKRj2FP7mtTrDiV5rsNru6vr2CsvQ4tkx3bKT5EBiO0rW2HX9ntfqfUZzwJ1boLcOutockcJBc3DIVP5Wr9xdVbZ7tP303HDZbpTrKZ6t0ne7fum9oQFgVUSjSf3xTUIfCQ+kvhbX2b97e+zakwEun8eB17ezVJtL7kEvTxK7bnt55GPr5BaGOwwyo2feVkG8QiTqMSlieCLi+s+fkncAO0Zre5oCRLHvkbIPo8kfhmnHjQ2JbUzjY0hAEC0mBlA6/jDcqajKlMmureEedZ+cqOd533sU5OSgjUQgFMLJeO8TmScrtrBGit1Dggw7A9li+/i7o/e3fXjHS7ZCj8PiyLc5n1304Xev3/NavSPfZkhoh3PXHuyldnC42FVQwFJJwi9JDO0/SEVlBd25Qd/BpS1vzgjq9dOPDhilK1Y8sDS44/SpX3Q5e+74FO0zprMXZS5C7NqOXd+TpSVOvO5j8wFi8iMryffNewE0bl849mGtx+/JsN65vz34wSuMc/JuJVFaMpZsJoGYq07uTcWf1lj0py2fqdhf0FiatbQllUS5TOK2s5i8mfR7NP9/py7TGCTt8R8NvNLylS8k1SxQg3ErQmYiyBIRjAsS+QaZy4SPh9GD4OwL5ZyRtm+cw31pg7C3jAu3f8j3yqiSg/g+vSh9leHMiYuRP2IAG3R97s+Eiwr6pXAY2aA3yUadyXi8ZztphoGB1hB6VzdTVr/GspOAK2d7q8325Hb7lPe2morzzY82PXn7V8eqhJfInc/9lrbSSoI6I8GAIbdDU1k6JdxtWbb1jZK28LRwte5EcjEb4L+Lyuxdhfab3DkFfa83LNm9s+7KQNrjoPL8v/6gYeZrz23/wFO/rMjr6bRWvPPm6bYrri8O5eVp0aBFJsoQQ8Dzs2Yc/HXrlTP+37R3Ttjtzl5Lj7XE/9IV1x9umdnw2KaEbGYjzevVYyOrxYRACZBuY1ijnRhIuFCCqMNAR65/6EMhrb7DHPQXSFE5AuDOKaBgyJ1YAryFYVu7HpSsbZThjHG649zCmtVN6oS6xGtoGUpHAODXo5ySpGuvtoYerZaWd/dQjiqHIDljnW3HqApFWxwbVfGjZMlBmWCZOuE2k13k6J3i0eUPMZR7ggsHXg4SVTOuC+IOKDEZTZLEZcR6FcmHjeHzjMdDrqWAKBJVoRDO+jks6+zmoMORxX0ijaaeRB32GEHj3pmX7d4787Kkc9G47dllnpy8pNLkThemQhs4XBCJEMzNpQrQuT3o1O3OyQ36ZMdxn+PAVvR1xt68rgBdDrBteZXqaBTvrJnD+6wS051PRpCXeM/uRTnu89T9csT2eRPQSPMj3kOBu/sHbNfNyssLG71enSYQqm6SpNuALcA/JqxXg4Z/AU6TKi3J4rpJdNWR8nSnZF/E2v+dI0uBbWpAPqHOSFwuMz7iv0dVX7RNz6sxVgd6wv3dz3iijV9png/E5/L4MDtPUGkson9mLkOHgV9OpPqm4P2DCMYFADSOXSY8a7IKgrMrlDNhbV9iW7LYDmToQOwwL3xE3fpYHYesrbZCdosDnWZG2GqJlLSe6qt585BP5/ZdJxnoLvtL14HOj5QmZeIL8AY6KesBXDlvHZ5S9u2nrLJG6sEfCpqPds8DNjRJ0gvAY9kE5eX9nWZkeet79voreiiZoQnKQ1NPd3o0IYx/Dd7YcA2ve2p18UlVdwN55f2dDmT5JWR5/m3b/3KjJMsv7KhfmGnyJkDV0WtvPnb02puH3S0GmEIXi/gju0moyArzaCw5cKJlZkMmu7QYma6HRI12YiDhIBZIAEOmnDpTKDAFSXLLkqTxG0wWm3vAX+rofUF1mYk5wOxDCYLtKB2qjBNbU/eZ4Y6UhuFJz2HgF6N8bsS1N2sm0Vkz+WoGyVG2Iz6x47WNYTmLBuWYJGmZQ1MsDw1dXmUPldlM+k5HXc6e9g80SdJ96vV0Rp1iIPm70YWTaViZzdtMoVJtv4TSaRoruIztuwPlvM8vtGEY8hEFTgYCOLRazKV2lkkSW0ZtkxKIP4qiye5BCfBHFnEaPWgccS66bfbg/KN7OxIXslrw+/yYqypZGg7jd7s5FApjKcjHrG5fD/TsfIeQTo+xoIBCi4WVQ0OcDIcxH2/jo7Nm0gq0olybaS0hM5GpGnJ8gZGdjiMo8wEa1OerWCPBOrnlaWk/KJOiXy1g7qnFvHWrupZN6batydNNRxnNkFG+u0XAo800tsXaMkqgGu8IBvd5DuRcU7gUkF2/7agvaCwdbY7D2SB+/9FbtUYAo11XtPj5qhUo9404EXQzt3L9TODOTaz+1Tlqn+AiRgTjghg/Y/Qy4eNikjRv52xW+ah+2mUyZLsvo1htxYb7HX979aGyf/+TIVcnGWd19pVHQuFuv0xgmYlT5f+8t+KtXC2915UcJ2GfT1G+BQhNeeTpy6VAyKUJhbXGo13VSFIs2/kB0vhtp/cEpr18oMu27dQ1gxLawwaC/gK9u94r53uMUsC/N3RZnRqMu1Cyzq8CzvKBLsoHup4HrPOPtqRz3EhkZOBcSIBCNsrraUpdeNQqm8Nkuh5i2uXEQOK7sQA6dtxfvGL5qU9u+VOh25yvd+fmS5cfbWmxu/qjDNu7TWRia6Z9ngvx4ku7WCc7UxdukqQGf03Z3aGS2iU503JNV9X6PUsNp08Xep27yTBkn3A+FbmPchx2k+L9rpIYuL4KzAhqdcuOl1YPnLSXL4hZSObO1fo6amfNjpqNbs1QwBUusZi8V9fONu87eTfwJSahU8waaRVf4MsouvAOlJECC0pHxaLuxxHGsuobGTQ+N72attfe4HKdDp/BAENDEA7DTR/MuJbEjPgUlA5cTE+/TX2eVUcj3X1jyJTzoN3Vv4IEmcKCy+l59XVqZRmfTos/GMQUCCJddQU7Ua6VJwHZ4+ETdjs2ICxJ6HJzmS7L0NMXd+lZQLogfBRf8IzVkO/iEXk9LWk+GxsRTT9ioNRtcADO5/jIO0EMgcvYe10B7kINcreuwvRa1BtujDrDZilHG9VNMUYSji0o3yc9ipvUcKY8fUAe7wgGWwd7gG2Gefl1UVeoHNjy7R/ef3jX3oX3olTWLVXX2wZsBr4rr2eEPOwM2FC0POehyjutdutC05SxFxcIskcE4wIaab4BWI6SddnZSPKQG2BWXzuxidWTeXMbnezlLCOQpKZC4FvAxyRJLsvLDfqXXHGy66F/efnphfNP/yrdOrIMCMcmswPMKsDhvnmBUwqGPdf/6+Mf8QYiUX15oemak91bZhnooTdgveLrLfrn3vqgI3GfTyly4Ht1/R57uDCv17zv5EzZZEDf4+pCGa62kOKskMkh5s9Lb9m4ctszKzRE7Eb8vQWSxxRFE+mPFrkNBP0eOd+q7olFfYwFAiQ8HytYmfSOVBYFiEbNru2qWeDUhcOe5Xteq7M7eu2tlbPL7a7+xOzzqBngMaQcABuOt/HQrj3Yl13LZUWFSnVLSYoXKorTJEkNoSmWh4JTC+fpTw8YIoc7jdte1RU/9bXGwd5/uzXdqEDq+dxLgntO2sx9SuA6ZDDXHq6YERrIL/SbQgF/3EIy71hJ1Gg4qgkqbjZSMOSPGg2ESgpi8pYNwEM1J1qrb3jvlbJy96kcv9UY7pth+0vz7N80jDn8vkZaBXwXxSYvVhzpy8A3WCeP6JiNSUqmeuYaaX04wtY9LczxerHm5eFceCW7amdjHmUtsYCyh2EdNigjCNkVZ1GD2E2JQew6uYVbVsM26TAJ18r0an4py/z7O7uwebxY8vJwLryCd2fNpBclGLcAzpJiTH4/sskEGgldOMKg34+20IoEPI8S4DvSBOKZpTajyYzWSKT97MjCVcOfSfmevMwN+17mhvdQi9L86q9LftT+oTfNAOYrLA5JK6Ee3zr1I7G5DjKpkqeRJHUEg62DPcHWwSDwymo2Nd2+l+eAD6d8Zq76d7t0Fwvk9ZnrLoyH2+R6/J0h3HsDOLb7XL728JsFlxl7TGX6+9R7UzXKxGqAdzaxOms7YIFABOMCUAq+gGIX9m6a9+tRiqzcCfzqXDRo2ELqgfgPXbbWTpLUZAHeAKXeuSxLeLxG/QtbZ+W/9W7FF1596n+rLkNqmswCQ3FGdYB5Iv4j5mpc2LP4Z5ucDru13Z9vttT+vjs+ISn/6GDlajYlBSmrUbSa4aL8R6VIdIrW49NqPb42rccfK2rjJCVI/v2Dd76a5x+0pmnl3wF81PQX//bgEvqiRT2PDd299SPG5+eYJJ9FQ8TJsN59Oyme2T2WohmtlbPLv6touNNKSrKdJJWSufepL5uB9op7ft0y5YfPNJCY1c/WESOZ+HHfWb+wR/UEl4DKa5Lb3Q7YFu7faVi+57U6m8dh7bHa/W/MW/xu09zbR60ICdD0MOTmwuXzyC0qVCZJdnXT+/P1HE909QAw1OTeLc20XGU83mGV9ZpgqNDkjbhCminf2zwvOGNK3OYyhfFPaE4IXI//bM67A3m2EVU/80oNVdp+N7JluACRtt9NoKYs/rz++IH8j297qlKbFzJ7LTlh02AgeuVLe64JbdM94TttOmj2BnaTOav9ZZRAPBYUuRJez2bEYSzaa2djq53N1oTXrCjuMJmIXROJOmw/pK3IORKlg5E4t0BPqtY85ZzMWCPtnjF9xAiDlQSZVcM8/K9vI0+S0Ekmwj4f+ANIV34g3llI1xEe67pI28ksmtM9//XKxcs00eiUqEbTM72z/UB5f2fsPpSucJXr2HHmr+YJi5mhRT5yenoo6Ymgk/dT7/JhPt0kSdfqKk2fQQYksP591esovv+xCacGFCvMA4nrTbNPMcbq1AeAn6rP96M4Sz2JMgIzHfgc8P0M6x4vq0xl+uOmMv2uhNesTH59DMH7EBGMv49JCISuPd9tSSRmIXXTsiOaz33q3criwqFFx07YVv6g6bkH71m7PZsf72+hBuK3fujQGz9Z92zLwz+6turnv73yIy6PKffvv37b5W8984uzdQMd7YcxKcvjmGJz6v0hK5LfmfD5jMP/m1jd0vTk7bFJojUoAaWJDOXsIxrNqN9vGenkDQMvv62217UjtCi02tw876PGZ53EtNaXM5tu7idHCToc3oLBU/lT57x4xfLtpBT/SdjPKqD9tno2bGJ1xsxnSqY3gDI6A7C14Llds8z7TtwRmFa03XiiPz6hNE3Z+2zIVmaxoeFoy0Mr39g8O6jTu3ssJQFDOGD50safV/y2kLvTVAON7W98ouPgIMfn1FIdW+GuPWxLWYZmGhv003NuCvb5CtBqQhqzVjJqopYAOld0IKC1bty5JFmBGueMtNuni8tIV/VTv3z6oGbDQIHMENF8s1/j8Zkkf6jAuWJhTHO96sM7XzKb9UODQZ1hyBQOhY2hoMngCdrMgz5dX5XNWvleV2o2NpGKQb3R5cq3VoV0epM+HPJbPM6+3FAgsXz4WGXWR2MiozCxa6KHYU29HdSKnKNJZZRM9P3qs5jEpQHlHI92XxlTZlVRju/qJZx++10CDicVVgvylVfQXVEel1vEr9uYDvw5202f9sh5pxr0+w4kzPVIvC5GXP8l8zpn1DTur85/xWPw5OT1hrR68/7qOUuBbeX9nb0J24p/5shRZmx9nepyTu07xvTCHIasl7F3ehGOqhv5a/zohE8q/YaC26dusd5RsRtlNGQBSia8G8WSM9WbP+09Lwt/+M/I6/EkfOQt6S4eBf5TfV6Tbr0TZNTv3yZWtzHsXCQQjAsRjL9PSQmE3kCZtGYDHrkAhtxW3bTsiGbtP7/S4PEa/QNOc6+9eNBSX9N7P53S4dEy2pLUJKEURAEY+r/Hmo/kmMM9P/vu5u4nN9cvHnDm2N7eM3XGqa782eVlmdZyRox2w/4BCT/GL356ecfKn26unP5e2z5SbdMykPDjlFiBcHtgWlF+aGrhvNMPfaJNrUS5gTW/fISUH+F7mn/84eW7X1sMkCP5fo4y9L0KqHohePORF4I3fzc+satTLWnfzj72UxkI6SuHqs1Ttlx2rWPX9AUVJFfnuxtFI52UOR6lQickd1yWoWTMCoGVBc/s8kcsOf6hq2ZXGE/0HwWcBQUUlU/lUdZIbYy0XhyNdEHQdEDfmJLdP7Xxqx1dthK7o6DQZAr6ndVdJ9+1eV3B3ByuGxgYmSkkxUO+uIiB8qnMBRgcYmDnO+whTSZTV2zo45CrTC7KIRqVoxpkdNpwns+W5za2dmbajzPSbqdW/YxZSB766LK/ds7T5hT/7yt2Q3uvJVhV4u+78/rD3hsaYlr6Ku2uduvuo4PWoe4w5hJDeP6skCZQZpTyfV7CRr0VcPZYiopaK2c/+l2a2xKP6ZDB7PTk5M6MaLQ+fTgciGi0ek9u/gxpSHM01i2I3Y+G+swa5/HCCiQWmay+lXOP7n7wvQ/PH70DPg6bvARS3UOGK3Km+VziBMgnrB+vvsW4OT9H449N0oxlrStQruFs2jmfYa18zFd9A2CvrOCmygqGgNdRJiLrgYMkuDMl6sBdsuW0SfJZXw9esxTYpgbkidfFiOt/6pUd80xW3z5Pbn6F2T9kVueecLysqq68vzNImsJV+w8yz+1hnxXX0Wmc9HQzpc5NQYEZ/4CRgKwlWgB4NVbd/infm+uz3TXtPVBNLBUJZKIvvZUsO06j+cOnBOIxEqv0pt6Lz4QznzshEGRABOPvXyargMLZoOpzn3q30uM1+t1eox/A79e5OrvzShi7fdNRZusDHMkxh4+j3kDLy9y9A84cWzSq0Wx8vjb8DwvOStsz3rBTNc+7blhwZMHLe59asLUlUYoxwn0llbWy3CJJTY/VcpBaDi6xF3uXaZdVabx/e9VOzw2XDdsSwkaGZ/m7DKGgbeHBdy9Xnw8Cv5DX42SsqnxVOE/NKPN07C8rLf5rv+b2pzZYZ5a3zXp11dVlh6+Y/TJKMBOf6Kl+1pmwjoyOKwz/WJaq7Q4DGE4P5AanlZg1viAAhYXYp1XQ4HQlT/zKphR4Gq15TA4TQunMDHcc+jvN5f2dL6B6fqtIRYVwsmM4U1hYiN1mYYG5xGB5/Q9LXn7uqhtdno8vtnxE2vUBjSagBThwkLfIYDmYf/vU3Z5XHbOi3lCunKcLR3xRNOGowVBspMF/IswaKd5JSNi/M9LhJ1b9TLGQfJjZ4L0hvZuNZeNO356XvEUWa1g2F+sJeSPalhcHzZcvN/nN5bqwLhh2nioqs++vqm2wO3qTzk8jzY984upbjt7y1vM1unBEG9Trw2Z/QKuLhrVPXX3L0U8PN2/VUJ9Z07d/SoNGH/VrdNHeoNdo0ZtD90t3cTjJ+SMd2dkrJi+fZQCfOgGySNO/6GhkRm417bZ8zaBDXSwmcXkli+0CzADaDx3G+N5+bvYHuKsgH9+cGnbOmslLKMH6AuAdlAnaZtSiTKyTW7iLtWp7nL/xfWb/v+V+Zyka5JbQvLpaXWuSy4i8nhbpLh4xWnyfvP7BF75myAvGirlN2XL5tX/++KsbFZmO0ezXyHJMpjNipOvwEdq8gxwDKKa/p5j+uNxrrSzflbibacrWx639mmmMJRNuUxffPuoxGwfSXZShyJ8AhoDHJ2vdiDL1grOICMbfv1zIQ27txYVDiwac5thwKcGQzmTShHoYe0g+cZa7i4QbaG5OKF7lsXnT3Pf+4V8nscXDjHrDHjFJdN1qWDc+3WxMxnOIOY5DzHl6/ven3qQ1S5aC6SZPXvKkqAYY1m3fvuVPBXn+wdiktsfTOXykEL9G+vbarpzxi7aiweKcsDwVXb7DI63+4Z+L/vTlxisPLaqNuSSkTpQaS0KR2HExMRwA+4PlhWhdQ7nRXKMJoNROXSCK0T4LE3U0EsRJNx14s+s8Jh53deSgAEVfalW330EaKZGKZU4N22NVHW02jFNKWOaJ6Iw5H5sb0odCtk+/9ERh8y3zO+r277wOIBwmsGUrsY7gCMvBgsZSm2+X66+O/27/cLQrmoNO0mjytIHyk+26RUuih0gzES+LCaxjHoNY1U/SS0GUx2F3jXuA9ss3Fhb1Vpd5SiKndRJRo1Sgi+oHNfKJd4d0lsuKBp2vDHTvaLN+JOTYnX/CZvRY7DtLEnzgV/3fjbf7ZEl6/oO7X70q1z+YP2jK9Tw3/8ZXn7hhtS8hGK+S/txRe9mLvy3K6e7U+abY/ac/dEOf9+o5OWSZIMhK5jKK68goJCUu+qJFPTqCmkJpwJ6vGfQxPIE6SHYa+FWA41Arhte3s8RowF9UhCYQoGDr6zREImyrrUmarJlO6hX/bnbOmcKOmsuDiwberjT0hyo94dz9+f2DSZ1UeT0tjWz+AslVlbXq/Ilty/e8Vpc/6LF7cvNTZTrxdXgfHuGjDxkyw2rgPdpxzUPpvMfukRMpa5+EdBeVKE4zU1BqA3xWXj95mfEz/f4JBKMhgvH3LxfykNuGYydsK+3Fgxa/X+cKhnSmQFBrumZR+2HG274ERxazKRz/IXpl+/Tx36Qzu6Sk3R6JGbfJnSyaFBzkVOtNvhMht3tvoC6v1gjDntIyJOi2t97+pvp5GfhxFtuJXyPWF9yV0VxNwGAORTyavFyPLR8gsOTZHdWHFtUeIM1ET8a+nhI7Ln6UH2gd0DnwqWsMpf+5qUAzFIgAkqSnMmrANm8JHYRwocVMBQ2ciNsHjof5KCMofobLxDeo2/8WaTpTtTXDmcK8XFbodLimfKpGmzsjLxqKhPxDEZPp094d0/P1ES1A6xGODPnoIb33+wbg3pxFtpDnydPd0cGIhSiGXI8/KOvkoUgEDxmcJs7U8WfMz6dx5igdGrhCPi6/0zpranV5xDG9IDRowqIbHDgVxv264/COZ0NzorMi+QUFhA+H8t2l39m4FNjmalwYswhsf+KG1bYnblj964QtWUko7W7ZuNNX9oedsyNG42CORRed0/VO4VWPbS01tzX05xgi8+GGUfcrk3NQkkxqbNeRTCQlLn7ju+PAv+Z+x3YwXDtYruvSokxw1wAvpTmW6QL/KuDknn1cZzTgNxrxazTozGYwGvDv2UddbQ0xa9FMndl2wHbF5W8ZVt7yp6W9Prv/99ZPthdc5pbnN+zKA2XSd8LxWQx8EWVELHYf1ALWnfULe3fWL4zLdK7JHFxOVmZ40kdlpbuYgxKIV6KMrn1WXs+TE1nXaEya45ZAkIIIxt+/XLBDbrK8tuUHTc89WF/Te39nd16JSRPquWZR++HqCleUsTNP3Qn/W4F4gaEtbzRdAcxU3+thPIzqkpImID+7N+yk4CDQGXYairTmaCgu9fCjTIiUiQUka243AYvUj7zIOvlA6krTMDyqcGJQDpXrtEY5yGl3frsmJ5rrLrLklh3rDJOsBYUsr6eUTJMPZaJXANAPLakZ6Pnyh0+U/PeLuUBlTgmay66ip2KGGsBF8RPASFncfnE8WFCOTWykxI9S5MrSuO4Jrtq/07vowM7rpvZ1Yh10by/v73yEdXKL6ojSwhqpCjj50jx7oz7odwH4jGa/KRQwNq574t+Byk2svmstSpCoZuITsrWbWpppfMT5yxOPGmfnRdBKBwN73QemW+QlHg+BhGAsdiyzmqA5SawCHHturq9uvXbmCgDjOqiGWYkLHb9+2+OmE4PeFn+kLi8Xvdeo9bQWlLudktmhcQ2ZCn/zWp2rcWHMInBDw6stD934+1fs9pO9pp7KEv9Lf3t9T8t1DfFro+Ibv6W/4fJQviZibHC2moO5Btmvy436X24zPLj0vmrW3NgwRsCcTYA30SAwKXGxOdDYE5QNLd/I+48alDkOR1G83gMkVK0lo0+3sj6vF2terjKaJMuqPMuA3+tV71uJndmUwP77+f/U8s+eH6xYsvD1Gp/P7Hd7LYRDOpO9pHsbSoY+0eJUD/wPSofhPoZ9xLvV9qXP8qZsc+032dD08EiHpAlMqD6jicipSHdxJfAXlEJIQ8BqeT3PTmRdAsH5QgTj71Mu9CG3e9Zu30Bnslcv6TLRIzmOorEsAmZJUpNBltcG1ffmqo9hFKvGOFkMcU9aNqeR5nwUG66Ym8R4J8gmBQcdv3EdmPG1outz5+jzGJaKmFBcImI/zInB1KNZbSUhy59XOOjsGywsbtNN7fT7TI684KDX4A8UTGs9tSWhuM64r6dYpqmR5sQCNS7A4v1gg837wYZvPsrqFnZIT/EW0wliQo+fECaCSMzPzkNY9QhfCyz7gE5bGCqzhp23Xdl36uFPHY1acgwokiwZuHdH/ULHjvqFTzPcoUgtLdgO2ExBvzOk1Zv1kZDfHPCZHPk2JwkB1OjZ2k0tTU9KbSj6ahkgOAen2YzZ5Y4HY5DtaNXE5BcjjtH8y1jRP4CUl+83SaN4LMmhaMHAAI8MDHAP8JofTYn3msKlUiBskvPNfl2/J24RuKn4dhwlFo7Nq6Jz+hRs3Q7u/cKPsPW6oE9RJplaO80GfekrVZWBjwQMRk0oogtGhxj09gf0U7Wn9zH292xEgLfwwNvGxft3rODd22PHZD6KPzuHWrHv2Ued14u1qBB598NSqmd8IiMSFy8Eb47+SPvVt1HmHThTll+lPma6X2wA7rVa8A8NYcrJgXCYQYBwBEt+Hi4SJmumy+jfk/fDFcBGT7Hhvq7uMslkCjhnTW99d2rp6ZiOOzGw/QbKRNANwJ8ZDsZ9Gd2O0mzzeBsPFRbSMTCgWI8y0mc/W85oVDalmqgG+DhKtr8fuFVez5ujfFwguCARwfj7mAt+yG0cGeZhX3KqUGbuL0GRHzwoSU3fAT6DMmkKYKMsr40PkWc1xD252ZxvMxyIT4Sk4KB7szcYHowevurpytkoGV4nitVhDyCV9nfVAn+jLn8YJYuUHeo5MD0hbcgt8T3EPNnun2K02Lod/hn72g/bel0xx40zup7G7BxWspsoXvZTwRBWcnByOYep5Ei69aUU6ImgnH8TgBSOYDjZb7D/9PmpedsOWQ5uf+iAbDJIKPKeHJSOWlqZiMoG4N6ak4c79sxsaMjxDxlzgn5p09W3pJZzH6sDlxSUdPVwYEoJ11stuMjSXQeIB049liJNa8WsCo0sL7J5HCsPPXPrgytv2ZzVfAT1eN3r8RCwFCAFg3JB7Mdh9ZqnHz3Uiv6PTxKbsxEPxJokSemYtHb2ANt8l1XVEZXt4SJFe6yev7W2XtfxK7bsTewAW0k+ru0l7+2yTdWbO7qZagpqdCaNzx2eYnCeqNZ5jjH29yzpWC7cv9O+8o3Ny4I6vYvh73Q14D3Uiuf17Sw1GvBbCgh4PEonLJNtZmwCJCnXZq2u9R6UCcCJJN4TAiguQVYUq9WYy8cDAKtWDH/I58Pz2C/ZWJDPvMXX4SBmLapM+IxP1lQXdwLck/fDhuaa2zbW1RzIGNg20jwbJRvuQpnYaBz1KA6TdO0easWw/S1m2yzYBwZ4gTOzGp3wqGyaaqKfY1h2UwRsl5KmkrJVXs/142yfQHDOEcG44KInNqGR4Ru0H0XHaUHJCn0jYfEu4Gspq8gm650pm+OjU0qSIYyWvc+g3RwXsry2RZKakoKD/i1Dv9TlalctaN0160PvbKmweRxLHPk254tXLO+48d1XSlGKbQD8iHWynHHlmeiTW2zF0n1XbNkb3+afv3BLy/p1n10FzfcwPl/otIwRzG+ginupYg/JP+Ajgs1YYMnw9fAFhgOhxoOv/XtP2cMbfmP5y+7ZObvbcj/yxYfmzP2wLdxrKQ5tm7sop3VaTax0d3rdrurEYXf1r7qidXfe/uo5lt9dfbtr78zLjqQcg7E6cBtyc3mo1I49Lw+T14u/p5fuD32Q/SjaV2W+wTq5ZYyRm7t9euP8qKSpqOo+OTSQb+1y5xTocvxD9zfSfDjLc7IKcDhc7CooYKlsSLKTsdXWkCnoigdWptbOXlNrZ1x7/Oj4OrIbgHuDLp9zqvmo5PNBIIhp8RLeJrusaVKAd82+Nxe4c/Op7jqZ2LHaB8x77wB+owF/Tg7odJjcHg7NnE5Nfj6/Zo20kTSjCqqbS6qEoxpF+tWDUsQm0VLQjuKb71b3VTNa44NBwm43R9xuvjvj9yOOcxVw0lOUa3eWFdSFDTqrLhByFrc7nGSY48BwYPszlGv/q5tY3ala1mZD0jnbs486nQ53fn58orVTfWvcI4OrVZkWGdxWxiD5Xh0JS2hFGCO4+BFXseCiICXznVSpEeWHLzGY7gH+gGINVqb+9QPPAd+S5bWpgUHWwULCexaUSYCgDFWPriNnVO3muFGrkSZt48/P3Dq7qvvEHUGdwePIs7r0oZD1Y69tqmxoO1CoLuK+9wsP7WgdoWHOMoDuGx6pyHI0YeKkk118eWR2Mt1x9teU3R2oLqkJlReadH0er/Xpd2IOO/1rZflpgH+oefPfLH/Z/SSA+6UTptBHS3ZbPc7Sj7+6ceqT16043Tqtpo7h4MqXqvt++uEHYptzoOiFN8jyiP0edTh+7TfheBvs2gMDDrBa4OoluKdX81hiMDjqsV5zO8BN7pw8U0ir82mjEX2xq3/O4YpZ/lz/YBTFQi5dNc9UqoCTAwPIwLZSpOWxN57891tukbWav4XGfhTrvodWs2kfZFWUZeRxsGAnnwXkYFSzvrEs+yMOl+Kfn5ND38Ir2V47myBmprMcPZ0Jdo8p5z11ZMXu6DFava6t5QNdiXNDjgFTgyHq7HaMkTBup5tDRYXUhkL4e3wG86HyaR+zep1fGXy0qtsYCW0p7+98bITcZ1jCcQpFM25FqeLZguLi8Uv1uCeyCyhBuVc8h3IPuQlYDGCx8PBaWX6E9LQPWkyz+qoLGzThqF8XDLs04ai1s8ZuVd9PG9g20nwDSoegFdjZSPN8YGrCes3qayc2sXqAZJLOmdeL1VJAIBhMupYnrPPOwm0lE8P3ale/ne72XrS6k+RajPzlV1vVNj+SbbVmgeBCQQTjgguelMx3UqVGlJvvTaQ6GSiB1H5ZXrs4i02MrWFM75KiJ1kzGnvMlC3KpN2cFFZue6ahx1K0vbVydoXfYLIi+Z1z2w94tdHoTIAea/HG1mk1X2JyAuhYhsqAUjrbijIikW3wl5lMrhc/4ZEMNm9xGmlumDXdflO4ML9f4/W7ZK0mP+FtfeyfKY8+G5e3+E4N6bSDfl8kz9zlMedVX9uyrbB1Wk1U3acRHS5/Z+ihouU59G8ZOp7YPklqSg0CxhqOXzW9muPTq5PmL1gZef2MNnID0BfW6WfKGk3IY8zNM4QCcnVXu2HPrMvcwE2NNDdkcX7j34GBAXp0OtOhYrWKrazVFMUOG/AJoLGZxmWr2bQTEoqyJFoirpESdevDx6EAIzaWEQCmx7+/97JGkTs0SdJjAMEQSw4eYpHOwqGZfw9UJnjC/4Lt+KURo0oJuv524H8ZLloTYwZQaNDT3tODlJMDhTYuDwTocUtGs2GWtbjQM4AUlYP6SDi/rbRyeU5gqMK2RrovJSBPPB8ehqt3lgNfVUdOpgJelHuFjGKdOYAig3KidMjnqesLAr8Y5dxs8BWYHzd4A3JUp/HrAmGTPhCR+qoKTy7+w9uPVu7rbFP3+Qcp7Yxd+zUosrVU6lE6CXcCv0rdJgnXrtWCPxzG0t2btJ6sdd6TyPC9eqCrDq3OjzEHfF4nF1atDIFgXIhgXHAxkFqp0a2+PgclIO9DmZz1fMJnxvNDkZ2GMVXDrmTqRtOMxjkD7eZ4qLK7+o/ZXf1HE16TgMOsk+/6vJLdTex0xB6TfryyLEtehdIxWsKwRaCJNMHfBMqcn8lk2VXh4oI+Xa9LilpyQKfxRI26kCYQ1gMFTZJ0G7AF+Mf4J2QIukM6s1E7GNTp24qdfdOUV3GQpsPl3huwV95ppX/LUCyITtu+dDr4u5759asrtz0T8/CeD7yFEsjF7ChdJFj+qYw1crPbFPBXe3LzCzTRaFSKRskLDOlfa1g6AAxZNu68u2nl7SP03inrS/oO+N91BXvXHX5THoo8aF8352UU2cyjwEdQRqS+DdwY//RotoF9cgvFakfWzAr0uKhlF9VJjkarmiQJ4N6BARwDAzx9sgNLn55l8hH2zapMuhaijI4ntj9HjlK0aw+VQz5KSqdQWDOLt+fWcfL17SwF/Lm5aCMRioYMZu3SOZFIVNKEI3pt2Bz0GYM6o/tYaZX9iiN7U6+7xPPRo/5JQKUaiMckLACHUL4XJhTrzNjn5qrPAY6N6vm/Tm7Zd3RJ28wd7TaTx2/x55uc/ZWFbeUHu+f484xJRZb+/MytG9ff8tlYETFzxnWORUpRpLl1vPv0X6gYHCTIeOYzpCFNQaAN4/AXH75OQ0ErOfkBDEYTB3fEOgkTztYLBOcTEYwLLgYSf/ysDDuGWNXH3cCNNy07MvNzn3q3srhwqOTYCVvQ4zU+qBhopEfaH5uVv7pqSt4pb/2Uvfo8ozeu1R1PNjHhtUydgIlqN0eQGtze5fp1y8qhZxqYw3wGqcPDLpzxQCexPWPKccYhP2kHbkYJxP0Jr/eRbKuWtL4FrbtmXd3y5uMDrf+vrdDr3E16149sZEOZqHLcvmR36Xf+vATAYghr88uNg55jYav6/qZ0H4oYjQYgmOsb0rlyC04Dn1WD6REdLv/pkCl3liF1FWnbl6SDHxmw1qGM6sSC/VhH0MIaKdHKb6zrzCZrNK/6Dabbcn1eOaLRht+rrne1TquR81/Yc8L+4+duAp4h4XymTrxLlZu4/3DqPeDBhGUON9P49ygZXlDlFQmM3oHqi2fPY+c2cd5C7NiNWEeeHcOuP1I5aznDHczP8wOgkrKEqo+K3OUB9dmvWSe3PH+VtLHjNPfn5WIwm+jxeDC+vJXKa5Zw8polbNuzjzqHk3ChDUPZyun9lbRZg1pDWBuJ6IJ6g18fCfkd+TYLI8/rWOdjFYo+fSGK3Z5O3V89w9UmF6G+uGfmPNe3lOssY0e1d2bJ7t6ZJfFtLv7D28sCZr0sa6QedTXOHktRUY5/6H6UBMVJtU2PA4/cwW8A7u2nMPIst9wJkIen/2P8eXnGQDihqmkt8EdphHRs3LaGaiA+4v6SbcGfpMm0lkIZj0vm4I5tnDyc7n4nEFw0iGBccDGQ+OPnZDjj41QfAx+67sjba7/2yrzO7jzDgNPcc+N1xzqqK1wr6JQOp9MVq4F4/Eeh21tu6faWK3rD+qyHOLPKqJ+hdjOJEcGtf9esqvCJO3o0RdvtM/vfYhfLKOR6ZLbiIpDSnmw6D9lmpTegOJT0q89j2b/tJAcv8fUt3L/T/vFXNza4c/Ll/VW11mvee8vmzsn/189G/nBDRKuL6brf2QRPk8csplCBAWtCtc0jMMIpJTXT2+5qvNIG8rZZv3zmyoqOEzO0Nbl+W13+UedrXQVeL0VAXzTKnzQaVkejFGt1hHNzZY8mKtsLhtzBzqLSBxMCosRjZgfq7DfnlYcckcDs+4rnFDQYpxjLdNahtpC/s9mdTgqQSOqx3YViyxZGmVhsQsk6tqQc7xHXWcPRlun/sPEXepTrqLrYPbBv7/S5+2SNpsIc8Bk3L775JHDM8uyuq43FhpyKm6assDod/qg72NVxmg63W11/gjZ/7TeHLRGbadSsZlNqBlrO8D9k34Ea7RocsQ5JomdoAHvKOpKv2TWSHmWSLigTo38B8OZOGlACUydA/RyWmc1Y9+yj7vZVbFW93DuAee9Mifh9DlOeOeA3SpIsdRXaO0NavcnmcfgZGdyN9b2vQpGoJBJRHwtQYttyAK8p1/fUNbcdZmzZWNI2DYNB+5DNHCpud8TrBbRWzKqY4ugxkOa7e/qQ0d7TZqjp8eQV8HHlRRkpwjgkHXE50plxxhaxscm0kvSr2DE542y9QHC+EcG44GIg8YfoIIpUBZRgxgrYfrzuLwO1M/vjP7wqVjLf5M/cNzz7aptnot0ctd0f8m2pCEoGT6thdoV9ev9W4BUOs4AcFuFiIzF7NIVsOg9ZBVVq1vgF4AMMV958F+WHsSvd+pbvea1uyGjy9x73aTvfds9p3Y11708/W5oQiCtcTgv93EEYD+AijBUrlczkqTROKamZ3g3Ava7GhY4PDr42ZAjVnnDnFUj1bQe3lV9OD2rlx6aH+UM0qkyyK7Jx7NoDO46jTE7c8MQXD7MHxSFnbk2Zr/2nn6/w3tDgRqnSKesKtAO+k6Hc6f9YePPg0UD70LGQT2uWLJf9rKxiDH126rHtQenMWAHLiQ5C77xL0OFkXlEhc2Pe16lyl6v27/R9aePPsXldIRTfbC8w78rWXQNv1i3sfn7hDfsOVdV6gWW24x2Wel9HMKzRmQam2M0Fcm9wRnXAduQoeamZ+kGLaZavwPz4vqNL2phZMreZxs3AY0Cb2vZHE9r+Wsq+pQbZdpQJ1PFJmiP04yOvwVUp6+DUHjpmXouV4RGxEdfsvuq6f57XdqAMYM+Mefvv/9y3Kjcp60g63l09HJhWwVKnCzvDwVsUeLDU0XuDJydvqikU0PbmF3YO5BdGDOFAwYyu9sOkOvakSDhIcL1JOBY3q/sR+y7EXEg6gGtiq3p5wXXbd9UsiGX9Y/udfA9aIzWshlW+PGNBX3Vh5dGrqlzBXEO3/WjfqVyXPy710ciy3Z2b30syLv/p0Pye44Z57n5df77e02v67TNvhQOSac41nu3UnltJR8nW3vkzf91uM3X7Lf4pJmf77RUHOm8ujVVqHRfpXKWAX4rJm4KLERGMCy540tx0t6hvmVF+7H5ZO7P/HrLUb6uciRRimFG80BPkJKOUTxk3Se22RRxWh8bq8ksmKwDT6WG6Wha6LHmyY5aFnsYjvXmMlEI9jAzu4+uzeRzW46e14ePPdFXrjZJ/8EOXycc+ek2pdiggR3KMUvwT19JAO9uTPMUvYx9VNKAExBk7UZtY3fIP99y6Ud/R/+WDJw4s0FhNA2X6wUPHvN5CQy2DuTkMHm/jKpSMtATIPb18gXXyKzDSFtHU2mmZ8ekfcfRP99YMXl2rB3p0uZrtebXGK8OeiFaXr7VrDJGDBQ3Gd01l+qTKh2lId2ydgPNQK7tG875Okrv87vb/Qgl2p6mfPwBsLfB5HT/5my9uUNuwAnBVR/oL/EOyljxNQIpEdV6btSByrNtZWYmFhI6dpyjX3ldd2GDwBuSZO9ptqiTiHvUvFQfw9ZTXEoNsI8Md5q2klp3PFMg+rGjG1c+5AIv7FFFjPg+inPcRHd5Gmhv+2+O8F5RI94nlqw6gZpevSDneAwP0hMO0lE+lnBTryHLY0EjzY1ft33n3ogM7l0zt6zRYB91bbF7XSDcVSJJwpGG0USMb6sTYgTyre/1HP/t6ymeT70EJHSazN7C3cl+npXJfpw34Dco5tsaOlc3jCP7xgx9PvadZBt4Ysrj9+r4Ce1jyubXojbIfoKfNOH9qbfC5DPswJuPWfhdLDfOutFUHCvX4S4wunSdknvPokaVRvaal+wZ72noBY5HOVepiR5KaClEsKz8GlDLsBLY2jROY4BJBBOOCi4Ixb7qdD4wniIQzrAI3FilykjdQNKTT1bePq49fVR/3b2L1XLIjqd0Orc2pl0NWZL/z0NEi+979U+o0mqg9GtV03/6FpobULFEWhXmyLsiRZXAfX99Avs3V99axWl2BgZwhb/erD3x+DloNtf+zqX3/V1dXJ3ymiiqOUZWgE06uKjiiExUstc5vpHlt/l/3zp/6Zmu1/vTAPovZJYUHXNYjfcxxOKl6eWva/V27VlYCcZURIyb6btfx4l/+tXLw6tonUeUZeotWr7doW80VWArmmWJrjrcx/aTVtMe2B+C9AyxI9L4+3ZVUPTUpSwrc5DXlOL54z6N1rjyLEbh+ykB37/987x83J1Q0rQJO1jZob295QbZppbBOl6MNB0NSLj5cy6+LB30nAZxlBXUml1/K6/da9IFw5cztx06fvKzCHcw1WFAcc4woVn4vAA+vZtOJpKOYHGSvUPdvV2z/jhyl6N09PHrgYamNkdIi5URksEn88M/jGfURXLv3jS+X93cWA3SUlB9tmTHvOMMjYiOOt9tN1O1WHU9S2MTqFupXf4l6oDjBGeZnqjNMX5b6aOVYvABcTfI1m4cSXBkA3qq78nVZo4mNKsXIVjbWQIql4aHKmgd31SxICtABW9tjDhc5tkMr/61rCYDPo/EXFEfQaCkmw3Ediwlqv1eZO337PLV5DZpA1BTWSv6oXmOs2HR6XvcN9u9OpB2XGpLUZEH5vZiT8HIZyqjpzZLUtESW1wpN/CWICMYFlwrjreo24SpwWZLuRzSmfY3Ja2Ik/j8WSe1+0by8Y+Xg5sq8zp5Tb+ysXFpcOCQX2Xyhf//+slOkt9sbldQA27Jxp6/iG7/1mlo772lKE0SNFdwnru/5q250TH/kh3qbJnhq1z98otA7rTS34o3drryn3n6D5GB8rI5S0nuBaUUz3DdeVg20F//sJVu4uAB/fUXDibf2HKoxDdh8Pvx+P45IFGMohAnwyjLbgR++Iz9xKtFDvKHUOt/Q5dybshsuY2tnrA2x7TpRzltiG4uBv2mk+U71eQ/K6IGiBV73xCOb1tw+MisMOF38utCGFArhPNXJuwMDcYeO1JGaVUDfz2+9a7oaiANgCAdzSA7i2gGb5rKpXTVaffDE294CvyOca7LqBpddQ8uM6fHKpTbAqQ1FSv3vOkr2tESNThey/pWjttor2gf7/n7ea9fP3P4xRiHe8Vj3RBXQ/qtv/7/2Qq9zL2rH5VAr9te305CXS5LzR7rqjePVJd+08683xP5/4coPvqX+6wKq0gT3PhRJzz1q5dD05dyL1Wx0LhrsVCCziCFWslx6kC1ytsHrX4EPo4zcxe4vS1B8yQHcf/3A9U0M24COXzaWkp1fCayn+TAp11f/y0Or+rHagG3X3tFfZysLWXvbjP7tzdYXHrzxdxPNKk9E5leVe8p/rPjNAY9zbkFdOE9n1UVkZ9mLPc7b79pUhXJfuwqlw6JHkUdtBr4rr2fUuTSXEN9iOBD/LvAfwKeBH6EE5d+DmOpfcCkhgnHBRY8yrPfA5wz68IciUY09Py8QnFfbc/ATK/Z948vf3JH2h0Gup0XaP7JYxjgmb45Fuh9RU8L/TqCJmCValqQGy7tMC44sCOx9KvRG5MvVFU59nyOn5zs/uebAC1tnxfTRE/HcbQM+D1S4VizEd3lVT8P0L8eDyvGWwI4H7DNX8+O2h/7Ld9W0pYc+fXO1btAXnvbPv/rzQMSUOlFwrI5S0nuhqYXznKsX7wOc+tMOS7jU6pICYVNHXY3d+PKb26aUUGcwoLnjU/yOBPeWdM4xro8uqC54aa/XeCLJHtKi73XHJAax7XagnLd9DOuPP4gyQS9GhNRqhYpP+ohjd/JhaePJjqxGaqq21V91euvl1yw2hALRoN6oAdBEozqSs5wbgHtfvGJ5xyfdf7IV1FQ43bn5rsuPtrTYXRSgdAynoljw7Rt8x5n/zqvRXLOZqL5I5/T5kd55KVgy19zqGsWQKO0xfLtmQfX8o3u9MYvNPfuoM5uRNRrizh/x43EmEoM10pR5kqYawJWTP7Bp6S2H1Xfix23tN5UXjh3HtuVVFrg97HO7OUbCtVwv3xZrSxXQfvPMXHt+16CGChqI4idCL2YsBLmfNdLhtLKVkTSgyFIqGO60eYGZ6vvrH5m2ZkcjzT5GH1ka1wheus6xRBPAve9stjre2Wx9leHv02NZ7EcmJiLzawds+UcHe/KPDsa07laUa+fLKJ2XROaqf7dLd7FAXh930bokkaQmCfis+nQIuF+W1waBH0tS0z+h+OSvkKQmmyyvdZynZgrOEiIYF1zUJA7rBUPK5ex0mc2v76ha8PqOqsf/cU3mYT018D5besN0P6L+NMuNWxoz4gfXshrpC023omQd5YRFx6+BV/g2ShABgKzT5js+vvg68972A6bWTgdnEEQNDPDY/v/4x1VRg14q/u8XnwvsOO2ULq+qSFpolImxa2VIlTKcfugTbZ4bLjsGECqzObXuIbOskfyRfJN1YICegQGC/pqy/Y3rHgW4B5oV2UGa7J5z9eJ95v0d84wn+vtJ6AiYWjtj1RFj2z0CPMWwljmCMkF3EBhRkGbhc28bFz+7YwW/vz0uW0mRPWQ1UhPQG07+z613NsoaDY2vPtPx5PWrpgEMGc2RxnVPxH0bY522XTULVkW02rybd7xkuaJ1t6vQ63SjdBiSJn8e3xnMN+ZqZINRihojkQKzQY66NJpIx7PO/CtTg/EEB5ZvzFtc/eIVy0/tqlkQP4ZvNCzeV9nbMc/uUo6hz4fdaiF0ooMDCWsZ37WZriIrfEwrR7UAWy+/dq+s0cQ6RcpxS9Bbv7MLm9kMJcU0tJ/Eo448YKjJvRtFPhLvTHin5dxkMvkd+mDET0T9zmpw4aGE7K/9KpSKn2k9/2MvTKZsLBNnaaLjRGR+o+3LB4Cfqv/vBy4HnkS5D00HPgd8/wzaezEwHShS/z+iBuIx3kMJxnUoE6NfPsdtE5xlRDAuuNi5UIf1MuqDGcUZYryo1UlXoRSQqSNBp0vCj2O2hXcaaV4MfBFlSD9mIRmJGvVm7zVzliLL202HuybswPCO/IQdKNX1uvsLnt0VcaxcaOy/a/lfgb9RF1FsHsueOLGJ1U3p1pEqZWhMKGY0cMe1B0q/s3GpbNAbpYjsBKyhKZbp7T/9PCRU0UQ5NwUoAWkc980Ljsl6bd7i2x/S5+ZwW1EhzKlhe20NkD5w2tBIsx7FSUaDUtjpB4kLLHxup33lTzcvCxr1rqTtF6sFcci6rDz3/MN3bP2WoqJZHUdOmAK+wdjrrlyLnxRbvMQRCWY+SJMkNdTN4VGfjylmMwWXz+NAbQ1HgX7nABUWWzQSRasNa7W6SEjS5/ij0snTpmJJSph7kOLAoolGF31yy58KdeGwZ2f9wh6AXTULjkW02ryH1j/kAKrMZrqPtXHK7U4q8jMcuKULtBOzz+kLCn0dxbGEqCR5n7x+5TYSJmWq+74WcJwqKjP05Plr9FNypHAwEC7UDV45MOB7FnBpSwy3Aa+S0CELFhn6wi7tTH0o0k4OVWgw4SOMni6y70CkBquZ3GVGZ5QJr2NYfCZxFiY6jr+TkFj8KXFf+uQW7uIz8no8CUu/Jd3Fo8B/qs9rJrHtFyqJrlKpowCJz1OtPgWXACIYF1y0XMjDepkmN6pvjzYsnTVqIB4LUt5CcbC4HsXBIu4xnm0hHzWo/B+UoHIrarADoAmG/FEgMN0+33S4a8IODKg2j+GSgqIjz69Zkeb98dg8xogHBq7Ghb2yQddibX5znuXZXU7A0f6z/6f33tCQVEVTfawkWQcOYKkrC5z+x7vJQwnSYoHGsBuISkIHpxGltPkxYGnCurSAdM2f31zgLsyn+sDJXYwi0xhLL91I82zsFX+viUY9H3z3lZNmvy/+oxw0GAMo5zdt5jbmEiNHmWI20RsMYFarUG6rraHXakX2+5A1IdnnDWvzdJpoSA7LWl2OPkLy3IOk0YSoRtPjNudbl+95rS4WjAOWvTMv261KcjjwcDyYtpIauI1WuXP4WKfTJ9cAJQAaWf7F43l/vybNIas6VVga2F89Z4mh5FAk4gpIwXyDZLJLM/01VruptTNoqMmDlMDn5Mqpu0u+21uHxAzAh48IIUwsoBClk5oNWbnLND0c37/MAXUa55YsLD7PKqvZ1NJM44j725iFe/rSX+MpgXiMRFnf5LmIrJHaGEtOs06unrTtTQ7S+W6A4OwignHBxcwZD+udYWnmURllCHqyfixTg5RXUPZ1ESge47K8tkXNHGcz2eobKEHlBoaLlEAkKhGV0fa6kCJy3IFhHNn2xOUmXqI7A7GOj2XjzrutG3feZmztRN/r3mbocj62VpbTVtFECcBcJOvALYDtzud+62WM45XQwZFRhtSjKMcsfg0ahgK6L/zrL2/7wMu7pukD4WM5g0kqpYlIiH4GmKIazVd/3vj5xcDbDDvyjLXOVYBDo6FHq8UsSYr8Ys8+6mprCNbPoe+vr6DR5ujKcsxhacgnRRwefWD6PKOT1qQgP0krPL2z/cD+qtqldkdvond3UoZ01Ky/kiXOeKwbaW749rTaFYNFOeYKTpsKQw6/yRfsoo+DuPjfRMlHGtq7Cu0368Jhf9kia1f7ptOVejki+/JNQ4HqkgWm1s7W/BWl20npkHXeXBrwbTt4Iuf1YCkeDOQyyFz6saMfZVvJjOEuA3ColRESGbIPqM+8TsIZot4nz8q2pLsoQ9GRg5JoefxsbCcD6ToG54LuhP+tKe8lzkXpQXDJIYJxwcXMGQ3rjdueqzjNcHq2dmdnh9RJVD0o1nOVsry2aZTlICVwa6T5FpRy4kGUDO/wsdVqoroupyVYbff3rV78wvde2tsyjmx76nIW1BLdseUaaa5m2O7xnU2svnK8B+IK6XZgZDa7SZIeQX4ik751N8Pa8XiQWN7feQ9je9bHgqEVgLbY0duxYtszZn0o9KHHVv49ALYep/lDv3/lVRQJkQUla74N5TyNa65AahVXlE5XdcIiOmAWmTOIVcDJrh4OVFUq2XuDAb/Phx2wVZSz5erFFGzcYbkRpx+9WeefWmt2D5msAyn7nnQsy/s7e/ThYEtr5ewk7+7UTlnarH+n1EAZK7AgEcJJPwdw0hPbXuza8RcatbMDR4v9ZlO422Q326O9QXNRYBlSvN5AJjZoZfkzBYOufv3s/EHjR4q6+97st7c6Dd5QXaEReKRgRSmkkVvkmINHWRK3mLOq+3uQ8XQmYxntNVLs+5c0n+NgKyMkMupjNgF1dhMohyVA81H2zUXsus9uIuo5R7qLSpT72BSUTu5n5fWTmBlPl/VWOoUPqM9+PWnbGh/HUTzFi4BZktRkSEgwxaxvwyidOsElhgjGBZcq2QzrZZ9dKs4wnJ6g+z0PZDuJatTl1KDnFyj3g80otmKlsQVDFUXe1tcfjA2vxxwYUo+dAUU68OtGmjcynCUfczkmJxM12rnMqG/NMHqRzXGtQjle1bpwKHjb9mfNg0ZzpG/KtHj2NGzUabd/dKFp1u5jR0tO91+BEozVoXR40uprRxmpGauKawnwt8D9ad6L75M6cXFbqZ06WcZuNtON4lfNrJncO4+Ctj5fqVRsHiLfEDB9e/vlB1L2fcSxtLv6o3ZX/1evGY/cqlP9PuUTYAgJE2bK1M6Kk6C6vVWAQ1cXDrADNHI0ojFHcMt5hWZ/wJMkCErHOrll8/5vvHD1vjc/YHf2WJhbMnDkb1e98U79wiDg+PH6LS0A6eQWZm8gVg10a8IarSRXl82WtNdTv2LWl5REsNkw5uWyQg3gR+rnx1gnidfosARIgzKKKKNYK3pJI7u6EJDuYg5qQgEl8PysvJ4nz+pG10h64Avqs0GUe+E5I2HeTxVKZ3sJSqfvQUlq+g5KAakZ6uIbhZPKpYkIxgUXM2c6rJdddknhvA8Lp9y029XtxnTXo02iGmuy1dcYrvR2CkWrOZTweTOK7vXnCRnPxGNnR8n6+lE6QfEseTbLoWTJz1QTmfFcZlmcKJFsJqe1A1cChHV6w/9+9LNFpNBfVmT49uNf/8LKn2zaeNcDv92GoocvR5ET/TK1E5c6UuMlZ5aPnMf/nh+1QVk6J550dMT+SZng50Nxpjg+MEDvwEC8QzAckK2RHqm2Ou+W4aaeoZy+n7xz1fbNR2qTOw5jl4LPFuX7NJtdvKNeE0b85LMAJ63q9u4BTupKI/oTCyvaSg71F5vdftOgNRdmsJXpY2epd9QvfGxH/cJRq8Sml1tIMHl1CNJeT4NDJElkCguxTylhmU6Hi8z6+VHXmdK+2D3rcpTvnB/lu10B7OEc3ruyQbqLK4G/oPj1DwGr5fU8ew42vRplsj/A46yTnedgm8CIeT8nUc5RPcr5/Ib6F6ML5V4tuAQRwbjgYuZMh/WyzSzDxHx1J400N20bSiC+kZRS4emqbo4RjMasBYsYzhAlYgXuPvitnrnSg01/BTbcJtcnHrs6hm0bnSR3VLJd7kyDglHPZRYWcsOMEnAm6N/nM3yNZUMPSkZ8C31yU4Zl4h0+N/n2HuwNRvxyDa22bsp2M4q8x3C0q79h1ld+DLyDLKeb4GdRt6EnQU6SpE1eJ7fUwpfmJHf6uki9pkYvBT+SdG4pX1a/T9ORgW0cpA4vVizIxDsIze2AzaG1Oc1Th8zHKqa3hyS9afDNfs0732O+8yTGkzsVZ5JMGusJdMSG9zHbTscaqeFUUdndztyCJaeLy3irbuH2HfULH4tvI8O6BpTMeDygtllYMDQESxaxizH82LN034nds6wMZ+D9Cc/Pyb0rE9JdJF4XGhTXq1yUe/qt8nrePEdN+Yr6KAM/PkfbjJGa5OkB/oAiQytT//qB54BvyfLayZPrCC4oRDAuuKhIkx1+Bvg7JjasNx57rrTB3qmZZb4vJlRwJMMkxkkgU2a+IUUfnpZ0wWhCYDk9mwbo8jUDqNm6oz/o3zjznqJYVt6K4t5iYlhCEfux/wHDx3i05c6Uya2omibgTNG/xzy6XV/888+NNo8zOGTKCfYX2HJ/8+FP1wNMO3zC95Ml9/5cbY81i/bEO3wObHUaov4oWr8ZX+IEw3hgVvG1x2s7vvd3AMh6XSyDfW9CkJZ6vRwHHGvljJ0BZV2TaYOXyS3lGF5mqFnh6fQwnViRKgd3xANKpXCReXnHJ71/agjLemPP2wGz49ut+vw8At6+YWeS0SY9jqsjlkg2nY41UoMjz/JQW2nl7KDW4C50D7Dijc3LfUZTReNM7ksKyKEl4f51D9D+YZ7buIQ3G4Cq/HyMc2rZWjs7aSQv4/cji2qlifcsM8OZcScTqG8wmaiBeOJ18TmG/fmLgO1S8tTcrfJ6rp/0hqyRFqJMeAd4kXXygdEWPwukS/L0APtlee3ic9wWwXlEBOOCi4YM2WE9SpAxnXEO643TnmtEsOcosUz/6X+O9K9OmsQ4eZM+JzUznxJYvkCy9VoAJVv+NwBDbcGev04/8t+Jn9//z90NM+8pih07Wf2LTU4E9cc+JTOZcblsnVkyka1P9xmSGuAeBfrfqVmgv+93/5kHOA5WzgZlmBmH3XZaXX44szr6uY8HTyH0Vh1hl56QyYc5tr2k8z3l+5sXT/n+5kdJ7iDG2nnOR3Ji5/Cyo3vn37zjJUt920FXoXJ+T5HaidyGnhkjnWxI6KzECxeZFqyKoM272feSRf7tu0ajFO7pPsgux/GkoPV8SS5WHSutsgd1Rrc+EvL7TDngH+LGd16xt8xsSGpTuvvX89y84nluVmwjlUmEtpT1zwDKWSOtZ3QNeTpi96wOlNEzI7HCQ2dY32ASSP0uhc9TO76S8P+j52H74xmdFVzCiGBccDGRKTv8BErmZyXjHNbL2p4rTcGK//r+/9O3XJfWv1r5EZ7cSZ+TfdMeyxbxL6jBuKSR4jaHU27Ns5ffYanXW7RT1Zc2MPyjHySNvV0sM9lIc6blXiULZ5axyCJTeKakDXB31C+sRJkEuWrOycNVm9bc/gCxoKlvNOe9EcQ7fHqCTg1Rq46wdJDa2ChCukmkI9qTl8v8ykoscpRFGg09XT0cUCdunrUf+VjnbkHrLs0nt/xputucL79TM7/wuj1v5BkjoUKUSbqx4NmIk0Wsp50yKpmHi0p2o1ZZTVxvPKttWg2mB2l6XFpPGmcSzp/kosqRbzOZQoGYDASf0ey3O3stado01ryT1A7/DJTJfNtpI8AxbsbHZ/ij9AIuHhvzHpIsj8lj2E3lCOffTSX12v0Vyj2hUl7PuL40E2aNNAW4XX12GOWed66Z3BE9wUWLCMYFFxOZsn2Vsrz2LpI9lyeflIIVOzL7V8d+hCc06TNdlpjJv2mnHsu4LWJC5UtJkpri2bopt+bZZ/1b8dJgX1gOe6KnSJiAqf6NqssdpRDSGU2OHU8lwkaa81HKbcd08uOxUszcIRqvjhpGaKlXw4bmdbc9Aqwqoc95iqnWQ9S2dFLeS3qZy4j2FBQwY+Z0quvnsG/r6xSazVinVbA0HKbF7SZKltfLeI6pyirA8aF3tlw+ZDD5Q3q9XxeJmPothZapA90yynyBHpRJvMsAF0Ps5SgWjmIjU3CYcowKC/ENDIws1EQ2nYwMlT4nsK+JtNs8jjp3rsWkj4T8AOaAz9RjLfGnadPooxUjteXlKIG4h10sxYAfE/3AB3Bl2amfyHV5bji3GeF05x4+huLuBPAj1slyhk+fNWR5bYskNY24J6bO+xFc+ohgXHAxcUEM6cV0n5f/smy+qVxfl1Ot35VXaxxRgp4JSAUy+XffJtc/8rS0fzJv2tkey3gnoPwOS32wLywHeyNS4TU5BxI+u0oN4MdsSwbt+j1MUFIxgUqE32Y4EB8vk9chyqClXr3m6UdilSvTdMpSOzgj2lOQz7z6OeybNZOjHZ58/d6DukXd/WGrtlhXsN1de+9z8vZsOzfjre5YBZy0eRxWR57VBaCPhPwdJeX+qQPdEkoQLqGMvgCjT1JspLnhqv077751ZsNNEUnqKx3o2V0+0GW79WYq/rQRBgc5znjOwcjjPQt4vP0OaaCinEK3h31uN8cy7muGQB7YMKOr/QP7q2pnB7UGCobcGMKhgpeuuP4wanGsBMb+ziUGz2vUUYBWrsOAHwN+okAuFkaptnqRcO4ywum/a19nuMKwm+yr/U46kzpHQ3DRIoJxwcXEeR/SS9R9dj7leWvm14qWuVv81wNb82qN8RL06uIT6TxkzBKrEzUn66ad1bFMzNzoLdqpYU/0VOE1OQcSOh+TIREY8ziNoinPOqveSPNi4IsoXsK5jJMJO3OkZ8x2jzXxMFEnH5OmXL0YW/lUKk+68/VHmTWncF6k26gNtReZfSVfPXbzCklqOpxFB24iIxXtgM2Rb3Oa/UNmnynHH9LqTSjzNjpQsryVKLrlrZB5kmIjzQ0NR1se+uzzv/tAns9r9JrzTB0lU21I0svT6Tx+20fQ//HJZC3+OCtW2lE01PL+g8wwm3GWFNPQfhKPKudJ3tdMk1BVy0HbGum+6q6TiW4qW1pmNjyW5roY7/1L+V4MYSVHdUPRYiKEM/WYXWzI62mR7ho5miavPytBabrruQbFmx9gPetk71nYrkCQNSIYF1w0XCBDevEbe89mLxK8UnZ7wYJAT3hRXq1xI8nB2UQ6D+dk4t14AstY5qaRZjiDkYlRAupRj9No1T6vyPJ4NdKsB/4HxULtPhSXl3EzYWeOkSS1+1Ar9r37qPcHmHrsYQmylEqoJeVB0Re3o2SfrRpJrp2a7+7xBo3+AkPQ1DeU00P22dSJXIOK88kVyzs+ueVPDWGt3ugzmKS5bfsPo1RR/Koqw0g3STHpGrpq/867V7yxeXauz2v0GUxDhlBQN6Ozreh0UemV5f2df6mtoXIsR5gx9ilmsen3eqnUaWkPhzGV2qlTg/HUfR29c7JObimHL5WjeF1+KEMD0t2/vn/Dc6/es+jNVax54B5GTtBUvhcF+PFhwgxoMNHDu6nHLIY6qrEWRQpUoO7z/wEPr5XlwSyP1TlBDbzPxb073fW8E+hinXxu9OkCwRiIYFxwUXEBDOkl3di7N3t7ujd705WgTzvpk0yOGqrryrcX1c7vqbTXvb5y8a6dNy9MJ33JyHj10BMILCc8MjFaQJ1Fx2C0YCjb0YdvAPOCfeGXdjSerLpm23QAwoNR8/hz5JNCvN2HWrG/vp2lZjOy0UBciz+qLCRZNlHNsGPJAWBpMKzVz7INFBxzFPryDQHTT9656l2y79SNekzTVQndxCbF+aRmwaqIVpt3846XLFe07nYVep2pkwXHvIYWHdi5JKjTu/1Gs1kbiegjWl2YSBjroLuSicvSfMBNKNZ+pSjZelNeLp7+AUyShN9giBcOy2qiLJlLz6dKWeIk3b/GyLjHNeQzuJt93ISPPtxsx52+gmuTJC0B/gpJxZBmAt8EljdJ0vVrZTnI+48LQt4oEIyGCMYFgvExvht7XxYTqBJcV6y9rrecJZZlK3+6+XqQtu68+cpU6ctonIkeekzOUKYxanZxjI5BlWXT24HC37y6TN/psIbKbM6BO6476Gq8sopkH/O0wV0jzbOB++SI7Hl9aZtDV6CxxN4LdIanSLObGs7DhKl4ULp3H/VmM3JeLlL7SZK0+KQ7JiODuEUoZc5jjiXbwrL0kQJDwHr8oNd7/L0hW134z7dXkeNrYd7rSuI0u7aRckwj39KcWh2Rp6Ys/wBIbFL+b2edXM3MB9OvOYtiOlP7OumxlqCLRPoq+k5XAgR1egoG3RrG+i6kn6gHyvfCgqIPDofQzHYYCkPOD9Z6up87WlUYdTlzA74uspwoS+bS8+kD6/SMLQdSPvulFIvULtJ36n/EcCDeiOKQ9AMUD+8lwD8C38vQlkuZ8y5vFAjGQgTjAsH4OBs39viPcvmxLpCkV7qmlSxY/OyORTtvvjJV+pKWM9VDZ8sZyDSSsouDx4Lmln/oXOx62z9P6m/6JsN2lGtT7SgtG3f67N/fvFw26d2yThvO3XF4Vt4r7833z6s8rC4ylr/4zwBT2385Xhw8HDxtWzycOJR0RDgfE+ESglJ/gKlGA6faT8YtCGH0LPbdKJrXWAGXQRS//ZhjSY9eI7/+h5cLrz69r78ygtYXwOzXEs65ltevbpKkVWtlOXVyYZzRPNuDDxpytJFQ5v0Kk5x5zZwtzni8rYPu7c58y/KBgkI3EicL3Y5SU9CfZwyFDhOvzjlMor/5pytnVxe5B/bZXf3xyZgoxZmOo4we1Pk0xlBQozf6NfqQbkbpibIPM2VwV4f90AHPaRhwMPL6SfrOt7ss9q/99aZlT7fWWoMPK9fuNRV3dv34w8++O39Kt1NdLvY42rWVvRxojE59kyRZgdgo2OG1svy0+vqPUYJxgM9yNoLxzjTnuGxsidU5YzzVVAWC84Qkn3s3H4HgoiZNFdANZ5RZLU7rnSwBlfSNrWlU9dDvAvNQKvvF9NDjse07qzQqVUptgNN3MmR89cpjnw/2RIrTLNqJksUrQD3Gn6p4ep7tCkOR0TfkNbe0T4maDDJaSac/7TylHQrsATLKORppvgF4CWjr2uz2myv0UtQvB2yLcy4D8HeFe3f93altS16oumsTqwfOxr6PRZMk/RfwAYaD6wMoXuwjq2Uqwe0GlM5LrKKiVX03AjyJ2kFs+k/dB9whU5Efs6Ql7M9lqM9EQKeu94NjWfqle79evu0e4OTiu96+TucJmcP5er+1wFWVnztUDcAhXuBJ+cMJbb0XcBw6jPG9/cwfGqLY4eKFgQEeU4P+kW34JjjyLA8dK62yO/JtJpvH4Z/R1d5j87ruyxCI3ws4vv6H7883hEIWd16BVN92cFt5f2esqud1wNOo36/maR9fVhB0Fc51vVdyPG96d6e5zPnLmZ/reGHqzUfketJr0dVORZc3d9blv/jizT1DeSOu3XxDwPvCpx7/xeLyUy71JeU7nEmXPKyfdya8agUcMUedbGmSpFKU7w5A61pZrlVfvxzYrb4eBXLXyrJ/POselc6kEYF4cuIHP1+88Z8fuLmBybpHCgSXOCIzLhCMk7OgWz9TTeM3UALxDcCfmeDkxIkwjsqZw7KMuzuvigXiOdP164eOh74OfBplmL0MZaJlJ+qQv76jf1F3ZEpohrmnKJpr0iDLg/puV592SAksGT37mK8+VpfeWjDiTVOprmTJC1UrUIb1fzX+IzAGa6Q2RtFphyOcBt5mWEJhBq5HKUKSbrRlFYq3vaQ+96NcNyZgAMWxRMn8hcJ/KsDbWsAIo4iKsewLM73v3tjlLVhRajF1+63+EqMLZCnH7C8HIEKIHfSmtNVxqBXD69tZYjTgN5sVn+yBAe5tkqSNwIoRbXiYR9Z+03XfFUf2jqq/BmWy59X73qyxO3tMUwZ6Sk8VlXUMmXIix8uq6tRgPBYYW9TjhEeXb80PuX3bSpYe+sS1zVvV9yVG09Or2fwyqel7QCwQ/y7wH6jXridozPvSc7d8+J3P/fyJhG2O9h2ezFG2bhT5SilQ0yRJtwFbUKQpMWIyn86RH58wI6Q2bR2Wovy8wP0orjnx8ypJTY+IgFwgSI8IxgWC88+ZTIycjeIO4gK+jGIdNy4mmukfa1Jm4rIxvbkclVf1vzr0AWXD+IaOh74oy2uDwI8lqemfUFxBbgB+jvoD7yOnR9/psEbwFuTi2a+u0oQiP0g7rJ/QSbh2XAfjHOPzoSNBQoGSGXUBHRmy/VUomc4l6vNYljMXuCMpYH1Y6kA5J66Ez1tQJi+OpVdO+37PN/brC1aU2oYqc/yG/oDJMDVUpNVE9QCc4gBDxKRDsbae3LOP64wG/EYj/mgU8vPjPtlfBvambYOSGR79GlwjNag+5P2OPKur2NlXPK23oxqJtl6b3Zqwv9sZdnBxlftO+Y0Rv+W/ar70bsLaxuz8SlKThCL1ABgC7o9du0bd/d8IRnQVu3tKa9ucFnO11WVkrO/wJMon1sqy3CRJa1EkWUBMwj+CUTRGE2KE1Obt3VMrZkxzGJhgES+B4P2ICMYFgvPNeFxXRvIzlMD0q5tY3dlIc/V4Np3om874s1jj8qPexOoWSds0CDwAgMxhNZiJ8R5KMK4BcmIv7uHyA9fw+tIgeh3KvqI+prV4S+kkvIGSbQ8B27yHAgwdDy2w35y3GCA8GN3/bO4n5o6xnxNnnVytBknxkY+Pr2TZ3HquB9h/gHaUYFlm2HtbkTekJzaKso3h4N0PvJAmiPsJSvYWhjt5+cCDwK2MrldOq2c2nBq87Obvv3w6XCxZDEciU4yVAeV8yMC7HCe50E07YPN6seblKh0CrRZTMBj3ya4AXhulDWOxKiJJfe5ci6SPhOgqLO2a1nOy2u7sq/Dk5B9keDLmI7Hlgapqb9u7P519d93t7U8s+Mb+/zS15Vb5/3fmnT1bSm8Yq/M7HShS/z+SeO0GI7pdQEVU1mhe76i6rNq6902yCawnsULmWln+eZMkeVBGyupRRlA2olSaLEXpvE62FGvEqJ4kyfa+gZzelOXGc14FgvcdIhgXXFxc6JOFJko2rispqHro5UArsLOR5vlAotOFWX3txCh66DMpRZ/9BLRhpqQsm/rZGCVTbs0brLjDUmcsq7Ief6lKqv7vp7qLeweKUIKM7ZDe4o2R+xTTDtfl1Rq35tUa3wIWA+hyNb5R2prEOCQ5qcSPk06HZtZMZaJdOEx4+1v8lQQJhcpoWdrYKIoDeJXhUZTHUhdcK8sbmiQJlAx0BUpG/EH19QYSgqjCQuw2Cwvy8zGyRlqbrux8QQEzZk6nOr9/sB1oZjoLMfMRAJwcpZv7UzqQG4B7rRb8Q0OYcnJAp8N0qjPeieoY576nUlU60LN7wFK0BMCTmz94rLT6dHl/Z3l9+yGneowSA+IWgNo1UsO/7v+Ph/baLjcfyZvJVH8nv3vj05T5u2HdqHOosrp279i06tef2bjnj1nuw6SyVpb/APwh9rxJkmpQJvwCvLJWlqOTvMkRo3plU7zBpu9dn3pfEFaCAsEoiGBccPHQmcE+rFN65JIIyMdPTA9dg5IlTqUepez4nWTWQ08koI5xplr3VGI6aHJm6e0zvlZUHfVH3b4ToUCgYWZBx55vHTZ99/e/nvLDZ2ITw7pIX30xdZ8OAEsZLsnOFDo3LeKtDgse8y/483+9wxWcotJMhiB7PJKcNMSOk2HB5SwzGskDONbGQZeb3zMeidI4pQ2qa0o655R4EGWzYZxSwrKhIZhTy1Ygbdn5gnzm1c9hH7Hzbac8vjYbXxkxkqO2dW4dd7/1NjcNDdE34GS7wxHvRP0ERTM++r6PorsvH+ii1NHt2T530Tt+g8lq9g8NRbS6/yv8es+X0i2vsqrM3328rPOFXQmvWTkzGYU09iKTT8oE2ADKtf5HlCz4FcBP1bbJnA0nlTK5hc7k6/GtdysefGHrrBUMS66ElaBAMAYiGBdcTJxJFveSICU7ax5j8Ww4k4B6XFr3Rpoblr5a/Ylt17UBoDFLpSmLxGdYTvuctSMakKf4T4dNunyts6DB+K6pTJ/f8YPPfrnjB59tY/TMdOo+9aBcH+VAZTknfYt5kxz8ITd5GifW5fXsB9h6ispMQfaZXHsbgIeA2VcsUOQnsgyvvh6XpYxlzZjMJEgbEu0L83JZodPhWrKIXbWzlTZNr2ZE2fnl19E2YzrH1FXkohScBGXi6V8ytbUWvvRHaaRPttqGw+Pa9zRoZTl4zb43Rx0lSGGiHdDuhP+tKe8lzg7u4RyQZpLtQpQs+KNpFl+7VpZfOSsNKUu+Hu9ZC//8QNOI8yombwoEmRHBuOBi4kyyuBc9abKzFuBxIB44qprx4+pHsrE2nPDk0QxFgF4FVjXSfA8JAXOs7YVXmx3aHMkXGZLNcoQZN7b/bsFLVZ+OZShjwV248g6r11Su34OS0bOjeCjPRLHvO8Tomel0+xStuOfXP5nyw2cazFfbVjiqcwLh26eecjReNSeC1h0lzAyOzTlFZcxdIzXInvC1pwadHVXTmD7FrmTFu3s4eeq0MlFStS9MG6iMZT94JqjraWGNFNu3RI2GK152PtkrvBRltKUO0AIcnjrd/bUv/ce3oDmjbCe+rSxfT2KdXD3iNcUW8AH12TskusiMPQFyoh3Q4yiWkkXALElqMiToxuPXLsrxORekdhBPqH+FKBO5vcAO4IdrZfm5c9Qm4IKolCwQXFSIYFxwMTHZsoiLjUkfGZDltS2S1DQiM5ttFiuxCNBoUg7vocDdQ22hGv+pkMl6lbmv/5WhSjkoa/d9uevH0uam24DPoEzeBNhoKtcfVj9vQJGYFKFoxMMoTiLbyGBrmK6TUHHPr1+d8sNnVgAOw6xcKdzpl/q/c2RpcMoMo3FRSXcIPWZ8VnUV6YLsM732zDdcPxzs7mnhtQzbiTOW/WCW282GzPuWXFnyLWAZcH0UaboGmYikiW5cestzjE+2k0QzjSM6HKvZlHkdayQ98AX12SDQBHxI/fwq1kiMEZBn3QFN4zT0DPB3KKNSD0pS03dIuXZlea1jjF2eLFI7iF0ocrTKtfLY9QkEAsGFgwjGBRcT7/eyxmNmZzexuo1x6lezzWJlkaVN21nwHgrcPXQ8dFOwP9yvy9O4pt5eEPbsC9iDfRFj92bv1SQ7PHQBX0MZ9r8XRQ/vR8n0RdX3IyiZ2VfJEMymVgpt+uHta2Ntiw5GnLoSozlMwC/9dr8lumi5yYQfH+ZYu9MF2Wd07ZUU01c+VcmeDg4x8OYODqNIHUYL5s+VLGu0fUttwyvAjRpkE8Dh8pn7Xl1w3amUNmfdtmYaG0qO9j40/Z2T9hynzzRkNdcdv6LyA80zG+8bJSBfjeKQA7AZJTBPnkcyWhn6LHX3GZyG9CgZ8ukoriXfSPhI7No9V7zfkxMCwSWD5nw3QCDIGkWb+AjKj2Ol+vh+mrzZjvJjm8g5+fFNyNLaSM7SNiQsVkUal4lAT3hJoDfcZyjWgSRhKNYN1jxQ3FJ8Y26XzqpxodgOxrJ6V8ny2nY1mH4EJQg3omRAu9VHP0ogOy7njVjbAnvdBySjxqQtMqA90OPXEi7QECk4xoxEO7ykSY8J7Um69kZkgddIDayR1rJGWq8+NgDc/jfkaDSKrOPAQd7KtJ1MbU5g8mVZ6zJ8r5TXU9vQA/zh3VmXHW5c98S/f+OL6546k7aV7e+6u/7l1tmGwYDkzzO4DIMBqf7l1tll+7vuHuVjX1EfZaCX4c6CrD7GRkwys05ukTrlDVKn3C51ylVSp7xKuouGlKUSOyKxdfcAT6AUqDohIYfzDAHvh6YfObzjzp//Xv7mAyMrS509NqBcQ1aUDriVsa8pgUBwASIy44KLi7Izn7x2EXM+RwayydKmzdQNHg7S+ZRn9+x/K14CEPZE/bkzDZFZ/1LkLbkx76ZMsgZVbrKRZLlKzGfcz/j2Pd62YOtgD7BNV21eYJpm9uXh3J7gptIF/DJdm1Kz7SNYk8HtZ430w+IiJTgMRQj+eWjWVNedFaXOFQu3u1YszKrNCa+dnc5X5kmhadswZMo5U1tCAMoPdC2J6DTusEnvBwib9H78IcoPdC2hPs0H1kgLgUXqsxdRJpKOW8uvBt4j/fXv4hF5ffw4ZBqJqpTltXexRvpFwjpi38fRs/KTSOIkXM5gAqxAIDj/iGBcILhIyDBhMm3geBbIZgJj2s5C158923s2e0MSbFN8w3XWobaQv7PZ/cL2G+/MxokkFvBsB+ajlCN/AXhsHPue1LZg62Aw2DrYCjzyT+t/1/L5LFcyBpk6LN9ElVW8dfnio3u/88+vkBC8jaKzvhBkWWnb0FdQlJ0t4Rjk9XkZsprRRIfnjgZzDOT1eTN95CsJ/z+K4iAykQ7LiHN1U/dzRZ8/8ctHKX6yDWi/Tf9J39OhOaN1OM67u1NWE2AFAsEFjwjGBYKLiDGzs2ePMbO0mToL3U97Ae7t3ux1dG/2jseCLt06nyP7YjtxzlEWMVOHpYB1stRI81qSj2HsMW3wdkFkPjPoq1fesrllPc0j7OvGe15Mg8HtgXzj8ohOiyYS9Ue1GpM2HCkwDQa3xJaJTfDM7R+svVkjfUITlRnIs7rv/JfHFt75l9+0rNz2zEQ6BUnn6tbOTfZ/PfKdhi5jqR6lKqjtZ3lPV3g9BraEZxzPsO73tbuTQCCYPEQwLhAIMhJzk6jm7+bfwMvV+Xj2WXEdI0PQk7azIMNkObacCecgizhWh2XcwdtZa/OaNJVsR5vwmKYNk3Fe8vsHH9MFwhWDAWO17kC0ytgd1Og0YYe+IHqYfmmtL884/4oae3VHw9R9pS09szRRWQPw7uWX75U1Gtv6Wz67Ati4clu8ENSE7A3v6PhNXb+hSI5K2h5UfXiZZvD4f+c9o5/j/EcH6a9bMYFSIBBMCiIYFwgEaUl0k2hjxt5XiHrn8t682RzOy8e7m3Fkad8nvsNjyUoujOAtk7Z9ubSRFhKD2g0jqmpONuvkFvNy6dfm7sD95DCARA9uBunny+Szve8jNqtxMED9Xw815PUN1QMEDbrI/uWzYxMqWX/LZxtW3rK5aZxbTjpXxcF+e1tOVejqgW0HEpZx1Wr7K2V5baZ1XwgyIoFAcAkggnGB4BIjpUpnOxOQdagkaWKPMuvoUWb1A45RApT3L2Nb5l0owdtIrfMJiujmfmAriQF6sfTIWQ/IlQ7A1nh7ZrCMCB4OUhFeqbfqpLBLHwiVm/xBPUDr3JmdGnM0X/20EVjRSPO4rnV5PS3SXcOVT/sNRd0f7H35VLX/RGL1zNE7SllaJAoEAsFYSLIsj72UQCC4KEgpvJMY8I27GIskNa1nZGVGiZibhGDcTGJHaeKskUae1xe5nigltNGcsKQVcNAnn92OV3FKe2pZQRAXQ1hO3lfmjGo1Zk044vdHzTUbPnPbCRN+guh9r7HsAHA9ynX+AmdwrVMsZfzenPXOyPmgM41M6f1jESsQXHCIzLhAcGkxmQ4PF4as4hLirE/AzU4LPvK8+inBSE/KcmdnMmJqGy34cCXYJIZwEsVKDk5rp/tAX3XhUp0/ZCSHU6onPMeo3QUsUNe4i2EfcJjItd4nt1CcJsudZSCebSdr3NVGzwadGWRKndL7qWaDQHBBIYr+CASXFpNZKGbCRUUaac5vpPlkI82y+vf2BLYvGA9r0hdmihUeSmADSgXJD6PYE34YC1p66EhZbvI7XunaeC0VmJlO7DrrpoMw+cyhI79/sNd+pLfFOBTi1IIpHVacW/ZTv+UUlbFiUFshqRMx8Q5En9xCn9xEn3yX+jieQHzEcVdfj6MG4iOWU18/l6QrZjR2oSSBQHDWEJlxgeDSYtKy2bK8tuUMXFC+DVSMd5vZolb+TMownonl34UgH5H2sxC4D7gMKEEpdNQHvAV8V65n+xirmPioyCxO00YBSkB8NvXsI9tYznGuQ8/zKK4lgxxhBk8xTZlMmuvyH8l1+b97/cztLdcDMU/4BKvIRNJf6+Nxj5mMfRp+vWUCy51thCWjQHCBIYJxgeDSYlInCU7EBaWR5sXAF1FK1+dOZLujBU9qID5imL1Jkh6ZSECeorNPzGyOX3t8ZswFGlNeKwNWArdK+7larmfHKJ/PNshaBRxHkXcoTMWaFBCPU6YxDqqAk6eKyuzHy6rq/AaT1RTwOevzDjkLf+f4UsqyY43AZHetZ66MOlmVMrM97hdKECzkZwLBBYaQqQgElxBq8PgISuBRqT6es6CykWY98D8o95b7JrSSseUWkz3MfqEM2x8GPociITEB9UBM3qMD/naMz7ejBFWJpAuy0kuZqjFPRKYxTtp7LEUz9lfPWRrS6s2moN+lD4etb9csqE6VdYzFOK71s31+sz3u2S53tpmw/EwgEJwdRGZcILjEOI9VOgG+AcxD+WH/M/CDCaxjrOH8yc4wnt2MZZYSCbmeN4A3El46IO3nceBK9XlojC1lOypyPjOjG/oLCh8v8LrlkE7nNwd8ppyAX3p28U0tTECukeW1frYz0tke9wvD2rJMbqEzzWRVMXlTIDhviMy4QCCYFBppno2SDXcBXz6DVY01CXWyM4xnL2OZ/aTKJKT96KT91AN/p77kAf43dbkmSWpokqS1TZK0vulhVj3/IhtJyRSnCfzPX2Z0ndzyuw99oi2o17tsXqfFZ8rxPXndim27ahYc4+zJNc5qRjrbDL3qmjJiuXPupgJKQF4mN1Em36U+ikBcIDiPiMy4QCCYLH6GIq/46iZWdzbSXD3B9YyVud1wpZEfLjQx26alWAumMISjMnsolt6jT35ynNs7mxnLcU/ak/bTRnJg2gmslOvZn7hcOu38mztZ8eZORtfOn+diNXtnXrZ778zLUs+vlbOXmT/rGelsR6PUwFsEvgKBIAkRjAsEgjOmkeYbgOVAK7Czkeb5wNSERczqayc2sXpgjNWNGjytLaIe+GDiBwygR+JKoJli6U765F9l2/ZNrG5ppHlEcDpJOvvJkEiUAc9K+/mgXM/ehNcn7s6hBN7nKyg8t3KNM+x8SFLTCJlRlo5CAoFAkBWiAqdA8D6kkeZ8YD/D9oPvbGL1laN8ZKz1rQSeymLROzex+ldjLjWazrpYeg7FIxvgAeA/gTuBn6ivvUWfvDjrxp9N1kgx+z1nwqtWwMG6zJUtpf3ogRnAQ8DH1Zc3yfWsiC3TJKWppKlWSF0ryxd0hdQLwUoyG9RAPG1lThGQCwSCyUJkxgWC9yeT4gOeEFRde8YtSmT0zG0k4f//o08eolj6PcPBeM6ktuXMmFAWWK4nBByS9rOO4WC8JmWx7Cdinl2f7XFznicZj4cLxRtcIBBcwohgXCB4nzEpPuCM8Od+A9iHmjVUpR/VKH7WcIaZ9xR+BtyMMgH9kxRL3yXZ9u/ZSdrOmTOGRELaT2KQXAf8AWWEoRuls/QvCWs7mrL2M/fZhqcZXTLTzjq5Ot0bF0Rp97PPheINLhAILmFEMC4QvI9I4wM+EevBGOcna9gnb6JYakQJXNeqfwA+4DHg/rO27YmQIcuvBuKJQfLHgUfVv1QGgSRZy1pZbmmSRgb6aSZvjnaexsKT7sWE0u5JAX4zjefHHeTsIQrkCASCs44IxgWC9xeT4QMeY9Ss4SZWt6FomCeXYuk64PdAfso7RpTschlwYlK2tUZqY4KZ4yxIDZJ3oLTfAhiAMMp+vAJ8T67ncOoK1MB74j7b6dqu6NwfUJ/9Wn0tKQte9umF9s760veDfOPC8AYXCASXNMJnXCB4nzCJPuAxzldFwUeBAvX/v0PRiN+AErzeDGw8y9tPJG3mOEtS/dRfB34BPCHXY5DryZHrmSPXc3e6QHwcZH+e1kh64Avqs0HgF+m80me/efymsgNdxpRPX3LyDXWS5ghvcDF5UyAQTCYiMy4QvH+YLB/wGOcka5hqLRcppF6j5Nt99Mm/URd7mWKpFSXrP59iqZg+ue+MN55t5nhinCsJxHjO02qUkQWAx1knO1kjfZUUmUtUoq+y5fT8zrrS58+07ZLUVAh8C/gYUAr0A88Ba2V5bWpG/5yjBt4i+BYIBGcNkRkXCN4HZPABr09YxNxI8/xGmguzXWe2lQfPhJi13E36I7P+L++JGX/N/9XtQ+jjbaZYuoNiyUSxtJxht5EQSlZ38kmXOZ4456YSpqJZH3GeMripfEV9lIEfq/+PqIiaNzC02zAULD7TtktSkwVl8u9XgWko8pwyFKvKtySp6ZLKtAsEAkE6RGZcIHh/ENNX1wDvpnm/HtiFEgT9KtuVngOLulU36Y9o1ppfafDIRv+AbO5tj1jy5+r6KtX3H1f/Evk5fbLvLLVnZOZ4gsj1tEj7GTEBU64/C8czmyI/a6SFwCL12Yuskw+o/4/I4OcPDAWQpBdQAvt42ycwefNbwBz1/+8C/wF8GvgRynH+HsPWjgKBQHBJIoJxgeASJaWwivk8N2eiVH3O+G6lRzb63bLRD/BexH5sUNZzlb4zhJKRtQBDwAHgN8BPz2J70mWOJ4waeI8MYIvT+IL3ZfAFnzwP8a8k/J/o6JJW5pLfP3hGzimS1CQBn1WfDgH3y/LaIPBjSWr6J5SiRyskqckmy2sdE92OQCAQXOgImYpAcAmS4AEem3TXjZJBvmwTq6VNrJaA6QkfeUd9/VfnvLGj014sDZV4ZIM/9kIQnelE1HoU2EqfXESfrKNPLqBPXkSf/BP65OhZaUnmzPHkUjxywiRwr/p6apvSL7smzbKjsUaaAtyuPjsM/CX2lvTwAzQ+8Unv+j3zr3vtZOVth/qL9GSWuYyH6UCR+v8RNRCP8Z76qAMWnOF2BAKB4IJGZMYFgkuTS6Vy4IZjUdtKu2bQ4pd1riA6U0DWmq7Rtx/m3Hs9Z8ocTzbjOXfjP8/pMunK5EmDusSPWCfLMKzZf/rIHMfTR+Y8zfDkT+R149+xFKYk/O9KeS/xuf2MtyQQCAQXMCIYFwguTcasHHjWfMAnEVle2/KD3OcerJd67++U80pMhHqu0bcfrta6okz2RMfRGCVzfBYYT9XH8VWITF+N8+solpAAbpLnDJyvTt0FfV0KBALBZCKCcYHg0uSSqRx4z+D2DRRLh8lWQ32mjCNzfJYYz7kb73lOF1zXACXq8/Wsk70Jy5/NcvDdCf9bU94rSPi/ZxK2JRAIBBcsIhgXCC5NLq3KgX1ZVZo8c8afOT4bjOfcjfc8pwuudwJdrJPvSrP82ezUHUfxFC8CZklSkyFBNz5XfQyjuPwIBALBJYsIxgWCS5BNrG5ppHmEbd5keoBflIztPDLezHHWNEkjt62Ws0+mT26hWBpx7tKOBKyTW1iTZtnMkyvHG1xPaqcutYAT8AxKFVUz8KAkNX0H+AyKkwrARuGkIhAILnUk+ayOtgoEAsEFQnLWOzGwHHYGWSOtR8kcJ94YJaAyQ+Y4K9RAPO220wbkZ4tsjkEKaQLoDRMpBx+bDJqybTuwmGRnnxhdwGJZXnvRSasEAoFgPIjMuEAgeL+QzWTEsyXLuDDcbcafSZ/McvCZjsETKJnxlSiFfvqB54BvyfLaVEmNQCAQXHKIYFwgELxfyGYy4tnS2p/NiZDjI5tqnGeHTMegUpbX3gV89dw3SSAQCM4/ouiPQCB4v9COElwnkpz1VgLVR1AyuJXq42QUuBl725c+4hgIBAJBGkRmXCAQvF/ILut9djLHl5a7zcQQx0AgEAjSICZwCgSC9w9ju6mcNbJ2U7mEmazJoAKBQHApIYJxgUAgEAgEAoHgPCE04wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeUIE4wKBQCAQCAQCwXlCBOMCgUAgEAgEAsF5QgTjAoFAIBAIBALBeeL/B+elnOFPs6iuAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%time X_mds_reduced = MDS(n_components=2, normalized_stress=False, random_state=42).fit_transform(X_sample)\n", "plot_digits(X_mds_reduced, y_sample)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Meh. This does not look great, all clusters overlap too much. Let's try with PCA first, perhaps it will be faster?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Warning**, the following cell will take about 10-30 minutes to run, depending on your hardware:" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1h 11min 58s, sys: 5min 42s, total: 1h 17min 41s\n", "Wall time: 11min 5s\n" ] }, { "data": { "image/png": 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AHOEQG3mR83iNSiSS848U4xLJGKBU8EXCWwy9wBUXo4g534xUJJ/FdsoQlubAG1wGIl3efgIGIQF5uIcIubEQu0pFhH32ZwupV0rqOzMeOlg/M72uM8ucnVDvqrKP99294amZPlV/1mknRyNAQ4hxtHZcqxZzcDTtOFdE1ccXOf2zEB5ewMg0vHh4hT9QSS/nYMAqkUguHmQAp0QyNkQV9CYZEkCXDswEPqeUslqznI8FkQrLBLqt+EXqucywMWzQoPIDlc89/2eautOYlHKSpu407vvH44WaEIeBtJNqwN+WaDY+2uIxajH5iBmeqdBfjTUFeDCa7Z5nLqrAzJGiDXx6gQ8wMg033bzOs1TSzMWd8UUikYwB0mdcIhkDRhL09jEnMIAuHViAEMB+H+h+v+6zLAcf7BscWFjGL7hhwFp8LvM5RxM0uPLt04tPv3168b6Az3LHaPujLh6jFtMLHFUq+AmiOBQIH/KLjYstMPPsMBHH9XyOXv7ESRr5EA0sJBLJyJFiXCIZY85X0NuHlECRXIQQxgpQwVCR+HXg+qDfT9P+blNKma2WDbGGBtIFXKX9b2ZwYRkYEDiRhVyqMsTFgxZ1JO4C0QQNhhoQPM0w1T+jZNjBRpAbSxHwV+BloBHIAb4b8NuT0Ww0WteY/tmJXGYxCyvjcBDP/nDLh2HEgZkhB3sx1JNHA9dRRQLHR9iGUaMWk69UYAAKaGQdGRRjwMIVXMNJ/saHeWAhkUiGRbqpSCRjyKDpZmEVrweuU4upuJDtulgIyj89DiGc3mFAJAeKRH85+DmABbgcqNG+m4BwCxpCQJBoL/AqsE1bV3zQon6BEz7PdWqY/N+pStTuNJqYG5pze7DIO5cFXiKuO4QbyzTgSeAMot9OAp/RftcNw/tgR+sa03+s8pjEQiagJ4nTTMDBpFDLhyPKPg7m64gB81TEMY/DyyROspA/8Um6yBhJG84WtZhetZij1LC6/8M4UpD5xSWSjzzSMi6RnFuygNeUiosr6O1CZpTw559WhL03kmtBfzl4jV1KKU8Cj2jvw7lL9LtlzJm5K/3K+VuKLJaehJq68dcd/GAWBw7NOUWA5TRyHm7l19p2zFo7DzPgvxt1f0WRuu9cptwbbt3BbizvIazjVoTPuBchzLcAj6nFHI9im9G6xojlZjATDy76cKHHTAM5WDkQYvmwjCI9on+w9zRQwY38grf4f7iJx4WN7UxkKYdH0obhCHHdTQReAvbin4WYw6f6f9CJE9GPT49F8OaHKeuTRPJxQopxiWQMGTTdDA8h/Gz9QW/LL2Tb/ASlgQu0Wg5nSRxrIorEICHuxxzwf7DrhZ88oHrOzF3pKz750gKn0+Jyuiw1Sda2nFuX/W16n1cff+jIrP0ECJyQebiF9XsJIoOIA2GdXwDsZIz9dzUf+aGFb8ZAgEVRVGcWot+tDAw4dgC5Wrn6EaGdX8sRswz+9TUR2u9ZuNDEYaNbcznS48KDLczyY8mgwZ5SQQxV7OQDPgGAg5SxbEOY624lcHuYn3STyafUMt4fi+1rRCwypFTIrE8SyYVAinGJZIz5EAS9jTqgbywZqQBVSslCuBYA9CCKo4SiCki6cv6WIiHEY129XoPZENNbXTjp6IEffedH7avYEE26u5UIq6GivXdpr7OA16P4fah9CJvj/VxW/wxnNdYEYr72NnDAUY4oxx6ScDMrAYLTjeg3//reAfz50QMR/vp99JLJRHTE4MFLF/VEcNMZi5mdEIO9KoTLiiCuf4A4Vr7aoa67/Qi3GjOQjIih6EFkZ/ovtXhMhTgMX2TosyDFuERyvpFiXCIZJeci6O08ca6zh0RNtAJUKSUX2ITIFe4DvqCWhbWMrwPuT0joSO/qSmju9RrM3t4Y86QJx/Yysv3MQ4il+dp7F4BLMWbfNveF9FdFLvOoiyZdbFVBNVYCh4AShCB0ASZgOvBwqB9EmllhQHDuQ4hwl/Y3GzjGULebdeTyECZS0GOmFy9gJpsURFzAEDedczazU842TvA9AHT0chmnGdvqnKGuu7cQYvwJhua6v02p4MxYzlZdrFmfpPuM5OOOFOMSySgIIQhuRQS9PRli8aiC3s4jY54G7lxW9VRKmYoQ4rkI/+UvqGX9ea+H4Le4d3UlPKlTfBmGmN6mSROO7c3OrGtCBMNFu5/+fnoHMdiydepjlbdTrnW+mrW8lwJ0FLKUWD6vbGcTyTw1jHAasIwWkM40irCQjpMnlQq+dYGqQOYBpxAZf4oQ/WMH7BHaE2lmxS84VeAIoshSAsIq/kjwOtUyypXt1OAgnS48pGAmERcG7EBNmDaM+cyONtj7DWJAonIV20mnGr/Ff2zO70jX3XmfrbrIsj5J9xnJxxopxiWS0XEugt7GjGGm8cc0WHCkFt+RCBullLnAP4BUxPT9KrWM14Zrk6is+c63GGxttBFmP0NZ5mI2e+yXHnnf+a21T+789NsvbAOs5YkzFv16wtfepwAj85iPBxdOWoFLSB7WOiuEagHpzGOB9ttm6M/acb599mFAIPqz2RQh8r+rSgUlYdoTaWalCpgEFCKCE3uAWu11uVLB8SHrTMZCMpsYXC1VIXye9TGd2Qk52LuDvwR8P1YzGpGuu3s5j7NVIaqr1gMrLmDWJ+k+I/lYI8W4RDI6ggXBds4i6G0sGW4aP4qAvpEStVVvOGETJNR1iBmHyOXgw+QBj5wlZQhDLHPeGEPazukL2FU8L8fidv592Tuv7nlg6kOVm9MWn2IaV+HBhQcXccQRSw6QCBGt3EL4TqOo/7d9mNHTRBQZWs6yCFI4/AIxBeGqoiJcFWqB+5+4+9719679nxIC+3abGsnCW44ISIwFnIhnTA7wzwj7ONKZmjGb2YlysDf4/C7ASCFTsPInpYL1ROuv/ihQQBeTuYokIJadJItrUqm44EWLRpz1aSxnwy5W9xmJ5HwhxbhEMjrGUhCMtYvHsOJ4FGngIjESS2XYtmmpDgOF+p0IIQ4D5eAD2apuUL5BCHFPqvKoX5AT3X6GssytBab5dHrd8p9tSAPW8SgASf3ZP8zEkUQ+Ki4QVu5r9rz10NHPfrWmsOaYhcFFgoTwtZCOSg+pTERPLBZOIvy0h7OCnm0RpCEEDMyeRIj7JrTsJ0t2vT5xXsW7DyCKJfX37eO/vHf9t7/xhD8zULCFdyUi28x1gB7hL96EsP4fDbOPI52pGfXMzqgGe4Hnd+CsRjsKOdH5q/cPQk/RzileDWgzlJ3dPo2Gs836dC7jHy4y9xmJ5Lwgi/5IJKMjfKGYERDwUEti8EPtbAqN5MEQUXYuAzSriL5gTaS2BQp1FeEyMBzBv7EzYIGNGrWYHWoxZWoxlWoxboShojtgEQNwP1dTDiThwIURM/FkaiGHDYB5fvmO7h/98ceTK7PyL0FkFFmKKB70a3WDAvAoKl0kM4kYwMIpTPiARQhLciRGVQQpin0vR1jYXySgSumdr5Xl1qdkGQnqW81SHq7Ajt8H/Qji+Fdp39sIc06MtGBPNMsrpZQopaxWSinTXkuUUlYiXB9uQ/TXUoYO9tSAvy3adwPnt39WwwkYhW890Z1vEc/TURYtOiv6iwzBTwI+jjbr05hcd8HIommSjyvSMi6RjIJRu3rUD3apuHnqK+mvHlk+1oFbw1rtx7joz0isepHaFmxh/yOa73DYkvCplBHGKj+aGQetX25FuIOM1z72ILI69DKXErbwKEe5i0tYggkTBiox0QeYv7Lhdx6XydzRqzfaEFlYXKD5lMP96gblUeV+dTciqLFD+74/d/owbR5tEaRoGHJcUu0taW0JSU1ByznqkjNnaf+HOnf86zmMyKbix0UES+9IZ2oiLR/GavsQon/8MxgWhlZkDcfA+R2HjQ7c9GEmk73a90MGukOur1xmUT3E/WPQ78Z4tipcWyJnfWpGp0SXJWhM/fYjcFEWTZNIxhppGZdIRonmf71GLaZUe41GiA+ygn9z/i+X3DR1gyloybN9qEW02kdbqjxagkrcD1j1Qj/I113T/NaEZ/d8/vpt269c/uyez19/TfNbE7S2jcTC7ifkb47GTXEywhkHbf93Aj9CiJY4hHX+VYSAcwB5ahnl6g/5GvmsJJ5DmPr9o98pqDtlaE1IYeqZw/40gf4/MwOWQwvCAu3U2u4EttJFdqQ2j6QIklJBiVLBaqWCMu11uGM75Jw5lTXBM/fo7prAhSozxhe8dvmN+UPaOLB+/3o8Wl+qCKvzXs7G0puqLCNVeZNUpZVUxUuqYidV2UKqcmuIpUNZbdO1dvhnZVyIlI5bgGfUMpQQf1dD0PndjooFlXG8Q3J/0Guoge7g47iQfPIoAISry80s4jZu5WbyR3vdRUOItkxDuCSdQcy0nAQ+A4AXLzvYS3TXy2iu1WFRi8lHBMBPhf6MSX73GYnkI4u0jEsk548h/tJ9Pn3LbdNfmLXxyLI3ApY7q4daFFb7UaVRG4uCNeoGhXpTBgcTZnIidiLZrnr+vPdzZLkbUZapo/GbDfmbP4/7f8Zn93w+P99Zaa43Zdmfy7n98MasZcMFSa5E5DAPJAYR2NmMEC9OpYLVAX3wK4SPbTvgqMzMd1ncTmt2S51fhIMQzHYGZxxJQghyPzZq+4+7XfvM/xqyzeGKII0mD3fgOTM9dv+sTyS9bk3/ck1bfFPn9O4YM3G1rlOAtS41e/raa1YdCtfGgPXchUhrCCJTyXBpH8OTqnwa+FvQp1aEa88iUpUv0aL+MeC7UFZbM4jZCwaOiwsh0rcM1wT/+a1U9J9vHsSgZeg52sZdOJhCF2aM2EnjMPEcopDpAMyjBCcqDnpJo4danlWep5Jq9jOGKUE1osv6dIZOtvMBdVRqy9kDfh9yUM058nH/EBRNk0jGHCnGJZLzxxCRkJ98er+Kch30l/+O6qGmKGuSERbcWxCZNVoRVSFXq+rq6mGmvKOaYg7K3pGNyJDhQPgDuxkmYCukKwyszHI3ns5yb9oXsKgNWKmWsWbEJeFb1HJSleDfbLuqbfvPvYq+tdGU6bB6OyzfP/GzBSjs3Ji5LNKMQx6i+IqCSM93I+J4GIAlCEsqCJ9Wv8hdDqxHZCLJW3vNqr2/e/QrOXFuZzqa1dpr1tla59h0vUnGW1Wd0nhHxh82Ptv45aEBkPtxEMqfPpdZQQOAdTyKnfBFkEY12FKLKV8rEsoUAFXuq0yOit4pBTkb6qZn/bMp3tLk3v/AnQ9Vbp67+NSQNg6dyYkHtgXs39mkbvxSwP//hXDL+RJiIARC+P8xYJlQrlD+QFJzwHsrQlRHHecx3EBXKaWET7EEJ60YcdCHhVoWMI6dFFCJiXF0aYGyNppophAbJj7BLLqYgp0VyrM8qN4xstiTCARf6yGzPimPhnf3CtkPwdVzC3ByNV0kc6+WGWZYt7cPcdE0iWTMkWJcIjl/DBEJhanH3aBsQoinwQK0PkTKviy1XFHWWBEP1KkB685CCJSlirJmvqquHs61I6JPuUao7B0pwBWI6e6/Es5qG8Y6W5ecmZjd1hDWd3ZUJeFFppKB36Qqq/vQt7SY0hSTz0OHweoCuK32hVkbM5e9DrCWZUP7lg2B/XIMkQ3kNm2tiYhgyV6GitwStVgr6lS8HP5zRQlCIC7pjdX1NF2RAopiMDe6eyvun1J7U8qG5cD6Zxu/HJgy8GmqWUnwccmjgAXka8uIfqzlx+i4HB+ZhC6CdDb+vIOEfOPi9JONi9NbgfZVbFizWQwK+tt40/YN6be9/cLs/IZKE+U7ViNSH451AZvYgP9TEfnL/8KAGO//XqmghFLScbCEHlo4yn5O4WYgj3oHwpUqDSHEHxypJXqYge5KemghFgUPoNes8C4WkEwrheQg0kYe5ihFxKFgIwkdOpqpIhYrKTwQMh/76Khasuv1SXf+/emcrNZ6W31Klv3pT95Zs2ne0hPByxHhnhBhVqw86FpvIYqZmA950TSJZMyRYlwiOX+EnNotTD021Lo84F8+SMxSrzwK//VFBoT4w8DPgc8Bv0CI8scYmN6Nuh0Mtcb7s3c8DXwLIURXIYSpDSGKzIQmpCDbMWNh7qotL1oZfiDQzygCMfPye07vr4nNmQ9g9HlcLcYU0jwtqcA6TYjf3+xJ1Z1wTcnRqb55WxyLv1ZgOr7hlHuyFRFLowKzAta5C+Hr3RK0raEiVwwOvkaqUtJwXcaTxjZPRmtmcu8//20xR2dNnZ7U1ea6JH734j+lfPlrg/YTYBxPMpnJJGChEycJeIlne39/HSGWN7geHxbC58UOK6zWKEMHeKtVNbAvhwj5OneWyeG1LVeqyEP4t+cAp2/avsF03/OPLWqxppLe3rRV2+b91+5+K3Hz3MURgxXDHdPg2ZTHf3lv+b3ivFO1Lrq0ISltwrvF8xNW7NgAwMnsgvcnEiDwkmkH3gRmcQnXAZs4xQ+1Ta9ErO9txt4lBCCPo+xnHvMB8ODChgUr+cBBxLllAxagx4QNC6Di0TL39OGgizTGqPLm47+8t3za6UO3u4zmzobkTIfZ47Ld9/xjuUvfe+NlfvtE4KJh7wlRpDEczeDroi6aJpGcb6QYl0jOF1lquRDTg6e4yVJDPbBCPuB8PmUl8AXtsx7gAVVd7QF+qShr7kG4GCxXlDVJqrq6PVQzRpAJpj97h1LKKcRDeBfwCf8eIUrFhyLvpu0b3Ldvem6R3yL33JLbjzy17C7Hqi0vJmnLDOuWM8p8xlWFPceTaFXeOZg4o6gzJsE2zlnryndWbhKVOVnd7EnVlXfPKolRvC6D0tt8tKd4UpcvIVxqQL9l7kZGklu+RS1/l2WVde6so0d6ps2PUbwus+JydHgTzcAS5WRQhcurmUwyk+hBTye9mNGTRQotzOIM02kF9jGNPgwYcNPL4jB5sUMKq+t/du+2UH25RlEeDRDkg4R8nTs7/Ywrb5FHNTq03/iD9gy3bH9lnttodpScPrSvsOZ4f9aVuzY8lbt57uKwA66wx/RZ1jO33/++GkhK6O54oDJj/KH8xjN/RQww52W2N7NixwacMWb1r/P/X8NX7/9NmntAxItrJhlI5g3ARj7tAf18zlIFalRxiiTgHaZRRBw2jCRj5zRxnETkzF4AqCSRiIINDwpN9OEjDoU+rQjU2QRw93Pv2v8pqcwYv/P9ostyOmMTbPR02mecPHhoye43S/jtE/2uMEPcTgJm6JRSVhNZbI9mJiYq9xmJ5OOCFOMSyfkkK8ilIjwhH3D7DmVOR7iKAJzQhLifDxBiPAaYjShgE5Jo0qgFZe/wC7zAdHBewvjb3rx9vfPbzz9+jdto7mhMznRYuzss9z3/2KLHP/3tt4GnjsZNuavJlHbz8bgpPFFwT90h64yHKGUKkKlT+0xp7ubOa1s2N/6+ebP9xexbqzZlLLVrq/a/RrK6rQPuL+w+1l7YfWwbA4L/Ke37vBOuKTkxitdl0PW6AApjK2rrPDkZ9Z5xKmEsc0oFLkYetFbV1Ju5NHBbifoOOryJLUP2IYGv46MVAw4MgJc4nNiIJ49e9nKcS+jDAEAvJkIVQSrj6nCDrfnP/U80FsxBQr6pN2N2QkwHG1tX7GMgM8lpoL30tWf2I85RNaANjisObnfgL2gj+qkAmA5UKhWspoB0ToVoRwJfR1iP7Tdt35B++6bnihbt35rfq9dnIM55Y+DOGvs8yuT647HjDtVOPTVt4l0kY+E8lpQPwzpyeYhC0onDjAMXCj4s7NS+bwLewc2lGEmkAxUnPfQAPvIx0MoEjhNmgDeKlKR5+Y1nTuU3ngn0uVYI0ScRXMSGE9vRur0FMprfSCQfWaQYl0jOIf0Pzy5mUYuV/TiizJoQ8mH1wdG0wPdDg/0GSB99q4eiWcj+CGzQPuoFvhPKtQBYd+Q336G8YDoukwWj10OzLQ2z28kjv/kOyjIVBgf4fYEAceBT9DSaMy1/zfls+qa0Jb3P7f28zejzdG7MWua3vkYWWKGDOp/W3EcAqnSqb55B6W32/+T65Neaevpiz/xP7XdPhbPMjTK3/Dodvs8n6h2tTtWCRec0W3RO8xsdN+4csg9GcvBQ1//eTSqtdDAOG0bMDM30EpJwLiD3p2b++MysBTZPgtVm7O60Zxw9eDi16lhzYDtWsaF8Lcv697GtN9n0fuflW/d0zQvMN+4IWPeQczS7rWE/QtSvRLj65COCX8XsyiUsAd5kcBioAyM5wL9u2r4h/ft//tmCztgEV0dsoj2v6Uwuwn+fTSWfcDSY051WTwc3HHo948oT261//8UnDUVPHJlPMutDtYfzKfDuR8yjNCGGPfFAOk4MxCMCEwGaqMNLD4f4gCouYRFGjHhwEYcLKz5CDHJHkyWHsRG9w61jzLIgDfMbieQjixTjEsk5ov/h6UDHGSZgQWUhybxDF1XDulqEfFi9/c6ETcCXw23yrNobIOJurl/vvO/kYyk6fFOOx03h2Zzby0m75kqEvPABn1XLeDOcQEjo6UgsOVW+9eCkmVM7YxNsCT2d9pJT5fsKa45buGSIC44LYRHd2f6arfnNtOsmf3nWH25wGGyJraZUw7O5dyTfXvNcUYAYH15MBAd1DmadzdC+osObaPVicPgF8t9bl4W1SPoZaWGWVWwo/3nbrk3zE7dfkmZosrZ7k+1vtN24d0/XPA/QMGhhDzXoSaJPG1T5MONDpY4WdDi5gdN04eAA7eoabgm1vUguIMuuvDE/tq0JY0+Xw2s0Wc7MWbggxu0qtzWcGRTMt4oN/ft4W31/wGYg/v4PK6j8/aRlgalCWLWvAmwkYWYWCzjFy4PW6aEGsN6+6bmiztgEV0ec1XVi3MSOSXUn9doyvpq4HE+Spy3m50u/WzmtriJhUvPJuKmNR2MzK+v1DTlZ4dqzLTgbzTmsbLmSOE4zgX39n3QzFxfXUcclk5MPd1879U2T2ebK7202HNtVN79tz8F5LzONIpKw0Y5K+Hzso/HNHgvRG3EdoxmkjrpomkTyEUWKcYnk3CEeng3MRI+LPlx4MDODHKo4QKSHaBj/8j8+PzuwRLst6FeJAf8HV06MSKCIu6lhg/vrp3+19GhCYYre11fl1JnVQ9aSzyLuF8HZOyIFalYV1hzfGtTeBoZOe69DWNpzbV7HuFvrXzq6MeOm5D+N/+InACpjJ5hTPa3phMvrPEJWsaH8C84/PGjR9TyQbmxM6/QmNv+9ddnxA91zQlokR02qCJbckJyZ/drlN5rXXrPq0KZ5S08Rbh86+RWpPAyIQD4zKgZiOcDrnOGItpQN0d/hEMejACPTuIo4bDhwEc93P7h+1aGrn/pxidubYCY2wWXqdJg6M7Kn2xrOPBxhfeGF2PAzEGifuxmoRurAgo5MCljJLRjx4cDFIZroFDnbUx2t6aqq9kw/dXCiyeOOVVE8CqoR0BWfPtR5/78/qqR2tsaNbzsTC+DRG3BWW3aGEXjbYLAfOmeXZjEs2sB0OeI8tQOHaQNqySGV7slJh3tuLnxlcndXbK/Tbj5j1dtjVnzypQX8nXf2vDpvK9qxVT89hlUvoztGEYnkT96/TIhB6nAuNeeq4qhE8mFEinGJZIwITpc3PfbHsw71zDqIBxtGzdoppqJtROPLGtK/fI2CyCmeAkxSlDXGAL/xadqrFwIsc9HRL6pvr35uUYM509ipT3TWxI9L/X3eV9J6YuJiDD6Pr1dnfF4t4y8BvwspEMIEak4ADNu2L5xVackveiH7tn2atduDECJ+q3SSW2fqvzcVdJ+sbjWmtCNS0g0RAqPhTylfXqdUcJwR+N8Ol9VFUdYMzCwYjjh/Fx+Xk6XrPp3d1nDwuj1vdhVXVUz36g3xm+cu3k+QFVBbdwnjqKKQCVhJwksNe+milgaiH4jkUYCbeczHg4s+vIwjlzjST+YtVVSd7sicl/43I76p3taZnu146xsPtZ++c/FILZjbgJVKBfeyTR3Ub0oFJQy2QjuBSxioRCps5Hp6SSGZM7QQD9wExHEceBRVfbqw+uhkb4yhK6mz/ZQONQVx7nB54/sF2x9cNKiNr+SvOO2otf3a314CrhnNIj5Sa/KICZghciOOlQVYQCceLKh0UP3JcRswN7uOerpMqD6frrPPagTUK+dvKd5zYJ6HKOIPGI3LSeRZoqgYacrRUbrUSCQfWxRVVYdfSiKRRMSfLg+tEiNgPdpTuOjF5s8cOrB3Tg59WNDjwogZD05e5QDQrpZFlz83UOgh0hrO1756GPgZ8HlEakOAl1R1daTUhoLUgTR3ZblfmvVy1opdGzOXqeveu2XF4fiptlNxE/uey/l8nEdvVmK93d6fHv7PU/eUPLlDLQsoFhKUd1rDBrSrVyl+v+E8AlLiHY2dbCq3lixK9bTw2MT7tm7MXObW1vGoukHhWNzkBy696v1PdhissUaf27tn65xXpnd+8OORWPNGTWqI3O4tanmQ+0eghfhRtYxy7fj0f/9s3EtLLIrXWhLTtKVQ3+qfpbAB7bSog455pHVri0Sd1lEpZTU3sJRYFHToSSYXLyqxxGKiB+G3/A5i5sQGGG7evp4V29fPn1x9jPT25p2FNceeCtfXQSIrVFuDv5uA8BuvR4hxs7YvTQh3p/WBfaMWs4ZU5dfANYic4P7fjNOWi1XB6taZvNWW3I63Uhe/f9+0x77f/WxccCpFf3v9xWwCH3QKY5y1I+A6MCKypYiBRysFuKhjF++sue278+2OJAcolFfMyK2sntDb1JyV63KbzB6P2R8w/BLwsFpGW4hthO773axnC4E56wfOkTDn81jtdzgi3heKZc5wiSQYaRmXSMaGIe4ayTGthy5P3DH9QOacQ5yhBCMmjCjs5jialVgppYxhRFaQ0KtGPOiLEQ/j72h/fhqA+4ZtbergPObjnLVF3zj1yyWNxozeyti8vpTeNu//pv17nEdvVgB6YuJi7il5cgowRSntr4i4lfv5BpHcGOgXBavRCuYU9hwHRdlSacmffUv9K/M2Zi5bj2YRVJapXzT1uW5w682xiurjP4/9dN30zg8eOo9CfGhu91TlUZapK+my62iunUmvx4bBaCdtXA3xNr+FddDxz9c7zGd81o6D3oyiADEebjZk5ZLG13V3nnl6Zpa73lZvyrI/Pf7Omk0ZS1dqg7WR7Ps6Yvk8TlrJJA0vKl4UFKoRqShVRD5nDzBh4f5tCd9+/vFMl8nccSZ9PI1JGdck9jhyslKVH4bp88D9zEb4gWcBn0EEWbq0vtuBKJJ0OmC7Vu13dsTgzBmw3sC+sQBbEYNOm7b8RsBEi1qqINT5lIGZinuU0rDX0FgEMEaDf4ZIRQx2igAbRrxsppwqmtrtyfZYS4+lo8vKB0dm2OobxyUH/N6IqPr6XeA2pZTZatngAO2QsxS72caWEG44pWJgS7jz+dxfTyN3qZFIPsZIMS6RjA1DHj5pxpZTlyh74rFyggnEU4uV7TiopgPh391LYMW68AGdwUK/CVH9cjZC6GQhXFdeB36kqqv72xHBtWKweHRW7jucO/XTv4z7hrH732JdWS82xPyP8q1hA0JHEIg1uH+SoXNCvGucszaF+4HdTGYLtwOL3XpzPOBTFd2O/5q65qHV76w5X9PaIf3fj+ZMuYurPdeAmoEjvYe9nQ2c6rJQd6qEnMnxkDBk/+p98fYUpcdS50uwBaw/pAi8tvmtWT869uMJXTEJrkZTpsPq7bD86NiPS7w6QzwsHpF1Uy2jXNnOJuASdCSg0kEiLRjpQ5QU70FYmbcAhn9/9feXuI3mjs5Yq8vY58VlsnBw4sz0rLZN4dw4AvczHSgM+j4OIaKnAGVAHaLiZAcDFt0lWl/sDdM3fgEdKt4ACBOomstDynZqtBSH/gDT8D7vY2s1DhT9TfhnHnoxUEU8YPvXzquP3HT9K4uMMW4MMb0ds0p219z4iVfPpKU0/de9P/htDPAiYvZoAnAn8HjwRoa44Twa0Q2HCN+d9TWllHITogjYZUAmYAAqgY18mSZs/YMvP+diECSRfCSQYlwiGRtCWuCSDO37B03L3qK5EoQuqx6NAPLTBFSo6urLwzUoYsGcoHUWph4jptCjV5pQdthWeHuWHe34+75PuisP5nl3K5cp25OveP7VrOVPhRosRBmI1d8/R3OnpG8vWbggzd6kOuKtdUASen6KQj4qJq1v1gLNEfrkXDCkn4/mTDadzp5wHX3dZrpVD/ExCten5vIG1VT3qjSesWqu+mL/rp5s5OaZRY/1zMz83sYnU5IbO+vojOzvfVflU9ZWY4rq1ltcAB0Gq8utM5ruqnzKSup14a314YRjMk+R3C9A/QMqM8Ji6wHeVotZo1RQlt9QZT6dku916Gx5HoxmY5/H1Z0c6yK8BTPwPG9FpLrs0z7LQKQxtCAqTS5FiP79DKQ6zEOI8BytLaH6JpoMIIMHTgUYuZTJOEgnmU39/STcZ4YOFq8ac6tx6DYnD7ga7TkwLw+Ft2+/7Rl+9J0fJiQmdJwE1q1iQ/k9ZaCU8iTwiLb8lCgrzw5ngT6X1umvA9cHfTYNmMYz1PDv/Iu4/m2edeA1RA4KVZQ1ycCPgFsQgwO/gWJ1oIFCIrkYkWJcIhkbQj6M//t/Hjh+20H+xGDrUS+iQM8OBqbqIz0kRzvVHikV2uB1TqHI5HD3dCYm9uVaa086rfEcnz7F3NSdpn73xYdfj9a3PQL9/VM+YXpRot1hokuxPXbFfWa2sIh9TEFFQfTHXxAuDgpnIxxGbvkc0s+VWRNmNVtTW2hqspGYlYTTB/R5uTQpk6bOVva+7dDE+Douy3+ILy6YPO/Y+72f3r0+3uJ1mTKS3eNaSV6Y0tm2jTBZLK5o2+54PX1pslHtNRt9HpdHZzR36uOUpU2vOxhFOju1mPIn7r53fXJH6/eMvZ7ChuTMjtfm3/jOm1OWJNDFdLZTqVSzmlKcRzMLdUqnL78vVu820Ov2xBjNsY7uuKNxU5zBJm+NwPO8BuFeMR/YiRg85Qcs6/9uD8HHYWAfhs6mRJ+lZUBgTaMILx10YWagOBHASm0wHNxXYxrYGXGGqAwG1jlP+wuJOeB/D9FVnhXnrMieU4SJTFqI5wida7Nubbi0/T1DvmtQwZ9RWadDiWBEsOpvEAK7ApiJ37rfRw5rqeGLdA/pj1ESKSiUaWvOIO6nUwN+kgV8CViqKGvmq+pqaZWXXLRIMS75aJCqLAO+iXDdsDJged4GnHOf4+BiKWgPn30HL32EodYjgCsQKu4pxEMt0kNytLmCI1nNnhi0Th/pSXZ7x56b5+DuM5qNeo+rpSeFtLiWVMYi3V+AwDI73ROOJhSa1i68tem9yfPa2cYl9PVbcC2IKfp+lFIK1DKu7v8gGpEdyf87/LkwqJ8rzeMLutW4Kb+a9Y0mElLNuB0OjLFGXAYzNlT2by2nofIEgKquLldea6kpOl5e1Ds9d9JDNzyh64pPVPr0eiWhp/Mqva+PVmvqplDh8tnuhv3XNm/uej/pspzOmARbgrfTvrD9X8ez3Q0nGKHvrVJByc3b19/1zVPlS/p0+haPwbAzpaN12pdfffqTrTemOPe55rxLNQeBJP5Jzu+u/PfE773yM10MXuwJthibuz0mt7a64z+KH+6v7hTY5yrkHc2Z0vUfX33Y8OrC5bkIl5edCN/wwPNcRbgsNCGKOm0ddByEtTrQWr5SqeifZUHZNrSngj4ZPHCKw0YHbozi/U3bN6Tf/s//K7Z2ObJ5fxMMPUfGzqc5oG+0dj0R6hyLZOlWSslCWJpBuBL1Et1goZxMfkIx43Ci0IYBMz6uwPubpru7v7/dPh8g33UmfErNYQgngvkMP1WXsCtg0V2DrPstJKrFg+JZzpZIA9NEBoT4w8DPgc8hgtqzgMeA4YPaJZILhMymIvnwk6p8GvhbhCV2AHeflyBAhjx0FyDSDD7CgPVoPWJKH2ATcJiAzBwh1zk4m4p4kKurI+6P5g4TbFG34c/iEihqP0E+K6k9OnVK58H6GUWdngTbuIRaV35y5d7CkqNfG8H+RgxGBVBeZvOg4jbbmIUDa4RNbO0X44NFduDAZD0MyiiRzmBXoP59D85mMgitT+pMmbNeS78x/w+f+bKudWEy85O2picqbUkdXTHtO2tmNZ04lt7D914+BjzqPw5KBWW3v/6nBc8t/UIYozJe4Aq1mPdCbDNchpKVhDmGQ7KyCNH00OO/uOeSxO4Okz0hydcbY7CkOloqja3u5ObEtJj7v/R4I7t4h1OaT3MmS+Yn7ej+VPlLOQV1p9UOd0LNiwm37tmYuczUnzUnQvuUbeq9WhsDj18f0IU47+OBWITbUWD7Ddp3ofaZcNvrF+vBGWhuYAkxWEljy00VG/j+n3+2oMWaojrirL3p9uY+va8v9Ref+samVxcufwrghR+telLn68vw6fRNM04ePFxYfcyfXSby+RFMpGMXcL8ZJmOOHXEfmIrIMPNp4EaE8E3DHwwqfteulomCT0opJdc0v/XQUsvrV2R0NiZWJk7Qr5t+i+9g7iwHFlQUTi/50+tHv3zm6XGr6l+sZJR+8SPJjKKU8kPgQe3tXoQb03DVhqNtR+jMOD41l5IfL0Oke+0BkvzpXhVlzUmgAHHtpavq6vazbYdEci6QlnHJR4EvBfz/NkL0TkA80AAmcp58j0P4ab+FEB29ahkuhPXoUQZ8Q/MQvrwRc2drgm+k7Y9sUQ/MdlIvREUhxzyFqce2BSz7VKQNRPRLD7c/+3GwkGQ8mPHg4jqOYMTMNlqpZRuRRX0o61gK8ACDra+i5Ppghrd8an0yTgxkqmbk7MtcPmndJ3o8Fk9HZ5LdlNAdd/PMrflv7Uh67SA8qqb8F6T+12og74Wrb81vTkyJB47OPrbfnmZvdldm5VufWv6Vgtr03ATE/fazMCDGlQpK2KauvHb3W4l3bXgq94qD2x1aOXl/UR2IflbkLmDy+KZqU11KVk+vwZDUp9MbOmMTUtWeBF1B02mR534aRZoYd9CAa2fDFTt2xlxhZ3z/emwMrg46nLuTLqgdekRUawoiN/zxoO8dwM2IWatQ6yTC9spBC1R9lvUk8HWM5KCjnXQaseC5/Z//N6vFmqLWpuVYToybmPT6vBsSG5IzYjtjE+4C7gbc//Yfv29eU/Yj14T6StuOaQsWmDyu8vzGMz7g6VAuGS8ULyP4M61Sadig36kVNPUvX0A6p0Lu078jCgXlElBQSyllGiK7Sgn+Ykni2FuVUkrUMspvrl9/17dPPT75cEmRuT4hy5XsbDX9x9ZHlMeuvs+wP++SThLJ2ZSx9B+bMpb2BqYj9dO/n13MohYr+3FQLfz7g667qGYRNOv+PdpbL+L4Dn8/iJ7Q7nr7qjsQ5xrAiYC6CyDcAQsQ195sYPNZtkEiOSdIMS75KNAX8H87InCniwExruP8pdQKfjg3Iyy0gYOBQN/Q59QyfhLtyv2FhdrtSbOOHC+y/vPtpY5DR2btJ4RwjaZyXj9hKn5qhYdGsr/2gM9D/7aa/bxDFzPIIQ4b3djZzXFqORGFb3ooYZCD8E8ObEMLIr/1GwBH46akV1ryZ9daxpnuFEJ7OGtdHlB97eRNMxV7X40rJjaRWL3Z47Z2T8o59Ob8Rw+cWPXHV0EIZR2Q+8l3NuZ4YozJ8z/Y6Tk+vtDliTGas1rruWnn34/8bvldl2rr7fVvIHD6f/PcxQc3z11cAEzvb0EFqCOroDgf6KhNG2exdtoNXXEJOp3P53UZzYnjnDX2yuS8wKJTIMTdTgbK3YcT+8O5OxVo769GZFcxan2So+2vMei31oB1hFonEbYHaH03l+XAQeBfBBSVsnY5sg0el31R7ZY0R2xiYsWEaQlB6zI7EpJy7/nmL9Tv/vm/Dy95/03eL7psXH7jmW9p7jGDBpfTYg881N5rI8lgP03AgHMtyx5dFSnoF/7ev/wl2uDw1KB2xAK3I+4HPcAqtYzXtO/WAc8irMD+XOsKA2k0y1c0rJ/v0pk77LokFQM4FJtPQdWtLH/ZtL/wkk7s/cGxQ9zf+s89BzrOMAELKgtJ5h26qBoinoeNWVFKyUVY91O0Nr/M4OM7FsaQ0MaFl/dtClgm1DnlJ/0sty+RnDOkGJd8FPgdInODDkhGPBAmBHx/hqAH0nClms+CiFakEL6hz0a7Yn9hoeaWVF15xcwJCYkd6qdv+Uuy/tW+rgOH5oS0Po2ocl7Iip/DMnLf26spx8gKLBjpoplyaqjCB6yLwuUllDBIRwx6AtkPXAfYjsZONpUnTl+U6mnh5awVW4Gka5rfeuho3ldrCruPDaTBGyxwq4CkJFubze5IarfR3p59qDZp3r92J05tPDq9a2LcNG27OjTrZazHVUOfT1dYfSyzPSHZ12RLqzF5XE1vzrlugbbOTuCZgG0EDmTStfWo2v71B6epI6yg+LdrP93y3T//PNdlMvvaE5J01m6HktNV0/2rK78Oeqx04UBYvwPdQgb6/Gq2MVersAlVR3KmOAtrjlkJIcaCAhfNCCu4vxKsCfgnogKnjcFifycDeccHrVP7P6L4I/Qg8DTQfv37m/4JXHMsZ5JxXHNt94P/+wPvJ97bpNalZtev/O/1OYj0izEoivLzVf9Z8PMr/7OcFBzqi5QTomLnNbY306vcE0gy7NsXsC1/G4acj/1Bv4FtU2lhEgs4RZvWF2j9ZEAYD25Sy3jXvw5tIF2pLWvT1rUXcZ7nAUzuPsYZy3jMza6OnvGxNp3q67ObbfrxHVUKRkzso47wsyii/xqYiR4XfbjwYGYGOVRxgMHiOeIMm1LKVIQQz2VAiFcEbGt0vvhBhAuS5eX98RF+pkT4TiK5aJBiXPLhp0XdoAVw/hVhnbta+8aLeKAcJiAI8RyXag5rRQqwHmUgfEO/oJYNEbKRWNlcadDt3jt5YW+vJ87dEtOt5pg7rln4Zs6BQ3OCH6DnFL+Ffs33imY1t6QX7Xx/4b49B+b5i9uEtMZBgEXTwSEayEEhnQVYmcCDbIFrmt966EtnnknPd1aZKy15Rc+M/9IlSuniHwYI8nX1poyHDibMTK8zZ5mzXfWuhW3/0sf5nMH96Eb0dXuTOX25U2dxPFZw376NmcuabqrfkH7fqccmV1ry0wu7jw2kwRsc3LkOuL+5Jd2VmNBhTtrdbrn2pa05iZaOmp5xZre53qkiXGHsBJR6j+3znKEP3+dW/2VcQ0rWxID21AMr1OJBIiVwIFMUsJ4MRGxBOvDkE3ff+6t71/7PoAqLYSzjO4FrdpZc0fHzz323euXWdTnZLfXJTba0tic+e+/b75fMi9eyqbQjzv3AWRK/3/uQa+Pu+36T8+cHP0dWW+PpozmTTZVZE2bpfX2pt//wue6GCtqBlytX5W14cdGnrl+36FPT3im5wt+eWm2/N2nrGxBQgkjuN8O55kQaBDoBjL0e96VHdytXlv+rx+J2mk5nF9iAHnwo6EjUfuMlkVxOYVCeooT7Q9QLMDSZGzxZwX0dODMwqK16X1/qC9fcNthFKoZqDFyPuO4dwByEEAdhPNipDHYk2YpwuRu4lxSQTiFLsGJSKli9xaY7ZnK6ZyQ4Olu81TEmb2qMyeZzqLUJ4zy8Sw+NbAdCpiPt7z8PNoya9Xhg1mSQeI6UKUYpZS7wDyAVYVx4GTErFUjY+8FICZVGVREzM35sQT9JDPi/CYnkIkWKccmHn1TlKkQ6vODpaL/v6nNB4mXkrhXRE86K9BYikHSQb+hIVtxeFzOrfHPChN5Ec5zB4Orx9WFoPG3OyCtqM0K/r/U5IdBiPWfWLue/32HLSbLZT1sT7bscDtuim65/5Wpg654D8/yl7fuFU9AsRD5Qi5WTWPGnXLMxjpKb/7p+8bdPPT7ZrTN3NJoyHOmeZvOPjv14cry36y5Y/jUAZZnKNc1v8aUzzzCp5ySVljz+c+pP6r538ueJWe5GGyGC6K4qHVQdkdtrnity6cwddeZxQ9LgEeiTXMqjO3cvvOuGxRuXzH93lznR4qgxpHidPpPeHH/A+Q7CB3Uig62AZqDaq4/JYDBZwGtKBdeqxfhLtwcO3PxtTwr4v3nu4ffGTzt96OHKjPE78xvPnCJyVpinEK4h6TtLrojZWXJFJWIgehiRpeYEVh5W10Q8x4dcG2/PWXz6K/f/zvDrx76WYfD2Lplaedh7ImfSmdbE5CLgSeDJ/LWDtZbJ4/IVnzp0Yt/UuUkQepAbqVhUFIWkIrlO5AFbkzrb57Qm6iY6TZaek1kFlT6dbhLQjkoaACoqHroxYeQohwhj6W7uTXclGYbE/YlthXAj+sWnvrFp48JlvYOW9pJLL5UMHGtv8ApDMHAvKcDEpSyiB4hlK5C05hurLb/+7681nunNM/eha7a0OeNT3S2+p/Lv2khjWBHuR+ynETsGkkkiEQNx9NJNHgVUcSJwYb8IDrgP3KuIWaFbETMNrcBNQDfRxziMFae17acAkxRljTHAb9w/S+NFBBRLJBclUoxLPgo8yYAF5A5Ertv5CIvNJESqq9kBy4/ctSJKwvhp70RUI/RbjwJ9Q6PmyI54a0Jqn+r2urp9GAw6fa83Nt6lrz1hMzPG1e2CqutlI/xbHcCRmdP2mo4eL4obn1tVm51Z1wjKlqbmjNmXXvLuvD0H5q0nwOIawtI6D+FK1MmApcoB5K1oWD/LpTN3dBqs/cVvEnphRcP6+SLGDYCVb6ctPv122uLAB6vtdFyBYcP7KwZbXwfE6iCBleWut52xjHcneDvtAesYcvzFPsz72lp+UjKl5vifuibEKboenzN5n31vwsnuJoQrzGRE3zsQQtwMHG9elr5F2ab+FGG1ewghWlIQmSb8OxM4cLMjRFq61i8uwHz7G8/pXUaz/f2iy3LyG8+cJMLAUbNg/pCzc78KeW10m+NnVGfm5rdYU8/Y42xeFDJXbl2nvHrFzd0KmFxGs06n+ny2TnvXpNoTPas2P9+T01Jnvu3HawcJ8TD5qv37c69SMajNkdodyXViJZBk7el8rSElK/1QQUnRXfc9dUWbNcUA2NADPvpwYsdHL22coYpThLF0v22/rumb4x6DAFeb9l7bhN/Xf81wWxdlbFMH9fOrA+f8QNsUUjnBm0Bj/x4UkMElXEc+fw/ah8CsMeJeMpnleHGQxj6SxXXz9pzFp797z88NG/5zxUCgKKy78fA/ojneov9y6MbLTMCLio8uXFzKfKzs0bIxBR+nwGv5TtDK+mjW/aBtNCAGiBGD00dDiOxSf0fc+y3Ag4qy5mfA5xmwmq+XmVQkFzMytaFkVKxl2RcZ7P8aTNEqNhw5L41JVVwI/1QnLWpswOflDATEpdGitsDIUnWFYji/5qDvh1iPAn1DR0LJ4vte/vSP6yY4uqxKo7MwI97SpcbHdyovPbu461Tv9TuIkBpxpCilvE7o/OgkJtg9t63488GE+K6u+Zfu2Or/CZC7ig2DJttD9PUiBnxg/b+1Ae3bVixcfsYy3mNUvS7/7z1KjHm884zxymPbL9HaFTq9GeSGyhih/WZQWrln93x+icXntJZ0HNpS2H3MPyCwESmtXaoS7pzJZCBosQlRCMdHQGo7pYJZDFjljqjFFAX0j/9cmYWYNUjQ1mEGzJvuvc5kj7c1dsYlWktfe2Z94P7Soobc37Mh3LXxwo9WzdD5+jK6LAk9LdbUXL3a501ytNFmTVYzWxsSLzm29y+FNccbA1cV3MaggZlffPpjO04TRpBGaGvouI8Q6QbTNzR+udmWHjdoBX14aeUk29nMKTxoKT+Hy6ZS5852/m/93Tkf9MwM2+Yh61hHOqeCUm3ewPXEAhNEkLG/rwmVMjBcWj/IVYtDn/fDobXxSXoZTxd6WnHRRwNWumliHJvYGrR/XQxOF/pFIhswBlKSjiGaEA8+j9KByxkcK+SnAbhcFv2RXMxIy7jkoiLqnNWDC7/0IMS4hVTldkRO4/nAFG3pXsT0qZ/RFtEZNpVfiO+HWI+CfUOjfWAd2py4Xx+jdl1zZ0tOXtYHxtrmieY3Nt7Yd+pY2hkmjF6Ih+pzBlfX+xaiD1cBiR2dNuORY9PSSooPBN4/wlnmgy2thxG519MJKoWe7m5ObzRlXOPSW/BXojT3ORPT3c1vB/w+kntCSNQyyl8rvnH3xO6T92S76sbF9XUbgT4daiIirWSkQDc/4c6Znzyx6p7JOc01X7d0Owt+9pnvzW5uTa061jz1i3yL/+MrOIDvBqwnsBriIB/YfnEkfMabgL3tCUlFZo/LRs8gK34kn/xLgR8CM4A0RfWZ4nu6nNNOf9B29/rf/vOON577xTB5pkPu5xUHtzvemb5AaU9ImqRX+7w6n8/bEZfI+Mbq2DPpuR2VWRNmFdYcDxSVodoYyj3Mn+GiFrgKIUZ1wF+Uiv7MMzsZSLEZLL4DxbOwrG9T16lXKesRgdI5QE3Tsow7lG3qq8BSenkCAxPRE0MMJk2I9x9/TdAHbmslwk9/DYByktUMFqX+1wE3pyDLvvJoCGt5LKlYo06/OeLzPpBw91WlgkoM/Isk1P6cOkdZhG1IdiIQx+fVgNX+kWEGwueIcG6GL4zX2XM6VNNNnaopwUJvT7zieatBTfiGqq4eSWyORHLekWJcctasYoMyFuuJOmf10OqKe4HF2rfPMjRDye9pUf1l5yOXrh6e4fzNg78fzjc0Lng6OIKoXndgk/X+A5usB4Bt4LHCVmGRe3va2QjxodX14Kdqmaiup5Ti91XeBXwCoKMzMTHJ1lZPkKD2r7c/wDOvaFZzb3rRzo6F+/Z0zWtCiMxyROXGXAL7vvvYU4leR44WnGnNdtW7ZnQeOJ7lbgzMdT7ygVSq8ukbRSW+QGK0NqwCXnli1T3PffsbT6xEyyBCsHtHmBSDWiq85Tio5QzJFJFFDDMQYvjbQdvshvAzL9p5+S0CrH5Pf/LOhPuefyx3xsmDhxAifRbC3WkTqUpJsLCeYjl8/TFn0bL+dSo6OuMSE96dPj/hvaLLSpM62rNvTlW+F06Qh7s2stsaVs49unvSqXETZxi9HidAvLPLdDK7QFm36FP2+55/rPiNS5eQX396f2HN8SFxAxqhXGD8rj0LEK45XoQffhxwBBGMeQ0iwLUTYUEPDLpej3D7aQeql+x6fdLd6379gstgjDX3euoQsRpuYLl6lXKcFvVVpYJq/DMVBpIIDmYdvnrriN3cQrqvWdlEMr1Bi4YT2OfEgMD9YbIT9QzJTuQIaF/gsmPqHhclIfv/2phTM96yPtuBGCQE9pENpBiXXNxIMS65mIg2sDJ4ue2Ih3YxwrJmRVjLDwPPISy8g4jCJzUcwz2Ig7//I0HWowAr1SyEa8Ik6Be8YQtkqOrqckVZM3QQMUwlzmEI1+dLlVJ6gtrZP+iqqc9tSE9r3EuAoNaKoPSnYATarTH2XQ6vbdFNKa9cDWzd0zXPjXDj+NaQwU+LWp6VqvywI63yrtik7vnHc6eYfr3wqzWvLlzePzc/otzpA3zJ/8/RuCm/ueLKHe3fOfHwtd858ch8gC5LXMG3v/FEv6AjXHadUCkG/anw/CniOqgljlRiMKOgR6UPPaeALcBjavGQAjiDCBbDm+YtPbH0vTdeXrL7zcWI7C0tiGJGvQQFcq5lWcnNKfMXHGk/sjOluUX5bNlfJ3bEJur/45NPUJUxIdmn1+v+9+Z/y75558aIgcrhro38xjP359VXtlRm5WfGO7uMFo/L9/ziT7fvLZzrfWLVPcfufuW3qIpyHSibCmuODa5AKazX+YiYgSbEten3jU9FXEMuxDGNATyIOBC/n+9khPuO393Hrr1+D1FnwDy/fEfvd//y88RxzbXJx7MnmUx9HstPb/9BydSqw/uW7nrj6KTaE6sSKugmcKYige0hctsPdx/yC1gjA9UxXQijQFiC04wqoXzLwwjsYTKaBMZ3ZCKytFQCGxHxMpH2Z6jIj8fDO0PucVaiy0l/LtPG+gk5S3CXebd/YOD/3P963rJMSSSjRYpxyVmzlmUNCBeMVoToeGgVGw6NYlXRWpxCLSdy8J4DP9oghpsujvh9kJXKpn1fwuCAxpAPD6WCEj5YPdYPuXB9PgsR/NSOKKzSx0DgYW9be9o3v5X5VPAUu5/+h3+2qR5QtjT1Zsy+NOHdeXu6tADPMO3WLM3xiOww/gf+IGE8otzpgv6iUKWzy7Jbjam9v8n/6r/8Yrw9NmkcIo2cXVvM/xrNQ1z0nz9FXDNnaOYMcVj5GxsYxRT+EDH82ydApDb8O4PPq+A2rly4bWvf9ev+OSG1pUU/rqrOUj0l23V9xevG32fcDYBPp+sh8Hoa7O4lXJQGfN0HvtumVn3lld/um3niwLy8hipffWpWyyP/737D3sK5FsCys+SKzTtLrugvKR8iaPN+hCtKsrbMAq3dTYgAYT8iB7g4f/zFsfQIwZ6CEPTVwG7E4LAQIewdq7asnXgye2JcRlujpTs2zmfu8LRvunRJ8p9u+OLC79/184Xauh4I2JYTqNX8sQOvp+HuQ+sQQbmTgQ6E5d0K5CgVlER7TarFQVVEPdTQya/UO0L/PoIB4esMje+Ypv3dhsjidCroeweQF1Lk1/MgVSxnaG74oTnpgwbC5zhtrJ/QrlSGM46jOZNNByfNXNQZm2BL6Om0zzhx4EhhzfFIfu0SyUWBFOOSsSAj4PXTwLK1LFu0ig3vj3A9oYRsATBu8c1vvXxX5VPWK9q2O7LFzdfAYP/b8zVdOtx08XDfB1qpbAxk4SgCrUR5iOnuc/iQCzd4CLQyJSICL2MQAWSfVcuG+LoGMkjMZJvqmrJNdZva7UkztMf5vcrIyt37Px/tfvYXhbq78rdZR+MLK7574uez/F++OvtmL5GrQUZC9J8RO31Y5p/eoV+1b21mflOVvqs5bsna7FV7AzLBnA3DDlTTtjbPSv2tfW5XXDxdyfE9rnqjydkRF7dt6iIjgMnj8nz7hcdP4r9OIrhjhKpE+bsVd68A3kcMHIsQg8gehCAdlBknqJ2Bx9T/23SEm9C3gLsQhYGsCFceH8Jv3IUQ5xMRgtyNGFhNQJyTbm3bAOQ3VMUcy5msb0+wKdauDi/Ap7a+1Lmj5Iq4E+Mm0WOO1fXpYzyIImAHEeezExHgN3A9DTOg1gRsjbYPZgYK8ngYwXmqDcyXM7iK6HJlC8dHGP8RGN9RgchR/yLCX34CcAxhKAm7P4PaXAzKFo4TXnRHatu5TBsLhJ8h7ByffVd5wfRr3AZTR7yzy+E2mCzlBSWLQHm7cCw2LJGcQ6QYl4yWE8DdiCnzGoS7wpPADYj0Uv+NqIA4EoKFbAEw/+rmzYd/fOSBCa3GFPX19KXJn2x8rSbD0zRfW+4U5yeXbSBdiGAmEFO3/W4lUbhRBIoqO6KvXAxYycMNKs7VQy7c4MGh/aUiSnYnIkTSvyLlR1dKKbn37gX5OsU3z6fqm/JyTx/Ozqxram5JLThYMSt/SePrXXdWl+WmulvmnYqdsOKJyxIfvPe9J9YFrGLE/rjDohWFcurML3++5s/zPl/z53kAHsXgfTPtut333vyEidH7wor+y6Tm0m27Lr3vrcfS7Ak2X5s7qc7qc1h/d/ArOaSuGOLbPQqqgKSjcVOMBxNnFHXGJNjGOWtd+c7KvX6hMfFPVdZaW7ah12Ts+tRXXs5pTkjX+3+c0NHhfebhL627du/bKgHpBCv7rLr3veNmdqpGW4LisV8aU1uTr3es1L4PPt+MiOt8CwPi24IInvYTqt8Cj6k/bkC4bglh+y/gZu23sQwM+joRYtyMEM1+/2q/JdqIuP8UAlSn57oSejqth/OK1SXvb+pVFSXmvr8+0n3f3x7trp6Y26fc7dlYf0OmBaj6+ZkfpO/pmhcuCHPQNVGZMb6gLjV7+gN3PlS5WbglrdP2exNDs5tEfZ7eXL/+rlV1a6fkOyvN9aYs+3M5tx/emLWsnWGu6RDBmP3xHRq7lFKeBB7R3ncQhXtJIMPNPkUItB/76zdU+4Rr3qD2Lfv9LL79/OO4jWY6YxNIszdj8rj4j68+zIax3LhEcg6QYlwyKlaxYTvCV9vP8bUs+zeEMAeRZmpEhBCy44Cdd1f+NqcrJsHl1ltcRrXXvC3lqrhV9S/u1L7vZWhe6XNCkIvJqww81IbsB+EfZIFWN39mERMicO16tOA8pZSSIOvYsA+5ELl314XyJw/xIF2PsHL2Dx607wuBWxBiyIewsH0QZr/6+2fzvz5Re+vNzyd3dCfYjhwrWmCI8ZS32VOme1801qw+9uOSzpgEV5sxuTnd02Qt7qp4gFTleLic4BpnN+uhFYWy+FyGwI9jVK9+nKs2q+i9w1sPzJ41IrHixz/Nf3P5+rt+vPZHyYmdHaYOEnta1WR3jrtuR5a7UVhLB2fnGOQOEslVJIB19aaMh8oTp0/26Awd2a5at0l1We+e8Zuct7VzJfXdNkftNVm9at8gcQxAZ2JizB0/fHbZjvVX3P74mm+XA9T54mdt7p0wwaj4XPGKx+EmxrK5d0LJvBR7trb/CgPnqV9Epwes9jCi2q2DMIG8GsMdUzNC5AeiMFA7wA79RWhSteVVRM7ueoTVt+jPn/ic694XnlC7zbHdJ7MLKgvqTmfGO7tjy2dPazl1X64v8YrOXoTPfdINyRuXAG/u6ZrXv8Gbtm8w3bL9leWI49AFGOqSM2e8Oee6/LXXrDq0ee7igaJL4vvRDuAgVSn5ZuriJV5F39poynRYvR2W75/42QIUdm7MXBZWuIYJxvyqUkpP0P3CHPD/AWADI4uzCMsoAkLPy6zlqwuXW1SUrbdvem5qVmu9rT4ly/7cLV/bt3HhMsu53rZEcrZIMS4ZFWtZplvFBl/Qx2qY/6MmUMj6c0pnueunN5oyHQBGn8fVGZNgQ/gU954HH/FAxsI6HWh1a9Z+NxdhEawjIDgvKJAzsi+6EOIPMTB1XgRcoihrfhgoyMM8SJcjBDkMpHJTEUFhMSj0MZNWcsjExWLlWVaqdxBozR7UPwcOzbHH6L2dV87fUpSW1pR+4vSUcf98e2nlA1t+mtQZk+Dq0Ir6uPQWR70pKy2o/4bNGjGKALEn0YTdXTN+W/d/OZ+vWdz8VsLa3aumzuw4mLfjb1dcFv+V7tsIFith1unPFONf9uifD5VP+d3peMTxbNb634Y4rgbEYOsSBjKBTAKeJVWpRBzzHIKyhAypsNmiln/h3zb13OB4LSGnqzb9WPyUzletN+96u29xg7//LE3u/Rm7WgwnSwrmrHtuWZvbZeo52TG575crvpl8aNYMW485LvaJT3/760+I/sv7xWXLZmYeOe6mtdsOYMLrMqXGWV+ffV0xIgBQQViAFyBSQNZo+2XTjo0HOM7AzFjV47+8d9u9a/9nJQxkpWGbum5a7IGHrrG9mZ5maDI396a73rZf1/RBz0z/MT2OSAG6GSGuCxAZkeZq33sRgYkxiFmkJoR7zF6tv9qBbe8Vz7P+esVXZ3z2zb9ko+hi35s27+TTN5ZWT1hxbPqMuP2HoD89pN2HrmV+4vZZe7rmvQFw0/YN6fc9/9git9Hs0I6DFUi66/6n6l5duNzvrkXAq4HQ1uZtWq72iOfm0bgpd9WZs8xNpowCk8/d3d0b1wK4bqt9YdbGzGWvBy8fwLD3IKWULHTchw/Qo3IVN6JyWL1j+BoKURJNQGgK4pxIQ5wnD0a78qjT2w6lauPCZUkbFy7bGvCZDeGGJJFc1EgxLomaIBGycC3LNiLy/1Zqnz0ZsPi/xmCTVUBSvSnLbvV2WDoMVpdHZzRrlRPPl494IGc9BRvC+n8CMY08uCCIYCQi9S4GAsr8fuiTtc+/FrTO4AdpCiKwbSsDgvAz+O8PKnr2k85+QDzcXlJ20EIvv2Lwg7K/f/YcmNe058C8fncEoCrV3XJbmzG5P2WaR2c0m319/uqBYlPDpJ0cpe98EQi3lN/l37UeKNqQtdzYYMp0j3dVm+P6eqaqVymfB/5vuNmVwEwx/u3HdHkf6B5nPhRX62pCiFe91qdxiKDFVMSxqEWIkxLEYCcJITKt2ncqYQZ4SgUl3LJk7j/VJbV4cGHEjJGp7KKdUwOBhRMqzxQoDby52zY3R0FNn+7+wDNl4rFfH5o14zFtmUsQPsrVz5Ys833P88d0ndLn6WtxticoHrMrKz3pb/nXdSGylvjTDboQFWyPIUTVoFmU/n4P44N+9M8F67f810Kq3BNo8GSRZGjnm+MeI8lgBzagFrMDEWTo57BSMUiMmxA+5E7EeZ2EEOJDco9vn3XVt7bPuirwM+cDhu2mQ90zpptd7pw80+nD2aa6pnRDw36EG50NcNz29guzW6yplJw+tC/wOKzYvv6qVxcufzXwHJj+4sEpxlO98xp6M41txmSzR29UfGZ9K1Z2sIxVJNBIhHNTKaXkH7ETlvQqhjZFVTM8itHcYkzN9Sr6xnGuulgIOdD1E/EepJSSi56d9Glub9M4jJVYYnhYeRbCDKJHimhDAelMo4g4bHTh4IAoVqSlm3yAwYWwlisVHB+2kFO06W1DM+r0jxLJhUaKcUlUhBIhCOvXvSEWbwf+Yww2uw64/+nxd9b86NiPS9w6o6lTH6csbP/XcSLcZM/CsjIcYzIFOyTFmZgBaAHA0ZpOW0MRvR4b1mRVUf64TlVXl0eRG30+Qoj7q1e6Aj4PJNTDPAeGFPmInB89FgOOIQ/KSP2z7lTshBVTuo5mZHoazaY+d1xPgkVJyHG0nr4217qbZauBdavYUD5M2snoZidCFIUyqr0x/13xvcyfTf7ejh8d+a/pOa6amdrSPsTMxFCLdBTbj6vqMbbNtuXE1Tb43Y5SEH7NJoR47EIcG3/lTb/AtWrv/d9FDoJUacGJgh7oQU8PKeTwKZycVrbza7aplszW+pmlfy+r+39v/bUpv77yX79e+bWd626/9Y6A9bT52747e3r1wzFf6v2cYX3i7LbtvnpfvP2Rpd/q2m2dXK215Z3JlsNzL098Jzc1ptmQZ67cm22qO76KDeEEnb9vjAwU8HFZDzm+61Vjjjl9sYmgmJ2+WJdXjekgxIySUkEMoliXv81uhI96JgOuLJXA4YBzP9TxKvcP3Nq9SY6kmHalo89qOdJTvAB4J9tU5wZlk9bevPyGSlN6e9PWwprjTQHrcEyuPgYB7ig3bd+QXn1k/FV7zXPi+p2BfEAP6fRwC8/SwR38hoRBA6u7lAoGStYXkN68J7Ulx1WrxKh91R2GxFS3zhRnUHuTJ/Sc3jDMvSrsNaaUMhXYRB/jUBBCPI/m/lxCCXydyEI/WqrIYxLzKEFBwUIiVnIZR69SwUrEYG1rUBttRDeDOOrZx7OsHyGRXFCkGJdES/BN8p+I9HfpiIevCWHd2wT8dBUbzpztBv1W5E0ZS1d6dYb4uyqfsi5tet2R7W44QWi/2rO1rAxHRMvL2UyvAkk4Wo00Vi1AH+MiNsFNp0MF7leUNY/6BTlnn5Eg1MM8HYYU+XgauJmVJGJHjw8zfZjR4UVPF+nY+duQB2XY/lHLKH+zsPJP07oqHujQJ6h9sYo721wXZ6pyZx7/xIQ3tOXuX8uyR/35ysMw/OxEhKJQ3zvx81u+d+LntwT9vgKYrvXDk6Qq34ogyIds35NsbFZ8ajpCgLwDrEDcW7u190UIi7ktoL3+LBwEfQfhgiCt7KeL+Xix4CEDUEnHSDqpNHMNsLUhJavgp3f8YOZP7/hBqLZ7EUVwBIWZh9/rdie995mHfGx6dgNgRTfexvRxNQBz4nexIvUlY4c3ocGLwZ5tqutFO0a3VWyA4HNd/O9GDABd/v2MP94zrWOHzdo722A361yOnr7Y5Hc750/NNtZfeZvoyXWakKpk8CCkHpHC0G+t9uOfbRmOu4Ap/2i72bYy9XmbWdfT5PJZnE29GbOzTXXHsk11Axbr8h2rGRr/YU1vbx6UW/u2t1+Y/WjM/eoix9uHvn7s1+9c1/xm85tp10368qw/3OAw2BJxksgOLmEpO7XfmBAW+L+j3Y/m2N6/KdnQ1jmnaXdWV0x8zynLhAaP3tQYo/alFHYfe4rIhLvGdiJmI1PRozKDQ+TQ1v+rPhwYyYmiz6JhHYU8iw8TNpLwouLCixU7wiJeiZh9CSTaGcSzmn0co3ukRHLekWJcEi3BN8ljCF/P3FVsOGd+2wNW5MUMFNmMSFjLilaGftQW8zCZUrZp6/4xIgfyIaIo4BOEeMB2tk9BH+PCFAtGk5kj771D9OnSdpKStZSJJUbibDF0272cLPfQWv960CDByYCPsv9h7kEc23QGFzFpoIU8LPTRSw9erPRhIoE2uvv7tf9BOVwmmetaN1uB11J623N6bKapXlNMZ1daXJvtSGd6XUN2a1NzxpQ2e/KfbnuG9dr+BrpDrIvC+u4n+BzY3hqTFOPVGS6J6+s2WPqcJhXUDoPVFePrPZLY16VHCOJmRHrOSBbyIds//bnx1cWPHLNq/dasLWNlcNaRqxkobGPTtqcDEhCW9DZE+sh0QvvYVpFMEvAOldyAio5Y3MTTRadm/WxmKsm8hziGVsQg2YtI5bcFIZQHRG1+ShNGfTnltQPVULvcD5JtWw7YrrRuKe7wJqidfVZlamzFYf8+17mz70Lkgh/sjpIzpauw5tglDFj+AXBYE/vmv/6udf2c5Q0enzGuxxebYVF6DNWu8WZEHuwVSkVIn+IsxEXfwUAAJ0QxG6VZxZcArSddUxpfbr3NMz9xe3qeqdLe0pvqBIIHfSFFbmHNsf7c2tfufmvWtXvfzlvs/Gdddk9TCyLNovfW+peObk1ZVPCrgm9cqv06JWC9sxCzXnaAm7ZvMJZuKLM0Z6YbDnTMODWx52TmjM7ygvetc2t+MeEbm6478mZk66+4xtYjcovnIFxAtgD/iziXWplLJVnoB7LrA3qsePqD688KtYxy5T0q6WUWHnTo6CaRFox0I9ywrIw+uPWCBYBKJBcSKcYl0fJhuUmGs6zMYqCIzYgt5iGs3k9oX42qgE8g/SK2p/NPJCYrOLvsHHlvL9XH/T7Xw1uFLlvyFompN+Pq1tNlB5NFz+xrDOh1xxlsJfa7RhgYqJ75IPAFYA6Di5gkcZJyLqUQiKUXNxZ8xJDIwX4L66BzYJhMMnmIgcrJxmvTbTHdXgd9KmqTLvPIseKkGEOvKyujTkEEON6OsPb1D2yeuOze9YeT/17UnRp7nXO82bf7ukuq/jjxziMHuuf4GOyyNOQcSPG2b60zZbYnfLJrP5D3wvur8i9tf682v/dMDgPpJc2I49ZO4HELcHlZOjHOueeRkpzmq9L6BzONi9N9mZubHkzd3e4fPOxFCCUP4vgFBjpmM1Al0aetI56BAMUare3Lg7LMCLGYTDu12EmiESNm+jDhwYUe8GBDBOLuQKQNHDRIDlnxMdvmI9v2LVWdFuiffhxYGavvznb6YmunxlYczjbV+TOpFMfrO6d/Pfux4zs7Fu7b0zWv3x3jP776sGHDf65IRWQ3QetP8wfZ01rHNdRaLboes91rTY3VdetNOrdlU/uNTsTgxYqwqN4MHEFcpw8BtyLch65CCNqR+AGv1H6jAJxwFrafcBY6EYOR13+b9K3AGISVbFPzbt6+vuuR33zHUFhzLBeoeqLgnm3fnv7ESh4l7+b69c7fHfyKLsvdWMXQwFZPiym1s3/LibgZyC6TCgM5+W/f9FwRMdQ3JafnxMR6+1rNaSfNfU5rkzGdV7OWD2cVR5nHStJ4gG6MQC1p1BLPVxFCHCCFXYMGA2Cji+toxM6DY1YdM579CHeiwPu///pxMMJUigGMrd93dJmKJJILjhTjkmj5sATHhBs0+EWj/3P/67BiWSnlawjf+GQGAvTuQQjF9xhcwCcJkWvdrr1vj6bRahnlirJhfZi2Dz/gmTa/hC77Vpo9OaiqjRiDnaS0GuJtyxBTxv512hFW8fbAMuBKKYsZWsRkEbWAiZeZRhEJZNKMjQN000izts8jOQf6j01Ml9fuM+osxg43J9InmGMMXkdifAft9mQ7Qsh2aq8n58zcZfxMwp9n3dD99+XGjF6PT6+2+ZoUyzVPb5uU8FVH/Lap1/zgTylfLg+1ncB+zHY37O/f59QX/cLU76Jj1v72oln7lVJKbq5ff9c3Uxcv6UPfkt9zen/hyeO9876yjz2PzzDU35DpH8w8PeUnp8r5SYA/7lAR8HRAKsNfIwIp/X1dz4D1dKu2BhsB5+Ygf9gkVByo7OMdplGEEQtOQEcvR/ut643Ko4PTY4b1qb1KAQYygKhCsKxZKyJ2/f2YjhCfqt1r7U3UdygrUl9aALyzp2teE+B4deHyXISbmr+Ajx3Y6+sxzD5iK+rs6Yt12vT2hEZPlv6NzoXdle6JXVrTHAiL6kq1mDXAUaWCnyDEOAjrfvugNg8vIPOA/QzETPgt9aloftPBwcCvLlxufXXh8iTgUa041f1A+00NG9w/q/juMq8SE9+lWGriVadB2zcXMPtY3OTqF7Nu9ccfOJnNuwwMdDcxkB+drNZ625n08c7MnoaTpj63szMmwabz9dlvbHrNPpxRQFEo4Qoe0PakGR8W6ijpL4kUDhUvLXyHuQQPzIVBIorCYUoFlwI/BGagkoGKCVDwUYCP0xjpQJzPxxGzGOsYhe92FHUaoidCUSspyCUXG1KMS6JiFRvK17JsyE1yGP/eC8FwRWwCidYX8R5EFcBAbAjRUYDI6mBHiPUMhPuB31XBGiJnePi2Z+Y/xOTZ6cRbzXQ5XBzf10RDZTRiN4942ynibYFVSRVgHkMz24Ta71BFTIQ19BRNnOq39E9E5HfvF6Lh9k0p5SZEesTLgEzdzV7TOGete55914kfH/1BecLkzsv1bh/vLJ3nSox3YLE4zW9svnEvQkA5ANucmbvSV3zypQXzH3kv2ZVkiVGsOPX4EtM8LdUmh6vvuue2qolPdZbAlwMD00KeA0+sumfbt/1p57apVY//8t719679n1zEMWtCCPEmwHY0booTuH9V3dopXkXf2mJKU2pic+bTqrxT2Hzs9MLb32+nRV1DOMTDPtwxD+7rTyOEzHjt/WHEAGHQMfL7wyqP9u+fBzjCpSxCwYSHXkwYsNDLO9QSYuZniE9taMHyEKlKzU3ppuz6T6Tn1yzLPtS4OD1Xa6/S4U2q7uizgoLrSuuWIk2M9wfqBqzPAVhnnDzQ9LnP/pm3axef1rZagjg3DYhc9vGIAUmxUoERMQj7bsCuV2gifST4B2R+n30bQjxvChCFkYIFAdpvqt9g/P6Jn81P6m03OWJs3X0mnS3eVd2NuMYNJ2MLYmZefWCuV2dIQcx03KFeO1AUK3g24mjmVJ3i8RX0thhbLTi7r2jbsbOw+5iH6AbtK4nHiFuL79BpsvwMh5nAa2rZ4JmQYLSUi6MKjgSmAcvEirQ/0QYzKkV4qMDIXkQfrDsb3+1ws2ujiMk5V4XSJJIxR4rxDxnBAgfxQKsENgIPq2UBQTtjjCa8L+qbWDjLivZ+tG42RkQZ8H0M+BXfhshdbUOI8sOIAjk6ROCeGfHIKifam/+XVkNPJ7Q1QkcbxCbAopXidXjCzQjUEJ3/ZqjfB+eVtiIett+KcnDxdUQhIwB8ip7q2PGW6tjxc7e5ryrcfnzB85U/zPW4Jxrnd7Qkqm9svvEdLR2iXdum/cr5W4qcTosrtr7HpE5D1XlVt6ojpjchJlXfHVMVW+20EjywaFHLSVUGnQNPrLpn27e/8cRyNNG5ZNfrkxK6O1a0JiS3pXS2ebR97bf2/0fxw11Ae0lHuS3O22We3nnI3KlP8Naas+cWdh/7x5BtRsOAtXwWQiDu076xIWybnQy4P5Qz2E+6//cq5B2Nm9L1H8UPG15luQl4m0IuJZk4nNjZxWGqxKCC4c+9YMFiRKRhTLc0uTdlbGnuSjzaNd2TbEhqn510GjicbGilqTdjQYc30ZVmaLIROEMSou+z2hqffnvOYv+27AhR7y/A1IdwRZms/d0W1L5uYM0ohNi6a/a89dCXXnsmPb+hylyZmed65sYvNb09Z3GgK8hwwYLVt9c8d1VnTIKrKyah26y6DF0xiTHaPji3pCw6s+KyV5a79BYrwnr/heDqtINmI7qY9b8z/8344PM/7PS5dA5UNRlVvdWlGJ1m1bORVGW4Sq15uGnGgJleTYgLQZ6O8BsfjlD7a0KkHRzObUXkgv8zJbQQwzgUlnALiWSjAL2kYRQW8XORvaQ/MD8PHSXkEss87KxQnuXBCOka+/f3aO6U9IMTZxR1meNsk2pPqFdVnJt2SiSjRYrxDx+DBI7GNO3vNqWU2WrZEAvwx4pQlhUteHO0bjb/h8gZbdfe1yKq2l2pvc8C3kUIhziEBc6JsLQOsXBGYCWxCaeJTdgX8JmN6MR8oDXYhBB8qcAeYAKDAzZD7Xcoa7KPUHmly/qLiwwnkNzAb7RtVQAzgReBnCZTRsKUwpOH1Rt4/MqBDDh+H2t/EZlDSba26c2t6e6W1NS+/PZT3WqKLqa3z6C49abUJmd6HDm46xqynWQG7U2QZfrbAVbBm7ZvSP/+n39W0mJNUd+efbXu1m3rDiGyqcQjXBuefjVr+b03NWzQpXmabSrg0se6LT5nTEHPqYmI2ZAThCC4IBBausYgC/QuRLDm1Yi0h3aEoPIHeJq09jzcv+IgC3Zh9zHrhvdXCJeKFrXcXyALUCkgnZtZRBw22lGVyMIjWKAVQb/LgRpX6zoZV+tqLfzlyRnvls09CNizTXUA7zT1Zsyudo83ATO0tq9UKkANMSugTQH4/bT/igjMNCKuGb9lHcQzKTDo9DEexUwo9wpR8ZHg/laLKVevUqhPzuDgxJmcGDeR7NZ6/vzg58hqa4SW/smf0APYNpxaP8wzqN6kRmN6bYyvt2Vy9/H8eG+nC3BtT75i/LLLNszvNCSaEKkzV6llvBaqg/tnNEpZ/R7zqn6Z+Q3jPSefmDuz82COPcbqfidpfuO1bVt7CeNC0X+d3cgsPOiJxUQPdnpxoceKGQ+RUhbWKyVHW6bctU5XtPSEa1LMy223VO60XLGbZECchw6GcVvx54JX6rXzrBKV0xxgJtkAuFCJEwXDlIr+fR5LVpKHjgWU4MGFk2ZisWLjp8pDLOYUFobeg6qApKO5U4zbSxYuMPW6XVlt9e7KzHw13H5KJBcK3YVugGTE+AXOHIQV7XIGStBPQFSykwSh3aAfRTzQc7XXaNMd/g3xoLIhxKKNgYApEGIiFyEg3gSeR/j+Bk7fR0Meo3SlCdg/AyKVGlpb/NXn/AGbIfc7Qv+sU8tYo5ZRqr0GCvH7Ef0SKJBKAlb7ebWMr6ll7FXLcKll7GJwYagpYbZ9AvgOcKK+MVtNjO9QOz9p2Wqt77LT4Yt1Yk7St3pVm8uhfLB0qud/n707J2i7oejv29s3PVfUGZvgcpksjo54qw04iThe+2lR12hiqOq22hdmVZtzmxRQYtTeGKfOTExfrxshlIeIn4Bc/IP6JECg+y3QjQih6UAIey/Cr7gYIY5KEK4ahQGrD/y9P2jSH2gKfreoAtKZxwKMWOjATTxuhPAI1z9+dyo/Nu3VHvCZI/XdNn88hA1Qsk11njzT6aadHQuPI2ISDjIg5oY7Fk7gJeADbTtHrnt/06tP/6z0iHqV8n/qVcrPH//lvf+JcF35PjfzJHnohux7AXcR6hzUghSz2hpPX//+pje+9Pqf1l///qY3stoaTwf0F4hjOPi67mYC/yQHMeDuPRU7QXHrTRP3W2fnbk691tATE6d7OWPZ5OsvfyNPE+KtwOJwQjyIPMCxMWtZU6sptftfuVfWvDb/Js/uyy+buPbqW2dWZozXBbVv8HVmZhdeDPgwoEOPiTRcQDMPhr2P1Ssl9Z0ZD5U3TL+mrSm5OdncptyX/djESx27rsXDAm2pfYQ+p0JRhR4b+aQxAeEn78OHi/oQx2AsyaOEXDy48GizAi68tJNBIZcQ+h60DkiqzMyfbXY7XWn2ZhK7O80vXHPbvij280ODUsGlSgXrlQpOKxV0KRV4lArqlApeViqG1JmQXKRIy/iHj8+rZXQGvN+llPIk8Ij2fsoFaNOHgmEyfUT8nVLKozha7sLVfTPdnTGMnzKRGCMIq9iX1DKqAx6cNqKwvg/JbFCAk1ORXUoiWaO1djYhchoHrmNIwGY06xvm+2H9MYPOUz/mgP/7LbJhjs26tby1Dri/r0Tffiyu4O2Yv/tWJDe2W+w2q+vtW+ZV/t+ZL+7+4MjMaNI/9ltBs1rrbY3JmQ5PjNGc0NNfIj140LNu8uTjd47/wpm41MktiYZYb4yvS6eqNXTxF07zx5DuBCuB9qzXG4x5L9RcZW502XpyY13Vy7PvQgycg10E3Ajr8PSgz/WIWY21pCpfokX9I4Mt2IEpKFVSlXUsU8XMRiFTNMsh9GHGSn96TH9qz2sL3pr1n7aHsi/ftyshTuTD0OHmfURAsr8Y0d6A9lgtTe79BAXl/b7+a4YPemYGVo71v0Z7LLZCfyn6q/2l6Cszxk+advrQ7Ut2vb5z07ylp4B5LCAZPZ0BsQsOJnMzIrVoqO0P54LC41+8d3KysbUo1uIsOJOV63nj0qVb/+lYUkN1fzXczrXZt135jdO/mNKn6GN0qu/oibiJMT8o/u+pPTFx/pDJFGCnMthbe6taxtUR9tueFNOeWV5YkqT26VSDq9dVaxw3qfKSVTNmH9rX+InSQdfgwHUmhkxb6GQ2PZjYwQtcRnlhwvrFy6es/2GK4xhxruadqR3Hnlqt9p+fKw/Wz0x3eS0diWqXq6fV4um2xWWuylmb/L5rnhcj6xnI/DSkj4ZwL/+OXrOGA3jppY4a4nmHCBVkx4AqYpmHM6AegptMoIsUMYszZNuay1Rt2rg/Ta4+rtSnZNp/dcvX9m5cuCz6LFUfDgb8+QfIQtQ7uEmp4Aq1mPfOe6skI0KK8Q8ZIxE4kjHkmTUA8SRl7OX6zy8nxhiLqqrUn35Afb2gGkaWCSBkWffryWEjUB3apSTKgkbDipD+Ngyzvkjfj2Q7AdvLQrhZgRjEPBtuWT+BgcP1SzPzNsctrn9/7+Wv7Dkwr5FtA6uOuF3R1+mIvNMtJ7MnepM726yOOKty6ZH3/aJz0KBH/YkyS/WRo+j6Q9XQJ/kUkkhgYX/txWDysl5vcE998sT83ni9y5Vmchhb3ebJ/3t6CSJg0z/Q6s9MgnAF8rMb4cIyFxF4C6JwzR8ZEHJGBsrU+/OG369uUB5VlqmPYuVPtKNgxE4me0lGCI8ukdrz6ss3Jz+QtmZ+zl9r44+bJ3mzi+rq0q2t+hOz86/b99OSQGefIgLfPHZsWXDMyG1dAZVjB4hmJmeQS1RwKfr3iy7LMXlcnXf+/emcTfOWngSacGJjGkUBYtyqJc8LN5MULoaiCuCJy+5dOa3j0MMuvbnT7TAdmlx33FryXvmlrimmqn+lLtquLd+0K/nyFlB9q+rWpk/r/CCm3pRlrzbnOhh8z42W/v0+PKnYbO106NqMKTofOgzeXldqT4unfHJJAoOv6Vnafohzx8phrGwCcpnCuvy6tx6av//xyV69ucMeN54uS8Y1pl5HzhpF+aEmyPPqOrPMccYeB0Csy9mdsq2p4dr9m3Pyq6qMrlTTrBeuuW2fJlAH9VFI9AOZYQCIwUAuWSgD1wkjKNIziMhpCNdhZwWxWOnDQR9m+ojFRk1AzYOh225Ry++sYD0XUVreMUsvOYDw54fNiNmkAsS9dS5C430WpBi/2JFi/EPOaATOx51RVspcSWYeXPuZVZjMiag+H/u2buLAtgSRFU4wAuv7UMtyHKf5BAbKgtK4hbKSDVhH04EnldL+oMqIImTYNgx8Ppz1eyTbQSnFn/YuAyFAv6CWCTE/3MMpUATe9gyrCVEpMex2Bw963gRm/epTX09/+Lffcc44efD9/MYzQ1M01itTgP9VdCi04eQntPAujZhQmEkaJjx8L2SwXVXuK3VLe+P1Lm+CwQXgSTFhbHX7Bau/3cVomUm0/vO7icQiYgzuA7YHfAYDQm4KA2n6zDBg+VbLWKNUsJ6cEMelFit5dN10+d/nJv3BbnJaLB53gkU5rZuYZRnnOuXLV1QicPi+KceDzfeMsvZAcIrFwFL0R3OnpFen507FpzKhoTIDOEwah6llAVbSGcjfnUQsOwkTnPzEqnvK51W8+0B9SpZRRWmae3R3TX7jGZ8/o86jU5Wv1LWNQ3Go7bEOJ269xQGwqv7FCf9KXVQesE7bruT5zl3J848wkHZyG5A7XPaSIfsdMFh/9qrblR+9/GCfLlb1dVgSvDanHVuPXXnq1ru72C1cKDRre772cwf+4N5cqplFHDE8P/FXb45rjZ/s9bosFlNfR4s3RtfRmDQzPcG5yX8NV2Un1Bc196SZTXqPK/lYS9y0v1fkdxrje11O0ymL22m97/nHrga2bly4zI1wdTQoFZQR4lpUi8lXKjAQmAtewQxcg3Dn6z8GI+mb4dIQqmWUK8/yICk8QBdp6GkiiWrMGHmfwwA31W9Iv63uhdn5zkoTqTtWMyDmw8XTbFIqKDmffuMhjTBn6b/u9+cP+OiwUtEvxoGgAZTkokSK8Q8xkQSOJDRRWpeHkjP5Eq5ZtYQYgxnV56O57hCt9ZWMfqoztGU5mdyg/N8lSml/DuhZCMup37LqQgzApgHrlFI2IcqdL+9fX2jr+sqg9Q1uw8A+RbJ+P0GYgNgQg529wK8R/uCDsk6M4uE00nz3wQOKN/ZMvdT2P6vuMWz4zxVNAW18mha1XKmg5J/xi/9wneEtE0Drr5N2pWxq9+cgt/Mm7xGmKurGN5aVT2s7+o3Ttnyfvs/XnWJs6bCYXGp8Vc9OhJDyC9BshE/yYa3t4xkoDvQI8KWA1Qpf5IEsJX9iQMT7UzEGzgysA+6/es/mibf86+XpGe1Ntpq0ca6X4j5VtXP+Fbn5MZV6c72LztR4n1714vXFGBpNmYlKXF9//NAqNighrJSGITbws6g9MCj1nVaK/mjulPTNl1x7rcdgjE3schiOjJ/aC1xLMpvRU07D4JSaWgBiqO1v+/Y3nli+ZNfrh+58rSw31d6S/uac62y7p8790+9W3L0caB9fX22sS81yeZMNuamnW6pjHc5ut87kmNBzOonBBWtCuu0wSquqf7CuVFzKr+O/OmnJPzZdV9B2Wl+dnOv67Sfubn0va14bA9fYSkRF3xLE+eciEyuzWYCRnZwkI9FRbeiYlqPXn+i19NhTc2Npqe6MzYoB8tayrCTLdml60dRD2fHtOZbmloz6gvdPJvdZ9bqKxmkdl1W/v5tuqMzMn33L9lfmnbk+5+hlCe8WZplqJ3V6E5vftl9nONA9Z8i1qBbTy9Bc8IMHSgHnQJSW4OHd3u5gnb8gFZBHGxX8kxyq8dzUsCHjvlOPLWoxppLuatpKgJhXxXX9KGKW6TrEbM6bCJHav3+jNNKMlHOablGpIAYxYL9D+6gTeOZs1ys590gx/iFFKWUqaNOVYdJqXQycqxvcWaw3qpth0Pp1LP70jej0Mfj6vLQ1HscSl8zCZZ+hvfl4qDziUbRvWKtiiIFDESLArwshEvQIy5kLEUh2CSIjyHpCZECJsL4tQKhp6rBtjJBCkqBtFALfR1ikQmWdGNHDKZIrUKhMJrAh5IDi1YXLc4PzhPsHBtP0H0wG8Kp6X9eChJnWbzpiYuJ9sdhp5y2cPMT7qIMHYaJvv7x8eevG2hzOpPjG6awdhoRUvDR35cXOQlH2JuzqEgI0VSGgX5uAvyJEzSxEdhEQQY5PISpTCoQgjzjlrhZTftdPf7vvE+//84H2xCS1yZbmGN94xnmv53+mOi+xcFQ3RZ8//pTB0NqLJ86sGlSvx2dU4uhWOvrXFmWxlLBFhEZu4VsH3H94/NSZ3abYlLT2Jk+s22n4w81f9iB8sq/Ayn6sfEu9Jeg6C7F97X37pnlL7ZqbC4jZj/4CWPVJmZ2JnR1mR6LN25GVmBrrcHabfG6rpbe78chbhV1NprSrjsdN4W/jPnP0n+lLYhnI9BP1gGO4fd40b+n9m9KXVuJEwQIYMbOLwwwczzyEH38n/hiBYsz00c5R4oihp8OaG2N2tOvc2VaTzu51d/qypsR1NLmrc27ozaq3PUQWp4HXktX2BUlx9nH6dp/+iL3weGHVsd2F3cea6IbC6mObnOmmGXVpKVM7vInOrr4ER6y+x7w8dd2l3b449wnn1D8p+9FxmDr20kkHR5nNTq7qF3wgZnQGag8U92fOiXawHZXbW3D+cqVM3GdvqX9luVsxO0o6Du0r7Dke6AO/EijXztVQ8TQwMAsxciNNBEKmIU6gl3Q+4Bp2YMMZbj9Htb0KKoPWUw+sUIupONt1S849Uox/CFFKmQv8AzHVFjGt1oVk1FboyOvz52nOR1iN+sulR7neYW/6Idp9Jzq9uFZ0+hhSswf8aS3xlwL/VEr5RIhMI6F8rQFWksssFpJPPIewcorQD/lgoboPkQ4vH5EqcKL2eQMDFjwb8COE+PXnoV+llLLxusZNqXfUPDsl31lprjdl2f8379+q3kxfMgOYzYBPc2AbIlo++618A8flXkQwopGBgjbTtDb0ILJOvBvU93k3bd/gvn3Tc4uyWutt9SlZ9ueW3H5k48JlYR9OoVyBAjKZDOrzOfG7ulLeai+48+9P5/jX//Qn76zZNG9pqNSEK4H2FKU1HiBG6dPlLT4z4BKTQiq3cQM20riPjaF++4yxdMePTq651hTrNnUaE9zddp8h1d1q3fNISU4zy0o0l5vAfrUihLgxaH0mhADLIlWxMiA4nYhMK6cJY41evHfzMkNf7xlrd6fD2t1JjzkuzhVvYuU7L1tenHRrxyXX7tVPfeqIxXS0yRfr6enTG/sMdSlZrf7fv1x5wzt9Fn2coaO3N+W99p6ix48dT9ljP0rkAevoB9qa1f/kuIlvTGioVGvTxnX/ftm/N+6bMicOkSo0DULPlIQqLqNUcC+hr/ECRAYx619WfK7rvj89lkQHzvakJL2pz2lNczWmTOk5cTKlt723sPvYq1e27bCWVj+T9ETBPWu/veyJxUzmZpKAWHZqVvnoCOEL3W+ttXIXsIQeWtjHTk7hYeB4+msjNOEfLKeyCidNdGMjgYYP5txqueKNRyyqTWdyKVaj2deht9lP1yd8r8R0dEfW5PElVbUU0lhvyXwZsF2eunvGte9sPUjQYK7l8mSrvTfJ6EPfjAIOr03vVXUpVyRud53omNqFwkRmMlPLnxJMN/B5tZj3Q3wX7WB7dC5P/ntB6jP++3qgu1WwyI1074/OSDMyf++haYg7gU6uoJZpfIGnSMAdzX6OkizgNaWCa9ViDp6D9UvGECnGL3JCPPBqEC4CCQhr6E0hBM7FwphNyQUJXL9AKkGImHSG+k6HI5qbfnC7vcM0z8vgfQq333chLNftVHOQd+iikOkUEE88+9nNNrawUhGitgox6Ai8iTYh/FaXIwRKDKLgk7/IkB0hficymGnAtAO2WV7Tmd/vbzRlOqzeDstP678/6xMrX/M2lGROdrospvf3Xb5zz/55/QOaaAJSg46LG1G4xau1q5CB4i6xhMg6cfPl6z/49vOPX+M2mjsakzMd1u4Oy33PP7ZIQX2b4uWMgJB9/p9HfpwR/7znUpfR3NmQnOkwe1y2+55/LHfpe2+8zG+fCF5HHlCtw+fPlMFJR8GZmh+M8y5S/rWLx/gURowsZg439IvpQb/dmLVMXfzpf3RcunNfnK3OEdOUlh5zrNSwpfmqtAHXlsGFcW5nQIjfgcjDPh8x2F4KvIEIvvIPMvz+5f5Ulf0uNv6GJHZ35HTEJtT533fEJab6FKVrYsMJ3T51jvePji94HvT90JAQ41F8Hr1qaPbW+voUv5UOb3xMPIAnyWisvz7D2Lgodc5Vq961pu1si/cvM5YDbaWCErapKwFjvvmE9yrrFuOVhrfMxb0HXds7FtWfcBb2jdDaHuoaL0AMcKyAY9esy80Px/xH+6f//rw5r+6Mwa0zt+e6646m9LY3EHQO3eh5bfG3Vz4Rj/AV9w+Ahlh3Qwq1qxSA+yszxut2F87NUVDnZbXWr9h1970Pqr99Yh3wtaB7fAMDM1kQPBi24yGPGioBF5aGzDmnd9x0f27RzvU2m/O0r8eZ1vKu597Nn7tux/zmM8aOqoMTirIL6/oz0Jz8Qp4jd0N90qB1QtLJL+Q5fIpO6fUZLAal19Xji0v1qbhTDM0muvDSRwMJ2IjBjIIeFR9u7MTyEvCYWszxMMciKos3EQb+UQrgaO7rkZYZ3kgzcpe6oXUWdKzHRwYubOzgEpb2u6qd7UxLaH9+MbP0IAOui5KLFCnGL2LCPPDuZiDHdQrRp9W6EER7I46GQLFl1daTBFyFuJn6K2MOJwii8XMNbvcfERbpNMR0tRcxKxGHEMKvE50FZnAqtipOUkWrtl/+dukQImsekIy4RvcErMcNvIwQ9VMQU+d+n+a9CP/j9xHCf1ChnWZTesxfcz6X9tnav3b3Zun1MeM9KfN2veddW3jrqWRbW98NizcuAVBK5z0VKMiJvoKj34UmRuufYXnkN9+hvGA6LpMFo9dDsy0Ns9vJI7/5Dvz7iJ4fswjMOqGVlJ+9sfwqpVrZ+X7RZTmdsQk2Z5+3N7HL0TWt+cAj//r2gkfH153R6WJ9p5xZ5l/xuVNVQFIPsT2JdMYD1G/MdCZW232cIpNyWplDFnoUHu4fZPjpf9B3LEg0vDRtxcler9GcZG3VlRSX96chXMsyUQTIXxgnVfm+9nsnLepz2v+bSVWOIWYZpiIGYHbtOztaqspgNxs/HXGJNSaPK8ltFEGJnhijObmjlZak1Fbi+ceCLTtv2JZ8tceRZ+v75M6/v1xoP9YUW+cqnviH07Unvzzh3ltyX/tDd15s+p5HZ2S0Xp6c7DPrdeUPFGVde+OO2oDNjG6gHWQlfmLVPeVolVEnmY/W35iyYXKXN96X9+oZ51f+75nkccfuyTN1usHnsyMKMv2KFnU4d7xQ1/h0xHWUg+Z/vXv6Zfbd0y8DuEMtppxUpYwQ2VmaktIipVAsB3ji9L0r/ze244EC3Wlji5ra/LS71LDJu/T+ozlTuky9Lt1bc64rMfW6XUavp7nFmmpN6O54QKnguFpMebhrLORg2MODWFlOCTW8SwnxqA1T5jY0vDS3iza6EAG9Te31h+2JKR2W9rpkW8Aqrc2L0vYTlKISeLp5UdrKSZ5jk8q7Z5XgA6+qN8frOmnuTe+jFRd9NNIKxGHlb6xH3HdyEbEgn1XOwh0PCFk1F3ha2aZCdAI4mvt6pGX8sxCR2jnScz5UGuJH8ach7iEPcbxG49oVkjD+/DLd8YcAKcYvbkJd/MNZaS8mRjX1GIZAgWtHBMRZEVbFDAaEsY4IgiDK9IND2j2t8EDnJbN2F6YktRgbGrPN7+5Z0FN5ZmIfolrhIuDtSL9nwKI55GHPwDSpDmHtF6U8xPsF2noCXVn87i5iilsEJO1EDBTeBX4WsD+D8tDXmzLj3TqjOSPfkdYZk+C11Lstbo85saMLe2K8o3X+3O2X7Nk/byQWzsDjYkNY9nKBRIRrSjfiGL2GCDLuX+9alpUkf7L5T8W55UqrPjWjvmucy9Tmbig5Vb6vsOa4JYpt418PobJOQHn8yS7SGttP5TeeOXk0d0r69pKFC2xKm2X2sQPjjqZN6jieM8mX31yZlXik8+GyzZ//Vem1/1dwom9S8yUx+4Srirs3Ntbj+jvgRj9oxqEnqBn9D/p2e7LDYPRYY/S9likTj6Ltd38awmM/KFg/5Xen/T79PQiLrYVU5XZgLcIyHljwp0hbx0CO7QgD2pq0nF9NO33oYQC3weRIcbSq8a6u2EP50/Y//6NVRdfsfTuhxZrqrEvJqi+sPtYEMP6l2sPjX6rNveTL5SdwKu3WI522y766r/IfexcnA9inW+MYfO6OaKCtVFBy8/b1d31zzuIlfTp9S3796f2FNceT5lW8+8CSXa8f2jRvqf365Necrj5zz+xXD1q+fv/vgx1BrIjrbFFA7vWQhPFlr0TMMp1hIEd7L2JQe69SQdWRnCnOwppj/sFc/3aP507x71vofb1XWXmbmvlrpV4xdKfGdsYu7U5aPfPHNlyUNyWlzW9MynCYet2uPp1e35iUkderizHnNZ3RIa7fr4XbDwhTTbiC42SzkiuJZy9WfomDD7AigoKbAP713NWHb7rvlauTxrU5CPZ1D6qQqiiUzFm2K/2Gb268PN7c0e3Mj9XFxXXp4/Td7OhYtJk+MujDggUC0ghaES5Tw82ORB/kG6JyKwGVc7VP/K/iHp+qLAO+iXC1s0J/jvhtwEPRxjgoYpGRGmn8y4Y854dNQ3yK59RifhLqt8MRNFtQhIg7eRlRUCwH+G7A4ieHrEBy0SHF+MVNqIv/aUaRVusCMepsCyEIFLiHEWLLijiHzQix0oEQs/GhVyGIwto7qN0zp+8puOn6V4ri47r2HDlWNCs2titu+Q0vxf590/LTJ04XOmGIlTTcfodNxYY41rkIIe5PXdeorXsc4iETPHAIO8Ud1J7+B0COq+aEqc/tJFZNsDQ5ezpTErvMZpfdENPrcrospKU2WRmoTheNGA88LnaEEG5EWOh1CBFajXgg2Pzr9ft49+TGupPq2j1xKT2OHEuNObW67XBCTbeHgcqh0bDS7kis9fn0c9xu8zgUtTvJ1uoym3qnm1s876D1+cGJM4pMvW7XlMZjE3oSzB53rKVHjy+mPmWcuVA97Lr15MvfvP6WrAN1vmx/ECWzrjroMz/vdrCEJIrI0j5uZ3B2jYFBXgF3vepYkb5ixksZcyrf98148AOvtaYzuTs3tq/h2rStig9d8h77Awhrd7W2nsXaap5laGrSOsTAZgGa1ZNhBrT3/vaJdU/cfS85zTVfT+zuyOkxx9a8Nfsa9dNvv5DnMpk7WqwpTlOvK/byw7sSEe5dTT69YtX1qf517ge6UCjo3z8dPu1zSFVKXsi6NT/F0zqvxZjS9FzO7Yc3Zi0L2y7/9P6qt9dO8er1rS3WNKUmLWc+ivJOfUqW8c7XynI3zVt6Mt3QYGjqzTi5eO3maf7fVqyasvvYzwoqVkx8/T3gVwDHciY/XFhBHhH8dYcE+lX0p8T0+1+nI2a7HGhC8u77fpPz5wc/h1aps/+6fWXh8vDXbapSwkwe8EwwGrzJhi5DZ68h95nqjOov5TbeOaMs93juFKxd9vQ+nb6nxZqaq1f7vCmO1r4zGbleYMloUusN2rdFwL2gKKxEBPteAjTv2Tiv6fh7U0wGk7egvT7phz5vjD9bjt+v23/PiAVm7nl1nq+jJbH92tI3TSldLUnGKZ7Na3WfsXzQM7OBNNppZhExwD72MZAKtIs8dMxgJnHY6MbOQWqoCsiAcvZBvuEFcKryaQbSKfrRI2JlbkO4eg3aTqgYAxi9kYYRGJfGKg1xCHeZWxGVjZ8MsXg3DC32Jrn4kGL84mYsLcvnnZEUwYmCQIHbjLihTgT6ABe9nm56OhPRKQn41ERF+VWJqq4OuR1FWTPUBzFg2eB2X3vlP8dlZ9TuTEttOXmmOn+colPrvd6YzPmXbU85cbqwGRFYmR2QgrCKEBlNtNVHmiadp+2bHzPiZlsZbvA13MAi8AFg6nN5f3jsJ4dmdRyorW9MNevdPusz139BMcT0ugAsZqe53Z5sZ2SuRIHH5QhCHoAQ0w5tH3bPmbkr/cr5W4pjY7uz1wpNlw60V6/I3jf1yRMLwO3yJBldXeMtsxNOdh9jBAO2dnvSrH0HL8lJTmprykhrsMbEeOOamjPNSbb2ioST3U/529dljrNltdW7Y7ucplOz81oBYnx9XmOMOz4htduiNiumbF3DwWxdQxUHyWcG8eZJ7jzeCLAy+QAd95CluoY0RPRC/EkKN/Vsic+au+nAzU6bSenIjG+zVna2THu4fWqfUel1ZZqMDFzT2xEWxmKEyLEiZr/a23zm4yf7EpMm6+2FBvrUGNRUk873ttaKiP1zr/BHXgfi4f3Hn9zx9Knsian2BFuST9G3LNq/pduouNXuLNOyPoveuPfxmba4090VsT8v3JOfY9ngTjM9sPuJGf2VFq2HOxuBdf5MK5e2v1e7Oe3a5ARvZ+a/nfnD1AZzZvfupMs6Ef6pg7h5+/q7Vr29dsrSXa9PtsfbOg29vS31qdmugxNnFCk+X9P/Z+/N46Mqz/bx68x6Zp9MJpN9BRICCYTNyKKAWESFBKlgW6W+Yhd87VuLtbbVWkrVvtaiaGtbbCu+arUVFGVRERdQEQTZE5KQkJB9kplJZp85s57fH885s2UmC2Jrv7/cn08+SWbO8pznnPM813Pf133depvFAADWoM6mEdll4nDQB7Kog+m29IaARtx2w+NvnX77/htJB3tdLMauz5y4QJ7B/X0KXPXGA7OWXPz+fc+Kdz+w0oqY93bPglpguPdWD0lIKnYGBSIxVFQQANL3Dag90xWivy+49eDPXn5sXnOeOlcUCgS1Thu0Lpvozzfd1Q8CyL6wpB1FoRKEE1wP4hU1QIMChymtOMnmOYjP8VgOAmDbWo6Uh1uOlLMg0bULOMfRWXQoBHAABwG0QQZu0Y98/BrzUAw/GLhhhwQyzEMlwvHOkFQAeJQ23Bx4R8xnv0JUFvQZ7jO+YNaobKxOGozBuXSZZYgTI+bHQLzjfKQ4CBIBOojh+fzj9hWycTD+1bbL6Vn+t1iqAW6sSgxJgP0FkEEoHQEfBactEyIxC4EoCMYZBnAfRW3anAjIqeojqzB/xUNQpkngc5vRfEqM3rYh28a2ewcObwPnnaFpxhYIimVikb91YnGzBsTDOQGEJtGBaLi2FhhK9Ui1OOF4/ysR5cPzPPAWXOLiK3ECWDB46KdVjjMqAIV2Y1rHpz+ZM71dV5jutdLKDL15UCbzsu9+eMNJjGHBx+6mcF5RGisFd+Y9w9JBEKoFC+DwrOlHsfLG1+c5XCrW65X3cP2zFMD7xmVZ/QAOF27vLpf3MFrXBAULYHOSgjopramlXKNSO1gvI7e1d5VYAUAk9mt6jPkULK9EuKgTey6w7VlFbFtGkYWVCYQAEBQIRUUCoyjkplhWL7SBL6v9BtpgwoTwDEpEaVhpOEixoS5RwLlHeTj9d4OpPFqRSXLRjk+m27TaAa9IJqL88KvEbmtAKaTV510lg2mScwn7nQRghoUlT4Ge2nY+pPM1BfWLZ4j60j2s2CGhKBmNUEaQFcxRUMEHRts/vBct39StGFDrGiRBP21Mz6YHCnU9ab7BWTIjo2YMUrOrSB4yL9BPB7Cn4adlcccQekNewyeWH3C83o0ArEVMp22iu1XyuXbO1ZqgTby2++/C42lX1AOopdahhd1N8f1R9fvMgquNuqxum1LjlPk89OTOpnwAXR3ZRdprTnxQ//6sa7UAtJ/YFzUtT39z4ZFb5zgnHG/TUCyowu3d0/1q8TMrPt2zkW/P55PntGCMyeBJPLRSkHc3rhR8MslLFsklFNkpqOvVZf3arZPLA1KxxilQi+UBjxsKllFYPKq2cLFtz4LarYtPHfwgIBL/dUJPa6gnI9f955vuGjg6dS4LEmkY7aJ3OIsFZ63IhwFF+BpaYUQGDsOCUvSgktt2OsiYYkN04ewFyfHg3/k8AIEhIHpB/EmpN6CBFyxCXCTPDwYhSFEVoeR9IUusnAvSXz5E58ArYjZ/FRbWAz31CqJgXI7LaJfq5f8SZIgTowWHQIr+5LNT/iMi5uOWxMbB+FfYLrNn+Stjl6rEkAjsOU/0RHhcCyChBQgF3XDbHXA7BpGEakGtQyUy8h4C4wF8HjPEND1hTdGca+cc9+Xkm17YgZpdAHZy8nOxFvHOFOZfbGxqnjJPJnNLrTadHcSbWQHilbJx2/O/I+dPsvjYEnut3L1+GCTUnAECElpAvCg7R+7VeEs2Aby/59pXADbS/9NbTxyfr/9kcprGPrGvP1f67oc3HqhrmBErrYYE7W5ecUMGoGP6g/V1pUBtmbvZGisFB2ArVcPyHmn/VXMPVjlcKtbp0FCTSxsauf6xgCRdvmtclmUyLssycX1pLf5955ie76aWyWzt9W9kU4JwLuOVuZ0ulYNlheyrb3zLjjmIcFGvbiCL2zsbtlp+/OaT80KUQOhTqMNau42inJRQsCwULYBUA3/wRUG4dWeJMywTWGQeBhK/X3bsutlZNyXRlecsMklmDxi1JrmhL10wkM9IaAUowJ8mASuiBLpTtm4AOJ9fajg7YVq5IBwyhAXC/jVRykJHeyhtWalwQBEG5XNDGvSzoqCZFTk6w1rrdZLWSoz+mVgFwGrRpJs0bofMQQkYAOi4sqBMd3AwwBikJuvMtNact/usA1fosry5MmVALaLCUiEFwkHeH5IJfzPthw2didfYL800ZPr7O+gQw5S5zmsAtC7t3zfh/pbf/g0k+dgCQCgKBny5lt6cfq2hX+HzysIAm2PpzQqKxN1F/Z1hp0L9MIDKE67qQgAH1q5+HidD0yZV/bz+6uKXu6YXv9x1DPgYfqE4+P7sa49/c+M/PuTaMpYITpyHNoa2EmspF6EpJBQr/3rlDUVllmamJLdVJmRDIZtYq6A9HprNZr1OVv0wOwV1lG8LUIMLUKIYEkghgQ/AcZAcj5R0LM7jnRDBG/65AwBMQDnEGEAxXChFPQ7EJVPrEOW/a0G88yIQal8hiANACIxCmzoXdlyEDkLQEIJBCDT8oFA8hF8/ZqMaULm474NH7mh93pDF9AXrNRV5LxffmnMifc5eRGUunwVRHBIA+Ab01OMgpd95u+xyv2P18n9JMsT/0RHzcUtu42D8K25jKK/+n2SXS/KQRA4G+z0A2wGxlIZESqP1TCOST9Sr4HZKANYMAJMmNQtrbz6U7nVpfH0X7Obyq9xpVpv2kdkvHu0+cbpaBm4C3L4tGqHIyeo1i0X+ukFbesWrO2+1ctfRDpJgGWuR84928cFuw05qXUyFuUvUbk41AcQsCGoB+M7Uzzp1pn7WWyDepxkgsoQNiC+iExvSXsyd4iMAaSJX8CF3Ll2v6GFs3Of8b1KanVtIyuXuHK9X3jO5tKExJysis3YapBqeFimiPsmK+CQulHagpnLeFWW6PnOWNU1tpWmZVyGV+ui33ltxvL6p6nTstrxn67kp61cFKLH8O58+Vzyp+4IA2fDYl6i7PlVcnek8oSpTSZy2Gyv2pllu1jnCbwhZ1YBT5E2XM23XFhvVVW45zqR8TiOTpDE926YxO2RGcW6/XmNSBxUiDW30MgJ/+H15ny/cnlkw4dOp8yr1Dgub7hgI/Pr2X/aAp10AO4UI35ZGeaUuSDxihEQShEStYV1Xb1hJA6jiPNSRfhnGU14IoOulpWsbf/7yY/M8EpmsX5uhLgwjJ+gThwYnq9vECCHjs8GBjKODA0GZUFP8z+5TES89Z3zC2HM33FGVa+4pL+prP+WESqsMueyqoJM2SrNty427DT+78FhlGjuY32HI9/gk0gl5pm4l7ff1Dmh0GiXj1jQWTO7KsfRkadx2dZGx/SSArRv+vKVuQ2RxUQ3or7wawB4Q73XEROGgsLC/Q19xsV71efkV/DNzSQDkyT9sqFO5HQ+VGC9KLFq9+bkb1nXtr142Iv0nwVbtWLy6fuP//bqyM5jfr8+yqPMDXRQGEMhR9t29oXjLzsi7fwzNmAcprGDhhQQFUEGTmm7EAfGhYwaFzUkAeTw4k0ELN3wQDyluAwCDiPLfbYiqN0lB3nHe8igKlSnAPzElTqMALvQhD35oIYENuWiBEsk0/MdkK7p2rb+36clJPiHtsIu1/VMcjfbNJ+9TPzn5Xuy+rpa0ycLu5hI4/wFgI/cDv1Ac2HVVbfPtD7zg8zZgFeLpgsPpgn9hG1IsjvC5Fbi8MsT/8RHzcRtq42B83MZkSauKETC6F8Dj7DYMJmyfpCri5ZE8jEYO2KchlWfC5zGh6dhJdLXwXtbEiboQYE0Ih2QQCJn515zRe10in92ZJslQttt6+3IknV2Fk+bOPmQ4cbp6P7gJcM263Zu3b6uJRCgy9JYLGXrL43X3V/Feb97LZos5VyxQGPXi41IWX8NMAB4AHwKYQ60DDQLCrSDqChTikwL3gyQGx4boE2ULHdznkwF8pOjwSAZnaPMUPX2x2fqR+8hfC8cRT+wfH3fOOH4uD7ZTFfHZgZrNCYB8lU47UF/XUFVpGci0i0UBRiT2a3KyevMAPJDYVxHP1pQ7ga/fCQDYsmPDqqmZ9Y9LA4wTYO1SkU/b78xMa84oddtv17ZR3L5qqZ22ezRmpH5OI5PkS0vXNv341ScWOq1KGE5Y9hV3d/kApG1Z/aNdB2YsWrLw9Ec3FfV1CK2qtI6/Lv/u8f3Vy/hndhUs7KbfS765/yn5O6syBW49C4q1sbQjAIGkXGBmMZQSNaQ6Zox1AEjbu6DGxEjopmXH3l1YYOoU2/Ra5lx1mdAjVk4QIpSWFejrVYjdIbqfYZDw3sQmjL2xYOXRH7/6xMK64opFYpPfRVu9GlXQST1TdPfJtd0vlffqcqRpXqvMI5R5ReGwhxFLZRTYbLXbeTEsEOqOZBeJnHLVgF2pMf7Xgy/KAKxCQ+S+8PY0SNIqwGmvb1+8+ls3ffzGX6a2N0zc+eCqb+Tv7H4VKQDIiLrUeqryvzI0tzfMmEx1z8jVSe1MxkOv/jpr2bF3H9jw5y1jefcK91cva5ME/M61+18qDzaJw0Z9TsezN33f+sG3l/CRC/IOdcAGIZyYinJoYEAfcqHBPZFKlUO94AaM3mERD85cYCCEBrr4JGPOzoAkhAPxOR5OEL5xCGTM6EtxrvjzanAfNDiDeFA45kheoq3s3jWXEdKOfjpL6BCrCzsEhbTeZw7d0PvOYqAW1DpUfsv/8qatUmWtyucSxO4rCgdFU9obpCW9bRXnSipuBUmcjxaHG32ewZgsabE4Mg4Dl1GG+DJWvh23r5CNg/FxG6sNrSrGFZUBsIZahxnsNhKmTOURBtGi5r0zvF2Sl4vdhjqKeu2eyHnyJklx1U3XgZbrodLuTyhV34GMXDF62yoBIN1gp0396aCCTKhwhrexo2tqeSAocmToTTR47jCxVWvW7T4BUkzhCgA3AfgJoouQPQC+x22bzFNxWRYfyWyECUAOkqC1PGaXDhCdahmIaks5Uit0xLZbi/jwNvw6iZkKs4aEfZIdZ4gnJ4MxF89y1HWrQu7oIi07DkyOdgFTmKG3tE0ubXB2dBWXMwytpcHaZk47YRttROHed7ZULp2478ids5/Ly1YZtUZntu3Vtq/br5n00cx02lTh8cudIYfIIQ0G2Sc/3ZCSwx87Se5dUFNIgT3wuz/dD06msW/L6h99fC+nqb1nQW0/yIKEjjlE5JlYLG7/oJ9VrKDZoM8PoTcESjhV2F+op7yDIPzQkfqFt0jfv3/F0sz3r1jahwBkJbYW6Q8CT2kWPH+YdspUqn6hoSjf2+0w1FvqMRRMRe7F3gU1AHBwzYHtM7IlRk27pMj3x6K76/ZnLjNvaHtq4enJ07Vlreftap8DAZEELrnSoXMM6rwSWpc30Nt8zYkPuprzS+f+eeVdR5BaN5qvcBvRXl8DPOfJlf9UHApOyrP0ZE3qava15JcOAVWjKczSMyF7fXt5/iQ/LXHkDvSeD4jFNJUVUq85+eoSYMtYgGRkobN3QQ0f8dFy5+Yt+g61gY+f+QFosQfAtpRe8KUA3k84X9Ixg2VRR1Ex4KwdJzEPeZDDD4CCIO4Z6wXxJPNA7gBIxMuHqFKVCWSxPuz49GWCwknOZjSrSmU2SVqmkA0FxWzANyBJl+Z7uw3Ui1iFfNz+wJu/WcoD8fW3/bn3pW+uda387M2OFx69/Zqp7Q0TX3/o61mTXz5/AYQD34ovUHRulJY4Zn1pMsRfMCl23L6CNg7Gx22sNrSqGFdUBkAxCBh8kts2FaASI8rX5MFrMQAxtQ7bMEZ6BsturKOoTZuRX7oe5VdcC5a1QJX2PjTpAcTTQXZCqb0POSV1MPfk9fekCxW6ALIzeg7klPlM5z+h56ZpB32coghv/AQ4F6kXId8D0bqdgOTc/i+T47cepKgDX4GTGnZrYrw0JAMCHrRI7mWMbbcNnMKF2yMLnD03c2HPkry8a185oAjSkglFTGdEB31LyY8+vpdTllkxeZf3d9efR4GhQ22R6PJbZYV2ERvqneU4C1nYF8ABCLAfyzCI29BD7UcHtnIe3lEtYLK9fd58pnepXHSIZibStg4674hRluVHPCAayQr3X1jWtv/CslYAmDX9qGHlDa/P+8g5z1YVrhNnyswqT4aMPvh/V59f/eaOiudNdyih79uIJPSQuElySm1c4aJ74zWT+f5MuiDaIPussj2k+agxpC8zCDz5Ooph1ZSvQyYIiTEMJSrREgBTLoBe9CLQ5p4U/rP+Bxb7N7TZ8w8fTsuoHwg3ucsHJprbf5HEwx53LzjwSfIRNmMLd+zCAUl6f3bIKDWnZ1jTOwfyASBMCViHQmMPisRSANbPy6/I/duNdx7ZX73MCVKwSwuA+dqx/Q/g6uuaMIz2upyPuAgR3l95zVKFxPM1p8l/RBVyb41ZyMWPOYOQwI5SuPACtRm7AOys16vn+iUSh9hPVITE/gDjl0hg06vn8i7jUdpo6AL8OyRB9J2LaM7H5ARZuW34PqFBxpw3Y46VmtPODsmnIZ52D6rgQ2bMpjlDtqVGjOyltC8LFBoY85FmVelqACEBwsEwBCJNwC6yizU9UOEHqIBs4tYLUgBgRNLwswvWd4FCyStfu9W4+Y/3DWQP9hnKupqV2ZZej1Gfo4059GVxgqSwxDHr/8AVR/oPkSIet3+jjYPxcRurJasq9jT4qmLx1b5SAap8IM6jwicGBkCSvkZO6DRSs0EKG1wFQMf2wtZimeh+8tN7T289dteZhK1XAaTSHbUOm6HUroJSG2g0uRq+t+yPeWlamxEAlaYdZMRiv+YToijCGz8ppSO6CKEA/Fos8C8KhCVyAGkrJu96bHHxwR9uWL1lE4baF+L4pVKeoaqPrMKEad+AjwkBcEOmFEAiNYPQSRgQeUXeFoEkhu7g/j8MwhNnQYBAssTgIbKFfr9I2tA0NSAS+8WuK5Sup47e03hl7+cVN5jeVub4+k5vKfnRx/dWEO/v8sm7fffOf3JxXV8FAPajMn1LRz4TKcV9EQcgwXOYCwUYaDAAFjPRwVMuVoy8gDFSlbME0rwBcZrGI5Q5JGG/rNTduihICVvMdMZY+JNx57pq7sFyh1vFBkPprRKdv/GdrmXlBc0d+cuPvV2mNHvez/H1RULew9BDht639aiCEme5r0daEBUWCe1tRUJ7LAWIAqniOqaoEg+YKJKSlwYHFkICe4u1HJskj3bjCrSgHx8jA/nsh8Nz4RPPGUer0r9WeVh35Ys9+lzloYr5wbKu89p0x6Dg88lzup5bfuf7u79Xe/eaBmwDAaP8tdurzx1J+87ev97QnlkQLOrvbMMI2utMjcQulfp8HoEMPoF0sYgN5smM1C84QB4dcwZhQA/mQQgGaaC4a7ivraSIzukz+r0qIrahGnQqMtv7s0GB5rj4O3dYVgAj5CuM0jPMv0OlABgEIEMABlhggwClUGE9yKLMBwK+KRCKjhzkfZ0NUjl01GNGDOWlCoTS5Ij5ekkSLvhXjoNc5mze2qosWS4OBwQWqV6q91mCeZ7ugQOBRU2/PXD/kuKBi/CJpSFpyC+igz7BDw8+rflL7fdC19R9WJhhM6cDQEAoYu0KjQLxC/MvM9Hxy3S6jNv/4zYOxsdtTDZiVbF48D2qSZzjXAcw2tC7kVoL4HmQrH/eMibpL2R8beJ7XVuP3RW7dZwnJJ6TXY0deDQCmAwZ/Sf/+uJdeeeappPwbvyk9CR/7dQ6bFw6cd9grrrH9vzJO+UA4GA0dHX+Zw/BSLUk0C0SVXGqEJUvXEWti7QpqaVM/qw+sgti6UPw+3wQCMMIBcRw2TKh1PZDIlUivs/B7atBlG7iB9CMJPKLvK3G7rodqIkFGwfOX5g8m5b5lE6n2vbmR19vPOGqNj03Y30rACu7DZs4j7gVgG1t1UsLfUHawQRlOGucPrlM3/IRd2iSoLcXV0MBBkowCAHIhAZRFZzRAIRVsrDvoibo7LGJ1eWMUKalQ177LEddt4p2xdMXOGB8jfmDqvXtWzXzBw/ZucVDHSq2xMmnqVQOg9lsCEwubWzMyeo15WT1mq788/FFVAabkcdE+PF8/yZ9RpPetzYUoRAuaNAK4gkfuiCakjKawifZ0iA833rEV2UdDXAifaoEAy9oyABIQOMUiJxlCbycykgi13p0YM3C1r34mz+/UGxsf6jE2MZ+PGOR+eWv3cocm1ItBvBBzHUtQ0xxq1s+fFXnkSrcn5dfkVfU39mK5NrrHneezBG4WRTwfk/SHxSIGQFYhARC2EQqg8zv4+9DtN/MKIcQTEzlSBsAvDH7JueG159WAx6I/EFhQVN3UVgoEHRPzG7N6rKkeTOkj2R8bIb56oyLGD5fYUTPcMy7/wICkMEFLdwwIR9+zEQe0jAFs3Ee/4SUW6ZlgtAbvCBKSrNAxsbTAJ5LlVCZBIDXg4B5IXdM3gIAbqMo/I5lYQGS0Fz4RcVwyZujtE0UVQmSWLkQZJHRBeBVAL/ZyLLulDs+ytZtfXfX3tWdO2bOGfycNsqybQcCi/qXvPPhtE5ZgbdXkY2GnHLRlW3HNADw9D9/NPnpf/4o7hB75y1v9sgUSpD7kziefxn2lVvUjNt/jo2D8XH7QjZCVbHRDk6j51QbqVIAfwWZZLoA/DdI6WPpvW8/8aTHL0+svjmsZ4KbXMmkkwX8qGmIFzqZx7jwztnb8rfXrQnzHyilTofRmS1BCnAWoyVewh3XjtFJOsaG3Q0glAYD8kqvgp8Jw2XrgTaDky8MBBHwZ0IipUGKe1yHqDZvGKQgS1whopGoQHH9Y6Qqna36FybpW/xGZxYu+Hhqb9y9itzLbJVR2+/MskuEfjj9Km3MtgCggRlapHP/i0FzgMkOoDDJQqADMQmesedShdysKuTmObsUSOQlYjwwXtq/T/DL5l8XD0jS2X2GZbrp9jPiqY76tUv79x3Zn7nsfRAgc+3goN5aOeXM+Qy9JaJBLRn0Z/i14lhN6sTrTrShFK3zqEc6KqDBABIXREN5trHvjhTRRLuP+rWG/JBQcG2HodDXnZnf1p2R98xoEg8jnlwN1gNYCg8sOIUjaIMf+SjmSFgBJOFaJ/UAX00BiAfvz37MakAk5fJAgLQNQDfIc8cXIroNRF0CAOhcc6+cEUvbnPLIMwIkaq8DeBs12xZZPp0RFIgjBZcEbJhhBLQG0fsQ7Tc/tFDCF7PgAAD77v6Vvdn39QiufeWgofJQfR6joIOd5Xn2vAvG4wBstgqVofiVLpivzjjF7WPjfl8S15h793ehH8vggx1XQ4UbUQYpRBBBgCrMxjIA9fDjaThwAiKQvA8GZJzrZdnUVRQTOOd85GkWotz7WJvP/dyPGEpbInXlctgmipoLsgiTxXw8ASSxevEmilr0q3NsGVIk2+7Jr926J7+Wvy77iw/fttSi0aOou+OwW6ac/kn51bRXTFsn9V+QK3wekZpxCMICAdOrzxncvnhN18+/97/vAjiLxDHvS0p05BdeJT37H5jYs2+Nxt0lCQhlbV5p+iRgTInB4/b/QxsH4+N2yTZSVbEx6KR3LO3fN/HOzufysn1GrVGabXuu4M7u/ZnLkklk/RBRybM7qAdZE4AN3PEdIN4XLS7RMzFKNZMOX1Cy+N2W67IBQCzws/MLDzMsS5kwPB/xUiQdeXBrQDS0b4ZQNB1ylQ/usBs2cxcUGj2kMiWEIiWA8yAKAlUg8oH7gRjefIKNqgCTkVRezFX3+Dpt+ZRePiD7+dWPzQNweG9TjR/RBU/EM2l0Zts0UofM7MmASuLkr1XDtS0NuWAwCJpj1NKoR1zBobiFQEJ7f9ry2M83+DOW64xWmcgbFFJi+JGFPqxCPe6MlPzmbRUA652dz013iVSMTyhjJGyAPpw+f2qhp912Z+dzefszl30E4F0A2s9OzBMvnH9AiZjnyF0o91OnKPeORTcvdMpVWpXHaZvTeKy7qL8zlYzb0AVmB9oQhhK3xCvIJAUHpMAO/+7Ucu04dT6/FIcqF+Rl2Ex9jFRmv2XT9rMAau9tQMuwIINUzlzFcufdUvKjn95bsYUHKX34GsRQpI5ODfEAc5U4kRCxueb4B+oPZy85C5IwxxsFnu9NgP1+kLLtGgA2r5RuTXNaxT4JbYvZJ9kiusMjlJVLwj46SBFAHqYENB2KKsDELRzSwMIOFqdwGG2R4j6agabM03X3V+6su7py1a9ufuRWj1LWU9zY2ZjbajQBAJNJ08qLnsQe/KJc452gcBukGMBMGKCOl22EFMAsSLENGVgLD87CiWgC4NIRZAZjxxU+6qYZqUGpjjmiGs3o7feIAvEakIqQW0Dyiub2T6p8FG6UwgQDXKChRDkMmEk14BfsFPLMxS4Ci/rapQar6aOy7pb+TEX/wNFw9ezTOTPyLRpDeM0DO16FDlvZKagrBMmu/0m0HV9Y3WW0dt3RDZMM1vo5ASHdHxJK7bTPqlF5jI8vm7oB+86NKTl43P5/ZuNgfNwuyUZbVWw04PbJ+g11Ux31axkh7eyTZtnpMKP9cesT+cvM775Bxu4447mkgbbB4m/1/9ywRicblA14063/PPvN+g1vPelgIRBz7YqA/7FW/BzBeu99e0u+y68SUghjdeV2u5AKZRXrLrZheH7g6CMAUePBbTmioX0aoaANXicDlc4Aq6kDg30dSM8uA5Eo4+UK3wWn7pDqWofRQN+FGI9S04ZSQ5m+2Vqkaz/V7cibZ/ZkMCzArKnYPmNvU01s+fqovN/ptU0/nv/EQlrkRWVW3SlEedGbAQBLsR4vYykGYUEPjqATcQWHUrX33gtPPPNY48+vjvvCDyk6UYinUPjPY2tk39THqegUAujK9hm1/dIsOwBIwn7GK5CpfQJpR7bPqI05kv3E6erEnIaOjyZd/ULu+f4fSP2MEyxrlwZ82ub80vw3rl71xobkTU1O0erCaXYK5+UkC5xVMGIDkinKcMWKoKf454Y9O2HaQmnAx/jFUibb0qsBYJuuOJF+jfa9p3fgcDt/nLgIQhLgvKHtqdoNbU9F+O4U4XJbEq5hbJ5/AOt3b83/cPaSkTjtfEEoKwD7K9d+q+THrz4xd1rr2XoMTyfYeVGWP3OKq3kSwgH4BRIIwyG1NuhsQQzginDkN0eexSG0s91YXQeg7vyFXxjM2Vkz3y1bNleV77RNaz3bqO4fZDz5soRTXxr3l9fK374NhR+9ttj67nvXyy4IJ4vRDAss6IUVDHQAZqMYYmRABKAWYZxFEGR+7geJOI5mwQ5EE4PtIHkePpCFfAikiBMNMj74kx1zNGo0o7FNFKUF4bsDQMtGlt3Dff4HEDAO2m69A90wIQQHJLDDCxrdmIQMrAdwN5BAA6r7dCPXHpS5m01ljc1vo5Eb3xakjhz8K03t6f5BQEg7QyKZHQD432pP9w/wJS0KdqDmv0Bom6msfDV2N30Z5x63y2fjYHzcxmyXu6rYhranKtvpgiOfp12R5xSptAg6bdPsZ+uXWt6vTCI1VsD9FpfoLkZC2JlKk/6eeU8v0svN527b8bIKRHaQb+8lVfxMZtwi5HcWT4ZQSAVxW+Xzvsnqs6J0ysTY3fKJAH4+zO6XkuDDAwoDADPIZEpDJD4Kx+BkCMVuBBgGUkUGKEqMcPhDJJT4xti99ekglUA/AtdfFweLlwLs+2X65n4Ah88ap5UbndnaiekXWMTwzmOjIXubOHm/6+9HmZ7I+wF4LgI4v4W78UMqdpFEvh++1Puqb3e/GLmeF6tuswzcns4uOPmpds5Lx8UAMOPM6WlYEnd/OwCkGaXZNk3QIXOINYxfIKFlYa9DGvZpjNJsW8zxNQA6Er3y1DXYuFSx78idbz2Xlz1g1BrTs21/vOnueukC35INBFRHFnnc9SWlaD1Zv+Fj6J/aCD2qcBWKsBT1WBDVQIaR2kw9yPL3hSyEFKXeMnezBoDNKVdplV6XXeVx0sb0bNss5VHDSv3rlbaAVgzgEyTnN48mIhP3bC4/tNuw5sD2GUV97dLzVvMff/Lfj2PPglrZikO7vL/70/0oA74GAu54KTwAsM8/e4inX8VdN2KAdaLHc3/1sgvLjr37xtLj78fRCRKfg9XYXbeDrvlFMxtan+vrm6sMukCH/QdkYV+smkrUs3sfCjEIFw5CjLb4xTm33Tc0zx5dJQn60+0KjTAkFAoUHvfCKe0N3uuy9jRORb021TWMxhK18qfMrhNr1YNzX+27teOCd7IXNgB+0MjGYYjhAUmyBgIQgDg4BkDyCU4jC1Vcbk0yZ0LsveMTg6Ug71M3gBu4e+QFInSdKgA5FCGqxFb2vFwF2WLziNhkG6jMvelij7s1IFcQ2pGQyx3xYG6KY37lOdlSvyPPJ1b1xn4WEkrtUr8j79/VpnH7z7BxMD5uw1oSj3I3iLtahctXVaywiOls8zlo51n1tHKnSKU9rp0NidWvzBm6rZj/43jPrO6bX3ntlTl5n2v/vvq2/5KK/JJbpr069Sf7ficyOnMiwARE1zzpBMPxuEflMY9ZhGjAssGi0KG+6cqPUJRuFLWbsoP3v/9j2Ym/fg1s0qkHAJnMHgKRMDOB9OWwVf9iwO3TIHQgE4CTUKhNyCkJwNyTi4OvtwM4gFV3G6BKCyQcIiXY5+5tLYjX0IYosMrn2mjjNrWZ3XoLBbaqTN/ybpm+2VSmb46Ur0/sr/hoSC33k8J47+/orVDAhv38P1s09/acPjBDo/MPUAPQ6wFAyIZkiCaCRoDxcwV3dv+y+deVPoFE6hQqqHkDn54bkKRP/mPR3SN5ZAGuwMv+6mUR+sVy8e7MH0r/sBTAW4jV0TdSm9lt7BCK1pP1Gz7e0PZULQArpkOLQQBbUYkAnFhMAO15S+l6kNLkkYXjXdP+lPfyyVuR7eu/qHbZbZKgX6vyOKlnbrr75FWag+WOoIoNU0ITErTxY/p1xIjMtzP/VicTeB4ySPoluqNWT/WukzqPX4aJ3Re8AaHoW89suTtQ8/EbJycaLxbUlVQga9Bo13icWsQXjtLkDPad5vp7WO3pOI+nnkocY1JWFF2N3XWQ4W4McVwT4z27S0X7BHdKt+XrlZaMttuK/U5W/fCG4iEL+1vsKm1W7AcOlYb6rHKu/LPwlTPXdW69uKzgHTV/DYnJm6OwOGCbUWRpBYDr2HfKLnRPTkcaLMjDZyiCEiQKBfgQwG60IHovG5EDFWYMLfQUJ9kaBalmkH6t4Pa/AOCfiCbI83Q3FmQxRY4Vrex5KdG7ZNYPshjIAlC6iaJWgGia/w+/gYANQ+43i+w6hQJq6CECjTCCMCcVCUikbqVctP07zSdRdwuDTBrvEQcAYcin8UnU3ZeR/pPSVmM3NfJW4/ZVtHEwPm4pLYVH+S4QIA5cvqpiHe10wcRD6QsqpWEfowy57BLWr33bcIP2u/FFewASSs8GgNfqb/6kw1Yk7bAVGR9c9GhbVfaZySJBCDNyTmmM53NqQCYfF4gXrx/xgNMO4h0qQQqP+bCVLS29ba0Onfvezp8Tr45YSoPxsMDZ4dQ1akFUDvJBJkUtgIdH8s5zMobPICPvIbidBoAFMnJVUGrDUGrvYQ9MrYs5x6g8RzHb+kCAqAzAvDW1Lw/cXPsqnyy4MXYfB6QwDaQ3G/wD7cMd+0u2jucK7tQ/ee7eiQKw1B2dz2t/Xl4qv6Pz+cgk9K7hOjcSKoFS67B5f+ayVUGBWLm+fatmmWkfr6aybX/mstEktQ6JaqwRb68KsUILUngRh1C09E9tBA/OVNCiF0H0IwsP4ybsRROWo8lUnFENkpAcOeaBjCUXvz/tWfHuz1da59Uftr195Q3aP950d93+6mXmh0RHF5r9hsBkeWNjTFsTwdPQiEwWSlCJXBipbU6hwnuHujKvQVBef4EpzVu8/+OpaSqLsPKY0WGR6TWMROZWehzCWw6+Nr++eGobI5V5j5fOEiw5fZACAXXlQJRilIJfHufVjQCoFNzz4SQjR7BVS0X7BL+78JM56nccCrExKCrIbYfnOvmjoIcoHYmzxD0HV8jemIoAGzIFM8OfhhZlWMIGMQQUta3urrznCu5K5aWNvbZUC4khwDajyNK2sOhA4I8/3bAX38DLkOLKmK+N2I0fowHLuP4g73AxKiBHPVI9Z0QNZRdIIn0eyCL/BZB3tBDEI14MUuxrCsg9o0DGwrhj4TLJ821kWXYTRW0E8Cz30e5k2wXVMh30UCIIH8IIQQA5NHBTDahMmUvxFS5245DnPWOw1j8OEI+4MOTTiEOMqmXJDS/gMtB/xu3/XRsH4+M2nCULWX4ZVcV29spyXszwmVi/QMqogk5aFXRSfyy6uw5Dw6MnwFWUvLro4yO//fhnswGAZaMOAV9Q6gKZyHQApvEfgwOciHIm+Ukm9vqAqMc8dWXLjNwKZMSUCAn43Dj4+ksYHceW965qEVWZSGkUtYkA+ZySepTOyIdUYUBvmxYB38Ps0bmRvhlDwmxse04hmhjKuNyqYT1gYVAOxPDxE2UcR2U8gNGjCjOgwRrYcSVOY2gVzmS28+kJPyoJUcLdjzX+bPkPL/6h8IcX/wAAYATS8Mt5t5runfrkeSQAiCgwXoJo2gHJ/N0wOi7n0CqilEVfJLw4qiqJnEXBWQ8C6EQxKPgAAC7I8CIWhitZ6avH11RlM70aozTb9lLe2sa92TXmPdm1+bCwm3IAfLcBlSsO7Vr/3GPrVswJHE0T6gPmwRu1MC6LOHk1ADoiXFKimT3EFn94aLce1i6XULZ0iqtZI1KEDmaoLR9V1J3TSi0+PaUOi1xilUjq9/m8Unkw3TGo1dst6q6sQmtHTrEGpw8eBgF3uSDJeUO9lMOAbaqGxfbsm58WsKHMMCU0TXOcbSxzN/OUl0utklh4f9PjkzNf6E/3KmQ+T4bMJ7YGRLr/s2bBhvX4FuEic/b5zRn/XBYYFMHPynw6gQ2F7EW3JWzQAgB8SFRmireRFxJJgW3v+RwvHkctahGANI7OkY3V+AM8+B4ej1EAyUM75KkLPXFqKrUgyiGfgDgYfgACtlWIShx6QFSWhtCL+GPhBdRhOh6CiYveVaAbOcNH71LZRpb9yyaKcoIot0wBcaTsAqlgnBWGwOMR6n3wQwoRhPAjCCvMyMDnGOH+X+YcoKHHfwR3g8F34UARvJAiBBZESnQvgMfZbRhMtt++c1t2Lpu6AWpP9w+kfkeeT6LutqonPnzi/rsqMUr6zxfxoO9ATR+Ik2wA5J18ZDV214/6wsft32bjYHzchrNkIcvn8AUqiiUdRC1s3UMrPmj/fsezaTwIeabo7pP7M5eZARRGEt2i1fkAADeUvbPs+tK3f6OUuNZOzmiaCAA2RhM+0jnXyG2iBklc8oNwGPkEyBkgknJ2RKX2eOMnprGVNvYxdnS3+EBCs8nsi4R/SVt622zobUsA8nPjgOQo1WBi28OCLE7KAWjDLBUZE9as2/004j3sY+bYDzEewGRBgGoUwwYWz0CHIFxYQCgewwFydhvqXp5+64GvG1/fSod9wtjvxOGAYKL7gmKSu2XgnLoipdd+pMku8Rl9sn5DHdv2VGWvLkv96bQF+Vtr1ts/nL3kdLHw4v4yYUsAAM6oplQ1KyfE8HFq7kg4bfnqWHDWADJlhiCEGAzSAJggLX+tWW2X6zT90iy7JuiQ/fzCY/P8AkldrLIQJymoBPCxs0QutUvVC/V/GlgE4CPjsiwfohGLWan6EQBC04Vd8INlhDKaDnkdhUx3uVGWZWIyaZuy1Z3rT5eEpC6GCQpFYpnPC69Exii9LoVfJKFVHqcNBMz5ARyAhU2VQJeUg3xeQeg46f6BzAGJzuwTSmWH0hfMA3C4zN1sxqUrl3RMPHBhOaOgfQGVJAgAXo0Mcnhc+BBz8a24bXeqRY7beqgcXzgoFNmEaaK28EQlAIjhCwfqpR9hVfzBY5+N7dk3F82xHuspYjrjrg0J9Cjus8h79NJP7iC0ufl4EjQEqEIafojrMB2TAKTjdtzO/jbK7eK44sN5qxP7OA+EljKb28bMbT+D284Qc5xI5dcIqJ+PeqxCPtJgwBFo4cLD7G8v7b3fyLL/APAP/v9NFFUKUjUYAoQ/ZHOEQfRACz+0kMCGDDRCg2Hv/+XMAUp6/AZUwoUHYEIiS5KvuPzf1Do8A+Afyc7HqabEjctUA5ZjFOP/ZUigzYz5fQuAmh2oWbgauxMVpsbtK2bjYHzchrPLErLkbbhBFBlLTn+YsSTxXNoVk3d5E/bhz18I4Ia3b7/xBn7jMEvhwf2PdnsCCgkI6FaAcLKdiAGcANhv3/K3Xek6yw+USufNTqfa9MmRRY0nzlSbEo4fO3j+H2JKG3Pe6vtA6Cv5IN6nhSBa3snsi/Tl5eJxpmqPifvRZqSbC2OOawVQCLvFi8/fc6GreQP1PAde2Y2XOukR4FCJ6QiCgRQMFKDxBvKwAGcwCo/orT2v3ANO3vIT3YIHaq/YJb/W/P6iv5+8bf7CgY9V73523by8pT1Lk02UI012ic/o0v59E8tc5+98M7Nm0CpOY3Pqjczfj9zqzPb17+SOzoGt1IkCMRYFZ26IEUYvFDBgChj44UUDBpUeJ2tOM1DSsI8OUwLGJ5BIV/fuqNifuezxIX0I2FRtHoCiDroKZDNy3+6rNi7L2gWO37wDNREwvlq/53nwNIo6bEB0IQYRG7T5BRKZPOTVAkDHmrxG3efWqWKbnzU4TJa+9MwiQTiMbn2OSeuxp9E+r7qyLU4dZzivadJn1yTNWAHgY4sk3aQJOmQOSsAAwFn1tPIyd3OsVOawlmRhVRfqFQpYA4QIIxgUCEVBgUikEw30Jx6RnYK6p339+3/vu++7rrBKzC+3Zaw7eK19X9ue9q8/G0tDOa8o9S6e9qe8wcVax+IF7+dPdp6bfkFRXM5ckEomN7XwNKHIe5lKK//EnuoN4JVrGITxGQYgx4f4AyYBANyYR63DNvD3a+TExcQ+zuJ+eAeEBcSZkAkSIQyA3Lt5IO8a7/kmz9WnkOBTsCBjmx7AIxTx1O8crhAQV+An9lrPcec9DEIXnAVSxZinNz0BJRaiLGZcHIQBF7EULkipzdiI5B7vsSWZpqASDeNdXwUKDArwOapwCgUwoxkzcRDXwg8xSLRhPoDcMSwAho7/dpSgD7nU5ph7fd8lJdBeAKGPvg9CUcoHyTG6HiQa/L8gErfj9hW2cTA+bsPZ5c5eH26gSXqu311/f7Lky90AJoN4gCaATDhH/2fPH3r/dPRuIaIFR9zcd32IAZyzqo6Kl1+3u9Zs0ffUNUzXqdQO7cobXp8XDInqztTPip2YUoJnlt1YR1GbdmFoQmYtVX0EmDo3XmHji/XlZV0UcZa0PaUTm04AWAkA27fV3MWySPfYhcHuc3Tnzt9kf3DqbQ0Br9SmzZcIyAlwUEALDxeVkIOBOaLpHbfA4KXhEFeWPFLMxHtV8yf/S+LFawD9LXUAKnKZ3ix2N2VMAZBHmuzivv9WzytlPXSOwi1SUjlMb6uZzqA/Fc+fVOmoX1+Wff5uGElCmZgNzuRPEJdEFQUC93Pt3wVCTWLhhQdevIGPI3SB1XL4uhYMHGrkE5kF4ZDtBtPbtoQJPw58qVrdJlWrez+A/OLfd0Y81OnHBvMGrtDx/0ZpFAfgwmKi8Q0A2oCj0S5SLfII5XYAlHFZll/R7q6veKQpR8745RhEe2NBucSlUMlfm7b6g1vf+8dgWXeMOs7w3O6kz26LohQA7C/lrW38+YXH5gGAQ6RiBGzYAMJvFkNPRUFKknOkWFjVOn2qz7M8fbPsao1c7A+687zdAyqPR4xBHEo8Ro60d6uACt+OmMRwL6UQvaVZmb0h/8lJIPQPK4CudlnR0keNDxoaJkwM+FVSnzbHjmxfn9Y3V3qDR0VD/jnTiIT3klfliVk0bMB+XIuDaMUunEIb3JgMNe7A4kijXHDG3S8iszkc/Sy2j/lcFB6I8zKv5MgEeB8BeYfyQUAlvwiuArmnc0EAcxYAOUiOzl0AFlIU7kkGyDkgnngv/gek2m4y27iRZQ/+qgED4MehQUhhxkLIAbTgI6T2eI/eOZGCSrTlig27ULGlNvFzah024z4U4iZsh5KjkAGAFDJMwiDORTzPCsQniY9k8eOtHSWwYi7O4kjs+eGCGkquFutI18bZauw+BMQ92y07UPNdkPkIQFxewrh9RW0cjI9bShsjB3k0lnIQTXWuMn1zxIvkFCoMNrG6PAihVhlyswf1C26JVTj409HI5HyGO24JyMTSjRi1jLVrnncBsGboLbbJpY3Ojq7icptda7jmqvdyz9TPegZDy0qnKjteCSL/Z4t8klMyAdklvwEZqGmQSW8mgF8gyYQKRMLQw3EfL7ukV6QqYHzS1zNlE5vUMZtlUhSg0IZEZfPdpT95s63kN2+uO1PvqpTB5nmaasA9l5B8RICDGzZIIEMADDygkREpWBIBMrHScNn7+nz5b/Yukwz4bwsL4BOEIQUgg55aC2AHyH0u5XYNgCzEosaB4n1zlt4qCgbsAFhJ0C82pmfbXlq6tmnvghp+sot7RtVBZ16nLN8bglBEAZCG/YxPIIVJmjG3DABHqak7h5oOAFclOecQsAjyHCTTwPYD6C5zN5tiuNNabv+hfTjC4iz9c+ssHoy/0X79j4MyoUzkCTKaVmdvhaSpweAfuHjeMknaPlhcJVe4FSfFlU4Z5ZmWprWeVnR5nxEz4SUA5mo8TuGVTccOAdh67bvv1wG/whgs8dmdAWD2t3pe0d3e9UKVXyDxmyX6AZPUYBWHAyogUiI9APLeE5CSPKEz6cLqoRsedu1+YqU/s9RsQAZomMGgGSYMYGti41Zjdx3Kaub6wpKb25mSqdv6vld+kZk4JUwJVR/MWvIbAPv44/bIcum0ErN01v7TclFlmHJ8TemjX/KJheGgiCoPX40u+NE3lF89ZNGQBR1uRT5uxaIhvRVEAMfwPhKUcdht2ITUoG8ngPuWivel3yh+e4FeYFa0hCaJd/pXUWdDVeSoBDy2IBoJA9e3YhCueRrIeFcMAuKLQTzAYa4tOpB37LcgUomJluxedIPkxyi5/V0AjgF4aiPL7gMSZC49qEUQdnyOUzFFmvhjx177WJwTSZ+RPG/3D7jrjvuc274DSqQBMWAcMMADb8z/dowhOjmkim0fcnEWR9ARyR8i5+9BPsqiC+URrg0AsAM1gtXYHU74mE3x97h9RW0cjI/bsDYGDnKcJQsBYoRBNPFc1DpU7qi7uUhAhaqlSsZdMqFVraDcNjrE+DxCOYsEPeUkgP4CgDeQUA45J6s3AvBzsnpNOVm9JgCU1ZY2DVFP2FmQyaMCZDI5jaELkaGLi8r5kyGhM7lrtIMA8kkA1rPbcHfi9WEE7uMO1FRuZ7HK2itSN32qzH9va4a9/kM1aculU0Vi1V34pC8NgNqPDi/6YOG8g5GQ5wPVk/9+13Pt0/MrmIkicVj0javfm/SLVyacAkVlIpbLaEwSCk7O/SbgrA7dqEYlXJDCDQpr0YKhC4xVIEBcMvnpC3MDSiHjT5MMuIrlAnWrh180vMj9xNpfYGGjE2cMKBb7GdvkruYJwnAoXF80tV3jdsh+/OoTCymwBzClFkh4RtvkxZQuMCh0iVSREuzp/gG0KEoTkHfU+CQqUfv1jKbB0Vu+peWD7PdMceCK6wcXop7DIyAUp1qMXEF2p1GX+cjZCdMNvenZdM6AkZnWesaUPdgft53YGUjn/w4qRQoACKrE8oEq3cSP2Ll5hR29ewcHM6rMbr1l+9G7397bVOMD0UKvW922h38P9sS0Y0wyhAAS5egWcT+gwwTnyMKMtIDpzilgunMeKvv1p7d1//0MkLoSaOz5n7vhjqo3Fqw8undBTewZ7XsW1ObjAfwCR8YglyhAHeTAQwyqQJKaYdHosxCTU6IKOm1+vTi3aKCT7ggXOJgyWdDzLTmyDpikrJmiUYlc9OGeERcNQnyGAKaJQoG0sEggFIWC0DjtdvTBZj5n2IsuDMReD0YAfCyLui2KDbuqRZ89VBealt4ZKqCyBH3un9C/k/2O+YnsbKiKj9RkgyRuAsRJwIIA8wzufxVIgmcLyDMYBkn8DHHbhgAsSlG5M5mj5QIA30aWHTa/KKZIE3+MWPCY7PrH4pwY0q7zeZOkyMA0fINzCpxDIwf++XNtGXJ8CmG0g8+QDoA4fMYUnYxVGeKoKUMdU6dh52g7w15bQsRwwQ7U7AUpptXOffZ0zOafjLaN4/bvs3EwPm6X3VKBTJAQfS232bCDKH+Mvx2/s+eX1/xaJ9QF8vptBnG+qtunEHvYVjonaRW5FIuHuGSaHSkWBU0t5fzgyn/eCpKVbuU8U4k29DhqXQFY1gXiXULM72QSacNSJmI9w2k5wbNzV9s0c1fb0pBYYfHSbMi5p1ecSJeI/f8FMqBnAth54Zii7qlvllifqGuYCACFuh4l/CEaEqEJfJjWSAHJ7neyZEwenPVhFT6FEjOgwQ9gx5W4AA7Ax0w0twLoydtjVASUQiaoEjOCEIuB6nSHutWzF0ShQQvyHHlAgMZLILzUpNc6q+UU+nSZYVEoFCwwd2ccnVLdR/u8+N2f7ge+VwskTPQ7clab7mt9olDrt5lCAhFUQSctDTPqN7NqDwyDMDIBIKgUKQeu0JV++uKckivuOvV8wZu9vRgqqbmH+3seCBDqRZRaQKInCeCO+pjF4hMf4I63n8fEnla0ZxXi1odexoFZS+JQjKyXaSn9Y2sg592+c5p6h8NWqVGffnTqCnuFpggURfcOGq5z/jD93PacNaf2ZtdEPJG81/B8fqnk7IRpVzvlKm2uuYeZ0nbugfyBHv+Q+5zotU4A7M3fL64782gFrl380aS0OgcA4Lc33j/48LKHzOvf26rfvPsn6QDw/d5n8/LcPc1IVQmUW1S5c2nB4Axt3gzZ53mzPjyWV6Bp//BPlT/kKwySdziFBF4Cx7wcJLnwDRDp0zwAP+W31TkH+7nj2ZwTFIaKKWcUAaFQRU0ICQNCoTPoE4rsk9KgqHZ3QhIelPv62lMsQBMB4aHlR3e33PP676+99sQHb3HXpzmcduXCTaUbtfszl8WC8Qjg4xIs4znOHCi+QfL2kvZQETPI6ihQgIdVuIRUKHCz5HXlWW9VGGSsdIKoS1lB6CwB7rp5NaVu7p5mg4BwHoCzIMA8DMIjT0bNGNFbnYRTvnMjG9dfo/J4jzFiG3fM8/mlhrriioXddK4XDvgggwzVnMJWG2JzFaILZTPq8BbSwILm+uJNrh++SHQy+bV2capSw+j0JxaT4o6zgftJNCuAn1xiG8ftX2jjYHzcvgxLBTIrMTz3ccgx9l9YZpOI/M4Hbnn4Jm3Azhqd2eq+/Ix3jLIsE0h4v/ASZK6SelbeO7CMDz3G2nCeqaHHCYdFoBVJFVV4kGm1pVU1tZRrSgq/XtLWMekiUsmMJfRjry9HIvEGqib52979hFnQZxCYj5QJm+OqD47BQx0HEGZNP2pYecPrlTa7Jq6S47ef7Nr13taMqdHdKMAfpFGZezKmravcAlowKEmb7gyosgbs6bTTrA65Xar8NQ/iniH3Yhit4ISJpheAVugNFfj00jahL4ywWECLXEEbSCVBMywpvG6x/TADVRjAUXQCGo9TDBbt5jSDXhQKqqUB38XKtrpTHAd6yER/VDf30NPhHw58r+MvsiJvh6ZdVsg8X3BHy4GMJYmUhyFJVOom51uOyapJrFggavhp2bUFb/a+CPKsxS76DOA55KTP+Ul6OJ3tVQdmLbl4YNaSUzGfaZEAkopf6XqK68swgJDh04Hw3HUnmvcdu6YIAPxTxApl0CX/buffbjJJM23HdNV9AJrUQUfe+bxJ5w9VLpgrDfgYpddlt6jT6YBYvLQ9s+Dtov6U6iFDqDnuXHqiusm5NvMD0xFBgI0oIX28ZL7NTSv7Xlq41rJ590/mAwBD03o4k4KUEhD5xBcCcoHQVqGWhmmhTcr6Ohw6Tcm3zrx8zdG51dYTPdVKuFCBQ2inuoYm/yXhmN8M4kGM9SICAKR+JvjI335xFkCxO5d2WK5Iq1QP2NmQVdRnuVeXqZI70wFqQCuz9ctohtX5bN1I7SX1AlgKEiWzAWhcc2B7VUgQr1Gf4+2t55J1B5DgrOCA+NAoGoXNAPCOqnjpAKsbECHI+FmJ3AO51gdJqFhwMQzAwe13AIQmVA1C45KCJJ0HQbjiNKK0Ehn3w9MfQiB4wYrk4+Gw3uoUnPL7NlHU5hhAPmqP9xgitnHHbM8qmqH2OKSv3vwNG3IwCSF44MMgyjADbWjGInwc08496EIRduHrCEHB9dMuRIvIfRHKZsprHaLTP9QS59f3QBb4BpD8JSmIfOV+AL9Zjd2dl9jGcfsX2jgYH7cvw5KFLO3guOEYm/Qe9jbVmCb2NzbJZR6Z1aaTLi79gAeumt6+nES1lSFUj0RLpXJQ31Q1bNJmonFJnPHHEQr3QyKdjmgCFQ1APW3qyTMA7jNb9IK6hunFKrWD/XrNq/TOPWuyWttL0xBTxTDmfJE+6PXlGLxOxTWLQu+mh4UU2xCu9PezmYvVlD0v20j9AtksTxUZnYc6xjMza/pRw9pbtl0vlTKqooI2uZeRrmxunez1MVJ1/td8pQ99s03C73TRlGPDrMLDKErnK3B2eAXSKpNEX+z1yajewZw0icTP6nItlMbiKEh2L0ZYPMVONA0A5nlyZX6pxZcVlgh6wlIBrTtlOzncfRnSD7koRzoWgsJBdMCm8TplGq+zH0B7cV/7R9x1RBZQQ+lSV1emBazrV/btmjvJ3Sz989n/7i5zNyM2mp4siar1L4V3nXxy+vsA4C6U80nFaYiX1CxHVHIzlis6XGJYIYCu5Yd2G9buf6k8e8CotRVqguduL1PsmHIhhpax4txq/Z6455MVUdFS3SxwQTkpR+83B2/teZk+pquWAVjYJ820IRtV0oCPkQb8DADoHQMQhkLB1pzisqL+Tv5abACaEA/O4oDC4Ky0PAETcha/3JnXsTrvROUjjRMpFtR/n/qT7pMrFvV87+O/RGT23q66wf/D9/6QCFL4vI8jANJ8aRKd9qyDdpXInYL0sBsitIU7hQUzpMcXnuio9uE86tGFNiQfBxJBzDGu/zUAJFQ4HMoeMPorLtZ3/Ozvj320+PTBEIBiV5G8VN7lFft1ElPnt3OPhK4Q6CZ62q9RpnnEonBgUOezdSvCTBhJ9Oq5BUAedw4HCMBdpHXZFUXGi2/HblvEdLbdYHqbr74a56ygnsfGhLZLQHIkXgBg6w7nefIFXRhEuktAhUMBiGUKuOXdbK4LxPs9CDK+nAYB4AquLTwNpQgkCvghiJNjOfe9iPue4n67AFRRFLfY4TzzG1m2bhMVXx3zyJQfffxu9ZZVv1qHDauLbi7KNR/r0bpTL+S+hBylIVU7L2YXa7bdcEfg8ynVbvjQBgZZECEPQvQD2IzZMc9IE3KwDzcjCDkECCCMlew2vB0TuduwI5JUPrZI5Re81sT5tRmEWpS/GruHpQSN21fXxsH4uH0Zlirc6OWSFau4/+0gk0MyT3bcMT45sqhx+XVvLkrTDtoRk4z50vY7kqmtACNkufMqB0m+GlOiJMfbTgSaj4B4KTQgIKtl3a1/GQQQuHCxbLpIHGKCAQkjFAYE86o/MbS2l/Yhtoph5/kdFPXPp+Ta6asYp1AplYe9OQvFroc3fsIGC0VBN6tgJFSQYVgZzganG7Il+1cBqDtvKV3fPlhU2uPMpVUSp21a9tnGMn2zFcB6GCkT4vj77E4A902vOJG+8obXK2kpo3K5lUGt2i4QCsPTpk89M+RamTDt3x688y0UpZsRI2tnkegWSlg/2+0s0AgFoSDFIigOB6V+lUSIBMWBFBSmR6h16AYg2/Sz8iqN2nYUoAwdXcXlYpFPGlwkDM39++dpEpevW9nhOaJq80SqPaa4LfGgaylO4UUsQg5moCMCRgDCDY5cR8p7TMRRlCCVMfnnIo6eEZtExS82crI+nfwU/pscJMxSXJsSlXq0iOYW2LhTDonGxHJEN+TOK3K8p81Y9/KL+U65inHkK4M5iu6SCX+5EDIjTWFabFgG4DYAkh2WFa8jhkuadtr2IX/McIPQCQAOkTpU4O2KFJ95Oe+21vsDj8/W280DLpkKKo+TVnmctEmbYS7tvjAJwHmujTKuLw/ENDUOKASVIq2IZe10P6M9f8/Ej+RdnneK/t59w40vvat1vKS5CgAYkTT80ry1Az+56XfnfviP3yeWPM8FAeKtAPJYqSAX/rBP3svo/elSt6G9XyK1Bj0/+sHvDVc3H2nZnrPGuTe7hkXycWAIXQTApwDy2SlYB71wI4aOWxc9hYr847+veg3R1ZdJyIatub6+6nxf30UMH4FaBVL5sgdRaVX7oDrNVUbqEsSaJsfXdzoFJS627XxJewZkLMz8C/Nd4WOKn0nzBF2O1vAElZayUgq4qeeZOwIgntJGbr+FINzwHpD7V8Id0wOyWDCBKFRZuD6fhShOcIMA8qOI8czzgPxXsSSpfBhQidu5a++SMQPVbdnX6ApMh516R3OyKCCAS89RGtZiInF3NeBDru0MpACkaAWggYZLku5GLaygMADgFKYiBDFE8OJGfMDWRoD4EIdHbO5SKkvhhEh2r0eyUdF5LrdRDZgDIkQwDSTPQALynBwF8Dg7BUe+zPP/v27jYHzcvgxLFoIr5v5Xc3+ziGbYJ/Nkxx3jxJlqP+OjW7777T/zOqodAJ47cTpGszdqw1FLUtrl8Mxwx/hFwjF25mT1bujtyxYMDOonswBEwhAjl7kshXntNq69pIphb9ur+OCf2wBM9tjI6+l1CpWte8PK/zk6M/zs24cHpNlKCwBIKD/Ty2ZrwFF13rm9eOmARzeglLjsvpBUdqh9wTy52HU+X9M7E8BbiJk82EepzdSD7OZrrnrvaZtdK1ar7M4MvcnhcKpB0161WBQUUQJWQIEVuNwqZ2d3YfPnaVc+UO+umhfXN1NQd5AptFe4zusEoaBCJGQ9NMWIpKyPOiWoZGZNPyqdM/Oz2h34oBBAx6yqBw0nTlcnevgmgQCF/WaLoXxgUL/U41UEaJqxAeg/lT6TaZ9f7Fz18Fsns92W0UjqxYOuxTAB+AgfohoEmPDgcbTyfElpV84JivX7UMMvchbsQM3e7W9+80OJeNUtxYWtoe/d/qfZ/AEcIfVnkcI4egqIPts2EIBGgVBvgGFUZQB0TZQ1iytONd3gzpSZ7KzGlmHom+AQacIaj92a9aH5atNiQweIl7MSCVxSa5UWACD0hhj3E1qjwWdyUQhntcmLAUKnOPWeYamUvtK7f/WBHTOL+to1xvRs2zM33X3yv9/40/wCc1dgmH4CEoCCyBW0CXxhLZNJ26b98tz0CS92LKMSdB8kIb9ggrlVce3J9/+BNTfG05iIvCF/LxtF7tDkoJQSCj0hoazbnaa66M2zlypNRkU2neE3U5xM4mGOA584DowEYpJG9JStLn67yH5GWZbPKMvaVaztHAlM8cdkEaWiUS9ed/u02999KY0/B4ZSUhKT32OpLloQ4Ay+TZ+HqrW/8DwS+L70WeQJukVtoRLqWf/3HadDMwGSg0CBAHg9yDuXCTJutoG8e/0g3vHvc99R3PE/AQHgU0A45gdjrgNcO+uG0GiKsBT90ECHHmjAeul0k5yxaPt108pjwPioAeRlrLhpB5l3YiOXFLxgAdwHO3xQgsJnmIIQJ3cZhAy7sJzaBZao6gJZht6O3z+2/v8wSufPsDU27ovsH7224VWqLru61ihtKoCahM+yQaRwl1MNmM9OwbEvuQ3/z9o4GB+3y24pQK0YZDCfjmhYngYJ4Z5BkkTMxGOca5r+3D1ZW8ecOJTKhhngv5BnJtkxnu7L8XZ2FS6mqHCQAkWFwwJxMCQsstp0F0EG5zCAQtQfeQJEQx0AHr9/94XdJ/dqHnj/Lxk3DJhlgsd/Ml1y3//1uwHAz0roHMrIcG1fZXbrLQaFmXL4NJAKCb0gFBLNA+Ew2wDgvKVU0j5YVNrjyH0BwK7JkxrtaVrrJyCejnlWa5qA8UlNNM3ITebs3jff+vrhE2eqzSDFjt5DFt5LvF4znXG6AayLGhRolJRL4Qwr3ccDMwZ62Szf8uveXBgISOzcNaZdv2TvUrB4/8SZan73chBgQQNgj3y+4NTiq96/ORAUBcUif5+M9tIymZfaq15x4fXXVpfnzOlu53fcnfoWDH0mFsOHxdiFv6WsFDmcDQFpzhK51FUgvxZkkeMDWUxtWLPyHxvWrPxH3M4+n9T3h7/8+MwdPCSOD53bQMBVHUilRC1iJlYOiD8NApBMABozJJbWwvOd1s68fNo1WKjJF3lFGpu9nc2AXtHlESKaNNzHtS3CJRX4QqbMA2bP1N+eP3SqZ0ZlgbczTxu0S8+oprUuN+5u3Jtd4wfQt2dB7c49C2p58GAHoLn7zT/JA0LxQZBnRcu1/RTIooa3OKCgO2Htdk5U5rfeWVw/d93xlVQYAgBoLyioe6f4enXBYEf6svr9ymsaD8ivaTxwFx5j/xIbBbiyJrtId8IqVvQwrQBMlD98RsKwCwT+sFDFhGh3nszqnqj0MXXyLptUBwpg1na/VM6B8cRxYCQQk3QsoS3+I9zn6SDjlQEkivUwRrakx/xw9pLTSJKoRw2wQJLIEYgTg6e6KEAiNQOILuDmHQnOVxwJzjcBMCJ6f5yIcsMNIB5xDQgg5fXHQyDjT0aS9meB5EFouf9jgXjsYid+waoEDTccGEQ5NDCdmbC2cUHdY/NcwiwDYiKbGAWAvMwVN0+DOIBiqVYt6EQuACvO4xSqMY88pcNbry/H0OErLmdCUm2WxMhSHcOC6OR5VCVYD3Iv469tmIqbqWiWlyGpfyRrAXAnCJXJCBJVeRGk0qsIwLeAcTB+qTYOxsftS7EkMoXbQDwxWkT5skzM/0M82aMExpfkJfiySyon2kvb78DypW9CIAwN9pszM5VyN6tQuPHG3tUa8JxYlu1Cf8c3uV28AB767YqX/FiBG6nnH+lCIJR34hOdJjTQpgjpNCGa8qqnic60cH2wYXv9mtM/v/qxuQDg9KkYvdwMWsyoQSYgnLeUGg61L5hHi7zMJH0LBSDt5NlZRdOmnHZl6C2tAA5TFHW9VOJTeb1yJwfEI9zwYS5vZz9tuM+s0x+qa5heqVI7WLXCSYUYkdTjplGQ33EKnG5yOCywzJ1zqOrEmep3uX21IIDRBgAnzlSbbPa0gXnVn2izDM0aq01nO9SyoJ2awU6GnY1LLq3Bjs27sXoIF/2akverHr72F0U5mt76Im2nC4QWpQewH0aqMgWdYDgbAqhchfIqf7rEAgJy54I8Q+nBoDBNIAhTAOD2KBwdXcWtL++4/ZPW9lJN3BHjvb+Ji8LnYGFj1XQyQYC6DMS7eVigDncX29ozrnr7s11dNdkLwxKBLMQIFN5smtfppgF0glBrolxSKYDbqEoA6+dRRzI7ZIWi45pZ3aCo8I/bnljkFilaDmQseW6ILjLQUdx7cX/eQG8AhMvPmxYxfPtEjq6ih7nQszz7jf4lhkqRJ6QAABYIFnV27ryr81mAALP/4fq3ylsmfWvWssyc7pqc+v4lhraLtxaIxfbAXABQ9DAu2hooCEqo/oHZaQOqi+5JMrNPRn9g/tzvbB04lJ49zyJJZwq8XVokoR8luybEK1UkHUtUre7NINGbh7j7bebud+0O1LSMAIJSj0/JEpmpIdxwG6Ll6w+CLF55hROeVgLuONNBkjMlIOPHAKI64QABUxTXNyruc5b7LAPAcQCvAngQUfCdAeAakHc0koDLtWkGACnHH68CYorVeGGDFDJ4yHGaC2pMIYGkbmbLc7mIiWwmqKnEd0XUWVLLnT8yjnCbDOuNTmH8/TiD2PtxmsvjaAML4DAWwAoFtLCCRSVu55+RHajZCCCt15cjafJMmSeigkyayOozBwwshgfRSaMumIQVIO8of02jurZhaJZfmrFT8CkIrYu3RqohAsYB4mwbt0u0cTA+bv8qiwU0MkQ94zZ8Ab7bpVBLuEE+ztuI6KR2KQP8iHbidLUMLD66au7ByYV5nZIeYz69/8ANDAfSPgDQClNXGoIBwt2VKR2s58f+yAECoVMA8kIhAQ6fLNKsXnrGZRCYD2QL+nk1lY69TTVpAA6vrXqpPFtl1LZbi5gG05TzWSqTDwDOGqeVS0U+Ri8fgNGZZQNg++z4/Pq8nK6KDL1lAIBZJAoc6uotmLv33ZVHztTPGuKpTWa8pyZDb1k1Y9pJZVNLuebVN75lX73yH4WZGX2Hc7KMEW+aIaPvNEhpZi3IZMgnLnaAeO+0re2lytb2UhOIcgFmrT+yUOAOsWApE1JMxrGLqw/blpwVfRhw/XzhI/PzVN06kTDsB+FMq5E6oXU4GwKoBCHou1bmvI9oAqYNQJ/dqSlr65jQF/BLbE9t/elH3D5aDPd8p1aX4b1pJnDvjJeRymz2tOtfX7IydO0rBxRBWjIhvd7SZJ+iXihyB9G0diIfZaBBvKZD3y0CmE00638DFCVxijXlTpFKm+vtsb9w8nZPvq9nFfTYwCbqc3c3830c6QckPBs7UFMJy4rIuzj9wfq60mcvVpY+e7GQ6ycZReadaSCgfjJ3HAAID8zRKqVmH6Zsbq4UBMJO47KsVgAofrkzV9Fj1AKwi/zsqczDgyZwzwsAQxmaGwEcbpcVzWhRTGKRQu1iWKWKhIUE4qQla1YhscBXEgWbRBvFAiDRCkGAJ39tNu43g2gV4UaQRZkCUS9zLrddEASsA8Rz2QYCkrRc++eCjHtBEHk+AQjIDoB4/nkKIW9yAAUgCaDt3HF4Tzu4Y6aBUFxcAFfEphWNmIpFkMPOt7E1b1m4NW/ZPdtH4ezg3+eMCqMgY2p/tizdIxxw6id1S4qYoEyigBgKUBBSDfg+xsBZTnU/0BWTx9EGE6c7rgVgZW8ZSp80BTJLRVSAUYsckAm89LvWG5JK7cZY8gguISrZE7a9JJrlv9KoBohAEoi/zX3kBPD8v69F//k2DsbH7UuzBBqIF9FKj5UgAzoFJC32MiYbC7UkBrQN8TZy/39Zg2DHiTPVaSfOVH8U85kWRMu2DQDgtCoi30hoJFhkwP7Ddw2//D176J8J3+8EcN/ephrr3qaaj8EBpSev37DrmgkHawHA5Vdos1VGn0rqpJ85evdJADhTP6stFBQqf3n/L60ACjP0lgtHT8x740z9rEqMgTcf8dRoAcwhPzvwy43gi8VwlpNl9AHUfkQVI06C8FErQTx9PvCJrCSRrE2s8hm8ZnlAVzrQGHOoxAkrLgwsEfmdJbp2ZZ8r05OnMTaDgNNKREvejx6MJwFpLd8t3m9clsWDHP7epKmV9lBBbkeBgArnzpp+tOnEmWofEp/vsctPNgKY52WkMrPFkKlQuESWK7TdTx29p/HK3s8rbuh5u11DOQ+cfKxCNzhHNxsEXB0B8X5WAGjnPHqxqg+FALrK3M1sTLXPTJCFUj+S6YgPC1aHctszPzBNVDc517pz6SOKHqYNxHPK85Nu4n5i7URAJ1WL3EF7IBCmC7d3lxuXZZn6lxja+pcYAvn6PUB8URgelBoAUGXuZn+Zu7kZwOZ1p7YN6U+K2pREpzuhcFbqhVEykJyoJJPURiFVF2teAItB3oUggIkgUR0byHXygLwOQBmAFdx+BhBAFCtJyHL784mXSpBxriLmfLz+OA/G53KfRZrPtUMJotxSCeKp9nM/V3Jt6+GOS2QZu+BHAC2Yh7gcnzFEHVdlVBgFpTWNle5+RZAZlIWCWrEyqJTkJmw3Zs5ysvvBEeRHjLDyjofBgO6FbEkvZQ3qbO8O3nDyhKs6IrULYEi068mSH9XdW7Gldsjx5TiChHwE/AuSMb+IUQ2RwkK8GQGsZKfERczGbYw2DsbH7UuxJDQQ3vvlAMmw14AMShdw6ck4iecbTYLPepAVvQ7EU9oH4nXi1UzGPAiO8typwtXJBmMgHGIQb9RwbUgVIdiweksdjE+1AFg1Mf0C224tYp849OOm91uXloNMvEx9U9XJ1dgd4VKvvg544bqhMm2XYEmvOSerN1Hq8I+IenNtAN4FAZK5AAIBl7RfP8XUI9d7Y/mqiRNWXBh4bdVL5RJhABaPnsrTGIEojzoPlxJOTQBpxijw5CM8MgB5YnGoW62ywelS666/du+1oLD/xOnq6PVemvykCcBhm013vVLhEjE+2vnm218/fMJVbXpuxvpWcEWpFiJOdaUKxFtZD0Sl/mJUH5J56qpAqGT8Z/zv6OKF74fogmIDjBS3oFjBL4gkAK7OPGie7M2mWSaTLlNs724FKS3PsALMAgsFWFCsAGFWQIWDCqE/RAsvilxBQ1gikAUVIobuZ7Tc+WPvdWybeVAaR31IlozLAfEkOt2bNo+ykm0sSLYjuZIMd67UxXmGM26/OSDPKIVono0fxHmxCMQT7QMZu4wgY6kdwA9B5nM/CPCWg9wHgDhAAPK+N4KAayGiQFvDHXOA2y42B8DNXbsEQCXLYhNFoQrEgy7l2pHLnbMDsbKMfXiOG0X4vlhFPU8qho7UFwAK8xe05we9Igag+lhWkC/yhvy5aHeqwvYLTdumn8OV2IEr8RC+IGeZakAl7sMquKBGD/JxGnau+E7SxcNq7K5bY8QupMpV0g99xze0PVULYNe9FVvinBzQAbhcyZhjrY57+SwbwNtUA65hp8RQlcZtTDYOxsdt1DbGjPZkCSsXQYDD3YnH5SQPR3PcVO1Kyf+mqE06AL+EQLgGYLMgpoPIKrTjiqUSKLVFV+R91n9zxWsllZn1ecW6i/thbK5EZeQahh3YRss9TwWWua/JYKxKc0cO7HHGeqcAMukBAF76w87bYfxVGRI8qikjBGSbuqsfRB2AR0GoAW6QyVcDII9ah8rLzZUfLtEo4VmqAgk198fsbgYQYLdh3dR3ZavoNNlDtnbdTLAwaYsHu+V6bxjxE1YcuMxWGbVWb5pPKXbGNokB8SAevIzXth5RlYtuAF4Z7adltGWPQW/xT5t6xprAKU6eyJXcWx+7mDF3dhd6tBqb/c23I1x+gKvoGX1/dncA2Ll9Ww0QX0028TzJFkp6kGS9WBsaMk+xoMhgzGozndEHbpGn6HDDkysLh6XCCZ4s6WR5ny8TgCYgE7C2qerzvixZPwBo6+yFlC+kYKXCK7TnHO9YrtTNEzkCUiaTtmMoTSpRg7wChD4xEvgYtt8Tyot3ANi5mnjiVwEonLMmr+LCd4qk1plxgZ4hNlxxnuFAaMx+OhBArQKhkARBADm/CKgGoW/xQD32evjCNAAB8zwn3AAC4gMA5nNty+D+D4IAbQVIQuokEMcEbwIQ0H0R0edAw32Wxu3vAQH/hYhZeKTqi9u3/G3X8g27Y0FpMp3uDonKVx1wScxCSQgSpa+LcrNZLMOGtMVWIIjH2XWooxpQiC/AWY4rBKXEWZRBw5Wjv2RFk/N5pevbs4tKezJyaZXHaZvWeraxrKvZuqHtqcoNx7ZsSjzQGGlMyS3JAgDJquNeBmOnoIhqgBjk/XsEpHhWOsjzUzvcvuOW2sbB+LiNyi4h4THOU8nZkIl9LMdNOmGSQZxMtPYBCQb7rkbAr4VcxUClXU9Rf3wAJOlkMsIcldLnEaOjUY++jsDUddW2H837c0kgLBoo1rW9X6ZvCeAoHkE6gAGikYvhB7ZRg6tUYJkH6YuvbK46ejAU8HiEYjHlK+r4XDujcI7tFABIJMEZfr8IAkE4vOCKjrMY3qM6xLh+5sPLLpDJ1ACSPGRM1l7edhC+7A8QpRk9sxq74z3nRmo2SCnxq1ggPUQJfW6h3DlJVvB+i7Lk8djJNsk9LwfxMh5ElLuvAdBBtq2qzagw1udWd00WSoNTeo/lTzM3Zu63nMsCtkVaEF9pz1rE+INi/5UFRwOIyphpuOu/HF5/nppzN/dcvgACgLwg1Jv4sHXUIu+FU6gw2MTq8iCEWmXIzR5ETRwoSVzMhFlB/2t7buk5Uz8rNkJQAuIB70DMs2q1panTtNZEL1X0/UtOOdmPoYAmWcg86TM/wduR3ynOK3GG1DomTIuKizppjdUWlA14AhSLhdxxfAAlVnV401ixwOVPl7o9ObRFfcEtCzMhrcLoMwuYUJ03W1ZR//MSK3ceohRhAWLaXIUknv9hwEfK8SiZdnTGx+ZHvBlSyMy+iwC6RJ5g9bRfNwbqfj5ZMFit4yNZpxDvRU7ZNxiZGsXvJ0TUG86CeJwDIM/SfgD5nHf6De6a+bY0AbgC5FnnwTZAnkcG5P2ycfu0gIBoPdd+D4DzLIunOAB9C3ccIFoUSAeggqLwR5BnLh1RVSwRCC3GnXCdQ/pi+tIT6ZOqzz8EsjiIPK9JdLp3es2KlRK1TxMOCO2UgA2J6MCAfkp/nVzvvYD70Eg1YAq+OGeZj5RGqqMioTZCMkvJPQdwMad46YBKN6D0uuw+sVR2qHLBPLDskbLulqSUpjHSmFLZpT53l2TsFAQAnKca8CgIGAdIP47bJdo4GB+30doquGwCmHumI+DXQiyxISO3G0rt2BJWRjmxI2EQGa7YArC7EPYBH/o75kIoYiCW2OHz0CAeSyV4qcCCsn4UlNvhHMzCmY/V8HnE7LF3lc7rlL6FJR/vKdO3EJDzJgwoBXAEp4ZrE2ejWnQMa89vwoqvNRl+eN3Ris1XzLO8e3BSdiAoFD/wv0tevHXVpPU3rr1tJiDKA4CqqX3ni/LtXpBJNlWbkhnfz2HwSVZkAjJgGO4rB8QfB5nsekH6/fEdqEEEkBuptSAToRAgqEHEhkSaoFOhC1hLMXSyTbznp0BC8DNAAEdsqHYVAKu5Pltirs8Wg3joAALEIou2xMjDjvrVJ59d+f08hcTrAJAfhCDPLxArzstLGi6oJq4Caf+YJynOkxYfHZqyu24HalKHreOtA0CaU6iQWCS6eQKEGTrE+DxCOZukn+JUE9b8ObKI0SLqjasAAaQ2kHtZDsDw2fF5stlVR3mVnOTtSeRHR71rwPAh86TPvIAByyhlRWGW8oipgK+lplg0c+tZtarO5QzKhby6OB3QiAdZsGK+cI8/Xep2BsJWoRmqk7rZK1oEpXiTqj2854XarezChGebb7Oe2ogYz79zgkLiKpCVMtmyF46Te5HobR1uPBoyBhW/0mXonZElO+mfo3bKVdpJuiZ5NtvLlD7b5v6sWvcRt50WsUoyw/QNRh4P+P0YRDnfPFXFh5hEZw4wFyFK7eJpIm0gUoT5IADeBQK6M0GAshZkEV7B/W/hfrcAUFAUtnH9cRzAdVy7WJAoFQUCwBdz/2sKp7fJ567+VG4o7g9Ze9Pcn+2cZ205Uh57nUP6YvGd7+fbjGkSjDDes9tQN/Vd8cPKHMdDjE2WIRCFTLpJ5ha53hve27jqewB+FXPYS+IsUw1YBeAbXN+5QaIA80Cog0PuV6IzaPsU7Iyl93HH3GjW6C0Gm5lyKDTgK9i2ZxdXlXW37BuxTZeup/7F56Fk7Ykf78oB/APAGyBRzDwQBwxvrUMOMG6jNsG/uwHj9h9iHmcVetsqEQ7JIJbYJ5Zd1K296U/X/vTuX96xAzUbuYEq1naCTH5aROW00jDUK1mI0WWTx06YLPeb92B0wGmtglDEQCAk3GCpHPC6LYiu2oPIL2uHTGGFIa8dMlUIAM6fFssCHn9bmb456m3sAY2MiGdouDYBZMDUxH3ispXg4rkiitq0jaI2beT4qkmN57KuXnFuZjAoGKhddr5Hr3P7AOCVN6ZV3Lj2tkMAfg8AKoXP9cf/fevdmN3HMtjy/WxD1OvFS0smA428/QAEiPP3yA4y0W/egZptH/nm/p4lYE0IwDkg0tT1SvRnB0Sa+guywrcGJGnNiN6nxLbwRoryEKCQz23PR0b4bWPLxvM87bjjcqB8E7sN63bfX3t3Y9HEz3dkr7htR/aKhW9k3zjhrcylWRdUE68BmcjP7kDNCozBYkLaaYjXBK7E6J/3nQDSXELZDAEbYiQhH8RsiO6ic04l6ac44/pjM7cd30/tiBZumQcC5MwfHV4c7u3PnWu26CeM0J6oEaCbePxknuahzzygOeyfT7Uzxe0Cig1KBH5pX0W2/811K5weoULtDdMyu1wlAHCYCuMQBJRI6AmqwLIQMCENI5MrNlz5RPPVCw59fOeMbXv2ZNcGQBZbqd6dyDPknKAwWK7UzfOnSShlq5tCdKEeu+9w92cJgHsAbOR/jm2deeXJV6ZNx2u+RcosR8BiNzh6c7Izww5B/gj9mbRvMHIuCr9fHwjQcYEA8RD3vy3mfKtAEiYzQd6DAAitpRLknnWDACMpCICWIEpD4pVWaEQLsH0NxDtuAeH/5sW0i5dI9ICAcAcAtmhGa7D2/tcFSr09aDerHfI0l2jNr17RzVpx1Buz75C+UOkdGWFWEBvZAVKMY+euq9ppbU1/GCzVL5IFc20X03Nb3520i2WFidEbnrM8LfEYqYx7Zx9CNGFcjGixoyok3K8YZ1Dcu59k3ivcvnjNaZXHSavddppiw9DbzRCGQ3qMEJGLiRjGjy+p34FYu9TnLnV7ho53U0FUyDpB+q0VZDEDkMXMEArOuI3exj3j4zY66+/UgFawCAWZSVM6FCu/9XGmw64SmDppFrOGhhrHIDk4Wg/6cCv/LaCo2yCVDyDgA8RSGhIpjTMf14Nk+wOADZ2NJzHtqnnw+7yQSB3wOtNCIQrB7s6BuKPmgoF5SA+kGtjiuYMuWwnsA3MXqf7eeNfW3SV6nae6rTNt5ZZN+x7esPHITiDB+7Ho5iI0n+wpyrfT/WaFXZ/mwa/uO1j36q6pWXWNmSqnW6oKhQSm+XM6+575zVsnqqb2x4LYaJtGTt7h+5lXoOCNQYL3M7Z9f3taNU0kClyUyyL5pApueymArlJ3Wy0FrlId8IZDrJ4mYoN2NhxMy/Sbp2qCDpveP2hvlRVaY5Y3ye65D8CuJOWh+W21iAJ4PqQ87GJkQKLrTvUdAOh8A9/AIDUTI6ua8JYyirMauzeNqhBHNlsHI7WZEcpeUAbdFCOU2lrp4pNGWVYqWkucJdHv3wjSP7GLFbqtvbRr77sru6+56r3cDL0lkLI9iZbMW0680NE+qkvOl93qW2+3W5XnV+pfn2sPqqn+QGamstwdaLp2cpBtEnR3Ti2SLKg7hLKu5kZvukQRVIumiJ3BnIBa3P3bjPubXnKu40FnXN9ihMibbaq6XOALMxKrH0ym1Ja9r0+S/2ZvqbzL8wKOUrsA7GRZto6iNg0dj9iNdTtQM5Dk+BGjAATtEqvPKZd0FhTwC8ZU/Xmp1RH5/bpBwKUA5J3wQocMTEE3cqGGHKvwDqrQBwUIOM4G4WsHQe59JsjCmN9fzh1fCOJtF3L/8/uw3E8JgBuTtCuT+wHIghkANNfcud/mHFCp3VaVQiQNhMWSkMlpUYuu/PrhORRVzXvY6xDlENsBaExtmf5p155OfC+Tjq08RQ1EhecTbrtaACtwH5pwCZzlSHLtw6jF1ciBHGbIoef6IghCx5FjKHAeLQ2kY+8CTmJ2/0vl2QNGbXtWEbNj8er91777/kge7i9CNfkyqnImtucYyDijAVngBUGA+UEAT7BT0PIFzvX/exsH45fBIgmCRKorC8STsA/ARpbdmAgg/zOt6bgdMxfrEPDT8685o3e5VKyHUYWlrou8xjKQJNSIyzeIpATt7DbUUQXH9qNo6kwoNRp4XTY0HTsJU5cuZlsPulpMAA5jwvRy0PIItAs4/VLEhv5XwsQF36KfpRjYhiw6zD25i1R/b3z0O3/Pd7qkzKBNZjbo3ZoppeaHYKRaqAdZII5uQ1WjaqGuzVLoz1L00g6XlMnQud3/dctpy7pvnH4dgBXZ7KaYpLmhbRpd8s7OmG2OILYQDrCVXyQl8rkdTrVXLPKXAFSbXOZ1c/sIuPvApgVsuQDAAiwFTCjw9kwWICxlgXAQQq9NqOoQsCFNheu8BtZIwZ2xTBz8trw3HBhOQzu1/Rox+snZ3r7MSZ6L1yJawIX0WQwHf0jIeD2qoByiFhBZEIy6EEc2W8dRKdKy9/VJCrd3l5f1X5jryZczXbU5J3F9wvbDL7T4/jFw1xLRGD9TP8t8pn5W4Mk5WJe0HSMt4FI9V5XYjLqhC+0Pg0tWwYU0AIenKc5cnyG2CAYCGb5nZ3+vdcNHfwhlaExsXXFFeVlXs1824B/AgL9W9bm7DgD+RIqCjSZCxlvkGQrKhVq6n/GJXSF6YI6uffLTF+YFlELGVaygMo5aI+8Cy6aULTwBIo8HkOdEY/k046bZD5/xDlLpNqdcwqg8dlru9fp+ufzhpg+wJHl/giiFUFQSJ0SS5M0kqiu7QLz0MhCgY4QeflQhDWk4DznHjZ+FInyGdAxAgmiSpwDkvodBvN9SRJM/qZgfEbdtOOZ/PwhwH8l44C+VazxKa2+aRyQNQCAMBxgXrQuFKFfelC7FrOVHfXPXHFqmznDcJpH5T+x5YqX4xJ7qfAAdXqf84YwiSy1GMbYiOThNB/A0NnNJu4vxKmal5izHvcN2eJGFPPThIgpBwQE/nMhEJvohh4LrPyGA3UkSKEekgVDrsBxyzIQAC/cyNfRebY0AOXAgH0Zk45URe/eLUE1GkB29REtszyGQ/Kt8dkqKMWXcLtnGwfgXNIrapAGfIBi1bAB3AFhGUZvmsuzGSw4VfVVMiu6GRS99tlSio+QDmAih3efPfOvzJrnMOshtEhk0RqXny9kYPOjDA7iu5q3oauaBA/+9OmZ/4hHqajFxoDyL2x9vvT9p7313HebVADpQjec4ka9RDWyxiw6Kem3bXVt3lzhdUsbhkjIAwDAiu7FfmYEoBSFmgmFN8Hm1zx79Hjav+DkNABarHLmZzniPNedRRTR5TcNd5yoUwtDeXyD4PO2K6U6RSqsKOm1zrMe6i5hOsjgyUpXso1jV68hSf9qxIH/rsfX2D9uW7ENyPmLcBHjos6s/vf7avcsYL50rl3mbQcLhFIj6CSThgAbkAwrAfCEINZgChBKElNqQc5JFkm7WBhx13LGH8Lv5/mUfpQBjoqoOy2/Lq5ZYQBYTvBb5aD0/GsQs5PKZ3qrwMDJ+SROL21CEQrigieNGXmooeGfGx+ZHSv/UOikkFTg8uTKfkAlpZt17Ng9rqcrIszbCQiumL59GtIgVn0CqjWtbPPjmdf8vxh53yxUbIvJr27NvLppjPdZTxHQO7aNsdhMSga0VAHDfCVe19YSr2gZCr6AxEYeZWxVY+97fp2hc9lwQT1ri+zSqCFmEw/oxW7ji0C7X7/50v1h30cx68uVs6505hwu3d5cHlELGny6FyBOyYXTexVhPbX5vX473j8F7+jRLnelrP3sps9zSyFh1aX1PrtnQ8uHsJRdSHCNiHPAeFgSlUBqpBaGnvBFpdwUWgkUYZuQhBCcGUY4wVCiAAQNgEK3XQHGHphGVN1QgSkV1goB8AaIAHtx+EpDF3EWQ/jaA0A5cIOOkA8RjXATy3LgsHYawXOuSTehr61rQ+KlIbA5l2A1KaYco37Xy56/P9TpljMOiHlDrHYU/3f2oDwAXNf0OdmB3C0aKIBErRAl8mIqFUEALBbJRjyCa4IYHnyIdhcjA7THbx3GWh7zDTixFFTQ4hx6YYYMQAmQiB1ZoIEcrojSPrUna0gGu8maHr7icCdHaNPEgYxD3n4SUey512IJBTIzby4V0NCIdjXiJegMz2G1DFpxDzoFL1RyPiWpF3pMGbEAkt2XMiZxfrD3jNiYbB+Nf3H6JKBB/HMBvAdwKwvPNBvAEorzl/1i76lhxsURH8SFPCClfiPI62MJZXr4QiwZAx6Xo+Q7xoOupSujjQdlqUh48JQ2AZTeSMHR+6XoUTF4BjQ7wuM7h4Gv8UeWI98Yo+S8OHik+gWz2w7hGWQBcWhZ6h17nqR60ycwAINOzCkUusmhVWGQWp9VWTD7dUd9UFfWu6rIa0d8x70jXfMX/PnPVx2tW1FdlpHv0RQW2/QC2xtEmCCAHSHi2A4DdLaAnohwrBuZqoHf3O2Udnj7bYJrsw4xrKpeZ9ilzYmToctR9Z1dXvqZZXflaGkYuNAMA2Ln3m00AqHlXHLpKp7PmgEzM50CSPgEWQh4GDNpo24eHii8snN9ertd65RQFShnyZFM+dr8izHQixsPDPkohwSaBgJF40GmkNrPb2DoAdyd4qvswhiIionDgByFKKBSzwbAi6HaEAK8y6NmVsFmsF2qoV+486pGOCmi4wiYjhIKHUf/Bauyuc/5E2e0qkBmYbBktcgVtmkbnSZnZl1jFb8TQNQfI70H0vbMjURJwKKhfyrW/B1wORjtdkK4KOCJKF+n+geoPM67RNNmCtwABAABJREFUzR887OQLA53PmyQ1pRlqr26ITWDl2hGvMMHTHw4DMO1dUIO9C2r8AA6wU5JyS0eMlsTJ0AFdexbUavYsqE37dubfHlmevrsWgL/sD61aTy7tC0sFtO6U7WTM8Ub2LgIIhoQ1mYY+3QPaTb6mKVOZp2f9sK+tb5IPBeiGBmGMQolnlDrjqe7r1QD2cH8bIEAZHKDAIg8+ZEMMGwTohgpZiIJtFlEuuAAEYPNJoEHuNz928y9e4tyfzm3n436kIGPkWZBFnhKkH/0A6KM759ruvu1p1aIjh3LCUlgtGemUOuwSz3/jWN7eget8XXQZKxKHfIxT5kWCOsmoI0gl8GIOFiMIB9ywIxOVuApCXAUA+EXC1sk4y/F97AENORyYgHLsQSO+g3noRy8UMICoz/jRjhfwGlZRiAGxZIzZaQ1oH+lkCicFWJEjTTToE1N+zV+Nd+X9yINVAGohhgAF+Byz0IJ8hHEA76AOvwVZ9BYDuBPAk8Nc8WWhmiS+J4jmtmweIyD/Mqgv45bCxsH4FzCK2kQBkZW5B8BDLLvRD+APFLXpRyCgqZaiNqWx7Ebrv6A9o/ZIj8VqsONKWb74FjbEeikhJQMAoYhF5RJHXUZRILFk+iqQCWE6opXqujFa1Y9hPIGrU1fHI16QOzbGek9Pg2V9EEl8CPqlIJOTA1G+J29BIKKacjlsZ1tn2kqD3q0RKIXBtDK2yO8VIEPh7PUI5b5bVr1cJNwdcp2pn0W8OJp0E4TCOph7cvceLJPufa+MeKxT37fIBOMUKgwWia6SzmQEWTYzGImckk015eMc2xXuF7Kf6hZoVuO1sfIQh3hDdu79pnHn3m8+y27DpphEJi0AuzckCSlEPgEAtFzUdWVmuEVms9wqFoRDWo1PTQGUMuwVgrwLuTBS25DcK/sQoqogSds5lkqriRYUiIUA4KckAr9Eoj0lVmvmWY8XqnyeWG3zWK/P0JBxB9oQhhK3xBQ2SaEJPJz6Dw/IVa1umarVvR/x5ccpxAPH1KHrGE83C3RsKfnRkKIiMYuVxOeABnkfysHJSR7Xzs4r8VyMKF1YJOkmvd+iPaueVl7mbjadzy811BVXLPRKZXakmOR5mTaqITKR+xEt2Z50Iq/BDtWKbXgbXOKg26QY+PBnN/whof1YcWjX+rve+HNVZVtdBihQ5/NKux6/9afnX6z+TuXy9N2bAaxyTVCwtNHLKs94D6ta3XEymYnnTWYiYSgdABS0h55Ff05XLjitfuT4r9ubeqfmQoN7RgIzY9AZT3VfAfKulAGYADtEoOEHAwkCSIcITohBww4zgByQvuW9336Q8UwOAs5ZkHwO/vnigXgI0bk/zP2IQQAtDVLIaC7I85EJsjjTIgrIbBdPTpTp7I58W7FGI890C0NmcbChoSJQPv2couJoo6D52nJrMCCUBgNCae/5bGlOmXFUi6E4WwRCvAqBxDVNYJAGKUfOEYBFGD7YYYQFE7AiCWc5vo/FsMEHGRTQ4h1SSAvLMAM5MGIQR/ABdOjA3eDnjziZ3d11s41Hu+eqDxkyxCbaGtTZPrHecPKcZ7ofJMn9LG7Cq1BGqpdqcR0moQ5PA/gd99mw0n9jiBKnUHUa/QJ+NJZKvvESPOxfilENmAOyKJsGspiSgNy7owAeZ6fgyL+xeWO2cTD+xawYxKMAABc4IM7bOZBBVQQi2fYhvkS7DBXmkloNdogB/BWAgBJSDwDYAgB+ueJiRlHgAoZ4qTf9GqRfGEQr1VUixhM9go15IIkJR5bC7/PA580D2FI4ba3ILmxDV0s5yCQjBfBjALchqhiw63IulFh2Y92WTfsenlJqfojNpAsREjD5GY5BrYJhm+iJp3TaAdWVsz+tOFM/K+pdVWrDUGrvYQ9MHc19ikwwNrG6XIAw03FVvm/yqxcUkpAffo04mJnel+Xvogd+Oflh+2q8NlYe4rDekETt6257mqcsvU8DAG+8PeXcb/+44Pzyr53PfH7Lm2tjjmkAKct9BCm8siADaR7iQ82j9mgm80IDuDDBfXHvBE9HniLo8btECpzUVE4ckOh0YUpINSkmLsn2mQpBwGg3CCjhwWLH9IoTExcveD8vTTuotdp0tgOHru0+Uz/rdDLP7g7U/BeG1zn+IwBr9jt967GWMnHtLAIBQZFrdufSJYOz0nI/Q802AB3LJii8qlZ3HMUGpO+84N/3AviQi2Ubwk/dtuHap/ZjMbYkiXokPgc2kHdTy39AgTVYpPpI6vJLeWsbf3bhsXl90iwDAKo9q2iG3m7BE7f8+BSi9w1Ipqk/ton8fxGj4KEwuNuHJPLqqcoHJ89ZXtjXLmcktI+igIr2c8WP//kn6qBQrFw9ZTehzbxCjXoREGMXANwF4P1v3/XqQyVFFxx33vbssvzczokSYUDw/YJnqA3P/rmdvWlMEqJ839hiPk9Fy4lIUoI8gwtBngsvLkKOqUiDCGH4IUUAUyGBHe1oBXEsUIhyxiUgXm0KhGKiArlPVMxvnkPOc8YFMd8DZNw2If75MHC/80HoLucBTFb2e6SNxqlmrcDe72RVWher1FvLtcEsn0kYDgtEACi5xtNvas+qyikzjijrN8R0kAH4CGZMhh9a9MOMATigQxj/BB/V0oIUkkuWPBjvWNChEYNYBBfsACgchB8H0YwrsAtTUQvyPg5w/TEXJKoT8eqfcFXLTriqky2e8wB8AmXc5/zY1RbzWeI4PMRG43AYhed7rGN+6vZcHg30L8umAqhJ+CwbJP9jOdWA+eyUsVdk/XfZOBj/YpYZ83ciFyz2f8O/oC2XZTWcxO4HUOF3St4/9vv5hQsePAAA8PmkWC3dPQSUgEx+LKLlx3leoybJtsls2IEkmfcfd2wk1x7wa+GypUEgCEIo9kKuzEZ2iRUDfS54nEruWu6POW4fgB8PRye4FNuw8chOGKmWi7L8iGJGEz2x0SjLMmXILOaZ004ogQTv6uirX0YmmCAl0orYoF1YwTItVEnIu4sOaPvstLtQjl+X/rJOcZWL93xWg0ywjdzvlJ7C4bwzfD9lMOaqCd4Ojd4/aD/XretCOrm3t339zKx/7qroEFCsRq32SQEgDCrsFtBlIjZ0Tsb6edA5xCsL4gNLfE9G5dFM5YUGsHmmo94MMll6tUEHrrCdOv+OYclcALCKNeKY82oBPMyD2G/f8re6/LyOtf6AxGmzp9nFEr92+XVv5k+feuoN4DsjNSmpZe/rk07668VrAbzFtVMMMukDQJs7ly5xTlTOHZyuabxy3fESyaC/2lsqlsukFCvKZr0ATDiHbvQhDAK2rCiEBDMxF34wsGIA+zETi5MWg0qMeDSC+B4JMAE02T6jf1NpNOF8b3aNyS+Q1H2n87lcAPk9GbnSNxas/GjvgppYabqUk3xkIo968COhf54vXoMdV4IAYTcI7QJZwb4imKmNiKdSrcq09gncMmUwLBAGAYAFBYXXrVm/e6sG914b+w7zsoAR1ZPhEtlWY/chAIeoBlRiKfIbZJWZj5970PSH3O9PBACDvj8Po+fJjhYI8YuGdBBnBYsoUA6AAGERBiHGObhRAAWUoOCGABfggAVlIICa94rzHHApouXrfTHb0CA+ZjsAPrE9lisWAvGoZ4C8D/zzIQQRJuCdGQ4QWmZXZzg/M0fQGxIh5J0j/vzkgcDixb5zdJp9gVqt1DlYAF0agz0kEIZHlPVLYR3QIQ06TsVlEAaYsQj26DOL4Rda8Y4FDfwQowWH0Y3YZ2NqZO6kET9vl4MURePv3ZCoIdeGbiTkpADQwIwBEK85QCLnL47+0of1fo8016dq52if4f8UawGh/nwIojVfAtLHs0Gw7beAcTA+bvED3b/CEicBA4ApAHIoahNwCZSVGuyYBOAXbBjOQ7+5xiqSBSKA2menM6mfJS2hzg/2fNVDGqQvEhcrqSzlQJLK+w+PUw256iw8ThoiEQsWQYRDgFgqhSothKqFp3B47ymQFXM2omo3v9zOntAmO2aSinBjs6hixkQQMDiXu6buNK31dBIJv9FaZIIRhQM2AcLaLEWf++Wsb6Lnu7k2tdIOh1PNBj4Qq/9v5X+pQbzPOhCwOQ9ksE4sJR9nybwzPODNZEyCKa7mYp9AzPZJMnTp+d4O84C8OCPdo6iYbJ7UfuypSBEIFkCzomR3WsBW6hHI8vQBa6cq5E70uvHWBXKftedDk6TtoeIqIRXS/973P/v3NKByhNBoqsnp6yDPEx8ZYeL2oqgwSDIhuLZUggMNy6/bXWm26I9cuFiWxzC0lgZlK8q7WD996plK4DvDAovV2E3tQM1GJDzH+W/2XhcWxiWN8ouTXACBwVlpuYPTNY25+/rzA0ohgwzWoxR6skIKAUTO0AAAA+ZCCyUexktYDsCCUlwNPxgEwEAOoAcaJK8gmBjx8INMZhFgcjTtyof3Zy6rRQwlYX/msvD+zGX3sNtQd2dDREYxanaUoA+51OZIwZj4pOBhaGc1lu1N4KJuRYH2P7aLi+4HABEblAJYA2AljNTDyGZ3AijMsJpdF3MmpAnDQZEoFAp6JTSkfp9k8fEP2IRz8CBtVKXAd6BG0H3XhJV/dTseyuvrUZ3TTlW8c911Ev57lqUojB5MjgoIxaiuPA2ycOAXy3NBFogCkPnZh0EoMBipyBkGAdpyRJVTRIjKi1IggFmJKAVFAAKqHYgWEZIj6uHlveTgPisHcAbEWVHJfWcDeWbU3PYKAdi7vyl9tRZcnkJ7qMhGDYQlz9Z/zyyr8ugzS/pyB7r15uO7r9j/8LUPX8pYGv/M6uCHFC14Nx5Mp3JkJHUsyPEc2xm/PbUOG0CemwCACSD9ycuExt67VFHDZ5Ag4QgLcvF3zAJx2IUB3M5uG9kzHmnTMN5vjLzg+/8F15udgk9BxDN4a6QaImAcGFpN+Ctt42D8i1ks31Sb8F2skkdikYMvwxLDnvNABtYeXDpl5VkAdPuHE99z96t60yZE5XgpARtCMq97fmkvCspKIJUVwGml0N7YBXN3HUgoeDQ23ECSHHT1d+ajeKoGNgsDfbYM4ZAIoIBwKAipjMK5zwZYduM9IIU94mwHatYlPeblKSNcB2AtokVztCCTyBuXfMQYVRV9wGozSg3a7rScz2WUy6U226sEgrD+yPEF+19e+W1kq/oDINfjRDQMngvgnhH0tJPZKgBWvXVw3kV3UbrdrxHJaG9Qpxv0U939bw5cSL9SqfCnZ2W4VBBSIbdY0dcqLzrYqii6eKX1uFbC+rU2sbqcA+NDvLIgE9bD50OlSy6Giq81s3rLdv+a9/cGakjxl+GTj2InJz7krwVQ8o5+8a5q+0m3JuDMcYoU9Cl1ZcRDmdZsc+EHqEUGbFiOJiyO52pn6C1tCRUsKYw+1DvkOZYM+PXKDs/7Cdu1AQjAwq77DDXbrlx3vCSgFDJBlZjRKu2FrEDg9ReKJFKHx4Un8Bb4RcNL3PuugBYebqHrAY2MFPrro5A+2wDg3nUYonQRA3bir8mOElgxF2cj9CMyzqyLFGwChvfiBUGqQe78b/vfJPfrHwEAUGApcFUeATwEI9UCoEPhZ8oL+9r9felZap+EppUeRzDdPtitYtzUMOdI+szERsNEjsCSqfNPyTxHVRanX9FTnHbBsL6qpZhHqv6A5LMxRK5GDYQ4QN4OoqHNn84GslBlQJ5l3ssd4H58iM4tPB1FjSjVhAXxYPMgXQjSzy5EEz7DiNJWELOfg9uWV7xpBAGTsVUXrFzb2je4t+yE/qnI80JT3o4fu5/IPXF6ThCncZ67dhWAD0bXdQn9k4zqpMBz7C/GwHveliQ6ox8i49kB4jRRgyzafdxvBQjl8rmU7eGoV1RDzHvTDjd2YgHCyALpz9vZbYgoCYzShntvhl3wfdW53l+GUQ0QgXDyv8195MTwtMGvnI2D8S9mF0G8rOkAJlLUJkkMb3wq9/tyJwimsthJYAqig20jLgFg1mDHEpDSx+0yvWvS1b/aXxoOCCNatAJxiNJP6ZtRg090u7F6EOC42/OW56G/U4xgoBNaAzArR43TH6nR1z46z9JwoIHaxHswYs2OpuN2FE9Ng1Bog7XfD41eB7FEjsG+VtR9eh597cMtBMbMr+Mn8oFu8aStdxZOOHdQVRj0C9IxVF++EoQnnYdoMms9Yjywl2QESNfJAJzg2pKTZSzMyTLuA7Dz4akP18HYvA28JgxZDPJFZfKRzdYN0dAeuexyYW9ftq/E2TXBFVZ4pWK/z++XiMxsxoRMGicm57V8jGx2Hdc/20D6lAWADjqvcbL7wjxGIDBwbRjilQXwHLLZusnEI/QW4icaYPhnl5+cJCCLUAZkQhW5xMq1H+ivHrKD2BUIT3/2XAfSYYcLMryIhQAOUFWkX9ZnL6nSiQfLDeL+UznS3jElAu5ATR/ImGAHCZ+2ADij7PTsV7V5Er01scfskAz6q/1asRkAhMIQHYQoREnDbpgji33+2dwC4D70g4EWNOwA3KDxjWH014dJgOZtOM7qkEm+D7k4iyPoiHj4bdzv2HuV9P06P3NiJUiRGTuAH0hY39P8l8GgSFzfP7WMFjJMjro7JJf4VoG8LzNVjHuSqqeVd4KoQSqQhjEGjfJEWpPIE9Lbb1PLcRsygEB5KGZbJiz1KxXu9cmOk8zGojPOWSr6kA0EUPC8cA/I+yIBuW5eplCFeN1wvrAPr7LCe9RD3E8AUS86f6lBAIPc5/3c34UgEqp8UqcQpMYA//c5AHHP1CIKG7njl4EAIz4i+jOKwnIkKMuMRnXmsnCWR67DsBOE3uAFeZ6yQPq5C0B37LiYqj2RxOV1mA3gHZC+8gBYzZLk5LHacPPSFoyw4PuKc70vq1ENaEf8u24EsJKdgoZ/T4suzcbB+BgtCWf5LZDVmAzAwxS16TGQBMESbpfLmiCYyiLSfqRtOSAecZ4jDIw9gUPF/S7Kquob8iWt8WXMve+T2qY3pr5J7cEH4Ms0y1UXocvqwWBfOTxOLeQqO+bd2M2+rh/9wJAaNCT3CPS1nwawEyrtejhtS9Hf1Y2L9afR3eLDCCXA7VB53VAu9UBOixGwpcHaqIbT39uX46UeSNS8jvCm77P2it0/nVV+ncMk1sccLk5f/oDXXDXB25FGhxgNI6RtHXReo1GWZQZQyIHh9Yhyho8gpvjOaG0YmbAOt4CeOChJy+O45Tad39qtCDMXkmpoD/VoDjmeyZy1zCFWeZQiF8WwMkgkfvj9Ek/7YHFVmb4lNkEr7j4ZZVkmVcDZVcJ0TgXwTRBQ8QxHP0i0MS+OEF2IliJKRaFBvHvFIB5GCYjHsCfrU5NnxvY6idLm8ULAtdQHdD+fm46nSb987rzy6PL0Nxd2MoWLAPajHKmRf5ZGE+rlc0nSuZ8JAP5X1epmMPwkutNdKF8pNfs0YZnQHmRFQUrE0nSnf4DzeAM80OYXrb1YDwpLoYMF38ARLB6z/vqYLHaS56gpye+VkfNErkQV+lGOXpxCR2Qs0mz58//MBLlH9+zGamMT9YuemGNQUqHPR1FhunVwAtLlg1U5FuMm6KlfIP6dOQCiCb0KY+PIxnkdS15o72u7rijLnyeWhJVCCiII4IBPcjLg/XnJ5v+7UFJ6bkx9NAqd8Rgbjj6UAwKQj4OAciXIs9UPAqBFiM7hvGedAnkHeBqLkPvODQK+g9xvfvHKe8V5WoyOa3sXotE0Kbc97+ChACyniF99awyA5vn6EpDKjEKQZ78QZD4pBzCToiKyhJExaKl438TVkh0v9urebs8R9J3G0ArCX8SG5VhzdJZ2EIeJFiSK2wgSEcgf7sDUOlSuMO5av7Jv11yTNEMpLdtU5BPSYhDHzHJ2Gz67xDan9H6n8Hx/BuARquHyK4uMoNzyVbRsAG9TDbiGnTKkSNtX1sbB+BgsBWdZDOIhL0aKBMF/Vfs4CkodxxEfy+QUsRrs4F+8q0ZzThEdGEQ0YU4NoA+a9MnQpGu58zeBLFQuh6UMARMQqb+bov4YO3AQLeoU1Jwa7KjMRHXeNJzVyOBx+CCVWaFd5HNJ+//64l0OEC9PHFjdvo0M7Fu/U3gFD8Srv249ftvj3R/8z4TKHnD68nqd+68VrvMZPoEYjEBqF4UDssnuC/PClKDulK3KAVLGeRJIaBggUYg8ah1+MVZAnsya5cV16qBzrYANOUUsaxcgrHWKlPk9ouw3cGnJvjsFgvBtTeykwasEhzMFVFgYEIooDEr7hYJQYoJW3H3KZEwlmQFLuYANfwpCy9AAqIWRatmRvYI/byGAjlnKB70nXNUajOHZjVF4eQFRfitf+OY4gPzV2L0uskMttQ0F8KEMk6GAFm7Y0IxTFzVF1SAJW7YTrmoAODhXfWiGPaitzpEad2H4cvIRRQ5EPf5PA7ge5Pl/c4dlxV+mP1i/q/TZi3HygzzoWI3ddc3KkofV510PMVmCDK9Dakz3WdNFDlaMb6MJidrhpCUmkGiLBsSjdxpclCFVf11GSwoYVkzeFVV6uQZH8SIWYhIWgcVH6ITvwOqrynsnZBcDaAbweQ12VM1RrmzmDxAUiNCrMMiywybYHLrBJvMUzeoy8Iv0u4e0Qk8BY+PIxi341OddneVnml29xbl5nW3FLZKgn6F9Xo1Jm4PWn5U+z51jaOL4ZQCLI3nSY7zHQRC52EGQcU2FKGVFjPjCP7xylR/k3ihB8hMmcNvylWwDIABbwn3WBcIV5yMdpwBcBwLQg9y+IhCPrw3ATMTLNnYAWMZtm4coKASAybNXHLUt+NZHkwM+8XOfvT7v8xN7qq0AbMvFuw0/lz1WaWHT2cOBedqbpTujnmtil9bv0Xt2K0Z2Tp3G0GdZi2HGHWodKhebP3jk3rYnJzEC2vFI6YNZHBAHyCL8CLUubpeP2G1YNKq2j0B3SvR8Uw34L3wJyiKXUbP8SzN2CoqoBohBHKCPgNR1SQfwMKJc/q+8jYPxsVkqELMdZMJdiYQEQY6u8K+2S0rg4IA4/+J9CnItAQCHXX1KeMyKGYbK/isBwN2vGPzw5zf8IeEQ5SAhSgeisoYLQTxYQ8uLD0ONSLptvPc/ZuKKgm1+QTJs70RtVT+yLzYg2FOCtnIF3Fo3lPZ9ndfLzzVNP4OY+7x04r7078x+7umrBo7k+SDubfp4+gwAEIrDgbv/r30frQznsuzGn/H68oM22RJbj/A1YaG0TIAwHWQpJswKpHlMb8W9258+DOJxciA+qdCAy8NVxxlNRWUmYzpS7O3Mo0OMlhHStlZ5cX0/beCBYNxzuXzybulN5W/Wwvh8dNKLAXSrsbvutx8c3T939qGZYoPfWhpupaX2ANNtyvfsqF996Nqr3k9sswukgAkKmJ6gKug6EqaEzi46++ogJdLSIS8jYsMPggCKyED/vew/5v2+h8Y5z/SLGMOzywHyXRjdIrQDnUhDJ6fSQEzbckMpEEN3OOGqNnFSZvnsFKKxziVmRvoopojPIZBy0by17EDNE0CkuH0GgLQzj1bUnnm0ImVycOmjbTuhp6L800J48WMAiyEDt7jk8gYi7+r51tIL9/1687XnL5RVXmifeCPLCn7FHe5/WBbPAPiywGTSceZ3199PlF4AGxYDAA5iP2YgHdXoxK6Dq696C0TeshRk0YTP6dmRg5qlGeInSn5k+Fr7B10zBWd9W4+tt69eOkwrxl4KPG4R0bEmr7H0T62LqIs9XSZflpcCa9DbLf7W3IkPs1MifOPhaA4j2nCUjOE86bHfUVQkEsGCLLxoRJM0hUl2l4AA6QCIR90NAlICIIBZxv1uARnvZYgfF0wg4D8HUbqKj9uHT+S0Ijpm7QSJCntBeOfxjZEzsPZr3TKVt+jOG/+SubHl1yZtr12USfVpB9l0B8PKbC5WqUX0/V0PspAYe7/H37NeRBPYDyO5otSlzJmr7uh83uAT0A6nWPP/sffm8VGVZ/v4dWY9s89kmWSyL5AQICHIJhFZRHGpBKVC+9aiFdtX29paqm211lKq3awWbbXVt1VrbftWaVEQrSIKKBCRPcGEJGRfJpkss8+c2c75/fGcM3NmMpNMkP7efqv355NPkpmzPOc5z3I993Pd181QoNhJyzQNS5f3LfJaLwKwC8DvQHYEL5ayyL9Kpe2iGjcbIQCtVDN+gliSxUl13f/d7FMwPj1LtYVeyHFbNyNJgOD/haUDWlNYYscTUmpXaXM9B7W5nqMALgUAiZwNJJzrBBnodSB8OS9iXt+JqYknoUZMeuz0wPZUVgygbwCF3AAKBY8JZWNz/gsiUHb9rN3m+5b/vHrInSsPUbKBrjad2e+V0QCgzwqP01pWh9jA/hGAMpaVSN5+s4T54m0tRxxyfVWYkhkZlyzk7uC0J17PvApGlxZyxQAUgpMqGrmfFpUoDTnG4mHa3DlMm5MFIMaBketn7Tbfc9ljKwJh2omE7JdiQH7i9JKnT5xeIrwX8YQVTR+dwMd9DYBBGQl8xidVKT0ybbUELCPjws6gREGHOe5KEH6lgz/dYZI7ur5i+Z38Wx1P2zHJJJSiLmpBtILPIuaBTzahimXlCsFn3+vOKTqHZBJlQM9USXx2oF6yAbsTJ+NrRX9zSJzIUgFkkm0Wid8lvN/1AOxuqUZx1lV12Z6319Ym1ssdyqevRdZXhQVHcjDZFL1W0kXYZCZWq7hi5J3aO7ufNlw2fsiZJxmqxhU4ygNxYBVsA6tzTzukhiX3Zz1UjFjG4kmtT1Kk2tm4se9A5xWnpzw4DT68yOKAl/Wa3GBYLW1f8J2m/ps6dqpAwMzOuoMNTVQzql9eedMTEjaSw0qktpqOxpbKvjZhrEgLkEwjEdBUJu63Q/zfYZC2JUWMKy54yAVKihCUGUGMfhgB2Zl4HzE6RrKdDjV/r2GQNiKM+xoQfnXUw8x7+fcipggjeOhVABBklCw4CbJaxqgVjYdUrhJ9fn9/cdsMWXu+hvKp7JwRFLhx/hwngLXgd6r4z4Tf6dS7eC5rRkzQoAqYSOWaTsIdkRWX+HvoYWWOEwB+3nLfaQ6AV6I23Nb/wimMcpsTT6A2o3qtctedN9C7ls6UtsEsHWmolLU9jZ9M7HNT8b4TvNYnQMaqLwAY5MH8xVAWuRDa4L/MEigzVQD+F0QQYRhkN+Z7osM7Jlzg39g+BePTs5Q8rv+T0kxiFwhaiz2tgYCrMbAi7I4YVcWKkOlSlUqmkSgQG+D/9OGv6zzDp/PjO7ffswByhQV+nx8KpQQyhR5SKQ0ymKowvRV2ymN5Cs4Ej/mkT2VNAnoI4Ej6PsN+eZxu7KbaF6vGfJkcy0ltxrC7ZWC4KOr1oXVsGPEDexTESyhuqS7i9eoiXke/Vdd24kRBtZ+RORFkAoiEKxEKlgDohoIWvE4MPoaudoIc42RtdSfIdp4ZAH1F2btZg+684IL8k6cwSTKXNCesCe8uKFGMBqBYKgE7IOFYBgAUbBAumYFFkkQ/ecrBwhQp06eqi0YQj/xcECBwGsmoJcSTugsk66cCfNKfr+56Wn+o5vLS/QtWJ/PKJz6XAsTz8gLvkb9yB+pfA/AqEA0o+pzorr3C8yGWPTMpQN4xuhbJvkt4v8VuiTowqshYasq2czf910v9S/OORM6+WmN5vuN2BQDQVEDNXyfmqSZGfhen8DxO1ChPadxzaOJpImUg7cGJYeTyAbEHsAq2AanF3C0rXBGklMJizwDitXt0NzY0AUA9dpSA0P3gcun9B9+5+sPXpDCgAFVYOYUqwjS9/omJqwD0jCzPflZ31JPM63hvpnMsZ0yfMRKQK1WHqpfVAThS2dc2gvQBycXyLooXEecALAAZl70gY4cGZKwVVvg+ECBuBwHjgied478XwLIwLjQh1idGQN5VEOS9FCDGU5eCgPkWTJz/nuav+x6AyxATMgA4ShIJSZWrOg4GFOrAWFCvKGBA0x7ofQow6gLJgFlBdQtSdQb+txPxli4QFINIkm2TCBvkAzhwxz1Pf/A/6+54GGKO9b0xjjUehQfAel72MNUubk+3qrjKHByhXXIDAwAumd6kYAMZzxXeVnv7ZmwVn0dtRvUqxTsPf1vzq5kMR7t62SIMszmr9JSzwPIA9YNkgBy4IL3xm6hmRHBxlEX+bTBPEsrMTSBUwCeSHO4FLlg++P/EPgXj07P/aP1OT2vA72piVrEBziXTSpwBa4i2f8DJjQtVLrlBGlW9GD6dD4jrweMoA8ctRSTiARCE3wOwrAxaow0KZREIZWc6K+zkx/rctSCTfoKHKSbZmEhv+dW1W5q2LMO6xHMI4Hg56fscac7eDeBWAIqlhYd9C/NOlIFikakeD+kiXrCjoSYQvjfYMBUGIAZJwqIFMhmrBtnmVcllkVWlRXb3jx5bdQodjYAhOxdKdTYC/lwo6AGQbd92pKeyks7kPoG3XcAMzrUEbN3ntlSav7zz97pDPURlpMjQpxjxZnkT7qEE4XXHLWDSyBA34d310Xmni5n+2bJIaCBMySDjwrSci9D9dG4PLjDRj8gS66IDhCZm34CkSakEqwZJ8y2cB8v4sPF3j31NPuuvrRO88jsQ1SIGYtKhDMj7NoGAjmUAfpHkXgyAvQnPN9k7xCTfRRdbHpn6GglYZuaMduZXT21xmh62l/9I++MgeJ4uwyn9/HWWg+xSiM2JjGl6HlMvauOfZRCnMBMrsRfzsQp7h6TZ8/WsG69qVky62BOMorgwgjBAAQeycRYlk6gPXSCFZJLAZ7GtB2AfNWTaDF6XykVJGABoLK+pquxrC+LiJwKa1BL45bUgXmoOMVUUCWK5HQA+YJm/j3CMAzGgmwGSHdoGQmPZzJ8jBQGouSDUhzUgAFtQb2FAqIdxHuYdqK9+mcN6+6BJf+5wVeE/f3O969z7c32IxgxxoLX+sRm+Do4r4vzZvpGOYeT5z4Vn+RfIjivLpR1eNcWMIBYb0YAUO1VpVFciiLTx5d2PUW7b/0zGseZwPcqwF51ox+S7uDufL7rtkh+2/XimLgQM0PkqlqKKc5mhsd+UfeNokvPW36Z63hzgaJebMzAKhMFAhcbQPLNFujd5X5i+3viX+Dr6If//x1UW+XfCPIlj5ocg3nEDyJgXBnF6HADwGDc7aVbWf1v7FIxPwz4G/eP/CWv+zjDKvp0JNsAh7GahyJaCklKBU5sGjg3tvicWOPUcEOchHRnIh9ZoRyhghzG7EEAYCIUR8GdAoVRDUFpJf4WdfDU+3CscL3wu/F4PIis1YeDS0a4Hux1FZ0uMvRPO2Y0N2+qxI+59drw1873egzPWATi7tPBw5bcv2z7TFdTK83SDgwbazQKom5U3fFYo1HCn0pXgeY3qy8uk7An+f6PTRcPhVI7vebvSRjA33sXsJYugM5WCDCT7kb6aypSTu9j7l82M1M72tJWoIv6zKjbQ2T1esuahKx80PHb4ngN7ztXbIpxkRZ5+0NhoramqzGqzgYDNFfw1p+sxnfDurKrcQECiODfD182pIz4DI6UdHXTpyXFlhg7Ei23EhQ/0Fwp0kp5X2d+Wyisvfq4qxLj+Dv7nff6aKpBJnQbhznIgCwQJ4gMwxeA+WbmneqadEuCLikhgLCBRagDkUg5k+2k6mOQ8IBmoKY77PtV9iFlTgF6ieR9flz2wgcNBZGIJgMJxaYbyA+Xig8dUC1Nm7tyNDd1UM56HwImujh5HJS1PzCYsamz5mZltC2Y+8Qh2dINfNOzO2igcO7n3XLTgeFZ9W+0roRuOvrhmU8v9f/l5HQC41DpGwrFmTNFOKQrZAH4AQutbgBin+58gIOKCvIsCh5wiMoIekEWlkKBmNuKTMgVAQLYMxCMeBKEr+EBANQ0S1OkHoXepEaO2DIMA8HUAjiFG53KDBHYKC71nOS6mMgXAbsqzNy7dcMSwdMMR013lz4zaOi0bAUBt9DrmXnFmP3cGtVKGNRS0Dx6oUrYLbaIcxGsddfrwn18oEJwKRKbO3khBhhrkoRPH+GMd/O8kO4Wrf6ANe+68YWjX0ozQePaYIqvnN6XfOLwnNy5LrXBecYm0hx5mc6J9ToEgM8haDEjdxidbtCebJyUJ538sZZF/M83yxDH7EEisQyE3GxMoQf+v2adgfJp2kTnL/1Y2/JpHxXE4WLjJMEtpkRkD1rCj70XnKdsezwQ1FLGHlKL+/hxWflYCOU3DMdIHlTYPEokeAZ8MbnsT3voTcNvW6aywkx977rgTk4OHCVQCE+3Ie+XsjbkFhoGCGktjCw82o+fsxoYmWCnh3OId1E0r/jDj9oG956/p+NZljxfolO5Wq9uiylaPmEG83MyCmsFyrSYQ8HiVSgj68oM/qgSw3px170rbqBYSCcuuWNrdAh60NbbkrMgw+mNe4L52G/raDwPYw3Fbp7udltbWYdT7Z6e2QrSIGXDn03m6Adem2her9pyrt714elPLfct/XjfkzhV0wOfzl0jLk5lgSd/duDLjFx8qM4QdCuFzFiTiPU5dRFjcpMGLT1oXOYytrNTfmw+GimaFTLKImO72q/i5jIglBjnJf3YawNgG7N6cQJ1RgngxrwTxjvO7KNRU95+8bBauqd2/eG9eYGiZnA0X+KW0bzTbNMZFKGNCuQ0gHkYBpMX60xXpeR6pZlS/rLnpCQkiOSykthppY0ulNI43HXuWYphRgSqwMEOCYQDbf2P8mrAQTyxXYl1fyJZ43AQ9UG4xNy+urDb3jchBFkim6veaHrZnG2AacXZhEu/59m1b1i+55NIHrcMWBcdRtoxlY5J7NI+teGzVPQd+hvuObNr7YlWWc8w8ZsgcxtTZPfMBfDPFd0Z8fO9iMUhchBuEF1wJQlOhRMdIQBYBFMiCnwUB3GoQwB0Eace5IEBbCM6UgTgRZIgpsQhUMiMAO8dNWLAmBY1ll3TMs3VaAAAKVbA5r9Kq7FuXd3LBtxsLVCOBIACqO6eobDArb+6Dtz/c/e7C1T0QS+dNLzA3ZlME9U6VvdHiHaQeP3b3CkvAarQqLY4XCzed25NbPwEwk3lw3deBdaA2xwXYCiaen3q6I8VVZskI7eIIrSUIBZ0nsU5GT5zM2bAdE8faVwA8DrLguijKIv9GmuUXMj78P2OfgvFPTWw9tj0ek22P56DoMyNIAM+k56HtlBzzV1bD76Uw3iGFgvaDVrFoOdYK4F48v+1R3LY1rQCZVNxkDHUn866XAcinqG3P4bov1YLWHoUhE+CpBL3OwqCedikDEaXqUDfP98wSbTEnePwkVGTJD6/4cYZCFnRbdFbjsDvXyULCfNC1SFejP5Qjk7E6uTwSNBmYtzxeZT0AVWmR/XeDQzr1z5+6LNc2qtUBwNUrz3tLCp168GB8Ye1g/z/fmWEBkQoT+OE2XNiEPN2tw7gBXadwO8Z8maoiY68RAPacq7cFw4qmLy98VvBMKUEoHMk9manpCti4eTcW1B71LJr/wXJLziAMemdDXu6gEOTYDt5TX+7vMWQFx50qNlCNJGA5LV68laq+Rqoxe6TqNUGJYrSPzjvNUhJthbdjqS7sicsKmcSrP6EOrcqc0jtqnpG/tnliavcEnjHH/wjKDED8pJAITN4CD2JEi4mk73B72bfe+8uvP7/62tV71tC0z1uQ1xdUqxgNCHB6SFxHVlXu01ZVbh1fBtr4Xw69fG8omsadpgIqCGnhY+WK9adVQNchPHzqbzA7+kEbC8DM/zxspcvwrLAQsodMtXdYFpTk+QZ0g+G8/gCnVB0K8/1IGuVNE1CQi0zUohoOcHAghDsxAODezc4Xdj1nuFUAApO115TtOuXCzAA/dFgDDWiE4BibkaHRj7k5d4bOtsh/LHsV835VxZ72OcE6WQCnMYCe5ItLikL17x91PTg6noVIRDYSDClU7g90tK9OLd+ofHn+Lcv+vHfPsnqBlpGOrJuDr5ejIEl8hMRBC0H6/5PTDN5MVGQpAZEadIMA7R4Q6pxCdIoK8cmABK39MAhQHwEZh1wgnHAhODOMWHKfCOIt1a5T3BhjeXPIXPxy/+xLGk9Vf4BlAIB9z1z7z7efvvZJXAtgExlDBjNya/ctuLJkx6oNZ99duLoTidJ50wvMjbc0z03M3igJRULbXnhQawi7mGFlrtMQdqnu6XhsBcVx+6fAs1OBxZ3P+2+75IfaH8/UARjjMkHDr6+Rn5mMnpjymqm81pizDQA+j6Vlcvxhk3DO/1PKIins34kyc9HtUzD+CbMkSYsEycBqEAC7BiRZwGmQwTmdxr4Tg533AmhCQcUyaPQyeJ0hdDYdhLWrAwSIrOeewzakObAm4yZTzwOI74xlIJH7BHi5nVXweVYAOABDZhUA5qXGz41/f+XPzEppAKO+TKZ7vGS+nh2w3fGdtfLX3t723MvPzC5ZNH9goKTA6QAAlpPaxnyZxk21L1ZZ3RaHQelS9Y2ZVc5RhcofLOzJMnmHR8bVXN+gwQteX76r17Q5/5J7ouU06BjfEw+9OQziYd4LwKBUhPV/faVmEBequW6lqt1SzZ0RUKs/w4VzFFyIlnCsIkJJg4xEOTRI57zYqJ+zfgfqt2CiFzluQK+xNLY0Dc1d2W0vcYJPR7/3/DXs3vPX3M2tQROs1FMgGsI0f04LCBjsmYyuQD3AAcC9J04vsZ84veQ1xAZLcM/xnnqyCxEL9gNMfony4RP+xf1WVa5KKDum4sXz5dBFvHZw3D6PjKud6eu6Ehw7ro34GjQs05H0PMESPGetmgr/V2t+i/3Zq0Mg7d8E4N7tO7bs2rLs8WoAxRv4su2wrN2Z/d7Iw6V/7Zuv7vPTvkIV0/WFQtvI8myhn0xNnUniudte9q33vj13+zqchr24oPPklSv2rvL5NHKOo85r1P5zANbtQH27SE6xaQfqx0HoCVLHPKPLOjeHwylkAgDDKX2I9+DG9adtFFWtyQZyZwMZxYDHBvzj64Dy5tKZudtJnMU5f5VRL3VCSoc0WYzNNBrOtYMDGiM1VZUNbTrsRD4I5caDQiyCFXIYYcPtaMEyosZ0g+/16ucMt04ADULwpmCpwMXLs+uBJG2u7fWyXRWXowAnYIAXLtBQ5dkHZ7pD2uHD91zaepN3V52PohlJLxsJFCqUuISXtiPJh+Lex9oZu+68Svp2vqwvEvHJ1MZedeEovHmOyGmppGRptxIi+kQ6W/Qch24A3wYAisIK0VfHQVRM1lEU2tMF5DwQjwZdg/TbGXyd+EHGFTXiPeNSkEXjKAilpQAEjEtAaBrvg1CuVCBjvVJ0bpg/X6CtVYGM4wyAbp4mE51DXuZiY4zlzSHzrCfO1wVMcs4nUbtAuOmYLz2ZR4YVRIFyfjPidu2Q5i7cxUpEkyx7469/9s3DpgHHnBFlNhRsECPKbNARP37Z/F1MAcYn1wYXaC1ej1hNZb9FOpxUTWWqayZRFjmNh9/IgVJ2KypyQvjmFeXRqzj9NkB1UeqNasYiEArWRU8wNJn9m1FmLrp9CsY/QZYiadG9FLVtFxANctyHhG31qTjxUS79YOd6DHYuAZGWa77+qlZs+tGZFRazx9jemcHB+qO0ZdOSlFvogB4Qj1AhyFZwA4Qt1O6zpzCnbiXc9vkwZNIAAkf7l3K/abjr4FcW/T6nyNhn/GigQvmL73/Wtv9ImR5AIctS83a+UVW1sMaqWH5pT0uNpbHlcHddXYmpx7z9yLfeu+eyx1ZQ4WCWkR2yZmd4odMG6KdeWHwEBJy+DECVmeG93eFQqdSqkK9m9vD5x3/85v6ZpeMqb0C14qT1krXtoxX4w2tXhBr6uTagU6wcYkQ61A8rVe2XKB8OU9KFxrArL24fmgvT8ki4RMkG14HwzpN5keMG9MqstqBe6Wy/49VnhOQ0sV0KAnILQAZ9F8hEvRJk8k6mKiL8TjfwMO58t1SjcMp0MwuZQbNVlbtXKDvINnkix1EMoKLX0bE+6IK+t0B4p6tBJocC8Ek+WiMzlTbWvG55c8IEJPKczdocTeUdLfuaGW9mLin84EGQXYJovW7Y8tou/5tKOObq4ClVgx5msOSOU1CNBMiUFL/4EYCMGcDwDtRXRxdJCZ67b5My2AE4igp65/UPFnW6PAbIZSH/0kWHo4taxLcXCmTnygkAbqOuBGRbGs8E7vzn08ydk7Wt9d4RdHUcxCnRZ0ZJP3MXX/cOJqIy0hLKeUpaI7lc1mAOhlV+F6VjMj4aLcQLKEQ3hB0IAyQw4WbswyoMi67nBFD8WvOGiXefPfGjZFviOxCrF/4jBwCoXMxdyEcjQhhAG6rghjGSK/GMLc8IVMs+Ksv42Vhm9gArkw8F1VQw4ocODCpQxYPxmMfyAar6m4tWr+G8VDBESyEPBuWzXOcKoUOfw21UXy4//HK66j4prCrhf+E54t7lFOnh70QsSVgYhFpiAAG6fSBAXOCCC/x0iv9bDsKLtoNwyH0A/iEqz0oQLW4lYsFw/SCB0ML3LhDAbgYZd8MgNBkTgIcfXvMjX/13X1nIRiSjs/78kqyPzpeE1ArKYTMJz4o50o8WUtQlWQDAcXxPSTPmIy4wvwx+XI0CaBBHO7pIiWgs993787VPPPTNXbpOj9kt0xl1Ybcjhx7utWVlL53VLNo1S7jXpGpTvOIPF/v8VmGRTG1GNTZPzPYMpAag/C0nKov84DrgB9fFP1EwHMJDr5+jHr0pZTDoNOttDv4FCYbSsX8jysxFt0/B+CfLUgGp6OTL/x/dVk83ODUx++f1V7Uq7r/r/Tq3R8n0DhgC+bluDtOUTQOSLiAEz8CjSAyC62sngWPFVUsgohLs61hj29exhmQw7PqoBkf+7gIf+DQ8qnEYdIzm2Jm85TnZnrHK8jabUsY0HetbnL/nXL2SArf/OvrxVXOKulmrTet/8o+LT5IgTFAQ9OWtlJCFVKg/dDuKsvedvzLwlVeefQ+AE13NN6FWWw2p1I2+aNBSqi3fRFvvkaiKssIOCwUgAknAJVV3e2Q6177AyibZGLsgApmxsb16XnFhV8sCw0kUMoMV6ojvBYSoXSBgPG5At+iGn9393XXJ3sN6EI//AGLeMCeAfj7ZTHydT3yOqSbWuMnXIddXsaBc6oiPRjw/vRCT85kTJ3EzyDuVgYAGFYC6vkj+uaZIdY2fUzkB9K2Tv1p5j/Kx10KDH2jlVFjPX/+jzQv+EHzuxO1xqatvX/hcodVtUSCxvwzhLtVIoFG1PxAHYhGf/ETQMa/mnysEUqeJEoViiz6TyThudDhNTrksBIahjfz3TgDFYtD2yOmS3JzSQQnj1UQ4jgqEA3IxTUFDUUgEPxPuN1pcYR6urKkKanRGhdvpuMR7tBTEawpayjhCrFzVLplpl9NBhZ5h/FnUmLlwT78E3TiMoSiX2AEJRrEXtViFUxB5Uvsi+d2YCgRMLk+YFLDJmVABgPdRAg4lhC4UzpDnaHze6yzPDesDKoXXn0dHIhwVyTppp5EPFcqgxETO9voIKx0911WlrpnXmBOk5OFwQBYuDnYXqMpyhpCewtFkZkzyWVy/EGmRS0Da/hIAN1AUHuI47ATZAXSBgGs+SB4u/toyAEVJ7iGA8Wz+ekKgZwCELmcE4YTLQFQoRkFAuRNkZ3QnyCJAkEsMgQB2GkQ5yM3fZ2bj25c45crQvqUbD9X2DRZXfmb/W7rEwvw5uOkqEGqMUDYgDR7whMD8SqxBPwzIxgAyph3TEmdx2Rt9+DXUWONR65S//sLdV7303c/9rdLbZmstrDA3Fc5d6VeSMQSTgNikalOTKP5Q9WQ3MfE7sXJLMgBKNU9YoBJlkUDYDJlEApZj4WKcOG/rxu8ONuBYjwaP3pSOClc6ljr49eMlGPpE26dg/JNlqbwQZFKb+Hk6QDHRdgK4d+PasxUut5IZtWsQCErpkiKH4E2ebsefXjR5f3sA/e17cfpgPsKhGxH0L4JM7kdWXi+WXNvMB4EWgp+Y/vbq3NHv3XVIxbGUvKnFXFVZPhYsMfayJcZeQtnAOlDU6a3Aykm5gEjYSuwcK1v0h2NfDoCokjigpL0I+OUon1clAuNxk84kVkyzwQKKn8Dscv05v4R2cAFJzvnRmcs5FaghWBDSKOaoXd65udyoR6EIDHukGio7ZBc8zY/CwqXj3SsGmaxngUzWDhBNYxXvNS8BmdhtiKWXFj9HUo8wtRnV/OQS9874bJwBRko7RGVw8j8m0f+J/MDEd18FAnq7EePkMxFIL8uiRt2PBe859TPVfdXfUf7yBinFijcXsgGs/Ezl6+89d+L2OPCfpR7NHveZxLx5Uhbv5P1FxC9/AsQrKa4rI8R9QARC92WsnBOUKhdoIx6W+xlr/OiaKklz0Rw/TTNCmQyDrXl+APeukb8puV35XGHFlnOZrZkzlbf+/QUDJtrP+R8gnr4gWI8jt2hG74Jl1dJggFH4PE5pKGgcq5ip1AezyrIVox3Fyq6Wc77ZdSp4lR9h7vDj3u+dAWAa2GfRYxydcVcbwGnIcR1iuyoBAAY7Z5q/Rvbmsb3ha4TnEH6TephanjApYAvR8fkAACB/fChgOqwadperJeEsuVIaZL0Gk2dQOofLghPlcMOFYsjRE0ffKS4xdp0+1Hf5UgDD5eUdBqWKUUucnOToyUsfqlvbcMGeOB5kG0UfJWp7C7YexMu9EARAe0GA+YMUFSfRlgUCxIVAS980iqME8aCP8PcqBOkzfv4nA6T/nAbvlacoqEB2SLNB5DwVILuTGv7/IMi7pk/sWTJ8Ys+StwpUQ0rEgsCnsnR4wPFzgAE0XHBhBFVwAWhFFXwwoggcNSduNyEt42YjRG2GAsUIgN/AGcnK1jTp564Exx3szi2pzXKO4rHP3XMK0w9on1j+6e8mxhm1GdX4PNbBDoqX/2xBBq8scnZgLW7543vXy1sVm5RnqiwSj7E7Yli4Qz7n5GsXS2JziuBXXHiCoU+0fQrGP1mWygsxYVLDBUtvEcpKSZHjhfNdGZRWHXIsqh04WVk+JniTpwvwJxtAtmPiQG4GcCm8ztLo0aGgFtbu2Xj9uRLUXdeFghlm9JzrwUg/Gk4UeX/2m8uHv3Bjk74w35UPolH67FTBfhBPGMRjHOMfj1b4v/vmI6oTg4scIKBQBXOhHgMdgFItJFBKNukk5/QPwq9h/UaAzATqiD/HFHLNojhO+S3jU4G3sTrggNGHoMS3WHk8sydSpLJQgy4dPONId+KIBWVeCjLhC9vaKpAFxRm+DgZAJm0jyGTcBBIcJt46jXqEy0vapFeufCsz0zS684mh4b3XqkvfqfB1CcRLJx3xM1KONXTQBYIqCfi6OY0Ydzy6PTtJAKQZZBI4zn9WBcDIQaJ6LHDPHi+njdyjfKxeSrGUgzW47vP//MOnNV/9LAhAWUhRXBH/PML1DJ320uCVM/b1J9SUAZqE/lIMM/IwHzlQwkptBbBzg4Vr2oH6bhDQzonOj01+8SA0UGdvyBpVZGY26+b0KFoDruWuw8XMeuWYZHVkL1/fphe/c5tnjfxNyVbVj6vdnI4ZGMzrpVX+GZjC4ugxMdvpzsn7k3rMxkUUSkbpc9NKr5s6teyW44Zwx9xsxehYnnJwRE4Fm8bDmXNfst1s58v6bN740MRg6l4EMA/DIEF/QrzByXZ25orblc8V7g1fI6ZoJaUc8f87RJ9PoFnxdW/y6+knESPxks8HUKpu8WvV7X4PCiFDAYIoQhYoKNAPBTqQCQZfhQSbkEWdBPAk7kBPZWa7CaCONNpqqt4fupzN1w5YS4zdJ7c8vf2CveIib7dL9LEQL8ECeFa0y3EbSL9hQIC4HKTvefjvGwBcAwKKBY83xR8vgHeA1HsEMSUVgPQLGWKe8WxRnQVAgPVivlxGiDKEIjZnCHKeIb6c4H8rQegqDuEBD4UvP/q27krdlYp3Xkf8ePkoHytRjSxCy+CAnu0bvrXr29/YHqeolOBxLkYZApiDFdDACA2MkMCFQRhwFiYowCALAQyCE8qdDJBPmr0xH7ejDpXCsd6IxuqXqJw22rxkIDsfryy74eCeZXFyhdMBsVOB4LQBcnSXwIkAtKDghwoDfCxEBoLI1DSsknWW3qM6MpPhZK5e1hBQUWHDM9rXCnBoV/9ry9ZdlHk+Wp6E4Fd8vARDn2ijOI6b+qhP7T/CEigf4kFyF2Kc8bjB84I11AkoSQT+RgD2ND20QplTXofjtm5LAl7LEBsYHgHwC2Tk3ovxofsBYPGSUXf9F32Svx+/Lnz6DUc7RvoF4NAE4HwqmcFUga9JjyX8v2sQmywBgEYooEL/+TEc+Hu3cI2XuRMQrjvYqvT//qtFBR/t13eBfw+r6jpLX/79S7pMU2Alldy7CQB4n1vqfSm8wfFF6q+GcRilGWq7c07k3Cu6iDdKqYFlYnpmAImKMnUg3GsWxEsWAeFve0DUQxxI8HoDuFtYvPCTxRMAcmaWt3j/a/2f9eGwzOHy6KHXurja6lNt85xnd1X4uqoBFLulGv8JfXWBBJyr1N9bqGCD2V6pOhimZA9VGDonB0Lxqi4lIAuFOE7+juBNNRu9Oxr3aq+qu0q+bxEA3O79w87ngrc3JvKAkyeMenxiv3gEu/Ai31+KoEQFVsAB4BYcxKpo0POjOyxrk6n/GCEkJMqK6yMrAKjcUo1qSJmrfz9zuaNMdZ4yVw4FP3p+1lnw7WUjtXvLS9qNZQbKGZVHUxV4Nabi0eK8Cmv/8V/X7gJpy0n7cyIgL332nVcW7njGpLMNGjxmi+PM9Zta2q6oH5mrPl3zw5IfnoaovcedG7+QiN3j99CfuaqKatPOWIcU9lDPtqeavPPDAOzcbGwbrLC8cmRundGlNRh1PreDTzlPUrTzKcVTqqk8IGoD3fDjPRS4veriMS4zEyqoLeYhrTQ7xMpORRPhTLQcPIgbMDNZfU0SWDel8UGOM0AoHSX8x6Mg7+du/n+hDm8C6U8UiJfajVgSn/0A9oBI1mWAAGCO/96FGPh2gXDJpfz3grNN0J73gIx1Mv76glfdwF/TxpdlF0g7lfPfrwEZA0YA5IF41x0g3vlMEGrLW4gpCxnXynfJd+tvsCGRdpSq3UwiFUk9jKewCKsQhgtBMNDCBBOK0QEGPeiGEYAGNP6AIziAIJJILyYkz3GCUBwnUGkAABGE8Ab+iFZYARTi3qROLCP49pv0GmLLSj4Xtmoq5LNWt1aB8PgTd8+EHbXYfEM46eRaZVBgCeoQBMOH73IoRRuAR89dlnVnd8R4yQCro3VU0FEjG25R5ml0B2tXVH7pgT+ZMFGg4YK49smCX0ESDH1KUbkA+9Qz/gmyyZIWUdS29mSff4zbpS9DNIlU3lTXEeu+U9Q2CjFOog/Agxy3NVj/yC7D0ce6QzYbLT9+LFP75a/3dXznut8XPOr7XNmpHWhEbvEIymvmomCmlkpIYQzwIO22rfFAfPLkPMUgg91S/n8CyOVKNUrnfJHbP6cJmCjfZ+tWrLnph1YDrWEHTuwxcgAct33+lPnE6QJcvaqDAw/Gw5AEx2X6pp8d+EHnw0t/+FmN1Cepw1HNP0I3jrlpLaUOB0K9/lLHpdIT6dJhxJ5JOYinKxckUKsVRG98NWIa7zb+RwD50brgJ4xuAO9/5qrdy8NhGetn1IxcFobdkWEAYD9jmFtdYejcBpDZMM9Ztj4j5HiQkSgVQUpuywmM9GtYZl0bynDGMFfsMdsZp0FOwG4xgJ55zrN7eI+7EaJ20s8WPAlgXa30VCUAsBzF3UM/uux36q8ugzX0ff5ZnwLwFPdcohTadsD6+IR+ge1cE16kyOeZWAcaTtyCU1gVJwW5HlP3AbHHzAjAqYt4GZ2vg53p69gFgEIbCmejTbyI6smiRpeMcxlCO4ej3xRh+umPLjv+YVfpr3u37UD9VqS59d29dPXp7qWrJwCFs77a05NmME2l43wp1ks59rKU5wGIcDIBBD1LNaP695deV2J22KD1e5xCynllkGkqGe49L5yTMmPmT0TvLIva2h0p0jeGa+ha2Wma9Uv8Qalco2qNKMnaEnDdpukfv9swnv+7YU7+TGQeAGAY1wP4yoRnSQXEk/DbqTEOCZ+9AuJtLkK8SkkIBGxbAXwd5D0pEKOvcPz/Rv44L3+9apBA4lUgAJgCAeFq/pwgfw2hj4ZBdrikIPP8GIRdOvK/4C2n+GsAQPYi6dHgF5V/vtUssRnPR2bQu4P1vcciSwSpwxkggN6JmKa5l79WEKIdv9dC65KC69ZIxZ3dkZKKATaf1lFuR/WMMzbDDHsRY1G9cBz1u5Asl8BKkFE9wj+NE36EMQYVdLBAiRE48Dq6AVThWhjhAkdtnjBGJ+6+xGdvjABg4MEYOtGAI+jDOP8OyHw0sR+XApBTkwR0iiypjOpXa34LJN9pFBLHhZDAI4cwZnTy0qpzUAU9jLCDgwCqpWOqSunYXvA7cq2FFeZ359RVlwz3yJFMoOHiqZF8rARDn3T7FIz/i206HtX/P+6VKmnRx0pmlApMW5NM1onBm5Nl9rNwTelmPeWf/XbEtlD7OW5rEABuqNq1tCfP6LHZaBPLUlTb+Uxv3VJr282fOZJ96v1lDiy4ogRq3VmodTGdWz6AJllWT/H3KWpE8KQcQbwk2N7JJgj7gII25YVcl28aqzqxx2gDgJJCJ32+2wSQxYUWAGRgd5rDDv/j/7xn+7Wz31qzJuNtg5Ri0dMzw/uA/+f+h6t+IDfA5YA0NR0mwcSg0AEyYXfw5x7EIZTjPcjQgZtghA2fxTDqkAPBM26lqhPeaw8AkxCECAChsJzmuc8TtmB5L/lBiAChV0KXy7jwBCUTnosNJLyTM4a56wBEPe58GZ7dUrq9CV1bkEGNfxEAJBRHzZaeiyVfItz434DwZ783oWYsKbSKBSUUKyXUnXiL0QmgOEGbPFqmFJKTIZAdCTWIl/Nz/Odi+g4A7OxkS28wS2wGhlM5g1DQAU5JL5O/347Uwa0AAYTrdqA+cWGzE8C98zQnMlcZ9xXqZK5sWzAn6GfVDwFfnvDYSetAbFYKErBXCf/WjR89rWRD1CF6cd9ZSXXBS7abu5t91Z3gwQvVjK07Vm04u/WPP652q3W0W61j9F6ncjArb27JcO8jkxdgghUfDy8sYKBytEdmuoukvVkSlqXEb8ZXr7LK1WG57UuZ7vxnomsndRyon8yS8NutbM7Dq2TvYH94dRdibfWHAK5LcgUL/zMCRDOOLgfxVIcRU0MRUt27Qd7RFpCF41wQID8bBLRz/LVoxFLVexHPU2f5z5X832EQAMiCtDUKQLhGelp6N/3rEgZKZ1ekVG6gnLJv0Y8XPxG4+/yH4Uu7QcYyNUjyMyd/vTEQQGlH3PgcVWaKtv3t//OtpqpI6ZoxLmNMS3mcsrxQhm1e1jyW4vqyO8ZZJMslAAAZUAE4iBHMQhBGKOCADnvRhSW4Be+hEArUoA5yMPAiADVPV4kfoxP7RFz2xoRx3glRkG8SRRM/f404GdRoQGeyYOSEAPo7ap6R8zKqDv4dCzuN+SAe8jhlJ/53fJxUJ2zojHrS7dznkGxcQWN5TVWWa5QbNWTaQHYyYwINHwOIxwW/XqQEQ59k+xSM/wttEinBC6d//BvcK86mANOYeoKbMsJ7qoWC6NnFHigDRW2r5ritTTOz2iCjL40IXzjGZQofZ3QtrmgZwrW/P43JdW4vJAJd8ITYAbyHGCB+OuG4uAmC1kUcrjGpKrsoaBQ+6+4zMHlmD0C2goXEDRoA57jn0NTV2X4OJKASfqj8xzKWNP88fJ/+T4pb/QDW8sdPpfsqHrxbQDw0SgBOHEI5XsBSONGMChTAh1y8jBpoYUMNAuAVQhJUcnYCuHdk1MzodS7a5TEgHJLRM0rbTiK5l34CeByXGws0Ed9EJZNJgp7EHnexbaEfr0746DyIh4gCcDPIIuceWKnHYOESAzansmRb2NFnTOnRJSZWXdEjlqLcDeLVJBKNWVR1NHMgh6btGv1Ds6nmB62cJZtGxLZM/n57ibSXRUz1I7FMZhAajBMJCxtu9u6mW8f+sGumqvVBR8ik8ER0thrN6f5sxei6HdjdnkL1JaXtsKyFNuQRkscgJFGEulTFx0Mqha0SrR0/LPmhQNGpBrD1zUVrbnZqDYP/XHz1uequszmWMavRmpXnfPD2h+3v3LJ6uuNWDwVuiQLBkXEuC+PhLG9kNvS5vmGV4ZBHRXGA7lVPnr+IHvP8TaMXnffGNO4xYTxoDM8z36Z8HvvDq08JnyHm3Zy0vCDvwogYAGQRA8wSAA/xgZTid6pCjHoSBAHkLpD2rOU/G+E/KwfxKRsQS5Xu5Y8TeOUMANlGxY6Ii9OFnTAqwpAr3Zw+IKPC3I2KV/I/DF96BjEtcuEcK3jv+oSMnEnmhSWXfPCg02zwZdnG4OIMyKwe0SNIBbwOXYYu13seqcfWHmTAhAwcFH1mhIvPLFuCCgTBIAAgAho6JBMLSNpP1x7a5cfyG7ZyQPHBssuV92/42dKG2ZeZEEQ/3HiSu2WiogmvZJIcLGdRSHxuCAH0ozF65mtb8QrmwQQtDPDCgY/Qgk68B+IUUAET1I8EJ8Z2TL3jHOeJl7ARc6ZrLPTzL9zXkuR6H8u42QgBaKWa8RMQMA78ZyQY+v/dPgXj/1q7WFJC/273upj3TebFm+5AIZRBK/osLJTBrB1pkEnZMuGLCKRypSygN2tH9qdx/7jvr5+127yp9s+zDbQzD9a9QJLskZPqzcZb3ARRXONv6W1SrRzpVjoBUGtWnC/TaRnjirpuNWLcc4BkzvgFrNSCUhXmAICPU/kP5152FkDnWvmepgLpwDqQhQAZsI/iYTxE9aMHscQ6o0mpQCMg720uALvzdV1li3yWp7l0bn5JsCt4Wc7hbKU3xOF10KjBfiRRCBGev+H4sjuvXb1njV7rHDVnDzXk5VqFDIaJXvoJEyUFmIMSxUjCceL3Mp02UwzRzgJIkKcNZOLbB6KPKwVJYrEPIAlxkODd2solpS1ceFa4GNXjCRDA5AF5zxxI+x0DkZmM60tbvNt3IotKpM+kep9OxJQtTiGJGsT1mbsn7EwgXQ18kQm0K49cG134HjPOnw9gAYg3sRvA0KF/Ln5q5vKsNawUo2GactBOv+HaD98y/uzm+47wQXJGkP48XdtpkVhvGOWyDEFO6dRRbjo8qAi++fkrnTUrm9VVj7Zla15g8jUvMPlZ5FH9IAvkB6NXmFxiEUgyXgyyFnqGVByqAPDHnALwEYhalRGkfvsBnOc4bBMFeFIgvGEGZDEWBGkP7/CyhkDsnfaDUFYo/kdQVRkDad8MiAdduJYPscRAmSA0NA1/TZb/3gWgtUDSd0UvW0RxkFDkS4nMyRmCBdSA4OQIgfSTHtH15YhRY8Q2YV7o6S/W4VqOVvwxpPJzSp9EE6GVI4GAzBdR92wsEIBisn4sXrQWgCwugyjBQ7f86g/giqkns4wjCocjw32iadHRxp75ycQC4vrEmqNvln39lacWrTm2VwVgsC8zr3ekILv6p29+H48Z7nlnz7L6AIB1VDPak3iPJ5szppwPqWZUYxlKeBKSEwqosAR1iKAJPRCoWUkX+GnNLQkUMlYiHf7xrT8c2LvkGnECJ6Jy1Yxq4flSJQRK8nk5iE79SRBPewHidxUndIZPbWr7FIz/a21KoHkhNJZk5yS5lxlkKzOP1/6eFj2GorZlgGy13gjCHx4D8CaArRy3VXyf1M84ORdcsEk9i2laMYC+ZYt7sg59SKo2J9ttrCgbW05R27ZecdmleRGvX0ouCxTljgcvKz583qIbfpov32T37wHhShYszj+a+5WFfzAGwgqHm9EOIHWq9eR6sxMtboLIqwwEVfpI+//cUdR/xWWdNVvvOVCSl+s+TisjHhCenwdkws0H2WaN3k5N+R92z9b9FABgffwpEO8EUbQ4gmH8HjORBzN6EEusI0jHTaQUnQfwCGXn8E/bNTvHdBljWr+HGZTl0wOSfDozONpp6PbIEAvYmjCBcrspYDds/qeVZ0cvzTB03FqcO5KbfRrxNI2k9QDAQLOBYLO2IrFdid/LdNpMD8giQwDji0EC6k4iJp8I8AFtPBCf4N3aRlGPTgDk6dKxUhmZOLtBVFfqEQ9sDEi1yJgk1XcSeowSBGynUoO4GAtiIAZEDKLPhDlGA5IsZLahxWVmpRgLZiqpUnWXvkk9D6PI9G96+8+zRSnnp17MJNoo13RUs+UhHeV6sEzSlT3KZY3sYG48fpnn/fkzf9WRQQWinmHBlCDAxAKgNw2JRSDJeJUnsTLdkQlVZbhKvrd1o+KluWWSLsUolzXybGBz/97QNdEdDN7j/Sj/rDKQ/t2NWND0uHAx0bHrQdqxnj+HsJ3JsRr+tx8E/IdAwNJM/nMasd1DB4gHlgVZoOUOsPkBI+WgnZwxwoGiWEhkavjkXWxpGASAcXy9CNd3gGhOR7n9IotrU60dFWarzaIprO6XP8bc07lBsSO3vLtd47bouKblczryrhlIGd/CA8JdIIsmBUhf7pujPnPrZXe9h55zpT0uj56yZA9gQ835WfLXg+MnziwJiq8jpppccfyd2q1/3FZS3dHI0KGgAwAlAbtc4/fYAgrav2nvi7P2LKsXvPDJFqSTzVnp9KX10OIsxlENKWgEwSACJSox9/WXrvuwbvzIF6RcZL464lMEJYpgt7pk9JniO84/Uf6tbwBpzi2i8WFjLHi1HEnyHvD1AiTPBbALsWBw4fP1ADaluLMX+FgJsj6x9ikY/9fapEDzQqglqc4BGcgNiKld1IF0uihoFK6bBMw3gXRS4f+9AJ4D4dMKZgGR37qGorYt5bitYrBqAuBo7cg0NzbnVEkkrNlkYLxVFSMPW8xeMY8yGXC9cM9izHrWrDg/44dbDsy9+gu3hL0+hWzcoVZ/7Utv1qro8ODegzMaFfLwlQAglbDcl656a7dF5/hrtBw+98MYHzbD56ah1jHIyLFBrRPu3wQy8Lhvrv0LPeLNko75snIuLfygER9z9yEZp9hkCT97fPfjTbwaTY/oHm8BOAbyTspBwGQYxFN2GkAlv/gBiPrBGEh9qnAYK6CDDQYkJtaJlTsZpciOrSOGrFGzY4RyaQxQhoJMIKT0uSldviHb0yo6Mn4CFYEalS3QWLjbashqGC898asas/Xa3C07UN8DcaBWEkA7Ljc+NEyb1yEhIBPxEopI8R2x2GKwFvEUpgyQyWgOgEXRp43xs6e325MeHWsyS6QgCF5HBy5QemwDdjfVYwcArL8UR2o18NVq4TmlhzsZ6LkYC2IgBkTGQXZlskEoNzqQ5yoBQA1em1tibHSelARZaOB11FCnJR/Jqr0GjzMfRDnkglNcb/Fu38nrcpO29AF6Hu+7Z448EJEDwLlvlO/s2Vjws6svP6hnQb0pAXdNV27JqbJm/PpcQYW5sr9tqvc+YbyqkZ2x3ez+CyBqq6tk75S+oL0FAU559nh4YYEUYfNW1TbDNfK3Htri3Z74bDKQLKo0CNAeAvGqq8QH8XJ9xItJTeA4G/j7t4J4JoU5QEgOFOGvHSqZf95Tt/GwMiN/TDHamy1v2HEZ3XOmzPb34E3MFnq7SgKWtXMmmZ7ySI2Uk3s2cDsH4hEPgswnjYjvd8lUj+LaVGNzTVWhpc/RO1BsbAhfFmkIX9ZRzrR5btjwD3PZgvZWTCL3ytuE3ZtVxn1X9wRKYc4ePjVuz6xzeQwMAGbpokPzT5xZ0pZ4nSjVZPmVwti6AvyOo1ellZYPduobZ8yzW8asRv6UVAvSyeasqZw7AFAMAzqRDzdGUCXw4L/R9GvNdbZ//lp8IxXLKKs85/If/2hL/uMfbVkATF/dR7QQeQKp8x4A6SUEdIDMN4Ug7dUE0sZ6QWSBH+Nmx+nif2pp2icWjE/D8/txbCqgeSEUj1TnyBHz8s0GAV0USKeLXpf3kovB/AwQsNmAWHrjPyAGxIk8IDnnfggR09S2z/MLhp0A7u3uN2QePlZYnZXh4zJN/pDLLVce/rBoZnWVbQBAtgDSWVbyxMY7tt0dXWx8TM8iv7Awr17WeV17V2ZgQc3g2HsflOSEQlLqjy/Vcjdd/1HJ3oMzMoMhmRYAIqykpWSx/f7oBZ7fBuSWADPnY3FND/35S/6eNUN3Nq8iv/9OWMeeBrhqvm4KLDpr4bDH7M5Qj7uGPTlmvm4vxIMoKvuCVLsiyTwsdhDwfRi8tx5kMM0A8eoKg+ooYjKIDAYhhQUZGInzYE0o9w7UVxf4B+6a6e1eYwg7s0JGaIK/UDCRbmmk4+2y/vPNM4cd/YbxDKW9BJ9FP1JPoHFt1F2uUTirdDMLdw2ardfGUt7HBWolANoKAGdQP0HJRKSmMllgZCJntREkyCgTiGZgNAJRXWEOwLdg4RgAkOYqa1V1JqPMIDdG3GFHoNHVEmzzjgAoTimxh0nk96a2RAqCkq/b9iR1m5bVY0f0+ftQeHQ2mlfYYVwJcAf18AiSZsJ1L8aCGIgBsF7+xwxCkWFAeNn3AIC7XKuWecN0WCdnJCGWoTWM4ab3dp4B0MwtpwASrEh20lLI3U1mYtAKAMjyCf3dP2vr+c/OAkC9h+rum4q9xbZeY+lQd8ay1/4054AruHp/QGXLCPqH5inQUqmEDYn9JImKjEUy/Oz+8GqIP/ud9mtyi2Q4BMBRIu0Vtu2NdfIPqgGiXS4C1AEQoOsEATgt/P9DyZ5PpE2uBwFFThCA9BCAW0GyaxaDtCEniLedBaAuntdJr/vuTq3HrmHHB01BvdkRqf/OTs0bv643nPpwQegJ5u6BdYrdOQWSPkkvWxR5PvClYGOkVgKywAqDzJUQ3fPZFEl2dnYdwsOn/gazox+0z3g6v+wqevzNA/99EISSY+z4sGLo9SfWDv74ve+fR6zPvAdg/Q7UR9sA34cmjIfzbKeNJWf7jPNGG+kRVVbw7ezVktZwpTw3x8oBkwbYC9dygF/8UizrVYRCGp3PTVszLQ7+uKQL0lQp6kULyKn6EuknGbAhIyYHufknz90oHPBy3ob9P535/e+dPjh/MYAnAaCtYOYjlc0oxuTKLUmNL3M3Jst7kH5CwHfAB75Opwyf2uT2iQTjFLXNAAJo0vH8XrCloQSSakurltfXThekOUEGZeFeeSAeDGH1KxyTjNNWAOK9KgDxqDhAgAvAywOCgJZ8xAaXWQC+T1HbfspxBEwfO5X/REmBQz5qV9t+/uSylu9+7fDScYfGdfRkwcJQWKJQKiKMUhEayTT5cpDo/b9Az6J4l2B+9ZCtuS1Le8VlXXRLWzYzMq6h3zowM/OtAzOXiU7xADgLIOo1fe/VwnXdvcZAW2dmz7WrzqvcHqVzdFSN7ojxksrysXuvKHtH/27n6kYAHRyAmZnnVc6AgXEHdUb+mpN6EFPRkNLYFZnMW1kLIq3FQPB+A9WjrCmvJTLb5OQMqkukp4w6ymXTSbx25CIAP7RoQ0uSawEgQHKWp/23c93nLqMEIE8BMrlfhZmAdsijMhwcyfnAWKV9esZ1o9fbX86/bLhXm5fjOY2Ji6e4NuqYo69iZZRL3Tch5f2ERSe1GdcD2ABgMbA7F2SR2Q3Sjge458hxEwIjrVQ1QIn7jBnx7ZwFSVyUidgEKfCyb4GFe0eoB9115pKwLQDWE3ZKlBKVellGHctEmiS01JXsnaVSeEHigiOVxQM8LWL0lPO4QEDKX8u+6M1jilUvvz8r0zFGeWZptN3rC1ZgIfUSRIuXNFRf0rVEUB8EiPYxSD3fAwCclGLlnggNAEGTArTVz4C0ZyBBzi2BIpK+xXO/fSALHBWyqE0Adtxxz+++nT82oAOAMCVhq//6VKWbowLajCxtZLQv46QUN2ry4CiQwAF3gqJNEooQj25EC4C255A6CE8wYSw+BeLFFpLyzAeptwmLIR6IPwzSvoVMs25M9E6rQfqxCqRO5QD8SzccVnkdmrB3XC9TqgMuisIoG5FkXHvXa44nb7ln6ERk0YwT/kWjiNFcvCA4IROkXXAgi1sTkDrb5bY8QJMN5M4GMooBZ28g8PZPdPJeBzMOktEXAIzn3p9r30jt3glg/azLzy6vv/eVOxkv7ZXKI30zFrbJs0tG+f61O248vL5/t3nRwKnMMC0LM1ql0xSw0zd3v0Q3X1HRNFxhPj+F9KxwrRYAdW6pRgUPVGPGDJ0voir7/Yqv7IdITSXZBZKlqAeQWvJzNGE32IuHYYMZHtDQgoEejN+viu7e/bbka31nDLV3zbv39L4zj9YCALR+D4dE5Zbp2VQ7YMm+68dFSgiYaB/DefEfaZ9IMA7iEU/0/N4M4NcgoPwxxCKD07JUoGsKJZBknaMMZDu3B/Eg7X9AQIowYftBJuv9IFHxPcK9eO93qk6XCOaNiEXyC+cJCTLOc9zWIEVtEyaNYcSi8uUQwJSFa9p4x7ZuiFbdm24648g0+lTN7eZCc5a3R6kIM3ptkB61q4XEEhcjsDS6sLA76aFZ5WOqkXENfnLfvtCL/5hXcrbVnON00TKWlXj5ujoBoE/sNT3flUFZsj3UFcu6VvQO6G0uj5KRyyIYGNYZANjvXPx04budqw0AHC+e3tRy//Kf1wUiCqUEEQemGLAnA9yYuCgSfgv1Mpm3cgVIPQtBnYyHVRmsbN7sbrakO5saCTZGaoL5kn5zGdWp0FzjH8cT8KInXgtYXG5zYOQrc9ytSymAClIyV4t25usnZPMkrb7Zc9z2zPOh4oD8DzeuKVtYcj749cBj45lSX84b78w0uT3KF7dsnZAuPK5dh7UyI231B5icCSnvJ+woqNWe+3w+baJO9Rz+ZyO1GfO55xICxpIr+qwBH4wpql8VCHD5M/+ZEYB9h2WtDUSbuxhAif7m/P6RH7QWcjqWluhkDOcMKeV5qrmZ9804gouY1jrOYkfYIWQfTWd3KEVcRs3BxtqbfrWzoKy5t8yvUfqGinOGJO2sc+ZPezJr32uaAPA3YHcTrBRE11oPUEh3h0o0seoBfAbEq/suSKIaBmS3jZiUGjh394yGwlcHaxVjwSxtr38v/00qObfpjRMJ3G+HVN9mjLiW8N/+CcCfnn7sq9HDPzDlW906o79HrRlYNNgyM1MH2hdB+KwV2oJccLgcBXiAqk4nAZAQ7PbsdbfV5o8MVJUMdZ+q7GtLxYcWxmIO8TKoxLObHOjeCcIBdyHmSZ8LUr9yEC97L2JJhiL8Nb0AvFlFI5nucY0zo2BsSCJlI+GAjM4utTUEvcr5AD4ACWIWFFqE4NAIYgmAHCC87QoAL1AUdiE5KF/vHUFXx0GcAoBRqMzDKF05By/Pb0P9Xr4uTN/86y+ly/7r/cYkz1kOAHarYbfJ4lyPhPFwY8/L8/slhe5SujPEhqR0mKIYVipRFjQNzh2uMMdLYk4Mym0C2UEw+ymlPkgpzBnesUirqbLjF6u/FzlatvQSjGMvMi4wGc573ITP4j55FMR1NhdkpHICOIzcF3JubVkyfNQsAUd9vfu3xY36mrPr2nb9QDjt2KxF7fh41MipdsCSffckErPcXmhMh8gSc2xgOs6L/1D7xIFxPjHMrfy/0cQwAH5DUdu+BQKG11HUNhPHbbWnec1pc795S9Y55oJ4bx385w6Qwe9VELkzwbQgHtKZIPSalNJG/HVNd2w61j2nYmSlOctrGh7VOF57u/LovvfKHYgF4wCxSHvhXCA2aYgVPYTPBYsDYC/+fV7LPXccWWnU+6VKRYjRa4O0Thugn/zj4pMQAbGPqcMeXVj8/i8Lhr9x29EVgaBE6vEpI9u3vXVizK6a9djTdQ17D87oFOrgll/1NfXRlicojsvhKMqWXRQIjQ5qIJWw0qwMn75/0GgPhmS0ThN0AHBeVnzIyT8X9pyrHwmGFU0bqnfMva7iDQf41OCTAJbJAHeqHQ5Sp5PRd6yUE4SaInjGaBdnMDKgvS+HNp66X/nzOjen8zdGanoG2Xzu6nl72zALu3AsLi4gzlszw9t1pQScFADO6qpe7dCUdOngpcql55V3DD14Gm0965bo3wv9VPczScgfjIy7VSPmLK9hdsXIg7BS7ZPFAdBWPyMNsIaO2yekvI/zruxAfXV+7iNFGo2n8YrL3/6gZs7pYHPr3LLHnrp/QSQiywHxnt4O4Fdp1PMoSP94i/+sBSR9iBOiBUmbuvQ9xPfdJdorskP4EXfO/vvenLCVMcryaGfFjzMj8xYNLdWOdlCMVOnooQtarKrcRBpD6vc5maWWB92F+FiOeICe6rwt1K6bW2aWGG3OXL9a6QcoquC8tbB7dtFwRIpRJJvIp5YoTWrUZlQvqD1657Wr561hWcmoOXvodF6ulUNsAfWNhFNcAF63XpOrtl6T+yYEb1gWlcqTXMtnMIzVwdSe8mh7aNVUmA9lLqPnO052Fft7TUo2QKsifmVQrggPZuWNvb3oqlPHTjVZAmodM6Ck6Zpwu4ftB0dHIHNwkKIGB5A/QSYveV2Isjy+suyGo/e89NiKptK5K8FxByv72xOpQYAoOByxMfgsiNpKqnst5etQGIulIAsgIwiIVoKo1wga4gH+2FEAyCoa2aU3O4vtAxm0XB3yzFjUdjKvcjA42Jo3ArL7NAzC8R8BWbzaQBxUQZDxphsxLz6F6FyHuLZ6D3JrdRiKguwstNkA7qAX5iUgULQHwLP2gcwfT1anfR8V55osjcWJ1JASb7fS7LftzXMOcg6LviqskBllHOewtNkck2SKFdr1rXydYUyRoWIktMsn07ieMd/53tHWpTa08hrck3vXk1pCps8YFoj3ZK9HH7rQRxYqvG14puROaMOe/3343A9u2jC4Y8WGwR0rACAolYf3Lbzy+H9t/d93+WPTG1cSbCp6TarvqGZMoAtehERBF0LR/Y+2TxwYB5nQM/m/zwuJYXj7CASMy0C2Ct9FenZBDSuRxrJgrd0//zqXsnCOf67dKi94/8XMFj75Sy1iQPwRALsBfB8kqYQGgF4MYJPRY+7YdKx7/XUtdzldykDfoCFg0DOaOzcdv4phZE2HPizWgUwCFOLlAQUTgDYl+kyd8GxxAGzP25VBr1fefuvGM55Mkz971K62PfnHxSf3vF0pBI30XARtdKFcin3vlc9yexS2z9V/lFGU71ScOpubf/xM3pN7D84wCHVwy6/63rt+i22dYiyYE6TkIywlUZUtDeib9ilgd6oCRgOjCQRldCAopRfVDpwEYMjTD53mn209gOK95685v/f8NY9wP4l6EbfASk0ESsQmA9w9AEzXX9Wq2HTTmSqL2WPs7jMwO16bEwOsqek7p0EoN9FJ/FxklncU2f17QvU2AEc2KV6sKpL0GdvZmRyAR7Gda8L2pIFWAIDMkD0bAFiAzQ3Yyue6z9XLuLAuKJHb/9v0p3ckt249/e3f7SgL2YK0y6NkAIBhZE7rsDYbie08YatW2+s/eeKX1QUjy7NTeuZ5W//db/7kNYPeGZU0XFh7LLLs0oOyg4dXr+E/qkjiDa4FJmR8Ow2SZc6IGGWiHWTbNQoGzhjmJvZdGwCjdo05R7vGfBAAchhb+WxP21wEIxIFIhnasCc/Mzg+qzPoPNhiqBzChSm8xD03Jo4fmSAUsYNIDY7XeyW0ZFxhmhemZEYZF3ZkBO39miHmrkzr+FlWKikK0gq/lOXCrFQizbSOm+XB0KtIPpFPewwTEqUsXXiogmUlYy6PgRq3Zy5Vq30fGvXOUhAqhQIEIA6ABIb/dAN294q8lVsAqgdkpy9xOzzpLiHftoSyJQPp0X7XqK+pUrIBplNT7vDKNM7lyw7tAmBEGeRYDy0A+03f3qiWMX5DQGegDBhzu40YDgRAK5TwoySaaTZaZ6kk4MR1uGdZPQAc2Lj/5fk2k3lJZX/7LkykKzSBDw5HbHeyECR7p5gbHnvGiSakp1eAAGQ5CECXIqYLrgAJpg2/9tgNY//9zFOq2qtPdQFwdpwoX3B896IFf//x5wMgQFxYIIzyZZoDAs4dIPQSQYIR/GcOJGmr7biupAz7PEZE+fLIQnsgC+27xJrkN/1QLczFeOPX13drDF65z6kJh0NSZVbhaKtEGsnmyxRPDfnL4a0ATPDAoRvzRnnXmCiJmaxdC0m/3tprvmadNuJxGkJOelP/i1V7LPUT4wR4S5NWkU4/SjYvjKyxvVXy8LkfLKXZgEL8hYwNS4uHe7Lmdp3VHataLDjXLogmkpJeM8l3yT6fpA+ka5M7oz6B9kkE4zmiv50J34n/NyN9u+CGJVBLhG2b02/pnCO9CkqfFVHdcP9QHcfhyMnXjfMBgJIjdK1jVo5ULbkSwH2vUc2zQCasVYme/ER6zI7/mfMuE5C5AcqZmeH3uFzKLI6ldBvXflR06MPiexHzaoiDhuby3PUmkK0qsddcCtHkkLAAqAVg2H+kzLn/SNkxENDYhYTMZphk4OKpNlN5zIUFQAUA5ujJQhw9WTgGRJM+GDhua3TgF9KEByUKm4RjMxhKrpdqKE31NZ6Q7yOFWxUIqbMzvFxJkb2hsnw8KrE2QUpqEi8ilfcjcblLQCbH6ISE2EC6c1Vd58P33HFkJsPIXL0DhoCKDhue+eVrBUkyWiaa8NxnADi7HUVlHlY765cD9xbAixV7sutb9mTUH+Tr2r655LkpB0klG9QAgASQ5AWGozQRmg1mAfjNruf/97BGHTSNO1RRoBwMyWhaErJhCuk94mabMJEl4yQXG/TOCf1IJg1Hd4RmZbcEMbHuS0AWJ+J6DoCAP7v4nhPrtX4L4vuukPTIDH7hUMAMztWEPP1yRGb6pSo6RMkCMi4sLWV6rxhVZjSM0NnpK7wkt2TjRwEIiHLw/wu/o5O6X6KstSmySiUUx8i4sJOlJCqbIqu6MDhgNA+Mve/Vqjo8RrWF0aqUcibE5HYPMzQTDCB5YGAxgD63VGN2yPVVYUpmlLEhR1bI7lAlOVhUFnt2lo12OE1OuSxEKrB1rnrposM7ABRuwO6JQV7JvZUF/LfCOJFqlxAgVA0tEvtfjF8e3aVzy3RGbcTj1OjcpoGFFn3dfe+uYxwqZ8+BMvsYcn4IYP3xDXfYV//mB4bc1sYmGPwFoQiMgSCoRQuiXPEo+JnM8wmgGN0IoBUr4IVxj6besWdT/WmUQMnNTir3thqEPpIDEhjZBxIsXs0rwiRTzWoDoZIAZAzOQCwJDwXSZgSnifDqhOyW9hOvLbn6Z/1ZhlW37avOKbei50xpxoevLrV2npjpAQHhUhC6igVECKCLL9Nc/r4UYvQYoX4mtNWPsOFsNprnGtErqDol7Q9qvW9M+PvQX1e4brx/Rw7LUlLGSzMyOmjQZ7mCSL4ISTfoOFnfEmiY0IXdjoBUqXLLdIwlEFVRSbprh/RoFelggbhdZN76Hj/7rcU0G1ACwLaKH771WPk9o98L/aLtu/sf2Tqnu3nGzgfWf75wZ/9LKZ7z/zdL0/s/lSWrgwteZPwn2CcRjE9m1NSHJLWL0bDWA7CbS4KnxvsVda4RigEHZtYyz6UnXzfSAJCv9oUe2fCjebbC7Mp9X1h5yZsZit7QeCQtT75eFyhwuRWDAKCmQ141HfICHArzXXkct3Un+AGP91bfCeJR0YF4PdYB2IVYRkcWhHe7nqK2bUF8YCJAFgg9iA2SAAGlUY8kf2wiEAKErWlyjUk95qIFwAsg784BMkEkS/oA/v++TlXRcLm/p0bGhoNhSuaTyyPajOqQn+LkD11d2CF40oeQmoKSdBHR2pGZCBLkINvKAFGqiU4YHLe1qfVQVn93r9E8aNPROk3QUV1lO2kxe6feEhdRWAZdubX7zl9Z8hfrzcePly4uhBRGDKAOUjTBABZpDtqUaCwYlxv6G4wL/1zpPX96hq/nDwC011/Vdun/vjqnRasJGRhG5gyGyA7CsiU94jTsKW2KTJSCTehH1mHLnKMn6uYCgFQaDj33hS8ZMLHuz4KAhcSJf1KKhfieg0N5ip6+0iqGoY35ll6qIK/fq1b7CwH0WAK2bhVCJgAOmg24GYkiK0QppAo2iAWupn6d3QsA6/0SpX5UkVHYoSp2jtApNdXTem6QxcBkSY8wqsgwKLggx0LKAICEYxkZF1H6i1SsDj6DxuM/rvH4BUoBQEDICgDdWEA9hXsArIomgfJ7JXTZqCKjWgKWkXFhpwSs0ao0G0+gvjrFcxQD6LM7MhxqlU/lZ9SMXBZiGIY2YvLxL1n/6QLpL+LFUzdIv0msg7UgqhsOFMOMClSBhRkSPAErdTdEQE0fcjoUhkCuyuIz77jmhv6Ak3ZKFRHDrPVnDRkz3sNubNiG2aux7ctXVgNY3+eGduYMGBcvQNOMcoxgYlxIas9nN/xoxSoE4YIaTgShQitWANiP2fEPwXu9BQnSARAwXo743clk95GD7PCYQUBwiD/HxZc11RwmjOd096ly9vlT5Sr+2AjIQjYLZHdCChKwP4LYQsEO0neLQN6NA8ThIXikJ7TVDlzTGYFc+yVcGbcYTtTpr6g7dwIk6Rbu2/Pj2RqjVxYOyli/W+Vra6hk2o9WPvCDul9ObHs/4ZrwQBIa30Ref7K+FaVb1rgaWw5lLqvTh5xKK52X6CwSW9x7HwzkKWyhnIrxUMYLG608b54A0XSwQLKFBFvhaZMBQIBSRH40a1sDgJ0PvPiTJl/+9i/KI+GZBaMDuTP72gLthRUXxGW/iHYxKCYXS8HpP8Y+iWB8WPS3MeE7cQrjpGmxUyTcuRgNqxhAX15lgANwpKdRVWW3yoxymlULB2ipQMSebXDqx5z05x/9+8y/5t8k7R6XCl9P6sl3uZX9SmXYFAjIot5/pTJicLmV/QnPVAIyAVaBtI9LQDrY7YhJJ74DQgGYAJaReqK1i73UvKUauITBS3wNIEln5wH5rhTXSQQDPQBMNtqcE6Zk/UXMgF4VYTR+Ke1u05Q3DNNmwwbsTubBSjSx9yMPwGUAimeWjqldbT9lrDbt8G//uOjwE39YKkgJVoJs9wKi1PSV5WOqyvKxvYiP70m2iJhoPIUl/wFshVBXNvRhDqpggBlDyIcBd09j0B4F8YYhI+T8+mdk+3bDAMBHfR7ADRQF6YxS+z/CYck667A2m5aEbMuW9LSXFDjFadg/rsX1o76BwrmP/OaBtR6vTk6B5T5345/3lhR01bnD6n061gcAaO3INDe1mAvyc12mfquh5rLFvc4UCi8p72l3GB/u7SueGQrLXCbjeCAUVuh/+eT3uz86N2879xyawFJbAWwEMCLnwpBHwl4QYOtHJJgHQVOdDTQWMlZDIWM1Id0AzCTPDdJ2gyD0hRVIyN4onNShKnZmHTyb1/pKOMvVx8n0hVS48kaZ17auuGv+iy0mkH7YALK4zQMBW8dQBI+vSnmN+x963Yf6RWOK6nDVQtkxRioN5SrYAMNCwsi4MC3nIlSHurQJwJ07UC/sgIi353sAmN5vWNlyw2f+UQcALo8eJuM4g8nHv1Tew0JxynCeK56sX5Pji2HGJajjU6GPwIkcAPeiCY+imvBf6+xHHPsWXTFr55p629myajsbltBhv5zSFzgEWkkTAPAgkbyvBybQoMQgL7Xn85fw40sgezI+vuRKAL8EIRTG23qQPqcGAbxhkPdTADLu6kE430b++VtAAG8NYlQrOUiwZg5/bBgEXANkTBHmdwF0K/njXHw9KvmSWhCjtYT5kusRA+cqkDGsAcRJIQFx/ggxK1K+ToTsjkYATDdWn9zKcdtElIYtP2qOpzRU1p3rFypEn+WWAYBUFpQo1UHtwvpjJRIJ1wd8Oa7ieHrUeoAT3s/2SfjdyfpWlNZS6W0bUUaYpkFV3twHZz1sBx8HlOR60fc+GMgzn/PNrpNRIcaiGKQQvzsyKRagmlGNe7EeHugxgMLLXz/IfePok9Rl44ecUrAeACYlF5Ryu6lOAO3Iwip1bD4Itd1c+SOMcv64kk2dNTZWdx+fXhJXFwCwQHvUfLnhwGy11Ju3A6eB9FVRPACW8383APjEBm8Cn0ww3gXijcgEMIOitilEvHEBMIWBuOAKAJMm3HkUSBL8MI2MlxAB07zKgC2vMmADYDz4pwwNCA0DEYmUhYSCX6dmAB8sHntFd1xMZ2rrt+qfnFNpewQAAgGpU6mMGGhlWPfGOzNfSHimJfzzO0AG1cv4H8GGQDyRElxIYGK8pRq4nCAThRiInEtxjcmukwgGhOPM48qMkXFlhh9kQjkCMtGly1cT3lURiFeHAgCJBNBpgyqddrxk+aU9fTwY9/DHvi4qG/HyD05zRyXZoFvPxeq7EzZ0RncFCrkbpzXIngBw/WQHLK4d3AuSBnmCesc07pPSxBJ759qrah576v7POF1GOUWx7A3X/f3VG67b2RS0KzI9Mq5WF/S91dqRaT70YVFddqaX6xs0dH/uzo0iybX0+t4G7G5a+Kej/UsXHjJnZ9louyPD8f6715386Nw88Q7FTpD3bEBsi54edptHXQHdvMahGj/LSW01lsaWyqyockbcwjEGIESToDDhJw/WfQEk4YYbpD9WgiyM3xBoTB1vRQYbfy2pycgCjIUcvHYK7z4ikWu+qT03n6R5F673JghQCgFwOGt01w2ZcvVSezhc+c82+sO5S6j94VU5lyiPKeVUeJiOMAZGSjs66NKTw7SZAvHgvo4Jco67dwK498SZJXYADUsXHarNybbmFeb3DYOAufU7UI8kE2wPAJO7XKNwzNFX8Wo7jLbXf1IXf1yqft0AwIAKVCEIBiEw8IGGETGlJgLqm/IA/Nnx2ivj7ZnGMCMzyuiww1g6flKd5U/d338yqdRq6j57AMUADmItZiEbRozAgT0YhxJrqM1oAfF+E6nO5WBxAsfhxbWIVy5RgHjKF4CMtU4QMFwHAsLz+TK8xr8XA4DjIAuuMMgiTgICkAXjQECzkr8WDbK7SfHlyQBpZyb+f2GXUaC/CJ7kWpCdxwLE2yD/WQ4I0A/w5Sqgvof1uJVkcLz+0O7Axv0vX5PtHP1i62DX3sr+tqcxuvY8gK+CKB8Ji4wnAFwrkXA0gJ+BOH4AxOIUkOgI2pxCV/wOAN3woAvL4QTAoKHt86Uv2JZlrc7/59ByaUeEPuuf49muuaf73ezVpyHul8I9m1G9Jb+uRAJ2CUtJbUFWoZFRYUYvc8EeznBANP9xs7FtkkDIWNm1aFzjeLPsnv7HllawbQ15gaFOkJ2L1fy1/sT/iO1/UgDxiZgkiSToRaKXAKI+sEB71HxD1j/qXGEd52fV0QSDk6miJFB+XkOsX3+i7RMBxpN4s18HcAvIwPQQRW37OYAvIqavvSuFkkrK7Rne6/txQEnSicdulf8NvGvAF5JG35fLpAfrCktE59smSz+/ZWvDzu3blqLA4rpLRYfKunpN7I49s7veP1pSDzL4O6LXIQD4LMjAPAtkkPAB+DuILOQ2TBGYiEkAZkLCJQvIYD8E0jEfBaHJrEJMvksF8Nu9SSwNPXcAcWDvCZCJw4YYrcWIVCB4ou0E8GOQ7XIKZCI7dss3bug4fLyIW3d1qyYSoQRvdy2A0QXXOxSXbxpbrrUocvus5dpDR+oW1b/46v5nbrijwKIb7sJUOyopBt211l2e1yzrDJgM0KdqF/Gf+0Tn3wEr9T5IfxAmQjuAk3xinJTtfFLQmYZtwO4majOUIEBUKZcGw499fkvz5+f9bxljpzMcUl2vmQ1cAsDY1GKuys70clkmH/WzJy9vxjS3S4WArKuvqL3K59MM7v7n+lMnziwRwHRsh4LU1UMgQWrZAGzDbvPomeGaWSZ6nGU5yUggolQd6l5WB+BIZVZbHNBLC0AkBuuSDKwNICC8HOT9dIPsXN0LK/Wo7bsaKOfqAqNy3cjIOMtQCgnNGiN623ebJ2phi9RK3AZdIReWBDiVJKwe9tFKKsjIpCFViJIXnDDV+hGfoe9q/jyhbqN1zD2HbdRmAjxOnFlSDAon//uWp2xqtV9oz6km5p3+bOXDzirdTFZGuWirPyANsIYTv6wuGBFTYlJpNhO7FyzMCGAEPtDwgsbnEafUJBhtZE7nLRpIHJOMuDB+6uTZFw/AhAM4GD16Hb6EvAmgfw7KAeShFDsRQBBKEGqKFyTuQcP/TSHmfRZUUvaJnuMUiEKQEURtqxZkBySAmLQhQLziFP+3BAScs/xvJcgiTct/J3wvgCNxHQmeny7EO6vK+XIICbX6QbIxBpFLMjhef2i34v6//HypW61jRvWZY5SFu6Syv+3eDVmvPYpR7mnRtdp3oP4r/DUA4NKEukufIvEAP2aWwI4SAvr8WmXp4MacW0fKs7tOzJ9/tLevZIVO59I639IO4czEfskD2J89Y71rpoyKmH2selaEk0hoCRPOUwx4OVDv8HeLtrtJgiTjyv6FfX+tHMzMV58tq76y0NZ3rqajsaWyr80PwtU3grQtH0hffBHAb6e65qT1cfEUTKJ94HLDgdmusI5zRwzULHVzXILBSa75qZJKEvuPB+MpvNlykAGlFMB3+R/BhsAnp0hi0/H6TstSJd74630FZ9WSEONj5bTNR6sCEQklUUmVCiagP+80CANs+PUX/xxI8pxx6gtbtjbspKht4sAgJ4ieuuAZESbhOv6zv4ME85gARPnaFLVtMsA9+TZd8oRLchDA/18gWu/Ttin03KPG1/PdiK8DI1KB4GRGwJmwhQuQZ37sxX/UAsC92/9nqaBEYASQVX2l8+QN9w/VOd0Gqmes0qQ1eLgbbngjZ9/JjfqbX/oLfnfD1+SVWW1RPv10eOq/bP6u/DXLOhMAXD9rt3Lj3JdrszWjWaUZXXthbavmj00lm7dO9Lnw/opBNtXHRffmIMpQmcpSgc7tO7bs2rLs8aQSfUnAez+A7QB0KqWP+cuXPj906YwGP0MpGRkbUuVERqtt8qzjOcFRu04bzHe6lIM/e/LyZl6lB0izP4q9M36/ekCuCBp5qsURHpDHL2gs3E5YqajE13tc3aW4PFLuRD6AYLmSR1SNqJzXiEpcPtbw5Ps82N92X9W6kVFzoOHYslMnzizhkN7kUwxCFysA4QgLdW/g63d9sM2r4jjuID3PMEuqkxkj7rCDaXKdCrX7ksVcRvusgzNBCzfghcyfo2ZUMo8mX9mXN8Jlh0CAmRFkDGgCAWD7Eq4VAx6i4OYd+MlWpKMV3gS4PtLkmvY6sqhezujO0Pa33Vh+gFfbmajMk6yOsqhHIcETcCIHRtjweZzEqpSL6ovGT51MHo4fjOPvE4YEXvwNGvwSQDOAeSDjagFU0KISLJrgBBlLFCDvvBqkHzQDWIhYplgaZKdNMBuIgskSECD8JmLB9n7EAj3DiCmsCEaBvCsF/8PyZZYgRmfhQMC9HITeuRfEMSKWoDTz5dWCBJTTiAVIOqElGRw37X1xuVutY1waAyNnwxjIzjcAsLNS6rOSie+Xi/4V4SjkxKQtr1i6r/bd7NWJykmp+vyEMdORqzOXnujDSHn2qZ6+shWhsNwVCilw+dIDs06cWXJQdF6T6G+Fj9XG7Qb4WY2sg6kwgOyYjYMsnqZa3Inxg1kVYMqtmbl+DpQ0IFeqDlUvqwPHNVT2t49glJsY+Dz1NQVLVR/FC7RHA5cbDqwwycaN9nCG433nynMnPEumhV/EfUAt9eb5WfXALHVzS55yMN0x+F+Go/5ftv94MI7Uq7CXQQaWG0C8s2Mgg9kPOW5rYkMRbHq0gmmaEOQm8uRvAdCTCd9eHwz1oYhU8sTJObO+UXKqZ09DdngsrBI47ruuW31e4HALZRN+J074SaXcQLh+Nv6nCWQ7NC7gUnSNxMmtDCSArlsoD+L1kcXnp5NwyQUyycxCjKZyCjF1gEmNorZVr73q3J03XHNu6czyMZgzfQ2V5WNPCwBwuhkHk2qhD2I+/3UIZKLazQ3+KM/PyAZeeHley9fuv36Y46geAHtX3DJ+id8tZca8xTkSRMI+lwwSvdK3atm+gsef/t6ZWdtb7dxzSdUWxBYbwISgNRWMlX1t3K+u3fLw/q6Vq7+59DdXRljpaElG177KrPYQyDvyIHm7uAtEDlD8+W6QOi8A8XYxAI4C+IWQoXIKm9DX1sx4M3NJ4QdJJfqoBzhgInj/KsjCDP6Aml7/zO4SiLx884tO+A5+bcV+WLht13xhG3AR5ASLC7tbzrXNrgPAXb70wOwTZ5ZElXTizhB5r/e1/ebElZVvp7x4t6qwTXi2oWELZTLaqQSwP9XkI4w1RsRUnmj+WaO7UKF2nynU7jsoOs+I5Gop0T5rG8vqy1CNlUu9EbbzplJrjnwoV8ZGJCdk8zvyMHAcZCwwg4wBe0HauNhS1XGqSbaWVzIqtviH/AskyoLQJQrt+CWKZp6bTvM6TelPyKNcEx+sOeWienfWRgyUWzyOLP3ywXILjl67qOHDaxc9uhsbLsgLl1ICjkMTRSUA9WPYwA3jKL+z9T0AxV+qfb75haIvEXBnQgBkXPOBjL3FIFQToR4ViNV1PsgO4QHEeM8BALs4Dtv4oFBh1y8aawQCwsP8sYLaSgQxGoqS/y2Aco7/EYI7tfzzCtQncZ+rQiyrruDFVwG4FkAELciAEzfLB8Pq4SzzQIZ2TKPJ8uQWyvyyvutz553bMrPKgXofiGe/m3/+J4SCmxqddv5+fQBMD537QYmMDXn25lyTTKEq0Sa0R0ZH09pxsgnIMLSRphmn+aRNs/jY8VnrD71mtNJ5zmeK77DH2CIoBlkY7QZx4LlBVGduRGzRshBkLJ1qcSfGD1UD2Xk+o9sh86h1jDIUZACg21JaW9nf/uYU10l1TcGS1scC7VH/9ZmvrgpxCpcjYnKqpT7V9Zmv8jvOSxIPT2lUMxYB+AGAmkf6HsxjOUm5UhJYaJYP9a/NfPXwcuMBT+L9qe81rEeu/i5olQW3LVwqq8jubC4vGD4+VZk/SfZJAOOpJohCjtu6GcDd07jWvzwCOJknv481eGmEBhjI8187m29+7Wy+OFhT8ORvRXqrzcT6mCDlBjIg352Kd5tExrAEhNbSCVIf6yDypIuejUIaCZdAqCoqEAAnBAUtBzBMUduqk5Ur2tmV8rL5jxRp7pi1k5G6vAO9/UYM27Sr9DqmwALqB2JAjjQ86aniBFiWKpZIOIB4jaI7Kyo6XHrnLSdK77zlxCOwcNsoalu1Pju00zUqGwuraFoSYSJsBDIoVX0m47gRqQAITyHxS5S1o4oMg+SL5lzJAFtl8Hh61QVMJYJgMIoA8sFtWfb4ui3LHveA0K8cCVdaDkL/EZsTBHC/n/C5HUA/LNwaTNN4D/c6xPimLQBsty98rtDqtqSS6BPuKf4uPNl9fIzaoYt4hUXZx+mP0X6QlztoA3Ckp6+kSq325oPQoZIFcQEgXvXq2eZosMZoS3bjfHWjOTIq9w6O5fduqP773Tssa6Ngn6YDDpfHoALAXL70QFVSz/tEE56NAUCHIFWFJTKzXWZwUGDXaCP+k4A3/ecXUT5mHWsdOL5ioV5+azCgrfXJAlKF8h1u5YhK4zuO2IKcAlmMPw3g3pw2W2bpid5ChTeY7TWpg2Fa9hA+M+EuyYBBGURa4YXM4JoxuckQlsg8FDg6zFEMWKCY6a9q9M7Vne+qyN/4OzwHoOdXZ7c0belM2FER82B5rn3rW7jz3JtYO9YJeMfQMN4JbBV8qzy9K7/Das/vsL4252ir4aq/HjDxdTJJ9V+Y8cl64tvNRIpZbFcwgk4QQFcIMtbZQYDOOpBYnQwQ0BcB8TwX8Z/bQShTQQAP8UD8XhAgPgICGAVjQMZbDmSnw8PfkwIB5BTIeMvyPyH++4joGv38YgOIb3NCLEIriNdf8LRzAMLYC0fx/R1ZkvkhWUXkXKbUEmKZoMpvGHN2SIKskcml9SAOmV8k1qXUH/FXP9TyLkTjQ55/8OyGwR1z9+ZcE1VOWqV4p/R3hq/J8UDbcxDayU/iJS6Fa9JuhvEZyfBB04wj7+xAxpWv7s/zKdTMgDLXSUf8hofO/cCArCurE2QyewHg+kO7zRv3v1xycP4K+7PXfyWXv6wPSIt3Le6vxpeu+Nz4d/73lwVGt8MWkcmQ5RyBlI1kYXoB8WmPAZtynkcvU4wgp4ScCsEVNkBBBbAp53lMB4yDxNbVA0CYI4lZ/axa2xMom/XU4LcqNFLvmwt0x+4TDqa+17AeM82PIBB2wxMYfO/8whyjwbcc/UB5wfCJycr8SbJPAhi/aN7sdLnJYruADJNJPfkM5H8GGTA3gAyAQZAB8Dsct7UH1h+l+5yJx6XjCZ9gAi2E1yHvSSwvkm/BlyK9hEvnQUBkJoiHnQMZ8AeQROIwrrMP2LnPXnZI1a2drZXbrU6TfGSUCcjR+FGu2WLuuBBOWtL3wXJQiAj7/wTx7peBeK20AO6BlXqM47imJ1o37AWFS1x2BlDIOX12uM+Q6Y/YHRkeJHtHvI65V0JLbIqsUgUX5DRrfRLuSYk5XCwpD4UlVrmdBc+TFTTVE0G3GYR7WAQS6HUKMW+aAcTbY8BF6BciekoAsYm9DsCRLPVo9rjPlKhMRBYgPrcJw71GhIJGyBUOZOS2wJD5LIBC7jls5nnTiW3aCD6xx4X0R5HF9YO83EFbXu5gEMAB8S5FskQfANZb6MFxFrIiAJgjbdF/6L7E0eydwzzzt2/eza1Bk1i/vLiwq+Vc2+w6l0fPZGfajEiHFhUL6rwzDOp6v1Sp8krUVgqsX8qxhhP66oLZXDaGtpzdFepn7mJdoQKJXt4vL6Cf/Mb2zuTPz1M+8gCsE1QVPCjeYvi5fYaqbSBbMSp+TwYAPRuwu6nt9bJdGX2OBxmdUhFUy205HSP9GiezDkeo9qjKiJWqvkaqMXuk6jVBiWK0j847bVXlBpCgFa6O+GifVOUCIGEhoUEBYUrGsAFJ4eBYfuG771/VAKBvzfCbM+a4zm7qposaSphessjPxMP4K9UvkmPcuS0PAOlv7wFw6vNRVrAAf+p8meouuxynUQwzev7P+anRMaRRV639R95nawBAHg5yoTOKUpA+4wUBzQEQWtIuAJ8BAcc+kD6TC0KJuIQ/zgHirV2H2A6YDaT/iRe1gre7HwTYsyBebCnIeBtGjJYi5/9nQbzA/SCUFxWQ1Ps/zJe9kL93EX9NCQDrTH2La23Oq8bTl83l1u/tkLDjEii1DMWM0IWBMVpuO5U9pFweCCrVQQpkZzSaIOqKNe+bjC3uLnFFljC9ndfZ3hDkY4vXKnf5nzHcAYt0OARCnyE7b0T2cAJQNQ65bUc3zgAAY3Fh57maPzR/ljEpJcO9liFGStNOuYGqcTY2IT54+14AuP7QbuXdOx5fcapivuKtRVdLAYAO+EPf2vH4Iz/76f1TtqUEihN3dM5S39P1d779lT2/z7GMWY3duSXMjlUb9l751r7022WquIokaip5ykEVwB3sCZTNYiK0kZYyjiJl96k8pTWtHWeRtYOoq70LwHpj1stXv+dY9buxcHYeB4nk2aE7xn+uezB2/1z9XQiE3QiGnQDQ0Z83vBvLsXzG8dnlBcM2ocyfZCUV4JMBxi+qNztdbjKQ2qs6RYbJlJ58EC6tEbFtWQOATRS1bZgbTPs5m0AC0RQgHpQ+TOEJn8Kmw/9KmnCJryfx8Rkg3vEnQCYHcUCZEYkTqbizh9jcUnUf1+vLC1MZRfmmwZFRhTzMDNq0hhRluqDnc7uVQZOREQaxp2Hh7ABOwErtA6E+SUE4m/vyKgNP51UG7s0fbT/f1DyvWq33y1S0X/762/XtIAsUObUZUa8O9xMyeY8rTPMkFMewkDL+Wjog+Tor0e4N6kK98my5NtAq4slSfDkEcG0GAcMcYvrmK0F2GoS03E+CTOLAx+8XAtg4hViqbAbA/E57afDKGfv6E443tHZk+tHfPh+0htyfjagw3FMHqbQJWqMg3zdlmxb3RwE47yBAuGee82xTha8r6lltU5c2nTHMFf4XZOS6Ul07VaKPrMBogYlyZrajHAAwUpZRZJEOSizcYHD18n0P7AAehlgdife820Zy5luH87gFtUflmzY+78nLHdyyI14qMN7ILs7XP/AvRiEzeIkh7DJK2Yg+DAlT6u8zU+C+j+1zgyBb5O/zz7BuB+rbU1KuJnL0ty997shMkDHhEpA+1g/ENOorjnRVg7Qdh+hSRgj9kF886iJeOzhun0fG1c70dV0JYK9VldsNkVY4I6UdCjaoYqQqeVZw/IhDrq+iAHOvq0iy560bDp85u6ADADb7/1DJVCvUH+QsvrLfl3dulrXNlmUYn4m9MGMV9grvIqMMnvFOAnQzymAuXoxqzyi4E3+GqexymJCPNeCwj/g1o5Y+HWbq+ksnQLkYQN9xwwL9Zy59fZNHptNQHMv994fPhJ/yfIMCAds0iALNEcR2jdpB+rYQL2AC2Yl0gjhiaBAPeAH/0wTSVrNAxnfB/CAUzFGQ9n6l6J5ekIBRFwjglvE/Y/w1aL4c0UW62PvPe+T/hBhVxYIYHUZ52effzwoM0L6OUbP03M0zmILdVrWx20kzBVJJw6KlbefHyiP691yZP71223r+ujFrSS5tmRcYOh1dMD9ww1akilP4CbctUYtc5Qk8O1KeDQDr83KtxeX9naNNvmqPzZEj10XcnkX2YydLmN5oALYYQB+ad/n39yyrj9arzuvyPP+z2/Z89r2dtfjp/buQhgkUJ6qZjG37Fq+x71u8phWx8YcEs05DrjBlXMVE68lTWk15SutB0WdGJKe1TfYMh0HivnjbuJsaRTH4eK/RkDn+elplATyBQfFHHf15wx2ODXnPzb8/XW78f7z9x4Pxj+k9m9TS8HpfSNTwZB7u1NezcNuSyKPFBQPy5V0H4qkqAAFtBgAPpVsfSZ45WRrrtD2sogWLePK4/lc/erPDoGOMM8vGg1abFi/+fR72vF0JJJtIxZ1dJmF6XLnqDNpJjdLZSoBkiswze5ikZZpEgYa3pO+j36rvMxmZCgB49HdL7y8umPMtonEdF5jqA2Ic9eys0fXza05qz7VXGV565QvOs+dqXSATcJxXZ9CVq8/TDzXyKc6dAPEe0rUBw/gCUzPFcdnqwJB4QDWAKG+Y+P9ng0yOFIjsGUB0gZeAeNye5T2v0YBEJLaXqetFbMKChQMBE4LWMOdm9A+VGHvXIcZ9NgAwfefHV3nQ9dFZzF9ZjWCARijAQK5UwueeC63xEQCpJP+SBrgmAuccxjZDH3Zv8kroBg3LdHol9Ax92L0ph7E1DNNmYYECJCSjSgCxSftbAWO93CnTRTkOrExCNkkoKAB8DmQLdzMIbxYAnHm5g8G83ME2ALuuuPyddfx1o+98MikwqypXBeC0xutb6pconWFKxijYAF3u61lDAW8M0+a48ln8Q3fCQcXpgsPCNVGbUf3ZtS/97nM3/kUsVfqjhNspQN7VQ6LyTLXgjtaTjvVBF/S9BcCYExy171CttUHUf3rogpYKb8dKOuJ36iLeEV3EGwRguvXlP+vPdC7oBICceQPmbM9I+Yghyx/yyaUhhVzlqdYs14x7bKqeII0Y8IMmE8vHO8mOUO5sVIWDYGQKMO5hfkzKwCg41KIXb4nK/nF3gOKdK6lk9WLWcyBzRdkNi1+9wSk36iVchP3aqd92FvT1Z4CAYYFrbQOJlxDq9TRiScMYkJ1COWJKI1L+M4avkzkg1JVEswC4jf/7CQB/4//+In8uC8Ixl4LUqxrEQ+0GmadS5hLgPeXdIG3GyD+PMK5pMgtHIqO92RGZIsL0FxTIev+7WCGRRdwqnV/a01Ds1etdtMumH0XyOTEdB9PkbTOJTOUG8ot8dpTaWoTBZLtvscUHD6Czj4Tj5im3Rq+95Qd/Wme8z0GvxvRsskDg6cgVTtMuOs2WaoYMRHr5Fv4jN4Dn4w7yBPqhkJkEzzgAQCEzwBNIdNJ8ou0/HowD0/Nmp2tper2n4zUWbLIOE936Tnq9RHm0iSYGF0IAjBGECjIlTy3FMydLY52qgydLuCSUKcr6qJ41FFhySf+DbreS6R0wUFkmn+r+u96vA3Bkz9uVQSROpOLOrqNHd7Reobv30r9p4B8JBkNSmlaG9DVzhtonPOMkae1FgC+2TXlVq3Lj2rO12Zm+LJoODYPXf//KzSdnH2goGjrQUFy98frmTJmMQyRCeaRS7qQAajfEBtwfYhHXhEUAtRlJvTqHe5YVbqj+u0HGhR0sJVGRzIphmpHSji5VUf9sT5sBCeAWZCdBqM88kK1eYTcBIIF4hbCIkqqkai/J6+VhWKl+IEYRENWReMFiy5k3AMui/vnqLK9yf0VddamzfdcNvtfjAnpfe3vWFqCzE1KpG+XzqqDSGuF3O3HiXTtnvTWeF5xe340DzqX+3oIIJXGPK0wFGsbaMa4wFUi4iLvU31swTJs7IEpGNUmip6T9VxPxSbwSVbDAP9BlCjlGFGwQDEXrBlSWDIfCmMPX0ZdB+muiLN8FLdALmcFrQpSUCUvkDAAEJUqwkERK/b2F/PMAACz+ISXvlY7TBSeLGm69TBbyJb9F1N4CoSmIx4TY+zXCjExUgYMZFIb5tjLZOLcdovHMqsoNhilp+wJXE9GU3g8/HoPnR+6t1V9SPZ/7ct7GU9Y7s6uGm80+td0n47QSRh4MMWr4pC5Ol6HKHjsvvkdmGdB3jABvhQbGoA/OoBe01szX6xqcxl9wJSb2l4+zA+Tg/3eIPk/ZRr9a89tzf8m/+X63XK+UR4LsN48+0V830JDxSPC7g4jRUwDioZ4NAmQdIH1YvLgVdjMFLncWiBdaDQKYxQ6NVGYC8KiI/30ZCKdfAgKihUX8CEhuh/MAdk7wWsfbacT6v7ArxwDQDbQU0GqDTx5ilM7+j4r8pfM7OZkyJA36FYxK76NVOj/91pPXNSDZnJgeBWMy51U6ljZAHak3P+pX0JmHqy+jvnfnL644Wblgto/WqL5916+qziS58FQJdtKVQESa7Wwqm65wwVRGNUcDbgWzAriBm43muAOHXE9ippk4WIJhJxQyA5QyHXrHH7qQ+/6n2icCjP+LLJ0OM+lAkcqznsqTP4WkYDp2IYsDsYmfWQisNIPwFcnkOvnOQxdiCZdmUdS2P4JQOY4i5tFhv7H5qNo6rFXMnTXS0D+krxsZ1zAcB2bj2rPz97xd2YbEgVLc2QHnKSwa+WWnTrY58NvxogKHwpzp228xe59O4lFN+g5bRyvunPUAr2xw29YefNSwa63h16u/efvRKyMRyWhJkX1fZ3dGbYbR7840MTqDPqBfd3V7NHsrxwEfnMwf+/BUwXVb/vsDwQuaDOwnfR9Pf3inc0P1300ZQXu/TZFVLeMiSjkXodpV5e3DtJnNDdgeygrZ48Ct6NmaYKWAj9dOEutFAWAmyLuOUgREzxGd0MzzBpVlV7etCLqVUOqZgwBMzxluXfec4dYE9Qq+Lfe129DXHs2Ix9/3QiyuLukIY2SIF9kIAGSXgXPSEcYoOmeqtp+0v0UoaedMX9fAuMJUEKZkRnXYFyoMDYaKAwMjb5ivFKhYlyYLEt4h4pLzJnD783aQmKhklJWdCjb4xaBEMSYBB5aS0CwkNMWx3Qo2GOcJLWQGa9kUuuAAiuUiMN5w7LKDFeUtlV6fGkUF/cIu1ygmZoEl71eLTOSiGn5wCCCERSSGA6T/J90dSwYARujsZ3W0J84DaFbbjg4rc1bc0/nYyj8PfI7656VXj3/ujZcLdj32mUyvSVMCAEXdvZEnj9wrjoswzLoGDadfIjtCATcc4SCMAQ+oRV/CSQDAKgQA7MVRwjHGJJzaNCyt8TOByiJByVdvAqBUBb2Rhxt+0FtgG+h9hPmO6Wj4Ui2Ip9sB4pUuAwHaR0F48CtA+gMLAm7HQMBxIX8rQUJQAZJ4JxPEMynjr+kCoT3UgzhN+kGUV4RnfxoEOFtBFgAGEFDeC+BdjsPXp6oQnqZiBolLGQUB5k0AFgEIfvCPy8I33vd3mvEqWfuQEdKzRSFLxaDRYTW6nUNGyVtPXnfkxJ4lQaSiSkxBwWirK20S4hk4CraMfke/xslEKVZTWpqca4pC9Vr5q+Zv0r9ZE2mQjn6V+u1HX/nVs7MBoK2wYsIi6GMm2El/np4OnQXpCxdcoFkAvEE14wpuNqLyk9wvlu6kvtcAQU0FnkA/escf4n6xdDqBqv/x9ikYv3BLp8OkXHWn4VlP1mE+7jbTxQLzYu/HCAiQ1iK5gkriYHEYZHKQg/AdwyAca4Fi0VpeYjeNO1S2yvIxG4Ajjc05VdYRrXFG6TiX7B7JOvvp5rwHvvGLd6bq7BPeYevoTGXXeGm8Z3HO0nW/3PIlT2VWV1St5PCxIhqn81ouXdg/i2MplU4blEciFDc0og31W3UtgYBMXmBxJZMPBGILtqTv491OkglOwzLrc4MjWpdUmx+g5NoqT9uc+a6zDbqItx0WbrJnE9pJJmJ0pCCAdD0RifVSBTKxx1EEhOfgnkOTkPzFcsnAOjYkdeoLnae0uV5xQGCiV+dib5n6QQABDcDhlWlCcjZokHFhBwDIuLBDAtbISGmH6Jyp2n7SMvol9JMqlllXyFjPIJYpFn5KegwkYBHgOCrK5I838TsXc/sdAK4B8MUdqN8L4GkBlG/A7iZ3RLvXA9UljFRlkHFhR0bIcVLCRXTDyuy5EHl9FWwwSxv2pdIF7wmF5VG95BsMu4qzmRGdT66KOAJ66bgyw5i0Xu4C0AkPBnEjXJCCRg/m4jiKozEccsT674R3OQkAiC36MikzVcNGIjRVevPpvyreuPvqsR1X3+jxmjQZwsGhLFkIqxBETPXJVHl1bEeo7zgcM6+AcfFtaJqxCiMQAmVX4eNu7ws25fiZhMpyO4jHG36FRnrPiu2lIHEixGzw43UoQYIzIwAOgewgCh7qEpAx0gcCmlmQuixETBFlBASQC7EaIb5MBSDqVQchiimgKLRzHJp47/g4yGJQyl9H8I7nTVUZIgUXO4B9S/Ia6tZXvrJxZeV+hybfo/QVqH1dwbK+g8cuH5bMiZQZstwzh9rzmJ0/+VxPx7EKPwAFFqMQP0YBlqObasZWTCM9+w7UV+Mzc9fltNnO8ko/5uHybGOYlj1U8ZkUQczJLAngj/Nqe3EJ7kXgtdfWNYUHZe8uLz64aPe6GwQKGhilqhkTbdrebeGez153W23+yEBVyVD3qcq+aEbfiWPVv47OkpZxs1FCNUMOsoh8GCRnSSbIPLMu7lgCvD8F35PYp2D8wm3KgTmVlxtk+/F1EI6fGgRInAdJSZ6ys14E/vu0ANCEYKXCCj/62gwg4EwY+GlAlIZanAI8+YKjBDFOoZi7CpAJx3/8TF5JRflYqLUj01xZPiaAciMAe0q5xQvr7D1eCT1D8HDKuLDDGsg1jXizJngWbZ7s5ZVZbVGvnE4TdIzaNSq3R+l760B5wOtT+FhWIpNK2FBF2RjjdCsdBn0gmXygeMGW+n3w9AyVlapWsQGxlnIZgD/BSnWDeKEmcrkJ13oXJgbqroOVak8jfX1i2zYipt6Q7DmiyV/q0S0AeS7VscDFjeXg+eIFIPXnAlB0zDi/TPj+AxK8KraPQADOpOA/iVfXD8BzxjD3+o90lSstAdvALE+7QRf2uuxyQ8cJQ02dcK4+7BmAPOllxe9c4Par+B8HiPfzEiTwyHUR79O6iFfcDgwA2DAlewgiTX9txLdXx/oSdcHLAOQPfM9i2hdcJSSQwUiZqWhYmimRcWFOH3bX6IPONpfCYIyrF4GyVAY7yjAM0g5o0bWdIMAwLW5/ghUD6GstrDCfXjzvioLMnkwE4FB3+VURnVQ7bsrUAlwYoGQAMK7OGIA7wcNt4Zp4GcMmUXmnW450LZ3xMxGETSrVCRYKkHHPAwLGF4EEsAtp6wMgyX+EAE9hrgiBtGNhsV0OAtQ1IOPyLBAHST5I4Hw/SPxI4jitQ0xTHCCLdhliMRWTWfRZr5+x23z/0p9zEZXUVjC73xjwKOTGfqcskiPLuHnZ30z3/viXwYYTl7WCLF4bAFRhDgpxCxaiEvuQHZXFnU569vUA7MMVZsdwRZSqZQRQXTHNuaAeO6LtxhPQ+jPVlxSM+XK6APRBji/gNihxGxb/E5/BP+M1Pb1A0hwR09qFFnvSX1l2w9F7XnpsRVPp3JXguIOV/e1aCHk8sqitiHm/o/XfWlhhbiyvqZKwETMrkT6xsRl3TzPF/QUZN5vIWlLN+AkIGAd4+uanNj37FIxfuO1cVdf58G2fP2UuKXTS3X0G5vm/zbftP1IWN7knern5DJQfID4DpRYkSn4GgDcSb3QB8ohJbToAKGmwUt31BTi4ExjqNoMAPCHbWtI01EjuHZCBeIvlIHWgQ8ybYwcQfPu98n2L5w9UN7WYVwLcwcrycUEB5KLqkLapS5v0YfcmCRdxyzjOKQFrzMgcn/Hk8a91g6zsHSC865H20QpcXnI4uhVfM3u4panFvLKpJduWleHLAaB2umi2uNA5ptMG6F/9z9L2L3/hJItJglvFHmWI30d8MFgiNUiQejQhOcddsMkVMCa3RNDB8OU+mew5Eizt3ZePHcvBA6+VctM6n1Qd6FYVNNpocw6mHtcs4JN0JOVLigDdBr6/7bCsBWL9YTQskav7VPlL+1T5wlkxoV5fKGxpONMbyxsSswSAL3D7Q4hREQBRlk0I9ZMimLXC0NkUBzwiUW8ZEFu8LQXQkKcf6pwhbTcPwFIEAKxMKgGAMCWnxhUZCopj54BwlMXBpOL25wABiQxiScLIu02D25+4uD+nqfBXetsMjeU1VWbdkAZhKqBwBeHI1bt6pMW5oCgUoHeoH0WCNz8w2fWj9fQv2oZPs78mgrA/AqAwjLV4Ax+B9EvBkVEB0labwO+ugIBtC4iH0cv/ALG2UcFx+Lxwcd47fScIWBP0yFUgi3ApCNBnQbzxehAN/WLRuTkgY3GA/13OX8NEUbynmotLDR979iWoxVFCR9g098Uqd1DHlFV1Gj0+rZSiOHeEk9KZY+P6Tk3Z8Gc/84/ihhOX9YCPKwFgw2asRAjZyIvGLzn43+lyoycHvGlSOHggHp3rfCHNmorsZkPnWHhg2JPPoQvjyIcWStCQQAoWLFxwogmjWIm13Gy0JylbDwDT9Yd2KzbtfbFKJF14ErPXJTk81s/2LKsHgAMb9788n1GqVoC8G3Eej3t5ak10MXuoelmdMhRglEFmJNM5loPpLWqmtIR3XwXgfwG8ArKLUwCS0EqwjgkX+NSmtP84ME5R2zJAsjzeCLL1NwYi67R1ksya0zZu8Eew2jRo/CgX57tNyDN78Jff/gMWsxck/05KE2egPA6i1VkNorwgrIDFz3Mh8oipy50+AJoIpNW6LtR9Ro6dT+lABnEbCEBLlYY62WAp0Fp2gLwX8OfWgKd07Hu/HDQdHtu49ux825hmSWX5+C5cXA8XAOCMYW51DmNrKPX3FtARxjgSygrttl0TUJd6M/EhWhHTy256tWVdw+aFz0e34ivLx4J6HdN+x3fW9jtc9Kx1V5+bPadixOvyKO3bfrWyb+/BGew1q85PKR8oTicetXjvXi0IhxSI35EQg/xkk9e0PDNxZuGasIXahSHcBS8KkAkH1mMIC+MpAki+OPqXJ8YCEBdk6pFqKJplqDmetllSjj1iVeU6QfSOsQG7k5NF0rguRP3N4h/yWFW54v7wNoBaRSRQHOJkcpajZHAEgmgZHw8/e2782Ee+zFdOUNVbuYltVqBt8BxxEwgQc4J4NXNBxuV5iF/QpAc0J4L2fBBPZAcAWBTDrZmu8dLMwNioR6a1+6Tq7F51fo5bpsvgKAkFoDxhgSJuR0KCMAYx9Yy03m2yxf1Xa35b8JeTN0PCRsy0xCeT2SMRlSsge+EHX0BIoqCVIcY5T97Y0I+iDQBgYh05EGVjROqF6L/MkvbXeEu+GKXRgBglSdhRVIJ4rJeAjKFCvIEwL6sRy2ostA2VGCTzVJOnQeaPXBDgLeh8g7+PkH1TAzKeCOPuehCuuRoEqGv5MgX4cm4EcANF4SF8hHYk9otvogS/hQeH0WHRWo3D3lynUhVQBxmFN1s3Mto7VlCoD7o1Lo+OKSnskfD3iC3oTciGE2IqGzC9GKbUC//pUTji5jompKJpmd9VYOitGvbk29CNVrRDBQuUuAW7+HOMAOwclxSIA8DOVSfeefielx6byShpV6+5KKAK+A3PPHpHAb5/Q3WSMkT72fWHdpsJgB+ipZGIEcA7QNIFSw8AU2N5TZUyFGCUoSCj97npUUNm0p3qC7Uk/PebQFR5nkhyeKqdgk9tCvuPAuO81/kw4r3OgqzTNRS1bSnHbU2XHz2VrbeYvV0Wc8cp0WdGTMYJi89A6QeJVlcCOAYyUBsAVFDUNhPHbbUL98EU3LOL5TlPsORgzpBVCJK1VLxlbkTySTlxsDTz/+cAuBqEZiF4vZ0QaY/vebvStuftyr0gmVL/VZ27eJg2dwpqFA3HLlvhC6j6M02jBYjJjSkBzH3t3DpBuilazxaz99nde/835TvYsrVhcvnAZDYRDFYhlgLbCFJHQlp0IPXklbaHeoKRiWwdxPrVR1CKrZBjVSxIN9lz7MaGpnrsmOA9nDL1+PSkFAFRv5Ah4ghKlSpEAkwx01/Fg/ELtaT9LT8wtNyqyn1NdFwbgHZDyFXjuu2DEs8oIFfBKZWDphWgh4dwFlNPhsLCRQKgEuT9siCBzkYAxh2or0703idLRBR3jBi0W6nnIOrHpf6+XhCNanNW2LkfACyBYd2+7BXf5g+5NKGM4nZkA/GczwcBa3akv0ieUK/7s1d33VHzjHyT5M86VX8wy1ugDu/9ypW2vqLCuVIuzC3De2EJ2CjHnYUkgonj4J2wTpRxTKM8/ypLvhg14FGQnRAjCGimQd51BggI7gGhiOSC1O14wrFqkB2UNkQdMkQVBaRu/SC0lSz+HAox6okMxOsd5L/fyXvF14E4HIxAHCjWgbQZO1/+B9GNIyhJ6BdmnMUVWITDmPGhdXFuJj2eM+bIkMzIO+/Syb3eklDP8BCTq5dI2GyPV9sDwnmPLej7EcRS9C/QHjVfbjhQZZKNG0dCZqbBtexkmhkhJ1v4T4ezHTfXyaRhRzCiUKnkPiMAoBItaMVKDMKJqZ0RAIhSSusXvtbfbSkxD2bl0zqf21HddfakZXw4mKIMUU/6/X/5eZ1brWN6zYWBmX1tUhBnnRuxdySM+dsB3CthI2ZlkBnR+9y0zuemn7zx66l2qqdUeElhiXX5Ici8ZADZgQmDBP0eAPBYip2CT20K+48C44j3Oj8CkmL3ZhAxeguAxxDjNX1cuxDPYyliGSjb+TIKHWMIpHHLQCa7d5PcR1AwMQLgKGqbsD190TznIksJ5qZBdxEPltFAN/7ZCkGST+xFjG96YeDxwi3uGRmGNmaaxvxOl7EDZHIz8t85iEeMAybh8yf9bvrb5okD3ykQzvN8/jMjyIQgeJhS1VFaHuqkSUySTWRj6MI3YccokUYkW7s7torPEwA3/zv9Z05PYjLRov3CGHK1jCoy6oISBaMmailRzvQO1A+B9LkxkMni4Q3YfTZVUQZdubVHeuqMrqDBqFO4HTWWxpbKrLYRbdgDJKEcjdDZp3vfBQoXwqhQwxj0wjFwGiddA4gmDkllPGVlFwjyMIJMal6QxeoYyCI9buJOlYhoEp3yuDbOgqIk4PoBGHEI5XgFhQp5yIIXosdzCecntqMgCCCcrkc66Xj5mmVd4Wv3rrt7jvrMwzdl/21mGz2zlKMk1MzQOW+m1D7qhSaqssFSkkjC+UqQMWSijOP/ESCfjMpCPY/TABaCvGspSF3qQMZ8E8iYMway4CkCsIz/TgicpkAWagoQissLFIVdIN5ugTbYw19fCO70g4B+JX/PvXxR7wVxhAT5HzN/vgSkrQjOICeAbIxhKUriMvwCQXiQCxUA+8vNn3PcV/ezzOHeHH9FYasSIRh0Ui+nW9lxaGZxBwvg0S9960+IqxcPHlo85/271ma+OjdEyeFmNQEV5wv+t+Wpgi0vH1j++Oe+91mQxWEtYrKN3+A4PAlMJdVHbQHQ16qpMDfqa6rcMp1RH3I66uxHHEkiU3sAmDwBrcIVMFYFw4pcimIzPUG9FQCFEgShRTu2JiqGTT7GVfa3qSr72/Yivk/lAFiHLCqROrMTwL0b979c4dLomFFDNgJyJa0K+ntAFlICLQwQxnxeCYaVSJ/IdI7ljBoybY9+7p7ufYvXCA6cYaoZ1QLY/hgKL4l99xCI07OQm43Nk9XBp5a+/ceA8QSvsw/Ag3y69d9Q1LZvgXAn1yV4nT+OJQWrbqnG/ybq40CKaJKMy0ApBnAUte1FEO8YAJhFntZakI7Yy38vpEzmEJMVS+kB+Bhe80nBXDp0lwTQvo6/zimQQaUZoqBMitomZAFUIEkWwElt+l7VpM9oMo4zcnnQ8MHxugOIDXxGXLjc3oWUL3Hgs4Fwv5eALNiMIPUeU4tIVkdpJMxJlcRkUJmrzwsMNSZcMbrQTORYCufVY8ejU3rAk9vkXqxk9Sfqf7qI14YgjnikqvkemYZDjGcLxPpcDviEPDtQv2IDdh9LshBp+v2N15WYNTZo4XEGIkrVoe5ldUoZ05SZOSZOqhTXHzw2oOWNCWOBEektJKtBaANXg3gpBd6vQFmbswP1O1NwuOPrikhaCmOGgS/nYACyqnGFUcVIaLpNW16SGRwfzN879Kr52bHPeOaoNSe+Mi+qWDI8kuulRkSqFtNIvDSFpV7cz0YT1TzvByZm9GGTZrxKzXkjOZLh7lFJ1kdOGKIBkCwkygblotzScI8zN2Lz88+ZSsYxrnwX6BG8IBOoLLz3eT2ALdTz6AF5H3Ug79cH8q4B0pcLQBY5DSDgOB9kV0qLmGfUBeLQEeYBCrGgeLLAIhYGmR8kIAtTOf+3AsACkMRfLIj3XdA07+HvqUX8+EMDGEEP9FiQsBjtRy3cGATw1ofWJXjuzGbzxqqX558/VWGYd0mjHbVwopDolMPCNXEEkkbrvB47qhdEjuWFIvKwN6KjZJIQVCpfSC4NumTyyH+BcOHj7I75T1+LB756CYS5NUlSH2ozql+23FQSpqTLB+l8jSHstOnDLruCCxrfMF9n/MpmVCfw/HcyIeXD+UcH596++wWFZciqHCjOkz2/dLMOZagBcBpZeJbbP+32kmxneAVIO4ijznCjXBPVjEdLhrpfOJ8/g9IyXseic8dOGnxugLQZM5J55Ue5po3N0Z1qCWIxRSGQNvYnXg/8NH8NCQgFzsiXqx9T7+Bd+C7rp5a2/ceAccR7nc/zQFywj0DAeKLX+ePYBLDqlyhLT+irAdIR0vFaiY0S/V0IwgG0g/CFVwBYBbLNB5AB8gjIoL0cSPBY8MDp4/DN0wxWmtIE0E5R2wSQKfYSiMu5DiRIpRBk0DAincygF+ZVBUA8K7du//KuzILgXSp9pMDptjveado0dK5vUTrc6PRsOuUjx5YgxiEVkvYEAOzis6ymrxZh4QRe8vpsZqS23N+zImuYdqrYwGkAOwFODOwqQNQ9isqv7NSxkHzGFLI7ljiOtm0/u+Vwma9LidjgGwcI8/H/sffd4XGU1/rvbJ1t2l1ptWqrLkuWbdky7gUMNhhDsEwUTCqQGBJIyE1icHrAOJCEEBOHG8iF0AIOuQlODC4EkLvBNu5FxmpWLyut2vadbTO/P76Z3dmmAgTC/eU8jx5JuzPfzHzzlfec855zuhVF6CzXwv3SNmzdgVTl3ROfNRkvXhAC/lP1HwEUa4RjdWFPQBf2NAPYfMpQrQfZXGaABEgCwE1836oA/Ipah/VJ2n3glXNf7vnFdT/Ld/l1tMuvY9KUDmWfI3dGkaErgaY0y3HxcLm3vbbtb6g+8BiKnP246OyFUN0zOm7GDiQT5kU/f29SkDmgAK90Zx4efMT1fW2PrtWjmvul/OreG7OPW1dlx/RVJjNYDbLGSUDWQg5Auo9SyL1SVRk4jGrDXjYgUSjaNUXT2j9bNA2fjetxDxc2/3akC7fFWcySeHc+ALgdW7mfhvoajLwIoMZLaaSHpNdMB8k2FZERaXr6r9K/f/cXXNsOfMm97QII5SJVGsf4e/2gOZ8/kMSl/ROueTOIoihFdK/yIJqf+xyiXtIOEJqYsF4KgbMViM7DIAiw0oFYkEdAlE4V/51QHZnjf1iQ/Y/i/9byx0hA+tIIAtwrQIw/bpC9pgX74ERtnDIqhQlvRft/9+Ua2+7LNTy1cEIW01qt3y0b7DX74QcNJRWisjn/sC7DYi4eGAShYfSBKNFzySlcJkisFVkHfkpt5qtskn7nDQzPFdzZ+62OP0wzBEclDpk+K8M/BFNgmHuq6F6B1hM5ZyfW1t+6/S/eda+9rHMb1Rg0mTymphHng+89Itd+3tu38xtrNk3gWZJJ/Jifzf99FslSxE5DPeqP7Liy/kg88K0HUZSiFEER51xUzfMJkPdn438qEBvsfxPI+7bz96MCAe/aST7Hh98X/yMJ8n8JjMdYneO+E/9v/kiulsRidDptpnyQzkyoqIjo5E9WgVKQNNHf0xFr/ToIQq8xg/DMhaBJAcAnuM9BJu1keHMJMoFgpcnIWNq1+D5jUlRh/BRVH/gZiRKQvwZibnT2pWIsLpbz3PgPpIB8oPuLgs5eEB6pAXzwKMQeghyufhMVsYAWkt8UkgUKCpSGLMYmmeZuLvZL5Fy/IjPdHBhya1hmw/KSfWn721YIFvD5IJkUwEhVAIABaXbmzuw1mUeNi6suHpzxRpbfJiy+Eet9HrrNM/D+4iBkjBM6yozB8RXQsXnx8Xl1U/VfFVKk01tLnn0FCKAQjt8OQMyLTtau4mD7cu2vDv/o6G3VWytzdFaD1ZXreGDvI6P7fraiPqaMtugZSq7EBTYE96VdmNGyH1q3DecAPL+R4yZS2lqYF0JwZAbIBuoHQJsP2Bort7TMdBeozLpWTx1t9VWW/6F1GYCD1lXZkb4q9XUK/TULorSjIYlsOiNVDrOU1P6uce4hEKWrmh5gSgIGOcVJKSnnlATDDTKn9K9UW87Ffhq3jT2HxOB2jva4/wutr9TO33v6O13vdwwYrY4DulbP0/EBaoJyX9G1456Krh2rMxzN0DCDx8LrpkypwR3CO1TFXyuZGFjHNL6/6iCiJAl9gUSL3YdaBz+giK9pBlCZVj1aklPbq1QVesD0qvzWv1vcjjPpUhClUQMCxrfwQZkbEV0vhbGhFLVv4H8rQfotDYRXPgBiQc8DsZAP8O0oQdYRiv+RgIAwKX9cOoj1fRhEqZsCQqU8C4DFQTwtei4y3/6MOhxM0v/58PHVhaOKWpI1lOmjq/uG8zQqlRdQUv5wSCJ3dBqy5CVBTVl120FEQWCEnjToMec2DZdnVmQ02zpCBRkng/OfuHUdOoTrCP1el7XKbpcb53659xW6kOnSdKvz014oWPdmXdaqpPSxVW/srfA76TYmpGMkANzQg1KCvvndHYvwjTXxh09MEgsKKUG8nGJ+frzymAz4sgC+O1bucB6Qd4DsYxzIehof7C8E0QrULyEmSj/WY4jAfqxhLpb+8rF4nf4vy/8lMD6WUOMf8gEkzmJkRc0LIFYOsYgnWzuiFSjLKGqTQmTBF6xAIZD3IlYgbCDWfTPIZBZED+LWTOo+BynHncDTBFBNUZtiF8sPH/A5noylXae6z4RFM176BrTVR0/mG5xupUGnCdhnThtoqCgdHpevy0viJt3f0Y7tT41+hEGj8bQTIHUaSAmIu1oJYpEKg2yq3xWs35uo5OBuE0VtTgLIawGMFvu6ZgUpKcNSUkZCcTRfIv78PfOfzt/ftkJYqEMgHOUWAG13dj7X8PfcW/7HITekDSkz0+ZfeaKqS11Yi3XA6heiilUJ2ipDkDF+0JAjZIcI6FDrIvcQvymn4sUv4T/PBAEJZ0Hc6r2IegnA988aUbtbxN6BbaiRpOh3QbgU3w8CMO9urDm0u7FmPJpSzDOUXYPWsmswDGAUOdymVMchEQgK82IUZC5/jn/2bgCnSrZ2VYaVEieTo6IBcNou31lHpe7q/Nf7ZltXZdeBn0emwIgD0WBqYe1gKI5LYyHpFFUebQbQMuMXjauL/9J9GID9hRu/tkbrczvS3A7ampEj3F/K+bdavuOetfJt5eXyJoOq1WPSPOeVDmoy/d2lFp3EwF4jc4YsKhP1s3jw8NCLFEAA4GEADn9BRon/ovKxtLfOHnOumt2Wg96SWTjXbYQ9KAM7CAB5rv6yR3XfzwAAU3jI+oLtW38UvZOJWuwmOgc/ShGuaQaw2LBgiCpZ3yL1Dyilvk41Jc8IhEu/32xoebRC4jpv5ECs0LznEpsR+2wCgM4HAWYqEMCtBDFCCbnFvSBWcj/IfE7jj5PxnwkUKEGE6p8FiFZR9oBYTy0gAP0yROkNIU7TezCilAFC/2ejGCTbfox3mFqHzfGAfOSISd+SNcW+MP09o5ejaEauUyoVDO330+rdvhrxOiGkdYREwgYv2GZWQg8cCSyuKpJ2ykEAqOAxSwMxruBE+oL+E+kLBI+CHqmzfmFKdzO6zAVQhKNp4Yd1GZjS3Rx/6OSELyhEXULVqw+ufULChq9iJVLbzNYLDXxBn1jlcYIVQVOI2OBlQGKwvxvR2AAhow+FRONlgvDgekzFHB+T1+n/qvxfAuMTtTrHp1L6KCXB+jvYIS+5fFKTd+utm17gv38DwO0gC+opitr0Bgg4KOFP2QECiOKtyAIn0IDYjSdSgQ5xwZQUtSmZNboExF3fiY824HNMEfHH7wGwGmQhcAH4Of8scsTmJ01m4YoRitpU9ezmKUVmkwdadcDhD8hU754oWKxUhuqLLI7LMQfH0iJ8APDWX0qvcziVfVv/MevS7j0V8ZHqkWsgHlBOrp9SewRi72khosFTA4jmcKcAPAgrdSWA9B+3IODow+jprTh0/LlI7mdgjCwBQml4AJBwLMOXiHcsKXzXgagi9xrImDQCePW5fXfVP78OVwC4HwC61IVC1psNrW9P2VF6fcsaAFDBZ/BA42choU0YEoJKHaN2YzXIWItdpNdhM/eLpLz4epBgPBkIIMgAsfIGQNytM0HGRxv/t0PcbrOjZMd5/Ywq/pmXgijFEv4YPQjtS5B3UrwX4VgDxnfHThTgjXlckiC0iyDKRysA0APMIm+eyi9zk0qiulaPDRx3iMlULgCQ3+fP9W0d+JrbxZqq8qje7IWyY0GFJGAclRrSOFAaKRWShCDNYqS0uNy4vveG7GPFf+k2AkCa22FXhAIGnddF8ZkYgFTzz0pVfUe5YmWIkw775XK64K0hWmEIShwqvW+ESpeFaanTPkNnVh3wJxuPMYqJd/4UC8UEXRnPH7A4V81uLcNlCwPV8CBkwRzYfAAMqrCXQ6KQ/huDzx4TD7AaRciGHPrJrS8fUoTxVQmAyb21Jz8wrKCCo0opJeFCwRGlFGFKklPbC9d5YzOiwBgAarmfUNubhsvd3U7LyjP9c7K2N32253jfoldBlJlFIABcBrJ3SEFAN/jvVSDjXyg7FUIsCA/z58lB5pkMhAIpxFp4QDLu5HJc6jR1vAU/tv8XQw41ot5hBxRwoRzeSLBpBNh3PF3ioH/uSz82uMhRZOnINcpHpW5WE3rzvVvs9YVz12AB0oQ85oJQFBtyBXSGC8GZlSbJEDfEZtgQS/nInzXjdMk1S/datBp3dmdPkeHo8SvtrR3lQrxN0vlsHh08NmDMuoZRqqAIBZiATEHTfl+aeXTwQKrnn6gIgPW5z9zZ++BLP08fTsswHJm+eLEywNQXDXQlxkUlqQg6QRErcHYkBvvbQdZTcXKCFhCF64PKJ+F1+j8p/5fA+EStzmf/hfcQY6kZ7JCX9DXTi/Y/ZzqGKHAwgWioQmBOlej8fhDwk4bkrqqHIaq2B8IrfALEitED4EmO2yimdSSzHM0FmZDLEHWBjmKsyfPBAySTiRaIFL9QgPBbe0A2GABJOLeppXbbrukXN953sMrlVtIuD8ek6RhlX79uRpHF8Vjc/Qvaux+k7Lhu9ow+yulWaqeWDWUD2M8D8sgm/RHleE/2DopBAOZ/gbxXYeNWgCgoALFcZIMAz4hnR6GBPHMKNIULUXD8ucgimsrK1wnAyEhpu4wNqkKUnGEpCc2XiNfnpvWf4++vdnnJvup75j+tX1L4riM3rb+WRCdws0VtOcAvtJf+Vl1Ven3LZgC1TqRxGng5LdxH0+CK0CYaWyqFfrTznwm/a5EcCBeAWG3fBhmbggVQSH4QAMmIVMT30Vnwm7BHQmfIuNADIF4j4T1NQXRMRUTKhf1XjrzHNK6vMH/z9T9YDrSvaMfYcywVTSm1kpX6OCEbkhnAAExUFYa4enG5eFG2FAMAhzdfzUiZsF7f4IrkZ9a1ef26Nu+OWy/tjFjVX5MPHL9f+fiyU9xsXaWkSSfjggEpx7I9shyPDGzxXmqZptNZjDK6uSdTMcRab8iOKPGLLx61/3PhjYanPntvfd2CVUkDg3mPTG3+PKwJVrXQks9MVc1YFqSlvSwCWYpwhmRE6wloRyRBlmGyaD2Sj8cYxSSsow0SjnPIraMGgCh2PqgcftB6wHYIAEzcyNV/GPlOpsXfvy1pPyfjs8cHJl+AHEp+LOgntb58GBHejRmAV5HpT2e6VaxEznq5MCUHC1nIJfPrpjmF6ps+/jzH8sJ91QBKKjKaR+ttMwammhr8v8w5qfrZoUfmHOtdIgcBy+kga6kdZNxyIFbxAIgSquS/UyCaezzMfxdGNNWhn/+sDOS9C6A8C4CMoiAYkbYnyx7CfybmbL8AByQYwTL4kY0QDFDAhjSwiEvJOLw/61yzjHWbH+1fanXm+RiHytNbn++0D5tGUIhRfB75OB5LoaClDJ2mcPRQ4Mxayi191P2jIKIF2hqnTrnI3XT964sCQYXL49UMmNIHcfON/zC/sWd1X2PLjFEAz+NFgHoxQqMZBJCnwemZ/vPKihDkEgC4fcqfOh7Fjy7kjAw8jUlKQmD4OpiRjtG6BavsimDAdVvd1sqigU7zycr5eUUDXWPSTyJtjkMFiVwzH2moRj4KwPKkr3pEg/2F9Vm85hnx4crUJzU2LD+1rxpXXRvjfZ+gdf//W/lUg/EkVkux1flhitr0KICvQGR1/ogyqSSVeCvX5ZOavP3PmY6dr9MLFhk7yCLaCLIgiitQNgOoEQoTjZE6cDv/fS1IakQXSJCLEcBjFLUJAiBPkoLQB8IrdPDXFIraHEMKa/Dq6xp9P/+BufjB36zIeee9gmKXR6nVaf0/VCk3vG216b4zyUJKghY9CyJeKwDN1YvbG2pvaFhSXjq8wOlS9vRY055cv/HYmMrBW38p/bLDqex780BZY1WlLSvH7DZYB7SOB369fHTfuy+JzxVr7zeCKDshfZqfHXWoFKZ0b+b37npv3u49FUcQu0nXzlrpkFxz59AsY07QMGqV2w88b+o5X6efuNafaL3z8defDuLKDYMATCWIspgNYhU1gABUCmSx+xaAw09eiZ8WL0W5VAa36CqprHzbAWxoVxX0THM3V7GcRBmClDIFRgXPCwGaVmoKSHCZgr9eWfPQlAdkkuCSECsHf5/n+TYdAAqF9IXbsFUAHTFBr3sOrBJoE2IRlIYtSFRQxMF4Bv7zLBCQ0cl/r+P7axgiD9eI3GDRhL0KxBXkAQHvKgByCce6zf7BkRmuxv3GkLMn0zSif+XzX8bdrz8j39W4Jj4+ILo5WakqWGP5rzwAnChFghxnRBmkmAM55AgiiDDaMJpYhCR+Delek3tmzn0XLKpBf7Kg4si43h0kVfs+r//L6jTOFc6j+jzDVBp3np2tOieb3idXBSltyGW+4Kk2+Fzqh1/KuKueJ9TV5wL4euJm/zwAUJewsejYvuoVsxYW6Qb6Ls4q6qIGe4ZGRv7YZBnUGYOWXAUrcXAShSEoy/AODbFyCU0PMAySj8cYBUbqYuyUP2QI5hjtAOCDyi5F2ECJFJx2VUH3NHfzRL0VgsRa6zp5i/hM5EGPoPB8/0o3ushq/ASAGUyPKqDIYXwhuyLMeqUGSBCQpwdYX6c6hGgqwjUAmNurXpLy92h3BvQGaTAcGvRkZqyduk1zrHdJK8jz60DmBg0yH7JA5q8w5xQg1nEtfywFArJlIGsNBWJRV/PHCXEqMhC6iwmxyq04r3lqccCHEVwDFs4IHOSQj2F4EeUx3wPgXgDbB+tyNgx+IccLOzoRAI0AaMxBAwAHroDguaOF5t0BLRZbjtr3cNdpHnX9KONUcD6LaDDishVX7XHnZvUeu9xeYWEY2kDTTH9JUfOpn//4J5fXYuemJIG1ZQC+5ImLYazoaZblqAd6xnzWJJI0Q5UDKwHsRTqwe2mNbffSGiHeK3+sMSgC4NUge8RFiKpwClSQmGt24wK6+TlyNZ7C3FjDAt90Uu73B5QEo8TK42+VbPzTpiLEed9TFFz6j/DyqQXjKayWchCtrxjAD/gfQQSr879UxFYunpoSD1aFheUNRCuhkYkpArYTSB34bRAgLiy+DtHnETARlz5xIwhwFyytAhevWriX+H5dtbzlhlVfun3WwKBWyPMKu0OlshPwtmCShZQELdogul9mfnVP9iM/3O/vt2l811/d+neQDXcNrFRLiowjGwCMutyKXpoOGW645rLhV09eeZS3bBuQyPEVa+8W8JxKpYJVZps9HaN2ZXZJ4UgxgN249ostyC/fQK3DfMkdPyq9JIe0612732K8NLT8im2hWx60VoVD1HjR57ESW4RlI4Ar+G/E5b0VIIBWhig4Fd7T15DD7QOA4Vbqz8OtkfcTD85iZK1pF1ylGjdjUizyT5ErZDeFXOlVjj4V64+kG+P78wH+lEEAqtbhkiuWP7/fEmLlSpAN/3VE3eAxwF8MHvmMLXpTYMSBaqX+udCdJXWXVyVSA5LTC8TBeHaQzVWDaEnwMIgniPL6pJY39lYsc3kUhiKLPVi9ZKiUlgYDC0dPLeukLQ1WVXYziPs1fy12EuZ6P7URsZuGPUc30L7ztpvjOd5RGS8TDnkGgXYFEKU2Vob4aqbH8BTskEMGF4rhRBbycQx29Cd6pMRrCG4AcFuSDDpDXD0uxcZa7A7W2EY0uiFPQIMCY+eOPqdlGctKVBJJmFGGGP3RzuU7wAdGv5QRaw2L54SKuaBztz1j9BhMGCydVlXNbgtkaF0sXEM9va9SGZbbTFzhs11SSZB1aihpWBpg0wwXXS1IYm1bSKO+J4QHtBQUFGBrf+eSx1ZVmJ+2rLzn++t+e7XRbbcw0xXGweXpPe4rdRQA/QBtZrP9todNwdFYUCFeF+I8d8tL9laLApOJdKINnQhynx0jy8cEy6dPVHhA/l0A2/t35HrLftyYRQGSQFjhU2QEQlJ1WNv1XAkDsm+xIOuBPl01qmkanqIEKLMnqDG4/LpMKRUKlxrbADIn8hG1cOv4z7r4/5UgY38YZF2Xg1i73weJP/GDeNs8IOtHCASU94AAeiXIWnQIwGn+Uez871oSOx5P2xON35MgZoYwAB+UUIKCBGo0IoAoh3klRaEqorDY8QQoZIGFBzIEcAaL0AMGJnSiFm6cQaFQh/S15s9t3d70uZ98dR2eAskwBgSggR/ZoKBVskwwOCw/vWjekUOiV0EhamyKp1UMgnjZLudJerhe1nIrAHSz+fUg69FkQWQibcOLIQDVSMfbouPGpEnFcbEN/MdViC3+I6wdyakiB1HF3Z6UZvRRAuIEo8TaA9tm5A71XUy4n0+AukJdwjwAPwMZ85mIKqnHATzGTUuyZn9C8qkF40jNVXoVZCO/GcQyNgwCNB+cpBX3o5BkrmwmyXF6AJ3J+Ml4fyPiP+M3TgsIsBaLg/88lRSCROwL7nvhXkwAtvPXfwLRUvcNb+0vLxSA+Orrmo787udvHnnsD0tnPrN17irwhZQoatOmhHtMTuMQ94cQWEN//uaLupa2dP2IXU1t2zXtKj4IM0qdid1si0A4tfaqSlvDuycKFgPgbvvc+Wm791QEMH4lUAHgygAwep3fo9f5ewEoOG7jJmpdJOczWIkSbBgYdWepRt1Z+W226syvrfhx83X3DOrxwaUQZEPygGyUIf4nALIRNoIA0//ijw8BWAkr9RyA3I19aLPW47U/roIfHOnvY9O+d/jtBVtqHyLp+kj/kyrwG3StnlFdq2cXjkOPP/MxBrEbyz0gVBAWgOFsX7X7hpfeLBtwZyukVIgLc7J3EVXgkgL/tdhZz+e4LuGv75iXf6JEr7IvAoC6y6sSqQHx9IIo8AXfB8v4v52I8ufP9A+q830+uVGpDLnSjd7Q1LKh0rAX6n5aP6SSBVVTPZcXAzhqVWUHELvZJXWntr2D6q2fp2Is36JA2InwISMBifwzJqat/AGqcCdGUITBSJHyAGhMhwX9CdkoEiU1hzRhffEG1QwtJ9M6FJYZZJKQQyYJ0f6QSjhG8E6MJ5Fn19n69G5TtkMa8NOnZXMk19IH6XSNx+e44BmsqKAPBL8qm+vZpebULT4FPRQ4oBr0J2RTgYmqul6DNZcDuHjWj3wvC3PlqDMw3T76j9K9p1aOZhsVdrW+u+RQe2PZnrYyT766VOEMMvRQ4Jiu1dOCIS65Kz2JwvTTGx6p9NjUJceli1h4YMf7aEAb4sdDrIiy3oyYDQP3Hv3tBo9B+xCwDQBO78TauRPoswThAWed/bjpisu/rBzN+3IXrZ/lsDP9tL33lYIzjlPpAFHOhUC7M3ZGP7thuHLRsNcElczndPrTstKUTjSPTKFB1j81fywHAsJzQMD5P0DW/3YQIN4PMm+Pgqznl0FAyXm+jRKQdZDlb/c0yFj+IsRl64k4+DYT40DEFvNuqMDhEMowFTpwsEOLdgQxijSQcecEAUO1AOo5DvXUJXwXQ3gExzEDI1BADSWCkOFVFMOPwwijDcRjCBigoiiYsBYGaHEIAcwBgxKw8MKLy7aBrEIMYBlAHcyt6IvPzAQkrgN2kNTA+Ytkx4r/HiA5kziyTdj5YyYDIhPXmSacwxW4FuN5d0TK4KtX31L03Gfu7K1bsMqO2GBMofiPeB4nXduQj2rqUlxWm4/IGxRHm3GD7GX5ADpvfO+fHbkj/W0J9/OvDZhOJdMBkt9XJDkg+PAm6hKWcNNw4mO/qyTyaQbjyQcgsTCvAynZ/klLMle2OEuDeGIeRrwVbn7RIxhyASZdO8SLH0kz1INoGXlB9PznqUTYvI8iWsmTQWxVtizwFlIAi/e9W5wOAHJZmP3LH/5+QKsJhp/+9e6mbbumLRixq40grtUgSNDheLxqoT96QLR8JQBVttmd1tev82emezuEIEyAO1ZROpIsz/QC8Gm4KkqHbQCO1jeYK/Vp/jwABzB+JdAekA2FBbEY0SC0kQP8934AfwDw/H8/+MWNe7bPqtzb9M1CX1Cv8PiN9HsXrzd9/Rtb4xeayUgnSN87EZuOMwSiOJ4BWdQE67sMsR6eqTlV+PHGXjyGHG5dqsI9TZpyd4WneWwgSfp2JXiKybGuherVL+8qHPaZKJXMyz183QN/2fDm47/GxHLNxwDXIkNXKwDcNff5vLrLq4LjnJuMznMA5D3PBXGbHwMQaOtMt7z+5tSjc6v7tFdUWSsCQYm3qSljSFWqSMvRukcR9jP5TN9s3jpOqBbrUPXqF24pklDhBSwntfFVNW2XD6Dk0G8Tg5lFmWlSrTGprGyJfUykEAYMwg0aWl4BDoIB4RMfTNofE5OE9aXbXmS7Iu84ABhk0qBdAtYgk4SojpHS8Sq2EhEoYJqVX3ZA37c18JVLbnOOXel2qiCRMF3yYv3wor5h7XcqlusA/BOoRhaAFZEWZgP4/drElmsBjJYpYC9TiNKXtvfMgw8XYYQFGhiggAaNUBga3TaQdYkoOKmtkzHvoClcrujXZ8s/h+3px9sXtUEFFebhagTRgu6JUVu2/OHbN3oM2sl5vwRJZl0H9zSADfYTGaP2ExniNf9pkExSMVUaX2249dzXZv7p1kyNrSsQUtqlVNipkvl0z577hh/EEm4HWS+C/D37ACg4DveKCg3lIjELkWCsOQsSLC1cUwKyFwwguofokRgPIYwd4XPht3i8d6IHRvTgEN/ezfy9+hFda/dCBMy4aainFsOLxdDBAsAGD3ZDi7eQBSB2KNnxPQDfwzZg1uOn/3x+1xwPWLRAAgZy0McPLOr40tqXtbaOrNm5FX2RbEOIAt9EWoX8rZK7lM/nnQzNm4lEiQGRSSsWx65pCe3PUp/WLs07PGou7L/KGsjFSdfCY6fdC2KzjZioWo9S9UuXSmcc0ptYecCv+OFffp2rCAZcu5fW2BE1Xhn4M8TzONHoV4gSLE6SqOEjyHKSJIOK0Mek7ZH+eC9k/P1+nNIC4E6Q2jJWkL3/ZZB9RQbgS8B/wPiHlWRW50/qhSeVVGXj+a/jP0vc2Gtnm9E4ACzVnY18BgAdQ/eALLBzQIBKD8i71IEEoKUScRq1w4jdFITr2xCd+EqvTyEDALPJw2g1QRbR4K7zIOnoZIjNBCD8TrAmxPVHLgidyNjZbeBKCkZGJJJo5cSOLmN1RenIW22dhi9/b+MNMwW+uiGNCS9f0u5+5Ef7qstLRuoqSodtFaXDAQAHU6YjjAV6PSBAV6CEhEAmrBCo8xXuBRJEuQ2eM6tqTzr7/zxdcrJtdSkA+GmLx5gbOjdGH48n20EsYVNANishEKsfwE+Rw1sArdRXROe0gCwYbgC3gVi17oeVejyucA+E3zZl5lUVnuZdcdeO2ViahsrvUUoYmqJY9XlrterL2/5CuwM6Kl01zG774trLy0sP/Pr+tY+PR5cSJAG4Fhm62ooMXUFuJU8NSM2/JpIkGC/OK9L/wK+Xd+w/UnIBAHf4tRcMA4MaB8tSwKiMzfuM08dIaIM27OEAbF6LnRE+5XOn7ux9cPnP04e9GYYjHYsXK2VM/aVdXTOc/RjLnTreGjMeWBekE5+FHI9jHtqhQQgyPnmlHeMET/EBnTGbv5C/nZuG+i3t63dYJD3fToPT4kRaTw9refKAfHELgNp01bDd5s42dIyW1g96csau2Brta0IBg7aXhs/wY+Wji5/8/PWNyv9+e2pIplAqwmG7z0mFx0Wq8UHfJlRjKDYzBgAH5CjBAqQjBAZeODCEUmSDhg0BMImFUZJcKeYdXAjPrORk1GC14WwAUvjghgFaOHAderil45f8PnjLlZYLV82YKwsEgyGFXA4ArhFdOfUPNMONHvTjSe7XKd5ZipzyXAa1mRrmksQAoZ6iEsfY7ss1fpvHPHD/gt86crR9ek9Q3fXbE+vTzg5cYQexbHOIZkCJESGgkqeTGEHc8ssQNbzYQWJRehAt9BPmPy8EAc1PQlRQC9F9woHUcSCCiBXEbBCjgwZknWVA9pcCRCmaRI6hAsfQBsFbuxDT4p8tXm66/vVFriYd2prLeyAHDQXoll2VR3d33UzN++x7CyAqkiOqebD9moJ9j3xt1ovmIn0n7e5WS4wNdmN2oP/Q4dBVxSDrMdSUVxjikfmeyvARl7YxRkGeNeN0yU3Xv74oN6v3WKZmqK1S06BfbtxnJF/vJL9MVJVHofrlgNGc6ZcrfVrGjcquRvpi0bTsWw79fe7upTWnEM0z70DiPE40+lVgBrRjrm0fRsYzQvzbFAnipuEIgCOijxqoSxEwDiTWKfjE5NMMxv9tXvhYMgb3O+Yzitq0HvEbe66eRtdI7Fkdw0r02K8F4Zy/DUI5KQdx7T8JoIqiNt00Z/Wo77bf9CK3wq9ChDqyM6lywINk4fpCgQlAZK1RKEKOvgHtzCMnCvRPvzzXMWJXp4/x2CldUvy1AKKh1gNYtuPtCsn3v3nUIpGyTDgkGTUZPZBKWdO+d4rrbv/uZ9/s60+L0EKGR9XSbbunpx88Vjhv10v/e2LBFb3ARN47AeTiT/T8fZ6DCBQKQJyX7ZlFwQ3qHLUNbaQgTlbOkBsfJvqc3MfPQOghi0C8EDsBPI0crl6gKo1cokNGAyOkJmsECerUg7h4C0B4njORAhC2aMpx5ciRiHWrSVNu7lAVze5V5SnvJAU56t+8o3glwI5UZV2UP3zwAZ07oKMAYMSXIVnxwv5yIAY8HeJewNUxV4mjD/kgzxyiTdoQJTPIuJA9PTDao2GZy/yxtQB+CbLZhUEUkStgpX42ZmaeOIC+/8imiNXFatPa9Vq/anBEA6U31J/PWA+BjxmILx9fd3mVXSELuG6r3lpZZOw0n+yen9e1v6vDbcNY7lRhjckAyX5TxPd7Hf/sEzUIbIccj0AGOQAKEkghAWCLFN9IKjwQfwTR3MCVAK7Yhpqf8dSgqvU01kBctApYs976ux18E6NN4fK+7wcewy6IglRTWMZcUs09bqmqnJGq6OmK+uAFX7XKAxV3z01vL9hbUhH2vdqhUextGqFoY0RpXoudVEJDybj2V6IIx+BGf1x6wWywsIODkgdhXsggRwiZoEWjeiwXt/gdmCslDVMzqEGpS6bz3DRjZ8PuYDRYLlU/C+34aXnGi5u+spqTSKhr/nZg/57bVlwPABxHyeBGHxQwYgoeo34IpADkKUEKnyIwWb8n3cdOWBce+Pzrr4oLyJlBvA5ukDEoZD2J9+yJ230EROl3guejgyj9pfz5QiC3mb+OEiCUE4pCC5IbjASAL/asRigtcekOcwF0zM0+kfml6X+RFRk66Q57oeyV979sON0/b8w19ArNqcDnvvIPd4G8W6ow+I/3XWfS9OXkykNBhV3ggw8OmUqXXX9gSVtneSb8sKERZ9AN2+nuBYbTuxfs+J91300wznA/oWB1Z+HCwCxcHi3FNY4D6WbLQEBt97ucvWlDIHMcBsqeg0TQO64njHsB9dTL2AEdvg0FLFdMPSXTGtyXMjOGIkkcah55a53SF7w9wpi8G9DAhxJ+2Qj6ZOGOvYVDeUNWXa9EWgjgTUQrCo/yP5F5nLRadgk6oB1zbfswMrYR4sPlSv+XCXUJMhCsdDv/kQvAi5/cHcXKpxaMp7I6fwzFaz6QTCBfdeLG3udgkKmLbahntBqj3iH+ODuASyCLhhxksR6dc5Pdf9N9tmu66lUAuEO5FQEj+KqIHLczlXIgXN+GKI0lUq20vSu9L2/2Bid/nAMkE4wg6ri2xvNQiBc1+/Ez+arf/M/ini99tj5t9ox+tqNbz2zbNb1u156pt/BtRfjqv35qadUf/zz3hsFhrez+TdeveXfHC3/CWCXhBYkFCBcgTuuU4ty12Fn/rXee+NPxU4t3AoBUGgp+vuLV/1lr3VULUOsxwTSPie/+oe0ct/HeFMdtADDabU3rNhqYcgAYGFTLsjK9gpVQrMl7kQIQvp695ti67heNANCknqKsT5uxzBQYwms5Nx/ij3+gx2Hx5uu7fY2DU7vDrEyPaF7i8SUOcPkohRnAMmXI1wspPSABa3DJtPm9spzXysmxvwQJoBFSuOWBeHKEzApjimAhfqZXVn3mn/qi97YZL279+6zG++8+uoxWBlFVOXAW4s1ToFt8deWXHYy+b+u5r1za3Vhj44v5UADyH7JRY4Npojjt4O89CwQIjYBkA3oEwEtIbkGMVQxzuHo8TPUgF2ZMBQ0P7GhGA5wIYGxL1T2IgikHCPCaIuoz8TwS0ibmA3z2BqCtQtqs36m92Qhg81jjdBtqqpZK1SsDEvmwjAs51FIvXaU5p3SzGp0iHJa6Z1ecK1tE9WQqdCwIiLs5VVtIBlpW4iLaMAP9GI7pqy+gHXXIgAY01GAgRQg+0JgBRrTdj7WeiBWmKgM1wgUhp0bYDOePlY8uBnB0d7BmbL44387zj3z1pdEso7nkQlvDqj/t6dtzG+HeUODCAIAAbxXOjg2SF8lEPSURSZqrOzp+xCA9AJJx6zcA7gB533oQMCz27Inb7UFUkbODgOYAiCeO488fAbEcBgCMCtxv/nyAjLU1/E8TiLU7C7EA3yIEZArngrfOryx+q+yHi36d1uO0yNrtRUinR6WPLf+B5/yq6inUpS3RZ16EJhzDLABYlHdEen/mb9VWWbbCxmWOTqMuqaZ31U/ZFbxxQDXfGwm4yzQNtS1ceFT74ufudoKMt2RW43ipzdEOtOdo64i3uR1roIMfGaj09agjSiZNMXq+TTGIHPf9UpdQi7l4AERh6c3O6svvDBZZVH5fV66ScNgpLsLRTypcmGIBMJbBHvmRmUvCIEYXPUgA+zkk4X7HV8vmueL/KuZA/LopKIpK/rrbuQ+eK/1fInx1UvE8tAK4mZuGS5/MHSXKpxaMAxPKOPJvIRPMV51oIdl+1obf1AJifrmUMuGti3sRKw6QjA6HAdivvG14WdAvcQYYCTovqKfmVgQO8ceNtfGLrz8IsjiPgFBJAMI1fBfRCUiLzp0CwneeaA5f8aLWAGDx8TP5vuNn8lmQKH4jyOZyAACUilDof//n72c06iDzzGO7m3e8NfXKgSGt9sjJAguV+9B/TzBd5UT5vRGh1iEf+O4fQDYv9uqigz+6q/BPS5Equ4ZYeDDYN6CtfnbzlKJtu6ZfrDtUFk1LlYRTv/q6xnvWrn6/vCjfQQcC0gjolki4+SAKhBFRC98oyObqQhLL2q6cNZE80jbavMYnUTkeL7n/7O7sSGVJxQunv+bdfMP3aZdfx/xk2S+Pa5UuWiYJZ1xbtq92AnnkY/pzSJmhUYaZXhXrpymW0jNS2t6qLr44QJuryr3tVfy9+0Dc1YIokCQXeLyIcm+PGnNDF2Ze63RbpjEz/vZAbsdvn1l04DcP7kFF6YgKxOonBjKjLkbbS8t8hh9fxQMzAsaFTWki3rUq0XMKAc80yAZUBSQBUkLfiT0H6ahGL47jWExxMgpjW6oWgYAe4bqM6HMgrsoj/70URKlKlXkhldQGJIohBeunQhI5JBzLyCQhWSaGAjJJuGlR2lFhDTGA0OMAANtQ0w8ChIdB+O+PrE0GWpaiDTJo8XWMQtxXt6MWJSjDa7BgEAZYYIULGQhGgq3HXk+iFLQnAMh1lLvnYGhZmovT+0zUIG6Vvzp7d7CmOeX5vNQMvcpQLDtNzgSY73/9ifONxRWRvZGTSxTQQwMHPAjAAW3KIPmJekpiJD5XtyDJQLrIai141pRIHSekQhwfHaRPe0HGlQBg9SDrvFyUV7weBPTPQDTDigVkXxhGNI+5APCTja/tayu3vewOan203N9vlgzS/pCS1hc6enQB5wMQp058FGqsRz/OQPW5qf+wuFw6hvNJHCbL8GAfm6fM4GzuGvdu//vZU8VF+/TG3NFz4GslxPdTij6JHZtq2MFABU1Mhi+0hUtOYighy9KY75fnUsdkpurxF2hMssFgp7+4UgDjOx5Y9ScQ7x1p30Rt7Lsx657c/IFsAHD1aN0qv1fJSiTht+evOsT3r2AEKwPwMg8uzyF1UOaEmAMUtSkdwIMAPguiaAkJLzaOkfBC3LYS0WB7Ye/+NFTgzAHwT+oSlnPTEuhzn4h8qsH4p0jGd28ls/Sf6HgeJh1iPvvziTocbInnOQk0DgcAGHOCBvuA3CFXcGBcUoPw3WifrJrK27QRJCo+hqaRpEImQILm7CAbsAnRgjRmRIuxAGRBngECWs9hfA+FeFETLPGzQTYNYo2IVmGERMK1adTBYaEPgiHJKUT56rNBgjPGk0lZrah1mAqykeWDAMg79q67bgmIm0uwNCUvmCSyGh89mW8wmzzYeN/BKoUi7BJV+kw45zt3Fq8MhSTDA4Mah04ToH2MlFHRYTozw5cB4Iei2+MAfA85HJPURRkJlOQAoP6qdZFnF2/KtmPdS8y/OvyjQ7dVb63M0VkNHaNFzLaLa+uuvXLvpDniIUpmgEQ5QAH6g6alAk1CDDZZAPBzCrmHU6vDkMpU8FIU4NKMf62Y+ZNZFGzNLAoOP7ivJbqhiYWkjxwFYK/KudjwbsdSknGn+s/TdjfWRDLubOS4+k1UojtVlE1FeE4asVxZobx2YTKe+zbUVOX4+u+ZojCtZIEhbch7Tpfn9SMDy0DhIDojADkGqMXzw42BUX2Br1ehDntlPqmK6aLzhkaU6WGAbPyvam4pkiC8YKb0gjqb6nfqJB4GhJ/r5u8xWeaFBOGv+/lmTYmpwtOqDVMSJ8Vx3TIupJQjJO2g8xtEhzvAz0teskS/Pw+gpovO3VrA9EUoUpFnXYhzCQDHSgFLsQFLcR4CaDiOYjyMHog4vwku7sRCZA4A7+glLm6qtNl8ITyz0srlGMoklzlgQsDgGU4iUQZpxd2WF/uOpSntG5dhDwCAo0ChBPloQzd8kMGdEvx+pNTJVCCdl4QsPkJWE1EQZzXIGDgLxIy5c4gFsIK3KghCgzMC2AQCvrWIxQlBkOxK/xR9lqBUUpdQhfdRm/32gLHDVcjJWsN0hmu4f17OyTP1BTMqSzzt4roAdpjQjochx2dgq0hv/lqHo5CDDJzDq8+Uq4OMzZZlnSG/mAXeMDXYYSoZ6cuY8bcHvtzBt5G0KFG8NA2X+zrsRSt73Xm0TuGyz8s9PkA3BWazQYnTx9ERz+A7oSubKQomAOA4PiP/+O+3FkRpGeT/Z445l9rutf4ud9bOixkz6i8ZvPkqpv1L+bbBqzKjY0KNndlm248AgA1RXLBBGmYlEunjn7//4p75K0f4PrcjagDgEPUAxABfcZaT607UKb6858+Ls0cGDE5NWk9PpuXJ9f+zJWo9pzbpQbwiYi93DoCvAViVKm0xNw31fBKJWhCPiQOxY0zoi38bMM5NQxF1CXIQeuwjAG4BWcceRtS7+YnKf8D4xyMTAoIT4ZdTB5vFKeDEC8Ix/m/7qFVuV+tZlXNQBloXtgPAYIe85MLetCKQjboYZEKn8/9v4IE4EK2QaQEBvEIVUylI5cp9IJH4Qt7xQRBQagUwmjKIMlbiFzXBBRuxFlPUpojF1MfIB8S5oEfsm8pEbT1AUZuuxPhl6pNZNUoA5MFKRarMUbkPAUXTv40lq2+HQkmD43ygqFu4X1DdIBuU4GZPWjCJlwh4dLqVBq064HC5lfRtt5yv5MF4MnBUGw5LhoZGNZRSEYLTrWQudZq7KkqGS2QSFkppSMqB4sKQBFhQx5QIXQ0rVQxgO/fCuC7BZM/eA8Cwu7EmsLux5vDKsrdK1lZtm/H0mntyYb15I8an38S0KeNCdglYAyOlxdcQg01bkJXmu6BRAggr4QcHSrI3tJz67CVURcBS0mqvqyfr/o8cX2FqJhl3rDMq9bQjmnGHD7jigfd4z1nJP2saCDAXMt8kbFSCFT+f6StngeGAVEkNSVWLpGvCjepn/DORi9nojGQJiWzkYus/gO4sxlZW7OvKCFByeCUqt4INyaucl0q9MjWoMDf6rPrOl0+G5vSske8MauDVdbKFqkJ0QifxhBEt6mVI8h6S3e8jAEx2hSHchFKnhbHqNGHPFD+l9LWrCqwjyvQYayQILeIvIFQYATQ/AZIVXXVGP3NmAdPXzB8/NihNlnN+AZ7H6THGXvL870Uga1lrhbTZViFtjtQcGBOIm6iqN9atvB+P3XVN2pBz+MrXjoyeXLX4W7TMF9kbpRRL6VUjlLdQY5nZcCH4uO3+Jvz0nciagV/w9zpBrmwELGejGlOhRxYcCKIPJ0FSA0a9NohrSwCcKY07PLVE6JvLIGv4VJB31gSiFD8vBvoUhadAgF4BokYGNaLjRywc39diiRlf4mwbXrW6o0DRpR+0mKmZtgsNFa5m20Vu+rIhpWkwrg0HipAPYHu/J+vmrIwBuktTaEQYXMCpUHklWhzjFvsG+tPlKtY388Le6qL3ti25eHF/tcjbOHZRIopC1TUFf7A8eOXP9bnaXuewL0O1y1cz5ztNT5bFH3spPP17AL4nnArEcrOXD+6rvqfjaf2SkXcduf7+WpgAHOaq+X6bBmJMGso8MRSYsr1DqdW5He5iNegBBgvuPgvVoB8RiH8bKiXgaADoH8my/+/cLwZfnXar/URoYQPcyIU2YrmtRLRYngFxRj1xv9/07k7//X97fOGQ3oQia/u+ip4WP4A12Pa7FtF4fBBRIP4YgF8D+DKA/wafthgEtCaIUJeAupTU0DOm8v9JCTcNQQBN1CX8AtHnKv8EbylG/gPGPx5JCQQpapOo3HAimEyaezyZa5zIBgB4Z2tG4033DyxT0CwKqrxnARhG+hQz3ttmvAgCssXVLy0gmVFq+TYkAOaBWNhkIJMsAAK+5yIahQwQUCJExY87AeOeJSY3KSbH9zeK/h5eKb9ctlbx/st96Zs7ciXuc0herCNeASgBsGjAZW58p2NpMUVxC4wK2xen3lzqa9StmQaZXIFggMGh7QfQ3dSNX6AWZPmk+DYSCiaJJAIGdZqA3R+QqVwejskxuw3898nAUWFRwei5nv60RQCgkIcYp0qv7nFxXlarbMqknXIWkqCcDWT4pUpVTmBobJrMGM8uAO9F+cdGLtmmzzzSuYi7tWpbeq6+72JuWn9kcxun3Zg20wOjPS6ZNr9VXXwRyekFVzg5nUVKhVk5QhKAo6xszsD/+O89hdh88gl0rhxfv9uqyk60tIr7UATiHYxuRoNt6hWXBmdwOoXLPjPnQsMtVdvPn9dNs796Vc1DAB4S11YXSeVa7GxM8pzLQDZCH0jwqRpkXtQD0VLxAAp1t+QUGe4s6FXP9dKMROmQcCxAAcNXp2epfdZD2I+YLA+icRoDsIp9XRZwnDUklZsojuUUYUabHnLoTCG7BBwMtyu2hv2csqwudO3pTNj06dSIrp/LTtOh9TBIsKng+TJgbOtsLQgQswLIsisMIbvCMAqifNtBeKoGxILqzaIAWQBo2Yaar4OnSwQl8ioA30D8GpVqLCXLojO2JAOjF0G8c7Gc9LGs0nz2k6BSng4ATlNaxhtfv+HVeTgac5hW65JdtWCfefSsyfXHvm+erpQ09fPXIPPkp9TmGEA+xrNEKkDmQoJqFMMPDl3IhRwzMR1+cDiEHhhBFCSA5AwXURuxGWMbd4S+UYAAjVEQ+kEVyLj7tRiw8vezku+3EAgNYibImi8odnKQ+A6A8MSliB8TP8Bh6p94CsNYhDRkw4NBGHBka/FXLv34/UcXA+DqDTMqK1zNgRzGGthUtbEbHTCjCZXwwAAzGFhwBkDttoa1F++9/g/XpoeHOTe0fq3crVQGA4anrN/aW/eTVTa8CBsSUyxmAHiCotCBZMWIiNQe6FrRrjnu6b1txtbKgrQuQ48rz4VJCPcC6mGiAFFNBQBGa3rWI/MvHS8/MW2BUNmaBpD/2Xdel/Qrcpiy0227irt7xGmNxZbj7wAAx4G7VbLt8BHZ0g40833bhiIUwg19pCqzA1HPLJAi1eptdVuX+RW0k1GqcKFs1tSKnpZDomPqqTvCVZDK70E4CEgkQXzuv/7KvWoYAfB7itr0Pf751lDUJuM4NNBk2GZcata/SqjESsKlIPn3z4AkDbAg1svcGt/GJyX/AeMfjyQFgiBW1VQc8pRccxALcoIFWqC5nN5tKATFHSDZVAIqAP1/eyC34+L+tDaQDUtwuQsatnhCV4AsbH7+RwYCQhpBAvDMiNJJ3gIiEdtjTsAkzxLZ2ONBOLUOVbjxa5/HP18kH0hl2XHNRSwZs6RW+UbVwbIhTs0dDeYbblE2kD6Kz0ucaIHLG3CZG3c33WRRyvyMQhoY7BowlzOFC0vgJCnNIFfQuPYLNwK4kfrpRgDAfMtxz/FvLryIuIJJcfcXWaBmThtoePdEweI0HaO0DmjHAkedFaUjRoA6euFSVqXLozBM0TuUrErR/H7hzH8CwMLRU8tYimIZqYoGJpT2DUDUorN66o577pr73NrFBUfNSpm/V6f0NE/PavCvrfr7MhAwE4n4j2k3qbU6tj81LHO5V5bz2gBtrhIdR1KK5QCwUj87El76tyukZ4wA0MSWd//Ov/5UXWjVIMbJ2z3LdUluVWULClgi0BKB+KahKf4ee15GVXZ9Bgeqs22kVFXfP+PqNKWjZTjDeBJjBx4mCnnOBpA5YQZRVltBrIxVmyiqBeJxHeYWDP28Ob3zQSqQNy9Ehyg5I+FYJkTJDLgGflyDHXguacXPGIDFMZLsTnc+LVWE5ZnsMJdDDxkELRAUoEBQpqCC2lnSC0XrfVv++SPlo4v7uWz5FGlrIwiQism8MIZSJdBwRvnzTIjGgzSCWM/iFf/3xQ3w1vU7RB9RHwBgT0aSgdE2EK/eKCagANRgW9UPahY+IWHZLGtR9pgBdYJc69vbU0k1nceHSxdHxng5ZoEBBQ/0CMKMAEKQoQNlmMrn6BaC588mudZYAEjom6tAQGEuCHimQN7rDykKXRyH7TwQf4I/V4doqlc5ogpnfFC3H8QjEu3nH+AwPoM7cBpTEIQThZBBi1w0YPnukpr9mI6jt7X/eZo+4MgDcPC4aeHDdYpVd6AecxCEE5nwQwk9NsECILeufdUF+6DR/mXdK3S+spvu9uczT3d8kzmRs6AN0bVC/P4F+oYcJKtQKkt5IYDu3ZdruN2XI7EzFIBzHDdGZdZESVinLpTOMn9917OBE9MWcCCgLw2ALmfYqi4c6Nhd0d0s9i45+tjs6jwKGz9TtnvO7luxAAAaw1PbjgSXdojbRRMuIgMzoI9RMilEM9iI993IvMgZthoG0rMdilAALrXOIFwXQCG1DlWw2x5COEgSL9BaB7SG74lSNL6PaEGo2RibBvpvk9UuSf5zI8i7ui3FKR4gaYXST0T+A8Y/BknCB88DAeLJwU9UJhV0mIzmEmeNzgbhn9GIWsbtiJ3QN4EvFy9qxg0gzHEbc0VtCoM+mRU0mYz/LCaqqklTfs+b6uKVNrlpaJ20ggmHWRocV0Ldap/NvWoQNiaBr87eqzyR7uKUDMPJGDenMIzZR7Fl6V94p2NpsVLmZ5TSAAMAI3YVRcuSFUiNisuvc4AoJwaQPiSWXasou4pogaooHR5UKkP1ff26GQ/8enkEHMUrXauv+4L5O3ceXxkOS4ZmTus/V1E64h+SG5dd0pZHLLV0mDF4pSq/jAsJzwhM0CXI/YICCFhxIFrafhEIX18IzhJbCUi7sdZqPwhV6SuwUnUg6Rgji1k5+UmesiyHq19zCX9DIogwIDr2qvn/DYi6ywd1YU8+kniD4tMXArBfsM5a5g8rBzUjXneGejgtxMrZjtEix92vP9Nz2w+ej3B915p2iRdhA4BRDHHxVnFBVABeR2IgnNgSSZ5JStmkGXLD6a1hFM0N02CBgEQBOuxjMPYciQCsvv5cc9Oo26BX2qWSIOcuUXXkUgBYDkEJhcYdgdX2ECdTW6S9Ch2c6t3BGluAU9TfpXw+D8T6eRnAYxMIwhWuW4loVVghXR4H4Bzfx/UiPvt6AEu3oWY3SJC1BiRobbaozdFtqKmKsZ6nUug+mKQCo+fE4zGV1GBbFYANuhFXlsuoHZx6spkuu9B2ftp7jUfzWq2DfenZMyvfbAgvK93zOQDwBtS2fZc/89bT+76ThjHybMdxtQXPxDnEWmkJYFIiGyMwgkIIAAsOMriQhfQI/U8cIB9/rS1IDYCE9IPZIOukBFEPp5r/eYqiUADyzrL4/pwGAtpZEIs4BxIQbULsuLcC+GWMdf0SNuJdmBGAEwowCCIIHXSYBwtGcMNuS82buy015wAc4KZh03oA912DFVgFM3JBYxB2/BVncAIB8JlDTgwv6D/hXKBCEAxY0JDAh9h9Svz+K/l7tGFsI8VHZcVNUAb7MnLoiq4mFmRfrwTpxw63Spt15YUjMZWyO8IFJXuD1xYB6Pzp4l9E1u5fj/xQoDCK77gNLLT4fESx1vPPlKxuQCeIocpyonJ+dqZ90BSQK0f0HoeQH1l41lo4R6JxZ1KpF7GxT+J7MGMMieOPR9bmTyh4MxnGOAeyJtIgfRUCqVp7EMDj3DS0fMz3mFL+A8Z5Gau4hiATSE+YUsRAmaemTIQDO5Y7clyJA83HQdztShBA7gMBFEKuWWFC/xfIohwCGR8yICYDxMTSSsZtvsuX3F7NF2tJ/iwmqsrKah45Li+/YpBNV2Z6R+gb1Z2+Xa58GmxYivfe/D1FNa8G8BVEXaZNU2XD2gFW4whARuuogH0SfdRJUdwChTQQ4S6aDM7QN6Y+OnDf9l8M4c0/7eA/NgAY5foeEhdMEjbAYpDNzYg4zwVE4LHI4rhcZHE8tu/dl1LRkDbs2jN1lAO199bVF6s54FqAqqOq0h4eoM1r+HtweKVqRsqF9fqQS1yqeqKbibBQxQcjVoIs7PGLbnThjrq9F4EoIMMghYsmQpERy3YAv+KvmQ4C5KQAhk0NQ1f9TbPcskK+34tYTn49gMsCKEzRbmSeuAI6g1bhdvQ48pkgK2evevbdHeBTGd6WWlccb7xMxBIJAPBfcDaoFhsXOzt9mkZN2eF8pq9awQZM2rBPUF7Gpf10dhdVUirOfp3igNngd9BSCUsBgMOn9xjVjnenSpvwbmjpYjkbDHeisAeAoS60iq0LrfouVzjpTTBShMp7bETl/FtfesjKaCVGxYBEJanHlkQ+O98X6/mfeGFALGlRIJSCfjTJsRN/z+Nb436aRAEgdJJaAKOudJ1N5fKqQFEMALRPL6zMa7UGckf6z5k0A+8B+BwAUBQXArBZp3HdY7WYVjJpKloWCNkNVmeDbtgTANAZoZ8Q8FuMhJiciJWWjKVR0FCCQxAhUGABsFCCw2gEhIutAmYQkFoJsh5/BVGL9XsgHsrnRekIN4Ao3lL+fij+b4CARBWAn4IEYhr5+6QQxQM+kHfViigtpYj/bndckGghnsNCXEYmgBCywEIGNSSQAuDAQQPCW2+JeT8HocJBnAPhLBv4Z2uEQP9pRg+qUQUWSgRBISthnxK/fzPInhYfaBw/pz8qK278emC+5swBE8Vxir89uLZy68rbGnYvrbEBMPxz4Q3ye3Y+E+PV62NzZ2wLrL04zfR+cF7uyekAMOAx21++fDuD4iSVT7txjptGLLhJaBhi4FsPYgV2/WPZ53ru/+vjJYyC1mWPWJsQC9zXIxzyIFbE/UVhEiLwxydzzr9IkuGlfQDyuWmT8nx8IvIfMI6Um82GbaiJcCMnmJ5wojJRDf3DavLxmuJBEGuIHlFQeRkipYKiNu0FsBwEZHpBgJccJK1hRMZMK5lk8334h/uLZI+z7rpDZWLra+RZmsIZ99SHzFNsymylIuT1jkj0suuMI+wxJosZCipodDcvAUm1KIgPwDErqy2lqZDewdLUPHnvxEp+E9meo7PePOQ16QMhpUOndNEZWR7P79/6ihxuB4N4i3+yQDPSL+LCHMLvWt5CN1b/1AIofPWZaUXP/eWK3rpDZfbdeyqwe0/F2xAUAG7j9vOoiRTf6KZzz8xxXrCoWH8g4f7GuQ6Ite44f49ChVWBpnSRb8uAxE1qPaJub+EcIDqGkmWSSWoB5a0o7wH4TNydZg5zpuXXu9/m9mqvvXy1/JCfv44ShG7xWNLni0rEInR92dtZTr/OFLJKvcozfsXh9KVrOsJFzDZmrViBwWsdN2wIqaQqmS/s019y9k7d0rI3N3nbwNibuGCJtANAoNljY5lwvWq+Mc+qylYCODPLdQm6sEcF4kFBMgC6Fjvrt6FmM4Balcqb1+4t6Xuyfvr5xxb/eDUAsBzF+cNKCYAvV0ibNaWSVk8vm+u80/t8B+KKgExG+Ov+zF1n+8no050rJQZ5GHJJi/vNgaZQF7Nm0++olmnc6vh1ZA/IeDIDSAPHSeVcMGAM2D05/oFmmyLTY1Vli4HQpDx8AAATVQPCpRXWKzeIletJDHF/j5+LW9793uH73twiWO47f6tbX79eizWIVwB+Sm3GL14tBNB94NYrG255YsdiANDJQ1KTe2Q68mDBDNR9+ytPa+7bt+Uhof3bf/vclNNrqizT9jfraafPGVArVI5s3dUyf6hF5fYL42AUJAd9qpiceghjqRVhVIMCoEQYQSgggQIyNIIB4blmgYDkchAA7eL/j5dXOA5PCv+I8pbPA6FWCYBcLGr+cwWINdnC/8/xP1JEFfduxAZy9okUD+Ita4AJKmjghxMWaDEMGZ8tXg4VQiBzpidufPoAXINoDn0ViLHoAICn0YdasNBiKvSwwAE1v0+9gHq8kJD2cQAkXWN8oHHMHpAqpzvHRYIfYw1tqedTQmo/8+hAYN/cFR46wBh+9JdHFwfkivq6BavYXUv5FLN63AMaq6EHhuQZSkVfwP3gjJ/PlUnCUgDY3lR7jGuU+FEciYdKqiyMA3yrQCzzlmNVSwyPA63r/vmiEhzKQKgnJEZlHTqhz4jOz1CQjuuvNFGb4j79d5ePyvPxich/wDiRiWwWk99QUstENfQPq8nHa4o28On6OG5jKk3xFyALo1AsQihh/HSK45NJQl/lZrsurl39/oy6Q2VJA6xsrHqRHzKnMuRVhSUKuYQNhFgFzWzOPhX8Kr7aj4GuYirg02g0AWbRnG7rt7924thzf7mCeebA3NGH1fv1M+UD9UVSx/glvwXJ4eqPv7v+YR3tfKDE2J455DUNPn9q/clT3iVp6Ngdk1YtomzF82BJFpahuJbHtrLGKSoSCbvgwfsOpcelPYy0EWMRVgGwJ4Dd5LzYRIWoEmSzuwBRKiuXWy6pb8ya8eqOaSNL5vfMXDK/y5Gb5T6HqAIiLHAGRC3qAr0p9llTWEC3bFu/4743txAu+XSwmIUHkYutIC7vEoCUJw5DRv3O/z3f1fJDPgAGh1MRaus2aK647lvrgU1jeaIiFiGt0tnL2dgpGT0j5svOso4utsCvonz6Z/R3Wxo6y6zDhQTPhLQyjfB7eH56+ZFX5hcANX9ai50nRc8i7ucdIJtdXL9TQNwcDXUxrKvL+t211l3Cd6OIpoxLaREW3vWtvwX4Y+1brtxQCwASiqOydbbIJimjwmmF0u60vbqVf5kINWMsWYud9ZuupxpBQI1d9JVB1AfidaQZxNKZn+Pr95V7Wq8JUxJniJIxMi5EG4JOAqpUkeMn7uGzUlV4Eg8AWBv3jR5k/C7bvGDD69+fzo2CvIct/Pcx404ncT7QESq4WCTrEp5H+B3hXJ9cNc8G4GjN1jfmFvZ1l/n1CjdmYG+HoSBtOnvxsZXFbx2ra1/VBsCo0nkfuCStvChbEj5YeL6nUu3wGbwGteP0mpk9S6edqMcvI0prNsj8ENZOBiQFYSEgAoTDyMc5FKAUUmTADg9cuAAlhiAHsIR/3jCI90iwbHeAGEhyEBvEDiCGJlOIaI55C38+CwK0JYjSUOT8/XpAQKWK/87JXz8EJLjxbwCwDsRifhbAVLyNUdwBLUaQASU4sAiCgQoN6EYJ9oN43vLj7zeFpEeeoR/n0J88ZWFcNhhh3TFgnH0yWbrIFFzj1LmyY7PmrAHgUAf9Z8t7LuNC6czK/vRs811vPJ+XXdPz5E0ZO2sPHl9YPWNPU5HK6buocTBtytbgyg35v1k2J+dMIQAwIaX/wUM/b4cPNiTLmf7ChPFFIUjsRCsAHKtagmNVSygQy7B4jdgOU94GyOQMQkEafm86QsGM3zb+4DBMv9topjZcbeO0ALgQQJ2d4LX/HeTfhr/+QeQ/YJzIRDaLD0UZEctEq4d+kCqjfBL/J0ByhaeBLKitICV1hUU2pabIX/NniLcSTM76n9BXRRZH240rWhICrIR2W8IZyJW4ELJ3DQ2ZK/MRAozhIdjUuVIs/uKF396w/uH1S38nWLocAPQ11zcbATyIKiC+jyZSenf92i3bqXVxZZ/V2M51fXGiz5paE09tIY5RVFhWYhseVRmEtIc3XddkvnX1xdlFBXYlrA9tRDRYMr69LeO4+OMVorMg7uJCEOtJNeOX5u57t8j7Py8tOFV3qKztieejVUmTFKMSLH3gf59B4lhKUMI67AUZOlpU4ON96PE+ygDouBfQAaCBukTAOACEIHMDONTUmmGubzBf7WNkDozviYpYhPS020D3+N32UFqQ0lJpisFgX5X84hk/p9QN15k/+1ruzUerLtSP3N30bLZUEzad/s4s3XBFegYkFA1Cobk2hVKxBkmqWI6Zq1yU71zoD1E/xbQjpsn97pe5vmdf/qZFJgs5pZJwZI0eDhjPZChGrwVRYA6CUBHuh5V6HDlccguWKck4TJKzO38e1qQXgQr6YO+/hIaRtpj85AnjPGufraT4la68HNtAtnc6bfKsUgdRTTEBiRJSNoxZrksQgfGJWayEfj+A+ZHPanEeX8TXsRbzAWIB/qz1tYXfn775j4jSwtyI6+cSabviVHCupUjWlRgHIeJcn1w1b3Cp872wO6S1FvV3H8QwbCcb5k9VyhjXnbOet9S1r2oFYDeXDCgunyq3ZN4ydMg6LVsc/CeATME7Y+D/9yMKyktAPJAAIoD8uxjGBgxjFAQILwaJJZIglr+vBAHiQlvDIFZlAYzzcTxx1mryuZjvLVjHA4jSEMP831K+bzj+XIFnXg8C4htA1g6AWNUp/mcxgDRchBovwInr+CDQAJS4iADC4BBEJRTQITf6/LyoQNYEgaZi5/twLohSKJrzY6cs5DjU37HluR0ZlqFvq9K8Fp9T3TPcY3rypfV3TXQdT2looy5Fvo+1mAtZc0yUsNdxFd3N4AM1KZ9ZORMZ/jUARktPdBr9ajlcZm2VqWPEVTTccdbl19ZoFV41ALzddv2lIX2mBTcA4D07ALZMAoQLEj/PYitjvnSsHo/VEYNCfrkb5vxG9LVVg2VlBdt/rv284vm13/GtyrZxWh0ALJF19b6rf9ECTKio3icu/2b89UnLf8A4kYlsFh/KBZKCb75J9Pl6ikq0/k2myiifxP8UolUzAWL9mAqSQ/avIO98TE3xI6hsmrSvcrPc51LlIX89MPXYfapj12T7rE5qgOtOt1D5pbl9euuadFfjNRXuClPzCqQCNkNjUELGkfgywpOUVJr4YQAbPBJaMiI3WChgAc36bx5xlDxcHqeozJw20HDkZP7iIovdfNN1TVn/te74yu6+NN2lpsxhr0exaub0/ityQL0EJHG5j825TeYVOQRgAcgG/9at31hr3rVnanKajdAnUXrOPSAp0IZAgG+keM4Y18Sp7rmWEmNcgQ/+GtQlNIC44W8HABq+4H3K37YCoDq6DLNN6V48/szisxg/c0yMRUg5ElyTpR52ZGmH9TP63z/UFCo37w8srypq6pS7Rg0nFl11Ytn+uStQlV3/1pz0C7I6XH0X385C0TWEsSaUmTcDeAJW6rvJAHmSe0raH0iiwMfT5HKz+/T3fevXaSOj6eVeVhXWST0yAOgwWez7NUsta7HzNKzUCRA6mRTAb5KOBVMKrrY40xAPgA358LsHQanTocqar1reYljgHBg2ajhKOtD29vW7b7p+5xrh/rP22UrK/9C6SHfZfUw2hzWq2hmr/H/C5pFv6RWYhX590HlWx3ojUPx19WfqK4LND4xKjAoWlK08eLnHzA6zSFyHSL+zkdoGwE04j6m4EST38ZMAoAr7JIgdE1cB2CVuaIg1DUoRSm/gj/EAAQAASURBVBoHsRNr62uwLbJpm0dtSoPbcShvpN8GkLgDgHPkaK0G4UTXUNqgVBpOFVcBkLXgZf6ejCBzjOL7PoFqJaJM3APgRhBw2gtCURGCOIX0ggqQ9yzQ5wyipmbF9B25/o2IWuZ1IIBa6DMK4INGyb3n8cf6QYw1LhAlzwXCKd+NaBE48Od6RO0XAmDQgDAaYMceSHE7TPBDCi3cUMCADuRjD17Dr2P6TtgjDok+ux5kfbHz/wvpGV+iKOxAisI+21BTddN6rAHx+r0D8l7WbMPOlvi4rxSSap5WgyhSY1nMk+51QwvThbFhp12MntEqHZIQS9tz0iorhpsPNQ1P2fVO95IFV2199xzy4cMyWKCOKbq0QZTdZKKSujJmn70MU8y3YUnJMRxpa0N3sx5EydIDKO7yyG7O89wfaUgHv/sJzVv78ME8/5+YpKLxUOuS0JAmr+z8SyWeS/b/q2xH1BUvLHZGxGaGmMgxSUXENzci1spXm+LzqvHao6hNGylq0wv8b+H4BxEF4kdANgCB660GARsfhOM+WZl0X+0KTn36595lLTZWzVVpLmtnVpyX9C0J9+Vd0faPClNzEAQIKuNO+0CeiY9MCPjZDLJY5/O/NwOo8khoiU2ZWcVKpCqOogb9EjlkXOgBl1QjZAUAAFSUDtuWL22vHx5VD3xmRfOy7r40HcdRVuXQsPvSs3bLX++SXLXzR5L/vnwAEpAFXwAho4jmhk8mneLr8OIHsAM53DrkcJt27ZmqwhjZIWKeM4e7l7/eWyDvgTxrLADsBKB3STXmbjpnWbsqf01OQc90j0TlTbjGt7ABhG//Pog1zHqbYusdy+UHWgHk9/brlI8/s/iQiLqT/N7inrVXmmPuy84y9KtMM/roLENvRo75QnBmpUkyxA1x6bbbqrdO9YdoJxNSOS9YZ03lQDlF7QhWxEJEA8MWgwClQRAe7wYewE5Ekr2DZAq8GEhxAOw6rZsuzO+yh5USIXUopGA9ILzzKojSe4IAo2T3ldAuhHFjpap4y/1LAMpnrUWn3wV6eESjGgjkZRQYOy1aX3/wzJQ7e1/+211rdr9ds4M/N7/4la483WX3MU0v0wof7HIV61Mx/s68P9r68xnrIR3r9QvPWINtVS/o71jzV+0tF8OUZFDHuc3nlDNnvK7+zI6YsWOiqvAA1uB2LAMNBhT/Lv6KQjhRAuBLwqEnDfPE1Alh/Mb08/Pedd05EmsAKdagnVhbvxNrN+3E2nXTu5p25I30+4VzdQqXXSnz663uHLvw2YHnr+025IymbI8HiR0gGUhGQYDqKP9/xxhUCxsI6G3jj+dAALgEUW63lL+mYLEWi8AjF8YsQKgpfv6cIH8vwvMJ7dlBPAqD/DWNfNsBECDeA+AHIIaF74uudy0IjWaO6DMZf69KNECDFxGAC2EoUQIHgvgTjuExxI/NZHuECSQuAIjOPcEKL1jJk8291ON8YpJqnuon0G7Sva71jkIH+PfB6Gi7zB+iJWGWCSlkBgCoyGjxX5l/ZAfHYR2uhQ1qtH+I+wcQAaLCfrSAv/5BAAOo77XAH3Kh9gqL6Bo2AK8C+O8MyuORgmV18LuXyLrO7de/9OwcmbUHSdZb6hKqqEvYSF3CC/zvia6Hn4jwQDwRZ63797rvT71lnKdlPAjgsyD8t2EQwLCR4zbGa7tJRRw8heSp0yZMGUlRpCeVG+zbINp8/OcptdExAkl3gFhZAGL1uAjizqwHATs0iIU8Lb7NDyuJz/zQdq7vocTCRGPQKgR6zIFQSe3zP399TV62q7WowH62onREAGNDQUgW99NZIyFKZpBxIXt6YLRHwzLx7s+PV3geudjDcfj156sz5lJyGS01cBQlk3AsI2eDQ5qwV31eNw1L7ScFF7MDgL7I4mCLLI7vvnMi/6WuHkNbsMspHX57OF+qkoY4jdwT8FMZh7agKhyAq+L6SEDNeIrIRPhzYquO2AI8QFGbqhKUtvFzR2/3SZSPOGS6KSwoJx32+Y20He9nTk2fM+u4+fT5BdGS3JKY1JkAkPNs4Bu/fzbwjeXcNFy48/5NGyHixc65yW5edOvo7Mwiv3IbajYiNtvRdgAbbJKMjEvyiqqcSitTcKInrStkYYZKMpbn6boyjewoTq+dWZwZGPI7240diqCf8chVWccNs2tE9/BOXL+IK97RIJuXsEkm9kM8JeQ21OMHkVLLqd4BEGeZy/H1mzMDw0XqsE/OQtIvfF7s7ZraTec6AdwLwhsGf28tINbM+PtKbvEzxVj8KABU6TJMBdD4xv9mLwgMMFx6Pku9W/Wjo62WVTYAhpf/dlfVS9ffRbxaO6loNqhmNOAKLIYeDPojaSnFz1gLYPQsPdt+lp4tUEYMAKpuFpRzwYI/AD+yQcEBoAAd6IUFdViGOgDA7QFKHvxn1o0XvzTnL+K8x3oQT03MnKoLrGJXBd9+eLHyvVie/y+SrkExc2Vezome5pHy/KdO3XsRVyMLq1B93jjHxEmpU+v8f5TnKvsi8SRxltdzSLT2GgDIKQobhfu4HuvrF+F3VQAKa/C16lO4W9WHBULGKicIwJaBKL3iPN8yEEu3BwT8AtGgdvFcphAFyAK4l4LsCwz/vwtEucxBtLCbHGT+HwLhpo8nKlG7Uv4zDs1wohk+ELqJD0TRiKxVIm57GogRw8H3XR2I8gBE5x74Z7LzfyfMvUxmsLrU12mkw4yekdL2TtrSYFVli+sXjCep1soIoBZJ7Lqbourq4LLMSGB35yxLw9TDlxezUolSxnF2JM6RCXnQJiIpK2N6AgYADmRqDXHXIPFjJmpEuN8mTbm5R1m+tJlRF2nC3pC7sOKpCk/z0xji6ifNr//3kI8y3u9fJp9qMM7TMo5AFJAGsrh8DcAqitq0iOM2xluhkso4qdMAjE/fGKNITwaI1j8VZNP0gXAI9YgCAEHGm4TJBlYGgIcRXaADIFbwRv6aARAwIQHwIEVt2jCmdXwSOYFTKge5DyUtTBR3Xu3yJW3V99x+Sr9kfpeD6+OrZyJuIQHgpZTdFLjrJVyYlXGcQwLW4JJp83tlOa997PVs4/pnyx8X1gOrIjSSQV/aHKPEWx4MSkYVcpbhQMlZSlLklao6rKpsFexJKqjmcPUtrbORm+VC8z+cJqlKGpKqpSGFIiwLSRQhlcHHnf8HKiuuhwzEMlUEQAkrdROIdfnXyOGilUBj6SWCm/lY3JMIm1AGCO+aA9kMe/FBMgXlcPWnffN78pk+szrspRkpbW9Ulu1vGpw6c9G8d2efPr8gWgb+SVyFDWgEAYWPgJQnFsbxGtG9Yc5NduVN9w8scw3JoDcHDyE+2xH/rM2KKU+Y2UG5PdfYf27+zPOlDW0luYx1Sr8pS/KGYlVHlsZa5kzX6ZEdMlMI8ekfiG4q5cK+MCUVLIDCtc0glkOBr3sGqeZnMkrIVqwBsAM/SBb4GSMRIJXj6zdP9Vxe7JJqOJ9E6ZNxQXeAkjkUXEivD7mmrLbtmRJ37ltAJGNF/H0ldaFjdsQ6b4cou07pMmRptVfZc3W9A05/mq/5rzWpFL9ou52wATiKXMxGYaQYmPgZJwI0yJrWh7PIxmIMQY5uFICNADwAgJwLSi2+HnOFuynvnH52D6KgaQeAFSB0FYCM883rn9hSD2wZ13OJX3D1+GkUUBUZui6/1lT7Wl3hqhX4ClYijCFYsPeC7gr/91qfNgLYzF1F8fctri/AieeTBWT8CIDYB2CwCPszzbh4mx0FxwzoaktDb+WV+JXlXfww0ItFoyBWcqGCowJReokTBCxTiK7zAMnUAsQCymFEPSdB/jwJ/3k/CAiWgexJ7SDgMMx/ZgOZk14QJe8VRD2a4tSuJSCpTs+AFIpTg4xDBgSYDyGarSniDYrjtl9A9B2KrwH+PIF3L2RCShzjVqpqhtxY5JfIwUiUDr9TmW7odX/2VI/F0+Uq6Lr1VlSNxTcHUnKN3wPwEAgVTFA6vCAKxoGYBpJWXa2JPIt1WvYgK5PUW+r7ZuQ02+wQ5khUMUw+Tz9cFpDYNjUKOxQyAwbdqa6xHcCGDrogo0kzZd5c++lMCcLs+bTqQZdcd01ayGHJMVE/w2HuUwFs4+QjU3b+lfKpBuMgFnEBiD8G4NcAvgzCL8wB8DjIJv9xSbKBquDvQbyAakH4aAGQRVsYKNGAC2rTRiQPnCyMO74SpA/EFA4hWn4Bfw/huO9ST5xUGTE2Ldpx4EjRiptXNS6aUjoMc4b3WEXp8NPAQ5OenAKAX7nssuTB+w4VD4+quLcOlKUvX9ruLrI4hIAsvagtOOS6fIDqYCmpnQ4zBkZK21vVxRcHaHNVykIz/wpJ0j8Lruh5YOWyyxfrDpXZAcCfo5Vkh7soKcumc6zUw0iUfk4iQaOmTAGgM5WF+fW3ph677+5j18Dt10i0Cq9CGZbJFJyyoV7fccU0H2WehikgPEBKdFomSHDVERBgFi9aEFezYPGJcM1F3p4nQDZsGwiP0IbEks0T6x5Vtsqqyq6DSJEqoDpGHU5DTBl4vgjRTwAUvha4eajW85pweDkQ64ma91n7mqCfchRU+c7mVgTEtJUYbvtj2NYBotxyMAJXTj+UJUewyeE36PuP53HeTlV3WW5zjpb26gISOTiKgoILBA0BB6MJe78/V3PhfaEtXpF5IgRJgU9KS51SLcNKpJXpgVFdCm9M8nmwFVXYMm62kwiQKmR6pvklco6VSJ1ScAhIlRjm9E1q1p8t50J6FcuoKWKJHABxQbfzbSTbvBMsfr5MZTFzlzzbThuMMoTtGf6RATXnnwoeOOXpehmljNE/dfzelLnst/i+V79A9t4DVjZHwYGyzW071VPU2dUMYDOeS61oCB/M3ne25LpXDuRh560v8N9XA7iATnAAjmIQt0WA+Gz8BGfxOwCLKODNuY7TeYffverWo+mLrU5ZWs++zOU7nyn6pqAI70IU3E1OfhE7J9cDuI9YAd9ALEjC6nd33INotc/IGsllUJupYW4HSBEkBQh4y+ZPGwZAl+ONCgZ6ey/mWwzoajWg42wfrjBPw/acXizygazPHhDwLAEB0zKQ+SlwtcV7SR+QkLZPImpDyOUv5o2/CbJvZICMI5pvP4RoBdYuEKVcMCjF1E4A4Zo3gMxpG3+OCmQfYvjn9vL3+hkAdSKLeNL9guOwSfQMHP9zFNH0esnGeK0q7LvokmmrfG7a2Nebl5WmdUgWFp7U/Ol7d/JGhbEDQIFErjF1CV8FUTLEouV/CqlLeJabhhOp2ov3tg+Umy8PlJsfS8Fh/9BZQIQA8MzWwerSE5367mFK3ZBbXthaVeRpMk/t2XPVla73z2bl439PXESytLi8hf+kcf4T80ePpwckcm+rprLfqTB4/BIFfUE3y5zjrxPe/b89sI2Tf4Wy85HLpxaMU9QmCtESzF4AD3DcxgCA31PUpu+BaO5rKGqTkeM+tmhgMlDzp5hROqsSKq0BZw+Y0N8pLJ6nQApizAcBUAoQi87riA+4SJ09QhhYChBOnWCJCIqOcYIMvBIQHqNQmAYgfTUpy3tHjz6jtHDkl7NnWFmGkTm7egwYsGmvSdMxluVL2tgxi/mMcY07v3RmltutYPx+GaOQs/TJs3mWIovjPMjGEON2lgCmFnXRXqsqW1yAiBrnOh+NxFrCi0A2KTv/rd06oFXc+cUz+XWHylpvuq7JXJ3bmzvo0Tr1Wr9ex/mUcjYka6BL+0aU6WqMxZvfM/Vpt0dhWa1+Q6eWMGqvj/Y3ns0YVgwMv+PNRe58wnGjQPrkpwC2goybuSCbbbyMqyjxoLcDAoiNSsp3OE6BrMjC19ekNHdeUFWG9dJ8V6ZBgjtcRmTqKpdI36UvhqeXFUvarWfDs12bmQ2rRM1Hsl9wfQ8BAPoVJm1QInd20hY07YTZsbWnMtTvNyimaLhNL1Lb+QDKmGsDgAo+gwcav0bp6Z9afqmhs7u40qrO1Rep20PT/M2tmfIhOSOl7e2qgp52TVHOXPFD5nD1zY6SJ9NCrsfClMTOQuKQcOGxvDEfeJMSb9xyNpgbpGS9Zv/QMQCwy9MqGanKIAM7XGe65qa12FkfpxAmbqyCxLnQXaUa3+nfVKG4qttBswwVkCpVA7R5ahZja1Rz/kIAXFF6x5lvvv4Hy4H2FUlz2RNAtWXNSvlbF+9UvpBvoobMe4PXGlyBtIfXe7aMCzRm7ztbcvMfdi/Ku9x3DFEgWwSigLfylnYh+DO4bc/q3SDc5cKaKW+5laPBdF3Yrb1+sO51AIo8pueOdlXxxbqsVXb+HOH3hBVJviJnzHjeibX1SPFOb353x2oQBTfZNQGyfttB1vMwiNHFBGBIi37dCEq1UgQNQyhvMKHZBnB1TtiWIRq42QfikbkK0bVd4JA7+PYyAOAu5R/veUZz6vMv+293AktP8M+8hj8uE8QiL7SrAfGW2vh7s4OA6CEQUB0Ced8ukHffgDiwLPQpReEFkP1FoHFJQYJPBQqMEoQG0w5g/8rit9LWVm572aQazupyFvhfufhl5oR1QT9/jQilREg9SFGRcTNeTYVCDcu0mQIjrnMDM2+g03wShqE9yqEgc75uTismYVTYREXX+TU338GeXnv3gz3Vi06AeCKng3ibc0Fw05eA1GAcSO1tT8hpvgHbsTlJFpAJBhgKAeBZzTbJtAPNxT6dUukuVWUV29vtOe/0a5jFKssXKodchzuLntxzZEgfcw0xthji6m9dh47D715pHFBmOTiKhBQq2ADTR+eIz/u3B7Zx8qlIefipBeMggYoZ/N+XeSAuyPsgC4UMxNK8Hx+PdCK3pAwzr6xCwM/A63JgqE8IEvCDWCQsIBatMv7vPJAF8yqQgXIWsYn24xcSYWCVI8qpCyPK+wXIwngeBFxdQLR8fPQ+U0vCBnTqXK5lXnWvsbEls93lUTIKeRiMX44L72eb77n9lG//kZIYKzbGn5yFALpzzG7DwKDGAQAKeYhxeRQG8Dw2xJU/b1EX11lV2UEB4DEuqcGYF2DMRYEzCfaLj1KiwEcC8r6qQaxKcpCNDRxH2UzpXjMA3HbL+Uq3W+71QSezB1mbKd8fkHJhjSHsVncCO8eK7hd483247p75OL6Sg2TIgKFzJowEZn8eFVJZJOD6c8jh9olOfTNFkxMFiBNeYJMVyMpkBh9xObU9urBHtUqq8Z1Oq7Jc6s91Nh7RVKmKVEp5WYbx8PG5NjS1FGNNddkRLF1Y5byYcLMK+AMBKIkVWQQ4g5SsV8KFDYbDDcs9j1NgaaVdnk/7g70+DsCGTRS1mQfkMYuuB1pGipDeCPuZtGyXLTe7zwbAzEJmex9TD+X4+s2FTE9lpbtlRj7TNx0+KoaOdV4/oyqLsR0r9nVZxvLGbENN1cKanCKK5RZwEspmeN/ZoGv12FL1YTKJbNwBCuJ3oQt7BC/FaGTsJC9AlTwmQ+RCf4tw7YMyX7h3qufyYoT9TECiYBxyXaE64G8GsLmiqqn+wJYkVf6iwKAWwGhdcJW9LrgqhgO+PomiuRNr66e/fW6HKt33bZkqaKl8pUWm6AxeMvcOC+faQeJb5oGsiTQIKJQCkE/d0vKHy3cVnSv4R69UYQ8aAYADWIqANK9VmaO4s/uF/LqsyL0ADijBYA1FiTNXJQc2PBBP8ASSbCtrk86LKd3N5CqxIp5XwpwzgFio5SAWVZUDBWEl7HIWylBAW768KMfqnEq1aChJS/9LtdR38QuunqLwGsj+5gGhlFCI0lM04os+5//G9OfwDQDA1bL97MHQ8tv48xSIxjr4QMCxYKnvB+m/NpC1luHvuZA/zsd/n+zZBOnEdFyFGkiRDRptUONNUGiGDGQf8oIEgfbdVLaT+/GiR6t63bnKxuEKXaZ6UPaTJb9Q/erojwPH+xZFquyKGx+rQA8QBbTPq79WnUf1VhZJO862HJ5q16rdnXqdg+53p/nGuPcE4YH4BlkBLaHnGixXcW+bF/9+5xzVQsP7/7Wl7UH+mv8F4nUHgHnUJbyw+t0dvt/84Qeo6GlWNVnKfd//1mPYtXSNCikKB6XiXGMDNiM2x3gtdSlisR9PagGMFp/umhVUSBlGR+spDn5OS1EZzFDn586+7ntv6tzzFbVN+jpu53heus4OVWGlOTBIO+V6BgACEgWdy1gZ4ZnwKQC2YuFeQD217oMrOx+XfJrBeJbo72QLoyDx6aj+lbIdxdNfBuPlEA4xcNv1CAWJu1WltXPe+x8UDqSoTXNAwJ0MpKJdFuJ40kiykIjc9y+BLNB2ECtNBaIl7NNBFJUnQawkQl+xIFaWsWgdCRsQRXFmqZRjXR5FpESzQh5i+mxa/fVXt/YjzoqN8SdnJwCj1aa167V+ldOtZAJBGa3TBOwQAEwclcOKmqpRq+yRrnrVlGCAchpzg365ktM/+80Cy/cOJAk2/OhEcPtWgWxaDpBNcRlI8JRtbnVfz97DJQYAhhyz29DbpB1Jn8bl6w1MN80GRllQtCrMZGAChZP457hXbKUB0F96TYSGRDLLWKnnQJSsNgBPAXgKORwX19xEQfZkFtgYa3uOr19R7mmd4paqzLqwp04X9ugXOM7ifKO+PLNIKe8xVtDvnJ7X09qTMwp5mEbXyEB56XB2L5snZ0BLJWBZA2V3zJBe7PiV6scdC/KPn4y/jiHkahhSpC9u2unSp+dw4SFZmp1SSuhQh+8oCGioBVAfn7KuA4VnFuI9ixqM2LoWANAjcLODlJTxSmk/HSbAPi5FYOEAbW4boM1RoBfnjRGUk/YvF/RO29yc7jfKDUPzjYslTLhe08skS983nkzsXYwTTJvMe8H/3W1VZXMAjhYyPZXqMGNwyzQcRJlxxkn3WXjTdTv9t92ydVmO2Wqw2nLsW/9+W+PuPTVJAQ/JWFC9BnzaOfORh245rl5okWnYrgpPs2B0cINYwwUPZi+IMQVVv2hcWvWLxqXiNr15tFXTy4QAgANlM/mHomu8A2aMYBnCcGBiuarH8h4lfRfm0cFjiKPRIXZeCXPODrJ25IKAY9f7uCWwBL+RZ6v7vNWWtgw3o00LBV22ZUtJnAbhrnN6kH2gB0DxLPNZ5TWF++W/O3l/si6OyPWKt5ceDC3vBzH8aEGUACG4UsimUgTCeRZiM+wgNMcSEKBvB7HMsyB8aSf/+QBFifjXP0A9cmGEE2H0IQgVtPgqKPwJYTQjDALq0wBk3zZjK1wBHWN15xokFBe0+42shGK5L03/37TjfYvsSFFlN1mBHiAW0L4WvPn4/crHl9WHZ1wtzw24acan12ld1JN/itCsJqoQ18oKaIn22swqzs8yXIAdlJrketYZeuC50Ffavt785wD4FKwga3DrTe/u9N/3t99eU18yA7b0zIsDhqyF9/3tt+BAHdq9tIaMu8TAxlTjLSn1aYKBkYUAumkXY2C0SgcrldASlvOzUgkdUsoY2sUYMHEqyfYXC752xYPNP5+iCwLDigzQYV/aTNf5FvDKxacxl/eHTGH8scinGYyPJdQncVGO21hPfcHVgYEuA4IBA4L+KHVAQccfLlYYHkC0Ipp440+6kPCAfAei1vVyEJAxCuKaFFJUHQChMOj5UxsB/FIMXOMzofz2oYX167/x3hrRPepzstyB+oZMm04ToJ1uJdGWgzI61+xm+GqNiVXDxgbH2wFseP4vV/Q8eN+hKn9QqnR5FNTSBb0tSAEC12Jn/dy7v9ezaK3dnFnkp0etcvs7T2Weef9AWgSMjXG9DyOFIH0suGPdIIqODKQa3btFFgfrcisfBlDV0pbO5WW7vGbOs0ejocwhSmagwz7G0SM9fatpTu3yJXf8XAhYjfRdEotmQu5qK/UD/i85iNtekKkAfg9i4fphXDOpgZ2IesP1oXPLHxfuuO+hVTGBhineYYy1vZDpqQxTEicjVdHgU2apWH+77tJA/vfuX/R3vPylGgy7yViXSxmc7XY+PONX3VKEMj+neG2bqF0DomAs5jq6sMeGAI46O9ibDUWUymZjff6T9jOBZo/NWIwsrQlrYKUKAXTuJP0Zsf4kAaUPA1iTz/TNDlJSJiBVgoWE1ofcTeBzGsNK7QCwHTmrJ6LM1AIYHVhhtkuCrKvw1Z5KdbfPPDLHmKfptX5XXGAnTsHqBCCm2BCZjNU7hSTzXvD/u11v2Ursz3dZ2q2M4UQObTfcOeWibpX5crGha0Ltr75uh+++u397jd9POwcGsx16rVN1/92PL6PAHUAkcUy03zf9qHLN4JDZf+zk0rOnzy/ghhQZNlNgyHAhbWalCIxXgwDAt0WXmsOYFMtknpBMyrA0K5cEWaXEz5gUw0ML0+3F/9sDAJhrP9WzN/NaA4Tqiy7MBg3gfZzF+PnpgTG8R6mAR0VPMzC2wiR81wiitDv57439mCM9gu97vp15b57dKQenSOOuXWQ9WlYaE6fhADGohOfnvNe/fv7viod96eHfLL/fccvUv79VdKRrIZzY+7Tt7qs9nMYoRTgkRShkpOxZiBpG3Iha1SUgVVNlIGNCWK/TQPaQfP47O39tCwh1JZ1/NqHcfFSpuQNVeB/H0Is58MOIMCgAHK4DhWaEQNYpNQA6R2s1DHiyHUyITgtzUlkwJFf2uvJkhfouFoSi0jsepzsiJqrq1atveSLDMZw1pM+wbV15W8Pj19x/8Fb5q7Nzqq36jt1F/qdevLe+7tCqmGrMcdVJk3lLCum5BgsPxBkAoJQSx4N3vrfY2Zx7VnScC8AbGIH7ur17bmhVlWpcdJq/u6xgSaZrsNuvoHFb3dapu5fWHOKPn1iGIxJkn4r6NF7fdAIwMjraLmOCKkmYZViphJaEWUbmD9GMjrZjgkoJsSKv+Jk25L7n5v4di6Z4mmH2Dx7I8Q88LaxlqXJ5T1gmkSDi/yf5NINxMXfYEPedOH1f8sp0/ypR686heDrZwC+ftwC4AgDAhpm4I42iv4dBXIOL+P/bML6FuR58CXCQyZwF8j6FoJl1/I8g/QBuFGeXSZYJ5b6HVq0BsOPGFS0rbMPq1S2tGfjrjhmNPkae9fAP9mfrOGDYrgatDKbNnN5PtOVJFgkSrPt1h8pqQyGJ9p7bT+lXXXPZkZvlvowxJubpXUbV6V3GmOBA8JbKFEWVPooJ3gkSCDsIYiEygYByGci4mwHg4fUbj21fvxHbYX1IAMCjYNAIQG+1aYq/9a3PqVYuu1yWNGB17OI9gohTnL0JEqhcgrEqMaYCdkRi3vv6b7y3Zv033pvIfcQAVDrMGEKQSkyB4TRELW2NU0qHAUCPQbcdWqUKHj+DYJiGRmF/3r+uZyO9SY+xy1fHXEcX9tj0NDo97wOuQ9ZDAJBeAnPWVCyT0bFWUHF/JuNtbkNNizrsfckt1VAyLmzPDAx3qlmmAtGiKkYAG2Y5Lu44r58Ro5gmuc/I5mpdlW2zrsq28W3k54soSYIbHHEAWUSxicr4KSSjknRjW53U+uaus2UNP946T0JLXLJspYNjwobhx1vzPW/bXosUlR9HfvPgD1DfMAOMXwWFPIDBkUzQSh9+8+APIIBxsTLQP5BDGQ2j1M2f+cfiBf7jjRmBIc2sS/UFI3JjHtLQCCf8IHNqb9ylzrhKNXkH31gaASg5b/Wby//QejXdzwjvSV/EdLEuedrDAJ+xxgslOnEIPTHr/lhWwTEVrqTAY4hDsnR2GOLqOQBx9IoDIKB2JcjaTPVjTrBwZpmq37PEI6EQRgYDgpUj93kOBExbbp32amEgLB9RygIjZs3gSJGhqxUqlAGo9g2odAFOoQGAdMkw283lBxCt4OkCWaM4RNMZyvn/xbS7MkQrbwqc8SEQj3IQsUGUBkTBYSGm4zQ06MIe3AYWLNwAcsHy7VAg3oCw1Z3roCg2KxBWqAFAImFDeoUDbfZiOcj6aeJTP6akEwGIZCySsOGs4bT0Qb3HqfrxK48u/hV+dPT2pX+uA5CPDdiCq3EPHsZqFALIwDEcwhQ8llg0Lc5b0klxWMAF2EHhcqwrRHNSaXwsjk4bdK29q/HZ0WlDlyQNGZUuhCDzKDQZ6aGRPpda58kZjhSLSk7vST7ehOPFMmFrNoAN7XMKeqYdaK6iXQzjMar1tIuxywNhumVJaUojVzIhVuQ19wJrABNVA+A7AA7CROlBxuU5AE9iiPv7RNqLkRQJIia4B/6flk8zGG8HAbEZAMooapNCxBufzv8OgXCwP06JWiN1Rk/kU68rEHdcmehvD6JZEfJAFsHxLMxV4EuAg/AADSAKyhAIOJsC4iocAsmy8WCSvOtJN+37Hlq14r6HVsVn4VD/8r+vHPjCmosVfDaVAzlmz9PiCfRBAPH+IyWj+4+UnJvIsUi9kPmQPPd66tR8E9fOtwO4mb+OAdG8vX0gNJXzIO+CUH+SAOC7v79afuBoSfBvz7yaKmB1ItaPIURzS78JskAWgigJWqSqxJgM2E2iTHuK/ohYBUOUTJIWdBYquFAnyFhRAVhWnG+/AMCI7Wd68M1lVQiGlfD4KcwpaKkLTWdXhd9+eLE8Lgd0bP8nWPVnfwG2f9wLgAfxxnzM9o4Ai+6esBUUAA/Qg9SOzOCoMJaWIUlO43Jve9V5/Ywx6w9gglSgocLye+x5ReWurDxa4XHZs5ouNJg6m0fHu9cYSRyz9UhSmTWTGUwbpDMTgqodf+27KtDsPqaab7RIdTJD2BWyBy44L4a6fCu2bakRv4vtqWIbKkqbVQB36MKlWVNdHp1Bp3HZqyrrz1aUtqhEh0XWFZr2251uvcoy1EN9YXTbClknywT9Epg9NiVo3AgKu+FAnS0vI615zpSpjJY20G7GXn66pUc1xMTkD7euyg6E1NKWOd+v74EoM8/6E1vq1/Pzjwd1YkNH0vchkg/GgU2azo6ImF7BW2Sf4PsjC3wBni5nfthIj6rk0lDrBdvMyoqMZnGMgXBP5+fnnDR0OfP9FMvRM80XGgAAJTjHXFDcqKK8aT6Olhglo6yecsqeZu4Jgaz5TkSNVQb+mj6QVIV5iNLuMhDNvKVGFJAr+M/b+PPEKS6rKQob8TCqYUYlLDgLBdwAOGghRT8kIGtRCGQf63rm7N2O7877XUWWpt876M1U6eQuhYF2UM+e+7rgDdaB7IfjZT6pBTDKSqQ2v1ypclISBgBuq9tauXtpTQBAJ0g+pNi9y44HsAQXcWTM9W57yOq/WWqS6ymlxMG6QjTrCtO/G12zTTHP0tayrerU/qzlv3/XfGWhW66T7ptyre6bqv8JMm4lfdlYHpL5Q/5RuTE7e7S/15oRKRaVbNylGm/jUZ9SihAAPlBurmWllLb0RKc+p8nW58zSURevrXAMlmZexhhzOqWYqM+DVO0Wix5kvVwGE/U1DHF/mlSbn5Kc35+EfKrAeBKw9wYIj0sF4GGK2vQogK+A5xsC2PExZlIBEBcsYM4vhFTuRTioRjhkiVMYhKBKwZKwDFGwt2UCwLQQ0RLgy0AmNgMyWXbwbY2Olesbk3OZte85XDZad2jrF5M1NEYxogRAPJlj4yTVQubGZCb4ZLRzAq4fBqESGRAtBMGBZAJItF7EAeBdeza9AGBojIDViVg/TgO4if/7Zr59waooiFCJcTwrQ0rX/Hg3EZ+yS8KFGZoLDEuJs6IQfICZJcfFAdiMI221CLFafH6uHldOcSBTdxnA9vXFW+ph/V0LovO5FlYKkfsm/b4DwLdDoEp8UhVrX1XYbnxW2xj8wSV5oNmTr8uGcuoNOFSxcsJWULGIx5IBKXIaT6D+wPZMZvCRYl+3WR320V6pimlX5dsG6cwImKMuoeorluKVHn36sMLrdoQUSlXXnKWLwXHHTF0tE7nXVGP2AZDgRzt/lB0ASn2d+YN0ZsLGHmh2I9TFtLm6rBEqnHyKOkterF4JspZG5kIkh3uidFaUthgrSlsOiT4zgHjeBImMr8L89obG5mmL5x46k5V+YkQ7EsgIuYyZwSJvZw+CkGMh8HrRZ/YVNnY9JmeCLnCcQ+4PGXrLcvM7pxb8AARARtb8wasyn9cdd3+QNSIpuI6PMwAP8PlsKh9KRDm1s0D430aQMYZ/NH7O8aPFv9bqFE6f1Z1jQGIhGDeAq05Y52WVGlttc3NOH+UBO1AE/5H+xf2+NpWkTNqqbmOLJc8yXw+dC1/BgFjfe0XPvpdvqxokG0gQBPwK3r0gCHgOg8xdB//bB+JhFqe4LAHhnHdiH47jq1iGJlwNDYagggoaKPAP2EH2MxUIiP/uvo4V9SuK8NqNZW8sLNR3KdrsxdRz5+6SXBisZhFVBiwgho2xQFkhgO6ZrRca3q1auhgAnGodY3IMm0V9lwj2bFCgFvk4EkMBjVknNnJc/e/XlzzMOkMPBNq9mVKTYjB9fWmLbpWZBQJ/33Thodr5uSeO3GS+shAArLoc5ekFV1CzDl6QD/izXZphdzenpfKUASbt2S/c3wng+jnSk7n/pfz9QF/vnupcSf85ANu5aVxS6hMAXHN63yNf++eL5qL+Troju5B58cav2Q7MWTEha3ZknSoFyWkD8vLzJ3Jyavma6O+HAPyG/+xJ/rN7APxpkm1+4L0nmSRkpkkSNPtpkU8NGE8B4OQgFuViEB6tmEvbD+D+j/k2kykMf0dyhUHHn9IBUlpYKFnMYWLAVGyRM4AMaBrRRWgiA/yjdJlNRuMd89ixqqoCSRey9SCW44ne7+S08xxuO6xUC4iFKwvEIt7Af7sSpPjORqSwrq++rtG3dvX7K4sLRrPyc+2m1k5jv3VAH44JWE0msZZQcUW8EgAnQVJuCdkVQoivxJja+j8ha24qiQGoQeoF/h6ENGweEMvcXK7vIYj520meLbVCRL5f45HQvTaFKV3BBbh8f3+G6/rytLQ1y1kAm9dYd9ViclbQqMR6MDhMLKdxYl9Yd8EnUcIu08EtVYNmGSxwnIVq1B/1YwC1HqNpSDM6SPm1esiCAQYA7JbialNXS7Lc8Mkk2ZhVgICYGJBhCow4kCSoOjwYSLC+yYvV1TKTYggTt1RNqrIrn8HmaOHvum73KDVhzi9hCkI9QzqZxwMWNNqx6IVX7rDN3nf22HWvHLAYB0YNo1lG+z/vXHnx7IrZVTuxdnuK+0gqXAaFpnC528ZmXtUSLsfrgTXHdgXXjJlnmgfek97AJ8BDFt6ZkK7RCbJGM2cG5jofPfpDfGH6X0vKjJdDTcPl8oqM5s3ULzkgOi921bWtLLl/weOLlFJGB+IF0wMw/rL1Z337vSvOgFAbhdSC2fzPXkSDxe8BWaOG+M+rQeJMLvPnyUHmrzAHlCCW83dBrOVC8HMJgGtB5vcsHEQDgIO4BkuQhlx0AvgbXGiElD/fBuAZALUUhfXACv3+zhU2RFM1mvjjwP9vwPh7TCcAY0V3sw3A0QulMyslHGse1mcMACTQkbqE9UgEezYYExI5JMzv73y9rWWO9vjRebr3Fh13Lq7KkA/ldrYVtbUwlWv3ZK1Y8ODMTZXCsenMCNtaXCZRc14wZ1X2yo4GqjvT0vLLu37aunfeyrkLpMe8v1T9xOfmtPK3gquKl8v2u4ukXRtgpTZz05J4VUxUlTU9CxdKZ+FyXilyh6145eEvI2dkgNCiJinJQCr/1WSAa1j0998wxHlhov6CKBhXJzlnPEm592xDzVcBvDjGuZVrsbNR+OdTWg00pXxqwDhSA6hXQRa6m0G2PwG4JaNl/EvlAygMPpDnEHKE0yCAYCJBick2RQpRS8ZEwMRH4zKzUlXPP169ZkrJCGW1ae1b/z6rYfeeChtSL67x2rFQvCiPojYpAXwBpL8EiVRVBbAo3tpPUZsmCy4nr50T8PZdRN9v0rzwCVZpK1X1zG80liMnCvTvN2YOzpoxkFs5ZajE41UMzpxmS83lSwSrwvMUglin4oM1eyGuxJga7O4A6W9hgz4HogSO75pPLp0g76UTUaoHDaI8jDWGx1OIagGMjiiMsyQUx7CQMkGKpYt9XZYB2ixY0D5cmi3Bg2GlJprTOCpRRWeNivX7VQH/WfBAvsNeUHqye/4Tt/4UHQA6cQ+q319167krn3t0EQD41TpGMzoIig2bME7BKiHos2QZvkynoW9mLS5VXB9RGAaRmC1Kr2L955AkqDrQ7AHi+ysMk+7W3Hi+duq5wCsxLqnmHkaiWO2WadGrzD5mVWVjbfSomPeSm90XULt9jDFg75UH2Kinkoag8heeXTG77eyK2Smz1kxIeE5xhbR5tELavOtK+RH9OvpFXimZPKDh24sFNHwQW1wlyVQ85EKQuaUBsVcKBXxoAGlnBubazgzM9YOMd4Fa+G0Qhd8GoKGunaRsvKv6+bwiQ1eEvri/c4WgiB4FCdIvAfGyukFqWCwGCVa2IbZw0Vn+XvJAjAo5IKBLSCcpAfAwx+F3ImWjGmR9FvKVlwHIwUGcw0Fw/DUO88eZQMranwTZ64wgSQWk/LkMoi+D4v9W8X0z3p4VGVcV3c2Dyg5G18fmGh7wPuLAP1BLAcD7PNjrgAJNqIQHBuhBoR1SjBGjIgC70+4Fo6fdC46DcNnT+Xdy/XXX7ovchDzs55Z37fNnuIfD7xfMwE+v+RWNP+EogM2Yj1oAA/fRv50V5BQqP1SMAkH6ZHi+BVb0nDw7/4lb7+bXhVjlrTZnZKA9Z6TurOh5DRgHByTLmnTrpZ1A4th8hD+lHRMHrs+ArO0SAF+AiXoMJL+6IP9MdV9jyFhr9pxJtvV/ivLyaQLjqQBUPsdtXAfgux//LSXIZBWGV0BSOin5Y8+ALGzjbkTiCoX8NfUgAzAminwSbcS4zDBRkMODvrxsl7+rV0+ZjF7Vj7/9zmIAR3fvqQgg+eIqBs9mkI2DA+FhX48oEJ9oVdXJgrIPZhmOtaauwcTywtfmmD3tVZW23guXsipPns1TVFX2a1csbWc16tBYAavJxtJOADfy9y54MNwg/SZwRIXnSHZ+Bgi14RCiVrJrQTbPDxpAsx3E0zPM/y+Ujj+GscfweApRIYDuECUzyLiQAwBClIyhw6I0XR9B5hEAk89gklh0hwIZw0ebhspxpGNxVZGxUw5SSMmINhQ1X1Hjxp04Omv31kqtzWqw5xUxl65fW/fysb0p71Uc9KnUoDfog+HdJ8l1Kq6Hrd+d6WLD0opj3YvWchxlm5t/qqfI0MUiymuPbZsDNlGxz5n+X8V1aTXZgjFAUIrNAAa2oaYqGVVlW85qgOfl5rzVr8x/ve+K0uGO7a4ubZ2u1fP02iEuhsoEoFPiYffK/exMyEEjDAZS0AgiDQwOgMyfD+ypEclHtzmbUiizJmozD8gnci0fgGtALOJtIFZrNchaNwzivRUq3pYiWrlzEGS/WAzgaF37KmVd+6qpeA0WEEW8HtE1TxiDLIi31Q6iCMv49jpA0koKYgMJKr0ehIbC8vcjAwn6tIIAUHEBnqdAUud6ER3vGQCW8vdqA1l/3kY0K9ICkLEUL0EQA5WgAAgePyXG27NERaz62OzqvcFri7YF1l7cH1rRBuH9vIQd+AzuQBOmIAgnMuEHjTT8CX38dSOxBim8GHYQI0s//yw0ACnFsVy2r19S6r7svWrgkL3M2SZThzyaZzO+zkANFYDN3AtRy3wOZTUMcNkOAFBQAWbYm5G9/93lxiKLaF2IVd4mbSBKlTVpjva4+7R7QfzYFJT2s6LPhOdOPjeGuJ18AOf/gnilN/Lf+EA8Lw+kureUMuZaWxMB42uxkwISLPyfR6w1f/JGtX9j+TSB8Q/lWv+YZNIKA5+i8AM9lziLSRJ6zHjpBRPaiLuvJAUXkrZXC2C0qMB+tqc/bfHgiIbhODC3rr44e/eeimYkX1zF4LkSZDOgAFwC8FX+8yAmWFU1lVIxxvN/cItq1JoqvGuxyS3ZQlAIoLuidJirKB0WQDsFID8lhUN0XtxnoyDvyolE63wjYpWwZO7afJDN3g6yODMg1uBkm+bEhCyudSBZgwRvyhm+3f4xzkw2n0sA5MFKvQACOuQyLmRnKYlKwrGMjAvRjJS2ZzG2kmJfVx4YSiin/uFTY00mg0nsxm0HAU4MgMoL1pkwaYa4IW+GDUJQaRMuIgMzmpfXHGpeXnMY0fE2Xt75yHUGGtFQOJ8orRe2Y5pyQYHuzJHsWec2D3Hynt1TOH+ostGgDiI9Z1e42dq2kUPSIOX4lJmiDT0DJKiPA5l7vUjNHa8FMGo+YMsu3tq5zJ+hlLrKNH5WKVmia/VoYaI2r40PcGyiqjopPNEATHGxUOkk8FUCLYVcpA82zN53NuPaVw7kp424MgcKzQGvVv0wfsHb28ewUotkcptzXJt1HtQfY/AlAMsowKii4C6Q48JNGryjkSSAl8kCAQ9InwZAQLMr7nsLyNwUKC2Cl+kq/jsfiNJtBDFSPAmiiK8EMV6EgAhfOx/E65UJYmXPRqzRIAACujMQLSYkBGqmA/gKRQEA9oFUiP4qyLjwgFi4BUplBn8dgbIn7gMtgPdAuPJFINZ7AGCQgzeRj/lQwQA3ZOjAKIYRBsYvWy8EzuaRQN1OxCtDj6EKJ9CDVTAjFzQGYcdfcQZnSOpfvopoMhG/TwOI8gSQuXqMoyTTzMzA/Bt632TLXS3KLjo/8GTevY6zxjk0/HCK2ukEYLRyOXY9nCon9EyAU9BBm5zOTe9lhkZF6wIRYTx9EHyTVCGcp3vvqtPuBbvijk3IrYzxgKuJugrAXxCl1ALk5pUU2TNyAHSNcX/JZYJr7QRoKJ8GTDhh+TSB8U9D5acPMjg+kucSQLUIlK/n6RsJWUomkvVkEukKI2BzYFDbdP5S1nyrTZNWVjTiB/CbZIA4DjzngWwyl0BAgJCVwT2ZqqqTSq+Yw9Vv2bZ+h0Xf8+002mlxMmk9PQ7Lk+vXxpXzHjvjykTfdcrjxnkPkfNcUo3ZLk+rpDjOzFHUgE9Cby33tgvZLw7wx6tAwO/zPEBOdt1MkA1X8EYwQUi8IUo23SlP297im19nVWVbQdzbqSSGt8fL04gumhMdw/HjvgSE/3oMBFCUArjKwlglLKhwmJIyjERpa5ebLpV7WhfpQu5IOXWfRPnIad/8HqsqO1L5btKZAyYn4o27AXxfAjBIqLAiQz0cfPTwj6IA5cKwG9aAEpb+q1CYDlM501RV3TaiVbrX1/D3myJgMHKdkTbYABzNmopKxom8A68VaDsefC9XGg5Fcq+FhzwKDHk+ByDXfpK612DB95CCky/Oea4o17hzXqieq1mSLgdPj0BiKrv4+/Jn7x9cFjAqENbIvJBA5irT5nvyHPWaXibhnE3DgIaCK1uGHi0FujsM6nQYuSHg53OoW8/lrZpxdgnnv2M026hwGbS26oMXesy9w2vwDNXCNzGWlVoQYcwrQMCCgX8v4iBEInGW7/f9qDzB4AHwdAoOgJeDvjGAK/tDKL55dvYb3TMKK9RuX95D2Ias1Yt9A7vyBOVTkPj5rwLxQk3l7yWIKCXRD5H1G2RODiI6nsDf+wz+2B7+MwcIsPohgL8h6lUwIGptloEA4FEQwK4Hoa4c4tuaAeAUoqkNheBNoaqzF8TqvVp0vxwIKKP4++b487r5vl7EH6sAsbbbQXjprSDrDhE1vJiFKoQxgCA6kQ4amUjD+zjGdU3KeyHMDTWiCks2ACkOAjiINxFbrj7G25yEU+1D1JhgR3QfCoL33J5Pn916Pn12PsKQwwkKErCQg8IJvA9gA7UOm7GBr6Hhv7PnQfrnVX5OoXRBQ5n6B8MZxmHq0Sd/lExxAcbBAWMV8YrrF0eOog+iZxEkPrWycMxY2OQJ8GmiN331wbefuOW7p29+5/WKZzbf/Vl5OLQKJFHE7DHO/8DycvhW1/9WBrTesCbYG7B0vjZ0y56z7nmCMimsL58GTDhhkYx/yL+H8CBlM8gCk8//Hi/I8eOW7YgujBSilsqUvNCP8rlEnHUjYrOUVE3mmElKJwB9U2uGuaU9vcKoZwaqKmwtbo+iE8SKnbRdjttYz3O/XwHhLdsQW+rZGXeKQ/R3lCdroqpgojbCRL3A/x73Oah1qLrvzS1rbv3rtgtPvnfvPiakVC3MP7bF0Z52AlbqNVipjbBStUjSTzxAByb+rpMet+WPC+uTtS/qr+0AjB4JXTokNy6WcGEDzfqD7aqC3vP6GWu25azejhxuHXK4e/mfdcjhNomUhWTXDYBs6pUAmCAlkzJSVVFQIg+wwHA+03cFCEdwckKumTCGU1mrt6GmalvO6tqDxoVp3XTOTJ9EORNEKTsGMgbuAlAAQEoBlBScTMGFtG6pOpgedmh0IfcxDcu0AuBcUo1iWG6cwt97hB+5DTVPbUPNC9tQs5HfyD5K6USUJmQDAVMcAI7lpAM/3/9g/e7GGrJxOIbNGOlfhkuDDjywc1fmn7e9X+Y4Ok9iHUkT3e8Gvix7wnVkBXSJ7pacZYav5a8JXpFT2XKR7mk7hFfOPWotlIRDUgAYTCtva8iveceaXi1s9IsObcavELWaCZa4UQC1IvqLEUB3oNkTHNzYlO7c2X8YBLCJU9kls5x1AqjWdHulIY1MqOwISZD1jsw2WFKcU+vh0N4axNvnAzjWFwZCBAAZARipvRfvkB9tubh494ltS3cfP2TuHW4V7hexFsCYZ4m7xnYQK/HVIGDKD/KeLEnWhZg267y4MhzlNdfcZ8Qvi+UkUZ6dhWWvlF4tD4QMnjR1HwDjzGdOWzKuGSjG2PO/k7+HQyDAxcPffwCECpIHAiZXgwBJI3/eUZC+yeTbbuPPFUSggtn55+tBlKYC/tmlIJzwfpBaBA4Q6sgoCHWlDQT46/gfoY6BFATM5/C/BU+a8LkEBPD7+c9n8c8uKNBFIIHkvSAAvTSm17MxHLGrg//NAJiHCQlFoYpPX1kN4hUo5J8rD9H3J/SBWCLAU2RxFa+9FpCxYwDxMqYhWjSJQxAqdMKHboyAAQ01tGDhwWnswSmcBj8eeYvt5rrQqssPMg+3+0GPrpK/1S5zhLt+/tsH63fvqbEluydeqUxcQwnlK+mejagCEfOceplDSAlqQHRs2hBVsCeETcB7TAMyeeihdZveG01LD774mXUXB4xZgle6GibKNMb5H1hUUkYrpVjoZC75VHVD2ffzf/X1xWmHcyFak4S+Rjx2+hQGbwKfLsv45Kyfn4B8ALpE5DxM4rnGsKim4gk/QVGbOvhjzUmOAT540MN2ABs6ugzltDLEmIxe6LR++qmX5n+QQFRK+FCn8Xv4DCWFADrNpg1G25A29szxeZ3/j73zjpOrLvf/+0yfLTOzbba3tM0m2RTSSIiEEAxBIYmRgA0LKqCiGESvXsQQgasiiFiRCyhiJRhNATGUEAgJIZC2IWU3ZXvfnbaz0+f8/vieM21nG+C9/rw8r1demz17yvd8z7c85fN8npFkPeC4cvp2w7cu/v4SSYpIpZb2DE8gq8xq8hgQ3qR1pKGNi73PeHHGI5x3652rR8ecKtcNGHIezIj69EGNoedUZuXJbpN9NI/lWM+9C4F1twO9AUk3WSNHGNRmdIUlnT8jMmRFeOeAOG5vXDLO0GMizrHXVHBMoeDLubJ7F+ZowAl8FDEO3IjEswhwK7CgJNgbReAGY94gp95SG0VyZ0SG1AqgBoSiY0dg4XMYnarv7chWh8Z69zldpd2hyTHlRB3+SeHmnk5t0X89fum124yrPCuuYgu+AXPn8x+Z3owpE97adxiQKz5rK4v4ox7nQX9ZRpXhLKPMv9yvVtf7j3uuk/0RT0SWXXIgajNMyyrPuDjvH/zubD5ASGvy9+TUtRpDHpMsYEsAnH+VRcCBlHarG9nwsaelz/Nkx1zLmqLEKpgjec62Ap8YKjUHDI6QLpijR9ZIOuNAsFUC++kgJ/4kSU8hIFSq0TFIPOGrlnhFWyvgzJIwHA5QPsUwIv3c2JAQgSluaw1RdSJIpSOCbJRoqzPinmIY1r8xr6IrgskdFVSzWRLur0XlHeRLTctM1J0PiZoVAyc7cy25ht6nbll7AnCaigPnZ//ykH739CscJK31Sc9I9dyVI2AgrYi1sRyhcHsRORx1CEOiHqFsGxAKdRbJyriKDYe4F/c8IrqUQZzVqAShVE9HKOzNsszmBC72HuKVOg3EoS4ahFHsRegIbcRpdzXKsU7iRbKcxDHlA4i5t0dpXymJCqOWciI0ARpCWNHjJJfDWIcpz0miJJMmMsOcQXj4L0Bg4tsRiv805ZIMRk7YTLf2nkcYJOr3VCOO7yeAk1bMBImipYUusshGy07+ThrDNV4oaiWwUij/ZdzEx1jFFUzhWY4QIouPs4ilWKQTfBUw8rKsU97tAPDfCUrlSHuFXnkvOgLFxp5Q0VwN0fy/D1y5C2H8qdHT5pR3j4/XVMU1Gbo1BBgN4ZDuew99c/b3P/HNEx954U9lRQNdNuXsEMnj8p3KmWcHPrBzr2t5X1ugor1A33PZ9UW/qqnNPGHTSWHdhoI/XrbPffF2Etakd1wN9F9I/r9Sxv9/kH+2wTAaRzfpWUrqEJP2FeXcVQyvdjeSB2xsSIui9LV3ZT+usqn87DeLDilsKtJI91UlDWQFgBybr5gET0B1uXNOgjKeGK56O4ZFJdB63dwnLvYEsv2Tcs8WRmVtwB2wacusnX7i+M1htHFJ7zNenHHa8zZvZCwFo1iuf401TYhvJ4943ljPjcNtrkRsvl6gICzpdAGNoSmoNXp10ZDJrzU5SaZQ/GdI2m/WZ8gtL/d3VhP3bv0NsfGXIpJ41dBsEvwmLOlspogvoLQdhKLnRigzqhdVfe67Mi/XFD9Jnb+ey3wvURzppkdbwH3Wr1BvqrtFg1yonhcNawwMeYw0n9xDW2MPgLFYZwt0hV1hT9SWcMu037PogVl1nmd79jsfbSkLd/ptumKTM+9L1cf1ZaY57t+1AyBLWpA0eE0FyMiG2A07yGlsL5sytbStMeGWVqDZk180t2XuUlsw22pTCxAVn287IknSZYxeFRWIcc3val1XsqzmZ2fLkOUhoFXvCul6G4d02zxcTzJGVfWO2pX7qc+IUbFK0DMUHZV+LvbN0/wtJueClOz2IRslmg3g98qY9vio00DWpORTY+MoIMf3wagKy+iT6xvM0uMIrzVDnoBpy+dXH3hjdSxU7sqqGSyPYZBvV+bY7Wwktk7K9SnVODWIREfhWawlzPsJU4YeLXae4hj7mY5Iqm5ArNPlCBgGyrVW0V0cV46psJaQciyCmANqkqSazDkTmKokY76AWi5VYNeNiHnnIZ6/o7KeRBDrxRBiTdQh1t8XEZ5vGaF424hHL23q51DadQrhyYYQLgzo8SNRyD6sMW/tiPklCcw10xCJr5Ly/3pEBM2IUGCbiCvjLyD87ukMpbTwDqBcnsHmREjIftfSth3H1+WdCU53olWgHhkE8KBT+nlUKtSYF74KB2rS/I18ABM+iuhDH2uvKsUIR9CV0gkukmfw+mjtBe7rCJTc1BMqvMwdtvTtdy97/s3BxSHE903nJR55DRzu3DqEsCj45h9+8KFv/uEHH0q54mH6ZN+I95ugbGD73mu6uF55ttwcqD70s46N2T+f+nkbgF3fXcb/xzCUseQ9ZfxfQCZYuXI0BTRJUSGeHJmYNNKHWBjH9ICNtziPVHKn2o7ClFuMhUkDkvDuEsIzm9fZk5096NV7sjJDMuA825yjhmATq6qOtEiNpag2AznF2Z22bk+Ry6z3mQYD2RGj1q9662yMQBs36vuMv6pnrA28A8z5iO0Y3qZUisROAJ/WZA9qDFJmeCgnM+qz+yW9s2KotbwloxyALazpQkRW+hGh7rs3sP14mqdMRNJ+s7PmSle5v/MC5fcoguaqhni1wOMIz9824oqEyxTx+bVy1HrWVKbigm3EQ+ix+/PuZtivrzfVna831R1OODYdQcnpRYFbZdq9Tby6fQcJXOiBzrBTY5JsOrSJ7Yt/z9vjY2jBBeVz22cUHejcsmBPwrmSHJXLESFqsyHsNWX6e8rdpiJHrudcPNFKhlPNVUv1mZpola3lnPKMnAf8X3258X3udRkDPSQWINLte77efr5/F3HPYDPDq40mykMDC3Ozzn0yfKz69y3lhoFggbcyI/j3v/VpiCviaxDj5gHgswhFYznx2ggSCp67PUzbZD020hsDU0lmGmlFjJFhm/IbAaxmCVkvCcXJCH4NGN8IYE1RxmNe6wItLqPEUEAmY0gmb7MkXYXwjF6ReMFbU8o9Cb+mfrPhEbrbpfvkhIRZSeKvCCiEiTlo+Th5uInSQ4CpmPkS0/ER5AhdxNdnlSVpBsLT3QY8jsDq2pT+qEd4idsRkL8mhBIVUfo4ce1ch6Cniyjt1ABcpd/u2WDYYmuTywJ/DazrOhhZDGI91yCMqbDy/06EIt5DMg7ZSRwa4kzpo0tiZ/XRyUwsgMwAtVgJMraCdRNCyZ6KMBj6lGer0a9yxeN/Z8I1HbIc48NOlRHX1FSGkinmBv1Vk/42fwcfajrTU+PHgAkzXmUHsqNSoZZTzfvRSyeIJZUrinB8v64CqvgHgskGhJHSh/DKq06ICxHJrjrEd3p9tPZuYHu9dHYYfaUqE3VApOoWe/uzc3Rhrf6CTL9Xbw74jEG9IdRqL3cPmrP++4LGw9+ewL3HlC2s0cD2xHftMUjBg4ixD0KH+f8WhjKWvKeMvwN5O+XfR7jHmApvgoymgD5AcljUjvBMJCaNHEF4XmyMnfQwpuc5of3tiBCsDbgUoRBlALskaXOdLG9KW4RGUeQTjz0NfDIU0uo+9sWrV/zk7mf2fu+n75vdN5CphjoTq6q+XUVVQGscVf6CzF6TJ5Ad1khRkz2rt5O4t65NuZfaT1MRHqgsOqXblXPeAn5AsfzshKp6JrRB+f9o3+GdJqmMGJLNivjaAtHwleaoz+yVjJ1efZZPK0fLE64tTPh5LbBmC2uWb2D7wXE+O52k/Wa9poIjxDcpDcKTp0o+YkN/A+Fti3kbsyK+Q29a6sp6TQUqR7gKfUhM2hu/8UKc25vhLCSqpM5BDYLCTmp5ufqViovPrwYIB7RmUr5fy6POtupbcidLUVlq+bVjralE77fMNvaYivWPpip1Jrevdtres8uRealzRlHMAydppGaEl+0qgKquPSl6ppCHD3z+4CezdyTxU9/qe2D95MufPX7JQ9+tC4SzTWRk+40el9FTWDLLdrTlk+OF8sRKcK+0r+9eaQ8Buwf/0fNc8CetryqnNG6S5R1Kf/4UoYyDUKr2I+ZVPQoVq1smatRwF+lD62sRxlgZYk2zAnclQtHUb6aFSTkSRqsOjVHCoQWTQUI6E0opYpZAkydJVM4x8sLrftGfCArRYRLJMqlwkfHAHtTjif15BBGZKmMV0xkkiI8gBgbxKortSiZxhBMpj34T6JFlrlcPpBQcOgPcq3p+JYnHEAa0CTF3VIx3FmKs2lLfzSY5XDJ0FUudpV8z/6j0Pt/Xet+ILHoFgWVXvc8DCP7wXoSCnoNQwC9HsGqouPzDyt9nIQyD6bEHDTLIMY4zmRkYKMXFCQ4ySCsbpV8PL5ykvOeVCGXViDDIshFrmI23x54x2pqa9C0LDH1nz7snnb+o4OW8M96aKF6cvMUhushGRO3KmYSPy4FMLIgxuhhYJ53gLtLv16qx2prwNwnh6f4tceYZNXl2rD3g7TqlUmXYffI8jj0duUWO7F2DR0gpFiQMlzVJ6+REoIBpklIvu3/SzQd/2fnlyhZ/pWaKuVH6dNEjy9Xz9ZrwC/+uiji8p4y/bXkHJd1TZaJQixEV0DSY9W6EkpyYNBJAeBMcCAVzsnLuRyRpcz8i3Kfyts5lZNxpuvZ7EAtJFWLT2YlYUG57YPOSbRtvYC0J/dXZk3n3iqXn2L1v0nnifagvyPM6evszc3Y8V3PRjudqLlIfZMvxB9fe0ftwwrPHragOM5wWrdq2ZfqGlV+/9IdXRrNlXYm5Q6+XQqVhWePWEe1FbCQDwGwEpnIeyQnPBQgF8VUEZ/zY3zHBGJE7aH7g4Qu33Xrn6iTlI3XsXCPNZ/5VjsGF61wXF0/1Y7WH95fUBCaCfx5poZ6dHfEeMaHxBjQGTVBrMmiQByxhz4Fpg2etxYHu43vylv7HTM+pla2m0gfc+uypgFkfDf0EDUvG+ex0Mlr5+NsTzmtD0GrZENRqBoS3vDER9pMN9CYv6ocQG+L4C/gkSCK3NwnzerMk3ZegkCfNwZAzskpv09oH2w3BM78xFVYooIKAy1TIZzbBr+NzsneX1x0Zip6puCHHnDnFYBpqCnHo43307x6C/0weQ1kO32FXUfYl5cc75nXOKNqV8i5blb6ZDuSGNUY5YMh26UNDZkNkKCOsMQSf7vnYyZ1/+mS5vCquxOFg49n3rT6nDQU9Kue5x17ieuHLdzvOf3blhDa6VC7zzaulooQ/yyNcVoDIC5hK8kb86OU+uZ7UhLJ8aVNCn6iQMRtC8dsKyd8sAk1OmUJ/GHuxDgMSXc0hGgdlzgxrSQL94hXA65L0UUShmhkIj+U2lCrAskYaClbkdyEU02bg0QQGnBGVoRSlWS0xf5Q6bDSjIUoVYcx0UoOWMEUY0txrmMKpcoCrvyckNlYi1l8Jsb9riZenVyEnXuWYR+lHnLLN0icX6PI1fa1GyW/4iuknvk96f/dmwiNtCOhLDzB3UfGB6Z+f99+BSmuTfLR7TtXvj39i5pGeeWHlvqsQ6/4xhDK+KOE+C2hlJq1EEEp9GXD+Sv12zTWGJ1fbNK7rH8/K6f5t4FPtL4ZXdgDvQxhgYaX/MhFOnjLl3mnn9mU3/v2KLfzyAtIoiUqlzuG5XTOo35KGErbM2rrf0Bu6jD+xh/g+EwVuUbjFNyG+ax3CGaBWSr0DkYxrZWxmExsCCvRJ5XcPSjVK1fBNbW/CO6nr0dgsQqNLWt2iZKDriDwjmRJyJI7z8ebmjHD9zHJTy7L/qv56ukscQNo//LvIe8r4KDKG5/vt4pVTZVSrNk0b6kkI05OibKThHr+N4V7w+xCejNdI9FrE8Wpe4BGE4r4cEWoeCRuX2P4e5drTCC+GGmKlrNh9M2JxdiqHnMfeKrJ/5iOH2b1vkhrudwLMmdG51ZIdXLrntaoKl9uUYbEGIhctbXN/+M6ulypneL/k6clamx3xmqmnmXvZxhMp3rSU5M20htPru9bmfKR1W2RWpCzL57VHwxpbWNZnBWSDJSs6NFVP9CDCKKkErkMo4q3AFxHV5owIw0NllhvdO5HGc77xhtfWbrzhtRFZR9R2v7kjx/HmjpwdxL8fT8rDqa5GWATTLbCTEBt2s55oQB/1u7OCfhNxSjsJKN/QuWMqcE2pv2vProJLpgJEJM0COqW6t8vrPWr5eKEAqUXkX0H0cSfiO0xX2hUads8UpTCNx2VEuEXquYZpmfZgg3eseR0zAoeag3ZzmX5RNIx84lclZwj6JPXekkaOAOsV1iB1Tm4a2OsLDez1qfeFeEJu0hjK7vf2IMt7/FnGxSQUK9nA9nqlgM+X1OtOV1xV1Wy/yH3F67euBei31jTJGl06r2EzkNNw6ZqehktjzA42VBzzO5NuBPa3CJiWAPf4csI5GiAnle88URRmmfVA5fcW18y19boOlJ5LghSP5hA4EQbboExXYwgncBSFNSLxvqShlNwky39EFDgBYLMkTUNAJJCi8ovbdR+5c4T3HjbHmpwVk/a0LK9BjBW10q06dvU0I2NFxscAEXRE0ZGFlgEGEIqdDTH+56JUtZQk6tLxcKepBlqAUFbDxIvsmBAKXhdCKfchPOUAmCR/j13T0++Rs2090YK8Sk2LGmVS1wQXChxkzdRtP7918Y9qAmGTr9NTHLQaXYVfv/CHhvsP3Dp0qHtBE8LQ0iJgZqlSkPD/EJB9mX6X71vm70/vjtql05FpGflSf9ntGXdb3N7s2W9EFpUglFQT8aRSs9I/h4CH0vWJwRTKUPoixxGy3b2g80Dbm4OLY9SnoyT+DfuWJUWdAZCGQbjkx5Iw6GVKf2mV302IsZ6LcAxAfA9OnHcuhAEQh5iJNW+dPEOJkORLdRtG59jfiqiwORWRLxNjEZJOUDcBb/KYzi2VEvKm4pVrc/UDAbu++3CJsUNm4vpPOv3pFeUdzYh9wIhwJu4C/msD21vG+R7/X8p7yvgIMg7P97sVGvIhPAkqPOIkYvI2J7RBQ0L4C4EZtDI+xpZB4glA+1FoEyVp8/3EFXG10uUTiAqPmUqbXkJ4f+chJkTS5FTaV6W0S+UntpEGs2vJDpQhJltMOnqyTFOqhukArudfmWKRO+68ttVU/KAhGiwMagw9zaaykwDTBs9eMqg127MjXsGU8Q3WPmC7cNutd64GlSlC2qwaJWobHyShxLTyk7yy4M0Ko4dqDLDIcehyf9REcbBP9cLNIO4R/wzF8gsJbf27dD11wKZHP/SZuaWW9toZhW81l1vbCxnunXg7xlvaa+Zf5bgJsZGOxyuRboGdRZwpxklC0ZooUq8GWVXi1gMOGSmScD95jDYLGRk/v94cDZxXyserYgPW46IBq6KM/worc8lkMedT7vzcqM9luHI+kqTzzuhmWD/E6sqoZNSZIz7ZHT7qeJ1X2k6RMK+3s6F+DVvuA9brc7SflbSSdG6rvav7lYzerIpALHFRUcZT14NKoLXwyix72XXWWmOxzubvDLuaf+VwIBS2JEUge2AokD0wtO2EtEMtb79xM1IzAiIVBn4JDIY1xg1L33rgxxIyMhL7Zn6tnn8O7GlE2STL8mZJ2oQoow0jwD1IY1CpoijMsW/SU26vdRZYlyNJL5We7RyvQ2AfMEOrpXraVOQF83AZFxTfFDxbX1Y/ue480Gp59vAU25bXfnv7Mzc0GbqcR4j35z7Emjkf+AXxku33j/LqSX3a5KyY1DAwbckvD33BSzzhcIly7/M1bNO//5Fv7O8unH2tK6s89FbNNf3t5RdaySCDJ+lFKJ96BJzQq/TFJcBSSeIuWR5GR5e6TmQp/ZGNUGgyibPXGBCeZicCgw5KAyOyVjsoZ+VlS25jW7TURTIPejZQKkk8du+le68875wUHfDn5oSjOlNE1urD0YHQh6f/JfNQ9wItwnMdHqW/VLEAzVfpdyz2yNndbdHyQh2RQL+cp9VEIpkfM/6BN4YWRRB6ilN5L7Pyf48s8yVIguyoTipCfr0PkDsCJYYWf+XUJZa99uJnu49cs/vJ1QWuvk+c7ji/q6at4aFUx82c24/X6wbDd2Q2DxmCuYbe8x+vaO1eaY+WFHXcl6B8p0ozYg8cQhjNYeKc7wsQnPDp4Ffq+hhJuV8x8Ix0gkvli6UpxPMlehDjIokxTPH0tyG+qw2hS6iY+ptA9NOYkgDdIo1zK7EIT7GhQ+oN2aWBUN5SYF+JsUM12Mar/6TTn44A/RvYfv3w0//95T1lfGQZS3kaES4y3gcoimKZcp0bsdBcguBpVfFragJbYvjrU8Ank5IoR/agO4Akr6qSKPkp5dIhlEqXkrRZzfTPQXg1tiMy5ZM8c4oynw4rvhSxrltIwey6PUYVgx3rrxL7oL+p1ZraLaIP0zCJXOh4Y3lE0rj9WnOMKaOpzZqXnRW4Q2lnktGk3O82hCKeVGIa6DVbIsMMhIyIzzSozUg8VK38jAKr6JQeQWxi5w51zPurxBulMhrHX0+uO3Dnik2rJORaTyCjOds4pHLAlimK6dsx3oZdc+X7Txtv+ebRtXX93Q7VSOk0x/DEw5Xk9BSHTcQrzJ0Mo7nULxkygYxX8xbPzQsOdJijgf+oGTxz9YAhx3PYMuuD6u2ywt7mMdqcNgqAip9Pz/hTy3GqeRWZG5Wjy5nBtzjJZkqYzRTlqBt4atRnT0yS5rgXc7FupjVH6gtEArK2TzJIJuOFue/X93iLys87IuTHK35u75Pr17DFrrdo7wz0hPu79pjbcuaEcjPy4xFoSZKNRRe0B9awL3c7GwaUw80FqzKnTPlWfl3YE/UHuiMurUmyTr/Lbv2b44NPrNv39LCo1z+e4+U0/fll4kY2c879PvbcQ9M+e+jo1E/VA1tTFYjRQvTvtDPXsKUO+cniwh9s22P/yTM1+k5HniTTSwLcA6HoDoxym6RvsnfdhYfX/WLnJV0VBfNKz3YOcwgokroW91gsZE+uxrrmgxwDXG/mFKz6yItPWU0Bf3vDGQqKvr+tLpyXLXuX1tgMWw8M688U2bRJll8ascX3yPXcHp9jBzsXlT5y5LP7D3QsmUUyJKF2GttPLeKnl+U3NzzdNLS811zmyFn82k+m7PPqnF1HF5zjGBGEArcLEbmsQ6w9MeiDJNGY4g1OnVM24lHJDsQaloFIxjYgIGA+hCMFAA2R/M5oUZFV4yJXcsj3+a9XKev8wEUIhX4/ECjO7MxucZfLZr3fEYlqDRFZa3AGbIEqW1MU4cUPInSLLkSUdAbCQaNTfldlGkCxpivbI2c3BzGYtEQiBoL+PjnfVK1pgjg9r4wYF6qB4VFgOceBDcp5MSYorzMzh99IFVWvta682LPPrDGHC6Rj2pzOvBJnnyWvXyqWL6hpa0imwc2X6qbBWm+p6fjAPFuZFJXtM37YYC16seeuafecG21+bEU4yUqJGyE65RsMAXWpMA9F1HteL51Aj4hY3g1cDeRZ+l2vNRRMieQN9vfm+RwtiP2rTrkuda03I5TZJYi1Q4vYs2dIwr/+0LjmeGrl3GRR56ahyT/ZZtD4Mv1Rc6DRV7OgxNjxDBPTf96x/vTvJu8p4wmSotDOZXS89LvhYVqPSERpJ471cgFtisK7kXj4S13UXYhQX7okysTN+g5SeLJXLT+T97mPHXpwUqWjf8HqG/OU42cSKl02E1fGNQgL3YFImkxdTNYDjvlXOg0XXu0Imi2Rsq4zJt1rf7F1nzmQ1UgKZret0/IzUuA1s2d29Xz8ix+GkZNJkyasKeK3DWnNAZ0cVt+JN46UlE2qcKiFKSDZaEJpf2qJ6Vog6HNrhxkIQ1qz3xRNgvSp1oIGgSdVZfoFJYe/dWpjTcfX/n7/tp2n1nR/demP+61mlxm/zZ5tHDpFvCz8+tR3Sbj3aItP89rLT9XcsXHPnGmT+iszzCFzNCrJAUkf9UdNfTok83TvmaXAvk5zUS9QOYpHOr7ACv72HMDp0Wbi1mZiCXt0WqLBoMZgOZ9ZNQPYcSI7OcqslSP+ue639o/RZhg/449aCVRmBzLtOGnExVSsTKeKv8aVBcRm/GWK5XR4y7crSUpMBO0i04fKBwd/eDJTNuh0ssUQMLW7Dbm+wMILjPyFYVz2T2YDGO26vIsebM5Lvbkpx5+78OZ9NxXQ047YZAG2lmyw/DbYF5ajftkfDcqmsEuWLLNN9Y8t/VTdun1PD1OUXzuYtj/bEBjqLIQxPIhgXvjx9tP//exoL/3P4OZVPdrzXjisuez0WSwLSwa6K+d2DWVl3HX0v54+jgL3AF7aJMvRUW6V9E0Orl7YA9KeC595PckhkCZMn7QWW7KZNWN6fP1zWHJNOe4B94qjr9T2bYVItskfNev9mqGAinMvQxgJMsKZEOvPTbI8an9KEnVXTfnbTetqti2ZmttAvy/PZNAGT5McdfIDtpk8OVdG2wc4zb2OLk9vaZYRp2Pu4d/6n2WBl3xymISJDK5lCA/ncNM38tqvSGp0NYRwQBQglOMAQkm0ItZklb98AMU77pUzKdO0a5ujlfKvgjdyNDLPoNxDTYh+ATHelnd5C51Wo8vqCVqytJpIMBLR6rP0g4auwaJepQ0+hNKsKqaBufZDluvqnvBUWltmtHtKvb87/vHgwc7FUaDmTHSKZrrmZI6WSDiE3pQhDTkNBHJPRGq1ynfwEa8AqsIf9yDm4neJs23EZN+fL75w358vvhBg762L2ytfbbGG+oxlh/WFhV2hYtqyKiSCUKVtuqkm7jleDzjaNBWGY4Oz8WRkB0uldn/V000ruWeUwn3CwL0L+G/iuPx+pc1HGIe3WJ5BCDgt/Z39VHI1gIGgTiIqNRRPK67qbR4q9nT1KaeXMTy61Iwo2KZCZcqV57sRXOyJZeTfrlQixtKSV9zL3R/K22LWIOucYevk3mD+5AJDX1qGoxHk36p65rsh7ynjiqRRaGuJ46VRfrcD3So7yNsp8JMi6sYjE8eRSYiJBPHwV2/CNSbl95Ewkyg/YzzZV+pP279atX/BHFP35IG/myPHKgv3qhdmZwUSJ/VW4gkkEMf3pZsglfOvdAbWfatric+j9fs8moaKOp+pat5QXku9+fHf3lqeFJbbuGl/PZ1SIwn9VWz3Prp73yQYuQ+TJuyQNsOvlSNWa9gT87pLkmzvG8hI7B8YXiwktcS0HcjpbzMMMxDOm8t7FrsOQ9xA0Cbc9+/APcA3EQwC+ql5Z0o2rfjuxcDLBm1Qf7jjggZP0GK9fv6v96hNJD3TzZiLz8t/fSy4dEHrR7RaWVKPabUyegLaqKzL9WkyBohCpb+tttNcFKx1nTYjsvGTQ5rDGV1i/erUZddqiPoCWpP/VOaUfX6tyYYwRO3IsklCNuvl0KA15Gmc7mlo1hKteynnwuxe1mza+YC9PuU7bx0LwvWPTewMeLjD0YrBXkNG3Xr8ZRcQ4Cx+snHxG05zKXnMxYqNHEJEMfESgrXmBdLIO2A1SjKQNMgW0/wcn3zbjEDwt50hudVjsnd6NRXL8kNT/tGiwpacPaV5eQ3zpz5IPF9gVCmhY/UW1mzbwPZ6Wd5Uv6rjD00D+3y28GDUpsvWOm0LjYcyqgxiTt+TxjP1X9JGhvfnGSCwSZavV6BS6vsvvvN62kcJqb+rorKYTLuoZm1WtlG7sLXLMpBhDAYq8/oyOxyZ+vOnv68DwiPAPVKZa6x/+7rPtXbhJMTaZQOcB1cvaDu4esG29/9kdzrvIptkuX6zlBz9WXExTZOqY9EfTEG/051hMdtdvTZ9J4SLbC6ty5djPtZsQ4zNVsTa8AZwXwp7zojv7aFo7g1ZC2o/OLlNb8iy97a4KtBrgmVfXvDTVf6w6eDzTasSc3L8mfTl2zj/PEAhx046qJ4tY/HZaDWRTw51lCHRhgc7erKZg5ljBOnFS5q1X4FoqNHVEKK8vVrER3WyqOXrw4j1zIrwWjtQlPEdobV9O0JrsxDzwYNwPnQp93ISj6TZtpzc0L9x0Y8tUVlj9gSzQzmmgajN5NT87I2b+xCGYQZi/ekFrAuLDwx9/cL7skH2NLsqcrINHstXFz6Y+cDrX+14o2vR4NbAeuNG049qzNJQIChbozKU5Uv9kYeCN0UQa5iLeOT4LCJpXt0v1cqhI0pEr83wuTN1Xn1GdLLjbEa7pSwsueVoW7Q0Q0ZaNT2Oxa88XTY1sLdu2RJjKODP8g26+ix5JlmSVk0fA3stz2CrdIKVCMU3FXIaS3hQMdfKN6xF5Cj8FWFglJHHf6jnlvW0RYMafbC697xJHwlNRUQn+hD710uxh+dLdafKptkPTZs3oyuvyP27VZ/QHKpZICPmXJfSHgfvvNZCTOE/46vx/63/w8GllleLCg3dmjO+aaUFhr5bJsrGRMre/y4WZvv/Tt5TxuOSqtAeRsHpKb/LiMWunWTs+Dsd3KN5S9XwVyHxBJYIYsMYCTOpSi9gv1J/2v4t8ytLSyrcea4MQ9DgDodz9vhnqScV5Hnz1f8rBsZJRLgMhIUfZ4dJ8Lo++asZVc2FlXkOT67P59b6Adx9OiwFob4rN/bUPb7xkeEbZ5riN7IMqcdUSZ2wraaSQ/Pdx8rM0UDM655j82v/83srcxBKtWpYZCIWt5PEE2b2kWBQAfc9vvGR+i2sSTIQek0FjyrJhOoxL/HkmocQOM6zyr/pkgRaTVhz3dwnajs9xU6Tzm8DjzPhNWKwm3FV7FSlU5r2vsVsAiSny+j65n+9/+CnrjlcUJg/eLikylfg05pqo5LGFJZ0fkM0aC/w91bXDJ2pQXiRVEhO+pBmQlv0crg0pNF3nMqsPKHAXXoQMKnyDdKO69Vv7tJmXdxltC9tNZd4HYYcm7Nbt7B8pu+6Oatc+4/usqrsO2JedKQf16f/ge+1/2atpZTjpXMoC/uZ+8qDBBZdz0uTrRQyiBkNPl7Cw1f5HWpiYZ+cVgmDd8xqlMTs0mmw65pMZVlNC6oajQumegEWXv/MLG9+Ruw92icX208sqqmzt/bqEZCZ4/7OUPWxGzvbuncMmr/09+7pLatXLAHIwNv5YbY+TErFVFOJ/kjJ1frU/rExcsRhxHVCUcSHv//1jIZxfVckkcUkMKVImrL3rbyGvkGL2+XP5mBrajETSIF7pGOuKf2P388IleROHlo4uR+hhNkQzom/jtaWYQmht0ubzpxlyqGjlA0OYpOzDulC+VklbwWlsH5ANwSYtE6vTevxqXzZJsTY1wAPbpakJtLTWia1u4WltkW2w5am+kG9ZUrOQGZe2OsLazpb3eXFn6z7beXzTav2k5CEaeM8+TSGAPJp6Mmi6yxoyhxUwyQsSLQRxoeJVvyUI6Glmnx6iShtbCR5nKjRVR/CeaRFKK42hFIcQngzIwjFOoKATpiVNqliSvhbgIRqrgjlXI0ghl7vvLDs3te+PnRN7ZO6mryG0JmBKbrf1n+y72Dn4ohyrhdBgXgOsN4w7+Hlk2xn955zTs7M0PsY8OcVybLkv67uCemNrkVH3ogsnP6g/6v+jxt/Z6rSNFsaI1OMjwQ/13MkcoHqCc5EeJrPIUgA5IS2dSjvuEU9MGfVm5OfCH9yZVatu9sfNof2dlxcbdRHwvpIUG+JuDUYkQ0ng149odzeaH4bCdDTpuLq1cZQwG8MBf0A+e5+emwFfYyiyCYo2CVKPx5X353EHKsTw+bq1Yh8pgdjN1NTaqNE1z231WXzubKNoYDk1xsliEFZelFZh5RCPTVtDY7XaxeeznE7y7725x/l3n/trX2HahZ0Kt90kNEgkflpoqnpK1hvBT6hfAsafbWRRl9tPwK+ZPyRdWLrzXhze/6vyHvKeFxSFdoeRChMxV0nJv/ZeHcq+o0aqlGU48cRkBOZeMiuFoX2SJF0m3UrYL3GcHyeWzb6y/IxDnoM0fIcd1dxxBP77uGwxpLSpkRv3y8T+METSxEfWTivvX16lmf+P87MavLJBf5QUDKFA5LJXhXYz7tYYCVpwpoBZ3zhOH02z7fphys6DhwqL0IsyNWIzbQXsSGsVK7qQIQLjxJnk0GSNm+C+eoC9EBMeRMphKoBUoDguVVlmOEz4MuJFmd32e7effvxr73v/vLZxceOk45Wb7wVO4V8BWVDtFkDH37otzteiMFLZJpDEX9LUGOolcAe1Bi657vr2/REpxCvgqeGttOFNGNteYU1MJpBWCzXbxHnrEN4WVyAORphusEcda74bF/Z0V3WsyRDUdKO6113MQg43O043e2cnXElyDK2N39P4eSPcpJHWYoeI5FYUZjxhC3fNqtRKrNLVniwq9Z7ptQjZ2d1GEu8WiJWT2WWVLKn6y31mvMzK2st/R7Zk5sdK6RlKtafX7S9wrGdDZt/xaeeTJPyn7oRbkVAOvIu+/3ucsuAp6C70h4cysq4i3s2pGvquHmRJ/L+74LEnq31BpzZyKWhTKPPEIroomFZFwlFdBqdFCmIRru7InwuDdxjWNuDlfmm/F8952hZONmJ4hlHKDd1pNIejiL/eI767l6uC4UIuVxYhjqDeZpzA4SmF7UEy3I15qPNds2g36sNRRwIBcqEyKWoI7licSqtZVK7g1htudkByT1oCrjbWvMz8/K9FqPb4fDZDNPyGoyIOfwsCn/2ZqlBVcgAXFXsOd3PtNx6PrKfPGbhJUAEE4Xsw8d5+riYjJih1ohYnxP7QV2P5ijnqPN+oXKuDrEWqRE+nXI8ohxXRaOc041QCWXEXnMYgfXPSTz3cPf86OHu+WeIK/m70yRUVgLNH5j8TFNJdtex+cWHZYDHjn5mbbbB7SrK7LKiQGFejyx2vj60WFX4A8qzE6OLKkQp7T5HAtTx6K75UYMt/Nfqo20hwLnHcum150qrLBcMHS4c1GSGMw57XTn9DjlT8mb8JvDpIyRAT7XRyCfyXb39g+Zssoc8puwhj+lnH/rSiHtaioJ9DLFHz1L68AiJ+RgD3ISLaQxiwoCTSk5golxpvwEIE0LGj49+zk5raigL6oyyx5QVtvg9KrwoAhxOUJZjY3HRqYNv7K1bZghi4BO7ficfqlmgGnCHGAkSObzqZgIML5a4uRD4NoLmtxSYrCUcKTJ0BFfYnu+16Rxz97uXHRJB/P8dkaTNucB3iOem9CPm3SZZ3pTqqPyXlPeU8bikm+gBhAKyg7dTjnwUSQitWxALjQt18iZ79KzAM4iEynLimLmVxBfldJt1FLirSuv89plIrjTZO+CttDnd2XLIm20PYNP5Is6wWdvZnZ0lSZsNCbhxtdiKqHQZT8ZLLEW8pKrMte9sMOP8ksqzeb9/ozBqyo44pyz0HSqpCSaF5d5NEX12Z6IFb0csgKcQVMEywrMTUvrKh/ASgfBo70JRxBnNm5qMu04sD3+j8jyVnx1ZJjol54z1aNccz64zq8+snvqPv66a8nxy5vzbowFcqfwMEU8cLVXaczg74n05O+JVq9fdh6DHUjGb6oasQnJeGuU548HurSde/RDAHxjUam1FIZVijITrK0eKAgycYyPCmAOg6wQnKxaw1NmOnRW8jJ56djGLV3Aivs0wmso0MiIkZozrIA2zS4fOvmC6/8yMPmNBSRB9W1dF4eMLjh2bp7ynSxON2i0OT+ipW9YmFtKKPS8Xx1vX8UQHo+QGbGdD/d9uv3JbzZsNdziKcgweW1bP3JeOtdnb+9f+jSt57J5PJUF/tqfAMAzTMn32e2cMWtYWbbzplQfnHjx04YE3jyZthO94fRqnxPrefKz5pNeSMT1X49HZNNrI5QsyB4eMGRFro+vNnGb3QfriirhKMThl1eyPR7PM7ebjLSdNDYIpJVScYzKd7ogSV8QgDvUat7x2kDqzmZNaDQtCYbK1GgLBIBGOdRVb6GpDYO5zEVC8HoTCkq5iMQw3bGLvbcDjdPmz882mIWlocMgEEIwYTFXWZuf7yl99VpaTE/dSITU2Ws6cZP1fz7K6DjczyUAmWykTb6WHLIL0UoowFBQIVlJb1H3LRtwQz0Eo1jLxPV79XUZ4cEtIFvX3QkSSpVpl04ZwZoBIcK1AUO/JCENfRkSLU+8XE0/Q0gFd1tP90wzHembXOv22Ig3RwnOhSW0J7VahHTCbXC6nkjps9OJkK228yhlG2edIYSup0Tagnpvf29tl6Av6OykytEfLwpVSi6ZJrgz/KnDj2f3hi9Q9Hvrk+p88vG3Xht1bLqjqarJ25hU7f/ahLx3auWzNaHtaqkF5FrFPOhKTNqXrqePDrMJHPwZcRDDTiIlStpOLUZ4hagFIv2U9+dxLGIMpHNTsm7p0qLrvfGaBp79TebdTJEctYmOxprWhB9j3+vSFC4r6u2oQY3w/jFrldDzG/ExENd2YRNDp2oMVut/3fLpiQ/4fojcU/7xsC/fU/W/ATCRpsxUBXUqlaf4MsFqSNi+R5U0jRR3/ZeQ9ZTwuIykl+xlO2p/eyhynpITWjyU8Kx3WtRJhbRuIez5MwCoVuz4qfj3/zrr36Vtz6MDgzddd2uS2Tg46tcarKk4PPXFubnYorNUDd0nS5u8jQlAqREVUuuy88ytKO03EF3uAWrvJtT8jK3zZitn9exgnDjpNP4wL6zsCHGEVohJhN+L7qN+kJqGvVGPGBjiUvtrESAtQp0TKc9RvXYmgffxAcrs4X5nbFqzMbWuU75GUZMkHtia820bYnP7dRk62BLHpgfDSJSaOWhHwqTzgL8Cj1AHvp4ohyphMJqvoYQ4O5dwgo3gUx4PdG8I8N4w2Q4YZEnhN+PvQyF5DRjTb0ak/n9K2mEedYZ5ZKcngHThHTzhAfek8pZLdMs6wjHtHNV5S+uyq93/Et+O56W93fg5T5EvCPW+WhHt65luPCXqtzwBfjz8zqtF0v7Z6vnfFk6/Urv/p9iWOwhzncx9f0XZ45Ty1qMy4EpPW/erpOoTCGWt3T2ne5IzBoWHMQGvYct92BYaRQsfYl2sbqL3y8r8tB1568+jiHoBVU56d9LkFj5bS+VSM/eXt8sKn4WzfmqbYiNPU0NkTnZR9NMPnW67N0EfDaL1FLV1+Uzg0nToeU++XSF0YsWZ0aHwh2+Cy6UuBfaaGzh59p8MfrCwgRUb9ngpsZBMCpmFR+m7Q58NNfO5GlftoiK9lUQT2/rzy+3ISKhbn5mIvLKA2EKSU2yWArQqmP/behRw7eap3WvEFhW8UZGYZhoIRncmk9VlmFx5tZIR5NwLH+lbp+tjYiSe/ZxEli1vk3cOqUopvUoKZSuZhIgcv+ZxjgL4YdWE2ce+3jPCqukmGp6QTq3KdjTib1HmEU2oV8crOiWtsldIuSFmnv/D3X5T9fPWXLG/1ziwMRvTuatu5nkhUV/mD/d/IQySRqs87xBJy2cA8hhiiDxdGbHyaci7ir/IPqJekNExAwjhJ6WsZlaZvqX6f85ngB2wPBDa+9lL40vLJixqMS695xXbJzF25s9veXO7zZNwFnwNgx7K1D+1Ytva2VQee1Xz2mcfKN2758fK1e7cFPZmWu/jlA0lPULzia5W2O0nmZE81HtczRB8ZSAQBreIwcTGXXGKGqvxJtkq/BbK5ubF4anmRo9MXlvUv5vkcqvFvI9kwSFpTa1obempaG/adLpt2UGlLpXL+SIxJ43FmNCIq6L4IdN5ccv+v/9R73Zq+kD1TRiOdHJrludr+5Hn+Z6Jx6eQ7DKdp/jjwE4RSfj8CEvQvLe8p44qMpNAqf363s34nElpuJp4lncgkkYRjGwW/vhW4remcVVPvsFNb3avN1fq0V37gVPOTD8+qCgR1WQhlL1Hh6wK+pvxfnaxOUpgBsqNDASLDiyGMxzp+G1jfdH3Wh8Bj/iOhfSA2HtVoUc9PXGBGW4DSPWc7YrKXoXjEiWOz24gn6qwH6sf1bqPR/wnFKZaY9NbpgsZVH7nu9YsWtg7+8ZdPXafVyhkIBoHLqKMQuI162llMLp2EeIRCbiSTWXiAu8ZSxNJi9xSld0BjmzvdVH1hk7nU5zdkRCNoTV4yyi2lQ0PeLkna/Wh+G+OvdDlMUXW3E3W3c0tiG0dUANP02a9+uKNs8IsGtYrruOfnZkmqq72SKp+DxeYceuZ8mJM1l9NDOsUvge6r7/Yr1899+fi9QaPB47DbXHp/yLbuFzvL57147K/cs2EiiUnDxmDDvCllhc09IzEDJYWli090GSqPtl282HnIdtZUnZc1xXvRm0cX/23VlGcnfe199y+Zlt+wn/Tjatwyjip7Sd8zS/ZYB2U6luvC/SUNPj0ZOJlNGxVJEJPY/Br4xPtOFH1/21JA9s2qqDU1dAYzjjb3nPv9VyANw1JqsqdyzywE04c69yF5jh5ErAW5iHUhQLwceQdi/qrrV6xicW4u9spylg56kU1GOmL9KCgMY++dT0Ovc9B/sCGcv3DKBZXRCmuLwZ7Ru7s4q/shRXEfl0gnqOM21jOIhXbKOYKLViVS+tgwRVx8kzICzOJChtAToActlcwkl3rCDDCE2N8dxNdCm/rOv73qE35fyDzdqAueAegZsldn692Gfl++9tsv35ONcDrsBNoKVnVaKj7bNMdY7LMNncsKnXtwqs19OEf1KJsQ87+eZAYrA8KTbtvdstL/mR2/yfrc6kdCeRX9FeeyJklbhq5pfePsoihdZFKHxNUEqWYJNvLpwIOfTryKE6yG41dFt60kf12dnBf79g+MGTXrk+sVWj+xUh/COq3+pH/duqcK/V6T1z9obp192ZG2gqq+tWddd+snDzVfLefwPlkmL7xMi7vGEmzcPeXMZX94/nhVd8tatvy4MQ3ndkB5/0Ta3CDDjcdKTnOExUr14iB+zIBEPimGhPxJtgJb+fwP64DbmgorNE9dvH65hGwv7u8MHphx4V0b46enNf5r2hrGy5ySDhGQtAbKM3gV4XkGYAt7/KeGZrzyvPOK1QB6TWh0TPo/UUaiaQZ+Kkmbv4pwLq6VpM05srzJ8T/dvonIe8p4goyk0L4LrCmpMpHQ+lbgekSYUYuAj3gRle3GHvwKkf/BcOmDeX1DkUO9JaefCMw5ufO5mh5ESHIewgtrRywip4GvJ4R11MmayEgCYoHPyY54J1KaPVEminVN12dHEPATGyJ8t1w53k6it0VI4gIz0gLke+X18rVnzudKWRkh5+wZ3SdrJvf3KO1so1heBUCn9BhxFhxVEkPp43m3sc6JVaP8799fcKqj23J2y86Z1q/esL9v6YK2CsRYmI3gAHbQhZMjeJhGLVqiPEY3P0pWcsfwxJNy3m2A44S+xmaO+JwLvPX2Q8zscxusBiPBbMw6c9dZ3V1Hd1mtjHNebJLl+n/cIG1zdXJzwEOZMZs2azE/u/zhYYr4CArg8D4rtnvP//IHT+unv+/LSQbhaO1QE/DaD9M+6SJyvQPY9v6cpVoD9VNWMCo917pfPV3XU5q3v2H+1DJ/lsmG5HdWv9V0fN6e+jqV/myciUnDxqAG2e7OzR6NGQigsvhkV2D6y2eWhIxaf9iq6y4fag0WtXWX/d3wwuzPLXjUOi2/YX+VLc7+ovyckNdqDVvq3kfFgxJyIUg9OThOWvAk8dmrkIvcXG7KzOAqu52K6TWcqyjjDZLZoZLajzKPXWsW9gD7cn/3ygyta6gUeEnf7Xp0cGWd+ozY95wvXQPpjFdRnEdVxNcgIFkPIDx5ZgS7SAcCRxolTvNnQkQ9zZtkkSCckJhpKyygdtCL7PMhzV/CicR+3CTLm1OhJvi59wuv1r+tPSEJd5zFMWqwUqNESocrVPE5MIXlRBQYnhYNYTqIYKGKbAZikD0QsIYQwsM5BBirbE3GJmdVoyQR7R0qKA9GDGZn1BapsjXJyv29AHmXdpdM+87J6vCgzh/oNrmMRX7T1G+d0jZ+r0Y//Vhj4ceNvzPVak/6HXJu+a/8N2a9GF7pUPp4CWKPcAGmA5YLqw6878J2QrQwhJ8iTHwDE8/SyecZ5BR2WjBRiZESBjDHx9CVe7cXfuUvP10FPM0IuOYx+7WAY1yOdcWnn1temXn++QJDrKgbMzynL5w01PwHlOJukgT6rAh5WQ5d3tmDLro5y/A8MfU7HEbsi6qTah7QwPA1pJlz5AD7mEktmdhw4ec0u+QPjDAv++T6B76wcVu2133HpM7zhj5bfu/tn7vH89L8S++49QTXAUd4Wd4qXzxyoZ5xyIQoBqUT6L5VccHQUe8F8wB0UjC4OvfpI/zvcYRXI6LEkEzTDKKQ1ySEnjsP4dn/l5X3lPFxSKqSLkmb6xSow5jwihFkTGs0RYZIxuaC8AidGX5qGumT66+RNjeRUEBHkR4E/u80YmFRJ+N1krS5W3kndbI6EJvXXBRmAOChsbxto0BRRjdIUjK8r9J/xLcjNAyOEFDaoSpiu5XjJYiCFvUIn4gNMWn1krT5MYTHrIx4eNqq/J2mFluguGBQ6nNkmve+XrEU2FczuT/V0zFi1VTl7+MxtsY6502UxFGTMeJFwbDqddHEZMyhpPs000NzvJx9GkV8NE98osQ2fL/GbEOWurVyJDjJ12rZbyhy+jA3NzDN8d+XfeXHd8mMXzqluss3sxYBzXoF0e9r6ZQaE9owmpFS2fr3kkz/8+a1uoFIdjhX6zFd5nu95ooObxoe/NEgFutREklb3sBTNINabQH2Q3+kdMqKFANmuFTa2/vP2dv7zyYcS1U4x5R/eKkPRLnDEcWQoaF3npHWnC5H8E9fvzp1TKSuC83l9R2rQ0atP2zS+wH0lrAv0+tteCHvsiPUjc/QH600vAolMRIoDGDsjaI192BfCuyz4Emi1tv0n4BYi15GrA1W4h7CdJGGpLXPtWZhj2vNwiCwezsbNnO7VMft1yQbjPfI9ZsFDCV1XBiJ57g0bpLlHQCbJemnCGUchEfciYBnZCHWgj7EmhfHC5OM5w4EKTUZ6Zi/hBM102KGRawfR4CavF1ZDzh6/5x/fX64Pzvh+CdTzmsG+UXU72vGhg8XGsBLDWaa0dBFAYXEGVFsyjuaEcZIPrArKmvyso2e6Q39NeWBiDFbq4kErUaX1OyqkJXzI8CSqpvOOYP9BjkaEIxZYbfeH/Zqh95/2bOaW8/+LOCRs10u2eY3ST7rXRnftmb6Bjt2hNZeQGok9wqidGAhQ+lvL35CGPkY1eSznWUcVs5crrS5FkUZv2b3k3MjGsHNrpyj/hzLwBy2ltgN3YYz/mllqjJeEOjLm+5pvEyS0PQNmL33/nzZtluf3WcpyvGe4mKKicb2y5HWb5k4U5dN+T2dV1rso+dwcI6XiSu9D6VQk4o9UomG3PrlBxLhbPG6DPEE99ukl+X7VHx67F7XszHxXiM+Y4yqm4kinaAJqPxey50AZGi83s8X/+KPc7MOhfjf4wgvTPi/K+Vvib/b/wfa8o7kPWV8gvIOqdRUmYg1uh5BZVhHfIGzIjK2701o01jY65EMAHWzVI+rP8VCNzwZ71nGgUFV2pTEwEJydcyRDZI0Gd6/ytpRNugxsDs8DI6Qtt9/+YOF1y6a2/6dyVUDH87KCBoHvYZwZ092z6+eWLDnwUcuVJM69cSz9PWA5ee/XjTpls+/NtkzqI/6/PrBk435S2sm9x9F/TZCqR2taupofT2iUqLIJKBU8bzHEkc/8eGj8/+0bVbzwrntObNru8uVww6E13+8ht1EIhExhc4k+50hSW8elLMcOSFndBertwG2Rb6DepzSpnOvMPeNJ7C2vo5rsIcjpKGCS2mDBsH8YCNevCaxDSMqk61/LzVLT8mXS4aoL5yrHZSGoibpKS5vpfTv5dcnXzCahz3xGQPn6Bk4N4IBk16G9XdPad6khvlTS+9lS7xCp6LYphPFA7vWInG8VEdZVMa+x4dVloyPH145bx4jF8EC2GoYCn4imGHo10RlolqNKarTmLIGhlTGh6T2tWuL7V3agnkD2lzjT9myiXhIfFjfrGHLfUq71//u7us/ZPENJiqGIL6bItKl3CNXkTyuThBXFmpJnzg2bO3LeqG+uvKLj+jvb7/mr1OnUDVjOsenTCZGl6lAQ9KNC2/C/0cyCw0Iw+8KxDfuRBjTdQhjOmnNjSnZAiM+EYfJuCWVbYSXmIuXrkDYaBrtus7BIjPC4KkFDuPDiR4zAeUEDX70mAjQhXAQ1CLWpyDCKHEgFEfL156/f+l/XfKfoam5DW1v9c6szdJ7jDkmZ/A3xz59HmKc5uRe1Ofq2l5cEvXr8uWIpJO0cljSRQNXdT2T0yfnyX7Z7A9iMLmiVmm2/lj9DzO/wQ7n2nwU+jtUppoa+jmDFR0m9PgJYcKLRBEakpUmNQJrR4G/Fbj68qs6BTd7gowHFjFszHjCll4tkZhiVtHddIlWL2sBvnPvpVt/+duFA9My+2Zc5jjnrGp2JTq7Rlq/DcQVcT9wKB08RFGIR4PBxudiOXdLe2kjF/V7q8UHa0mAiZKyho9Cc7qNOCtc4vH7Ygr52zAsh6KZmb/qvPk6gybw2MLs199uhPyfKdL/dgMmIu8p4xOXd0wlNsGCQZUIzlIP8UnvBJwpZenHMg5GMgBcpLco4wvdOCn5JGlz3TVrjt9803VvXNl7vNtuzQ5oPV5D5Mz5XPtTO2eUzazp7SwvcWX2OzIebOu0/OzWO1evTdMeQddWhIY65pCJDS/O4npv2y/bn3ZPd44DjtApXfeFT/JrEgr22KwBg80aKLv4wqaKBx+5UE3acqgeVUna/Feg9sDh8rz7fql1X/3BE+ayEpf11Jl80wMP53x346b9iZ7b86SpmpqgyG1dsfTc3Z/5yGF7VbnL1NRq9f/6T/N6du+bNJpSMgkR2lWxvlaHy+jMsQZss6b3Tm16/cexYhCyjCxJfFVUo5TGa9iN6jFNNOie/NWMqoXz2vVVZa6z0wOnuwc1mcuz5UG9XzJ65vkPTw6js3zJ/TBndmPZ8wDVZhvylEvIPfcqg+72tFRwqsxFRCDU8LXKhZ6VcM6IxkXj41M/OL34VERnjETCYQ06aySiCUQjpx6fPjlVGWf0eTrRyFSiJPV3T2nepPYpJUue+/iKJIx2gmKbToRnXsbpDqF62G08e9wKwzfs1PsEMo0OWSNNCpj1EYM32JrfNLAve2BIZXyIta9dU2Rs0pUvt0Q9vGZctEdtGyIhfLQ1rFIzepVMEOsRJI8rlc9/BoL55yXg0UTs9HY21K9hS+wdrdsO+ipvfBh9tytUXoNt0At79lIXieBJ8EiP9M10yrtkAdM2S9JViOjYlxPO0Sht/SvJipMLYfCu3yxJG3M1+FZlQI0RM9BMHfUsZaT16W1LEuZbHS8vU4WN6jJL+yEMijc5ExMO5D8fuMZ3Te2WFQDbGtaeBt5iJqtYxUeYBAQw8wZDtNCBFisGJE5xCPEtgsSZlBL7bvqbXQu939r9veyPzfpDRrWtKXjOWa19/NinPIe6F/QhFGgLsDvs0aGzhGYH/UJVkCOSXpMZySho7tOci0y26aSIKU/q71qoP3ioStvSi3Bu7EIUv1EjmYdwMY9K3ITx4cVGJk7m04iR0oTzUNpdD0pSNzRXd5zfVdPWmErPOp75mjpm7DsH1uaszdtadGRw3uV2fdeRlbJ7MkAkIkVXX9o46e5vvnCVJStgCXdqatnDfu7lZeT0RjGiqu5UhFMmoLSpTBqhQJDi7U46Ll2fEvGZhIGFTMWFnVx2kVx80EYq80zyXj3SmnczIhqZenxC0DV5BlXSiRjX+d3A1f6o2fjD1m+XvsPKnu9EuhP+b0v5WyJtcw//4vKeMj5xGVcYeCyZQMGgZgTuMVaRDuFNVK32cRkHoySorgdy5l/pNLzvuv7anOKQrbfJ6N+/xRarcjkekaTNdd/68iu/uOsbL16UWDEy1+bXLZrXYbFZ/brX3iyj32E+q9FECzfe8NpaYNutd65OoqSS5U31TL/zuyymmjB+hnBhwMxi6mpe7T8vOzZ9aaTnA+svvKC17uW/adbqdVEt4jt90V739WtzrL6uD17WWByJSCOFHdUoQeBQfUn4UH2JHxHmDQN1GzfFPIqJ4UmIb+5L6JTqKJbr5Y476ezJ5NhbRZxpyqHEPsjvf/EXiu1eYFMidjuR1tKKUMRjWN/zLTn76r2GS0qLPJryUpcxENDJh+qLA68eLP/Bf37vld8CTCDMOKICmmrQPfKHC/RWi3+JyRiyFRU4yrMig06vlGHr1+ZFPjL41KyCSP/pnKir67k/MseYiV9vwh8JYyqbR9mJdo4y8iJvJZ5ci/LTqBxXZUTjItRj+PhJefq5irLWfHOGz+QbMvvPdkzqDPcabGmeNdo8fWCkZ6S5T7Kk9HfD/Kmlz318xf7DK+dNBKM9YtsUxTvtdaq3v2VO6ekZuxsMAbNeDmYaDJpwJPt8E5adz6If+C825k5isG4dhR1DgeUDbWe1/ZbC5jPXyjJrYm27GNhh3X7QnvvEK7X6ToctVJLj6rvxMgcrNwA0f+yOX/+mesOP5mSEPLlZ5RqL1kjmxXTplxp7bco9Hld+po4rVQnczT3pizUlvuPmdddsQuCZnUYjNimIK2rAdPQ4tYoyPtY3+xGCTUHcOr2UINZLmfimXIjIN+nOkQgUalmxX4zKPTVGcqhnLbCNpXHKvH88x8uvHWS9UhG1mdGjQCPJ8PX6HxxnAx/ARiM+IAMTmZhMf/IdeP+8564DCIQNoe/t+899XIKFj6KhFRNniVKGi9WY2UUFp5Fpppm+GBOKOqY3Eh9vdkRUNfNQ94Looe4FJxFGShUiOmhFzMtG4KETX59906RbGwKGvFBvoNuojYY0VXpbiKb2KneFtsXZG7VLs3XHTtZoG1QaxGaSoY3iW22lhx8C+UnQwBzgZyRWQT7EXM4ykzY0RJgH6OfOOdL5Yftf/PecvH1vpa+lh/HP163AbasOPJv30ef/ON0U9E9pLawInVwx7WDmSrcVuCxL6zcBaLWyZs2qhovUC3XlESOf4BJyyeM/FNaqhDVVnkG9dIIhBGONHWHwHUAYxBNRcpPXgpnUEsbNICbEeD2MiLzOS+i3DMT4nYsoiKSRTrCajxHkCC9wImmNdyF0h1dSnpu0/6VUBm0mfb4C8gxCwGnpBPcQZyhJV+Drf0rOI6IwecCUUWma/8XlPWV84vK2vWpvk5i+HrgOMdldDK9IN27jIJ0BIEmbmbnCffeVX+ueGvJr3L0thoDBHLXe8KuWsi2sGTdv6KUXnfv85tt2L9FqZamzOyv09bvef3rn8zU5JmNYeuT+bVqzKaTtHcjUFeZ7TUZDuAdwbLzhtbqNm/YP37DnYcWJjFFR2kL4GcTIvCSlLfEdYsrkd7+xu0Kvi+oAtuyY8d0NN7y1s7d/8/ze/sychofzRws7uhCbkk/5XS2WMUhyXyaGJ9XEnQBi4bxNhfQU273ni+1nExcAG8OpE48R31ggXnJa/NKck5GVEeycsvSWVpINMf7zewknji/MOO7CMbv2TDkL8LN7nr6oqGDIZyLUZZJdu/NCLnXDvRg4PdiDLStfRFUiIfyGzJjnZiTD1IUIl6tc6CoTQywyMxobyRbdhjZjvz/niPOC2HczRnzWgM7UluZZI87TTf8JpxsYPNXAxf0D4B1i/8DA2CXQY5LQ3wo0Jf38Gzlh9u2uIesBR/c0u1MTjnoqj7bVZjh89pO+jGkvbfN3eb2EgL6Bc0za8yMWupcXD4Xzs9u0fT6Twlqyz7VmYS+A5dnDk4q+v60ukm3yh4tsLo0vZC359p+tmy+7uw75ya3Abbp+j30oN6vX6zD4NEaNaV7u8akA4TBhnY5HlDZNKAEsjcTWr2AQp1aL2WDAPzgY83KJb5bCz91nmeZ7buG9g6VTsmbfeO7zza2vt1i87ojFYMBfVUFb41nyolHyEfO3kYSwfq4Gexiu1MkYi/TM0UGmDG4dcDTI9BqjwnFeTx27hUHxj0XS+rYO7pg+DYMk0dPeid7tHjUKNOb7xuRVzuGmm48jU4KVXpz8kUNfD/2wOsfkNAPsbV12tMVd4ecqFtOPjgBuIJNOtDjRUswQf6AZoXjEairIMvWSNGzNMhAv/FOutKcDYRgfJoHPXJJKzbIs7Sm/rnm6LjtcM9SU4W99tLrr8abPZD2QuVFCg1wfnlVbo22IQZKUZybP4dd5VCFUjB370U83vrxxy4/rOnKLLK/OXlb+0JqbXC8eWzmDgRgbDgB+rXnK78s+wd/tV5S+tXvm00WBbrfyXTeSL4l5lQbjLM+g/oEvbNy2+MRrd5yqqC3tzikcnNLaOHDRT14t+l7/N/ftXLYmeKf1nq+o5x8/XXDmyus+/pc5M7oqnnx4y4eNhoiBDzCDD3AZxXKSZ1VRXhcgIqTqWjadeP7SeCV5LcjEhpsAhiTjdg+iok4XYj70kUymAFBMCVDEp4nyGKdoV45bEXtGYvRBPd6c8C6p0fW7pRO0IaKXtcAfETpHN0K5/4+EeyXmz/yPSAo0twERVTYzGk3zv7j8n1LGx60Mj8468bY2n3dATF+H8JgmesaPE69I905C7sjypvoHT29o62ky2B0depMpO+KsqPMdyikOx6j6xnOfL3/2wGV6fVQLcPPtHzix9ZkZfsDvgkkBvy5ytik3oNVE5UBQa1o4t/0Qoylt1+DiZ+SSiYkM/Awp+MKbh8FpVIkpk7Nru6sBwmEpajKGP02ndHukjdKO7uyhv+yccXjjnatflmVpEsI71KQk4m5FYNonIZRFI2KB7UeEshP7Uv3+04h7eE3EKa3UcTOSgTRSJKOclAVTkmS7e9DYxjssgAIwUiEeMa43J3rOANi1Z8q5cy25i6dOcjzF8IJXANYsO86gB7MxG79WjynoxcnoY+8IYhNNHMuNpCQij8RG0mYu+9lM9/F7AQIao8sYDVhNEX/22cwpd6V5Vtp5Oufp4y8Dt9VMw1EzjR0kG0NvR9LOv0W+gz5GSph9+wpsbFx1zijq6ZxR1ANI7dcfuWogT3IPXTF1TiTbZMt6+aRN3zHgN7T1m0JleaaoRvID5D7xSq2SLLnftuW1peG8bDlq1vtlg94kWzMk87GmemD9djZsXsOW+8J52Q9KkWihFAj1XOE57jEXyXMAWts4XP17WbzvPXK9gulOHlfjp/WL9V9XDycry1nqD2DMzoo5HmL9ouK5E7Gx3824JsdUN9Nhm7nCeaVh774aXUNPcytVpxtF8mM4J/PNpl9/scD+02dXyVqpr/hEa2tht2NWc4isHC1ntGIDn9YZxuuLopEk5NMBTtYYiSeq3i7VBYLcYTaDRkOvVot5cjV1Z89T73ZPmFs5/Xpdz26+SRYJ3uSP3/j7BSBgaXe/+m1B0leAjWOYCJGBRJgoOgaRKSILAdf5M7GaCqTuWeqaFUZ4wQeV/6t74SlZJhXw1dyzsySnZ2fJHhJgEq+T3/U93zdPXmf83Qyr5IpDkhSlWHl2un4RxxLygkoGuo5teOkp64aXnsrJW93XKhXKb3zqo4+4Lsv8R7HjBXvpV478fEZ/NN88YMjLWXXhrs5je+YUKv3UxxjMKhu3/LgO2HOqsnZ5saPLFdYb8GRkm67b9UTtzmVrXnbLlkAeDhPAE1vmvNHcZjM1t9lCnkHDXmOu71LirFWpmPX1yvPVKLC6F8yFOG/4OCR5LXDhR4eVghgLGKsOPJv1uacfdW546SnH6bJpHR/7zu+KDk1fuBeRS/YEwoH0W2ABGjRMZwGn6GCk6MPw9SZ1TzIg4Dd2hFF3NfCg8i9VvJBc2OqfLWmguX4ENM7K6DTN/9Lyf0YZH7cyPAbrxATx3onydonpKxEe05HYG96pZ4qSmoC5pCawi5Gp+saUJQvaCgDCESl6zZq3og/e9fd59jyvvq3TEmjrtPj7HSa9yRRtXHxB2xsKXaCNkZS2CzlCmEH+Shm92CjAyXU0cuGI7DExJSXH6rMC6HSy5iol7KjRQFmxx3rL5w9cYrX6Sz/z1Q95EQZNPEkMtiFwjnriVTstCM9EnAc2rtQ+TrzYg4rRlIDK02fzfE0ttlXt3dmm7MygSpGosq2MpKi7iCuFLsBaXDgY3Hz/JannjtvQGiYjY//TKghuj3Ekj8p+IOeCj9K25wHqNHqMRbPIqH4fxVf9kAuNFnR0Sl9CUEv9gOJY9UV1rB4leayOq8z5xtcf2PrAoo2U+dputoTdZW6dpe1s5pS7Nr7+wLDrR/KwT9t3fsI5H+n4rRO8oWnn32c8vxsEHAMa29AXCx746pAm0wKQF+m77NfyF0oTvbxq28bhYU37nXzNQZPn0ro6KRTxawb9LikYLg1W2836TueQbNSZooCcbfbr+j125fr7rM8cLhlYOq/Un5lXExoyEG0ItOLIHTTSXwkCSrL5qWtuUd7NsfiLYm2SZWhr5+7qxFbdM7EEsJT+jDEbDQzQGw5Tb8lm1oUX40Ctwpqg2G+WpLoNVVc/aPb3F/pMeT3ytMMV3diG9BV6/2Fj7cyhpgbTiy+JZE0Z5Jaff87vWrswhCQ9n/Pk/rkmU+elcpax3e4JNGolop4oWncUvQ4sWgkXEvJeP0u1EvVTDHEooMOJwWwSFWgjEaF4lRZT5naTimUeS0Zar9XKwOuBymtn/ClUk9eQD+AM2Pa/1LICwEYvLsxMJoiEkUECWLAi00mEOH96kqMjwVOtrlluhCJpSLimnvTsXPH2ziHMKmoowoCfszufW8POl9Yc4RLe4ucAbOTEyBCHFEk7Dw+emx9483ezjYUNPZkzdjdUBix6+WOTn3D8tHGjGaA00v4BhGKcdB1jUOJmD3mcAb3RbAwF/Z6MbH9xf6cNsHZQ2pKHYxqAx2vIR1DkPpqf6/tuwj2Ght+WSoRzYYnyu6qMD+MNH02GJXae5hCXU0amKPy06sCzk7725/uXTGsVdQNq2hqsb96waBC4M9H4kE4oyjiAxBBxYoJHlWc0kqqzxPnrU/ekWsQYUaEyryvHrIgxEwZaEAbY/fIMGsfzruOFwoxDUsdOD8JzPw+hSxUTd7R+ZxTUwb+U/J9Rxhm/MjzmZj0BvDfwjonp023Ak4BShaavGaFIDsdej1/ekXcdoCB3KBNAp5U11655a16soZVO06RKp2nBnI4zGebwPkj2eKVlgulgK8u4jWXjVtpi7ddo5VjS5lunCxpn1vQuRvTXS0DWJ68+NvmeH1/8yJmmvE7lNPWd64BvIxhg1AV2N/CQLG+qTxMt2Y+CdU1oh/X02TzfF/7jg2XfuXWPNcfqC7W0W6c4nKa57V3Z3UffKvrPjTe8Bun7+ojyfrFnHDhUdteuPVPWrlp+ZvJnP3qoPD93qOBcS07QM2i8SzC9vWuSVkFo67TEPCqnI1ONTZHquVopkv+TwJd3rdC9tG3jih/XaXRkudqZNmcDUzXapOz1AgTWsQHVUzSqd358oije49rs0nvYpWFRAEaJ0iRwTycZ5yo8YTsb6r+48cpt+rb+m7XuobKIJaMtVJb3s9JvdF4J9D1gu/kKVREH0MthI7xtary038lZWjao6/PoZbOgOpQNOq/G7csM52ZJWXtP7fPNrqwlKtvDedndwH3b2VD/5aFvd/S/mVMT1hqbs4c6tLahjmJ9ZOgjfl1242ZJqtskyzEe8ZkzuNlmoxTAH2Df+16SR8Jmjylp+lOFnumBcrebM2439371D0+CGCcbYUszsLVs4+NTMy+cekd2qa8qLOW4Mk65c88d6ssJ9p2tFkygcFpAqABwXLt0t+OjF50CnK41C3CtWfCPz67bbPHYJg0U/OXAyb1+lroj5GnAI0lYZTDmSjQZJHQnAsyaYuDezZJUV17Gp9s7KI1GqdXpCGRn0WMvoFmSsBNPkByXpIVwxKtIgjombv/oE+o1OSbnPUpfredJHFxLFC1+/MhYiZKNnicZIq4QDlu7leduQ4GrTF7YcOmyj76sy6vo1fa35Afe2LHI8tbuOcPmVay9l3AT12KnFy1DtFFAlE9zCaV0cQMexFoYmx/SibT0fomS1imRneO+GHi5ZkvjUtNBX16Ge0hnKg5mqAXgZ/uP5TIW4UCyNAM5s88eO7m3btlSgMn+RrN1liv375mrP1godZ1FwTz/4nvPBH/xvWd+gtgvLlOudxCvVTHsviTTGvqBXRNVMFMTOx/4wsb1Zb1tN1u87rJJHWd12V73W0XO3rQ5KdIJdEr7VRpMD5P5vPwYarmjtM8Y4V3Ue9sQ0Ev1970IR2a5PGNY5GRcMgIUZjzjJJ2kGzs9wAlZ3nTh22nfv4L8n1DGJ6QMd7w7CZopUs04ieklaXMvyQt1PckhplTWjRzl7xOhVkyVd+xd12jk2Fh642hx29Wfv+Z33/jiq0e++Ok3HgGyMszh6nPNNkt7d/bFjWfz+Nuz0/fveG76VNJRLpXceZ/ccedElLZY+4eG9EOW7GAWQHO79aczL+lxAG/SKT0PrNNoZM2qS86az/wmL/F6F1Cp9N/wBNH00ZIy5a/nE/vs6999/+DufZPOa3Wyb/Uljcurylzalg7r4H9+b2XgwKHytcA2JXkVUvs6xXO9cRPAEhZf0HZHZ3eWYcBp7rns4nNtVWWuVG7udySyvKn+gc1LtpUVu2+2ZAfK3B5jW1un5WcbN+3fSqfUeDoy7abzkerLeuX8vieD1zy/M7QmtCO0du2tvgfuk98n/ZEo9WiQcDHEs3TzBh58aLiFHqYySU1sBcbNzDOapOEPryfZGN06Sq7DRA3PUY3zzZJUV8hw7vTTcxjsXXthzTHDrAU6ORQKS3o9QEjSBRhDRuJHH8nb3/apK75bcseT1ZFskymabfaH87LdxjOdFt/koohlz4leU0Oniue970GFmeW5hfey5PiP0Eb8ZttgS6EsSbIsacK91lpjef/rMWNjkyzXc7uUobbNbOKekdo9RgRhtP48DzjU4jsqzzkpGFaNL1gTzrf4IlqzE4PWpFlkKezfU+rK9/sywmFZEwmEtXqtHMzPp9+SzV1/+NNXF5GiuLlzs3u10ahdwYXv2+nlQ4AmDP25GjpydOgDUZyNIZyb+0V1z9a2eHXPcBiTw0nF0BB5+fmcYQJeUFVGgXAIuV0qBK5RfmsE/i7LyOo10gp+zgqWUUwBLQR4kiCn6EPgeW2MvHZvBW6bs+pNzdr/2EpvS762+1yhtnhqR/9Xfn8/OcVO0uXAyjL10gl6gL/ShIHT1NKLDTsuvkoBGZgRheOcCGpCB6NEmqQT1D15ydVVmmhkcVSj7Zl99tjJmtaGHsA6ODmL4me7jLZ/eCaHMrW+lpzy8K9112cBGORA+Abfw/2Mgn9W7688v/Kq//qb71f33VhW09pwHlne76i2Lak2NledX1XVVK09t8+u6QsgnHSViKqjA4mvDiprVfq+VN71ZRJ5w9+JBzhfqtuYsJ4MScaPO/U5C7bbPzgloDV3zXYfO1njbegFKlXe74Sre4G/IZTciTw3df9X6ZMTjZC3H5EVMuGI5Cjyjp2H/4ryf0IZZ2JVmv4ZH3o0YvpEb+J/ICbCeZIV7UTPdykprBvKz7czqIHRk+YmcJtYxcgFczq/1NT6Y7Gqd0ofAdYB2jvvW1H2xF/mvExcCb0DARdR3yH+LsXy5vG+TyJ06NSZfMeieR1ZAB+49Ezab9Y/kGFMOTTW9x1JgdADDp/GOLfPkGs9a650lX7EVDff6Dzw/M7Jhc+/PLmZZG+V49Y7V9dtvOG1UQ2NZJpBd1VJkef40gVtiTAlG+/gew+TTqlu4w0jF+OZLjbip0meEyhtKECDAYCtNHIaP1GFR/ghNNwfK5P9rrQ1DX/4FESC834SYEcJJdtTZaKG51jGedpN5u/36o311113uSxppBVDu198LmPl5QCDUpYzdpfbk5XXfzxH/SFX5kp9dcYqXb6hL/uakiOWNUVJ75PO2//Eyi1HOkORwbxHd5fpOx22YEX+gPNDC1sy3jyfSUK4OlExPl2x1iwj7bn89VtXS0Q1QZ3F68os73NlV+nK+1935Gq4iXypBws1XMs1ojahUAzTddJYEYQJ9OdIfWrX9bpyZKOuyyw7wp5gYTkg986bTvg1c+usq+d4PmB8pkm2Sx2/Xv0Jds5YuIg4Q0hs7jz/8RWtH/nhU1bAVmOk960gTWEZqzeD+sxi7BiwBT2YDC46GOAnKNU9P7iaF00menY9zyWeQYoCQTIHBznyNthUkuX2NPlJTm7EpsypEzTyCrO4J+Gbv8RDvJSEL1dzYGLQngRPe0xUL/eln3vuQa8jM2LKDJ6uWfL6yZKaDhU2ODYDUBUyVUmMNB9DKOAu4iXhVc77YaJ6SB/54Gfbv/P4d3P7LXm2V2cuXWoM+uurului7VcU7S//W8cFoQztUIu5QndV1tN5fdoCjUaO8IvOL56bXHbuZd5KgvPF8n/IlzY9sOGr9Xz5gZiDZ8eytdZBcxa/vP+L+pq2hiIkLGTTW/jHngE8yKzACWynnQWYmIKVPCKECHAIC3dQLL+Q7j0UNpXx8YZPzAMcG/unM6fZg5I+0xJ2aad7T5tez1ls3pu3bKkx4q+v8rekgxQVINbC34z13GFFgC5hGwtiOsYhhLMpiML1zjun9Xw3nZzv2Hn4ryj/V5TxiVRpmvCHHmfRnXTXrUeUM1elBuG5b0epuKgcr0vgwx6ZveEdyDhLeI8mb6JUjPzULevu/u2WzfcBbedes2VUVzgBCIa0qRusATHpExXNib9Lp1Qnd8T6fz9CAQG4kU7pFRLCjuGw5H76halBRi+skiojLSTlW4qv2qrcvxlw5ZYGi678WvdyZ49OOvt6lsqBqvLCindL8Q4LBXPNJqCy47TRN3NFRdlbuy3ngda8nKHFL+6tzr1oYatHwdq/vT4aXcbyWoy2kApIT4QoMyhmPRayMOIiwB4CqFXpOqUxC0UBYyVPp2trGYJpSB1HqW1PloknHI5lnKftm2O3fPrKPm2BrSLU0js9cGracxkrAQhoTIKt5/Zk5fXMWaZ093KdpVo3GMzV94d7A1L/988sAfZZ1hSN6mkEtrpXz7vNvXreUZLH9H8+OALXeU3LNt+M81suMAWc2X6jzePKLO/LtBkM800vW6qncrm/iwIy+TsLKUaj8PX38RS/kuUR2jBez9d4nB3p+tQUqCyImt9qNRmtkhe5u9UXzMnXygFbh6768IOuR2+56rEtEO/TPoQirkLOzgHWwyvnRee9eOyu2jca64DKmQYOPRdlhr2IOo0Gt8dDIBzGuvISqrZsVTC40LjgAr4KrM8wY3rij6wDcLm5YIS+GJ/cnsaAaece8nk/AGECHKSJlATFNFCXM8C96RTwVJFl6rewr4nh1ZjTrylKJeSX6y6a21RUVfvkimsO71y2Rl2H5hLPr4FRkhgTvMVrgcCuxasPG0LBfdfteqK2qrvZfrB2UWlVd8stnVcUMfmxpq2vFS72forfT+3Qlmp0coif9N3c8tmuxzTM5yHlluuV51SRkP+z+MRrd6w68OzxXYtXO5XznLvnrzz/9S/eq9/+n+vcTMOHRC+DmHk0VilW4vcUcIA/kDx/eugbpS9npOENP5G2Uqza3vHsr7Gxf8wyuzY77OnJc/UXGqPuTFPE77eEXMYOc8msKn/LvfIMNifwfm9FJDGagBXAn5T73aRENeLrqchOSB53L7GWl5QiQCRDZdyZlra2grKfbfzlA0ntH6XCcTp515yc7yBv719a/q8o46OJlPTbBHGtoxXdUU5Zj7DcVbElXHcHCYVpiBfhiZUCZvgi+a8ToklWnGJJLp+59kjlsy9OqZ86ub+kIM87DWDQqw8+u3tKaqJHL8PL1E7sXYZDSNTr04YddTr5B4Ne4w4mNpFH6/MkJcReFTx8rqng8kXfz8k/e3RdHp2uAH8/7qW+41C6d0v19PY0GVZd/Z1Oqykz2v7mTpvc58joyc8dsh07UViboIy/2997LK/FaO9/LQBaNCxO+Ja5mPgQJsT3bXForHf/3PeNttfNC83KdcOrVI6RPD1CW23E8xCS2r6GLdmIqpAqpOjN7WxYMMGEw7TG+YWf52U6pU1zr2Wup4va0BlasnqxGyRsrTMqOPSZFXVAqEVf8bef5nxpCLhFuYcKeUgaN4eOUqbT4SnIjBS1h+XTWqtePPCJtlrLmqKXGcX4Ggm3/osHdqZ9x82SVHelubCsxX6RdciY5zOGPaaSwbcml+VqtLaIpyncT57FTIhy6qhgKgBhgjwzYpVLGL/nazzOjnTjze/YsKQn67VGE4AxW/aaAk6drs/trGhqvOXJx6hfwzBFSDXySxGY5mbg0XX37KznHgEvqQHYIP38rZOYnC5MWVk4F87nUF5e0t4oq2PmCUmag4j0AczcLEmmTXJaGMN4ZLgB42E6pUpSZQeH8dOrtD1JmRsT6jKKdJwu8fU0Fa5ytOeaTNl+Z+Xs8ydLajrUBPO4JDCe2B09B7pzCpd/7c/3XwLs2blsTQCRrLifOM902iTGFLywpPxbunPZmn07l63Zo/xeLs+gfgPwZ8c1h2/IevhDbsmmMctD8m96P9V2TdtTHXg4xD1yvQKUqidf2qS0OdZ/nXnFhs8+81j5rsWrkxw86/Zuuwp4GQ09GDCjUdq6k1oMmNDQx2gK9NhOAlWGzYMr9243fmjv39byzK/j16ZhflEkNvY9umybLEmO5owK8oL9lsJAl7XTVOK6Y/rdjhd2rBSGWZz3uxGhjEMcBWBEOKGeJnE9ncQg50YxGFKgMqiR0i0/blTbPVqF43cpIjmqTDRv7/8H+b+ijE+sStPEcK0jeYRuglgo8QRxLtKpkrTZoFxnUP6B8FJ4ENR6idXvUhWvEQf12/XQvy1JowR39WT6i+xe0yVLmyzd9ffFPP7RKPziNwufdnlMWSRvsKrybEt9lwm0JF3/b0fgACcjPCdhBNfqOWCD3HHnQkTC5APjxF2PtpBsJHHxrcpjKHtaqNDbF+Zph5acTC0bL4NH92bz6rlomndLar+j3WDKKQm533ddf+2bO209Tzw15+Q3b967tKsnM1Yemnc/JDeWgTfa+98eu+I0HfyFAXIo4nryMCIBJQOS9eBJfc20i/yv2V83L9zFyFUqx+NdTW2rk+TS0Ilt/x5xRXxUUXDKSXNnOxvqU/mtgeYLP8/Ll28WuQ7Tr+DA6/ezKl9DbdRMs2cI3xs//3ydbNBpi853vtFVXdxB8pqj/j9p0x4cxJaVicvgCxVJVo1JDkb9mmydP9zptzGG8TUSbn3zj6XGEWAU67N93ecLHcfbPZklC3Sec5OzdW5dqDvglS1hXzCEeUEB5yjEhgGBF+/gED4BQxtBxnQSbGFN3Qz5qvWDL/RaHA81lw/tHXBFugJHUCA0qqftw5jntlNS1Uzl8U5Kzyn36RlaMo3O73zYnffY7nJdn6cgUG0PBqYU3fXD/Q0jGWog5nxoOxtGTDyrmYa5ZhpJbFKyjGQ04gsEBPXhq5dKv583h0hFOTNb4k/QKO/cOeym45Ph7T2Nl06O0MC2hKPvWiRMkqibueILZVd/50/WnJIBt7vfYm6pr7zEbBlqzCl2ijVFhc5MYy1DBPBwuKatsRtJeqmpqGreh/b+bfHOZWu2IWjvQogoxGhJjInz2okwSP1ALQOAi3kMYpTuYxPQpin/4weiklaXGR70P3T0pt9f0/7UIAoeO3bH26U6ClmLFYkwTvo5iYseGakn39k3zMEztbVB9GMDJ72LzJf26goyB/Mydfnd/Rqb3+k3tQefSbkm3uedUt35vdx9+E/YnW2YbGXUzvsIF1Qvk76dZv9o5hAXcIpKnJRq/eHs58KrDG+ywL9t4dqhnxz/SqDS1zIiFSMJa60l5HIa5KBNlrTyly7/xYHnP7CqEDN2rEySTvAVknm/Jyfcw6H8nKt8G6fyu/g5lYs5xw6AK6dvt18394na4uwuW2PfVJnOX6skAmOtwxPCgI8E6/lfrNz5Lyf/V5Tx84yvSlNA4Z0epsyOouiO5BG6CoFHn4PgcQ0ilHET8EuE1ZpFnFrKhxjQpQjFMa3iNUolTRjBQ/9PUsiTJuPps3mGF1+pZPq0/kBpkUdTVebUBUPaaP2pQvfdP77Y+8wL0zYxXKGLAnfxzphg0vW/A9GHrxJXEOwIPKOsHEvndU0vo0ZL1iQpIc2B6tqcLI8vlJl9jEunn+R0Vy0un50PX1DKq+duSfNuSe03ZUec7n6tuaAiaAPY+VxNTzCorf/cxw7FykPHnj1+b81YkqRsezWmST6tedbxrJqmXtZsenIGW685sT39QtoZzxXgGfbwHGY+QB5BvBhFmftunb0qKBnc9kiPSpXlVJ6VunCPx7uaahi0Kf1yHJAGyZjkI2PWayx2IZg1fMS90WklMWFwoe+NwDL//tWWqPsT7ZFbdpVGOh8axnzSKcU8sDWrwPw7+k/6yHBkUdB1+aKegSU1GdZeZ/CSP72s+9O3ri1CVOlTJWMNW+Y+nGPvKXL0WNW+yMrCGQ5jwxlplSo1JoBIbwBDVYZ/8IXe6q4v1us3N0gqe1JqYuREk6MqgdZ8d4Oc7254BrBb8/iQdwi9oQDfhSWcLTcRpZV2uhjkNNtQuKtH6Ua1PLideFGnHpS1KdGTlrWy4FjWygJ1bduq5KzE/p6B71gxnYM2XLOiaLK6KT6i3se9et569+p5IQTTUWp0ZUJRQ9UA+/IFl8zNdQ/UFjl6D5f2d/YASBLWOXU8//obXAXw/G4+9vzutO89UWrDRBne3mz8aYj03s1I2Pq3ds85b8r0t7/vupdqCyp6bL1NdtfDN36p7Y3ti+uToDNuJLKQyBRwjprWhp6a1oZdQPn1v31sc4rHOymJMeWZifP6JGqxtBBF9FJIBtDIHuXaL0QlbSaAV5dlum7+7z573fzfqff5JNezRy6WvgzchoUAQ0iYMVMk2rjg9Bttz8+/zEaKg8fu6N0PWE9Hp3E6NI2pukbyhvq1A4U5gdf9i3yzTx/LqqIl0WkX6/PT/+Cm/b9iqs6IOysf11A/pj0/YmrQy001nx6W8L+V49xADyUAEXRENDo6NSXm7cVrL9qbt2xm/e66P5YEOtPOTWmNzFWd2wbXdW27uMLXbGrMnKp5YMnGxpeuuXQ6PmRchCgjl5F5v0OIuhQ2RIQilR/dpSDurVdO32741sXfX+oJZPtbnOWBUku7DNxGPhb6ODbsuuR1eLyRsJikg/W8J3H5t1XG0yjPTyPof0aq0rQbuIGR4SYjQVFG2gBMCCVTUv7uQ5Su1cIweqAoAntXTJxKKc4TmqLAKQo5Ce+3HrEJTmRDfkfS0Z01d9/Bcpt70GjTaeWQd0hvcQ8ag+2dFv2lV3+mDzG2WpWfjjFwXmkZCcbp6R9tA05cMGoRCoKaKW5AhFcfp1PaxliK7MjRkiTlUCNH7Ba9J/S3vg+fpCqvh6o8lX+8XJZnprs+qf2Vs30nW+rNl/Q2GV3KddZde6ZEd+2Zcot8w6ZEhXA8kI4kGRHjl2Bs+DTGud3Ggqo2U8nxXlNBLCHyyRlr7tvA9s1pbhvLFWAjf+JeebuirF6HMDbxSeYMS9Ttd2hznAnXJXmeiGNAaxFVANNCctIkG59BeIjqhjDP7aS4qonKt5zkvl/pv+PAwnT9kSDrAcdC30HD1d5tS4Ykk9+tsfSDfEFppDNdnyZtRBWgr5jPabKwbqkqOQ3McRXYDH/61rXzgfkpz7IBh3+04ct33PvwHaqn2bXwAgZff4PZmqGwo+hIx0CfNcsU0ugzdVMy32j/+OGMSHdA9UDmMDwxcqIbY+qc6bFaaCougvVr2UMTdg6zFC1G5FjkIafhxuqXj7Jm0+ALvXMdDzVbEzzbifM3A7EWaQFbtY6V5EvrL1mcs3aoPCPQuq7kcOfqonQGWcygcJNtd5BTBrJhGg3WbooTle7R1rJxh8ITDbDXZiw6sG7vjuVNReWXIMt7Sge6AkDOFau43WggcPQ4yz0ecg16hkqKOd3RxYxAgAxE0ZyB1HtPQIa3t4YeRMqgbax3eJtSCbS+uXOx/ObOxeock4jn2cQNOzNO/Jgx4yePWlyopeibYULezsTx1oPAac/Dj5UwzRzkMOdi8z08jncQbZzEYQ4Lxd5jyZD6q/KuOqOb6n/y0mvfQKHKVNtU09YAcFtTUdU0jyfb2dJe6XQM5Zq+9/Fv7gvqDdmbGjbPqupu6SdNn596liU6E25jloC2GLPxI4njNZ9Obpg8g3rJzWkqaGchnbvuX1lxOjL93Lcr7rnMpbdZBgx5tjum3zX50aOfM5EiajGrHcVrHTuK1+5Q2lHN5RQziB7ooZSTCqQmHe/3MUSUJlv5hmrkIlGsZIg6EdfMenKaO5Dt7xsqIBA2mqpym0ThunmU89zojDX8K8Fl/03k31IZHwHHrUd4yKtJX6XpOCLs6FSOqT/XKz9HUnRH2gA8iIliRUyWMGIzNSM2qkyEl9CPUMS1iPLEB2R503B6vbHfbxXprOB3N9Ev9vz/vm9qlT3fS1ZG0NXRnT05FNaaSkvcA82ttkLlXcIIL/8Qwvs9IZzXaFj8FIV8rDLv6oJhU/5uAkJhNJf6JUMmkOHRZ62We0OX3PSpj57Y8dx0M8JwAvGtRjICgOHKYRRN91O917Yf9c5PLJ882iKV1P6SmkDQbIk0PnxjherxbQa2AJ+VpM0fQqmWt2zRZ7p+es8zh+bO7HYq16o/0xpfDa5J6+fL4TsyI0OGoMbQe95coe822eMYP8XY2CkSSZsZzagbIVcAJWG2R5/rLQgNVEtAFCmsJejTyJLlGdP7hlNlJRsVB4DlCH7yPQiu22GKSGKycSIrwPwv7LfaqvuPV9hapqLDPjXY6Frqe033uPW6Ebo+JpVA6wr/KxcPSSa/T5Ph1xPGoc21kp6mLWkj8laYQz7JNM2bmyn1FeeNa009VVnThmBJWg/Mra6iDNj3xiGy/f2RgvKIK2g08B+vbe5biYBaqdRx3Up7H98sKUbkxDfGYXOmvQN/eTlFj/+eDRlmeheU0Vo9RBktOAFHw43VLx+9Z9Zaz7M9mr7vNlRr8/Ry1uqCXO+LfYPhFv9tCMXUjVjTmgG/DgoHItxxJsgz2upMydTtl6Y/eGYpsK9zdVEPyetTJdDqJtveg32phqhfQ6TXSKCQ9JCmYbKdDfVr2DJMORzhupjSebB2AcjyS8uOvzbPmWVdXDrQtQ0lqffS2yXPpZfwS+W9ON9E3m//EEvsfGmTLEfT3BtIT/WY8OxKoPnChWy7/P0JkcFSHlVWn+Qo3MgY44nKWGMlbthN46Sq7JKBjUTaxHxpDfAVWTCQWYnXXJgB3J3S3tTxFgQaeIYuWjlGciLpo0C5/BjXq8mjJPZfn1zP7QgSgypkYJ+rNXtBvza3TGuORh5c85Wdzy1apa4bcSaRPpkHvrBxW1SSflbR02o4XT7Ns2PpVQeeX7SqB+gNa/VZL9x6mYM0fd5/DqylEE0wE8w2cTyt+Fkr34kHgE+9uOn9vJjzhn7hgccrPv1+gLP2SXMe+8BnCj4rkj0T6QfTRbjOY6WcMhIrIfeQwPud4mQZAB7ZwPb6T/U/st6sGbrDbug2eMKW3t3Oy1qPeudHyRUpnFU5TY+f6Z8iZRm8zoVlBw/V5DcIx9E1uHguuQAdw9fhf0tGk/9N+bdUxhk5bPskQsFaR0qVJkRJ19G8S2n/Ngps5LsIxT8TobCofd2P2LRUr14Rwpt0FuFlTKXdG+/79SE8i/9IOO+fZamu37Jj5vFNt75U5xk0mtq6LLr83KGwJTNgeu7lSXsQeO1sxKL7DVneNCYXbxov+Pg8/aNBSDoliC8YTsRmIoWQtH6tOU8sr5LH4cvMGAzraj99fX3ujuem70NkowOx0OkwI0CSNucixs2HYL5aTvpZbr/0v/jY/OsYp2crHa1kTnH40TfzfwyfYT2+wSn87Zc34x/KT7iseO/rlcUXf+j6qbv+9NtHLryg3UgcszmcuaRTqsvV59wR0OgJSvpeXTRkmjHYUAfUd5vsE4OKjCNh1h4SzkIZGNRmdBt1QeM205UdB40L01FlpY7ll3wYLxrSZKw9ZJzTdcC4cP/r5oVp2I/jniS1LfqswOL8jv5KR15OtUEORC4deumETg6PClFRpBnIyYk4bN1ae9iryawMS/pMvRzytmuKjKXRrlSDNrYRtWuKjL3X5eZVPdya4RsyNU93nvbNfqX+5IwDpxv3rF/2+GP3fKoOAYXboFwrkkgB7pEB6rldJKJVV+Gsroo9w3a6gZWvHWQVYmy5EPkksxHQnKjSh3cj1pcFiDXgCCMYMaqkwcH7/AHc3T20lRZTFo1if/Ek1rIS7rq8Vd4KcFQYaQ7noy1zNNlav8as9ROSTeZFOWWels6jCEiQm3j0iWwNplAU+VCAsiVDEWcwz2iGgL/yybZaRRlPXJ+agRwHObUaon4tUb+ekCmAsYcxeKsTRVG8Y+dtlqS6zSKxM6bQKRGFpHF+cMbCnoYz0hHbgdcX5//6tIg2/pdUc+lyzDNqKTKb6DvdSPGLL/FB5RIZUSgurYxA9fggUIJwuvQA+tcOMum1gyTTP6oJiomSjgJxZAag0WQsJSqurFfRg5ZTtHARXsxUM5ssfkY9M4izdaiiRexl16BjKh+X9lMlnBkybJU+Lg9fo1tZTyVTmE0Zmdjw4uQYbTRzJjF5lMTI3wppG0upAhYDPVRxctfFl3uNYX+LX2dy7ly2JhFqEhsz0gnqFMrDZuKkDdMRymvwxQUrj9Anp4v84e1nf1YBK3QmiITwa/WYwn4s3n52pztffkxRxJP7O0s9UBps1/x1xboD6jsl0A+mX3sdQFl6T/UoiZTbrsxjbW8w//gZ/7QyLRH71QV/ss7JOnzX43mfq+cxoPPVbe+renW4YXbh8AJ0pBiE7xId8nuSIP+uyvhICkW5LG+6njizQUwkafNYHoMR/5bO4ytJm48gvEVWhELuRWyqFuK42QhCCTchvLEBhJd+ou+nhoVrlN+PMMaG/A6lcteeKecMhojnuquP1laXO+WmVlvkoccXDL5+pOwAcGDV8jOTP/exQ6UbrjpxJZ131jEKDOQde/pHgpAkK+pOhLJaH5IMK5EjYR2y5NZm9fZ3m/JljeSbMtNdgFigVbqu6QiFHBIXdmmzFeGZmB5/GMXAZ7jn76sJRz/NJy9cwjgTVVJpJZOUzL3bJscU8SzbYww6v45SOdYzaMzauGn1mv07HvUgFKAAYmylQivW+zVGgyxJvQBhSe8nCtW+lvJukz01jDnWPBgtYbYsijRNRop4tRltZzKr957NrDoP2PLo0yvXpXosN5Iwltu1xZzQ18j2aK/jp7YvqqHakTyjSW0JeYw9GXVDS4ekDOmiof1nrbIn2K0tGA9e3A6satBPycqQfcaIpAtIyFGDHHQ36SuWE5Z2lyZelDCunFrrWsecvJ7jn5x5sOrJ1kJ7e6+tp9zu+vmPbmj79hX3bl0HW9ewpYq4Mp5O0q5Xpxq4CqFgq8qDBWHg5iIMeQMwFTEvnkcY45chwtOp/N5JkoiD3yxJm4CQ243T7Y4xkNja2qm7PO7NrQRaw51+m67I6AKQg1G/NltnI04PW4BgSALR6Ey9xOBgFJvtLff+vgtzlwZzDP6Mdr+N4cVpFKVFtmuI9OoJmXSETaeoOaTcf+4atiQp1dvZoGKc1587z9w3DmNtbcU16I0pE6DMo5wcArk2VkdlPnF6g7Rr0eav+16fsTCm4Fi3H7Tb79+5XDbpXcTXoC+/uIeLX1RXgATJy+UXN/fLL43UvwyfJwYEq1YYUZXWjIAxqhCdkZWYdBSIcBu3S/dNVCEfRwXQRGXdSDmzKccD7ESsL2s5zWTilTp2IwgKqhHGOGiYzjkCVBFL1pZ/L93HPcnKrnQJU8nnOsJ48OJCi42FlFPNX9meZp3JJI9grDZFLmIMLc3z92UZo4HB70/95smE26fuFer9DqNg1he/tV+69oU/X1Xbcspf3XF+F20NdekiEAPneCjgoaxoBvYsO9bBHvxdJ2j09g7Dxg+XPrn+sXnX/+YvJR/eDqCXg9G2ZaXPvrxshWo05AEPSido4iqqOIae5iSqXyuN7KduRE/1SI7Hm4FjBYY+Z4GhLzans7WeldKJz9UBlVfp/+b7VcaNZcWa7vPD7ts3NonFu0CH/J4kyL+rMj7RsC2M7TGYaEhGvd9exKIrIzbViPLzAHFlzo9QCMarPCe+X2JiYoPy99iG/E9K3mwGcnY+V9Oz87maHkRSziWIvpFWLT8z6ZbPvbY8GNIO/PrPc3JK7IO1s2d2XVBM2uxz+Gd6+hMVdQVeEZWkKyTwu7VZnUGtwRsIaMusGb6IV5uhJe7RhjjzRerC/h3i3+5e4AcoCjJQzA/+cYP8/QuvnlA7k0X0hyw76WyeC4BGG2bdF9rlJwwDwE+Nxju+EQzqyg4eKa3u6ct4054/BMKoE7i/5A2+UoaeqKQxa+SoHyAs6fyGaLAAhnl3xpoHwxRHjyZD79ca81/KX/YaYiwfIJnByGXFU76dDek8T0lz9by+stYie2SPJruH0ZM9h7XF7zS5+8z5hqzgYKQ00uFp1pXnujTWzITzzWvYMhdo2c6GgZRKj8/vMb/vQ+u8OzK10UhQI0dbrVFXxCCH9L/O/gTfTm21Mq6+xZZKoLV0dWtB52p7oRkfPsyBZspK1FO3s6GJVApV4jCG8jLm2qzUzqzlcM20OFa+XwQYjhDnyjYh1o8MxJyrRRiOJkR//wMl0XKCxWhGj4YIaQZydMUmZ9QdMmuter9k0JginrATMUb2I9Yhq3KtKSgTsWToonJFnu3A4tolWSFPUNvSbDvfHbQ0Ldt7caQ3uD/Y4AU57mmTkR40EigMYOw5Rc2hdsp7iLMiNZOgjP7t6Su3rYO1Z86i2bOXarMZecpkcs81Meh2o0JnHLm5GCrLWRIO4x8aov+tk1zwpW0P9/iMJuon150HXDlPvjYvkp+N+XjrYeLjrg04q9Fgk2VsOh0Rq4WWvFzu/0iDPJYiFutT/7RiO5HoFfpuVzayHEarydS6fV7lvDLGTgKdaILucE/6PuqpF3AYOS+ZXm8La+q2qNGDe65qnvP08W3T9p2vQzD0uEjO4YBM7AnKuAPhZBpEVcZlZNyMlawNC6jDxX66KCOIDQNOCjhOVQy2kzwm7ZThwYBwYHkQ499e6O8yffbCx7wHCpYsUZ53ErEGJu4V6v1kYN+S+lcXfO1P95e5smyR6o5zO2vaGkOk8LmrokSSvn12T3JkYjxzTLqecuY99guEZ1wOXWT4y8tLV6gAFztCN9ADr1CEHqMy15tRWYRyOEciTXKSg2dLKpuXEBdiXL2SeLAjUGzsCRXGqA53hNZaB71Z/DLji/oabUMyOcB78j8u/67K+ITxTGMRyU+UZD7lflnENykroqjPWUSIrBYxKbsZv/Kc+H61xBX9g4hF04aSNDmOe70dSYcBbERhtvjYh+prnG5TKBrV+DPNIX/vQKbp1dcrptbV9txUU5ym3Hx6ZeAIwqiw8W5h0hQF6ohvkX2a9+yKqCRFkGWsGb6wSR/OeKF52lnAu/iC1txr17yVW1Xu1IbCmuWP/uGCtl17ppwBkKTNEvAp5Y5DwB0KM89PJWnzVxEJwWslaXOOLG9yvM2Wiv7oac0hEhKeXaO5H70hRtMXDOoOA2WRiEY6cKjMdtWqhjZE4q+aMJqkSOWGnPoeY0EdEmjkqF9D1OrVZgRPML0+2eN43dbreGK08GOS8uzRZtpduuzlEUmrehRrEbjvlxghCTNFUhJgo3ZL1BN6KnPtaF6u2HsltiXgEQV1Bg1Z2j8arp2f5vwZCMXiM4gqdUlKzjnDpM6d8hXdy/17LZPC53UObc7gM6aLDx80LxjNu95cTPuUWbxVF0bn92N2aYlY53HEuoU1dSOFbTdLUl2o0Hr30JxKeyRHa57ccqZs7xGfHSm8q2aqiGp5h9iPUNT2IfoVRF7LWUTfLkF4K53j6KvRZDzOi63AbbbPVrT1fbehTjJojNpMreR7xdGoXHuf+9JZjaYTbf8hazVVslHn1IYjbZZIqKaszNZu8vhcrvbBwpYTwZKBsOZlf7fjTeUZsWTUDWyvX8OWW4gbSC7E/J9Fmkq9ujfO/8fWbUTPN1Op0RDRaukyGYmUlVB2wo0KndlRZOficBh/JILfYACnC2vOoOv8F7c9or/71tv05bReJQVaKzRmzkVxJ+iZnAECd0Tk61OU20Jul+rG8Eo3Azn+acWGwWXTl2Y/dyxTlgjKWq0ULssrN7T2tSoKuR0xV0aT8RhLcUn1pLcwxd9v+OwR/ZyBk54Zcomms3a27ugFxfnSt7f0XQUpXvejH5y19ugHZ9234fYdiQos7XnF9vNFFbUlH+jMrPpDi6yRkRAe6jyEZ1yIAWewQBvqnmVfHjbobLpAyJnf7HAmTaJ8qe7RD3xm7dTWRqkzr8j5xKrr9ivFhNS1a/iYlLFjikVeeoCe01lTC89lT/nAgYIleoRhakY4hhpJ3CsG8OFi1WRDg+3i6pdMnzn860x9QThgDPjbatoa00JbEmUYo9I4RLqe6QinWDmyHJ7neqyh7r9/P9P3VF7B0SuvO9lw6Rp17xaOB6viEZ9NKc1xXny1EM8Izx9p7rYpP2PHe0JFc91hSxLV4e7wyvPT3acd8gzSQnTek/85+bdUxt9uhabREgzfDsn8CPAVdaG0IUK6QdRkk7FpFNO9XynQgQgV/rMqNA57r9H695Vtjx5qabP1Gg1hkX1uCPsDQR09/RlLatLfMt2CEkAsZEnQhnfDwOg0Fz0UlrRl1b5We0bEZ83MNw68dG6G/Jsfzzh92fvOGm687o15Dpcp4hk0nLNZ/bav3bSvfPWKM38VziOqiRdVOJNAkQmCynISYl7NA14cqQ1jfONmIGd+7u6yN5UDVaV9GXXTt/mEswpIqBzb05+Zmpk/TJHKjPpvswd66wf0tjIJ7MZoKHjYOOfxN1m4lpTw9xNcd98IXmxIUZ4HteZ5hmiQhszJqkfxMGIznAfsUqkGDzO36Qmh9CfT0aVg/qOSpvtPWR9uP2yaN54E2K1507vvLl/WZM/IHzIhRceDD0+UVCXH2WCcZm4wTotCjOfZZt12MLp53TVJEIkEr9jWSpp/G8AgR9D5o2hMIfRSDo5R4Qf+acU3+WaVT42ajW5XMNR9vnRS0G7qLj7ePLC8Zmrwz8CjA8Iznkgd14ZQwE8jlBaVGWh4YuzEZEznheq5zl5tXy/ppSzHQ83WwWd7XZGuwBlg65vykwDzLM8efl7lAXfOrSrzT8o/VHvotJzT7bCdbnOa2icVtzsLczJznnotrdd0hCTMJgRfePwlt79h7NjZPj1jiJOyjISM1D9AOdCaY0uKblkNBmzBoPg9GBSFfU43Yjz5fPfyybu+r9flG/qC/b7z2kydXrcsdymwL9jgjWPax4CJpOOon6/0aaCqYJrkC/mBgKzV6NBpo9JQQA7lZ+dr3T4dYv2P59Skw4ZPPNKrGpkG4OJgi3amz2TKKizuMbQMVp3qlQtMr4YumlqnO34TYs8Yyesee257XrH9RNX0pZZBt9x+YUnjc7NWHvz05t99wOgPXYKY7wBhMuiN5OHvvSrPEtVqorpg2KUJR22d0+y2N1XjVMGDl/a2B1rs5VK+u9/8rd9/fymwb+eyNapHe/iYHCLI/GSjpCm7eq5Tb+1ArDu1CEx+AcIzvF86gYEITsJEigvaIh+q2GL0+jPDtGIZsOfI2ZI7Y2fBFUztOvtGjbahlxH2zWHl42FrgpKcJFtYU7fv9WU3m0w3f9LvzzBpCAc+uO8Leye7d3Weu/DSugxHn23Zo99fOlhQlNVRt2gQ4clXv+o5rITkDw1jXBtJRpq7PyO+WbgAq4Zo/n73sv8Rkof3ZOLyb6mMw8SV53daMGe814/DAz8uFhH1/RSKw4lCct6xjNa/jWfzKCn04PHGc1HzbEM0ns3jfelvN9KCkhwp6JTq6LwzSSl6OyG1DWyv32Ja8+1eU0HsGxzYYq8/usta9+j9u9fqdNEmoyEaDEc0+kBA55w9o/v4quXn6pR2FibcygVJ335Gwt9SC0/EZBzfeOuK6hfuvsq6dfabv7sAAJ02qv3VuhvL6FxXR7Fcb88fzOnpEzlBg6HsrPMDFXVGXXC6Voq+WZjd00+iV0hReDOj/vWZga4QwhO39eH8zyd5hgcDWYahUOY0f8j8uNTJNpIz/ZPuxW5u4kWuyvZ7K7xZGedZB6wGxOa+B1g8hHl2J8VVzVQe76Y4RpM4DP+dACW6Nw4dsZEwFuZz8OUtPJH07a967Dr8TiPuVhve7kxMNr/D7zRu/6L08OPrhp6uAypP6ae5vpF/91eVJ8WTJ4WkKjlJcCvAmvVCfXXljQ+D8FDHvpXqzd3OhvrHeaqpl3xbGJ1NT8iZT9+hLIZG3NgBQgWWJVGjwa0JhvwATsnsGCia4jvX0mt4/J67RPLUPVRatx0cLPvG7/Smhs5yEmgcERAuLSIfZZ6mxNBimmWpIEJ+7perd43mlU+VdIWNUArxJJ4Xw4iuBFYmsYVsrN7wo6r+z65od6+ed9a9ep6KUd3QDvIxPrgHYNqyO9aG7DZXNNtkS7jtMGUgNQlTidwkrXE5T+6fGzXq3BkZYDDgj0bQayXCg4MUZWZwhjh0JsfjwW82Y/L5IBDEVFZK0/7XWK6rMGRrc/Xt4d6AFOkNZUd6gwA+w6zs2mCDV3WSjIbLXb+GLZBmLr8pP3nffOma+0KluY8bG7ukwJTCTl2vxxLNMAR0/YMWyR+yKfe5K9bPIyn9wjBMUqxg1ChhJcKZsQTwB9wmExlECjO6LXnZfZkDnnxvACM90YIliAjkSF73B5Tnc76ootYy6JYtQx7pVGCq4zP3/u4KQyCkT7lOi5+Qd2lGlAJ8mnDErwuETfpARDp7YXWicboecFR1NR1uKyhb2msr8MsS/mt2Pzlv57I1DaiY5fyUMVnIXVSwloS1QRuN5P8245OH+Ae1eLExgyjTY/hqtVUF2KFLLuF03zSvRe8N9ebYNZZ2d0inDw9m1g4W721dttSIv75K23ImlQVn/4yv1rP4gWFOC+n6ePl4VVmfNf3I3Dl162Y9+ddPVIbCBr3R6PN/NvCZlhL/ts5wl/9sxeF9nu6a2bWD+UX22duf0HTULaonEQI0kb07X6rbAOt9dqOl78Lc8rOfqnT1Li84ghLJ3MKaxsT3+PvAlbveHFw8nOpQeZ50PVciclsWIZJx9QhDeCdwr/zYO6LxfE/GkH9bZXwiMgEavdGuTyx4UQtcIEmbvz2SQs7IhsJE8YH/exRDIxSd+duz0/ffeuP+FZIEHq/Bn50ZNBmNYcvfnp2++/pbh99mXJGMt8GrPZqkJp9s2AiPb2QrnXcmhmbtiG85C5hJp7QV7ky6T8rYSaT5Kx/l8aN+Y/kx6k/Xf7Ftz6HacgRWlkGn7CvO7j6vnlNY4J2iKuOOaPFAKNqhMRLK7vEWzP/D0Y99aeOGB2LvtoU1dRRflfSdxPtv+S6iH62hiC40GMiyhKN6Z6ZhUGJ4pn9c6gABvXrZcaV1jsYdtaVQ1gWAbX/hahiLJjFF0nlG53Pw5RmcGrYZltI62G4rP2+ydR9OuIXtMT5Vt866czPAN0Ty5FfTPYsx4FZAc+UXH9Hru10qbVvad8jAd6SS1lSD2Obe1uXbvE5K61EPTCtG1z6AbM2IXaDtd+OfVW4iYZy71i60utYuzAFiBsxmSWpERGCaAaOUoV0iRVgNNOV+pfp5y5qiEKOXph4mEw3Dp7KFSJHo4uLv/iVXCoY9rjULVeWilwSjNFSc49T4QzbJ40/sp/EoH8PWOF2fO9/jiO4v0TMt14a7u5dCrRY5HMHQ1kEbijEP4HBxE7AqI4O+hQvY/9YJ5mZkgLPCMkhY9mutegCnHJI1klk7FHWFShEGqzBIbpc2MrLCOuJc3iTLm9ewZZvSFqd1+0F77hOv1EYzTbpwXvZ541Ov3aL05SagsnY6VRfMoX3K5KR75SGS8VyIMelCKNCPjgKTaUaYxn7A7zObJVPIz/9j783joyrP9vHrzHpmn8ky2XeSkJCwyB5QQBBplaC00Pat1mrbV9r61tL6tn2rFlO1K3XpalvFqrW1RKkEV0AR2UG2BBKSQPZkkslMZp85s57fH885M2cmM1nQbr+v9+eTT5KZszznOc9yL9d93QFKFizM6MsYc2V40ikrOsMV0MCS2uv+KNuC+4lCrPT78jy0cujl6za0fm3z07fK/EE5ALzw/c++f/uPXloHovi/iQgKpYfCjsgy8SDtYnSMhrZfWVxyZqTCKDROiwD0V/Z3sACONpfNrjKl5ehnDF5mEU9HyDmcOK/0e7h5/cBu989Xf0damU4wzj9L/84H+81r5yAAJ5RwwA4p2mCCDvuRi6/g97gRN2Mn8iBnKRHabbPY+Zc/kJwpnOu86fKbSok4CFFmSJIpMrNDkdyadqbv70jYZ/JHjz9YNvDWhSv568a9YwAtwoT7NSvfNrz099uygyGZFAD8fgX9W7xUgdWo4Ds3zdnZ+41XKp5zZWTPfuv+X0VwNVBMAduMwuxvLmgy6QqaTAYIcgES97jN7mg7keJ+9wC4MeFOs7ifzdRdmMfuiEVkP5aPVj5WxolMP0EmXraAsBo4EeOyLuc+n5AzPIlMCx94tZCcDy0TKMd79j30lNsjy7/zs2eN2UZP1oV2o/rFV2ojp5vzQFENtVdhoAAf/h1NVfjNSQa+UpyApeQn39/30vd+dAN/rD6hXUJayllILZO+48qMDkX5mo49WxWzZnp9MoXVSuvcHqlLrQoWAcDIqCoXAEQils0vpUznTfNCFCJIU45lfuvNx2u3biKh71TUVw34zm5gYTF/70BYWqaj7bQvpPAzQdUYJu7f6DPr21xtliVpdQDYop0D1aZ12UKP4kRKTEpJ9IxyHvFx774A/dcNomBPwulyABvqSWJlLwgshkp1H07x3wJSMRcg3tSnoopvx+YdIMnEEz3DOGXR/c5oienuZiCFR92+YeEx42OvrWLhRUSjYEQuH00xQa319hUuALa/PHznF9WMRye4xxf4P7Z9H/B64fr5E3gMANSfNNpYJsxStNiurc+eFP/6EUn8fBSLzKF0jT7thUNVvDKeBZMrH4OVBoxt8kM+2vfVa1ySHx8qkDf3XECKCsPJJJmBJu827/V22IK9abBkG1GVkw3ZiBlqrxe2UAiXEQ8l+roQ/nHkGORuDw6GguKZIrlIwQYijEgjYULDfl3BzgXnABxIKHA1EUxksrm8q/b9lkfW/OU9o7F/lDYXZDL7/2fj5Zbrah9IozYDgrnJRrD44GGkhcNwcYm88Ql+sf6ajNZwF0hBOysAhIpEHnF7WO9mVHaF1EtrKQctpxjtq4ENB27HMxM7c8h9Wh4iEQADALt+9BeZABCSikON39r47u3f+qsPwLvIoDoA1CgG/bqWuqpLniKVkBlMjwQaSwB2rqpnLM+pOhHWGU9fuufyBt2eyxu4qCla9q3Cb/BFkBXaCyAEN9wQ4ddwsQfgp36JeciBCXnEqSGX+sGylKg7t1S6d+0NY2vOvMNq+l1sP6twPOh7xHZdaE0tEtYalzJHNq9zR8GV/HVClhPhO47OBYN+TBeJiMMTvBtII0EpAJ3GMnwOSSgEp1gifvr74XYApXCjHNfBAECJY0iLc7b4AfwW5N23glQPfxkE8lMC4EsAWXM+lo9ePlbGiSRbUP0ANlNUw13gCq2AcJJvY9lticcuRYxjF4LfSzF9mS4+ME6R5SETFNWwFVcBt5mGpFwMWHZbA0U1PHDgaOkWEIrCARBvThATRBxSQX0aUV+7UmrY4BarKAnCdn3Q2aYJe8zteyG/9CY2nPsbNc7z+CGE35wqEHuPUZaS//3a0UXf+9ENVhCP1QyQRYp/N5nc7wgmnlsp3zHfB8/8Yu7cvGxX1bJFfR37Ds6YEwyJJV/85i3rtv9g3/6S3Ib/AdQaAJg1x2PVGcIhANDIXbTFm5EIj0j6npTw3gOSFFcLgA5HJBKRKBhSSH3Gy5aqI9yxjhrlubmN+EGcd3eTYL5ornjMAI7aqzRVUmcwD4Sd5ZlNaGp5AY3THssppMgJtd+GtBVBSPVSBO0GjF3SEQZKneD6RpDkUQcECvAUCsaoQTDZvDIiPGfSZ0jGuTv8tRYpVzWTP4//vRFAi2PDwqfCajo/49n3jLLeUV2gKJOx3Lmy07OsMgJM7n0KR6KFqSDWSPRhlnWETIxecEicwZAM1zxZEZ1JJG7NVDT3trnrKutkvaNGXdMHWTlNB+v07tFiSZpk2Pv5WR7JspzMqut9utH27F/jay06QTvGwWGSyTj+8I7NtQDuGxuDbWwM74NECmpAwurj5dGY57//R9Q2AAZZs7NNSTDiCI/6IStWMkhuHPBrQjqIdzoTJIryMPd9yvHRlLEZtkwdumqKYCrJgmHEhvvu/iUMow40JMxNkQhmhQL68xdQxSnj8Ql+U3VAEI/2XgDXANCpcn19p6zX+PJHh2ja5Yc5ksk+67+z80Bo9VNN2DAlvui77n+uRen2PpjVa5aFpOKgOBwRS4JhyU9u+kEAJzbTIHtdBUhDQ/40mRqpPb5RA8BVqpSbZ2QuDVCygt1fvnnk5b4TxtPuxU9NUggn1gfvQQHgINZjJjKhxyjs+CvO4j0oqFZIMB9zsBAqAKCCkch89hQjNgRpj1stc89SWA8suY599cefOnravTgAwHZdEl2ABWVWMpZE2KFwDYieY7On2b982+8u+RglwzC07r88Lx7TPXrpxtNXGI3EEuxSAAgD2j4KJbVyvH/pE5VbzPLMpZ2qCryavcG3J2cDsCPlmxXKtJx2Ue99F2zowh7E3onwfrclcKSfoO7CkwB+zv1fgY/lHyYfK+NEEjdcOYCvgB+sRAiPNLCOohqWsuy26SoUU5Wrgp1wSty9AD4FQn0mAeEuv42iGr7KstsSEzc+rEy4GHAeezMIjZI94bhxm0kqqNAdj395981bscErVvrpCEMFxHKFRZZW17M3dKn/Pf+ihV+Ebt3DqJDSUAR8+B7TQbXQGvwAOexbV/VUsYTC50C8d/b+IU3P8dMFVW6vVD+jZIzlnukLABTXL+tadc+dJ7x/ebVW/PJrNfx46QKBO6SSXQDuW7vicvqXPnemICPNm9nVZwh8cD73ud+/sPA+ALa/v1V14tt3H13xX7e0iM5dyLaPWtX6V16fteCV12dFMc86fSD0tW92j1AgirhG7qIfO7K1E8kpvYTikCHIU1+5AFRJxUGEIpJQJCx2j7jzzAAwR3W69NOZLxUjgVLOVaZya654okqw5orHrLniCQB4L8GjuIsxBR9xNvuNzFCQpnOljHa23EznSKcFoXJA47NDvyoMsVOCkCMMscIGwwoa/mbE5qgDJGkUIMlcU1VetoBsMjRitGg2wTlTmo+JIeGGDmpCj3oTNrXUr8YD7tW1icl6GwEY/uvBZ5/gzjFyzyX/zl8fsy+/cHwVALR3oJ2/aNgVsrP+iF6SQ9sREx2AXk4J541ivihQSiMlWdXIFMryOCNFMuZGIMeQmf6n9zZrdK6gVBnpoa6M+cJb9unZTLnTA6g06bJ6F3DvR2A0A4RO7zqQdycCYZOK5ibwUYgk5+0CcF+gw2NjWfaYtEQ5F2FkaDbl7h3eeuGdsSe6NzaAijozOKjKbgAPgkTMzCAOhg13vf7c7h033bGBu26y8bHRMOronn+gOQalUqEMJXiyVIt8uQyDI6NoGxuDediMtsJ81NkdMIKsPUYQB8aEzELJDS08BW491dEuR3F5f+lQTm7Ngwcf6XnXs/ocgF08t/ikfNEZVO0twIah2cbB4QXGWZaAIZJ3kiCRqk9c+hGAHwkPHzDmNz5qe8ixMHT8uhzZEHQSx7Fc+VAMMsXhwV1lqi1jJfpP9hUWKE7fOG/AtUDju1n06iomQudTrXMemLAQDlBEtaIWj6EYemTBBjN24Bje49jEjuKzAO7E89wZbnjZHaK2Q/KVqrolh/RZqhGaMSu8B359w7nTry1OzA+IG9d5lg8GunLX6JHauIjOhUPHVrbdctMrdcGwRE6DtRe8ODRPXKbyzzcHTrVZkeWIQK8XwXGrGl6lJuuOI9qacr9I7sxlBvGtrsdWuSXqfOqu1Q+kSg4VyHQdHZN60hMUcV6E5ACJ7+Fj+QjlY2WcSOKGuxaxTX48jzSpvCbkkT6GWNVGBmQAazGew3lSmS7shFNit4BgBAsR/05VIN7bXRw85KM0IKayGEzHek+qFKXnB+4B0NxP556d6blch7CfCYhkTMAWvmHdw0gTiWMXoDWgASwEsBwkinF1QhTy3QBmOJyyymBIfEPNzBGv3SEfu9yT7gUgpeXBQcYvzXv3SGnhu0dKo6dKJGFfKCQ+DyFDQoKw7LaWxxuW7l58zcCDphG1bMyuMK+5rmugumL0ju4+w4W9B2fYX9tXCQDvbV5/Yd7Tv9jt/82zi9vfO1pcGAhKMsBFaTZ/NXBUYtB9LU3ZnWnxZow+dmRr597L6yIJ9076ngKQ8tRXZgDmcETS5mJ0K8Os2AEOQrBEe6QmTWIdRyl3/qFq6fLbTwmV4KQK6h6qFemrlCi4Uw/VDBm8PUGc+bwF1gPe+ALYAknGWrBlx3xUoxURhBCEFDQYiBDGRVRbQZQO/ng5SPKoMCEqpbeIU2KEFS4VINCkY/w5U01uTCK9kkJ6hmKRIV+skejDrpDdd9I2EOpjLvMHJHp7uTYBwqIrxNMPaTBwaF5n8+cBIMxSzMFD7AA45cB30jYgnaUvE31rkegyijco4WP0sJl7UPw+YlEeK8h7XQrgqPats6L0Zw482fDy5h7EDAH+3vGQJoraXs2uh7AP0r5Z0jL2RPcGAGDKs+W+moIVYosLUpe3l1UpJJJMWSFGmAAbjIjDI/70iCOkUizSX0GYzcLEivKkkoBX3wPyDnUghiULojBXAHiugaJ2I8GgEL7TYKe3KNjpfQvAru7axeWq4/YHg7cukoGizMoPLkvlfVbS1u+jFmRs2QVN0d9y9PXaHTfdMW58CIyc+DVQByOyUAs3pLQcQ8EQ9EUFqANwdGwM5lAILXm5yAPxwI+A0ODGJfi1d8D3EoczZypyfOrffjnfvbq2W/jO6h/dub3p/s3RdknLgs531117VPXcmGI9GWOYuA5VnGz05NEif608P91pG4nkiHvHajSFymF/hswWjIjCrBoEJNJ2pnzeO4v+cDIv7JYET7sXx3lgWWF6u4VteQv15nPueUPOkI6SioIMWPL2Vun3Gy965/BKYvJ9ZiV8AO5DLQZxHGkwQI8vow5BtOAIIlDAi1idCEANJb6C6iv3Vuy68suKMEhSLM9nPgyu8FEDBSDB+NZ7+iJ+qfZhwfG94NY66i5sA0mmLgZw4fT5xV2hsKTlM9oXF2w4/3pW1rtmo9gf6cr3hMdqNbjEXZcCsP5tzRw/I1Y45ZEA45LqQAWBO/ueNR7IXD0VeNl0nXbT8qRzz5YDgiMHyPt9PtWxcee1JmGemRr05v9p+VgZR1IFmC/oMlUe6adAcFVGkEkhAplwuRTVsA3ThIpMlQlG4E2uAFEk+Pc5jBjPaDlIafpEA+LDyqSLgTxbYlp5sexbsjSxGgB8/UHT/sLOnUiw3rnnWKtfrPDm/ZdWS+dJ83w9wZnmt9zvK7ThfACHTIpsFsDRImagShNyZ+V/IpQmEgOMA85Dv8TrLbvQK1NBUrgEs+u3xxc7uEppAXC7yyNTBgIin0btl2Sme/LfeLdiHwDzLx9+o6tp38zRwycKS5xuuUapCIZqq0a8t9x4qfe7j64dAbCVq+qa9N1v/e/j4zb30+dzrvnS584U7D044woAcEWV9iJWOXacUHfhOCam3Er6nrxQxlFfqeXugEQU7Gw2zY8mL16jPt1zaP9K8ckzS24ZsWQXMYxCHWFFIr3eFjB8yvbmm29+0lTq7S4AvzmNr1630XrA22094D0r+EyPFJ7qxPL24BSLK/ZyLfQ4WIqumQr49D4o7F2oPDuIAgWHJwZ3zbkgyrQfBGdrB5kHlxPvxbcP8RUueVjSXAiMuavhGE77ZkmL58jYl3yn7VL4I4BclC3OkpdpN+b8faLzEvDRG8AVXfnMgVeyVH6vCgAulM1qcXsu/Jg7pshNG5zO7226XLgUCg1ctAdqHMZyjCBnNUhf0hBAX1RH2hfk/PAVWTBbz2ORDSD97vYXpou8i8rnhDW0Xuxi7MqTnQMamtkCAuWJvpfsx2s2ANg99kR3bdCo2xBRyB3Wb684m/WzpqWhNIkjHAh7YVBls0dHQhQt9iPMSkS0mI74I9Mqb59CEr18NAhMkOdi53M9KH9h+oxgbtrzn3/nwR7X6tnnwMFzEt9pPRprC7/0uwdDGVqwEtEoK5MqXGtm12J/c4u8z8rPr6TKTDKjSiDxymQ6quAHCznMsyvRdvx9XB+xQ1vO4laLFD3DLpjbLuFeDmoyiJiTJyqVFSRvwOeD4/6LmW05P3xZZ/Ywg476hfHRIFLxsiWhuJWFa899X9t68+6sJwjrEFOR4xv42W1wbFiowHgYU9HYPH2+yB9hRAFSNMxTrOoL6mW+91+t2ymMhs1vxTZMHctcZAsaaFrkj45NX0TBZErNPIwJSLXP/C8p6IRc2HENXGhHFUZhxKeQhyO4l52LO6hWSAGUYgy/RBrWQgEFvo0FOIJNXFRgnMMklfH91sXH445PWKuaQaI0NQDUhfsGhr7Y/JeOHP9IN8haogMZk0dBDCsdAAzRObQq4o0+u0uiYYp9vcJnTy3J2GaSr8G8pHaeZYyPhlH1rB2EWjgLBHZ5B7tDMP6TnAML28Ip4uPJMJIRAXwscfKxMs6JgCqwFASOAkyRR5pT5h9ATCEoBvABBCHTqTKzJJMJaBP5TYlGDK/MgmxEHq6d/AL2YQvRxEsCPzTXrmcac9YDqN8GoOhznasXWNVEEQcANsyKkdx636hfrPDO+G56bsgZ8fuHQl5pmkhetMVwg8Wm8Zx4RfzpSATmotnyNlNl9sHlYyduEUudAIB3foJXP3gO3dx1FNYuHK1/kX0bKWQaFJa1AI7ZHYo1eh0j9jFSpn9Ia66tMmcBaC/Md2bvee6vf4XAx9t+JS2ru8+wBiS0HN30Urz78dhEljJnpHknwiYSEbDYsI9OTPG4CU0tHY7S3YoIc480EswPiqQDPhH96026pl31aIyjvqKl/meGC/Oi12mEbdv7x1be2TdQErc5jJqz6FFk3Vq+rnMgEhLXTJBhP11vzMbP3PrnnE+t3/mFFN9jP1b/xoRcC4hSP5ygaFwG8ZKGQeaeHqR6o7QejTuQRMng2nctCE2gB0SpU4IoMdsgGCfTwVgrV2as9hy0BhFiKZZlJVSIDSHEBpUrM1aD29RT4bib7t8MADgzY7baQyud7825FivPH1oMkMH2ePU96ufuvHtrZd9u3w2nvuOTZ1JLxX84679gX3LWUb+c96LqwRW9AdmAFeDYNfSvHK9kxZRd0dxLA6jnvh8IK2SrXNfXBqhgmBG5GUdELlW4rq+t1fS1yUA2Zjt3bTsAZD9eU/s/j3c1cMmy/QDYtBcO2cVOr8Jtkw3rsyKlEX8kzIINiDWSECUX0f5T9mh5e55FhH/2aXjKE8cV/3x6EIWcVJnVKIKuNbNrJWYnm/H7/QbX6tkp4TkANsq7zbJwmnqUAkAFgkwEgHfBjHx5n5UvwDJOmRlT601fRGM/iDMGGE+fGVUm2/2Q9/ZhlsMLsSQdwdkapK1WABc8CLsoKJQU8Ck1UCKLnjthZU6PWC4JlGTppd0jDmHiLJKUguciIXOkJps+mGOwe+eXuFXHOx4EcJApz/b7agpWGR97DaCog476BYn91EsBi0XBCF9wBxJPiA6kyZLRd05nzvcapLYqZ0hHSylC8akQ+Whlr0+08/1NxXjx5R3s99H7+Ilv7v7WO4/He6WLsRU8DKwYZhRHi50V8PAbthpBAO1UK74Lsi4AlWD574XCJbpvBFBUza7vRZRxKqUkGoRXQKJPtqZTtwDk3dlBEiH5CtlViNUVOZbLmK4ZpTNpeSTAAIAm5KJ7FEUMpppTM4WS9QKJjsObh5vkmwd3zs0MWDJqXBdOgzDBRSMrRwx1P5RGAkuCIlk2gBCAO9gmqh0Z4OerD2S8x0VjkEFtx/vsP4to4f938rEyPl7G8Uin+D9OaRIo89swTTq3iWQi2kXEFj4GsXcZBoGn0NznLhCFbtJCNAn3nFxhzYlfDITMHV0oiVjVOTUiNhyOUGIxAFBiKoTkVUaLircYAoGxMMKuCCgRheBYhAp7Iqre/JLR5Znngk6rRH/piKpOKo+06BTOYgCIhBApWYbq67+LerkaGvco3B4LfgsTRSGHHQeEmCaFZRGArrbOzEv+gEQhl4UYimKRY3TrAeicLvm4Cmc9fYa5o1ZlXIUz7neydz9uc18wd2hg//ulekxEdTVdikcTVVtBPKzNiDEybICX6mzKmXQx3yWX+b80f8mJkQUrj5nLiq74BroLDL//zTdy/B5aHQmJ8zFxhv10cY1FUknQm+I7AAAp+gc9knNAz+GunQayWfSDbIpFIMpkopLhA7AEMW+Vivs5DdJncX2cqMRNlBTp2j28VJIpG5XPUPHedoQdQdq1e3gpNkTPHfce+RLvAGxeuWJQFgzqb9/719VGuyUPAM6mz/GcZ+c6Kvqa/EsvPLZqxFCD9BluijYNB7J/srsOwFFOKePXKh0I5KuOb4fyfI9M1mfJkljd/YjBc2ojKnmGxOIaZBVSBiAKKeXwykVzMvQAHE5ojDYYqkgSbcCeCYudu2T0PY/dfm1b9k921/llUtYx4h9S2IOFrD+sj8hCPvuLg0H4I1UgcLo8JOQiTAO6kjiuhPzwepDICO2dXxKg/CGGlUsY6ZBNOFeTemlDGZpRscNLR3TK6PODZfkKmUk9tPd99UdGxBTx8cJ5MNv92HKCwRqNDH5ZJsZcLCInz2DF8kyY182AHWH40IWDEESOqM+z6yGoRpqpMpU+++O6TTel98gB4LTXaI2o5PpQXnpA3jEkZHKKm2Oad5rn5vzwlZKwhmZC2XqH2OlVGH/55kymMtcDwO6bU7wiIpc6RTSDtBfen+moX3AwoZ920cP+W/xpUl1EJnJIPCFa6g7TnVvKEvNTkr2bce0RyK4iefc17eGq8kBEBq3YiSJTT+bM969IC639zeDGxtbFT2zYuviJ7UIGGao17j48Ba0RgIZqxTdA+PhHuHfzXcE9VRTx3kehE6kYp1JRg1KtqMWN2AADKHhgx0W0oQv8nOONDt4gMYN4xKtBxvx74Nbz2a7zjxyRLiv3i+RID1ghjzDafdddP/zE/VuMjRiKOg/GtSGFVzpJ/0aF3YEW6i5sX2/aveUb3b9aE4bYUuzt3p/PDM5FrCo4+7fczcovz336xqBIpgBBBmxim6j+hP5ZKzwH8fNq2nCYj4XIx8r49ISa/JCPfDBOZGnyC9KQ4Hg/95MOooBYENssUhai4WVaCmsCz3iOfqHRpMi2hSB2nsb8zwEUVU51HmnHzOsAQFEgNaWoMlosy5YYAuZQT0RMZUQCLB0JsgpQlM2VnuV99SfZx6693VqVWRwwXj6lylMsZ2QAIJJAVH0zol4obQ502hz8H4iX87sYL9Ox2nsBGGZXj7QdPllYBwAZBg96+nUMAMOASTuuwplYHMnYuacmmih78w3txts/db5ap/XnwvQQEO/BHre5F+c7Ii63fBw2MaHfp+t5uGpPxSY0tVz6zHc3UeWhZxVgMtxQU66Zqv7sRQOW3gMzeKagiTLsp4tr7A2GpFHFZvNdTQ3gKM/W72gcRwHGHbYBXKItCOvRCPe8OhBPdwTEME3cNITP7kMswqQFUebbMUGfpVKmeYU90OGGtFABhGI2IZunVrjGqEzOS18MspnF3SPDab0HxHCylwz3tbUWz6wrH7zCR73w8qxbxkyn8s9ed2V7VUhMO0NiBXw+UZY00+egAEbgIdWBK3rDtfEYSNQuQzJk90lGnS6xL8hHyRgA8rBWAYnVRYU1NM3TLYpdDBW8f57dDZSaYawVIcJIEHKIENEPIlfP9UP0PTvqF46yMklLxm/eXig7cEXBBsLDALLYQDgAEnHIBlmHjvLPzFTkyPzFmRXBvLTnOF7uyaIQE/HDLwV510cDJcalIjfjELl8dDDHYBccn9RLa71rlTTnh6/UAiB0k/6QTmJxkgqZAs5t7vzeX9665ZRFn/E8yDhTpWythW15iaLMAF5PA2RFGtRpAYXIBU1HAJoCBVww4/0k7Yubu2XqjoLlhmHCX82K2H10lRwAWBFVECg28lVZx82xjKf260LpGpY3sjhjQyrrs4gBIKyh9SI344hoFJCabPpx7bCwLWP3lz4scYceVPV6MwNpslHzrRmj+fahmoU/PqeGm9oW7aMJ5jyPJS4+9s7chTuf0hWeOeVIT3MNZD+2wutbWVNpCuRi6ZFT1kJrf3uxt4+nEeTfW9ycfexXW1s0HueD+ZZBzcXiWaqd12+2n6xe7AeZu09yP4kSBPA2xkMnprxGRmEYavjhBAUFFFjMQVC6wFcPBeINEjPIGD0ACxuF9ORkUA/UOi9E2VROXzfn/PKG95QGvT0ushpnFGSkcMZkUNunopAj45YoqcIAnVflFKtqAEoSoiQ5f8n73Nn7ah5b5hfTMnXI5XdLNKvZHTjOecSF/SOEhSVGY6brgPlYOPlYGR8vQp5efcJ3WsHfZiSXj3owTqTcPw4yMYXhTDGAJgBPcfCZP0/zflNbmJJ4aMu93WsB7N+p+PQyBgqjAWNtJeg+yyvjvCRR+KXO88wcVak0KKbFvZEASzNDoXJliXTEbwrZT7+mN59+TR8NQz42hOWCy70JklxbCuJ1UAP4NkzUL5DDJr6juL6cirJcWWa1Aeyxnj7DXLE4ktG4Z9ZeAE9t3XasBSYqDubxy2cW731tX2WQv/b/3XOozmJTsi63bBCJHuwUMJ+t2461bP3vuOtuhOkhCNo1XWPvQxmHp8oXeEGMuxHuPFpCh0oEhyReOypXwYG/KxSS3iD4Xw9uI09SlZEfQ36QccHDFAIgyrUdMS+pXXBN4bMTWjSSI6LnjjsLYDWSR8XiQv+YYJ6ERwPHJFnyVSKFGGwgwgQzNLlBSAvGKnO9IHSYBekYza1ER6UaLinBwZdeUjJenuUGeVaTWRwOndW7HbMBYEibHT5cudSTb+ir0v12ONvBZo1IIgG4e5WMZpaEDqVrGVm/RS/ot+2CNhWB4OB3KS8N/pBrAx89owFQYRVtMf3gUy3pzxzI5+EM5q03dbqXZDjTcKFODoaNQMxIEaQlCFHtqGwBsLEJmxqEPODOdfMuF9z7J6coEAqCRCsYkLWTj9jZQOYpmIoco3v5zDrKF2TkncMUBEbNfMLDPY7ZRYDrFfLD8+wyvSCGjkbs8NmpQEhPBcIK8zdvEgHYoDzWIcr83V5/wwub/w6yLjsAnMv/5k0tA4/fUQqgJX3HgQKJxZXpLzEG/DOyH/75sQ4y7gT0iPVolAI4A5If9ADIWjyRFAHoHxsDq1ahPTcH14mVoOwesAjADB0q4YMVjjiFLm7u3tq2u1gnYkQAcNpr9PlCFCN2u+QiX0Bm+dKqHnC5HohPIIX68CWHc93cNCoYpqlAkGFlUjpkUAflV0bCACB2MfaIXKoQjzogMFri9qyKR7t28RUdM6+Mzq3Z116scPouKNz+KBQT91Pb2UfZFqoV47HMRO4rO/SWaMVTPyzx6tLZzuXr0sLH33Xrb34jALxxx+9YtgWd39yBydarDKp2K7ChJ6vwwmtLb16u89il9z//qP5XG+85uH/RWguIkqgDSeQNgRhLJpD9QVhFkt/TprNGknmvw1m4UQcXKIiRhnx8Gl0YBKG77MRUnBAWtqUS+HolCE5OQ+CdQt2B/y3ce5OuO+35FVtmtsKMyZMmiwD0D9B5VUFKckOIkkAUCQclCMqfK7zzWr+YlgCAW6KRAzhG3QWgnjgUZrg7ezvfrfgT4mFhvPDj5V9XhPA/XD5WxsdLNwj2Kx3ADIpqkAlw43whlxDIpp1MPurBmFK5Fyg7XxJ818+y24SFhqZiQAhlqgvTuEUhAlhEQXZJr6KoRoywfxmOvBGBKI0/IeSJKCh1wzYQb6YfMQq6K6NvuY9qtqYviAQjEREtMqsqZP1SvVjW9QurkNaLn/AWEFYbAHgKOawNwGmYqP0AbgExSGYDSKRzjPbldJTlyrKxosqysbcA7Frzma7YApcA89izL2pk4PZPna+22JTsqFVFLV/U14ZkCyt/fizCsBUmKjkeLwZD6b18ADPO/BX5bjP0aiPs13wOAzNWpUxS/LDG4UYI+Mi9FmWk71BJBgCAYn1gqQkz7KeajAwQz80jl0+/BWAZADz3281fouUMTVG4sZFspI9sQtMFQbtsIGOIT9gzg4wLC/f5XAA6zd7zPRl/fGeF1GTTB4qNjG3TkjPYsAmI9c1BxESPWPKzXfB5Yp9NOE8CHZ6nwo5QvnyOxkgVabJ8EUWuxyryD3/+ui4ACgOsullolYYgVjFQXJEhqFg5cHBttn1YDpJobQbQlm0fLQYXkWsquqnfbdI5ZOqAIrQ8W6886Qw4vZk+yYh3WG271OYvzpznL89muX55JpUy20DoDd0g40zPPWen2B90OtfNUzvXzTufh355MXrnlsC6RI3eve2oGDNiVKyAT+eDwn4JlWdMyItihpPwgPPUjnquPbwXnleAjQDgm11URflDjMTqRDBbb+f7XLf71LikUYyHsvD88FHWGe5dugHUqA9cGLNvrlNY7lol9S6aEVEe6xBl/WJPkdjpdYUVUq3YF/SBeFLdWU+8Xgpg98Djd9Q6180LgjBhTeSh/w5Iwt4uAK9icmU8Og/VKhg9HvT6w1CkRWCEGz7QQL8Iy866EOkMosdNUdsqf/Wqr/36DdFxuPHUbgMAREDhXZTZpINj8kBRZmj07huueJdWXGrCJuJ1JQWOtnHvpjc7gCH23Ra3d1F5Pp+YKxl1fCD2B/MB6BXney75agtXUEwQY1+/7iziYWBRiVIg7qC2YQIoJqcEtghYNbaCiwRd8/dn8gMqDROmFYw4FKR75qyoVItGwk5V3nP1P9t97IViTY1O5FoMCmZY0QZ7FEImnHsbAdiKR/rsyoCvRu1z98qDfvorr/0xa/+itQcBHAFQwFbjLgCgWsEr+KzgGsI9bTprJJn3aWDhQTtGcB1YiGFAGGSd3EDVs9vZpmklV8ZfO14S995xx7Tnl8u7c0vWgHi8+bnyCNWKARClWaic9wIw+ET0IhEifrdE40sLWPUhSIMRihJP0j5e2gCsdNHKwNuL1q2gwBpzrKbAieolD7PVSGqMfZy8Obl8rIwjKUY6yiMN4GGKavgJSEUznsNud6pEyH9ARcwJlXvuflu59qUDyL8KA0IoyRam0qUL+ip2PDbvTHmZFcZ077HKMuSChNOjog55zzVqP3UHC5GkHG1vGWCXjMEQNQaYgWAuYhSMPu4+7wIwW9/znoEIobp3is8BKHK3+1ubv2rKtx7wBjA+/LoAwM2TPEcy7HG0L6elLE9RhO9ep/XnutyyweWL+toqy6ypEquSRRgmwuO1vL0NLSOXcLtEDpc6E44QA/3Rp1Bw5T38/cY/JG3WhzUOi0CSIV3uYfXcE49fe03QLZeAYrHa/M4D+4/dcBcyxmMXr7bITOWMSwP83wqa4ZN/swB8BkB9I+pXbELTKcQ2JRYE8lAFopRZQBSpXABixQdX9Jm/fft6gDIFCjN9Ip9fV3T3H/Ibbvl5LdidqfpmHAQprs9M1ILHJCWLc8PDn5GzftpHKcKDkhz/q6r1A0cUS98FoqwMD3j3+je6lqVv8Cwp9NpvX9TrWVbpAYASdIcY0IoQJHIVPDD02RRzD19IhzIyDBLp0oMYGRUAEBRLgm8tXrMv0i9eFHDLmaFV15uLO1/Kkbh8lqyxlrO0yxSgO0wdALb/aseBlsRy9RAos4iNifPC56M7TE8BQB76t1Th0hoWlEUN134t3MES9Kadx+wLJuS9J3hdeqQ26vh1JAgSeeA9lRSIsuwFkBFWyfUSk80vdjH06NdvPMP3uX73qfUgCfNzEDMYBhCbn0JnwAqQsDkAzAdR0oulNo9M//cTblYscjMz8xRpfzmspULhXlmfNS2UoVWJ+63DIJ76fADns554vfa3j78WhRGkkno0loN4wx0g1G/ylAdzlT9v/xzmHngfxU4XLkil0Lvd8PsBdtFcHIQLWQNmZB91wDgUxBtuliT+3/zQ3fl+pRo9S1Z3f6bnJdUMS5cWAFqLZrouzlpnMjQey5YOjSkzn9o3POZl5mL1Jv5+ce/95nXIf2W3FfKXrXHvG8CzAGrpzuEiUNSBgZ/dBkf9AgU4qr8J5uukSmMSVo3FANJoh03OaPQjAMCGxGK3KquUkoc6Z7CnFeuXXVn1wfB8+ZKBE0GVwqdHNuoQQgvciCB+vYreX+N12f1SucKl1DA5VpOe+z5RkR63p2WqTKWF+p68egzsyMNK3xIcz1eC6QbgGA1klI6F0mv+Zv58z2ZvPL487lpeGKFE7+LBY4r/ev0v2nnnztb0KIqZxtxNW2Bhv47p54hNxSgYd0xPTsncUV2GMFdJBsKiZoQgV4ZqxXaWm/t0mNEzIrkjQokkXrHKx4jkzO4T9d6gSC4t8fWsijMc4qExFICARa0fPjp7eW6ay2a06DNGG764rX/v4nUbvtWKTt4Ym+az/z8v/88r4ykw0lIQz2QJiAfkO4JThgF8e6JrTscbOJmkUu65tm/DR2BAJEiignLN3Fmma7/5leMihpE4Oq6kj42Y1avycxwilTLkBskiBwAcly82XpGWKeRgrHkYDPehQH4FZe+AFCICRFAY6hQqT0fAE7CEZSDGwwIAbwDQWd/1not6dyoB6kDMSFp/wyXfz3+wz11ZZt2KeEX7bpioQ9xzruE+s4GEkFP25ZSV5auUQZPGnZftohM+TuZtmYimbVy7jv8Rtdo8HMufh3yZCnqKgn2kDRe6D6H2xj8k4TZPAYdJxb6SRHoBGEYvGiMf/HbprJBPJgfFRlbPevud/bs/MQdJsIv1lp3ABHjqSe53GcBXAezfjXqdAr4vzMfpjekYywcZ2z8Gec/CTcnM/ei5e/JjuNf4q7eWhfWqvJBRly8dtl9RnO5/TzriCCAJvILvG45esDPZ5zBRtwN4dkaoO+pFUrMeUWXwsnRmoD3jiGJpfj0aa4X0eRzbiBOCAhoauOGCOiBG2BOCRFdz/pJWHvH3urK1svNiY0DvcRZk2C0KVYBRAEBzac3pSIl4KE1hOers11eNFM2Xi+6JWGZ85ZcHMlydUQVK4DVOCaPZxrINE3GnN6J+XLEuBbwXitBbY0Iez8k+oVE38s2bWjT7zj8qG7AWiB0+FRX/tYb7qZd3DFkDpdms5es3HhWwgeiUp7tokGgMA0GSKTh4C+IVQj13jBYkGhK9ndTs1Bl/+7ZO98YZNpCjt4Zy0+xil88Y1iv5QxjB+VOd+38GeZdnAPw3gONJjxIoxqUlaI5E4G69hBq7HXK1GszC+ThaRiptXjq5GzcGAbtzLLqe2jXWke6bf/g16a/faLd95fIfo86HfelzLMYnXi8PG9RUoCAjILG68rIf2aVpWPNI7bbvj3/vJcXoXv8JSF96GTaMf98p6yFMIIkKYbQwFe7n8OOfH8eqYQagHy2tojN6O2i/WscwMkO2hAl4VX4rihZ4aH8oe2RUmYnjuYtFq13veeCCEVnI65hd8uvzN9VsBOq3AuhdV6by8UXHZl9pbjtcu7xO63HITRm5DiT36sftaZkqU2lZesdSlcx1DED/IAp0hyHBYpyQRoKS2c2eucXHncsuXPDOjbGhxfDl0Wstkp3I/h/PE4Zrjx3RB1iZvS+7wJI5Okp9o/tXa5FxS+0UPOGJMhXHybhjxJFwxs5Vm4VR4CrE1pt4h46FbUAGtZ0R09eqwl6tR6JytWjLTGPyDA8Ukazhohz5Nx761Va0CrzpSWgU7/r+n9r2LN/QjHjDQY+PWVOuWv6fV8aRfNNKB/HC+EAyoFUgHre3APyAZbelxMn+IyRRub8KA8ICoI+iGqIZ2qk89QKFdQtIVYiiT9/cCo9H5nK4aCocprJYlhppaTOyS+YP1SBWMEUXoGQGAPCDTn8HazYkXltdLpcvP1JSe+Ebw93dvxqjQLz1BUgRFo0+d7z32IKYUlsE4JOIxwGyAL6JHJYRXisx+lFcYN9XWWYVlisHpgffGCfC98JX0GxpM64E2IOVZWP+ZM+IiWnakrWryDmIrtbBmBEEgFIbMRemeKq4qMKdysPPwWPGRPq5rbKZurcUaxzNdIyLmTtq10hz9o9P/27J9WG/VEGJw6Ha284efO47d3UiRt8FxHvwgatPGj0M4DDnWf+GEzrbMSxtvBmvbwUANsYKMtHGFZ3T8ivDklC2voMKRWiRP+ijO0x87kFSeAUvST83URUA/ggCg+p/SntX8/uK5UYpG1TUBi5GaJbpA5mDic/ZCzI/a7n/GTfUkCEQyoL5TS1c5gLTwAZbuk5kl+r1Xq3K4VJp27uyi2mtz5Xe8MX794LLC1Fnu83qbDdneBhtv9rcnsqTm8x7KQewoYGi4mAriSe63xmda/t9ryE0xOgkObRdd3t+m7Y+uysPQzxsJN5ASZB6NNbi8Ts2zFj3SIDuMMl4zTgsEY+IQ+HeiFyaIfIHSwEU+OaV9Pf/5ssWEKx/NAIm6x51c33Gz2OGa79O0Ke8QmgHmTMViCniTQAuuK6tWqc51HaNvGc0P0JL/RGNgglrFCGRK7o88EXGpjT369H4ZQCLuH64wN3zWsEhino0zgXQ15Swt8wow5UZZbByz6UWPrPXi4wx+zhYnSOjt6Pglc3Ue6vW40GIABcjcvT+pQthgzocUcp8VDiCUKZWLvIHpUxFzhbApEASr3VlBQq2sWyqsTJlaUR9bc7nFxrLj3evjVCw6IadfUp3gB/XB8Epr9eb3tG+m7NaGDltA1DXXH97eN1PvkmHJDJ5SClRpndcHpAHXXTpeiXj8msYmTiAXkWJzrXiVJtdooEYkdLzaTUPgvR1FwDD6Z/X5i+++ywUo/7uyv6OUXmAaRnKyK158EuP8HCoOFhEInSiUN+Tp5K5jillvqjhM4Kc7ibcYtvTucmMSSA4VCu2r5fu3vLFsueMM37dKQ2EpXapMhiqqmgvaBbNHgkPiy2YilKawIqyCdjVaFk/zkiOY1NJohj/8lP/s/e15fXCvDE9JsqVsbAtry3aet8s54WfMWLa5RfJPVBEstg0Ud6u6289iGT84Ak0insI9CdlheGPZfrysTI+ftMygmyaUgAvI7bJXzVP+D9AUnm9doJsSreAhOkZEEXVBcJD3gVSkfN5imroAcGOplLM1SCTy1NcYFf2DWrVtDzsEIvZkM8n1bZdzrQvmT/UMyjOkdpF2vVDkhy8qbhheCqNpyQIgCjx2Vx7yQKaun+TPW8TSPg7H4RLmgFwAsBPkcO+E3e/JMbLV797U/6Lv30FOUZPNz66RJNoO4UVNM1W1eLKsrHdSO6RTvQyCWnaEuE5yY6HNg+lZdeiGAlUcSnpDoEoPMYsShedl9WWaFkX+3n3zjQxwu5jzJJHsp8fHBg5l6cANolAsdeDpRRiedA/+/YzL+TX9f0y74ppKyZejKeaEBUnjagXbUJTBPHvXMN/HwGpuZpQHCfRq72Vv38wx2AXO70KVkQxYQ2t5y5ztUbXNxCDJNz5hmrd50FoENn3FdGc4qiiLxDecGgBMT4ze1BkX4ajw1q4AgAor17JhCApCzJSEyuixDaFvogO+FUDmXk8M5Kfu9ZUx2oy7+UKAA4DBX+aBOsiLG5r11B7275x0zs7Hr2jFkCRbvcpX/UTXVUyNXySbLkj4gwqrD+5XEfJRC2adcZY5Gpi2QjAJrJ5KVEwLAWAsFLOOD85r01xvudSKF3zSfXxTgCAfvcHFZwyLoUgAVHi8iVNMkUssVZojF0CKY7DM5rYuZ+XvNeUnNEcansZACQWlyFo1AWCOfqA6kRnkOtHCiThbqpzfzX32wDiFU+UahA44J1IDecoAOJxtTYH9tpsCKalwZhtRJVMBr3LBWZkFD3FhXhCJIIYAC42R86qzl+a51pVw0R0SjEVCDESm9vEUqJwhJau2rkLwz4fFisUMM+pQVtlRVLMdVQ4ONO4vIJkx/IUgKbqbBso7C9oGZobkYjXBKXifmkwzBe0AQBs6Xyq4N2c1TrEe8Zbhmr5b2rRAAEAAElEQVQX5b17z8OOhTuf0uWePyt3Icd7aPZdZ9cWvlClkzsVo95MGNOHgxZZWp0s4mc9YiXLnV8Lso+ZR6/L7D792Gzp8ttP2QAUFY/0XS4e6fvZO19YnXJ/FkIn6jEwWZLohGsXW40WmG4x99gL34hcEX3Sb5CFEBKFwpRYnJc3YJR1BV5FkrVOWJly/eHdvt+nZeXnjI10v3T9Z8LbP3ffF/qMhfdZL6SLIyKxBIAl3WFpe+zX38rH25SYfzewsMkU42iuEtdWBuSdC6PDcWNg68nHdz2+aCvyfQP3aEPO/I6iCsmu6289+N5115/mDrFzv1MZFUkhNeulu30w3ZLcKfSxTCj/Uco4RTWkAfgBgFtBFDkriLd624fwVicOqioQ76oZE9Oh/Ssl5SLPstvuoqiGpxFTPueCTETewJgJ8lx6pKYt5BUhGoCnb0An1+t8IqeLVioUQYc/IFFVGK3Dg+Kcoa8an+STqHglYRRAFI5Qj8ZiEG8hHGd84ffnd5tAFtUw97uJZbdNtsEne14bgAHksGsnOVf4PHbuf/uBo6Xdd//vemnTcy/FefrGLRymJJyuqReXuHYmVNBM9YwT0bRFlRP+nku+gpaBM3hQbYSMomAePI8BbTZqqtfjAqbnid4IwNYhK58jocJMEFLGS9F0ne1k5esDN6tzFgwYR87l7QXwJbCUAgDCfqn87NOLv3z26cVfpsZn2APxC/64hRpJFAJhsQ3u+zWNqN+TgXW1pb5u67LgsSVeBV3llSq5B9NHN/xk3utG1Ndei8JiOfyL/ZCbB74ye0T80HszWZlUToVZOwB9MEtX0vv7/05VCIjI/Une+z1RRSwIYO2Lw3feqmR9GpdIbTtGLz71lPZLJ1lKNO45EwyHIIADVmTu0hGY80YARf01uWd0J925YkkELoOmQOVzsxqfO/L2wtVjIDjo7yKB8jKxzQmKlTAR2BFWyusiKnmGqDKHzuwfuUXk9JmDbr/1nFS+vOJS343z3jl77OzqeV2GxuNrbdn50my9HSKX30+JKIaSieSuxqEazTrjzxLfXwopAtAfTte4Yh+xLOXzZ1P+4AxZtzmKEZEOjaUXf/aJLNmAtUBzpH03JkkyBVdNNUmlxGMAKrnLhgFs544R8feSWN0G97LK/cZfv10i9gWNINjabu6aKZXQhPyHRVPsA2AiDPCj8QrV2I+oWpUKj2RlolwkgtPlgj8Ugi4/B/Oqq1AIAKEQ/IeP4lg4VzlLfbwj5F08I5q0Le21GMR2b9agHadLi5Hm8UJ/+BjqxGK0zCgbh7kGEB0vSfMKUvRFdB01VWXDVJX99nVPH9Xa8nS2govDQnIAx7LRww7uekBsb4gAuLf7S6tb8KXVwiqWgRfO4dK3l/1iBS3xoay40y2L+Fl5JEi1qfJ5mBKNGHTPYfpEdoGQJnCakvq9EJnK2lVUrO/rchg0V2wefY5brZXTAYYpVXQxKq/PDwIbi0oihn7Tgca1R2qW6Wq7Lwx+ULkg83TlgtKE6+dYdRk5d37v2ZXSUHDH5955iThYklAYJkmaPAMyb5LlW0Vl68nHd4GDKa2LJbkKZSIHyrjI5CrJOyW/V94NkDVuak6hjyUq/zHKOEU16ECypGcKPs4B8UCso6iGpSy77Wq8XYmDyggymIQsHv9u4ZfJFhOh8qlDbDFbDEJRx+Mk7YLjhZOFVyrtAESNe6o137nniAIspL6AVG7QezF71rD5Gc3XgEngCBe/PVw56xfZAABKQgW5dswCURZGAcR5sa/yeSeTpMbLnn0zC5AzwYI+3QI7V9PO6WC6TVTtjQ3YcPkALpx9CQXeMRjLroV+ziaMFS1FFwCMifSyr2U+/nWvSMUlzjauT6gIyEsRgH6GovU0yzgAwEcpGJkvWBEJifqUGR4ebxhK2XYAEjYkQSGykIe5g2PIPSnCSN3Mu1wDyxam2TctueBcN68LKTaDFMU2ZgFY/gm8BSgAiyJKxgNRJBzxBlWHeN90YpLofJxqqQY2ZMAyOIzsNDn8+oq1IcMlyZp+9sW2fN0bZ+1MRY6097dfhnt1bRyXbxyePUkSHID7wKKIA0FIAXxHw3oAAPqIM+MT3n2foMDO+a3uvz9IfE4gFRxmE6KfVQOP4Duo7b5Yn+EYFY1p0jxvL1xj6SisCIPkSNRO5JVOoljxcA5pIFs/O0JLC/zlOQOzBsy6AC1DIE2Tpegd7beoFZnFctnIDS8eyD+7et4VWY+ZZgozR80eSmT0D/nEGok+EmbtzleHI/YdezY2gNqKSTyoAHq1b52dIfIxUpaiWIplKbE3oFAfupQTVshZKsJGxxTFgpIMjUn9M7IpzZH2qDKIFEmmEGCchSXtGyiKAkkOzwaJJBQ3UFQ3gP+J3Yulcn/8KgWS8OsAyTOpAXFYoIGikPhMSfjkzSBRivcWtp7CqvOHqvxiad6Tm/+nnDtFWIEz0WOZMqKxjWVb2jdRAxfbYLQ7QKvVsC+cjzPWMaynaSgAoKcXZz1eBIK5hh5F60C5tNdikFicWpGbUYl8AVUgP73f2YcrfQNwZRtRJVbBeOY88maU4V5hwRyBTI3GNibj1tGASjZKRdhxVYNzmeFzIO8qJasGX4gGwMbXLtUXUWAP/PwT3wHNum7q6jawR3tmMIrZNK3PDhoUGtaGGHTvQ8EJuXbdl4PB9Bm4XCCHP9MNdSAI6cN7sGlqtITcWq+72fWB7hlXHVgw0AEwg01xfFxfFw/30H3GQmdz2eyqmu4LXVv/9ljTpgON3bVdLXrNXvdPC0b69vdnFeZGxGLRc+vuqP3cOy+9JbjOuHeTmDQp9MJjaowm09q7krGm/E75NWmOaCQVdPFjZXwS+Y9RxkE84rwi/jMAPwXhl/4liFL+CxBKsGlJkgTJERAmC6Gl/2En/0ctkyV6CBdNO2KlsDUgz8HjJPnzEw0NfmK2Aag7ezF38Oe/XZa18aZWdUXJmNSY4d6fY/Q8elKxcDKoAroeG1vS9djYk9z9ZoKEyr0gXvFTADZQVEPnJBCgD8sIMrWFZrwX3IjpbVa76hb0/lQsZue1dhjT7U5aQlGsPxQSv0VRDQUpozdTZ23ZCMA2YxXsM1ZFMeN6EBpHHQD74/p71sQU8QmlF4CBZhl7kJIqpGyQUbA+uospo2TqAPx2hR0AbjY1vXH74J+rdUFH7o2je1+EsNpbBlWLImxBPtb2h+B91wafNA/SqjnudOr06QFF60CNTuHOLV4RoYwYdSjh29iIFyDAQCZTBg4BKJKGg0UhkVjLgqJEbMQvCYWdeq/TsSRw1gbjb5IW3ZEi+KAbygtqeK8YMeqywVDlA20svJ5SHbr+q1/gPNTbkBrrPlG7ABYyQdmvNxsM//doiJI8ev/YT6+lERDd4H03t1F9q2xUHK3RMy2p6W59JySWfBbEswuWomQgBtExTO4MSGyzDGT8FriXz7SLnb4BgPUpGL/RJ5f5qVBY4jaosmUaBRWUSxyGEVLsJZhjsIutToUnL03qetl0kLtWGYjSakAKD6rQK1+bl6YM5BrqQll6q78ks4/uMhcBgMTp00mcvnEND2fqWLHHbxe0fdIkUwBx0Ytt30fvH5/FH4ZM+AH3bVOKfhrj7sPDEeOihEm8wnGl5P2lWcHRe9bJ87Mjyz59aDfrVGjYobSsqHEhDzAK8OXskxQKAvBMCsUYlRVQVFZgLwQUfI27cOVvL8N5qQON0Xv0mNt9lbkZ8p7RHCoYQtig9oN1yeXdZgAwjo3BPDYGM1OenRVM1y3+86MPbwUak0WAUkVYU421ceto9/zC/up3O3RIUjV4Kqwa7A7hMRtAUedq7/5jT53WGEIoLHIoroQNYgkKKCogo9UYQYr8oulIEza1NOA7u3V+54/sjD5txJUdpv3MSGF63x07q+sf2NzaNBVqPrInreIKau3F3JCLyrXmpo20vVKuHV2RuRGoj611bszFIPQIQA8Z7F3ppcEs1wiGMvL0d73xbD/Ie9AD6Gar0XbfX3f2/eJz9+UCgCQcCnP3nLJT8CoYTaa9x467h6njYxz5h5D/CGWcohooAHdw/3oBPMhR9/2Kohq+CeLh2EBRDYYpMobEiTBBUoAv1uPflLR+CvSJwkWTL4UtB1GAeZwkjydLZmjwE5MsNMDcMy25rjMtua+AKyZEDmucipIrXPCzuO94TNsVTCUD+8Mzgky+0CR4wXvChTPUcH/yWHiJmYFyeLa4ua1S3JFY8jhO9v/tOfUX7r312qFhrVrwMQ2C4V/8IaI3vKTaPB0ADIfpJdnNspoFEjYYDFFS6STX2gXgvopA58B5WW2tkvXKlSxDHaSWm0XSsHbg3bIzN5uajP93+Sd1Flk66xKrY1zsfKjUwrbARCoLHvtvzBEboZDSYMIh0KUFTlWoOXAh//lXa3JXzD3ItxHxFeWSPc85ANZbzG+dGRRl+7tlxTM57729JNBzKS8yrOCOG6cwq+GWWZGer4b3ihYusxauaKGo/40pIYn35Etp59UTfWdXU5J2udKUclXQFxHJWTEAmOTGN0/T89YAODckyckqDfXOFCOCuf5m7z7l6ul7gu6nam8BNhyfuaB/1JCZTvsZ1aaDf6dfX7Lu4LnyOX7d7lORhls2b0NqbK+wzUbEuNcpKhzJkg6NiQHInSJRSBEMSXzBMIIspdQrJEOXj3VXenxBtmTTYyt8NQUjmncvzJYOjjkQC3HXAKlhUIleedng2FqJxRl0L5UH3SuqbRGt0qM43zODYiFlRZTXX2JkZANWrcgfkrIU2IhOIVEfaecjkdH5JfR8C6WBomrT0rDFoMNapRKWWdU4V1kOw1fuhOFPf8Z3e/vwORDstgXAbsRgjSHEirpVcf0zYZQwsZS8dMRO5333xeC8W/Q5tgz9aEQkMi+7eLJt2cWT7w0bMueNadPk9Z+it4FXfB+dsqENJFF2581B/7sfyLIda2feGMwx0FKTjVGe7zXTPaMnfbPyi4J5abTYxdg1b59XiZmglHsuM1ORY/TVFKyIKOQOpGY06gVgSEuDTIhTtzlwJilM69H149bRkQpjJLvT/HBGvy0OQpXK4JiCbDzeaLjw6W2mWp9LTPtcIpt1QCqTyCN6Wh26BC6/KFmZ+umUidcPO1f39RdFAiF5l1QSZBwhJd0+piovLOjdwlZjclpC4Z60CkWuNaozp7W15lE6sxsJa93mu5qAtSiGEoAMDoSh+M3Cr2sf2feANG90kF+jdAAMZn3mn7JaUV1w/eZCAJAHmMA9u359jrtrSqdgErjfrqR9lEI+In7wDxvB/n9a/iOUcZBEnnTu78sCDm2AcNGWgjzLPBDe6quWD8MTnoSvPCVryYeVSegThYvmKHdcDUgCZxr3/ygmYDFJ6IO3kPxZpmJNCyeoHjHIjF1w3uSW8zQ5vwFEPd3sEIrar6S7//eHN0j37JsZxWGnKjPfHq4wHg4tr10hPuCvEV9QHwldqzgcWl4H4GiluENYIS9OfvH7ul/wivj6G9qPPPHDN4888fSSRb96ZslKJERvrnLxTLXYnbOKDE1/1N75FkuJqFXeA+/sU65eN+GVuM3EGLFunB84p26VzdS9qN7s6A4VD3U8X51vvZQVuH1w61yLLJ0dlRup5dbDybnYOSXQbYZenUGS68JBMDIV9PQCPQLdXhlSe6EnXLzzIsOGPGb4oOA7PWJYzHFKtQN6pQjhub0ohAG2Nk4ZT9wMhPfklVYWwBD3+X2D6TnuPKtJx7fLla4yOrI1K6S+kJuWBwwAMCTPuiULJucIcppZu1/OE+5JfnKwRLMiU4TVmybq/WSyEYCtYHTwqEulqZOEQ4wkFMSqs+8XXe4TKYru/gOQgMVM8OIKn4tXNAHADrEIgWKjXuTxBUdEGmf+hb4yWq8M6A2KIU/LgFKcrlGMVhX0ipxehebdC7PttywcNj61rw2xnIUekLVDKMJ5O46eU+QPjWrfa/XhvVb+/a0My6X5zvXz+1mKKpRfGUkHAFYu9auPtB/lWG6ASTZvXvE36FChUMDq9YI6fBRLweJoZQVsX7wNCjzKzhMcXwHCDAXuGfj3qscU1qJkpeQpX9BH7WkN1S22vQyAHUzPMbYWz6yTBINMrjW+iuhUuPUFMm49TZ+j0/Zt2DAUer1bIb8ygkBRJrpe/AZKbvuVXLe3WehF58eyEQDlL86cJ7a4YP32irNInfu0KxlOvf6TqALwCBIKj226f8/2xkfHs31U3NTVgpumTpE4SdJo0fm9ui6JjHVde7u1ypAT1NtMspHGh3Ivtbzzi1tTXjRFmfjHF23d/a2ax4WGwi52B1ocTt3SQEjmlEqCDABIJUEmEJLB4dQtRfYUH0SwJ71FqmemZpdqxwXUoRYB0AiAOVW12Peg9hH2+d9/4Qy4eSZ/h9kUkMq/AAD9WYXQu2y+p3/65d3rTr7NF89K6hRMAfcTOj2EfZTSWJmSN33ia3xcffNDyH+KMp4l+NuR8J3w/0Ts2lXJ1fCEp6AbTJYc+Q+XJMr0ZQA/4z4fjyVL0r6J+kB4jaz1anf1z7Ok6kp5VMlN2ICEE9QOsqhM5pn/8JLg6a4ss+qannvJACAV3juq3DWHZ1fJ4Wd62aLBOaLm0kxqFBY2nekJF8+rFHd0IMniQlENlFpVeA0ASKXh4F9++/IBtSoY/uXDb73/t901880WtYYSsbf+fvBTf07LCzqQpMrmuMVzvKRc7O7M+n09yPjftU+5+tvctScWbjNJA7Cc+0E2QF0ieENd0JHrEqsHl1sPt1V6OlJxsfcCMKiNsHtC8rRInl4rllEqZ4D1RJwSjTiDGkC8CM/fBeA+N5TpVqTnAzAq4QuMIuNhYM9k2M1xSnUXSphaXPADrN6MzDoRwi1qeBOT14R9yCdrUwBauWvh2XW3SR948ecGAIAOcsoYvjk9YFX7JTILDaKMl3p7S+fS5/o9x48uKMgdKQIAhhGFui8oRLn7/lbcsOaR2gkw1XFSj8baHxdWbjClZ1N00G/PsQ6329U6o01j0OdYh9miB58ekI44ggDsFm2FcSRtdhXFho0sJX6Sugv3cqF+4XPpQXDNNIAziuZeuOsq62QeRnV6/7aXI++cLV3WdLzG9fwRudwfMg9HqA/sGqUxrKH10sExh/GpfW0/bh+KVvFtoKhtmNjjleiV14Mwm4TAJcIHNXIpBSpX9U5LhsTNKCmu41mx6BLdYZow0UzQjloATwLIcrqQFo5gAACcLqS/9hZuPX4Sg1lZCJ34EfU7kOTP+QB+y12b5d7xTSAe8xCmECXkS8mnu22GAteIjmaDSrdUEfb3u7xYTBT77pyiKkkoxGi9Ttg0sSqi4BXf8V7mFsQn4+7Co2xLMljLbzb8t7S5emEQn4N9Yesp46rzh6o03btmfDBbrnB64XY6o3A1M3fdPLUKs3NkY0UzrxE5RJ5DVQdagVPVC8dF9VLh1IsKMQ/EaaNFQsGlTWhqwIfA/04habQXgOH0a3rz6ddIsvactY6yG+93VP4GXzrjgBb9KDg2iIKnEvaZcZGyHrowXRN0PghCuRjbk+/C9i135iJNPwYfE80lhlbthGkkF1RoHN46VWl5oUwM+elFF8RwYRaqoIIebjhODi/uqTzXHp1ngVbcKTzZrjEovvDA8/X679n3rj7z7jkkVPHkjRrFMsMGWbHSr9mce1Zbn53c8EphrCRLCE0pGYnRY92MoYjm+Qeld/S8Gyo9Bzy0ix166MNEsP+flv8UZXwiof7VDeBkCwjnLA2OExhkQ3qSohru/Vco5EiW6PEhCxIlGh0je9y6kT1uA1JQPyYYBnaQxT3RM/9+QgGjq4ooCI2Enb+vLl44b3CwON9h5762g0RXnoSJ6uHvI1goosqdi9Xo1ZTbEWJl9PnwnCsOaH2Fon59Z6ScRWplvsTtkcsBICPNO6ZWBXmcny4vz201W9QaNkKJPmjShdd+1XINJqiymfIBU8B16nN2MphqRcApSBTHmbEXmDzsuAvAfTO+qHEf+ZN8tsITDMtEkUiHJYsRIWTMuKdAmAgdd/4mNLU04Du7pQg+qIZb5od89Dxm95uQt6E+Z+f2JtPm7QA2+kTyuRZZmu6KosgxShMsJnD7OKXaikz/JVS+V47OLBU8Rgsy8tTou1do4CQwm+SBeMRbISiwdLJ6IaGe02MLNFgTUYnknhmKy5E0cVgR9GfK2JDOEHIWf938bDFfUotlgdfeKun1GfTQnO67AMG7nKgaKY99NxuMfoPLRjlVOoUpPbuyuufS0TyrKQDARnegCIDFoq0w9mUtrxOH/YwkzIwqGGsWOOWCjWcXYRGrTGqmO0ygmECLZ1F5HoCCs6vnXT67et7P5v/ywFYA/egfYw39x/n3RIF46sg/d6G2cvWrxkWtv1rLUmKL3tV9LsPVmciZ3+svTJ/hL82ulHeNlFGBYFAy6pSIwmwYJGm8SOrimRnBw4zgWVrePvzdW47OuOXnNkHfPJPMiBEocVkARgMBaL1elEVYRKQSEgXw+pB+4hSKEYOiRCWskLW7r52ZzUrEIUVLX77EZBOLQxEnSN5KyiihbNh+Lv/QGWlhsWi+X06LmZDEo+gdYdJUIQokYtvNSOV6g8vmV/oZ+o3FN56BAPr0SOt3jF9X6/INbgdveM8YHMKXTp+FzWJFRK9D1bw5uKZjEfXc8VNxCvrj21i25SRh/LEsbD1l/PT7u+u8cppxKdWjucvYfGnHyFIAcDqjHv/IkoX49Y03YMPpGWm9TqWWUnmdik+/v7sOwNFT1QvHRfWS4dS5vjAidcElAOOje62Y2XIaC+OMjCSRgcmSRuMcDnPWOko3NFhX0LPVQTfEo0p4UY3WVSFI8uvR+EDT/Zv3ACjC3YlvHChGH27z/Tn4FfszuxPvderskmM3r311FQAYz5jFC46ezdbZHOpLvpn97ZtrHjkwf3Wco0RQ9CeVTAbRMKALZnRF1xk91w9RYatRTLVCChLpfwTAp720SrnmiXdEbDUahMcKjRrZDBUVMjGU9SeX6wAc1dZnJ4NTTjdZN5kIosfpxsPBwtpMkYe9m/7A8K67lPRT7kPbp8CO9rEkkf8UZVy4uOoTvhMmq5nxLxBOCVwLQrUYAlmkARLeJRvmv8BD/g+SySd1QiIkO4RdPGtJEs/8+yClx8dHFIYeQsKxKWkFE42EdIN38buHS9KWLex3cRU2hfzxh/j7CJhRopuAlnLYZQjoNZSL+rH/e0dfC9ZHqzveVbwj1TuMRm80an8IAk8fq5VGYVW2IZkKk1TZnFCSwnUa3+WueW8TNpk4OsmPQiYPO3IGgvf6WU/WaEdsXY1ecWeHnLGlG4YjX73mcsb1vnzAciXV+dzmfRDxm5gewEbksA2NqAfI5tQLARbzdryw/QXcPk6pHkaueRi5lzAeKx6VPXcRCMmcO0+5ab1Prsz0QJ3t5r8mG+ijMTy8g9bNiVAihYiNMFaJrl0VYdKlbMggjwR0IR/LDg2rXW8fLra2nVIPqJsvtcn7rKPg3mWyRFPEQxg2ArAdrllyllOaGKdSywwbMuflWU0dAJ7h8dEFae7i0vCRUJc3d9jOSGkfnW7mrrsRQLTiZwNF8e8t6nGW91kj8j7rvU8K+qNhEgWCp55rL9xgY0Htn9W9cy4oag0oam+Gs2P7NpZtqUdjrebt78/M+OO7n6QvDVKsRORlxXI2lKkTiRxei8QXUALwRaRiGRUKiyAWh8M6hStoUNslo0555m/fvgHAi+CUz8R3JZCNAGwhjcIT1ivLbCoxrRiwqNlwJCijwMilCOl0CFisMEUi0IAYpG4AJ4NGbdC9fGZZRCGnqEBwxH1dtUPk82tVJzrPywZtlyEwBE6zO8El+RYB6M3/5k0tNX9+/bPmD4BQGGGRCBIRBZoywPn8iyinFdBkh7vlzmuKmDcW33j0VPVCQAB9Wnbh+DWtRZW64uH+wTyrie0bQOWx41DJZKDUKlzxekG/vR81kQh+BAIHjPMWg93ZC8Cw6vyhKq+cZny0kgmKpbSmXNtfvhgDZ84jz+lEkG//jTeQfsq2jZ4d06XXOVU6BgCz/MLxeYycNn9t99NSWDdHKT2RfAyoQSIrqQoujYNGuKGcoYf99hwMHjMhL1q5MglUp0harvTTc3QrxBqJPuwK2ZnzjkvBTm8RMD6qe/2XLXmqWcoxVilhxIgwIchAIYAZuGIcQc7GCcYLACAUia29nDgAFJ0+t/hxhqHzv5jxTPHa19/Jd4h0/taxWSMyWTDygz/9sFzl8wy+trw+6iiZrz6xpRGPmgVjJRFWONlaOSX4BluNIIB2qhWPIkZIUZHk0aL7cMQTtksy5YoQ/IzjhYEqThlPdJpM7LmfmsSix6GsKjkVZgKsmMkRuaOQPnyEzClUKxaCOJlmg9RJkYFEtU4A+BlbjWMfxX3+XeQ/RRnvBlF00wHMoKgGmQA3Pov7HQIptvCvkI0gg4QCkIFYgY5sEIhIdMOcyEs2FREos3MRoy08hw+JT5+Iwx2xJMsi7r4nEPP+6Lk2ECvfRNWazKpHmi9mG4fMajrX6K6aPWv4mhxQDyCHbeE984LneACkv+KwjetvuLQFZFOID6ulphWMMxIsNqU5I82rb27NquKU8Yn54wVe5zrJUfsbwU/qf+P/esve0LqUXrNUEgqJ+MqivQCeCUqkf084xI6Jq2xOWerRuBqk4EkHgFNc9b9cwSGCioCbxsZfYQJJUu0NCaFSAEAO2/IzNPbgBhzCDXEeNoqBKbQW++M8nwmb2GSbxETGH49TdWN8NCBpfwq4jW2mM3knym5sX+Hs160E2IPqbE+ix7cIQL8+6GyzyNLqQAEhkdTno+B/O73uNQDbW6k9GwG3AbhgN8RuoxfcezLjtQhA/6nqhSyAo6vOH6oyOiz6ofRsEoUBcPM65B88BN2YTylWy73hWumF4nZkWV8r+/oZJNlQk3BwRz3OwvVH9+r/+oru/kO+dMTRjeRKQrTtHYX16Cisf5t7Nhu7I7qW3edaO7c4rFH2FN/5mzJWKtFCRNl85Tm9Ea1izPDy8fcBfM6xfsFgRCFTiAJBRmxxqei2wQJQkETUihYkQBUoajxM4CGgiCnP9jOVuVrFuR466I34KVYcFlOUjBVH1Go122EdwweRCEYBFGxj2bv4/rhv+cwzEbnMKQoEGYPfpcp3WDLkbFDlyMGKr9+BH/HJhskMJ/vN19wh3vWWPmAPh1kW4kgYUiYIjVIJZ2YG/Odb0Nxsc7i6blgJd3VtAMAcCKBPRrt5qVmX6ezOKarKs5rMbZdQIJPBp1RC4nQCcjmYUStkEjE0KcbILgD3aTwuo0upHg2KpXRIIqErBi6fySvD6IwyBPEoexcPWXjhr/g8LcfQ7BpTazVwtDunqMqmMehLB7vl9+38pdngdsRReoIkuG7g7sePgQgAD1IXXBo3rq3IyBch7JqBy/km5F1JMs4BALIKlU9eo1klkoucEXfIIZKLFHStdgVFUQf4Y4TR20bU77iMNIMKHrEK3iIJQnQIYkYOLwOgCI+yxQDiIRRrMBdlWAEA+7xr2hEvOgC9hFZxzgNFp0xPtrI1kgglNs9xNrcdWbFsKW1hnLfvfaHqteX1ZgCYrz4h/0Taa2sAvI4UsMJNaGppRP24Obf5ria+D7QgewLZr1fifSzARqoVW0H2pr8C+DuI4zEfpK4AL1cwXqLrpr/Z2aZcnlYnTpcxwX5Gj+T71cSe+wyqHqSo2TzuczeIXvFrWNiXE6/hYmV6NRVwaKgAbYqo+WtOV7mfTGaBhEGFkgNCiHAz1YplbDVOfoT3+5fKv60ynsSD+jqAL4AoMQ9TVMNPANwG8IFi7L4aJpWPSIpABu5SEGiKF6RvlSBsJg4ARYmLvbcnMIMZCj2f8eDPe6zves9hEoVa4P0VgXjfWRBsnxtT8L6nSjCdhMP9ZhDv9QDI5K8CiQLwySr8Aq6jqIbaS4fSt7S0GcsZv9SpUgQdLGBwOuVLtWr/31Qm6m8AdlG5D0HQDxT3UwcurA7Accu6S+u5+9q59vC/U1necUrdCy/PafvePYfrhs0qI3f9yfnjOa9zLoCvTJ+nNRq96epNcyInpgy4LN+NUp8ZcgMe7hlXInWVzemIhvtdgfiKa7wIKwL+adpXtyTzxCeVpIv9CHLOcTjTaZ2H5HhkAICzaVhuf8P6mRk9j94WytBarF+4rtO1dk4tSJ8eBDHuYv0pwOzu1H+6+Gnvlwb3BtbZzedzQYF9L2fhwDy/k16szvbsRnzOQy8AgybsMSOAo14RvUAZ8VWL2XBonfldtybsQcP0aEYhOI4fd9HnP1W90Mxhe/UAbDd86kAL7qe2lRSjOxDA4NuX2U+4XFBpNQqm9toM52PKaMSmN0VSXFy/J64/jg0LdV1qGkVfe1pKd5iixqMwmW6StvMKGe1dWmFzrp0zKnb66IhGEZCM2G0RNa3n+mNA+cHlQdea2bURAIp+ayYrEYnCOmVQcaEvLjGYogAkiSRYUOGWltDXhHUqu7882yXrt2ZQACtSUGHdSlVQ5Xd7XK0AxmJjh+8TaXFGoazfysiLNPYKmT0jKBKH3F4qoDLKZAAewf3UAADFd2qWFO+bv2rwbMU8vj32jGffM7IF+lChxjoYDoMxjaAIFFi/H2nBIC4DsEtHHN1FX3taerH9SRsSoE82jcGu9ToVNm2aHgBsdrB6HcSRSNTrDLCQ+wMII14cAIp4WJVLpXlSFIlkScNBc8XA5TN5VlPiu78PgE0uw2AwRAr+LIfp6PIK00HE6E+7MX49rQXGsWi8BqI8VnI/LAiUZ0jQvrixEYRULwEcCvj0KcYKAMD4s2qMPXYFEVoEkUaC8KgfLBOB8WfVSCG9OtjnK8AUA5Q/BLFfjBAtQkSVh/4YTybvOBDj08gnhZkiEYr5WuR37UjBjMbuQAsyXu4BiZSyANDsnW23atIVhea+6HMs1R6eG4HIkqTv4vYiTiHnPy8aGs7dMmvm+fyLl+Z0A2iO3n8lWrAgLhr8aZBciCeTPL8HQLL1M7puBDo8ZgBHJcWKebJyFYvkjDOp16kM6jMAXkq4vg6EhngFMqg7YWH/hLjosd8uo8J6DeWnfs0s+kflf3UC+BIIKYcJRNd7HsACEP3qv4CPlfF/qKRIhpSCLCYlAL7D/fAyDODb/4I28gtYMQj+9yiAT4Ao5H4Qiza6aELgTXC3+41jh721skwxW3S3wWB912vA5Ao1f/4cxGi5aBBL+jwmCBFNlGAK4ItIzeGeyd3vAvf9WZDFIwTS77zXpAXARrNVudQfkDjlshCTZvCqqmZYsnyMOGx30HqV0m0AcN/6Gy659+ybyXtV7IjxoPOwDV15mRVInqybyvKOU+pe21dpDgTELV/+rzN5IB6JafHHXwVPa8rozVA7rQIASsRG5n7COQzixRVW2fSBGFRbG1GfLAQaJwnRFUWq4/7JknSxz9/63PsNT4yn5BM8w1yQ+XPBPaxye0fVcykRm9H9zoy91DnUHvrNsK+AGVqrDHtpRkzbzxzWjIz9wjLbX5ihCaVpBiWjDir3ocbKIaDZtXZOEQhGOaZUJxTwESG8+AfqH6bJPAHXa/5688j5PPPI+TxSJXXHuE0v+kyasIfShD1qEK/iQcAfBHDftiFsb8gdTwmWguWEF+G4i+u3HAyWFqG3Jg9DPY14YdvNavlchdvfXFkBFqXiNw8HbqijKR9TKOqXY4x4wG48sfV9JJnbyTizkeCld6+u7b7Y/qQtRUGhqRpKdgAK22eWWfL+78USsd2rEds8KojgB1mvfy3vs27A/uYW74IZ+ZQvoKPCEUZi9xyUDdoSYVpJIwn78DPpTeEHM8SjDms4TeOhlQGZMdtpCEaoiJ9Ws7qwW5E1Eyv9LnR6RvGMUEENFGZ20R2mMnnroN5VRrsjMjGCflZeOYceBlAOYqjvFUUiiz974JU0SSjk4owiyHpH6aH8Qneu20oDQDAIWiZFOByGctgcNewddIepoAmbGjh6zGifHZhzbdstR15baXASqkilAqPBIIpYlqxDYjFoiQTwucfh3HXgFO35wMYTKjjKZ8BQPRMDeWXjMO7RPhsZRVtRAYHJNF9AdWUFAtxxDqRaTxPpF8mceQQkMsm/ay2AfNxP1XLHx40NKYL2nP6h7JnnLtOrTEc22DQG+775qwbOVsy7DIFoN2QrQOGg44WBmSETo5fk0Hbd1/PPauuzU61ju/RwfI4BLYpADDFCEkAkcUHtnI/T8UdaWH6+KwBAJGKfHY7k/A6JTpUdcet63HPMvtLc1lJSs7InuzjqKNFKnBlG6fB+CKLBnrAiZA4YVVR3bF3bWV0PCOaheTRr7afrX9LRcmbw9PnFsWisBveAKOd2rg0nVT73bAB6RkaLRWwkLA6HBxm54m0Av2Cr0ZmsX1zpWY8MzFxcZMssyaJtTrGhs3tseGDu99/C47saUV/bSBheSPss63dtytizGySnKB9k7/k1Z8T8XHDdhwD8HMR582vusy0A/iSMlNZJ++1vBMr1vwksatkbnDHt6PFUhK3GERAnIS9tVGtUGQdiuXn/v5B/S2UcqUO7O0Em2i0gnlseSvGDlAVV/gGSRLE1Avgk9/8oSJjPD+A04gfpVu54OJv9VSI5xUQCYOgciQ5Tw1zxm58esYWVEfw/UYhoonD5HdzfqTjcSxELWZpB+l2PGE3YGe65izqvpCM3ywWXR47CPEdGICgOiUXAmEMhzstx2wHglnWXrtuzb+Ye7p48Dzr/HHoABmO695jg+rxMZHmPUwb3HpwR2Xtwxr3sf29rEbCr8H31YbzRAJJChmwgynhC9EaUDwDFc3yXjMWBTAC9cxwX3q/wdtf6RPK5Jrlx3gCde0HERtwFzNA6WSRwmyus3qsJe55KhOQkCaXrQLwF2wVJgcWIsamcTlGB8yOVhMTIIgC9+Vufez/rideFHiADgPu+tvXm3Xj8Dv7zZgDukF+0MOCWK/wu+dDQqYL95vO5wVUl7zxSOtyvjeig84oVTlkkoGDf7r1elaVymVUZbmosxER0hA3B8JfDua61c6pBlIZ5ANaDLNpx4z4CsdnKputvV7xQ9Zq/fmI6vfiE2Q0g4+bsoDgH3dKiOSI2YoxQoidPs9+6d4LqmLvU77Q8kvHse0ZZ7ygdKMpkLHeuNLtX1z6T2G9ZMM2dg+ZiBbwXlPB1ATCYKozFWVdG3SoHc6VS0mEGcLQnVDyvM1we9YAtbX1iqslZRSDr0grEWDIuIfW6MZnXn1dk2gDUsSKKYkUiEVg2AjElloy6rNxxnQC2y/usG+V91iBIxJAG8bpmcedrAOTdhhuXM9ANNeO21g7UmyvQZJyNP1fTcOQiHB6jJBKFtMOkU1OW7LBOFBbnKAKsxx92DEGuz4dj/c8wUPlFtoVjgLEBsMuG7R94F5RqM85dLLD3+ZWGeWqH8eZs6yKmzYcAIlxb2IhIZHYqNPpV5w9V8cp4oCiTiYw6mN5+nM02okpBAz4fRIEgrgQCSDZ+4vrsVPXCACOnO7+2++kBAAWV5Ti8712M6XWg1Wro3G4wHi8uiEWgCktwo1oN2u0GM2yG2ePB+wDu02ohysuBPhCA5uRprJFK0VpUiEvgDPiCfMx1e3DCZgPGxmAGcDQrE1XBEEpA9iL+3ZUiHvKQfNwTVpcBkH2NBmC/0oWe8y0osjvwXP+PqN1p3yxpyX68ZgP/nLOuXHSXnezNc7GaQZta75AGg/pbDr9WMK+z+e+4KY7ms1dbn23Q1mcfFHymR0L5eF44b3MbC8YZgqzADxkY0N0qeE5r4U6mwH+D+80C+BW7A22Y2KlC3lc20jEL+ZXoMOY7+kU/3fidHnBQQ6N0ZG+u3KQFiSIw3jAdcofUpRqxOzxffcJ/2r3YAOC+IX+uO1c+FJ2HNnsabdCPOa9d+l7V6fOLY0anDPkg3njcfLjJ+M3GJ7RzrpwXj2nS7BWDl19BLLL3G1jYZIo4HrrIovDQ+5rKN/fkGkxdcGQV+Pd986fSIeuiO+54+2ncfGN8Hlbm+6OP+DLlUIz6m7l76wBsQAbVCcRFZf4GC+tFBvUXxJTxGOWMRRA9niIz20chVCskINHfL3AfuQA8+4+4179K/l2V8VTh0QKW3XYXgHs/6htOkyNcuPkZQSxNM8jCpQKx2M6DYK91XNs3utv9PnWlXAfAHnKF9RK1yCHRiGi/KWQXPONECrXQiue9yTxP7mQholR9WoPJOdxFIMYPr+DZuZ+3BcfqAfS++tZM37fuPraKogAFHaTDIVGYEkNutij5cx2c15tXtM0gEYV5IAuoDcAzleSYKXOWTsoP/yELByUZHy0gCpoQMuQDSczUIkn0pvus8pOb0NQrpF20SA16ecSP2c6LCwEKPrHcHhDJrG4ortGEPckw8nGK10LfKdly5niFMWx+DsHNuwHsQs5OF3+wEp6cRtRHE7amUwiClyR5Di1IoGZrwqaWxJLvnEd8nJIoHbAmeoaujHVkzvC75LZzTy+Ojqk75z9rbOmbjbqqI+/ZpdoqRqzQO3qdbLrcYe2wRjysXKqgAkEmolEw9s/UzUJ8MjcvceN+trS57Uigrq5Y3MvDlyY2yviEWRNVBKB/UJyT2SqbWceCogKUVKVjnfMAPH/X777yXNHXntYhIQIwn9qMYJYO3jlF8JdlQWqyofTzv4R0xEEoWEAUcgAtnCerV9hfA7W5F7Sj7hqVg7ECcFRKOgKVko4OANvvepwkEzc8GzPyBZJsLfGB5Bc4EWPJWAHgQLJHF5YrR3LPYlxxsLS/Hb3ZX55DBQszLqlOdH4g9vr5qOBGDjLDFwh6BMQj7eTacCNI5POgH2pKAp/+WvykLhtnL5Xj7ZkepLN+qAflXSMDwSz9CkhEwfQqSTCoVgVCHlYu7nE6ln0VxypvJHhxrm1FAPqZihyjb3ZRVShdw9KSnIB8xCWqur3w8sze9hFVwHcdyB7oAWAsMfW2tRZV1hlto9GxYblzpbn087/E2Bg0YyTjwgMyXkYQGz8lAKQNFLVjPtA78s2bdg88fkd0frSU1T6T962hFoBYHy9RVK11LNanSxaipaIcd5w9D3rMBuh1wKc2AK+9hdWhEERlJagNhcCEwxgAoGu5iLyiQrhB1mOLXocqtQorKArv8dU3QyFoykqgB5lnDpB1fCnXNzz7ykTOCAVAWFbaO2A8fAx1chmYNAOo/gEYxp7o3gBgd/bjNbUAimpOtqvEY+H3zWlZKkZG60Ex9pLhngvzrrTUJnCQT52LmuO0XrnYUOQtUPr7b8n9u2ldtpnzQ+mRqMDfTy0EiYwBwD48yiYyOY0XC9uCrdRuuPEgBiGDHqOqL/n6f7i8IfJDNDyOHLalEUO1IA4P1htWiC3BzAoRFZYN+LMdS7RH5592L34DABwh3XW58iHeyQSaZuxOt1aRmW7WC+6oQ4C8x5sPN8n+78Wf1OVaBtIdSm1AFvKHQN7RUQjyzFK0fGNf/nWKvtuu64KYgzzJQCMHxvQ0S+L6ai/5S7/RXqOB4oD/LP8Zfx0AvwewDmQv+ywyqJ+BQEB4eSNZAz4sM9tUhWpFD+LXMhOAW9hqtP6j7/3PlH9XZXyy8OhHKlfBES7c4PkCG3aujbtBFgopYmE+BwBD81dN+de8mAc6R9ot0YrtIhn0Eo2I6vn12FQxV/xCNgCiDMlBNoROTO7lTdWnwv+ThTF5yQRhh9EBcfRMcQvqnn0z4fbI8u/87FnjLFAIhkXii61G68wZ1g/4e3Jeb4PgHgGQBERBf29DEuX5fQAbYaK2Igm7SpLk0K0U1RAzrKZSOMg0HnubgHHnx8eDINCdfJD3LwZJ3vVyP2qQ95MsehNVqEMiqV7ChhwSNpQBACGRelgEFoxYwXvak3k3+wFgoe+U8dOe3XVeimZM4mxqVrDdAOC+JtPm7Y0562cL2uzA1LnM4ySJJ34GgNtBKrOmZE2oR2NtxbLKDf4Z2ZTY47crmnvbuMIuDrHTG/UM8WIIWfVzZp7X3/q9XRts9jT7oWMr24oNvfRlaxk0YY9ZE/aYAeADCisjXmQqrvR+4F4+sy4CwJ9nUDtvnJsBAp1KXNPixn2lpMMsB9NyKriIhy8lC10nk14Ahm5pURULivKKlFnqsIu1i3R25YlOWruv+UF/Yfob8j5rtE/4JErpiKNbt7eZ3wSNIIbncw0UtRsJBU+QoFSPVBi7lvztNB99EcoXcD8FAPjOVth/9jiewz9gvYwrV85j7+/HVgC9TcCu+kd3Rueo8oMro1Kz4zW6c1gIuUg0CjaCKJGDiCWAy0DK1F/JwgVXH5bXAWDn4M+LRzHT7oWRKsThNnmf1SyxumeH0tRpAb02TIcZVhn09LCSQPj8K6iqvBFC6r5ef2H6DPfymbWUP8SIx1wjIz45ynVu46yui26D1zUTsXwVJ4C6PKvpqDQUaOkoKI+ODffq2mekI45ykPkuA1l720DmfQgxHHU0MTLridc3ZD3x+vbT7E7+ebfWC8rRj6ssej+1DUB3SXEcAYFepcR1ahUcnCLOAIBEDIfHi1yQcXQWAGZV4eyxE1hp0GHe2Bj2AtBpNaipnhlXNZX3iOdxbSXOiNSVMqPz5vwFVMllYJRKIBiMOmIw9kR37f883kUiQheoHQD6c4fMLNe2qsEhLPjz+7i568fUvSwLFcjY/lvJqWt/o1ig/wQIrtr3ws473afPLY6u6QTLHXNY0KP+E/5M+YqK315ZCeCgaV12YqI1GlFfe32B/un0fvK4QzOzXhVmsScTLpl74zO33rkhTzvIFKf1HKvM6BDubRsBtHDe+R5vmM5zhTVlTISWjAaNY/aQnjVIbGXc846aArmoUrVF99Sigu62vv6ilaMWYxTyUjz0TsnK/2swhzKUN10z2kMPpunG8lnI3QpVpMDcPwzipa4C2esmcswVwQ0aMsEeHQADHXQKhTcdCeurst9Hu0uUidcgc9PCNnAJnH8FIWzYxn3vA/AUyNj/d5IcAG9QrbierUbzv7oxH5X8uyrj/+xKTlMN8/LiA0lipEG83wMYX8ltXAKi9YC3u/luk3RRU6EtrU5hN7/h1vf8xtYyutczHcyVG8R6lnF/D4IwtkzGppKqT/cC+HKKcyjB3x4IlBfus6ReaIpqeODA0dKN1y/rmvvwd98tnjNr5EJxviP6jJVl1u0TnR8VofKcUMQHKdhVPlTxpRT3SMC4g/stA1CwaO5A1mc2XNAaMzyG/kFdsHFPdeDsxdwrINGGjZMZcxI2ZCe0eayEp/qNUCJawobsSO7djG6Sq5hDVV6KZpxiHWjWb0f8uAU+PK8sf7zwOvkgIcJ8kA3ezj3rk/Vo7IEgahAoNvolJhsVztQp3Mtn1gE4SneYAmGtcgACQzAP/caC0v50L6MM2R0Gh1LhVdxy0yt1o6Z0Kldj8gobM++z6D/4GHR0hykAlj3GlOfMs/zoc+UQUQDwGGLRiJx6NO5Y9Pn/9X199x94nmcHAF2xpC9SLOm7l31sWv2wC8B9IjZiDFBSlTrsYjWsm3qbXmNJe/FQRsigZr2LyvPlfdZEJgmhgh1Xph4pCp5gnFJNBSAMFSeIRIJRxBu3qdZLBUiC60zEYCpnIcg7SFkd8f7xc6O7B4/ckL55YGwMCu5YH8bjOBONAr4/WMSMeh7uAHWFC7lVPQFGqi+g33XpKYV0tHDw8AcZIEqS2OOPiD1+i/8tHMtehLpQCOGQGozPBmPCM+8K5qY9LzE7WT184izbSJnY61cab8q2hCRj87h+6geJpvCJgPOMDmuH0WG9d3k8BeRGjKffvIIYT/S4yotMRU5SNqgUVTkTx0gVAH1eLrJcLmg5jzgAIBAAnZkZhdYAACorYAaFg5fasRjcGr3qOvSUloyrmtoFEPYVTC7R/cLthl6nhV8iAT1oiiaJJ65N/NiVAai70g3JX3eiIhyGSHBMGYDvdy88tArAyofuZCsRG1NRhhfqLmxnBeuOpssLUNR77kLFvLw3hheb1mXvhiBBsRH1tSqr5wHDoGMWADAqmf3IbQuXAPWHUzkehKxK5RmdVJ+9gBpw5pMqy0QhT3y+cx2+qmxnSNfpiaizIqxIqha7YAule0HeV8AcNLaDRJpkAEZzs4f6FbS38w/Pf51AlPp2+24+ejc0vpFhi698vzLg+FS315dfQEd8s4Z7rBrG4+HupcfkxnQv1KiCD3ScZ9wBxmdQ2pDgaPMWKBh6hEm8BrlHBnVdGKKXxIioE76Xc8+WA6AvWSOuspL0tCQZ/zrInvMwBGvHf7r8WyrjH6Yk/VVKKgjHOMuUU/byQQayE8Q7UgqCmRZ6uPlrxF1zZI+7oAmbGpALUF+ZGuaKu+cWEAOA59nkvQNT4i9P1acgSjYv+oTThGH/37HstncTvk9637jw1XhP8zOE4jD5+akoFk++kWtbODeGx0Nq5XK6hpVQkp6bgHHnxbxgzmDB/fe+rxoa1qgGTNqQXucTffd/DtOP/2Gp4sSZAssE94wqXTxtXpgSgQIbjlAiOgIRnRa0n0HyBTm6SRrCdr1ZnOEPQUJXBC8n2ySnNKYnkcS5oeeuo+f+T8bf/qD63ZYB6aBVrGjuK4uo5F5mZt6YvzhzHt1h6gjmp/8aAjq1YvTOiygol6MrLYgQRYOhmGBYIm+Xlcq/aPhLj+CeuhmrELnyHh4eOI1aunO4aOihze5gYYaM65ffIaaMSwD0n6xeqPPJaXxt99PSPGuMMWQCj2By4WBOEUr0pI51zrOLdPa36TWWdnmlp3RwT1Ew2+AKs7RecAbf10IFO75M/fixmdRg3v3guus2oalFGKX435cen3tty7EVADCYX9AE9D+H1EmkvPBtOch/oH3rbFn6MwfyGl7evANEKR1XGbaBorZv+3783GjvgOzYCZQbdDBy3lgDdy6481MZBckMDgYAmIoco3v5zDqpP8jQo5d7RZnikHHWoFpxwUXiZoJjx0jxlKPZ1ahiIzAqDBiBoCDXNpZt+fw7D/ZU/Orv+fn9faXSNLk3bU1hV1qRJCwxjWYD2AMCNRFStLIAticZG5PtD+O+C2Zq45wxC1tPyZZfOF5htJmfQx8HJyPY7B6kmJM3rgE8XkRefxNBACOBAGh/AHT1TJhBjLkVXLvtleUYqCzH7g3nOQad+yetmjqxkLbtBnBPfh4KPG74rGM4ymHS469FDDUjYg6qsbf3oZhXxG+8AU2zqnDhsV8iC4QdYymA/0HMWOHbyP+ON2J1MGpYT5Vm0EOjFWzJ/f0t5BgSIc35/EJj/kVToSjCigFgcFbOMVDUpDAP/t4mV7Y9Q2lVjHozmWbT7CpOGU/sq10iRG7Tih1WFrAEI9IyCRWUH3Ss8gKYNVNxgb3R8KYLsWipEYDOoLc//ME3Fu8CgAbqlm3gDLeMvk6kyXBRw0JvohBcooEMMQOLweSOuV0w4hoMoBxhEHNaAi0uoNOqzXgOCXSV3f9VYF5891kgSTTbI1buVIW9agD4yYzvvvqT8u8N3DTyesULZ25fJQK7DiTaPy+xAYlc87jK6OtUZBr86/+x8m+pjAP/PDwSJyk8UkkXrsQwK89x7AdZIG8EgSvYMEnCjABWwSugr1FUQzKO7/tABp6Vu8dUcWVxkqxPKaqBwj+Sw30q0JBYW3RIQbG49nO3+9568c9/WHzNoPCUZMrllA2rJJL03ASMOy8Dn93QMtMfENutdqVORLFhm0NByaRh36abLxpPnCl4dYJ7Clk6RkX+cEuQksjDlFgpC/tZdch7TBPx8iwIcQuyMOFvSJLNpoXH2Ozw6NG8sClZMtnVb8YxSZwbdsS8qkCMv90D4DoAesWZ7kLjr94qYGWSy77awi5590i28nRXvqeuYgTA9t8+/lpLPRo7wW26arjltMy3V5nDsL39JVUMQ+tpsPb0Sqs9xzfyAyQomTf+gW258Q/YVY/GcsQwsYmVR8Ncu+wtZbXdX/1WSsaQqQvhU78XBD8K7plpf3FmWN5rYUBRdsHROqYixzfws9uMxl+9tZYVUxb1oUt6sS/gAFemnjsuOjZTcRULNraNAGyygN85v+PcfAAIiiXBh7/wveAz3/ha3DyrR2OtsHgNyJiLU/a1b50tzfrFa0vlHUPHQMb9WqSuDBudG+0dML69H5/wB6BSKWEAgbCZQdZFKci6lMooSGZwmAHAX5w5j/IFGYnVCbGLocc+t+yI5t0Lszkjbq/wWAD6sS6MjnVF2ULG1R9wrZ597jrrwWytR9zpo5UMADjFUjogkThBYD9vc9eL0klGFXEBHWbVTBQPDkEqKD0PTDDP/IXppZ5FM7JBlGX73M7zI59+f/dMr5xmTOnZ1Kw+AifD/dR2TCIyKTw6HfTDI4goFRhdsgidBfnIA4GLsYgZxgUgPNUT9fPUo8vk+TcAaC4qRPux41ihUqLWYMCYzSagDo2PmOwH8CmfDwWjFqgAQKnA2JKFOMe170kQZRwgpAEfIPVaTdYdHWTIRh0iYOCFH3ooQBi/ojC58mNda9P77bkAEJaI/BdXV54DUXonWvOj4/mFc7e3/d91P6ljAcbkytEjSZR6E5pafjp2Yu9S7eFrDBKbupspDe+1f8LVw5SJAPiX697PDbGSUyD7PT9O9CCOil2J9wSA4RDaCiWos0egAjHc5oLoDnsBPDVRmXq2Gi1UKx5AJrbAi6WwgMZFuGBC5Pm/fbkWwO6bb2yK5i2MXpf5jGLUDySpGSHLlM4AgAAlDf1f9U/OA8Bf8j/ftv3ifXNz/MNGAHORQWXAwloSmvFhHF9JhYqnFL4a/vX/WPm3Vcb/yTKdhStZmDULZOFdA+K53g9i9U+aMDMJx/c6EP5PG8gGLvS0TwVXllT+jTncf4AUFIt2h0LxjQc/cdOJ159+UXD8OOVy/Q2XfJvWX1xbXOCgTWa1/YWX57S9tq9yXBnoFJLMKCudPXMk9OaLL9w0alVadu6pOffavko/gMi6VVda2zozRDJZOCMcEskkkkjAx0jds6tHGBDjLClDQGIyqSrCXOaeF4i9l2HwCaYJ0YUmcBVNfZvHVVoEl0x288jeXJPcWDxA514YoY1TSdhKJYlzg6djvIAYf7sYgKLC3yFfwRzWWv56Qe00SkVjQZ3a4dZavEbtFcoX1EVoqY1XzITJno14YRsAgzbbbc/NHoovF62f0Jj7PaZWefRqIgJJhTOGHgbBUWYCMDtuuuaDnB+/WiXvGBoA9x6CWbqS3t9+Ge7Vtd2gqP2GncfmBrN0RpidfrHXz/PpAwljmFO8Uz1vEYD+ze/tqlH6fWoAaC2aeX5Un5klPChZ8Rr1Oy2PFH3t6QGR06d1L59ZYNmyxpH+zAGdvGPoGAetAUifa0CiUpdAsNF8NdFeAIb2DsgOH0OdPwAVLUfAHwCLWI0AvuBOSqMnVUEiAAjmpT0n7xymgtl6++jXbzzjqF9o9s0rselfPRmFXyAFRC5F9c5dWq/zNqdSa5VGQuAL5ojD4aMArkGCl/DtfXj/+I+obWoV5pbPQHH1TFyYUYaua+ZAyjBILD0vnEvR+eEvTC/1V+QutW1aOgrArzzWkZb9+EsLDvaOBcTpCm/O4pAJQqWFL1pzP1XLSGR/cytUemk4pNF5XWoAkEpx/MY18IDUseCf1wliMOUjZhhfAFCL+6lO9GALurEUbtBQwY0KDCIf5zC9iFBU0aosB8DivYttmKdWYbHNRqhDOfjSNsQrZBcDQWSAh01RYJHcCTBLHrDv9sv0iU4O/liy7mhQgTAYMAACoDEffhCGmChMjnYxrCQYVgKAuST9rF8tDyC+8FYyia71r12qNwM4urlm57wZ6ZdZ7nnGJfefdi9+6rR7Me8Y4/diGsDRHPngistMRX6mzCJUEBPXnbj9ZSwCcyiIljwp8kAcCW8B2MUr4dT4Whe7hLUuuL+/LoTccPc0PP+3L294/m9f3h6XC0NUafI/lxyLDGqrX6yMSMMhyNig5Met35v9k/LvtX5m8G+GjIAlgzsziPgIOi8fxvE1TrjnFa5bV8O//h8rHyvjmDYsJpnCxitewgzmEZAFYRlIhvcAgF8nuWZKBRREKb8VxBNnB6BYlDOgvrWyLS9P46ItPuWMNy/PODydZ03AVPtBFH4j978B/yIOd85Dfwf3bzzFoviR7yASzj/dnDvjbyc++cm5ZZ2nKzM61SBMMD0wUdvAeR9+/3NV/pGThbq+QZ0zXe9VfPvuoys9HmnngaOlU1FCExXPUgBLddrAsZJCm5sC5t77peNrKLB79+ybuX1W5ejGWZWjhvYr6W2HTxbWyWVhpqzIotBp/WlvvvjCTSWF9r0wPVQbXdSTJIcmYXOJ/99EbUQsecwM4nmMYeXjk1x57GtQEfE3Z/lH3dqQuyYCSj1KZ57D+EIQk0oSysLLIJ4K3usyAiC9wt+BTZ6/Z3koZairNxKmCyEqiwyXdAfSfVakhVkVTWnfOudIcZtpe/GmUHlUAgJzcoBsdFOKCEylQm4TNu0Sevbd19f2+vaceVa7vyXqier9/X9L3atrgwDsjvoFcNQveFv71tnLOQ0v16iPdwqNp+kYSD4Aaxe2n5kNEG/AzlUbW5M8W5zHStd0Smb8xWvl/uJMo25v8960l4/r0l4+buCO5XHFRsTD1BQgSnYLuJwUAPed/ABznS6khUJQesNQBUPoRqxGwJSM3nEJjJzUo3E3EtZWR/0Cv6N+we5f7TiQuPFOOo6bsKllcOzevTCw19i0aTo6wNgrBi6fyXDbAyDeR1t3D+bufQcVI2bksyxuA+CSSGB3uuA4eBi14TBclRXEA5dYep7H0rd3wH2pA9dZx4D+uVmhvq/efMy7tMKlPNF5ffZPd6fL3E5xMF8vCdl99NALl7Xt82CsrIgaOeTZH92Je175nV/vto/Mu9KSDgBhShSxqXVjGS5bGx4VGDj3UztA3ptQ8aMAzMUgrkEzyiGGE0oEEIQW70IEX0zJm6LEKVqVFTBXVmAvgIK4toxXyNq0GtQplQh7vRB7vUhvuYj1+bl4EASawouoqnfXu+fK7/oi93/8vOc5rZV4Dk5QUMCOWTiDbCxFPEwOojD7jqk8kzr8xSWvC76bHOYhWHNeu1QfeO1SPSERSJHMzXmjtwN4DqS/7SARLrMrpB0VI2wUHM4nass5lqS4yJSBgjxNgrkRFhlzZOM94UkUUwOA+6hWbE9SfG56HuqM+PyPQXneQKW3sxQAvnf5p7d+7/JPb0044w+wsL7Ey+CjJ9pIfI6TIOuKDmT/C4Fg199Dav71/1j5WBnnZBqwmFSKgwPxnmsjYgVdXuaO20BRDZ2CRMfUCmiM47uQu1bbguzBT9y78HiOwy8PDbk0gTSFV/nNRceXPb5m6cat+48J6aMmEn7Ay0A89wyIR2sMhJZRDxIqS8YC8o+UEiShWKTuQi3SsgHLIMJhEY6dyVcVZI990qMd8KlkvlMQMHoAcOcYPd21VebB5tasqiGzRp+X5XL87qevD1Qut0z+bgXKrU8knxuixHO8IjoSEMvzcyucbZVlV94GoF9zXbeNHPsQANxXWWa1Aewxm42uKym0F3f367tLCm3HKsvGguAVZyJxi6tPJH/ktG/RgEmRzSfAxSe/EOWdz2QfBVGQasEVWALQkpDkug0cJrHdUmFsNs3OF1FhWYQV6za/1LhrCowhSSWRspCTXUBUed11LXOU9lDKkEukgaxAGQ6PeLwBo0yRo3Pk28yaS8pDrZ2yYfvlcRfHlOAZyUTD/U5VeTQTwN0A9oFQYU2q8Ao8yiIQz9tiALfUo/HhJmzin1cDUl2Rx0efbsKmu/D4JuDxGIVbPRp3gPdFceJcN6+LlYrVFWsemQjGMVHb8qt72rJKhnuVAHCxuMrTUlqjRywMzkucgpT2wqGqCC11hvLSaMTDTwoQg1/xBbdyESsoJgcxeH+GR9mWtxdRu03DuFmhQFgug8PlhgIkKugDxiVQXo185In7eVbTU3lWk9BryF9ze8OPoAYJewv5qnV2B3Q+Bs7cHFw6fwFVlRUwzyhDF196PnokB9GorICtsgJ7AOjOlYlv2lMUdp8CzJm/edsZ0dCqgExLy8JBicLp6GAjgTB3zTjDRbf71JajL1lFq5j2UunskAwAbBr92KguvTLDZXs04bFSKUE6tEMBMZyQgUEExHRPhxED04YOTFXRSjzOTFEYWLEcxW/uJblTu3ajFMCLCefhlsNfajlXfldq6kxLFLcuvL4d8TA5aMa8flDUXiTAoyZaP6ZA25n8PKKQjzMaD9jX9H868yUd1zY5SKQcIPkZBgD3VbPrt7dSe7anibDFIMYaJQXLLDn2V8pB9okMartAIZ+Ogj1dD3X8tSnq7RP6BetLPd0aVcQrk4f9dEAkC4Up8SV12PMHAL9NcZ2Per4mPsdhENRAAVuNqSQd/0fLx8r4NGWCRMiNiJ+gPJbWjPH4S34yJVVAORFyfJcCaPvcrBaZwy8PjTFKkVIadMjEkaEQK5Lka533YPyGnEr4AX8dYpsuQCbSXgA2lt32Twn/JMBlwoKvhEbNRojFbv6fJ3d9arCo1F916bIxTeO9nD+7esRVWWblQ/7XtV9JO9HcmjXT5ZHpNaqAvbjQdqmybGzqVSpzWL6kcel11qO+ACUdjVAihUWWVocAjmrCnphHS6C8V5aNFYEYMM1ZRm8ilm0cu4lLrJI5JJryAmbIaFJk8wlwickvG8Fl5nP/8+8qH8mrjxUB6G+3VBgP9yyvk0v8jFzMjKYrrVngWQquUiFPJZznfG9G2PJpizgzIkKYyVmn7u1/YiwrFAiMZbNWi+nlgfPc8011jCaVq6w86oGgINIkshFkvtUiZqTqADxYj8ZO7ho/RkwRn0iSKjOu1bPPTQTjmKRt3Z/f/7conO3NxWv7AQwkeba4e0tNNn2gMNMvdjHCtvDOA95DrgdRqq0gMIgsxKrrbmwgdeprAXT4GFAg/ZMBotDXgBg8uyc1LO5PEh16NAZdSiwcBb6SKicp2V5SCUlEHL9eP8q24EfUKcTG0X4QDPONAOb5/dA6nUgPhSDjvk+miI5TmMIUZVnecmzuqaoFb8u7RqShbP0VM6U2VDp6jXKfLxySgfH54g2XBoqqNa6uXesQU9bKWYTBimWBi17d8L5Pf6bnkbKHE3Hsc8FVrUU8BNIBFwxQCNbPMBgoocNk0IHx76UFCUmA0TbHHytM+uWPy1u0AIcoCqUnP0DJmA20TAYmOwsXenpRABKxcgMYY3fAwlF08tfbiPu590ZkMpicDoBBY/VMO2kwjrZzerILFjyCSzBiFDQywZyfOd88R3324UplO4+1d4DkWQkrPhO+/QzKDAINtSdcV6gbTKpgR2Esn8VcOFCFdpxFV3L4W4LERz08HeZ2ZflrlzQzF1+3/PA5CCkmJ5CrdKJMJB+1p/0/Sj5Wxq9CUiRCAvGLhhFEYeILDxgBVAPI5Y7dBYIrh+AcpPh/PwBljtqttnoVo/kap0UpDXoAwB8SQyv3p1QOkuDDfSADXI943JsdHyG2djJJQkFYmeLQIkTCMcWT8VQU6gfkvfaisCzQozh8spDQUZVZRz1eCd3SlrXCH5A41cqAwx+QKFraslYA1IHKnGk1byMAW0AkM0siQUWIpRhQgF2qrdKEPfGh+HjP9A5MkXXBLtVWRUA5lWFvorcycUEeRaz6KbjfRpBQHYA4vty5edrBqhFPlpgo4gFGK3fRFm+6GYCtsm/3lgbqFjMSFJmPgJ7qKY9IVZcdHkaQkjqCCzV0ZGuxJPjsRf9YZ6yQUyqlaSpZ+ZNWHr2fqr1UUHHXd7Y88k0AkAeY1kbZ7bPG321CKUKMN57vbweIl31jPRpVAL4KouCr+JOSKYhgd35kXqMGiqotu/maz2S1XUmv+rTDCDFglyodh2uW7kSsyI1Q4u4dKDYyVDhsjChkVsudKzeIXYxdebJzQN5nPTfyzZtapAPWe1QfXC5AhPVR4cgR2aBtDDEKRl5hvw+EXekcSERNgRivfgjEg7WhgaI6UyrHSegRwScyChRypFCQhCXuhecLqCGFx20EUESSaP8Xjg0Lo9GnJmxqaaAoPWJltZ0geQ/5IExV8wDA6UJelhEnkBr2ME5hyh4znwNFrQGgD+YaHCJfUGc1prGDbf3vF4VhZFkYJRkKzyOfv8d9snrhVqCxd1ZFjpEVU5aSfFadrfCrAKDHo3S8Ys1395TNPpek75pBlNkakD3kHHiHkAbZ8IGGjBu/YtDwgsFECk3y97IBhEUjCr1CPEZeOA8B4oPncf1jA4Mot45BlZEOR1kprDXV8IhEcPzx2Wifv7eNZSOTjonxxlQiTC5mXP2zZBaARVyLCgF4oUQzKp9nv3z785lfPvf78jt6DVJbMwB2yJ9r7PWXVDFhuT5bZmKpXuxip+bJnlAxjYOxKHECHqzAQqwEcBBdggRbXjLi1qhikPcVdRpVejv9ld7O3eyO6eGwJ8lxma78symt/63kY2X8I5IkHvMRkCQbM2L8wiz3Gb+57RVcooKiGrYhxhdOCb7rZ9ltLzVu3LmiUO8w+EOSaDKFXBLWOf3yASSRFJzbvOLOV+8EYuwO/0wrNNGrJCwUohf83YtIZEX0P7nS22crEGeozJAHQgwANLdmVVWWWQMnzuS7M9K8ar9fApdHhsw0D+TyEP73hzegSdjTk0sRgP5eOr9tpudyHSJAiJIw1OSh+Mks++h3IUqip8M+PyOmhccmW5ClIBsPQN6ZDgSbuwuI58v9e9stJ7697BcrmKA8h5Ywl7VKB62Ru+hfn/j6mYq+JvnS/l9+0rF29lAwx0BLTbYq5fnea361tfQ5rqy1DUC/D7SxCfXHX0Ajz2t9ugmbFmACacKmllep5x4uiAw8aBMZMqVswLy8trfTuN0fQRKWC6HUo7H2WhQ+SYHNAiizAbY2LVy8d0domKQO2xLP2n3icCgaXTG47Fl4jKqd5ibdCwJN8YK8BxpE0RwG2cD+COI5fwDA4wAg8jAKJFEm5lObt59md07o5Z1QOO9jVzfmZmagCsfbjYvqWKlETL4+el7KaPaeL3Wum3c50avZlFCMx/qFa3uynngjjxWLpRG5xEH5Q3p/RW7B8PduPW356toNAJp1TR+0G3+xZ0U4QzNbvLfZLXYzLMga1Ip4WMv/x957h8dVnmnj95l6phdJozZqVrOE5S5cKDbNGDCyo2CHLwlhQ7KJE8gSEpJNAsQoxCxLnLCpS/gCCbDZJDbr4EIzBttgLGPhJgnJlqxm9ZGmt3POlPP74z1n5sxoVEwgu99v/VyXLkkzp73vectT7ud+BkCSNW8R+oIV2t0DMm+3NlHUFINPOL/RYcqSdRVVLmJUtJnmGE/VYPeQzeucK4Ri1tC9VGFnKvPY8IKi62w/2w9Q1BFvw3ILBK7vZcmIJECcJsMgRsa5xIcR0AsXwAsxoW/qWJoy3wtdYwnIxORXb3QXPPwXk6a1vy140dXbAYxGck1lvb/5JwRq6xJFgtgy2zpZgD29xjx5o3idw6GiMcWkLxvJaFJ623tAohjuBIb7IQqoxlKcRCU4IGxWaRiVOt+RZQvv+pdG2wnsqptm/E3Xr3Vp+HAM/6zg12OWnCq30UrTHOMpGx3oLHSO9gFwNz2O3QAai4tQ5/XCQGvA5OXCHwhCfuAt5Hu8KAYZUzyAn85y7+SY2J4xx+BvirJNkWQ+z1IQpppckLWWBamrcBDAk8Ja1ogT6MMJnMZa2PBlrIYHYZyGGetgORVYVrpQdyYQ4VX+c6Ha1QoqylgUbnYiYuMBPHjeXhWoHuoS4WGiJBVtCjnIRyVUuBlDsCAGMuvvwQl8O1ETJNlvVgDAYXixBJVYgV6SYJvwbGdPMXiUuLRqrH8XkWDyU6FDUzHy/7+Uy8r4xyhSj7lEETaDeMTFza0TyUm4XnI6BUmBGqRyfDsAYMhn/NUVOY4nAYCNyr1qRcxEy6OGHpf1sWkeKdNC1wcyGYeQ5C1vBsHgLgDQn2YUfFKS7h1wg3jtNSAUi0sANCCvdDGCPsGAoICcwuCfTn5K9sTN30MkytG+AM/IZLwNgGX7z68d1mojY3fdcXZ+vi1g7h2wRH774rJg88nimy6xTQMALKOaPAeAYyXMUI0qztk4mSqFyziDzGbZJ76jY2FGzsdNPbRdindON4bE67WBKEI5IIr4Y5JnSLzj/ecaAODw9fPevj1L6yr2ssaOX71/76n95xocW/yf/ZSyTqWJ0iZKFmK90RwTHbiqutLodHwPRLnyAMBRXF3PQT1tgRlgWqjAboxS3emfz6aIA3hQDTaXhXoiDrnGAdtqAMeM8KckuGFmb1IjAHflSK9n70NbROXBfL4LW/88vWKYSXYDuBMEFhYGgU7RAKwgsLMFwjEvQ1DG5a6AGZI5xlTlq9jSnKpIofV5EM/ilATQWUXiLTx5GpZIBMYsdQj1FZQWAJgIxb//oRLmXccX3BFr/SsyGAN7H9qyQ1SkGtZhGxXno1nPHrIrR93mSL7FM3Hvunbf+iUNEJLOvQ3LAfCHLTuPL4mrFZXyANpBFHHRMErAWiI2Y6Dj7I7CaJ5ZCQCq3nF1Xfk3AIKVvREkBD/Fc+3SmxefLa8rU8RiDM0x3ohcqTlbXle3rOuM3jq3npmLRzExH8KLStfE1UqfjGZgffGd+VUVfKfI9d1eDc+5brCIQw0gK1hfvkjV5+hWTvqXSi/+55ewdRvPj07zPBnne6FzlERrbtiMpht/nDJXpIm9wnmeaLZxMlsxMW+BatIEAM6omm27qHKr+x2nJGNn9rYTL/LDiOMH0RHZDYhQRlavdrdsXHr8xC31Ecyt6NB0/YoG7KrbZrWt82kMTvH9dZTOXw2eb2ZPji0GmTduhgFiccjGx2EeH59SuwIAtm3j+cOXcu9LluwM0arpEliTxd5yQfZEqSNMARIFq0Ii/4dPPvPtqEEQDFgwCBEs+3HfVe129eCCcFzLKKgIY1T4oJGF6Tfctx4DwH3n608q9/5gk0XS1vR9ohCj+NyU52zGWxLFNLXfrHDAShJs+c9M8W5nMuTIfaTVWC8twfcTEaF9/+3P8d8hl5XxT0jSPOUFIJ6XTqRubiJuW9zw/cJ3jcjA8f3AwebdT924Cnaj7z6jmrX7WPVQj8v6WKbkTcEY2Ihk1rd4by+AIp7fdo8EwrIYqRjEhFEwx6qVc1bAJCJ6lVRIFt3wgCjjGhAIwlGM9dPCMUB2vh/xeLRlb+Dtp7oW4647ztZkW0I2p1s7DmDH2+/NawRg2f9m9RFME42YU5skm+yoJm9iVJOX4DIumgm+MZXdhCxy+XwbRTXV3X7TucCm9eeurSx3IqeU6xqrrtBM0DkcAGqiXznPNaJa8JdHCvq3vC0aDinXiwA4lKF/Uxbl/ecaHPvPNewHUYrOQmAXMGrHC+Uq2bCMizAAQHERJq5WIRZGBYDXAKAXZfYx5C2XIRaJQ67M1MQ5QAUuZSFtBOBmoXaoENFEQDEA4Ialxgh/OjPHTFGHxSDjxyx833m+G9T7H0yvGE7HmtKAXWcBXA8y5kIg3kcdCKTBizQ+c4U7mCXcv4Opykfg6vmrqXCEUXePJYzraRSgWfsFgMcfgCkSBXVFDc8baF4GAKcHtaFoIBa3v9ni2pQXuA9EiXAgdX0Rcd6NFesWfi5m0o647rqmw9tQL35PgUQB3hVv6m2od3gb6g+U3PMbdfbvD5/J0NdnAOzu++M//U5UxAFAxkZokPm2GMS4F88TfzcCaOsonW8yBv18RKlkAEAZizBaJqTuKJ1vunpu/TLAFmdVhK6stMcMtFkCt5EmBifmQ8xAm2UBxhs3aGAdGsm74509FpHrO8j3FmdXq2KTnSTIqGvpqUMyAiWVBEQuoxH6g6mePKkHXZwTkvF2U/XAee/6ljf5PNe40m2weN5aW3TxqvfO3SiXkSI53afYZtPBtosgpcgTbcdc8bRF4M5et6DHpzVSxpAPy8Jnq/s6Sp0ttfVuZE4AzHTteQAKBeYWsq5v39no0xonjUEvFaa1UMYijFLBaTxFxg0fHg7ItevogWh/+HR4JBhVyOFXKmGKxSDneVAUhZhCgSDH4TPbeP71j9SuucpUTzCJRKcmSEqlEWSfuBFkXvgAjIDsx4dB9m8RbteY8sw5MMMJLyKgoSNtOBtc1hvj5fqrTUdK8lUjlDtq9bzhuvXUycAKBwBq39Ubi4AM4yb5bB4AT61VHBqhwH/mUPT65QCwpOsUiOMewKX1WyaDpzdsU+v3d6wbQMKh0YCPu1jPZZm7XFbGP0GRFPUBUieOSHtUDIGbF+RdXAeCvVyPaTi+BcV7xhCdxCsvFiISacqOQUI/Jnm+bcJn4vOJv2cOH49SdaMO3Y9bP8yzjTj0dIEtULPwirGl+aAeTlEYM3kp8OhukNK2lSCLHyv8NoDgIBcIP6KEMDnyV7z7VwDg9g9WewX+cAuAHfxXtrUJtKOip2q6aMSMbSJ9t6xxwfU+401bJ4rmXxXwWgqiZzDXxJQMRY7E97HvzfluoZKnCYDlCz8b3LnhAUede0SxuPWgsfT4Lkt7+9vGNGNoVgU306LMQkjGhdDn8lKlgx4ZDfOmpNNb7vQheoWFA2CKQu47iWW3AxRVie7m85h/7TT3uzQarZmlBMBgL+Z1LsCHqwEgb2BSXtXRe0XR+LBd7wodgDMBNZlSsMa86/gC+5strtfssoUlS7W8rsIcozkm2xz05Z/v4lgZlVkxbMAuIMNmLSQPhkCMnitBxiIPUopeDuC7e7F59Ovfvv3moZ9+AQDAK+UcyPtczRVYOIqNMlljYxq71m/84jOPrHGYbcx7C1ZuRe3mey+1XwBAr4fH60N2ewdiXRcwNjGJ80CQ1imDmtpaWJFM8JXO8YnePiyG4KmM6zXDsnDEnPfEntUAjgkKuQkkOjYlXO7ZWN+c/fvDGT13J/mdOvD8cirMxXiNioTP47wMwFoQo+XVtLYkvJyvX3mj93MHd1pDMZoOqzWMhg3TWo6h/njVFq9UGZ8uSXP8m7e1adov3kUxEb+M5xNwG0/jyr9KTh8AgRnYjW+czY0ZNNkxk8ZlN7N0SG32+nQm0BHWw5dazepQJGi5Qh6cHOA0siCr45XyaMRmcqiHnHJIkgwlzzTVCH0cOzIl5Eo5onP1w+GF+Wo7rWT7qgfOez51dF95kNbFxy22flPAq/l0vK2u3O7RIA5EIogcbcYxAH+eQ7GkTNCCRgBut9FK53gmojmeyWyaDeu+9NoLt4CiXm+pWV6S3r8r69F2800pyZpLQcaSG2T9VAJ4cGFPq/Fo3aozdxx5eRUARPRKuZH3FsijccXYJDWmKFNRKrtmNfNXxqWkYrlGA8ZZDvKyEgxEozCOT+DQN5wpiviltCuR/3S9onfxVvoD01XKi94CS2AEKwGUIpETAOkaZYINWahBHDZQ+Dkeou6fpsJqLSDAQUjka6HQ7hAITh1CX5SARMXIM0/ACzVM8INCXYLVaV57aLGpPbQYIM62TgCOXP2wLd84tESrDKobJnc2YpqoGc+jH9nU7wE8+Hn/iwno3U3KN29A9rI6QWm/FHz1lD0iWEjPG1+bUyp8lzFP57L8fUX23/0A/0tkN8hgN4N4sdaCTJ4+JPm+AcJJ/l0AK4X/PyrHt7gYnUZqid0lyMxqUYLMCaQzhgrP92Rtfe9EceWES0fpNBHvhEtHvXeiuPJ8T9bWxEFJL4UFkknPZz0KEGXAC+JpDAN4G8B/gCgXXpDiDgEQj9wzILCBHULbioTfCU+38Fv8vgBk8ZEWWJmxTRIjxtL+trH1qS3lrV8tXOTbQi271ITGdJEqsLzw2/3Ct4rqNmNv01cLF5357T+WHjl7wNQj/R5JFpaZRDq2KCSTzZ7mn0MT/xzu4Z9DU3DTwkMyJmKUeUM04jxk3hAtYyLGyfX1RwBYTuDKGxhobFmYvFCBCxPT3u0jjpVpZACAaRhFjnZccSx7YFK24r1TFTp/iNU7gwcNziCh/HqIErGuOwC4DW+1LsxvemmB8WBruz0nahhXGJVnjnJGf6+f4hRKyq035oQjVInLgzPTPOdWkLDzGpDolArJ/g6DeEjHQSJFIm2fB0k+87vEC8aMWt5z8yJ7cFFJkSzA1FicE5ZC96i9uF7vc+vNXmPQS204/vo6AXpySf0CAIsWoJNWIRiLQcOyiILMZ6PZBFXtfLSDjG0xwVfk+zZ9cBomoU0eTfvFzqjNSEWzDLz1P96tRXKM/AoZxo53Y/3TyDDPTvI7zwH4v6AoWfazb7+XeFqelwHwyuXwlZdh8bIl+MyVy3D3siX4THkZ1lmthP++tXzhmT9f9+m2MK0NWwIeU5jWhv983afbWsUkRaQovSnrRRNF1Q09dXfd+Lc3NMdppUc55jHFaaVn/Nsbmoeeulvat20geFiz3BcaljGcVt3jKMnNA+/TGhFVKOiy0YFOy3UFDBuKx40mwHfzopO+m+pOhJbN6xj7/sZOkDUaEJIMG7CrznXHyp+7P3XlcvcdKxcxVfk5mGGOSpLrLAAG841DS12h7MoAq1etb3kTQVoXD2p00aBGl+PTmaCOMEZNPKIBAKUSXQ/eD27bD9IuShTIKe9kGsXSa3NPRAomR0vlsZiSUdEhDRvWbTq6b83y/7tTzHFI9O/RXsOnGx958baG7Tvvb9i+84f33/fkzcK4coMYNrcCWLT50O7Clprl7EvXbjwWprXhLNZVGNJoox9ctbg7atePxZwceDbOUItMoVAIAZ6H0WiAiQIKHRMYd7lSPP0Z2zWcla/88ee+E2jYvvOBBuzaJkQUEmvzOuWFih9pD5WpqajlpDK/JmSWr0c71mMMdQC2AHgBZlwLwAsTbMjDasihAYUJsMiFsJ6kPYVowAFkzykHmUeLANwLYpgDgueZ55F85p1wwwJgFdpQignh3FUg0dj3hXPWZuvGauZlda2VUzGTWsG8j6QDYLp1gZAIQC0mkoMFHRI+F+EcU/dCAcZCdaCO6sA2qgPPNTz+sm3UmlsGyTwP52sWDDUUtCNtT8Lc9pzL8gnIZc/430HSICsbkaQ9AogHogtkcppAvEsuAPvx0Tm+Rc8aD6KMijAQHhLlVSIfKVTocGpXsZzCp1aRREq1KsqwnAIOp3aVhBplJk+qBsSDy0suS4Eo6e+kPY8ZwMBsfPAzRCPm0qaP0+srldlwkR8ZN5mJL7f2M2feKb+5u7EBeACit2hj/dMxPW3P/v1hm2pgwsSV5DCTX1zbHbih7nEjzhT3Yt7LckS5VWh+eRT5BwF8WriFRiirvhiAqfirN+ap+hw16v6J03TXqAMAjEbMKyxIhrRfXn1b23O33S1lO2hDKvuB6BFKeHeGUTRR8P5EzAHbaOnQ4GGDK5RCCQagTWTaaLpxSyKSI6u03BhVaQJ8jGe62yPqawoYPqzShGS5erW7w88iVUz+a2q0IHMwBsKKIgOZg81ILZwkiugtM0PgMxe94gAQKbQae15/CPmP/NmZ9fxhuW2etdC+smhYU2V2A4BPZ4Ix6J3EpY2hRL9UV2FCLkdLy0nU9/YjDmI4HFp/EwrmlaEXJJS+WjhPZNqxDA4m6x4I7+lYeEFxjdwbKgTx/D8rwHLScf4kyZTnIX1eQWl4DcAC7fvdHsPB1sGJ+0jKS8yk9VgsOKOlcSvPQxuLwahQIBqLQM/zUG1YDzseouqwfefu01VLHjxdtUSET4nePKlzYKY5WOJbv6TXt36JlDpU9FaKUgfyLu3yAGsGJesJzy9UjbgYW1nbqMbx+gg7OB5exdfGaYNdHfX2MUolN5HFFWa5QsvLvQWP7V4MSZKhmNegcPpzo1b9hAVha0GV4lNZZpUn5uXGBoem0NNNaYNWGaTDEa1PfuTi8vHfthW5/DLIC4204boijSUr0mfxed4D8UaLRWsIrELCMgNgukTGdBkAYKkY7oXbYEKckkEV4RQBjZ716Qwo/9kr5ReEHBGrFbY8G2re2/75hVFanYDtxylZDMQJUgQCkwwDyKq52BWv62kra6mt72uprX/nRhywBaGL2DDxgekuO5xPXFgdBcvo7XS2olJj9E7GlXGzKsBpOddt61lfWek0T7w9BcojRh8mkRqxagTg/pL61KIAr2JYXsEssI1ne2S0UqsPytEDFfLQA8CEYtQighFkwY44GMTAIAIa6oSBkT4Xd4MkZQNkPbhK8l02SLJyDkgOxbMAICjkCcUXyTlUCDL+xDF6GMASm37smjgvHzDS3tN6dXDK2pahV6bsCSyvCkMy1qfDV6cXDNp39UZTQKPHv//068rqoa4iAAPt36/un1iT05t26kd1qlyWj0EuK+N/J5EoiVJFGSALYy2Id+t3+HgSJ6XKtUP4MYNwiGe69keiFOruyUJBrh/+YAJCiyxzCN09WbgmedhMiuZ0RkAzkvzHc36eNPkobfrISnGKpMFyblfeGd4XmT8FDoCkYfA34SalfLmZSqEL/+8I3FD3cOCGugw4afwcgCIG2Ve/gheeSSsrnwviNSoDwE9+8TpZ4cN/toUXFK0Fzx+xjY/ps6xYtXQRmgEMOkxZFSXjF+9a0nW6+XTVkl7h3LtA3mkCgiPiqKW80ja3Q20OeI8Uusakm1Wm/k+8p4BGB5plwOlpZsQl48+VVJ/XMCFavi7XiEOnU8ZQJNdUNvSTz1cBiZLaSqF94yDGxuvCtdsB1IMkUUfn8g4iBRavf+2C3oW3Rio9erMWfnei/HqeyyEq+nOTNDq3inJcqCgnhXcSx5Ay5BaQuS0a3DahLTsCwdS6B3TXqIPuGuUAHN6LzQlYxUxUgqIIY6oJJKLHWv/0Xk/Ebl0hPcZqxmKtFiPLl0He0QmV1wuFxYxo/TKoC/JRAeDnex/acr+U5QWZGWY+ynohnSclkFSnlPvD0LdcoDw0rh5tR4lCgbheBy8z4qLdQUWupy+s0cNrwwe9wJ4W6T23beP5w4Ih6o5mGRxW56S1SubM5RRK3mO20BrXuLmyAmZiaEyfx8FGNZ6ck6etJb/cafeFZSGDAbGwMxj1PteKnHJPZ3YVlmAGrH3iqjNwtEtkN4AHtVxYx/vi/QGtPo+iKK3LYO4pHb14stcVvgGA12qFraQIqy8uW6Do3bTGKg+z8ZhGLQOAmEwWBYHpRJEc/1pVLNrz9T2/G/rat37uBlDCQj2eh7FhPUIONOQBwDH33smrFD2ePFWhwVvz6exeXU1WLKpQ0LoLrT7MzpqT0RAz7ftg6z340615GLOdC0Q0ckrBGuQGx3JFRCnXyAwerT6KkFw3oc+O2hjHpKncH8QYFiAOFXhMIAIaHGhcgVPItJ6QXB/pJ90AvgjCPPYCiAG8FMCDmfKhBBYQ8fmvBlHo/UjuvQcMat//senH0x1PM+0t4lhPiJriRCgOgAQlbMp4ECK4U/rx0LIb+ub/53k3X0uwnBOkKuhH3nMuy8cvl5Xxv7+kbygOEBz3oY+x2M4lKaLTFTKazSh4+fX5zd/6avN1FAX4gyrGoONoY04k53xW7uQuNDwHYGB9uS5s6AlOp4hO95xixcpLep6PoU1/k1IMIGPy0G/1++wBvwqHovP6kPl97EZe6Y9RucQGvYlGwMug+7QDY/0fhWpqWs+ioISltH8OZeUpAPNBEtmCoRWV7MijW2Q5/34gFrGZVhTKxzxLF6G5opwoP11FlXZlJOK/6eQh++mqJT0gG5pf+N2DNEUjRRm8uEXcIKSSqf8T72lMZhqsoEJlkWBMTltVjIYJ0apoxNjRcPMhfP/000hjsgitqKyIxmQuHlRJnJfJZBQflVHRXLkMfpDxuBUEJjYu3IcGSeI8tBcE9y1gxl8HAOWQM1DypX//UO5n6LHvbfyA405QNBsuYVR0ovx6oWuMA4GczV1m8YK+8SbaWA6PuD1QaTWYWLIIgxXluAgRuvA4BcxxDZAms17Z0RL+4uv/gULnaBKDu31nI4hxIgfwmv/6KwbNfzl2k3g+FYvL4zyyr6jFwWI7Vhbb0QMS4StCEtOeizSWlxQRFM3FC7HY70eN24vTLldqAZN7Xnm+TcuEHsl1O1Q+nWHi4LLrBk9XLYmntSnjHA4zoJwuNNsLYFepYKa4yNgQq5yIWvVXIBbXyAOMCkCQisWbAfybJMmwBMCg665rOqse/b+fCmkpntdRbCRC6RCG98plyWq4Yj+uLslaHIroakZ99tPjgUIH9vWN1/78F/XKSS81LgNTZIto1FnKGDURGvmwE0uqq5ANEildg2QS8jlIFbU5cLQDkBpyP9dF2Fydl70AoNPmmXQAMKvVJE8gz4YallKwx3741SrIZCh+5p1A3/03GQEgKldwIHkSYpRIDRJJOlPoHNWIxtwuvChlDPMaG/I4tmFBfPUfmkc8KtMQKAoQSkR02SvsNq8zU6GyRPu+sXTtxgLnGOU2mD2HFl3T2VJb77C++I6h5MtP3y1DVA4QTTbKR2l31F28r1sZufMqmopzsjh0FBuVKZRjmrxS5PN9pvrAMDpgAotcqOHAFTiF0oRTKtN6PgFArEbxIPJ5AsMape4EsAlEwc6Y1J7miR4W7iHmbzgAmKIx5dAS5vS8m8KH7JaY2+yWWzxvaq4bOk0vyViVGMLeqAIrwkyhBqMVPp+xNgOwdy5Opf/VnN7/E+WyMv73lzaQEufiJjUI4qX7mydBWoGfAFILMaQoohmKAe2+VGNg35vznw4EVfYv3nnaVlrkNU0wBlmPukKpLNZ1AZFBAJZDDy+tyb+/t+DihCHGg3IsV4wMlcq9cfF5ZlGYP1KEIEPbnpqjIj9lgbpudW/Zv//rK0qMPppkFZiZLWaKMpwvC/b9u/4V5XzPN9zI1M4vbgNCfsA1DvhcgNYArGkkvy9dLtW7L95kurLyVuHnPAisgwleVW0KXlX9GoCiHQ9tgfR+jIo2g+e9+nAwD0S5WAiSmCsybiQgUw3YlZ7AtNunNXzvq9/6+ZeCGr0eAHJd4+Fc9/gbrcRDuVuivD8CQBV9uyd4blEBk8N61IuuUTM+nYk/uGxtd1t53dN7JcmvTRRVZ97T8rzlhXdt/opiretTq8Ps8hI5AFUsLjdxMeXhN5W3twnJnTPK0E+/cF78W85wyiswnlu5Rs3Igu/WdBeUja3s/EBRM9h9BB9DsR9kSGT8+gMbGnXyykc0dqWh2DYpj4y57UeORkw9vXjs5hNkbG7j+bYmaiqzTzq1ozSSUt/5Abvxvf3X9ecVATx/pNA1ZgHwYPHYQPnFvBI7iFEy7G2ol7Elti4IONs4raJMX158yqIcAryTHiQLAvEgY4YGpoUI4I0rqUbRsOB5hFgWttwcrOV5HHG7SQGTlfV45+Zjr2x0mLLau+wVdnk8brvz7ZdMS7pbH9t02/5pEx3Z4qx5kQLrAvBxi7swm3K0X+ykW0cFJT9EKYAL23hJifupMgDA4m2od9Q1/8XTfYqlWU9UR5sVwatX4VhFOSYAlEj7Ua1g3mej9Jp5WV1rC995p63u57+tk43449DL/ExcqRzs5+J2j2ssS8nFXW6oAZxEcp54hf5bAwInEmXuEDqikN+PpLLmhZAPYDLgVwA2xuOwnbjvLlOgJFdjPdjOVfRP9veRZ0A8TskAXASZ91oQRfwISEQpYVRmqsB4CktdRVmjZppjaxmVOqhjQ5OqCBeU8XxKobIUEQwNq8/FOkzZlDHk09zxDkk2Dv/wL7fJOKKI78OGt3MVtON2vLJuPBq2uoMRZfsFRFfa5HJnXZZPEw1Dhjg6TTWqlfaWM7AnxkJKHyDzXDwJYAMAfC/0L3f+awc2ARiYMGUZs2VO8ZhQxucX3s2Gob2qOy6+pNPEmOJBrZ37r+JP1zfnXPUeAMvt7P69DdH993GUyu+Wmb1KPmLeFNxftIRt/StMm6decZJvQza1g4X6F+JHb0ZueutfJ/+5TXpPZB4PszqVPoHqmZflb5TLyvjfUSR0g+0gnkIbyCR57G+FpmQo8JPwMqdfe5piQBlp/6ZR2hMJkxTV9PChY/MaAZQ8sLOntKI42JpTGukBgJHzatVFtjQv/4t6tvjJAXc2FbIdjMwz+zn1Yw8Em6VJl22S+zxAUU0p9/kb+2HatqVLunFw+03nwr/9yT7k24KJAh0QuWanV8gzKsPVcmfRdMZO7uLhrfnLh2za7CDNejSeoWZb5/hZA4ePhlWfdSH+iGXlRa+QWK1Ves0kHIJjPADy+vKKzSAboB/ES6oHoQz0gGzqPNJo/xq274TZ76kTFXEAcOvN4XFrbqtwjwe//sCGPbnJOVQkDzA5sVNDwbbvNhx989EtYaRi0gEkkwKVwy7WXVURU3n9lP2n/6UZ/NanPeFl8xgekLePLXWiGBD64whINMAsPO/phT2tBXhuyzYAJXvJPRa+vPq2ypLxi09yn7P7IwqFVxmJmBf3tBcxSvWvhP5JbHKXWiEwjb2DBWFY+vxDdusHqiVli6PZRsarUQ61mrNovkhBGw62tg+1OOtuluCv50g1mdjUrzvzzhpOofRxCjX6CkrnF7rGjgDAFf3njBfzSgBSKOerAMAsStp20TxzzrMP/WAL8+Zf3vvM4f/qA8FtG0AgDqIhlhEi0ERRdfZCPKLRABoaExwHOhRDhOMQ0euwwu0mBUxKS7B19x5UebxOWq93ehYtwJHqKnA1g911uC21zaIRwuWZF/tuXFjq2byyPeu5Q0WycMQcuHr+agDHBBx9YgxPZ/hAotxTCwvGF9RETD690Vvbf+5YoRMOhymrvKuoshDA88J7Oq1XB8cB6nAooltSc2zfNVEVPaDy+gL0iD8Ogcp2aAzhIUI96gbZB2aTSzOyp1auHADw7M0n+LbjFNXtril5pudzN9bKAwx/5cunO1X2nESioIPKjQA4CsK5PQSSQD+1qiNSKzAK68qmw4uvYbYc3q2heD3t1xiKsrhJt8XvZjA9C1gjAHeee+K0y5S12qczMQCYFcfeXd7cPyEm03afxPJvIopGtdxnW4QD1wPAqXFZbMEt2qAiK6JkKHVwks52BhUGHQQIz8uvbNiT7XPep2VC9hCtHZo0Zv0qYbyl0vImFO3PqP6y6s+RO3cukp+t1lFBkVXKjczOCgAo2TC0l/3+h0+s8isNzLja1pvDTOQ90PlvVdnM5Il9RRt3bIs93ujgs5q7VJV2hqLN4BlPWaS/fQnXVgcTdlNUCu78IoC3AL4TQAsIPAynY0u9FIVsANjJzzgensIcvN4fc/XMy/I3ymVl/O8rUmtWTPAwg2xef2tFsUtJPpzTsXNRbKUJlQI0JbFADLRqaiIc5QutNak/88Mth4WPzQDqHpC0929RoDPI35SEmZIgOkptA4FnXMq1Lgnq0oBddWU32NbxccrJemmvQhPRVNx2fjUPqtlxtmDuOOOkzBh+nLWsPDmmFITpByDe0NdAxqgJBLbSjdTFPXG/qsHuoQuF5QuP1q12IFlO3QDiXdMJ/UIjSbMpDfE/4TGYF4D0uRIAOJU6hmS2P5RDzvsgFKqBiAsOc+bCppfczzy6a7rITiMAt7p/4nS8traKo2Q+mHiNbc9R08Dyef4B17xD44FC0SgR398R8eQlXafL73z7pVKk0YBtOvZKwGHKau4qqrQzKtoMivGUjfW3RxSqyobtO6W4d+yd5sFmEHEcq0DYGRgATl4uu1p/vFsfvqLoAq9REr54AKHlFXb1xelhANPxqkOi5Fn8brNbb/YqYxH4tYa8owtWrmGUarMuHEyHDmWUk1WLX//M4f+SgxheRpCInwtA5/ku4MNOrPN4oR58nNqGpLLbqNdBJZNhAgDUajBGwKNWg/n8/0EvgN3nu7C1tR2fVyjgN5sxGgpCc7QZq0GhubpyqjIq4fbeJrTVQ3FRv0DtyIcXFNcI+HkLgGdn4M7fswyo4/LMxsDV84sONFbGPhs6jrKx/jab1znhMGWVD2cXrHpz2XVijgsFAZ6gVwccenXggK3nw/9jOtZ6ACQBcEqi7cp6vAOSPEiBQHkYEO/zaaQayuK4lNZlYDC9gpiAOkmwxQ/kd1wZ/tZPdXjkzq9XxGklrt93dNimUnmi8JvE04JxnQzb+XvTMOpjmN2obATQ3l1UWbdrzafG15w9aszyOQ0T5mzzpCn73pqtXTM6MAqdozyAY335JTVug8Vs6R6US47hxbW5iaIWgRgICIQ41WMdK/pLj14otJgZOrrK7Nu/9usHbvyng2RNue3ujSDrxbsg69fG57Cre+/oFiBtHXTHTR6LzGteojhT2m8q+27yxuApCt9EPs8gswxsGdi53q80MD6lidHEWbAy1bAx6hva+84mB7bzbRjFA7a4s9fGOKckHwuKuPRZikEIDNLlCeEHAB7FNPvM//ZKlv+vymVl/O8rlwoh+KSuPddjL1WxHchlHBVl4Yt2OsaYLQX5ed0xu6NrNNf1Md9nJpl7P6R6RkR8pJSvtuT8ZCXbOrpojZ8zmA0qv2dh/tlz1dndM72v3X0cfnyahc0TB22WgVmihqNMNS1MoZGPU5NcQE3JFHFEGVIQpaB+cLHjbMHrwIxeuymSnhR5Zbgl/EX/fwQKY6MPABi40vwd2wlN/aX09TgIz64eZLH3Cv/v3ovNbU2Po85qRUCnxbVZVmB+lbN53+ZvnOkuqpQLx7tAeHbXIIlDPRU4z8LXxi5SGGSF1PomXHe+PE9fpV4BskG9DeBmAKBCrK707l+vUY66zZECi1c1OFEKSaEaQWabQyUABumuUT6yINKjsCnyOVrLq9sdfNvo0pfHA4UcyPgDMhgzV7UdX5Dlc4k0YNI+u9bmde6zeZMb7LA1L3fMaluHtGJDYgTgEt6lOI7FwmBEEZBRmrhWHVT3jeeFbMYegBRwwgwwgOmSeoVxkjAe3QaLR8OENE5TtoZVqs20nPFa/G5WHo8PgSh9Q0jOj+MgCa9QDk6OLCz++hsA5E2kPU1SjPP5bqib38carRYIBHEESWV3B4gy4pDLoYnFSBtVKjChMHIAfAjgwQ87UaVQwKfVQhEIoMzjAxsOQ/nmW9gAHnslzE3T9SEEbvVj1v94t1ZglDkMAbbTRFHbMHX9yQKBQh1RjXlarS8dN+Gl45aL9fh1zU2EGairqLLwzWXXNZ+uWtJTPXC++ur25sJs76TaZbDecqa87rWW2nouZtSKXO4pibYqFYJbGqEqn4d/BTFOXSDjjQaZL+l5BpnqMpgA2F9+ZUNje1ntDSs6W1YVTI7CHPQ1FzpHn8Z2vk2KLc7vHGOr3uu57ujSldregrJsk8vLLus/rfOUmYt7LLV+8UZydTTegF2LsX3nRWmy73QijmmxuNTkl28417VuUW5XcVVcGCvuvdic2dlExkkpSAEqR6FztLPQOXoEgJnn4X6VGDF5AKqaKOp2EOjON8TTKZ6nZJNhsyKk4ThHUO/tPW9f/d4vunHzRmDmfQXp3x2Krh2pkZ9zWSm3MYtyWqJQRPviZcP/wny/64WKL7wwQxfszmEnPz+pynIq+Sg4mYpm5Wq61N/XDKBkFxrqVtL5pRTPr+ApymGO+DoNsaA0MpP+nL6Z+lu8J2ZwunyclSxnSBS9LB+jXFbGP2FJg3mUgnj8pNaxCUBYKLwzBQpyCXIpHtm5HntJxsMib3ubMeq/K0bJ/IxM7bWYw7nXKjtL2vfrOj/yfS69wufc2jY6BQZwnfBNQlkY8haq28bqVrIxtU+vCnjZmFrTNla3BqAOVecjozQ5AR0F5CkAqwwI8MB/BYAgD2zLfEqJNidwhnFrVgGATBFnuIAKagObDWD3HCpeTpEErjq1jZMALBtCr6/jQR1s0SyXnpLyTvdicz9SS0JnbqvwbC4X3C4X9g0OwXSmFZahzwfPoSwlogDJ9Y8EzrM219HQalWOnI94YyMALJSc2gyiAHWCJK/dDADKMY9a7gtponlmrywcMakGnGqQYjbpcyhj5EGQxJjIOtn2wcVlV6/WOh18gM71LnqrzbD50A8X3Hr81X64xrbtBXY3TKYyfizvOt1vDXgy0YCJ9060c8xqW+zTGjMyYwgVMef6LgfY4qwKKhqfHzPrQLERRjnm8fFyuZ+tzPVpT/baZd4QHTdoGBkbNSkmfRzSomuiklR1VfVGrtTGuresPO1tqOfrO1pUYll4c9DX/JuNX7a3ldf1HVp87blNR/etoXg+WxcOjhqDXmhZhn51xc1iFMMtKmdSxh0qFldkbI8Akzh3HhsVCnjHJ3Da7YY0YtAIYGB4FMryMlL9MhYDE43BlGWFHCRpVMdFYNFq4AoEkDc6Bq1MBhWtho/joN/3Gux/pqi69P5roqi6sjtWliqc/hXRLIPDddc1nUKFUQ4kGVeqZJZYLGDzc7FGpYKZ4+Dp7oEuEoGKqcpXhReWXBsz0GblsIs53D9xw83bR+4FgCex6zkAg/UdLbaNx141jltstNOYxWpYRrfpvf1rGTXd7bZn/QpIFNSZAMDpdCj79EagrBSlIJEnDQhscQjEWF0CklCdNOAJ7GQIxKMuQsVOOUxZhrzJ0e3lI708p1D6HOYceAym67RsyG55iHoY229PKHolZ4bWyCLRiDwY0wOA12pS/+Qb31IjLWmaNrE5IJ75LwL4A2YQ6fokFpcqeHSXeYzhxOJSZiQN3VRJGmzDIPh0M0j0oA1AnKLwLIBRAL8VzsgYYKqbGDAweqMsotH5rV4XrxjsfOjzh37/FfYaq01GxfqU8lgLMteaSNlz4pA7RuMFttrAuRclH5sBuEVNnLoHU/Yj/jm0nd/bd4DS80uHNYUmQ9TvqXe2nKoOdHP+LF0cwIN9muLh2kCXlZUpzZNKy2oZH2vTxRkxV+yBtGfxAPgRgCKexzT5DHvx98B8z5Qoelkh/3jlsjL+CUoG+IUSJOQMEPotEwhlHEBC8wlsKEU1HQDw9CUo5dNayhTVZAXwQwCfAvEyeIWfIyALYUZMGS5Bwaeoprqdv9Xcp8tWwVACc1Y+S2v1saHeD7RZK4sulPwGi85f6n1uv+lcGJkYBGbGbF9SpTrhnmuQ9EbMhwBROD9ZuSpbOwk2SsPPGpCjnYBaweA7rz2JvXXT3B1oDPLo64kkeOQBwBzJM9/ZgF2vgmy6AHByLzYvBzCgzwtaAOqYb9BcE2UUZn2+V2Yo8Ltvf27XAy7/ylLdie5h9UWn2Dfi77lEDaZ4hmKgJq9mmhe3aJa/ITluNmV2ztcHAPt3/0Pp3VgvbvDiOxA3Q7Ovja1R5ch5VbaCuvAvkx1Za7UybanSEo/yMZmCehWSdYlXyOMxk5bhVUqaN2kpKh4/CVKZ1YmZ369UEmMie6BrQsEybf7cggXOWzfHtv2haUHB5Eg7b0bg5KKF6+Ux/vNXvtZy4MQt9U8ncOcBwvIynJWv6ssvqWFUtNniczEl40Nd2X5XSjvlPJ99tG7VwbT7iwrAnCNAYrVJVc84T/nDcSjkdDTbYIxr1S1xA10cqp83ZIrG5FknL9SYVDJFFaIHVmQlz5cqSWxFHqUYdVN5T+xZXTHef+6O2Nn5Yln4Ky6ejzy48xf49cavKE/U1qspnj+0rOv0dcWOobjbYA6/uuLmUy219Q6k8Xnvxeb+Jop6FEnoxLVIQie2ArhXhEmceZwSjW0+Q5885fPhwZ4+tBXmw87zsEU4yOuuwAgIbGPCbIKRZZHrmEBMJkNEpYIyEADPcujmOPQhaehIo1x23YnuYf/1dVbFpN9c8NCfr8/59QEWFLTqPseBpq4tCQXeakU4NwfXsSwiY+MwRWMopCgYZHrFUODq+aspNsrIAow3mmWkQVHrGrBLLEI1AMBy3dl3ayJyuUfOx/ygqLygRhvjFErv1/f8bqjwqZHdTf9GpXC5334LlGWliIDAEbwQox5JaA+PzAV9ptRl6LJX1FQNXsgatBX2hmkto4xHwSnU6M0rsS270Crec9AHg40P4AowMn0MMh5zldnpFBNwKsObrbpYlr6Ypygu599eqfc21L+HmeemdD74kaTnLARwP7bzbdu2o62JovwgxfBqQZwKeyDsZRQQszgd/XGXgwnpjLpJu71MyXr0t736KvPM6nvCMsTnURRjUMjib0NgNkGGXBcAWC7/YOhg9EYzBHYYpK0tgiI+FU55D3b8zHDrWyuUx1eb4joVDwpqJWOAAvGz62sDANzjtM0j4+P+EmaoRhsP21wqS6GOGb1f2Mdm3Wdn8E5/0grxxxm1viwzyGVl/JOV9IEsevMKQZTvARAFPYI0bCgEXtO54qYlyYdbAdwufNwMAi94D0TJFCVH+MkFwQN3IDPt35wUW9HoyLKEcp2TmiHXiJLu4rT01Vde/KAiN0A5FLoVmIbVZab7/OSHbwZwiQvBJVAaSr3xZiQ9nSILiLnM0l/0+5P/8FZdXrst3zBqHvXne158/97T+881zJT0mNHLP/Dv/7gZSUVcKrsBPKjPC7j1eYF3QLy+q0BwjoMKp3+F//o6K3/svF8sssNU5qkjNtPGBuxKLMyZyipnepa8qOMMFNSNmGbDuUTJ2Fa6a7QImIpZFL5vVBhkhRFvbOTCv0x2jO8POK47X343JadkwfOsQ1+tTl2TZFQkrqdNcj/j0bRcOKV0+CZA5otbeu3pogTAVGYR89jFC+axi0/+buh4IwDLcHm+qvWauusjaqVO4w+r6979sOHELfX2Bux6WCxO5NabftyfV1QZkSl8Fp+LVUUjpqc236upP3dq56Zjr9SJz7J/5foDLTXL07Hb4sY650jT0FN31xlfP92c++Seas3Zi+VxvTrEVBc6QMGkf+98t+q+m0INp84vjy0v7M0bcJwp7J1gATyIbGqHUC47sfbIg6wnlmPSUABjf+mdFaE7c8fFsvAAPJaAt+/hP/7Eje18E2o3o6F21zZkUA5Me1rCTZu2SCN4i0GgFOK6JcIs1jVJvNVMVX6YLc1ZFym00nI/49E1dzlUw65iEMq8RgB7fD7U+XyIADh85x2wlRQjAlIBUXNFDcbea0Ypy0Enl8ETCID3+uAE8IFwz8Ug80ZUktYBMKkvOg/zx84f4wqsy+XOQKncFwrwauV+unssAokHf931wOF3ofb5kaOQgwXA8XHwMhkKlcOu7rhRwwCA3OlDNMc0CUH5v6Iq38aW2dYN8EMm06rcAV0tH9OwYSdJ7hydAFnzpibSkuJYYvREI/SdG0QRPwLAPQ02e4rSJuN5m4yPx8JqTQLPrIxFGLfBYhLfUwDaCgdsdQoupqbAxxYPtOHff/ONgGXSd07LhhUA3A3bd96DZJ5IB4CdC3taN3YWVd6f5XO127zORI2ANDrFEhAn0iqFP8xQ4HujZl2epmO4yrSn5YR3Y/2OadYm8VxxPoic3BSAImn7t/H8nwD8Sfy/iaKqQPY5aCiE4xQxZrzWnGyKYlSUSc/mDTkUbEQzpFUFSiNRlVGhYmpBojvStS5lz8lVjhutprFzTTn/fO0oV4AW/8rmk4EVOyRY65T9fIN6r2oLvbMqXz76l/5YKfsys3FoueqUIVs2aTvI3Wj2M8bH7LU9G0DeNUY1eY5RTV6ijUVJz/KM++x/s3f6kqLjl+Wjy2Vl/JOVTAO5F0CE57fdAwAU1SQuzKnYUCTKWU+reGZgOmkDUb7fQXJS/w5JRfxJAP8K4HMAfgGSWCefjuVDUGz3ALgPyTDqrzIoto0A3JNurcOkZzW+AMUAQGtHbs2tG3uHtFeoPTv5kyknSC39nTwG9j9l2/PCt4oSSg2AZ6vLnQ8IfSOVWReC2ap0CiLd2Dwgm6IGSSWVlSEWvqH87bqfvvftw/vfvwpwjdUA1LXAh+MU9VLdNEbSlA3TfcfKam/D8vkgNG866cHpGG+kVXCLZhkcikm/ObywpIbuGnUwVfm28IKiNXGN2osMmOTZnqWwb0xv6fa6/yX0yLUj2fl4v6a++URt/Y692VsAgqRJesAm+bYZEv8yXh+C4jlDMZk2an0TxPNKvmYp01epS5mxqHv4z97D1dtsapCS0kQoipG7g+9rzw541X2OMMj7ObONz8BVPYNs43mRtlBsS6Or9iuLrQ5P6/lllbeEdXSWPBpjWY0qlD0yqQXB5iY8vL/u+O7QVe3HbTaPg3YbLJ5XF11zqq28jmsrr6vbdNv+JoB4o5mX/mNrRdmB26LZxkn3llVnvA3LpSwUjdP1VzqW3HDw4cW+9UtafeuX9Jj2ttisL75boxzzmNnKPLXyQOvDP/y3lxpB8PzSa4ntS0nM1LQOdAaunr86mmVk+PO9Bp/WOB5VKOiqoQti8l/6nJqiHOjfaisr+eozADGExHFXCqIEh5FctwAyZxOJufrffNme/6OXTIphl4/iYeV5fklcrXDK2OgB4TobASShOklltRPA6iI7mKtWof+Ng6jx+aBjOXSDKOIiDEI0dsS+oEEiXTV01+gRums0CELNqRb6LKWvqqugaT4BlyIMFR+HQqEAY7Wi18/LKunO4axQfblb5g/Tcj9DT9y7vtnwVutiAPPorlE3eP6g34YNvldHK4oodC8xuI8VOkeTfNaZPMvJedOJZFInhD6cyTCe8l4sfjc3kFvk0LBhOkxrGQCIyJW0wF4yAGB3GNoX1GD4qFrBaZiwVhGNguPVfj+ty9OyYTHCJJVcAJabTxy0+LRGDNnsdbX95/xCuxL9Jvw9ABLNZQAwcj8DuZ8ZBjBUseknjpmM5OGs/PCYJWed22ilc9yOSMVwH3RcWHdxEIE9WdSvXS5oQBT9TgB/BqHrXQbgNxCqpGoojEV4mBSAlwWlk3GswlZm840X2Bgurg7yHPrVCsauinOl4/6CeL97ntcZym2kwO/mLUkD3S/XhU8a6xCj5eM16Oyq0XWarre8JUS9EuiYxJzaoN5r+77uidU+3sC0Reos5YqesVq6s+i1npvP1V1o5+dxfTanKuu+/NfGOkdvyUuBsiHN683zaKOopPNi2e3vh+/6ye8DBdUjD+wix9nw3+edntFrT3WgHiQBeSGIg08FMnffB/AkX4vmT/j5/n8jl5XxT1bmAvMQjzEjuSiKmMBpFc9pGEgeAaF8E+/nAdksAULd9AjPb+MA/JKimr4pfLeRoposPL9tCq5PQsWYko1OUU3daYpoCYDBF19a1Pn9+95dDQC+AM/osuNFfoW+qE9T3IxUi36PcN3Es294wLFxwwOOVEt/9NE5w2Q+gkg3tnMg3vBsEIwiANAKefzYZCi7bmPFrqv277XzoHU81JoIzhwZxvRRi5QNM04rLUM77roZMooCWbSeSn8QqeLaIOBQxe9cd13TmffEntWRPLMNAMWW5iyRT/rh/Paa0xBYRoyvn87KevbQz5te2tKPaWjZAHgxgHk4jVVaT7j5isD53isunjfd1Hm4DG/jB1iB5ZBhEsM4g4vkPb380IY92H63+J4SEKoG7DoA4OllH71wROI8pUmmBgA6T2Gp3mbbkn5gpNBq7f3rd76a+5O9e+zf/Y9+6fVnMRRSQuzDWfnhOgEbLfSv5YOblpQuPtwa8GUZiuTRGCuLx6Naf0jhyrcGQZQ5EVKGE7X1mhO19ekV9BLQDREWIipo4PnFtl+8diN4/oDoHRSsh0z99Q7SaAzLtvxbVWh5+byJe9e9J2CdE/jbXz53qA3Z1AOY2WOVmDtCROUYW5qzJF5g5owhH5/nnjgmUa5S5lQGA3Fg6f2/zsvTeksMC1HMcfCMOdDpcqEdwK0g7DoAWbdoEGNSfI7GwA11fY4gM2x98d0a/bHzxXG1MhxYVeU0Hu6YohinPXsi6bHIDtu6G/Dhzt0Y4zj4QOjeSkEU7DDIXvYukuxHomEN4TeL1HUkpa8oCisK89FD0C6AXA46ptNOuEd5lWLMY4rkWzwT9958ytuwnCvb/LOE8k93jyHixL7cHKzldrljhRsxgSSftfS9Dl7oQUXHObwwOAxXUSGsdVdgqKwUHMg6LAeBoGSCpxDJQFd4vqjqsZb5S+++8+2XKsGE4NMaoYqyxnljA90QoAz/iF/0rxk4YldxHK3gopQiHIsqqZjcqzfyff0YbDkF07LHt/wQwKMXXv6OzbuxPgLAY/W7TW692auIRum+/JIaYbxkMtw+DxLNnW4MTJEG7Kqr2/hl+51vv2QqHB+MZPvdZX6tTua4yPmOvhujc3NwncAzXwJiFP88w2W2VarwIRvHI+44cmg+HsyeX4w8jUz+hw03TgIAG9XEonHluCecxZ8drW8Vnp/AS9z8DrEi5eukIuVszFmJOXWX5sUaP29gJvkc8JCB4TVemSNm2dr39Jr26MIBp8o6IeNjucu+1ep/XyfHxLU5fZhhjeR5knCZ5gUX6XTXAZgO+vZJy2xr/BUAGtLOyQcplLSB6sBVfC1O/B2e8/95uayMf7IyF2VFPIYBWcSAJC/vTIpnJiyXCiQ0KsJhLJJrXhAUcVE+BNkEFCAJQ2/P8R7i59INYwCAZf+b1Q4Ax+6642xNtiVkU5aoZV268vfGaVtP2vlSejoA8ASgzZpE9s/Xjfyn1/VeyNT/tNu7Wn7nyG9/ss+ebwv6hHblgIQaH5umT+YupASydGM7BJLEGYfA+GE3DTvqIm2ujnDRRugtbrAhB9qOdmKkV1SMpngm0iER/c9+rZgryTGDvOeXISjjedGxUkxQ2556ZmXbtx5dn4gIXHeuPKyvVic8Kd6GegevUrRlPXuoEEBRpNCq9my68oi3YbkDAEx7W2x5T+ypi+SZlSDKiAXSJDppGztQCA+aERDGhxkqWFGJ/TBAjmFYQCEPq0DhGAbgzh5N0AhmhFCd5HfuWEZtmbWwTLrcztciPMipQGELpaT0Mx0riswftoIklT0reLmnZQjZi81t6RULxyw56+58+yUTzTLDLbX1PADPew0r24vODy3QeYPysE4T03mDCp03pHhjeY3H/s0/FCqHXZqml7ZsA7Ab/M7ZDMPEXKG7x1DgHDttMWGJ4YdtqzaeIHj56QrxSM5N9LOM4YZUfeP5tp/uXwtQR9I87IDU0DfBhizUIA4bKIwLbU9Ze+iuUY7uGu0qqcdPll0Y2ggyjyhMoxykRDYeour+I4TdGg2cHAevXA5NSRFW8zya3W6Mgxgo4pg9hVQmkBIAg96Get7bUO+ouvoRcyTP7I0bNSYc7hBvN5NnfkK4nqW4CDuCQSwE8HukVkPUAbgmatIuiuYY/0RfGOsEUda9QhsZ4fmkNIDSd7fbYsamQBAmpQJeuRy0QgE64Iyf8d20pPDis187Asn6rT96zguJN9nlgoPncUSvQwocT/JePee7YDvajDqNBnxOFmSjYxgOh7FapYK7sAAdSBZ/q8RD1PQY7bTKrJsAHHhgA3b3Ut/LG7tYXaAJyxdURCcsubEh8Zi67g+ZK98/UxLU05wqzKn4mIyNxykMDfPenmOocbqQcJbYfvn6OlDUQW/DcojsOqAohlHR5gz9Jo7pAyBrwpQxIFSnTE14JLCPxrbyuj6aZYa/9NoLt8hjUZ5R6UPvXTQpKco1pFAA+bmY73bjvEyGUQBZPA+FXA5WIccphsWPE1VSswkmf0QeWvyGraLm+S+sVHYurInFYxQto2JGpTwiG3DPa8HM+9hc4Bi7r1O99eMvan5vu051qHIynh1mYqpgXCYb5KCis3qdRhkdl/viJoaVqWh1jHVoJti+Zd9pU77+/vUpsLoZ4CWZ9txJECjWx5Hnc0kyh+JA3QC+BKI/jILoFC8AWA6iW3wWuKyMz0UuK+OfoMwFv5yG9V4HMvGaMRXfli6ZFg8HUgtISCER6aFI6f/TFZ2YK14ssXnuf7N6Yv+b1RwAy2+HzxotdDQTC4UdEno6Hww2B3LqVKGQ3vF6IKDKlvPzf2SzHv/RssATv3AbHv/BW9U6bTQmtG8IwEaMUt2zsKrMLvlpWE7CK56icFVnd7Pvvakbwxsv7EPmBLQpIuE5rgRRZr0A7rvH98LC54xfAABEKQXXP2SquKLacde6NReaDxyp6AVgaf3aqH3pHwtB5ysTnhTf+iVx3/ol9/+ceCzFZwQAWF98tyaaZeAhlzkg4eOGuNFI29hDpXjdkYUayOCDEzYUgIGIdK5CDQbwjtYXEt/TtBAqAS4y5/cgKNE/1hSpKkGKWwAkca0bwMOCV7YUSfwqSXT90WbCL5CU2QzFlO/dRitt8bl81519t0ZISMTpG5b0xhRy/fV/eSdicXgqXXmWwBvLaybZvadzZdkGGa9W9kBQ8u0PPL9n6Km7Nwr3yGRYJ+aK1QpbSRFWRyJgnC5Q4jUOrKT2gGxOa4Q2D0IwoJnKvCDi/HpQlA48H1Q6vJOqIZeTK7N5zS+fWOFtWL4HwLOi5//lr97WVn2y65GIWWkoDA3rdJMhD+2NsFiKYQAPbvsBdjQ9PgW3/87xFtS1d8BYVISi5UvgnVeGM5iFP3o4K39rvJyjHTHlPJWSD9Iu36QmHGasZix2u3EIBBrnFvtFp0PZ7bdA2ftZ6q8bnbmLBkPauDsvd9B11zWdkXyLR8ZEzJSf8UhukapYTFOwBtv5NjxOPQdBEffesuQbfS/cu6ry1n+5UtfSU6Hwhoxcac7tbHHW2+qLzm6QtaIIRDm0YzoDZDvfpn6TemxiEo/IdcjheTgGBtHN+Hzx+O3a50A49hPPoRrzNAKwCEwrNTEDbfYOuxh1/0QzBKYVAMBDyejF2XbUqFVglAowKhXMVgsQieLie8fh2dKY4LQvh0CniJlK3kukiaLqcoGNRiPO55VC5XeBf/sCqDVXw1hRjge7Xpm3Z12UWsJo1XJWbQhzKlXE7PYblP5ozP3umN7pwiGfL+G88fByatKys3mxt2H5G4cWXdN5xzt7VkflSjV43gPB4//Gm3jnOOGKLwFxXFhBooqTIFFGDoCl+a5vpkQGxPZQHdjxkLp18c0nDlqsfrdJFeHUgzn2Ab/eGPQELyywqcDEYoBKBbPVinixHQ6PF+67P4eXJO9uGNmpEKAC19gP77n/eeTqh7fmRUdW6VR+qBXsodbRpQXOUG6mfUi6fs8aheXzKYzGctEaWYTxeG7ETLnlN6regou39h5gb56vY0KGAG0IsDIVzcrUdL275RQAr6EnWLQZe5syvb8MkmnPPQPg0vN8sjNApCYvfc+cKVGUr8V7IDlponRSHQllHADS82cuyzRyWRn/hGUu+GXhmHvTMOBjyJx4KEqmxWMIZMKaQSat1OuoTaNPtEi+y1hpc5p7TLHIpzM6LAXR6TCyIveuBwDcsNSowfLjwxq5TEUxcRZMNBCni79kti8fH6GPvl/ivvm6HqlXwIyZ8HLT0SHOTpOYMZLx8uvzm6XPO10/ZJDfgkQm7t+LzaPnuIe/K/2y5XShXa2O+r/02VP2A0cqegB4nIdCfa1fHVVeubc4xZMigV+kPKPC6bdxJTkR/bHzUvrI6QyF1PepghlBsFyOnHHrzOVMlkahjEQYK+tmaHCmUJIj2YxLgFDNIo0gxp8PqThjGy4NAzmboZjyPc0xHp/WqLF5J8yS402taxaeaV2z8IcgHM62wm89X6owayNQyn26dzs/gNBXuf/2St3QU3dPGeOS9xIGMaZpPg6z1wsfRQF6PclJ+LADee+34M9I9eiWA/hBXCkfC9fa3dpTfTpepQjxCrkykmsuVYx7+0wHWg8AKPrlc4cSm3kDdtVh+90bl7x1uv0rv37uagQo5VhxrlmfHTySbXL39PSi/OAh/FnoU1HpfxtAFYCJQBCtnedg6jwHC2bgrBfvtc1qW2dcw7v8f72YGzGo6FheVlGk1zEu4zktgKeFQxsBlFitCG9YD8RiMB56B2VKi4utKIzmXvCrIqon9lg8DcsGjW+1F6lb+9sxg2c+3QMMAE0UZUZyk+++8Or3swBMjP6g8WDFp35SAQDq7tEs761LC9UXnfdL25WB313kGK+zWrFVp8UqDQ11mIHf6YQnECRc+r95ar8I90o+B4BIrunH4QVFlXGlwqcYdrEUEzEN/ObLdgnTCiCZb4EAzDIZouODqAuFYRC9vLQa3mAQx3Q6REAMBxUuDRvcCMBtL8CiWIwo+3EV6FNnYa8ox1mNj7lPFeRiPpOhNxpXZPuMZjlj0Lr0wcCoe9xt9vmQoqSq+xxnQJEE75ba+omoQtF2VdvxBcu7TnsAuN94E+8cb0lADKWUsKdA2GFuBHBgZT321K4euu+7B6/PnVRnOV4su6tzv73BAQC3D+7Z+rm+v5T6tEa49WZvtmcyu3hiqLRXUTaiMcj93BhorRbgOHjybKgJxWVqTTVN9y3NalBwUY910D2kO8tsRdIITCj6/LXUDkzy95LUGyJUCFOcLJi6fs8lit2YLx/v85n7h4c1BXJ9IFDujpuNxqiv/Ab+YBuv43MHfUVRdYwN17tbTlUHu5K5A3OXTHsuCwJhmqt3XVTEpzKRJRO8P3ahOqAAWWO+IHzkB4liXZY5yGVl/H+QzDHxUJRMi0ccBMIhenKkRSPmgUxIcWIuknynQ9rEveI63483bxsNc2FqmW9COdm803Lm5H5zxpLI0z37LgIly7TASbl3vQBvU4OLtHaWMjIVSf6M+uOMOl9hLlV5caE/xW4Qr5WiCIrGxPVX9S5+7J/tpQV5/vZSuzfJADBK7UEaTh1SmsSkom4E2RS9AM489czKd/a9Of8GALeBeH7OYJrS0FJpwK4bQDaqLgAtDdi1+F5F0RXi91EoFAPGsnxbZHyyzOYwS9s2vi9QNF2xjXQ8bzTLMG54u21YfdEp5W+ezlBIHTMBMBwUtq7PlUdyd07oaTBs3EzRk3GrTpcTLpvMT3AkXyqEaiYpEa4hjcyIMIISoY39mJ3nfDZDMeX7stGBzgsFZTdfKCxXIdmmMEhy2AMgBuKQ5sPBrLheM6xp7uoU2WuEZy2ZLilVUPTswv19FAXdmAN6nRbOG5YRaMSBt3FNPJ5QxBvOvfsjR+EP/vQbw7udS2WRWJ6mbVAJIEyzDK1jWA0Vi6s0tboCtjM8z+fDhbRbNgJwn75hicfTY17g1psHIgoVrYxFcg1/Oh7Y+wrujMdT1vZy4WcUZMxOjaBML40+rXGyqNBLKRoKBsebndmMI6yjCwzWFWbn3i/0JTZ2EdKyDUBk524sUqvAqKMRT9wV4IosCmNbXklce7JPF15Q/F3jwbYUb/Ns0CZBaMnfPJIGVyKyJwtHVAPPfW3w57uap8DH0tvZRFF1Oh1+nJuDSrkcvnAYHHgYGzdCVlY6hcIv5Vp37fnukGXXcZuq30FH8i2eyXuvORW4oS5RUVY4NDHfKIC/OIhlPJ8c19Eo6EAU9O/+gC987R/xB5UKOUAKDzswx4JWAj+6FyBFkwIBYkArmYid06lG9IEATUfZAQAY72J1rSeYUscEoiAG5GnxvnT3GAsCO3EDKDldteTC6aolT4oGhuARFyNOa5CkhLWBwCjMViuUN9+Eu7vcZxaYOA+ljnP2RSdfXdbQZfWd81r9BTkxU7h07KRvvb1IEY3SY9bcMfvEyLxc13i+vcZwuneEWy7XRrRRtTqgC3pUIZmcr71GO6Dgot64XKZxlGfX2V8fUSkRP4C5GS6J97BhaK96y8DOxTnsZHZZoO8A/thVh+18WzocI79jLLzo9Y6AwRl8AKBE51TJeX0le9R29Sp1jGV4iuotCA7nycBXsRb6RKn84r2FQ2Mb+3OLZR8sW17TjivW5DtHufdrVz72wAwvEEDCi73Bpl48epOtdKihoH38BptIf2wBMIU5ZZZiPH9XSkKqA/1IHaejADbxtejIfMZlSZfLyvj/ozILBGa3xNPNgiQ5GUEsVXEjNgiXigKogGTiLtvgUW349nglx1BeWxl7EBQW33K/40ZQ/IGT+yxzLlG/hVo2nF3MykI++T8wAblBrYkH1frYW55RVctO/mSCe5cHNd6KuuEJ1mCPc3GNTE0xCoOMZkejnv5xE11gC6RfOkURlCazfvWuDyyTLi06u3Pqrr7yor+6PKGkTsGpC78bMUoBSWOkVbi+5alnVrbte67q7hdu/y9bnj4YbZ+w2f/YXldwcqxwP4DZ+kHs3yoIWNVfm7+a+NIjN+e8c+fdOave36+hz4ak3qlZlVypUtj00hax7WZIDJ7xb972jgBpSSzUe9PD/36cGl6fd32wUM+MGOWTea+N5+nGGVW3ed7Qaz+7eejhW57c/Rx2dSMJoQqChKDXYI7Y/QxJliLzBo2kZ1z8e87Kvf2B59tkvtAj6j6HKpptmHDec92gb/0SsYgGkGZ4KKOcQceGlPtW3ypWg9WCuM+GkeT8t6j7J96ku0bTCxbN9k4aQWA1wwBquAhiKiV4nQ6+6io4vF7QPh8KhGO7T/I7+wE8OPb9TZ2GdzuXAgAVi+mVVVluzameHEqriNDFWpeSltN6K1bVVuOvafdLeP3Tcb0tR3CLRBFvAKk0+RQIrjMfwJVAguHAy+WZF08ZJ6msPCVH61aduePIy6vyi2nGXFk6oGHDtJzns6p7nE9jqpQAGAwEYNbriHIo87PubHY8bmkd3wugaBvP78ZTqd7mOco4iIMhD0BV7r/u+cB5z3XZuT/bv0I8gOJ5St3ncGDhnK7XmGeDTaGALxYDo1aTD0+fha2sdGalxbuxXuPdOH1CL4AUuI3HizKJIv5nvR7gedwaDMLo8cJ+4C2s2XALOBCjUCrTj72HqLqa+Sjl41ihUkJLUZCxLNwcB1qIyJgitHKob1nxcO3bXXUAMDwQk3+4PziPViHG83gXxHGzFgQawwKw0F2jc6IjVCiQp9eDVipAhxlApUKny4UJkwGbAUAf8cXpOGOYGI3iTDOnMtFOeY2ZV8s9IdnpV/1FC6gz5yJrq3MnLDYzeL6nZHQo21hcMn/FNV6c/VDlcfqV8opslr66mmP1eTzHAZDF4oyCiakjvNKsBOtNe7aMhotYHv72wT1b/+n8L2+MyeST2mjwdL++dOmgtmj3L97Yc2Bf0can+VoBjvEQVRfWq3/syTPYJostNO1nasxj/qWaADvUbyhbqo6xjDrOMS51NqIy5bBDnTP0hav+w8F/D7uf+toDMAR9j8wb7VNNmrMnmv5h2+CBFes3fqsD3dOWo5d4sTUOtjX38ETAeD6wIK6g9BNrcs4ggxd8DnSHs0UOP2nJB/Aq1YHr+Vq0/p3u+f+0XFbG/x+QTBASnt/WlskbLRwrxZ+fA/GCywF8DcQTCJBFHiAFFHIhmbjX3OWsiTAyn6NfZQ775PMZv5y2FHKTd/1kGB/s/bc5KeIU1WQC8N7kRXWC3zzslxvCfvkmACu2UMtWiZSKYjKeuZ4bmnw7WKcwQq3Qy6jenzm7fx9YYvzjb/4LmBkvl/AC5OcGTOMTOq9aFaNbO3JrBGXcizScuiDi4pTRi7DQMvrPS64ZNbBRhc/LqMdrsya8O244YPzZ+6uwt/tPU/ohTfGciYs8ISp5hH72P5cOYaaQ/ewSAMF1A0Dz+DdvE/HNKQt1A3btwPad0vMcV7AdI7eGXpfrFwdM3csqLxyir+ls0dQnOJKFTfneBuxqBMGz6kCS6gYBbGzAru7pNu5pkiztIAp5nuRQETM+JwVNxMmyxVntbFlutfZ0f63hc7+s4zXKA6phN8DzU3DHQunyI13FVSI+dg1IJMkOkvDsAYChJz+vrNj0EzEUM1d8prjx8QAcKhU6i+1Y7fFCB4CKRGGVHMsLz+Sm2Kha/FA16FQv2bFEqT0TO3/xg4CRcUd1MrXcv3oFmivKISZkipLw+ktxvZyXC/h8WAwAcjkGHo7y+4T++iWIMg6QRLBmAGCLs+b5blxYCmCgvvMD9uq25vXGkO/zw677D4jl1AEMtNQst4Dnj1139t0ai99tdphtzHsLVh5YfE9rpvc+AMCi18PDsdCo1WDkctAcR5RD/A1JZ9t4nhdK1/8WAOzf++Nn7d/745TjKm58rLZp4jvbMAsEB0CJXg86EklGaVQqMB5vMkozgwws6TpdcdPJQ3aL3212GyyeN5ddN3S6aklqFGM739ZEUYMAHhU+cQIIBwIYKC3BiWAQPwOA812o2nALvg4StTFjtrEnJCgvXYThI0dhpSgwZjOKGAYqlgO78kp0A7CEjfSvxqtsGwG0lZ28WDTUHKiVGxUxpyN+KBhEp/A8S0DK0e/B7FGKAQAWqxUquQzmSATgOMTUKvDFRVgdjaItNxdmABezOLfJr9Tj3PmoXEXL47QmpnQotCiWOZiABvzAO+7cLdnHjwjXNe8qumMhI1drbLUmSr/IxOgBlBg66syDQ7TaFczjtMoeBRullVyMcleYPNo2x5yhg3wt2vDHTQ4Ar5w3VKmO2q5erY6xTDY74dx8cdfSfUUbH6Q6sIOvRZs/S7fVm2eojCnkPkUk5uV0atpZoqi0XnSH5PFYdjY74VQNs7p5bX15ek9AezZnUe/16rcWw3Lj8mt/sPSxCvmFUh2CNAO6dHH8TMlTzANnnua+NhvUSAayT5t1w4xHN8y0r/308QuYnJbCdTbP95wgph+X8LUopTqgBInA/xjAHSAVlR9DMgp+WWaQy8r4/3CZhsIwI62e5NgqkEWWAvEAxkCU8SwAV0tOCQD4NoB/gGTiWvIj5pEutYwNysy0Xual9XGvb1JBg8c6an7TdPza6fJDTM9vng/gpyATNgG90JaqGm3rKb3rvZDp3A8dXufboQuHMG93vi0IpCdzpWK9E16AUYfeY9KzmnicYvxBlVn4fgpOXfL5AKbxIpRFveVd0awLfk7NAICPUzMGAJuqz61KOzaT4mkCySpPeJmkiYl50THnMxP/9MunXlnZduBIkk0FM+cJpIi0yiKAfcI9Lf61tTcg80I9BWf5obrW+qG6th3EgyqKGVMX7ToQ75kn7bhZ8axpz9EHgpvuRJI68BCAp2fwxmW8rvqiU6W+6FQBCdxrKaRMMhLc8ZNplJFIKjxmyWde78b6jAWL5qKgiO10ueCIRtFWWIBCAEVZVgxQFDw8DzOAqsq1274w+eUb3s555q1l4gWoOA+dw2Wma7P75y0sCEcVCpoUj8EEZkiYluJ6K9s+8IvWZiwGFkiMkURIhgdszGcW36bVciXaEKfXfiV3sKr7YN5NRw7PD6lpxqc1OlV69gaaDTdO/KaC/WZOoePA8hsCLbX1rS219e8AMNX1tJV9fc/vgD/+5DlMZfzYDaIkDh05ijqZHGqVCtTAIFEO8dGKSyVkG88/84cSyuz14p+9PpiUNMVkLzIFJlr92ZFQTM4DUdWE7wOksQplwIzvBjAQCKBGqwUdi5EoDceBNptmj9Lc88rzbSXjF+/iFCq/W2/2KiMR86aj+4uWdLf+FbdtJgcJ1Jr3bcX8XyVjCM5tPH+P8G4SUMFAEDaWxUa1GgGQ+ZFkZZHCZZJ0nRsBsBXlOB2L4djZdtQ4JqC0WqBevhTn5pURzHvVsT7kn3cEGJ1qVSBbj4te5WTAFTsS6WbGrVbY8myoUSpBu9zg7/nC9NAciewG8KDFhKo4D8e4AwUAFGYz+gNBKIwGLLiihswDNR+RgQt4Ah5k600URfE8b3CO9csQ0eu0oDxe2CBxQjxdudX7aNujlnE6N2Ec+dUmf1+hArVD5xR0gDUxBtrTfVV5t6w47iv8q+MjGc2tloXXit7tmJ7SLeJPFz5S8pAxEDX8fBeO3b9Wp1oVk8t8slicAYg3PiaXIWjRVv+i9BsHvnb0N1cvfKfNHqB1obPZC3uDMZ3imYtfXsLzeH+Z4pRMvJkeQW2VvLv0JuWbg09zX5vJuFsMUolbLJylAVlvZ2Kams3z/VFpZz+y8LWIADhPdWA7hL0dRBe5LHOQy8r4/3y5FOyXeKwUk6sBUcz1wucUiHLuA/AZnt82QFFNKRN3ol/NACjXmmKjSjXPAIAxOwafQ5ko5jHTA1NUEwXgbuHfOfGbJ6AXBQA2Cz8J2YZZ7plQhkSuczYiV8tkSQYAkMoNd4MkSE0AGBz15xq/+vJvlZtq9iwuNA7XlFr7T1dndzkAoH/INC/ilqk+nLDNU8ljQaOandQqI0FnWItKqzPTM1wSRm9MkdePfL7pgW3AA9s+Ush+2nua97Rc691Yvy/tWC9IZdZ30o5vx9zKy6cv/jaQ8tWFQjGdTFVAp2wY9Z0fqFd2nFhx06nDZ0A8cXNRANJFvO6cC2WZ9rSELbuOrxMxvo5v3hYJXlWd0TjLhC+eRaZsfD4f4j4fKen9I6II3gzB+DAe6ZxnPNI5L/0ifoPRo+WDOcpYxFE1dOFUSvEYiaTnDYi43mV3bGkHMAIBxtFEUfcJ90wofRQA/cjofPnSHA9732q5aqnVetVrb93A6pUjYbmWMTCBbFPQXxqTyXzGcID3hoPKO975a8XeKDt+pnKx8cqOlvC9e56BJeCNIMmDnGD8aNi+E1d2tARWdLasqiztVQ0enAhcOBceFhMiMxk1s2Bfp8g/fB4aAC8C8AA8+vo9WS8cx31C+3qRholvIuThDxqNkBXmw87zWBEIYpNSgefHHHAU21EplwPhMBCNwliQj7FfPg2bizC3DGR67k3HXqlzmLKau4oq7Y4BNs99aITmOiflEX/bjiYPdZfVipEN62EvK0Wf1YIutRohloVWeC+3gxig35BckvJ4MZlrg1zo06kMKql0naKj5VPVVfBUV2EMwJsA1NhOlH3xeIMz6DY4g/tyLrpNpQzW9IxDb7CCLyvB9QoFdCwLdUE+WAA/xkPUwzPNR5Ge02DA804X4jnZ6KMoIBaDUqmAd+W1cNsLMQKSLxNVI0Jl68AwQSgpOdwGLhILxzA2NIIh0VgV+vjZt/Nv2LpheN9yY8RXGFLogsaIb9IZzPEa1F7txLzs/hNblh6AuD5VpSYOi9eYJTlxAIDFrzCY9dGAV0MHdAWa4VK/0sAEooYJGeK5AB705RporTvERelkrrUqxCGQrce+oo1PNwzsXR3JUl1k1Bovp1DR2qKgvuzugSKKgmwsnst9K/Szvtej6/00GLpBuXcAyWrb04kJZMyK6xgDAi01TXvGbJ7vSb4N2RkYiT6G5M00usoakOqofwWBkdkB/LPk8J4pF7gsGeWyMv53lOngJrOcdinYL/FYD5JllhUg4fgLIHAAj/jD89sOAlPx5827zKfWbZ0soGQIhwMyaAxxWmOI0W/8KmdKIYdpWFiCIF544KPxm1+qpFArcpy8bfPtHy649YZuD8jG9Q6IJ6kdZLGwBTlN3hOH/3lk37mNER7U+9++6qdr2sYWrAX4I2rGoe/qyVoVHlSMmumw1cNq6MmwtsgUZ8bNakZp04YOZXiGWd/THBMTZxch2XTeGnxOrcPw+Dl0unoTiV9eddcokDkKID6TVHqR9JYnFu1ZqnnaQCoH8iDKXwIGIz0vXQG2risa34T2hZxC6cUcqduAjEwYYVwCy0sTRdWV5JrsgauqTVxxjk/u9GkKHt2ZNfz4Z5Wh+vKZWT3mICf5nTDtaQmY97Rcq+4ahXLC10x3je6QKHCNIFy7IwCu4gEbr1bEI/kWp8Lp18n9jD5OK6O8gf726pZDDUjSBJqne6aMyaQ8DymMA8AvMz2vbL7Fp/y3tT1R0CURyGjaxxpYo8qIINzGoK8oLpdFonJlSBXh6IhS6UUEuPI/X54nf/TxVwvs2HjIBPaKGgxXV6UqvYJR9uCJ2nr3idr6ffh0MvlsuqjHLx+Y1xj3RR/h+kIqebZqwnxPsdKw3pbAvqa/e991V/hvKM37Ar+yNKRTxFyyt7tdLXs80iqW0op/CRia0QhZeRnqolEwsRgmNBqY9DrcnWvDY109uEGnxaosK2Ay4uzRZmiDQaQYG29cSe25+aYUisPFNq+z1d3i9J9vhiUeBxfyIVcuhxZAGa1G2ZF3oeI40k+L6vD2iQ+wIfH6MsjBQ1ixfAlaq6vSDMo0bzhIwmUExJsaBRn7GhDolXRtmmKs185H+8QkFmi1oJRKZIXDiIYZxJcugQvALQAa8NC0S9QAtvOl23i+DQ9RezBVGTQL99sNss6WArDXzgd79Bh4AD61GvTAILqlxiqQUPDs/1n6We4HHz5Oy/g4PaHOLlWGOV+uw/lh761FHZAo7puxt02ozXzJRnNheJiZVGXRuYqxPFUogneuXDoW4VW0UhZxAHD3Lyny1x3oNIKJIKpWMAo2SsujceNwTd4hvhZtI8df7T+2YLU5oNGbDSG/Z93qN3UyBS8DgO+H/+X1P0U+WwLi8Ar+ltuaBZLEP5PDxQtCDynmzohOs/S1ekpbAGC8V8X+4ZtF67qadZV+p0IFvumrAF4HHt02XXXtjyrCe5JGgO8AKcj08wyHB0HIhy7LHOSyMv4JSpqiGgZZoPowC9wkTRKUaSALXydI8lwmS1tUmKRllqMgEBUewGtIlpB2S09Mx58vb/gmVm32LM0pZU3uUaXnjV/lnDq53ywt5jEthAaEhkmU9AVF+r/tIxooKZJuTBw4UnHhwJGKJxPXGU1hAOgBgKP919xcl30qa63m91d/7YpnyxfnntUbNCFFNCaf74qp2ZYzBWePv1d06oErm68f8sV1EyGdWiWPWa8qungqXx/MlLj298HojSa9Y7QRI5EwzCVXYjWAY4JCblJO+JqRpK6Ueruno2g8Mx17i0Sk3t8akPFEAehAhihAugIsC7FW04tHrzy/0R61FmsCw1n5OdOU1waQxN8b3mpdXLCyslQ54mpXX3SK7Dh24bC5srw0Kse9fZr2weHwwpKaaKHVrBx2OezffmGg652mC8hkhMxOgyl9zge9G+vdQjRC7GupSI3kdgoAW5ydG9PR16oGJnIBIK5Rvde46dX/QgvVhXRvViZDJVOZ9e182zaef6aJovwAvgtSolosBT8fgB5Kio85GBkAKBGZZKEuclqsyPJP6rxyC63mOLUqwngNoYBFBp6aN9JXcn5SExw56J4HoNlqARUIgDraTMZcdRWkVRlTlD/T3haVZefxKlW/4/mm97bsQZqHuYmi6jQrLY/Is5WQW5UTcW+EnvxRVx2ANsN6W8KjLVxzkC3OqlCOe25qOTSWi99LiaKImIwY9PrQL/1I6JuSwnzYBUWcAQCFHF63Bzl3fw51N5/gE9zggjEjncceoxFZLJfg/xYr0VYBKOs4B06tAuNyI1ehAE/J4AfARCIo0dAYONuOmuoqOKoqEBy4CI/PB0OYgQxk7I7LZCiKxyGnKMTiMSiONmM1KDRXVwoG5VRvOAWytot7dwypLDNZAqNNCQj84X1pH1WUo1cmg767Byu8XvAGA5hlSzBZVIggUpNRM4lf8vduCHSgSCqRDojj9SHqYZDxsLggH6YV9eDf/wDUhR54p4mSNALo+yD7yuGf1Hxn+acH/6uoLNgfDyh0zgL32D8V1I7OvidMMycS3wt5JKWB/q28nlrH5qnUR4Kl4xO/bM/TjTZrjfpgj2+LWY2GvJGO66tkZScHbVpP2BQya5i+ZUXdE+U5TwNAgWvszB3v7E6OkUdxLwDEYxT/KeVfs57UfHeeifLqB+NF3LPclyZ2MA9+hatVzfT8Z0Ago3aQvdkDkkOTzqJEJJuq2ww0hm1qY9fi/NL73vrMUodDI4W05AP4IoD1FNW0iue3fZx7ULqBdwJkPzCBRJ2jIPUjDgP4KV+bqM57WWaRy8r4JyQZFNV1IAN2GHOkFhOukaBMA/F+rAWZqJk8eKLC5AZRvBaDeMWDwj2kpZpn9ACe3Gd5+uQ+i3it6eAL00Ez1s5waanb5YsgXnKRMnCuBsoUmYUWcorXun+iwLwk94T9H77/n3qFPJ74XC6LU/m5EVqvi5Tuv1B9CsDbdy04W3NlwbC5223l8/XB6cK4fy+MXqLPFzai4+iviIc6dz5qXL2k2AbdNbpDcmxSqSNySc+YlpQq4lkLQby8HUhSsaV4pCN55js//PBn18esej0AKIddsQV3P8K6D40Esr4wL95ROn81gGOFztEpmGgp/j77twct0WwjmFp7HX/0nF+gG+wTnmMIcyuUVQJgkO4a5SV0hRSAzBSSo1RmI1OkwUyVjHPAtKdla9OmLQ7h3qUgSktAuB5Hd49lgRRKAQ/wF3/1pVADdm3D9p27ZzWMHprm+YQIwzae/xOAP0kUSzlEfm6FPM53efThz7xeQXExuWyehe+4KYtZy0zIjZyXV3GM1xL0GXkK8QCt88hjMWXw+Og8pYr2AvBEIvBotSTqJiqayJB7IVSGXR010IzWrtWUl2F9nMfnz2+mDlRXQUwObVTkq1WUgprQspzOgnA2T0V11L+1mXIqF4rKRaJvQ1dW2hUjbg8sGo2KY7WRcFwuU8vjxkK1/4qc0LnTrQlHQ/rYbuR5rIjFMCF2IceB1mow0duHxS9SCeV1AGTNTGF/KMyH3e2BCqmVaIcAFERjUOp0uDAxCZ1KjbjPh0kATJgBcm2A1wczANuFXqzJz0OkpBhD4TDGFArQbR9CHY1CDgAaGh6aBkNRwPkurK6uhBMPUc8JY2cYyYimGPEsBtCPZCJ0GEQJWgbiMBkEUZLWgChG4rg3zSvDmXllKAGZL1Ku/9MAVNjOL5WMtW1IJp8+jzmIGM3Q67C4qAgmsbhUSfGMkDRx7PDNtqtebbZdBQhz9O4vvzAnRbyvHz8+fRa294uvtb76D9s2jZXWftf1YYyKU3IFyBrxPj7HP8nX4t75Hah7cPBrv1M/+26VQqMKaLXBXtWEO+76qXMNeBzCxrynJ8pzpoNOpa71BpJ3IpPzVIN831XiI5XLe9WPax6yP6556PMAL4VupIt4vbNIHbtTvelpzCuPvrRigyOSUMRnzM36mCR9Lz0KUvSniK/FPR/jff7XyWVl/JOT9E2aBlGoazCNAjPNNfogUKYhudEMZVJWM9Advo7khM5EgTitzKV6KKaHZhRK/jenfW+U/G1HMtF0FYBjmAbz+zfKFK91Ht1nXlp2Tq+QxzHszI790//9tuetc6ujNALsddrnPBwn1wGo2X+h+sj+C9WJaMI9+09nfC4Rx3tluGXrCrbl9oLoKMxxX3NhbBTIn83hdEmS6PPqm+EAcKx1N2oZHwpBNl1psmGbRJl+QOiHPUirKDgFQiB4hV0y8+Jv0VfUXKQLWJ/aEA9Cz1xAuWMc+W+ChMk9krOSHulsqs791L3/KCriAACeZyCjJuJjfp0yFmEAoC+/pKbQOZopypOYO8oRtymaZ/ZSbJQOLyypEZRpLwhF3j1SGEMkz+xqG/jNnbxK8QUBMkGqd15i1GJYnr91TJ5T5ZZbaZpnPGWRgc7C2GjGcWl4q3Vx9m8PWpQjblMk3+Jx3XVNJ0BRtl++fiOAV4R3pQRwEwhr0RTx3bK41fzyCW32797awpbZNn3d+Pxjv3lq/0xh7UT/nO+C7Ww7asJh2DQa/Lzzceo3IN6pYwBeBalbuhIgHoC4VsXJfZwKJ8as8RV5PoU3rPT9oi3YUxb52W3mHhMrV9wdlcuNIbU2FFGqIhTPq/3euFwnDzsBYMyBzpIirNZowAiKphlJpVdkcaINb7aZIzajz6yMaKon+8xqLbyhEJwfdmJpdZVgOAAlPAWHno9abcFAbkxGRWM6eSjsihoWvHm+9KQOCASTinHMQJv5fPOYn0LY9ExD8/Vn362x+D3mkaw8/oZTh79ylABUGrk88+LA1fNNk1tv9PpvWNhof+D5NvuuVzZpNDAp5PDG4rDI5bBVViByvAVKoxEBofiNBUT5DUCCdeV52LQaTICswYzkR2XQQ8+yKJHLERQLPZmMKJfLQTsmsIDjwL72BsxDw9BpdYgpObhlMijDDPJ5HjniPXJyyJ5gMEDDcSgFMQgGQVhOrCBeaTHiyYCsmQqQ9fMYyJ5yM4jS6REuexrEMbIEJFopNVBsILhuDciaLFZrTsIGH6KUSCb/BgH8Lm0M9gn3EMV8voskiRuNkM0rRVkwBP7QO7DG4whUlM8ISZvTHE3DK5NIai3azndha/P7qFQo4Bu9YhnfvuD69OhUPoBNADZQHbiKr8WJf/nUix+oFxgMMoXcx3NxhspR0/FwDI7vduBLG09M79xJx2PLkw6mM9FF/ZuCL+9cJD9b9GfdnZs1FKMA8G2MUj9FPp/OIZ/5ehnw3WJexfLPFm2kR8Os/mL4tO5CkD8QKa8BACVikQjks+ZmfQzy94kA/y+Uy8r4JyfpiqoHZOEzSz6bbRAnvAVIKvAUBNq5TDKDh/iSlds5FCGabmK2gyz0WQAqKKpJJcGNi4Vv4iAhVqlnpgYE3z2TgfJRZIrXemlhq070iH/plz/wvtF5HQMVrfCePR/682TdeyCbXkq2P2bxcu8d3QIQ/PU7SHo4pvOoJiQT08O07B29COMC1sEPGlp4quejs/q3OAPgEPJTabCmoRbciBkwvFKvcJdqXmE2P5FTFByKH8ey/phaQS1Ea2Ub+NAYCsT3meqFzKbq3l+//InBz16TIw+x8ZhWLQMAbTikwqjPAh9Hn/9JWx1y9L6Cq7JiIN68aZNFg9k5kYgjWs5o1AqlWYMYsjqz4Uwo8NJky3s8//6fvEqRUHjVHKOBCsBMUYu00PbLq29rK1ppW+eTGZw0z3gjlFLToZq/GizfXBgfS4zLBuyqM+1p2Zrz/JFrY0YNy5XZhhUOrybviT2rYwYNxcspqVLUI9xvFcgaoAIQDNcUOnzrF13UHb+QhVicjln1E0qHz6ToGHqkiaK6Z2BwKQEweL4LtqPNWK1WgdHQmODjyAVJCrw200kU0IdwNBg16XMUOkov7/XolPMNnZEPPec/eI0x3cbzTeqHqBK/1qCPKFX18njcGJPJfAoF1R33chRAmGIAHLOYsCTLCh5kbD3bQCgzE1E81YhLx5bn6fN72yiZLzwci4FRqQCBNlA0bAaYDzzKooWK+TGFjI+DikYYXq3JU0c0vnB7UREKO88lYVVyP+NRjHnylGMe2vuVvat25Vs8zi99qt23fsmFmz59qG3bdkAwwuYJ48MLwDL01N0bl3IDz+vfa7/b54c9Jxu6K2rg+bATZoUcnvIy1A0Mwi+0LZHQbLFAbTVjMYC8lVciKry3caE7aQBjZaU4934LbnR7cFwuR71eB3skAophwauUiBYXIx6NIcvrg3JkDAYQz3uK5NowaTIiIJPBFI/BqlKhH0ljQHQELAdRiNUg62pI+F4a8cwGcFByaQcItGYF0tlZHqKeBlCL5HrMgUBwNNhJNeIa1GEVrkMz8oXvX8B23iO5dkZHzLkukiQ+XUVQTO9omTWymAGvTCKpHdjxchdWKRTwqdVg7MOdobuef/D8gmP7w2XhAWx5IfxZIFGiXQHgswBOcF1BDc/zR+hFpvlyg8Ic80c9TJvvdKQ7NDst7aQkyXuUWg+i7OPP3J3NA/HSnIF46fkgr3tHQzHXg0SmFiL13Ux/vTSRcorre4JUqJCmJgs0q08G8tpDLpUGAApk/kB/7KlPOjcL+G9gafnfIpeV8U9O0hXVThAvhRdzV/D+p1uh0ompBtloskG8MK+AlMXVAHiMopqeAPB5kAUCIDhWJ5JhVwZkQ/n420cqbKZ4HnTqcBQAIjE5v37ladUz9z5hyjM7ZSNjesPrhypLv/7929p4nkrJ9p8DdOaSGFWAKfSEiQ0mQc8nlYeoOmhgRz5M0MMHFhqcxloo0I2ijOPokp9Heg4l54s4XhWmKAo1zIXst9UFAwpwKEV/9RgK7kaG0vCsRtX09JNfWgG5DJX/+vLYuabPFAAAFY7KJ4Zjqiy7OmQzRlTeQNDS8zIbfkOBPTefSLZTMCBKAayIeGPBC9esySn/z1doWi2LGpwcVWDn77DK5eGr62P78RBVJ3rZfvHB1z7nXLb2TkU0EokqlEoAsPg9uW/cQjWCRAJSKqsCeHbbD4D0vq8e7HokWKoNGfN8CMu0UPIRBhQwprAtLjw3dgq/ora59ObF91UtKT32Z6fME1cPRXOMBQBKIZP186oAT7dfLIJSnkLoDuAkl2eOtI0+c0bSZ4vLtvzMEjPQTNykZQAgrlF6I/mWnFne0QAAy9l21KhVYEQu71gMDhD4UA+IUWgF8fKGQKImF+QhbiN6XecAIAaYwi2TryK1WM1Att9tgQSSsGQeyo8cxQKQKp52lws2l4sUfdp4lhc8+Lu2QRLFY0tyYgqnn9eHg0qZn3UDBBoiFKMRI4JPRS8yD8ZNVJDPo+XRKHSsLx5bWM0d0XnZ3uVLoO88l8x90B35MEBRVCFTlT9ssMijuY7eauqRzqWL/yp7FdlbxLGQcczv/fUPTXsf2vIFkESzXACOtw8DNI3xaBR0ng01gjLeC0BvtUJpMeFGrRaTi+pwsMiOOhAlmAOBhNAATlVXggOPA339cGRZsSwWQygSAa1Wg7GYMSajEFPIkavVgQ8zKKQoKOJxyGQUeIUSUVqFcaMRk5EIgp3ncbasFLetqMcxybvuBHA9yJw4L/QdDwJVfB6pUa4DIBErqbAA9mB7Gl81Ucg7hHYk85H0MEDEx7ejInH8Mryedt2Me5OTlNTyTlcRFNM4WsTCPMv072+tNxy/PV81ApPC21ygHoEk33Xa9czpAkxGIB4Hlpx+3bek+2CMMsvzAjGZZmdtw5bv9j71Zj9Tvlw4XuyjgUh3yGJwhjrzbKhRqWD2R7HYbSVF2i5BTgIkOfcJ7ff//ET598gDjzr/KjkmlOG8uUqi3Uyu2qNycxpOpmaG7NYasb6lHHFf2jleyd82fEwiviekR8ynK2h0WeYsl5XxT07SLUgOZAEdQlLB2wXgSxTV9CkQ7J8TBFqyjee3DWa4xv8oK1QCZdkK4EaQEOlBkMVOCbI5l4Ekk31XcmoABOPLIploChCF/KO1b7aEu/xUz4M5LvtnAFDKY9Q317+YgFOUFnm1W7/wwS0GPdv++fs+/dlLxK6XnO+xsq0deWv8QZXZoOM8C2vHzlWXu2aDIqVsMGxxVlbwysqfN2BXv9gWwZPdiDD64MIwslADHcwIwIsjGMJ3MnpR071XNhBvWMFc6AjV4BCBAixFRQ0xPw0ALNQwwZeZzQPA73589wZnQVbWvNa+zpvfOnXyXNNnPg8A8ThP6UsNQblNFXQhrmYNaoy0hg46L6LuZgFKJfHkDwOwRv0xO7+5Rjlolrnmv3LQWtHeqeQ1yrAi3z5eXTUQgYCTbti+85ylesnPeEpGXXf60Ntv1t9wMwBEIqCGRhKJd62QYDEFRoht6X3vNlhUurZgSJUboREHwpSGMca90I8FC3AIDgCRjpJqsynoQ1Fvr50qKO51Orz9UYs+L5qlt8sCzDnluFctD3OstF+kBXaQNLpK5b6wIW7QJKou8iolbQ07g0V2bMRDVHIsp4b2dwN4MByGTUNjQi4HrVCAHh7FKRAvKStyWQMpSYlAMkIn/g2kGsBT1pyKcsSPHcfzSKUG9QN4pImi7gJwxnDw4cX+Gxa2QojiBdbWduY9sWe1l1YU5MpAh8MAy4GuX5ZMshVp8mQRvijcFc7VaNC/fAE6q7OJN3heGc4Iz9MIoEQ14bfFaOWooWck26KJlsiyVT5VKNw//B5Xio0iBGLndNC5EkEB7Qcp/sXTGqzhWGgoCoxKlYhYmgCc+cZWAMShIPYRD4K/rgJZ545ByFGorsIOYTyVABh87gU06HXwCpR/iMXBFOaDlcsQLy2BzuuF3GRCrGIejkSjcLW2ozbEK8pcdyzn65axkUBubPGwe+K0kODsAFknAyAODw9IojIHoC5FyU7mEiTeHTKtp8lo0E0gc+20cB9ECuXLoxF5QeC8dmOO30PghjS8yMXNSGWBybg3BUMkSZzj4JHLoYnFwEgrgmIGR8vO2gYgQ2RxLlUlgyE063W4TqEAYrRcLs9VlUa8UVkoz9jbF1xYHo5pbhWO9wP4vdgGnQ4/zs1BpUwGn98PNhqFacN62KWGfkZJ3W+kivZXMUq9C+J0ulH4zA1csoIvlUS7B7bYO+f//MJqgGWgoRL71gSvm0w7h8InJILifVn5/pjlsjL+CclsmGuhQuVxJAvjAFOzoOeC2/5IIqnUKRZeaQbw9EdkMnEgdeMSZSfIxr8JpG2isfFHAHeBLIxioqnoUb/kZ5hLwl06a0tsmE+QyH5wNn9o0z3/540lV4wadz6z61MaOqr47Kfaaj7X2DYucJzPdu9GACVen2rB0Ighi+UUE3ot52U5haatM3cNQB2qzp/2CikbDFOVbwusrq5TDUwoQZQGCxK0gcKxHvDwzAm2JPVeSekIh1Ovm6KQJ87RxUODTpmlguJ5xZjCRoWgKVeD4dRg0r1kAIAG7KqUf/a6haowy33z3l+/yujVifVFJpfFNNmKQFypoKNchMlyjDOjF7lepHrKpIaJP+KOfUqVo+DD11Sprvzg1T6zKi/u5dRMgFOZgAGP5Jyo22CxzRvp7bzp5NvnEsp4MKrS66BCpshANgVUYSN8oKCBp8eA8ZOjyJ14o9tizpLlXNBd//YNVw/mWmJus0NuYxRt0XGE0QfAw6g1ZlCMV2lVh3Ld43lujbFHGXb1xPW0ybL7/bMAlPJcdZl6kcGmzKfpyCjDsJzJ4tm8siXtWdrDtfYbdS0XcpVjXg3FRrRKnVxWFHWGzSYMYTr6R4EVQqPBz/k4cmMxOIZHcUrw7JoxVeGRKk7nQJRKgChhZkgVtrTKpcK1nu0bQCOSRZ+kY8kMwFLw8F9KRyOxgG/9kh4A8DbUO3iVok3/73s4Y/9YljJbHTLfOo91VhrWdPrd3Pmiqsc2PUTVbfsBGiHASUAcFSlJ5oLCDpC1ar6cifgM/gjHhxD1O8JUlgWchwcNCfQFM0cTE98vWoDOo81YLZNDzfPwpPXFA0jOSxvIOj2AZCLlUpD1SoqBHkCG6qPhcJJX++YbYUaSntABAJb6LMOZ8oWmvk9/rTW784PzlUf3renPK1oLnj9S6BpjQfjE9yMJkQFSoxlSBXtKBChD0SBxrRwR2rwawDF/lg4yZbSSB8VajvkSFXKjRsqlaOXX4VWJgjrNOHERz/iDQyMYmleKOoaFmuVAiRVBMbOjZbZI3rTv1uXCbpaFPc8Gm6ZQVeqLqdUPPNGl91gKl2OAJC9rZCF/OK69ka8l/uRtPN92fjM19GEnbB4vMRjql+FUWSk4zBSZmrrfiOOrBMCtAFySo3kA30Q+z6Rf5hIk0e7R9XkOAMeKXh5ZUtY5mYiC+Hm1Ku0caW5WZqz6LPJxMJ1dlrnLZWX8E5RZMNdzqlA5B9z2JYswyX4MoBIkqRQgGG87RTU9/BEm3HQeiyKe33YPgPszPMM40hJN/4aJPuMinomC0eulIxYzowCA5YtG7x0a+akQWvzTXwFsoqg54PzSFuXO7uyldTWOLJ0mEhgaMzE51iDU6ii+86ObsPfAtFdJ2WDCC0tqFJN+PpplcGAq686lwpakSlgtknSEnel9lOkcVZTr1yrC8xV8VHGSXhRUgpOrwCmHUfjWNPf7bUypUHz6F3uaSzsvKs4tr0x+o5Zz9AXHuARSIXKFS59dOo4cgXORc/FWVqMpVqoLAhPKcU7n5WIK2qDixGf3nrdX1AG4TRnhmG/v/OXRIK1NXi0SV1DUlI3Iq6ewGMA8hMBCD2rQCesH57AwbsJQlj444YpY83072hf+lr/9iLdhOQvA8oe+rxghhH5pjvFE5EqN9arcMXbvxXkyb4iOZhmhHHYxACzWb5bt0W/Ivdv7+0FwPSGoSjTIur9O467PDqTFknvZebkDWX84XBk3aHheKfcbRif1k1zcMG8ZBjAT69J2vq3zcep+nQ4/zrPBVlSIVRYTmDEHHMFgqsIjeqCRnG+HhK80IMwbiaTfafMXHqekyqk0kdEMwKMccbWbdx1f4Fu/xAmx8NH6JfGT65d8adErz1dqmdAjuW6HzieTTfz5+jsGo3LF3Wtaj8IS8PaBRC0CIFhtPSRKpATGVQVivCs4Dia1Gm65DLzbi7zCAlyABPqCmb3DifFdXYUJuRxtHeewoPsCPBDw74KXWzrXxPZC6K8jEOlhM0QsMlUfTfBqE3kQxLNNATA5jdYF79WtbAfgaalZDvD84avbjy/x6E0rCl1je5AZfpKcO6kKdkoEKIN3V7pWdiBpVNUELBraGA5EZIhS8lCcBoC4ioqyBSqlwsmK63XKGETa3rRtO9BEUTt8PjRe6IG+qAim666Fd14ZLrzxJtqOt6BRGEvJsZWU6aMakv6VfJ54t8IYf/hDZf5WvUVby+fpvTGTRg0goaSG41oDgFepDlzP15LE4OoqaKqrcACptI6phs5UybTf7AXZz+0gcC4GLD7EcXShDWsBqgwfrcDZlHaPrs/jRtfndUU5agfUOISZc7OiSE2ynZNcSuXvy/LxyGVl/L9BPkqFyo9ZGkG8PT6kJlDa8NGYTC5VSZxLcuilyGyL+JTFs2/QPGYxj5XNeNWHcCf2Up+FCBWYWr0s5bod3TaeBzWQZQ0ZIzFFfNSh97z4hytP73+zeqaEoNQNJha3KZz+yNj3NnZmaMtsikaKpFVqLADxiHdCwuZjeKt1cdONW7ZBqnyNEExgAPprfTD2DWgL2YhKqVQg6jmH+UOjKKxDGu1WA3bdAGLQdQWN2qeab62/3pdlLE8cYNVERhdUWrLGx9kczqdiOdBlpbhtxXIckISEU8aRcaG609fGrA31R7yjAT1LK6MmL0tT9fnDYsjX9NTmbywFQJeOX/xR0cRwaXfBvMSaJleAHx5FAgIinlOkFMamH6ehw+oPA7CqleDoGKxchHMOObhDfKGy2PzyiRXehuV7ADxrDXgaxWcrGx3o7CidvzpnnobnNxb3tnWbeMWkL1vdP3EAwNN5Ty1oBNCnvyEnsQkONPOfKvzmixt0H4QnRdYVb0M9ZzjSEVK6g6/CHbQDMGuzQSu1GHFMIhfEiy19/ymy7QdAXz/wXjO0vX2wURTkBfkwZ1lQiXQlKVNV0aQ39QE8RA288SbaQBJ8UzZgQZEfMBpRYS+AfXgEdZQM/mAQvkiEeAHVF529pldPZywe1XBbilcdAPDAzl/e3JtXgmUXWsU+6gGJnLnT8M3iHBNxzSVcBIpoDFlqNTx8HMpFC9AJYb1Jr04qfQ4AUzy6FeW4UFGOJzMoSdJ5aQbxZotc9pnfiXDtWAxbNTRUo2MwMww80Sh8AJ5OKJ6kYM59IIrb0NEFK12nq5b0ipdpqa13tNTWH4BIvZkKPxFzcwoAjOEhajGSlLli/4q/Ra72RuEcU2EB5pmM6F+4AB3VpFA5B+JJL4rLZY7eZcWHal6/cDslqKaRHHkACpkWPpxJb+90hlumsTbH3JgZ95HZ8MrbeL6tAbscV+FoBw2G+iG29UTjcmqUKzAdGL+t6FzwCiuI4voYyDif9Z7TSKb9xg1gCPn8OgBSA8mDZORn1gJnmWQz9rbtQsMOAI3uEcXic+/pTW8+neNtf9vYiNlzs/Z8RB3io+QbXZa/QS4r4/89Uoa/b4XKdCkB2Vi8ks8YkEUoo0dglpDVfze2fbYFtQTA4IabztvuuuNsTb4tYI7FqLDk2Kk4vxA4vIUwSMiRLKTZ1I40hTxlUTboOE/vgFUTjcrj137qnj3Cx2ZICiWlS7rXkpfLxkd/+Olh3/olUo8uacs0oeGZFncR2y1gxFP6yPj66Xn5TS+VIhXH/GBTAXZs4/mm72OX2L65eI0Mwu+qV/7xlp2v/OMtKV96srNN7+7dblrxxO/76Gdfk9NquJcuRnN1JRLYb2zfmTKO9NVqTmGUdbd+dXTot63LCx5b87ZpYc54W6nZOwHAfGjRNTUj2fllALq67RUvP3PbP5TneCY3ifcM5mZNDl1ZZ1J3jeaqL06KfNiW5Wp4AXjhBQ/gmIfBJjMNUBwUA4M45sxWI67X2JTDrixJExLPVugcnVBGuTan0bpg3+c/M9RfvvAMJPj7XWiQepHh2ztmizw1oJZVWPVccc6w3OnT2H66f21MR3frj57zgiQN9gBATjbWyGTQCLSBokynHDTGYvCxHHhbDgZUKjDRGExDIyBsLCRBNTWPYntCIZyiHLEcHjEa0e7zTd2AV9ajbXwCd0Wi8Mtk8Edj0Gk1MMXVOOcPkGdUjXlSi0eRe2x7tGLh54K0duTwoms6WmrrHQBg80zQQbWGBoHMmIV7ncPUsSWOwQiI8hrkefDxOLSRCIzZWeiVy2HY+woWdF9Af+Bxatu99Wi7+aa0q2xPDmGB+SVF9qZ/IMy1813Y2n8RuR4v5ColBhYugLV8HmpAHBfj6djipscBEO/+AaSuhdI+2QjiwX4XgOnq9uNrhmz2eaerliToFCF958l5/xDI+kSBsFEZQZRzMVnXD4mh3dsnRIAAGciew3u8UMso5B4/gTydDrAXwiPch1eHIrRHZorIvLwCAHgZeDZbFQyzmhGdN8xCso5JlWuLBazVnJFHXipzUe5m3UfmgFcu6UfJmQX4kMAvZUqmjO5hbrXtCZzru8IKAAo2XNdEabcBKLFaEd6wHvayUvRNd88MMhcF/mNVZjdjbxtFNQFpTEGYOTdrDMC3L/VegiT2tmUbPLZr7nLWWPIj5tFumt+FBinn+mX5mOSyMv7fI1K+YW/ad9L/M2ZBpxViGUDmRLyZZAAk9CpWToPk7ymb/mwhq0vFtn8CWLTZFvGBdWsuVHz/vnfr/AE1Mz6h86pUMZPb6/JYTKwZ6Tg/HjxewGEE4RQ+8Qi/0xfSlEV5Ye14Z1unbW3/oMmLS6BElHqSJEmM5oxtyRAanqNM6SPzruMLlCOudky/Ycy46aSNw9npwADkX5V99rP+BPZWKo17sbkp3atJ5yufHdv7bakCmfju8OJrXgHhta4CcGr/6ltTLsgZdEXdbz5SlLtj38v277yoFp772XkqJLzc8MIhC+G8KwizkoJnpDQfgavnr1Y4fHzMpB2BiK3fvnPH3oe2JJ7N5nVesHmdT/64/LE2oRAH8TADA/kv1odHb8kziW30vjhUo9IjHGPZblkkGhYqgHpLvv67IdWYxyHt4zEHOnNzsNZsmpl1qYmi6hYvxMYLvciXyRC1WjBGUYBSAa9chxyrlfA9Y5rCQMigLLg9UBXmw+7zQaoUegGU3HwTcKEHzafOwq5UguYioM1mOPV62DrPY3TKM0qU/ZBaM6yKRMx3vLNnNYBjLbX1DkapklUOXcgSru9F5nLuQHIMihIFieiFlErI5HJojhzFAp8f7YEgeo1GVIxP4K4LPWiuKE9whyfaPQ3dZ6bciYRibTTirXmlqGNZGD44hZvUajjshWBBvNHp3s7ZlLBGEOV4EQQjJM81PnxV2/EFp6uSEJ9M7xxAtfDMZpD12gKCI5dDgJpAUtzng9OJuboIAqyI4yBjONgK8sC3dyAmKOM0gGMaX9gw/50L18hiJJ8mZKAnnXLrJHNwfPz9E1jTfQH9ky8V/Hroyc/D/MW1q5TDLrZgeOhiqcJVHY2CmcIjv/2SICgpHmAAJV4YwiexLDCMogdexK4Z9zmRf3xRfuniZt81eae13T3XGt+W5ytHzBcjJfE/jd2dSKi2dbUphb4bdLlg+q89wO23QFldlUb/OL3Mxfk0a3s/gkw3tqbLzfqhQATxUWQAgGXZBo9q0/fHVof9cmbiooq1FnI8UpNqL8vHJJeV8f95Qs305aVsJjPIbpAEJAmoF0YQtpfdGZRlG2ax8ucKO5Hg1cUyyjUAln5ErDqRDNSFAJ6VsKns3nz7hy9MurU8wygYLqKgvX6a8vrVr1hMrA1SnB/wPn6AGPbjRNpdMi2kKYtydbmTMxqY7q9+53YpYw4xSuZYXn3v6BYMy/MDHpnx2hFFPt5X1zef0NTv2HfPZlAkmzRpwDyXUtRnRsMsU/je9OrpftWYpzftUGk7p910MoxDEwiXr3gPUYG6X/jtAPCbe15/sQQSg3M4K9/Wl1dco2XDhY8mGV6kMIWkCIaIpM0NGY9Lk/EHb9/zfx984Q+JD7IpSNu1VI2hY2EUjUfRHl5QXKNw+HiF00+NfW9jB6RjncAnUvs2e6qHedm3Wu3v6+SYuDanD4A35uRsyhJNhDvm+MDS1ZeeeJvSxy4XOJZF9+23pLAuCTzeu7YBKDHtaQmX5Jrs/x97Xx4exXGm//acPfchaXTft0AgDtlcNsYHxpcgxJDsxok3zsXm2MQb59gQhyg+NpuQtb051tlN7HWcrBPjkICxY+MDg7EwYBBIIIGELnSMNJr77Dn790d1z/SMZqQRJod/q+959Eia6a7uqq6ueuur93s/j8cVFFEQg0XUakNpbg5GNWpEWRYWlRKrQVQp+PtP1IPUYQZYUCowHYvBBPJu8knGGBBqRnlNNQZrqglQv9gHU9c5NDHBtMmm+Os4ADgrJy/3Hg8X3tj7llNn/OUvPlRR/+7wdHVQ08wGPOmeVwr9IRAxqJpiUnF5TCkHbXPrxExQolHCo9NieNwMdSSSoMCUFKEkHIGH07UeSFPv+XgstwJwuN1wbrwJmxWK+O6Pkfu9lPv9CeykRvAIW5GuXZH8TrWAeDEZ7nOFwecuXH/2bVmxdeL6idxCHG9sPXaiqTV1PN+KhJJNAQhtRgJAOz4B9lwPCtweVIAFtWwpRmuqERsdjS909NxvhMNwOByQVVVA7/FAASLTeBqAReVipkVRVr3nkbuezhuYbqk+MaILvzrJdrwcKXF7cM5aVOANLC7dYPr3A5A4/VRgUWlIK1NdH5jyWUTBYDod+bSOC6MRpgITGmMxmChR8u4CB/CSFk3eSZXIP63eRInYewreGD84dab4SfapRNlC/XGzp/i4mzF86rjvusLj09ch1cShYOi6//7XoxA8f58PQ799AY5dLJt+3Em1ueebpPoKPpuL/jKXZepbGWOz3oftBfDA6u2OuoBbzLitEkSCFG2qCPEqQgt0latsC2D8r2PCqHh9yndzRUHHJxPvxaDJ3RVshIg1IYYnqO3tX84G0HKe7G8jWU3lEIAnub9Twf5GzAxkvNJV/g4kAkddIIC8lvv8C1dQHrHCzB5jlt3VPXFm93DHyVK9108kB1tbxk9XlLinAYTiPD/eDlC7UIAaNKMEKujhgxPdGMMkLs24ZsqgXGjy/XL/weeS7yPb9OrcccVRs6M4an5xUfii7pbAW4bHDnyl9kVs2wzAYVo6ESxqHd0k1wTvucXuOqUwQgGyTTnnwixVjrB9cvsupJkwmLrCQBsH/EAC66QQAEMO2O9CZlDDTxo6QblRJCYuAwDneE6hqaeiYY3W62Z9tMALPcvCkp+kta90inKeOiSRWD09wUpTKKZVPvSzxw7sbcOeCq49gEQGzmSzst3YQO2DF19EGCU1Uow5XfjJS/3QibyBa6M65cTkNzf3uNpas8mUOwPcKaaDQyu+1i195fiNDgDl4hzZlO9N63jkMjODepQmuHLE58Mv6/fM0F6P9x/Dnnc3etfW6yYvXupWyu0V4TDEFIuIx4MCgx62kVH0V1VAh/S7bnw9ZoCFZUsxevAN5IPkQ3CDAD4dgJKLfRirr0sk4Kmvg6W+DiEAh2ZoWBOLAwfvMTOcZ6flKqNEmauKycXDPRHLe07J6LLokeoqmJCgqXQODqFIWNdgWU5VOF9fLbG4YrQvIDHkUiJ5cU5AE/CNbLmeWaokaZ0aMzybZQAeT6n3fDyWwmNjGa7BG7+wmAuE6UC82PyOpBhAnjwa8S+6fPHFRZcv6m45/RZZyAqoNdy9WJDIyyAFEDFPQnvkKEJiMZxaDbTBEJpOdaLZq1Ef995Ulut2oVl5djhH5AnERFHWDcAtEsET8EOt00GcUgedwhs8sw3721ENoBpo//u4LKYzsLFifUwudYtoBiIfky+xuV0q+MVeg16r9Uw50ujIC20vgAe0WuSUlaDZ5wcbCCC8fl3a3QWAe6+8k2qZvS93tUgaY2TqoK1w5djyqTPFD1D3YbcAkMffQYu3CAqJ77RCEmkKx2SKSExMAVQYoEaMEmvXvd/dvKis5HJD7O7CgmCXuzfU5+Mz+s5vLptlvhHWl/s7W/rLXPbnAPhpjd/tzqsIPjN5SU7R6pizpjVwuqg+aMHcAa4LdgW2AMb/OjYEspWUg/lHQZcDGPVeDJrsR/1rRHKKEcmpaWmOJB/ziHbmjpkBfimqPR3IsoJ4dF4VHJr1IEBR7c13SS/s2CK7sPpZVbR+klW7eytzYks/askvLXTTw2P6yG//uHhD6jm4ilSWonzvmbvv7E0dyPSpdaCo9uYHr1nf8AXtydvDTpFPEw6O69iwHhUoxS34w4yC5x6Ugey9canHyQDUbWv+3U9yVdMjL7puH5loLWiIBCRMyCuzxWLUWhAQMI7ZlDcy24wJI5yvqxz52acBwtEdXdbXWbW2+93FK/s6h41eJ2krAhJmAzXCSYMHanqubvFrDhWUNWq9blbr91AvXJ/ihZ4lKZH2lU5R4fd+3xzV0Exq1kqwz6f1tibZTqoZa5J5uyuBZSuB3W2PfBtIM+Hp9p0MtG9JCXQlnuC07aAZ8JVuw/52AGh/Ib4Y0yPNxJw2uDKlzhD0C9mwhQ6V5bnHGutMpSPvHgaL9TIZZEwQ0YEhdLvdiDXUEb1nYT0uDaDq9FkU9z5KPZWOK1tTjdj+l3AWiZiSMAgn+ZbfvgC5SgVfRRku3HYrXlcpocTs4CLeB3ouYGWOIqKm2Yg/5oPDFLBNiuWoOt+LhuqqpHdKL6BWOAHAf01tCcWEbTGVPFzimiilldJQTCOLulkUsCwz6y4iyGICyCBtKDgu8b2ACtXYgIrxCUjdbgz84DE83tSA9SyLAp0O+ltvxggI3bCCK4MfG+cCYS4Qz7oBxPGSJ/icf4dzADzBaaKPcGUGuHMqQOZtCYBIzwVQYjEsSiWoSBSeaBTOgESm6DSrVy7PswdPv+3ShKSSKFS0Aj4GoihrzDHA7fUh1LoSPiSkDbtBFhypzzPev6MaWi/yMq6YRoGoUs6IPQztEVMhuQaqYBB0qo58vAROwnJwCNoLfVhqdyAmk2F03Wr01lTH5ThT3/lyAKPuUf31ImmMEUliTISRQJnrS+d5T3oHAxHVK9zzKGWbcB+QyGI5LhtxR8xBSpInVyjXGdcA6Aj1+eIZfa/E+FT1EIwN264gvicL+4vGZrHsru49aNvXeJ3vL7IA+L9uC2D8L2RpwOWVRkGP+IdDNdMHfetiwZhKJBf56BKJO2yNWJB+e3C+lg5cnAEJHMoH8TY1AVABsFFUezkSSYpmGEW1N2+QDD78z4pjtQwrcXdGClGVYzd8JP+c4Yw33zk8aWD0Okb+jS8ezYeZakYhm1aKEO9fVmnudMvcdWvvsVcMuvXD+mNBY2hSUoUC/4Du3tAxrMMMFZEsLVtvnPA4XsuZCUdlsjzVNPXFhp+t/5/gxyxdTAsjkrAASynBZTyEIHBLWG7aiYLj+qXzyo78/LNS703NYQDO1p6TpruP7Gt2KzVsT3m9ft354wYAD/zxpTv34Y57K0DSbFuQUGjhB+lMbX3kHx/50Y5rRk+0tnSd0xs8DoVbqb30wsrNJ/nAvgztktRGOU8dKs2UtZKjuMwF0mZbHM24d/Ub3ZXln/svgFugQKgEkTMT3FmKc6r6VtQW/wB7ngIwAvb5vSuo7TMm5lnS3c+oMwT9J1xocIptbkWk2Kj3enEYgB0+LAMBzpcA7OWUMuL1uDSAqo7jWG2z4xhm4cp6vLgfJPiwGETxKT5H+HzQnO9F6+QUyj97H34uk8VTq8+kYAnaMRhCiV6HCACKCWI6GgUjFsMcJBQXPQR9RECtAMABQJZ1iR1RXfOtWmf/6SAdmmZoWYEKY2P4BShQx0/i5qFhvATAtXUztjQvwhLu9AEAt4LPYbCTauaDhJf1debcfOpQqdbnyZsymEJ+WvkQOrYnjTvLl0LKMGTn0O3G4NgExooKsGRRYzwRTzF3nQg46cF071TKsz7DtelKEK94DHwa+kSMUDOI5/ttkL71MEiAtIY7ngXp4yKnC6xEAk84DLAsYtEomEipPj84HYYjCBjLZcyEhw7AEwBElEgZ8EdCYWD9dXi1hNw9H4xaDODLacBivH+LPYwzJpcqxNMuBOuLJu0fv65X9eyra0sHB4uVSrCtK3GsvpYkQgI/riZiB0RVldBXVcIA4tmfQoYxS3jdhq6LBXe+8xKdP22hJ4tMkddW32zuwI2px2fjMd4KwKHZXtRp+/6lNREEGXGOjJFUKJaF+nx9uEJAK0xVD8HYsAdtu7ddaXxPbpr3ycrOOzbrKtlfW5zh/4wtgPG/gGUAl1cUBT3wmK1bu0j+cZECGkDkFaspmo1BO/Lfzl68/wARIP3AFgThhd4NMrHxlofkJEXpVstbPynvNAVZidvDyhmaijiLGjwmJyuPFXb65ANrcyNWu1Ri0AVGkZnXKQMJ0nuGotr34Uq85Nnx/LYCcFSUuujxaZ1jrI1yBEMSWi6LBLat60lNUDMfy3Z7UXhcXNs4EpN4rP486MQi8Ubxm9outDhiERHNxig3d54+XbmzThQCQA7BhNFGAKQVADacfbvRL6eZsFTKMDJaD8Bp0eXkKBn/gwDOgXj49EjxrGWQlzuSD/O9TeipdZXq3AdLb3RHIa5SwWecQDy/SKZ2SWojidVzbdSonuY/YGVSmoqGLMjwfFIl2D7+d2ipqiQ6wwJzAShPd+/ln/+FVDrlCiML8G4pzqkaryla/drHNhyDoM1Psc/vzsiFn9uS+o/949f1mn504AbpuN0FAspCAPoA7E4C+ALP3OmzKLbZcUwQnJmeK/toXF/7NiTmh/0gzzsfwKdsdpj+dTdcnB53egoWiR3YDWCr0QCZzwcGFMyRMHwA4PEgoNeDdyDE30evTxBcC0DsYZxUMKIPFxqcoiUGtNT5FW6VDtJoOFB/box4VUk6eodYjIqaWqoGYBGlKNYnV9ZLo5ExRTjIZwV+YP/O7bs7qxZ3llnGvsFSIjokkTjLLKNDBp97MwglKz7u8Pz402dR7HYj7Hbj0tY2nCkphhjEQ80nDjsDQVB+6jvVTlHNXBbUcqMRgQ/dhZqSYkyC9LlqkF0ICxJ0G5b7n/eU8yDdBjIWSkAWAGYKiPr9gEYDmk8/H46IVLSB8nmsITrfEBUrTYAiJg55aS0Kx/zOaSuY+ro4EOZpB6UZvLbx/q04O3wh0Fy2nmLCsH/h+k5X28rQ6bbWMy0vPdO+peOlZu45TiIBxHeBKMeIkcge6gJJYrQeJGheuIhPum7zke6HN+4/lOOUa6OWgtyoJuil7/vxM9rxgvKqg/mbhJTBrAMqtW0FLIAO17NjjeFRRi+rVbFIfW/mZ1dXAjBNDAoESl5/jrwjs1lqUC2493QhePPq2wIY/8vYVYuC7vnnqea8japjpjvU6+hiqYoZD/tGfu60OI8H8kEGwve7fZRpYAMSQDxjkqI05ZVXiF30VEzlAgAjFZgwagM5DhctMnoYOcB61cqQrbF2+hjS8zrjHmKQSWPeXvLErsR3+cHksQznlgMYNVvUTp06qHB75YxMGmE8Ppke729rLhmwiXKqbGLj4t+oPzLcRbjXfNBlWm1jWsocD0bkDZ6AJlhAT6liEREdC4tosTR6AsSLxoOy1EnoSiaKOPAzeBx6h1rvCoulNHPOEn5+L9ZPq2L1+pwuiU568pirrbUDKZ41nuudyk9vw55dNRgwxSB2RyBjxGARBWX2Ql1SgMm7xlFqBXnGFszuddkbrDRtkVrcuphC6mJlUpqVS2jl2z39EDwfPshT80ZXS9Gq2grphP2c/LJtEIDh0BFUxGLw8mCLs/jzncGt79v+B65NeNpHL0ggXTmsbDdyE6C3b0Vt8Wsf23Cs86a4TF02bT6XJfUfV1trKKqi+8s//4ukIM8ZgELgmet9lHoKM3dn5AA2t1NUqkf7X0B0rPn7dwL4LYgKyKe4z+8Feefn2mVAUwMsRzuQywIysQi+UAh0JAJtbXUavvmjFIR1VZ7oHwvWFZVOf2HjuUPlUe+Woy+ul0WCqDBf7gSXMZNPR3/uv5u+oRjuVQKATWs0d/py3Zc7fSZcsNygE4cmly/FWE01diwbPLcGiINhGiSA2wESP/Oi8Ha4oNUwHmHvA8ADTAOSMydLASi47xJtmZy0yAFuR+Lw21Betw6eshLoAJhB6CoBrj4ykIWDMM8ALfg7qc8uasKp4ydxs8cDq0IBOhAAYk4mmrO13B15c0Aj9fg1KlVIGRLLIpTfE4jFkJObAzOSLXUBHwdeTexde3uoF3cD2Er3T5aDog6N/eAeuNpWxhNGbbnjQDfuEOwYJi/QKJBFOw1CqZsG6bNSkLEj2ZPO2X5s6x7/2pfHhkvLJtwmbanIx/p9l9XDuohXvdv9wM05zZ9UY+fkLgB72UfYWfXHOYuPa9q2Aou2rYCnxzi+8tTlq72TnN4plm4H6cokIOe02XZE50sB5YNqs732gl2ZLYDxv4xlemGvJAq6fPqgb3D6oM+DBEhlQADR+94+StkKawHigWB8kON8kxSNDEd1jSaRn3azckZJhX2xgMiZJ/IrQ3qxr7jAc2lJ01RvfbU9hISObVoPMRLAAAC2crqrsw4q86S8jAAwPPvC0t5HvvH6jfU1QZWIgjzGIgiyg3FlbSvwyttF+pYz8iUV79CrznXRS+LSa23Ys3t/svee5X46SnXjlnUVR+2D3vI147KiUpk6yCrzvMcURoZPRMKDMjOAjwL4RBv2QDV0Y7D1Gz94V3dPSQ83+cANtZyBYnMb0RAfwUz1lTjws2sMLlk4rLOMhhXWZy9BGUNMWSmTeDzRUMH3iUydq631MDjP2hxqPuUqeGkGijgFQYRYKABarIEnNZVzRtuPbd2f1z7zkKRn7MFwoSGPioYsyrd7+uWXbTHu3pMCHnN//rohkqsF01TSzB694CmymqFUghoaxu011egD8WoGkeHdefUaaqtKhVUSMaRcohtROBzfCSDeOWsC9HLUlGwDBJMsVRnn99/5+89Ko5Gi/ZlOuBu8gkc2lro7YwLxTrow06P9XwD+jjsuCs5z2E5RSwXlLWqnKHrXtzKObS0g44KjpBiHr1uLjed7UTg5BZlaBeeypeivrIgHjKeaF8D1ACC/bDvm3Lrq6+5Ny5pPAuUUyx765Cu/RrF9Mg4GeUBjck5/ESAvzahDylw6OGUQa2SspEJPhy5ZFIePopmmIcsrk8psWoM4LJUVSCNhxuBxuhXhYAl3bX7BBcH/wkX4XgA/QcIT7gKhj6wF8VYnyymmAVcsi4n3TgFlJXhZ8CyWcbc+BUI9syChalMEAlrNSEjQ0gCc9bUIgsXBgyQbxUalEtbaVhyRF4RXGmoZdccxiqWk4phcEZPQDp/M64Nv/TrIkCZ+IdNOWhN7124+/iFLE9bZCbJQD4I4c0a4Omq5z99CBi518YBZUTxg3percuR1aZc00gqmoFp7Sa93O32OPP3kKeOSTWKWvedAz9cP3tXU+mSmnad2imqW1alM0krlRkmuzKrZXnRG21aQ8Z3njZdLhHB+aZoBSrPb9cy0g3QFEpBz2Ww7otupFUj33WzOLW5BuQtkvNBy5/0OwKO7WNaX7X0t2Oy2AMb/MpYtTWE+ZVkACD2TUwCuZqpaE0h6aiuACZCtRQAYm2eSor1PB5ct/47ycK0GgI1VwtKj9K1tGg3Rn4webl43PYgUj+6teKVbjuCDejhkkygwnsciyzhKWSRnv2vhrjvXoDIfT8NeAA+EQmIRCwqRqEgsErHivBy/De/XuEDPfyCe8JG092Om+PsqB3AMxGMXAkDV5/aF6tF39o/KO75nqppK2hLmQXAb9ghBAlipOMQGojrb9y+tAdCBtlo4oF8fhSQJgAnVS1ZQ28HUFXrDedrrXytT0RtLLVT40HRQGQsFlEogGApGRwrKbVE3yxiffbuRUxyZsy/r9p0MOA+dzhWNOovZYq1P/JFaa2htVQENxs+CugiSoRFIH8yVZD977MDedorqR8pEKfAMx5+5dMKhixToXVQwQisajCsrR81asRgqpxsirn2LABwAMDMz3k6qORjCg0Y9nA4XDBIRaL0OCocTjkgEi0F2iFLtit71NuzZCuBBEM+oBYDUL5IbdNHIbKfNHayasNQdr2Xc352YGfz7PZC+VQASTFjRTlFDAL4kKE8EUs9M9eXr7ASA4iK8WlwU57Xz7/H9XNr5dF7kF7kyDPmPv9T/s8cOEM9r0zagKU2z76RaTeR5YiyveODMnyJiWkGxoEXBmFRCy+VgRGLIu/pEuU3L8qPycAjSSCQYFYmlFkNefoFtSiWPhl9FYhcwPd2BcOSFvKoREKApBbl+qpziDHBld+IMK6NuN9fk3MpoaJr2MIx+0mNReIPf5g55gPtRpdSyRPB3GAQQGerrsLt+j5C77yz3jwdtkRK5vu4WZexyp0/CmJmIQc0yK9disqQYY0ihB5G+37YLV4dyIaxzL8gugpj7oUH621EAlzIo8fA2AsBQ7+uz1Pv6LKjCevjB+AyKcE9l42pJJMJofS7b2nPvLj/R1JpeK57rU6E+n4Nl2ddZlm2x/8fQzWBxULu5IKNWtlAuEcL5pQe7UwB5tpzqbOehq4EVZrsWsrwPAEA7Ra0G8AaS80hUA/gWgA3tFHXDLpYNpZ63YPO3BTD+l7GrGQQhLItI85GyrgoQF3iS60BoMxSAawSHyFNOcQn+npGkiJdRVAdCO7bILqyuFdtgcvlfoeujb3ABkYkJoZBMyKuBzU7ozo2jqIQGk7cORwtP4po3B1EdT2iBlMkemQeVrD0N/K7Ap//+9BOXhozRWEx0cUnTVK9GFc4U8X8llvZ+ljBdLUheXOi475JkBbfoDnRvEQSRtmFPMyczuBLAHVQwHGblUikARFkxIzHJKQCs69djTeK2ZXI5guhBdToAFgdDdJ/ZQfeZX8Q70L2rQqVKidrCAsTCYTjHJ0VHbOXGekoahmzUqufaZda+3E5RzeX5uhL3huqQsUJNx2wBOvzD0xWUgpaplyvMPWgUbsln5QXiebkCb/L9bVxiEGEbhwsNTrHbr2BFFFNoNS+ZnILc5wOloBEcHYe9tJjj/abny251OCFTqzEllsDrciM3GIJKrQbtdOJCBp7pvN91rg4Pcv9OA1Aoj/e3fu+dKjMroiy6g10H+XK+8Dl4c3Pwee7YZ+ZqJwBJahbvdaJ02gqWYVBeYIJLJkPjpAWw2xGXeNvFsizHcf45V0Im53wYwN6hYTzceRYmpwu0Xgdm2VJYKiuSAzFBFhgHASxBIhmRFXN4kbnf2bx3/8T/cXDljcfHfnd4ea0yqAgjJo+EwoxYDFomAzUWVFF1lChg8rryKLCaiEgcDkmkMa9CpZJ7nbynPrMCxk4qH0AN958dwB9AeNEuJMduuARlJIErj4ZW08u1gZBKCrXdD79egePba1B0Yaq2rmOoGYnMmrNZAFywLndfQorMY8pQ4H4AvhW0T7FidXxnESCA3oP0VIn37ZUFgIuausCwumJjiJLp6/0XtKbglFIZ9CtZigpHxBKxKsTw8SVzBcMnv0sxmBhWKj61tSXPq1DLJJGwj6VgzXdYJMgsXhDvU+F+P8L9/lcB6P1vWB1p319uQXMkb+3mYVVF8Pny7Z0HStpmjJX84fPgVGfbtvMeP9JQUlqA9DEx3N/zecb/gQQQbwPZyXgMhK62GmSB/qNM97Zg2dsCGP8L2NWMgubK2gfgiyAD6xiAn1xFjzg/eNFITKbClS+dcjw1V4GZZBSRfjDeCsChh8uph2vAipzeKZhuWIoz5YOovojE4JQ62QOzROUjS08DSdDz3WEQJQN2jrKvxNLez6bA6+kWF0MAHChM7z0S0DFcIAsmyvC/R132T27IBYAYqIj/qL1DtljTGHOFixkovaMoPTyOUqHetbBeM8CQz4chnw8ayzS6yOd2qMMXbMGKvGXB2gKWO/6Xs1FUmLrCHcGKPFNIlxOKxiJBXZ5bLhW52Miz5z3nlt970oziGfrbmcrKUP/krV9Cc9ABcNo/fl1vwff3rRH5gzp/v0MjjiJIUWBVKgSPdiB/3RpM5ZXLNmxP6KoLqTvlSgWmg0HQSgV8SgUJPozFkOd04ky6e8oQvDpr+yA5oQsAMMbn3lGFC/RgpWLek+iUSCDSqPEPABBkZaEKy3DL5H3YBWDvXU/t4ctJroNge7yqEl1VlagCsHr/S5h2uxEQi6EoL8UaAB12O+ISb7tY9r/aKcoDEli+SKFAtKYKroFB5PgDkEgkiHztKyhqfxSsSgUUmACjAfB6AU6lZUKoS87ZXIvoKwODBCB/BACCElm4anyoaixf4+1jFCiS+vU5likmQCtEl7TFkJZrZXr/UEFAJmdkkQgljYTlskgEr6y8sX9z2yv8M+rmyiUgZyd1P9+mAD4EsisAAMcFddCnqSt/ThK4khYpFks+UXnyxCbTAAC4oTGpLvvWFjin//tUzZK+ArvlTLF9sg+I64A7Qagp1Uh4xx/CI+zuWQJovSBzQzN3PAOya2YA2XVLR5V4315ZqgfNG675WckPT3/NVMSMGzxqNT0lMcGEaT9LsZEpY75JG/CdKLaZn0xZ5KRVEBHGYzAaWdTVqi6oiF1WFg5OMuM5hYqwVF4xacwfQnZa8bylP1bQlpfUNVQhY6b+5fz31wDoOFDSllGPPEtO9ci5m+vX9m6ou2XmV22f5P5o3JZSZ/ALQmv6ANMMlJQKkOefNiYGWT7jdorSgzh5AKB/F8u+yH3+Y8yMHVmw92kLYPwvZFcrCprzXG+GQCMZhK/df5UAOT94OZFIMOGd5fi5khRd6fUBALmwWQD2sA+qayHwEAPJqgucpRtU9m5YM/jwJz/aaaooddHDozrm6d8usxzqqJptV2LWSSlVnQPJFImM0lT8/SCN56MpdCHbxYXQePDcDLIr0avoGWMgULwJ9fksnI7uW6ewBkhOLZ5UL2SeuFyC81x0nzlE95n7AOz+8VOHZu1zbdjTXFNp2hgxamxiu2cqLJO6puVaWn10/JjIYy0wP1YcQwb97SwskyeVT3cNV1vrNCuTdBc/8OzNiLBRmRxRgwFetQphhoGkq09kWrFIJwPxdpaAyDVuacOeh/YDI8uWQnr4KAE0MhmYSBS6QAAhzOLVSw0AzcLKQWIxqkHGZEY6ZqNDZXmsfNTK1wnXrUWxXE6yQL4ZvPHCZKxwAIAhp2HqYcYpB60PDmEG/WhGG5UA8LQsRfi1Nwj/WKEAY9Bhmd2OJIm3XSz7HIDnsJP6KYANk1MIdZ8nNKjSEjAyGT4HwOLzYWhgKCkngv7gm5DW16WlfMzWz+cGg+llFD8HTtkkJJEc1/rdkuubGdORg6HA8KT/9SG50RtoLlsvtnrQukTuuZRTpTB4XTK918lExWKnXa1ncnwuf9IdpQe5XwOwiTsiDLJYppCI2TiHlEDqdFKHeQ/XD6tvyhsECBC3wLTm5u5DxihNRd1SHWXX5aw2eF0+ZShQCsJDnwRARaMoEIuBSASxnzyJHNejZMcDmd+BGEg/LAHiDpgpMAAA6C5JREFUyZU6kABpcZUq7KT2LV1T2X32jsWb0zyz7N7HnVTz86V3P5ETsuXnBizysFwqlUXDMa9UHT1RttKTG7WOuVU69hvbv2RJWpzOxqfm4zF2Us2Tpvw9Gr8bASAkjUQkjaN9sim9Kfjsxr8DMi8a5rPAiLdluW8kXBgwF+tDDvmPTv3zbQD+dKCk7f3oke8VRWJpgHgaE8SgZGHpnv85EIqpDemfY7aed6HjjU3zPcDHjrAsk+H7BcvSFsD435hlEel8daWUZho/ePWCBIjyFgHpL7p5Jim60us7+Q9yYQ/mwr6PZXfFPcRc8Oacgwo78V2YLSp0nS/ApWEDikxe/OZnv0ehyQcSk5LWMm4VpqojQKg5zbLdc0lTZfKcGmPObBcXQisH4AMJdgsCeNl154oC8HxgMnzqw/m6ypGff1YKwo+uABmsZ3D1kXniOsO1yZXoZG+N5GqtkmkXFdMpQYXCTAxAsNLUojvY9Uq6cufwIqfWP93ioRRIqCu4Ny27VP7J/1SXFqFYrUZlLAaWZQGaBlx+kX44v+wyyIKGAfFO6wA8+Mc1dzy0BS9VAejuPItSfwB5Bj1COQY89Kmx95W8I9UCSChOBAFImfoilXTKxSi6RuIUnsVN5H2MsRQe932F37lxlq4bNrlH9aD1U/z75+R+p/M26wG4TBWy/PzP1HjM77nLXWYfq4WHASKnAdzfTlEjILEgEQAd33wAay6Pgv3Tq3F6Bla1YhRkm/oM0jwDuz35GSC7RfTsW/SZAfKHuXOCGsb/9opLXSEA+qIySH97AhbP2vrNMYXcZfvq+s4G6ysbRnLKJJO5hSFxLBJU+31TEbGYXtF3JnWBkG6crQOXpMeiy/GIorEPqRmfk46EDoHsICTT7jjPb6rU4R7CzTYAcDpgaBQhxuhdLvnopCg0dLAvn3FEVFNaReimsoCisIDsStodqDAayHw9MQm7yw0FgAcGh6DNINMpbP8wCL2gBQn6wgyVqrqOoc0A9p29Y3FSPbKSseOejYiN5ttkxukmNpwXFEnFF021DofSGNYEvKpCy2R+zcSg5ku//5kcp7cL6THZzGlbJ3ILoypGO2jwOIsoNmrwyxURp0YXuFher0KasZ8bq00g4gNWzBGsjcS7YrrWdlw7piyhXVJ9UB92qr7a+6MbfBJV/6GCm64siP8RtntyZN0rIIG+2Lbzxe8ivZrKfC3dGDiIBBUs6TmyLDCPXfopJGJH6top6i6QTN3pYkdSFXoWbJ62AMb/hixL5Y8r28rN3vgJUQRCT6kC2S4dAFAPAhjmk6ToSq8PzAays6f+bC00+YYKTQNJnjukWbwIJRDvuuWC94ffeU1aX21LeOML2W6A2oXZJ470E0s5dsBMWQCU7+eBR+GMgXi+cQUjAD4N8h6/AsDrXd8UpxRR4YiMqSuUjvzs0+AS+XSB7HIsBhmszyAZ/GZs+yyyRGaycsf21WcKvv/H1QAQ0ygY8bQLVJTNRYIOkpb7nQUoz+j1miFPOLl914gf3tpqaCUSqEQiyAMBsFSBOvj79VtcIF5E3rvjApD31B33Nm/peGl3TTW21lQjDDIRpZ1AU5VQuGsLQU3a+rRTVHP5x69vFQXDxlBJDuP4u7Xwr6yWOT+8KlD8L79x0X3mEACqoQ51RgMRZL8QaRg4GLrVypehzPXTvqnUWL+M3manh1aVT+QU5oUrqwMFy8M+0ZlRdvDAlC5Yxmp5+UeQCfd6APj+7uSCr23FcF0t3CCe1bTPwGhEAKkebBL8CMzSx+ZImJMJIPPB5Z1IUOpc9XUo3cWy7Zxy0CgA1vvc25Py9wZEQ11BU8gZMqglEbaxibrcc02DLp6kCdi7n1w/CKIgoQfgtKr1lml97uWIROoLSaRut1ILWTSkbRq5WGLwuvrxCJttQrD4exaGRK9AIDhmpahLz00rY7TcL9dL/J4wpTzyDmLXrUGsqBA6sZjsSLAs0NeHQa7uOQf+hKU6HeoUCliWLkYvpx9OFjepSWcSsoxOpFGpujSAnDN7h77Ye+fQMN8O89Df3grAEROJLUGRXOGRan1SlqFLnePqGCSBRZPnaVkkHHErtAGj2x5EMj0mmzmtPEZRFrvGqPAoNf0hqUzllylydX63HsBFAEnBmylOk9dBFiI3g8QtZNIV5/tyoyoacBYEpjwOma5gms6LBsW06z9PfH6s/psXrxg828qNY/F/Zg9czcqoHjTfX7ymQoTYtTFKbCmXD/UWySf4538mkwJOtrv084wdWbD3aQtg/G/LsvEQzGfbbd4m4KTzyg49IAOlmPu/EvNIUjRfy2JCTrpXzD2oZBzoU3YhAiDbuUMARl98rUH34msNBswMjJ1r4pj5fRnkKMbNIFlXE95yM7U7DsizS0qUauNIaCRPAKiFQE0lVF0wdf7iEyLuOyf38QDI9qUjVQosU9ufYp9HW3pONQ9CPwoiz8kjwlP7sY3nGo642lYaALbD+OzbjVKzQx+qMDHWbasO9r/+IF9uC5I99gKaxayAfD7BTnvdbjzQP4CTxYUoYVmYvD6Exr9084WL5fVLkOBrA2TBSXTEZwKa5lQ96bZHngeSF9E1AD4Ows3NWB8eMIi9jCqmoi9JLa6Cgkf/oJz66l0DvrX1p6a+3lagO9jlAFC+ZjWa+PN+6v/COWHF/FYlQ+tn7BKn9TY7VFpfRCwpcqh1Pmkk5KeDDD3xnl03bcqf9JdpSuSXbbwayBhIX1FTFPJkMsCUB881K3F5cRP8IPS0Q+megUqFyjsJmSMpY2kcfM2SJjzjoo94XjeDeHGdSGR9PQmg4NIAzp8+ixKvF5vVajg5TfFLAFHyMex5d6Ns2EK/QQUlJstUvtSkCEkVEqd0wsGctyuWjS2rPCy8V6vGIMv1OFYBcHP1UojZ2AaDxxkdzysyB2glI41FEJLIMVhQblpxqSvrnUlh0J8WHtYLNfvuO/LJIilVQCmAkFgsUbGhoFgEz+kzCBcV4oJOixYAsDvg6e3DKRCPb7Pbg1h5GcI+P/RHj2GNWIzumuq0ae2R8qz04PIYADh9sQ+mo8fQrFYlZf5M7PjNbeUARldZjk055fr1qrBbpg76xPIoI4lCJJHFQn5WREkmcgtcJVYzv2ji2yybOW2kbuyS9GzNEkIZC4d8Kr9PYtHnukEyQne1YQ+QGHtS59JXuTqTwE3zrFljTQCmdRE3rYu4bQA6ml3neX30q2J70DYJolRkA9m1eHgb9p+b9SSB8WovbzpvGb8773dGd0Sjv+BvXCOlQt15Mmum5z9vS4kdaQLZYdgHEjtRAOLcsV+Na/1ftwUw/rdl2XgIUic/Xi9YT1Ht30IicVDGFPVZWDOI1JwTCa1bE8gE3QHgOmSZpOhK7H14YdNZ2oH+4kBOAMkAaiPIBDCONEojc5WHxMQx8/titMAIK2ZfZMXlD+dRN947agDw2TTfN3E/+0C2HHnLuJOSJiNn2t0ajmoD7rulSJZhE8pg7QXwgKut1eFqaz2CBGB+Q1CugTu2GUTpwQIAun0nd7Rv2c5n1pzhqZtPsCS/0HC7sdXtjm/b7z31me0A8Csk9PRp7icpiRCAjNzWa3pOek80tQonfl6xIp3U3UzKmVhkAcsqRKHwgMjH0KbHXwoMra0Pem5acmYXy7ZzAYqXAYBh5SP/6f9HFwQ8+9GjFZblnz0OpOPep4Df85VNyhP1yy2144PRXJeNtupymL6oUeYoL6FEgaBecG+XAAR3sex9XL0fBhkD+IDSfgBPplvA3XUbpJUVyJSxtHvGAmcuS7R7EASMK0AoFh0AQgODuNhxHKslEnjUKrgiEeg7jqN0YBB/ePdRouTjXVuvC5XluZl3enOnGDHy8iVUgcvJOIuM9DilH3e+OKTGJxLv/Xhu4ZpcT/JGX1QkltLhIBWQKxhnn1s1dcyWy9hCtKxABYMGLVWY21LjTaa+csfDY49t2lw7/cbKUG7JcHHEWUAjrKTsvoGJSZwKh1Bw522JhVjXORzhlG/WA2CjUYxeHkNvgQmNYhVMp8+iuKY6bVp7pPQFlvvpAGA5ew7rFQqwIlFS5k9gLvojeTY7QLj08hzWzu78x106p0YvAYCKieHYQ7/8XtCp0Uecau1oidX8XrHNzGf95MegbOhJJpPLtmpdV4evv7ha5FWq87R+d+g/N39mHEShJ9Uyz6XmDFTCL2I3foLdAJ4AcWpYQGQ4eTWtq+Lw4ixf8PsjANr2oG39Nuw/meX5WwE4zvpWOCVUxHOd7q3GPJnFdClQV5wns375ambIjMeOcNZOUXUgzxwA3trFsrGrda3/y7YAxv+2bE4PQQo9owZkEMwVHF+IuVPUz2Vx7hwSvMJpEL7kEIA7r6J6y5/b0g70X/veLV4ke05oEC9YIxKBqOlA61ze2Jnfx5CLjXg9pZwrohal0CEUcxzOmzLl//nspMylWSsHmQzDSKQH1wMAzFTzfpLoSNsjayh9RXGzq4tecgYJ7jBfbhwI58KyshG9PsnxkQLPM70mcRn9cuQyE/cu8566NLSQxzJ50dME3D4mBPVt2PMQyE5QHkg/70d66bW0bXFt78nrTzS1vig4To/MUndCKwcwquga6fWua1gTA2CQR8Q5l/ubPvE/j5QU2C0HYdveDOKFkgEATQV3sxAdFtbHdiH/l7Q+CGRalAjAL0fFEL21/AZa9c5FseF37+Rq+2xS1ajXFDWqhLsDqX2ED1JkQQDKkxm92Tupp5BYKGasf5pnmImaxLd7J5ITnS0D0PfyQdgjERwrKUKJTAY9FYJzyoJzQ8NoBtAsnXINKc6NjgeWlDdSIkoRkss9U2c8Zqsn9LL1k42bRe6AS2p26IX3GhVL9CALxgZwNJWJnML+AvtURaDHahj5ky1frJREZHl0VOTwiQ51ouJZimqezYucLt4k//GXNgPYF8nRlDqisXyHXHtJ0TXSS/cFLAD0ebnoB3A7AHg8cB85iksgQNYELlOn3Q4LB9ApZE5rT4zvCzupbpA+vx6AJRRCqUYN7+WxpMyfiWeWPnAWIIu0WpD3puaZW/9e7tToxXwBjJx26hjvWR3j7SqfzjCvzbZbkrwAfl0RDrYsGe7JBXDwPz60o8OuM/4KJG4mlac121yaeUx7hG1/7Mv3/+Ra6bsPmmOFJhYUVkrf01RILl8Nb/MlAP8IQpvh36cnANwGMpb/KwiVJhuLLzZOea+1nPJeG3/+/667ckdWmrEyHjsC4gVfAeBn3LVYLCipXDVbAON/ZZuFKpFx252nZ1BU+49wZSnq57I4dw6JiY8GAakOADsoqj3JYzlfcD5but6rahnoHy++1nA/kgGDE2RA1As+mwFa56TRpJOm+iTew1q0gMuaB7LFPu/I/DReah2IV3e3gDZSAdJ/AOAUyMLsAVy5YslsuzUUgA3c7zcB3Mp9n/Nw4Os//YJIV2KIuYaMMWfXOuZd3TrmXQM4rnwb9nyPuw8dd2+iXFhCTeipkiLS73luVC3RioKqm/Oa/UftnlCfj18gbeW2o9N66zMl/Ug9Vrj9vh/b9rZhz4wkQmmAYdq2KLKageTMjU5klroT2ggAA91ntgDoUDQYV5a5zDUirchbYJt6vdg+GUaygocbwP+wT8GLGd7KbZj5WVobASBVHu9vzf/h/pyYlg76V1YHVcf61IqL4zkgnrpEkFsyGHoRif4zm6rQnE6F2XZcZml33pPbCNK+LIDddjvuBzDY406Scot7Xg0GBAtF5gZZn1k/4oTH64M7HCYLR7GHcVLBiD5caHC29pw0bTj7dqPG5zHluawSkLiKw3yBBY6p6sGCcs30m8OFtIKKshoZxKKYXBv22awRjDc24AnspIb5tsg21Xn+4y81r/oMfjL5Hh7Vq7FIXoQGhwRT4yMY2f5hjIJbiHl9+Cn3bMqRnKkz3sZMXWEgE6UsbgnKzzkQQGjKy4VqeAQXOFAfL89oRIBT0xEGQRqQkE80gfRLpqe8PvRK6y1KeYhBUEaEOCJiSRApakzIlEwpff9NarOLfeg834tldr9k9VtfXHY3SGzTt0G0r4U2m9PkfmSiLt6HZuCxzRtlr5z7lPKp0lyR1fR66Ga9h9E+dP8Tj72v+Wkb9h8FSXbEW/8etH0GBJgDwKp5FJcNtWdelmGsjMeOpLFdu1j2rSu93oIl2wIY/ytamoBNHfdVUqKXdECXO5ffKgoD+C3L7rIjuxT1c1kSdw6JrfvTIJ7QGfzn2dLpJpmZavaIVTvWiZUbQyKZdZQuOmNWFBjApev9swHyGQN9e+pg1gvgBpBBmcIsoHVOGo1Qmsoc3+LXgUxaCu46/enKnsOEE5OQPvREG/Z8OZ1X8Qp1r4U226B/HXf9XiRzrsNrmXeX90jrdRWR0fHiqDlp25sD0xXc/y6QCbWkDKPRCCT+KCSITfiVMnl4kI3EovIl2kYOjPOLgPkoCmV1bJZyhGnbQu9zH2se6K68+dRbJpNzmh7PLRL96ZpbDAMl1TOk7lLKiwMGus88XRU2RyMRmK+9Fm8VJ0BRXMEDwFN4hJ1NZhRAeo/zCmo7AGxtLtC3uG5fViGZdlMxvTIYNullFMtGYhrFYdHwtA5E2nEf+AXmzvQByxf7sAMJxQbhImef0QiTQUdSsy9qwpn62rQKFvN5hsJ2tyBBG3DgEbYbj1IZ+6jRCFN+HjaIxXCHQnAZ9BBFIigHMBwOg1Ke6B8L1hWVarfVjd399r41boWGtRjywmWW0SEQtRiAUx4yuWyxjkWrdva7rA8X5EYNGsYvZp3MkNsSGirIR73TBSlIMOEmAPdgJ3UQgh0EZFjMqU1oufXTWD6uh7T7FIJuF+Q5JShasxqO3Bxs545zFxbg0V0sef4C4KQHBzbD+brKkZ99Gkjh6rdhz+79O7fzbVsO8u6Ng1CoBgCguhLVY+NYDOK9dSGZ+29CIgHcapAFkQMEpFEAIkGJpPZnmz+jY0UifPTN50PPbPqEDABEbEzsyVFNnN3UhOLeyevVVi9oX+iYxuabmfE2vcXbjOO1r5HLwAx9e3tBpNBgUh29cNnwhxO9Yz/6RNJJszpNzJn7C3e842Bok/NgaBO/uNMDaL5/7iRFs9oetIm2YX8qpYPN8LfwvDS7EvuvZiJB3tK9k/HYERDFJy+AEwAe38Wyr7yPay1Yii2A8b+upev8QwAcQhm/VOOA+HeRoB+4AHxFAIjnSlE/qwmoME9gJnfuViAL/nM647h6XrGiLiSS2mSxINXgu7QaQIdZUeDIqowMNqf290xLHcxCIACZ3z7MuBCap20FeabjSHj0XADG5gjOTGeZ6EP5SPYqUsKTUoEm1YNmiug6lt91dF/ghz/7OurH+hSYqYkOZPYwvQbgX0Am/qNIJBcBgIApaqEt4jz3kLS8sThqtoyLC01DkrJGJRsoBtka54NPaZB3QKaAvzwCiU2OUEBBhweoKW+M1UkZsUai58rlJ0xhO/Bt6kTy5JraZkJLRxnJxtK2RbHNvO+B5//j3sGCcpiN+chxWf3/vOfH9mdu/Zj7RFPrEiRoOFvbsId/HjMAg0YDeUM9DtfXJnknTwKYxCPsfdncYDqPs/qN7ofD+TpIp1xDsklnl/b1Lq/IG7zNt6p2WhQITxJaRJzHW7qLTVJ6SNt+F/pwF4AjSB4HcgA8aLfjMMsSBYvjJ3EzWBysr0Mq+JrPc8maGsbUFsiDlaYWKsrmWr606eBXD/xn5YXD3lyxGLk0DV8kCrdSCVuOEaHhyyiVX7Zdcm5d9YcPSYe+6BDrpTGRyNI0crHX4HPzu4DFIH18BMAvt9xxoPvsnVTzJGCY5Ore1ID1Pj9YrQY+ELDKgIDX5cgiqU7pNdChF4riakwXN3IKJyLQmEYxHMkLsZRxzguB42bk55+VcqpJwmeCa3pOpi6crgUBVvH4jJpqDIpEUD/7XEIOT8D9L+PaHaPjUJw7h9vMU3AWFyF/USM8hSXI27Nhq/pyfhm16vxxdvW546JnNhFwLI5FZac2N5cMVZe7321qdQEwKRFYM43cN3aljvXpqTDxNjt7Do1yGRhmaRl9/p478qlAKFj+2Z+/GtWrNiGNzeI0ydprvmLpcdN1q99qUip9RXtInq957eCmAOl1e9B2AMCTAIa5z54QHP52hvNn7CA939S2e3vP/plqYk3vK9Yq3TuZiB1ZsD+rLYDxv65dKVDgtWN58yM5HbBL8N2MFPXZGAfIv4zEQOACAT25wBXzn7cCcDBiBR1wUZHLVk2uKBpVsWL3bRPqsleK6kNXApDw6meprSUr8KDaBBlFwTJ+FlL3+OxKAFczK+ocJtxi50EWhSwj84U0phXPF1foWxVSZYWsBOnpQ3MuZvgofACOO4/uD/7z7/59Q3fVYgDs4fqxfrL9nEvtbrM+D2SY9EEmrV+A7JKcAYldENYn4hAbnNqYW+EQG/Xj4kJTj6xhjTbmZn0i5QTI4iEM4kXkk5FMhiFl69F/EIDTfXeeyfZ91xpKJpLHoqyTO4afMPl4iWauDfi+qW/DnuYUr/+8t3MzcpkzcVuBrQava2jFpa5OQTH6T77ya+mJplY3dxy/VZ9ExUgCDAnpOaHpxnMKA/84F/UgYTMW+LlPv2XyLy2H7iC5P04xZVz/cqeRa7dG7th01Km07Wcj+gmulGNLQCgVTocDcDiIgsXQMNKlHs/+uWShwNJOUbuZusIdwUrTzZFcrdWxffXrVQ1ibdl58Vo1K57sPxuVeTxQGQ2gr1mBI9VV8CUtcHZSd2Jm1t1BAOE0C6EkMBeLwRQIILyOZGXg30u+PsL3Mi0ILF0J9tVnUOF0AlojmMXXwlpaAx/y4YMDT/PXT0Mj4EEkH0eRlqt/be/J1IUTv7MgjI/RVVXiTNJCLMH9dwJQjI5BfPQY8pUKiHRaTNkdsHS8i4rqbYX0H9a2SZWMH59++elgWCwBOGzh1yjCQznl7kkUNosQY0SITTOQ66QIP9iGPf3xfpw5k+g+czT/3q7wUtNw9GJtnpyJnPzGp4wxmVS07Nu/Gc65MB4dX1JejPnY7MpV8X65Yulx05Y7fr/G7dWwgYBynL+nbHdwMwDp+7mfVHOAUNJSLeMOEmug0njq0zrXs7WrTn1ZsOxtAYz/de1KO385SNCK0ISAmMJVsAyA9SASCwEhVWKKotqb5wCz5QBGGRcVnppWVyLKBiVi+NWSgOpyt3I9QB1C/Txv0kw1Bz14UGEARBJMi6VQVF+H5oG30e0enx2cziqNaKY+AuA7IFKOMpD27QLwbyic1/bcFQ9wqTSmy79wSqU68Wq5SQKxUjSGZPrQvBZEAJwfP/js+qCMdjNyBbpqljbUj/UfBoDx6sJUT1p80udoL58GcA33/QnuWOG1JX9U3mH5sPePSw1Ru2NIUtaojblZbcxDvaDa3IOEN9uEBCdXr+335q/oOrNe5fDLQirZ9Kkd+aMjh30lnpctTgCOqa/ccWTssXu3gkghrkLCG06D9PluzFyQzGs7d04uczpuK0mXPmNR7VRp03mPkeYeM96rQ62r/PGHdmhAvKw0SNstb8Oeb2cA5DMW+LKRaTpYnS/8yASykFKD7FDEqVOraBxBrkC6sRndWIPNADBuLJBPGk0tYpbNHV0edQRFU1UcsI+XG9HQfs+tLeujGlov9jBOxdnhC3T/5Kze7tbe9+Truo+1aP3u3HjQaiqFYQ4FFg6MWkDoc04AuOW5f28IyuQ+TZ1UeVu+lb9PGsTTm/oOZ/2epu5oUCJMrV+H8bISLEZigcLHh8Tfy13fAi72wXuhD9fb7IDPj2N2O/b1vIgHc2iwWj1i3qBU8dobsoYmjSFUkE/5gxpFQDAkzkXtSVsHLqZBuHDiE7qZMDuNii+vF8Ca873IUdBg5XIEKQr0xCQ6CvOh/u8Pf64yLJXhHw4+G1TF/PZL5ZVWcAonUZlYZENOiQgxRowYAwAxiF1qePOQ/B6krdvFSN1N/+j6GT6peBpF0tOx6YZKvXlVo1Q5YmUKjl4IsWtqNrJLK3sE96xow54WAJf3Y1tmyb3MylXxfnnd6rea3F4N63HrqIa6nl7M/f6mWmqdXgMZu0wgc4oc5P07CODRbdh/OU0ZaR12ecx0C8jud/LiRSiXO3/7c1BfFixLWwDjf1270s7Pb9XzRiN54rhqKepTAasAIOaAeCZZEHA+jrm54yMADD0dWoW+llWGQmKlQhSMuCmVX5MbwbNfK8aX98/7Frc6RiFT6DANFoiGiFeqeClK3ONXmIzATP0LgEeQvKgxggCWdzBzIp/NhM9YDjIY5wI4CDPVnHHgNFPNz/+86Ykcgz/f6lBann1hae+Bg/UDAKColK5V18rzcGXSW/HBvdBm1k8ZC1yySAgepUbPfe9y5s4JIm/i/jcgvaRiXp+8fvvTok907nJ8//SUOO8Wn0g58YJqc89JRSvfH5PAQPNAd+XHX/gdZOLgOXuJvoSKsaZ1/ild01b9Q3W/ZPamgOQukL7H3/Mk1w7TAMqTPNvs8yMl9z+zL//xl5oxh269oI6O1p6Tsg1n377e4HHoA1JaJI2Gf4mh7efGcwoDT2+6ByeaWuO0nv0ZQNBEbiGQOfX7DGt75Hlc03PSe23vyeuLrGbofe5jP7/rk/6eysZaJPSuaRD1ih0AvpBUwE6q+euLV1VofJ5rPSqN5dDS63oBoEDjzpX2TchVDVg/aUGv3Y5GkGDxfu63HoBLQyFwqwqbIZzgu7EZwL7xuwpvmjSabnYrtdajzatf7y8Sq/N/dGA1AHCJgnRRhUzsX1FljMmlUZGXccXkUkWguWw9KOpQal35WIZrek7uuPPdV26OUpS1wG7hg1aF1I709IX0fOMk4GLwOPQWfe54gcNSxbUb77HORQr/9+Ab6B4bx79PTcEUjkCmUMBbU4XL17bi00VpLpSyo8H3TX6nCkgsksm4zB1TXwdHfV0iEPbHT+ImX0Q2bqphSyg7q5VK5JTCy0am3rHR0lsbnF+75oclh3rQzNEP0gEzOYDN7RRVvqiuMDDys0+XeG9qHgLgWtbXWbW2+93F1RNDcpAAzE4Alot9wMV+UP4ADAoadzXU4VgaGhGQGLscAI653Nhq0EPi82F0bALv2e2wBP/+Gu9ES5PI6LMzarn3/InlK+CRqtV8ARFIYm5oyuQImcUgdGkpwnQQ8mmkJPVJUzeXJZp316HQTUcOhW7qfDqw4XarUlYPQO4vz6X/9NZDPDVOqCrZxNXzkwD+J82jm9XYp9BN3UcylyqVvqJAQDl+S+2rU63yzkbayqxmxLRrQFHuSEoUn9lS69QH8s6VbsP++4AkGst396BtBDNpMGnHlurACD/f85/zv6+Y6jmfHB8LdvVtAYz/Fe19UCX4QZIf/I0g4JgH8Vc7RX26e34ChLpgQSIBhx6zDwZ7zRbVw7ZRWYnLTXkqF3kUWk1Qtve9ltD+5wq6u1/XZSvVJ7RypRHTQTdouYZMttEwGJaFCURLOqOlKNmMANjLTnw3COB7ICDRDeJpGwFpYyVSeH1zyrMltkR3gAS+Wq3Qnx6RlS0Xg917IPD1gycUrU8mncNx60WiWL7NoZjWqYOKf/ni22sAdBw4WD+o/No7RV/8+EVjvsNicqs01OsrNmg665ZlK70VH9zNOYVOnc+tmNbnQeP3OLnvdRPVaUGkHMBmLpvhNVlcB5PSwr3FpomHOYqFcEKxgPSRYnDUl8/v+4XU4HWFAThVrsl44FTuqKMZd2AvZnqZRpHgise96yDgMsmzPfbYvZvHHruX10XfitmzfJa39r4XvPvIvtV+Oc1EKHGk2jxUERWJJVaNYXi4oHTV5ncOgKWowycbVxoAPPDHNXfs29Lx0mbu/Pii+nhj6zEkq6wAGbyt/GLjRFOrg5NJ5BfmS8GpVXCH8r/54EK0U1Sz0YgdBh02SnM7/dKtTeJiWVh/z2u/vTEqFkv7VutDY89M+2QU9GUlWONyQR2NwgvgPQioU3pxWh440I3mfzz0RJLXGY1Etz7nl4eK5ZdtYQAjk19v69QcOr9UMu1CTKOAeNoFiglj7Af3pFYXABfL8JvtyeUmjIwjmegLQrCesCTg4tAYnNJwWD9lyB/Id1r5RQcD4KDw3HaKWg3g1xBIhfr90HWdQ3PXOTyOp6kbQLIPp49JSdBodiChOnIMhPYjpFbN8PyqckQb3ctMITOCEyoTK9e6fbRaEZOOTao9v6j77quHCm6aLTkOn2PCBWCU7jPrqj72Hxj5+Wel5YvlSz765gsVOW77OToS8nLH3TAwiO5jx9GsVAKWaexzOBA800WoUbseSWnNFHoQReH8+V6MuwWqNWaZ3gkAdpWRfuzmL69IKQEMFHlnsCKvMjygUNiZoDgWValoX7RXVP8edMlJfZAGdPZH6wDAlb903FQ+HSsZa8mK3fe+jH0K3QC69+AM8hlLTZO3rzkcEzOMSO4SsVHdYu9FHRyzOFISNutuSyY+eAoNJq3DLjdkd2EeC/1s7Srn+FiwedgCGP8rW7apaYEZ4NEL4AKIp1UCMvCPUVT7l3D1U9TPuGeKah/GTI7l7INBIdv9uXv/bmzDumFvmcEl735Lb//tHxdbj50qiyL91nE2NrLso5Ae/ncSQChTgYmEoAs4EMIs0e9plGwMAB4YHddKS4vd/HvxRyRkAicBlKKQfZUvI2t5NgLILQBeGhcXynpkDWskiDDaqMu2lnl3+QlFa+o5WwE4YjGRJRiSKNxeigGADy/rWFl67IS8+cxEsWMiNh66vcpnrI3lffTNF3TL+rse2nLHgWz6UXxwf3bjxy989Xc/Wk8HA2ge7O4Ex8s+ftsMEJk06YMAuCDIYocHc2Ug3iggOQNn0jWRmFBiABIKMLbtc2lTp3qZMm21p+rH87/Tqn+kkdIbWdd9bJNfTjMBWslUTQyVMzI6IorFmKhY3BqSyKdCEgYbzhxpONm48jAAPHXHvc1bOl6asag+0dSKNPWuBCBtS0q9vo2n1/D3LaR/8VKnM1JsAnEe8cORCJZPWyGHLUhLf9IVkX2m3l2iDhdLgv7gUlXwxeplYZw9h0anCyatBiKHE91MXSECS8rXRzW0XjpuZxafuEADodkm+CTPpXvTskH3pmXhJ7DtPgBow56nAsvfO2x89kiD1OzQhwsNTvsXru90ta2cbZGd1iMquOZ8VFeS+tlrKzaMbTl6oLTAPslnQuX7yJOCttsK4ItIAPE2kH79GIBPgSx6HgF5Fkl9p52i9oHs0PDP/Mld38KTSPSDSST0stNSmYxlUr3DGpryKSTOS3n1JokhZJd4ffJwi5I5UNJmMakn8gs145vbMFyu++PXAuWf+68S6ZRriGujZVw5neAS9UinXEM1W37o2PUtWCDwnA4Moqt/AGsvDeDOcAR2uwMdHm9SIrC0ThTq0e/G/67Hhd478WKJrIyu9q+sKQHLmvwabVYOFD+j1ObJrIwnqPG8O72KmQ7nN7rf1T0dF0PNADr/yGw+lrfYXFVzx8XmyR5TtOX4mKdyx+/9YmkU15145w/FA+bQhZV17Ndfefgr3LmpY8/7sb0lzMSvgiIpG6PETIwS0RFIKX3YnY4Ol/b8dHVCwmkyZ98WZmuFYGxRxIJbscDv/v/KFsD4B8QyyCD2IjHB38f98JYxRX1aj/D8AxeviAv94msNihdfaziAhOoA792fsXWcpe2t2YAHAHR3/halfjvyDKUI5VTioU+9N6vnIu1AKJNHP8b9HwNQDTI5a0C8k8dgpigUsuxsZSDdQP0uWrAHBnmMqWsouRi1b9JPepZrfKaoRYeZwZflAEaXNE31Hj1RtgYAzGd9Yu/h6ZpKPR3WKMLjYWskMPWLXrp2NQ7X1yHUONrPe5Bnte8uomAtr/P6jHnX2yrq8N+LN5z9zuHn7PVj/Qpw4OHEbTNAZOqk3wlC2VkGwnfUIZkalWRZyivO1Z9Sv+e963UA7uI+OwagCITGIjQXd0yq11cK4Ggb9vD3fgrAJ7V+9z1updYmjUUgiUZUAZkiluuyTnqVmippNDwSkCtg8MSTxBDgyHGa27CnWbfv5A79vpPP1K17EBCJ+qa+eqc0ppYvMT5zpFji8OZHdSqTY/vqM662lfEFATIr5RQgAUwdIO8Kn4oeIIuMWokYcpaFPxaDJOCIqq1P9UwX34PxeFvVAfV1JDHM4BCWPPWmThtYXLoiJpW4JeP2IMWEddi4mLJcGKkyjRMe+MUgTOdDWOaMQV657d+dtk9tkLo3LRNyxHXX9JwM4DfbdwEo//riVRWvrdgw3rnnnw8LjtGD9KtMNutzHxxCy6lOGDxe6NRqOJcuRm99HVIpDgBm9rPOumWXlvV3/WHZQHcSRQmPsN2CYEg/Erka3ACGd7Gsp52ifgwCxgGSqGUEybuAOSBJcw5DCNAfxe4UNZpZ61l0s87Ztz9MsZoYLdEFGdYXpmPOIEV/ppnJV4+bbg/u33jLqTdlS6bPLbPo85g3HtscYL77mpTuM5eC7FYdRjIVccbiiZMEbJDLMB6JQOF2YxzE02/jzk3rREmdcy6iQSdt0WvWNvfXq8Ymo5FczbR/Ve0oiFMmY66DF+/b9mLeYnNN2brhErk+oA86Fc7LRyvGps8VNuNWbszKEKT7YnAzlq48+auQV8YeXHPz5Cee/9+KMCUDrQtMTJblLSseMPddaK37XwBfSdPm78u2YX93IEgPW6UGfYSS6CVsxGkMO0+rYkza/pfu/HRAWuD1nmshGi8HM4A/BSzwu/+/sgUw/sGxTMDveRCvzhZkkaI+k0c4a53whL0fvrsByck7GAAHr0jJhKOB1GzA1poNCIOAFDLAmwWBaFyyGf60G9cOtnzu4+8ZCvO9OrNF7Xz2haW9B16rn9ZrGD13iAjAWsGVDCCZ8L4P4BvcZ1kNpsilmrEUFdADvkolRTuCVMl/TZRaPpszZVuRZ09zzggAQ321zQKgo6snv9F5xrMoDIm3XO/2UpGIA3Jy4NlzaKyvw5EZ10xjPADJHelz5I70vVje+Y4OgOG3XFpz/rj9AFLAsxxkMmgEWUQ5uf9rkVBYOcJ9Vg5gJFXVZIaON6HiJJ7PUnTjLGZQPTBbZlMCSieRnCSrAsQ7ngQaBecJrRUpi4j92NY9bv/yQRjY5Q6tURcRS3wm57RbEQ5GXWqdOyyW0lqfCw6NwSkoewSkzZrVb3Q/bPr3A7UxWuoOleVBFAwtqfiHn05KnH6Pa+OSaCRHaxZ5A8rcX7yxJZyvc/qvrXWCAGr+vUhNtDUAAvyMIAtEBlwqeu76qwG4WUAhEkEak4kpSKUyS5RaNKVT2rV+r00RDgqrqKuqxJmRn3/WZNjzrkk2bKHDhQan9QvXne5SSTRNP3xhsWncZrsYhPwYg/VKCvBGcVh1ol8tcfpWA8QjDo7n/4V9/wVwutZ1o/1SVYAc01m3TOiJnm1MyDiOtFNUc0kxKhQKQK2CKxSE4ugxrBGL0V1TjUvpCpvRzzq2NyNZdpM3fjyNCD6LIr3HUwUyripAFkodIP1ehvcRnAvAoFypP7shYm8aP+wpt3Z1ScyLGuB74Hqrb1nV1MbxP639+5PP59BgRhxqnUvrc9EfiZws2PeHe3q/3fSD+9qp9Oo7SCxgDRBIAiqVgMgBD/cdg4SaSiYnyow5R/LPyxWTtdXBtauG7QoE9CVws5cwPmZG8Wye4vLpc4WD0+cKhe8khdQxK5EdlHcW3c8WUiP/bHjUfoRZL+qsWq6ntmPoI4f3oGR8XDpRXSAHsHvLQy92b7lKogWppogFz5QGJ1MXUXpk6YFOD6TjdkUOLQBzKcIs2AfQFsD4B8cyAb9Slt11H4AvZ1nOfLZ9M1o2fHeKajeCKJJ8CMTDZwNwHGQCHAcBcElbx1dkqZHx5gw8Uz7S3Ew1P/SNkgqrXYmpaZWL52SHQuJusSQmHNT7QdRCvAA+DsIZ/yrM1I9QyPLbwNkMplsxhXOoQjMdC0ZCBhklFkVZ0ys20wtrt76T5pz4xF1fbZuur7aFfv0cSuwWvE7J0SAWQxGNgpHJwHi90MfPN6cJdEsenLN+9kJQ04Y9PwXJtMkHESpAAM6h/dj2hQx0nYfbsGeMO1ZIx0j/fK4jgYI4ixleTP5+0njXpSBAUFifcwAWg/Q1Ibi7CMLn5VUu7ABWgtC7ZMK6F9vMTxbbzPz9yUEoOlJZOHRSFgkuFrGsfN+aO2wgaS9DAB7i2zH36bdMLC11szolI4pEEFPIEdUqaiVO/1i42EhTUTYSqi7IF9s8rPE3b9P+a2sp7r6+AZIVMTXRVgcI0LgWREYyuS058/lg1RpFlayKVrDBWEwUjrIehTrk1OiNBo+z2uSyJYFj1+bW+12bWw9CQDPrBKajErH64Q8/7LgQwmYJBddUFJ0OFhb5ZduUTho2ND321Npl5vxr/bRyrGGkz2Lwuib59je5iEf9llOHijvrlsW1uWdNMDWbbOGj1C63B+fyctEciYCOqGkxaIXpXZf49t9+7JO/PTFTxjLZZuObc+OpwYA8twuhaAwyAAZPbs3n1X83JduhKGzQBMzC0lRAHMg2giRiSg2OT+thnqWeR6pPjtxrqzJITbU5IyqbVyHzXii1DkwXnBxvZdUid75PqmLMdJFJyoa0BrHDmuufdl/be3I1mgDM7RAh2usMCvJyoZZIoDQaMOHxQh+JxLPE6pF5wTRjzqlc7NG3GPpMMlABBgqXDGHFEnQ3xyCKB23ux7ZhCMAxRRbd2YHONM/sM+88bdTc6DnX2brssPU6I3567+fA3bfjlv849OcGn3wb54AswPLAvfMUhTQ7zPPiW78/9ZLMijAL9gG0BTD+wbErX0UnW3be3CxsNr47RbXrQJRHGgQfF4J48KdBAqbmlVxnHvSauUDn1qICz7ne/rxmuSxKx2IUEwyL5dvuOr+YjVF2iFk+0cYDKGSJvouZyufuXQwi2/U6sh9MyzGJQZyGR7PUt9JtoqoDatofviTznlS0hmack8br4biMg44hhCkjestLsQYA/H5ArwMDwIClOILZFiD8fWT57FMCUxcDvC8+raW2twzEa24CobHE6Rj7sa17XFy4Y1KcV+cQG2maZZyV4ZHe4qjZgevQjO1pt/gBzPR6puoq6/afNBl//XapyB8yxBSyJdYdN7s8Ny05A7LouxeJLKhKEI8yBeBxAF9PutBM4HQIAEQsW+RU66W/u+HuwuGiiiIQQH8aJLC1H0C5bGSaZsWiiKJzqFzkD9ExpYyhQlE1AFrsYZyhYmMNorFITE1HZKM2XpPBCrK42Q3gCeWJS2XGZ4+IFb3jTMSgarR9asOYe9OyffuxLV3bHAOwIRSC26rQB5UhRk4FwhJVrdb23E3bX41IJJpbTh0qNrlscXBMFjh70o4nXeuXnIGVbT9DUXxfYQHAaISpTOUucV50B5ZfmnqBa8s7kJJzwOSyDZpctvA6jkeejbU/OvMzLpiw3O3G4MgoPMZKxUrWpK6KsRL/gFNmOdXUGkZ6zr/QZowDlwaQc/osngCgl0qxPC8HtEgus9gmQyUAoLFeMn3ttwXfSlOWDAlFFhO4GJ2UY2Yfj1PlGXdSuxTe4JBu0jPu18pXKnzhEioaZUrHx8dEUlyUi5ltZ0qaPVJW4YtSYumULL80JqKmipyT0jbs2QX2+XLdvpPekq//mqetjECofsEFlRbmw+TzIxgMYlCpRLSqAvqhESjCYUS59smkmDGjj1TLR9RRiTQYhogBgDBkTBQieR36dGnO520+oHPGWFIxeVn0j/t+cVtveUP/0ebVZ042rkyX0fXPY2Qs3gdCSZKBLMDGzJb8ezeseQOHOm4aQtIOM3ZnC8izoLEs2P8hWwDjHxy7WhqgVwvUz2XfQQKI/wDAvwH4GID/APEulLHsrruzLWye9Jq5QGd5RYlrcN01lz1dPfmNHp9MLxKxzttv6ndKpbExAHfOcTt+YF6p5kmbj8CiHAm87KjWmyxlecvsZUY5V5+Z56R4PeyDxGNkt8PBsjhm1KMlxiJ3USNIyu3rsvJ6Z/Xs03i6rwXxQIuQCOzsRCLoLbW9G0FALw0usAwAdPtO7viXr38ZVYsC9yDf6i7cHJkUr8pR9Mga1iDIHiuOpdWjns3i9dHtP2kq+P6+NZEcDcvKpUPGF97tMr7wrgHA3lPs81uRnAW1HmRxMQjgP5EKxoEZwIlrk4eRyKYZ5cqoBcmSuRXASEwpX6HsHKqIKWTBmEIWRJSlxS6/FACl6BrpDVaallChSEDs9ktC5XkRro2OgQRiQ324hzU98bJB5PS5ZJetCvn5YLPq5KUlweqCh/DGtnRt8CRIkKcpGBPRQUrpihbmeLv+5aNvuppaLQCmO+uWpQPHc40nSX2lwIRGnx+sQgELEs/Uyt13PKgZ8xxL0iSyMYAER+7m78Fuh2XgxqW+mFzaL5l2IVqiDCC7Hb2kfslxp5vVKkgBHJFK8eEJM8QoymPUYp8nZHWpw2GWktPiqKK8wOHqNxtjkZiIohCtroLEZke+241oNIrLAH4CspOhz9B+2Vg5gFGNzcdqbD6AjCsSAKWDhiqUMpc9NbYh5alyQ1Aci0ZAQRyhJKXjuYUW7lqjrs2tOtfmVgMEnO24kUWlpbICLx8+ima5DFGZDAwLBPJNwNg47p1nlmId7XLGROUGXxQsLUKMiUFEhyGnimBOpYDFjZcLvEu+b8cWet9dteI+mMTTx+olfUiTpEb4zEwA1ijCwQDlcU5rfS7cdexPN1Mse/BEU+tsi7Crbc0g3Hwn/0HX+aW3fvKjT+NQx02d3Ef8d/PaYZ6DxrJg/4dsAYx/QOwqZox836B+Lg81RbVTIJ5IgEwwD7LsrhCAH1NU+1dA1F42U1S7IUntZSbNohucWsHzP2+q+MX/Lh8/eLjGyR3N/043+M0FOkfAcbI5XrYJJBixHISawtvnYKbe5u73Zu4zB4g3FEAajmp6S2rz4gFzqHjA3Adgd7bbrEINWIcD5Q4HXgGw9xNDLE/9uB9ze72zffapwJ6XrQT3mR4EhPHtEEAyBaSAK58/H7r978lNP37l5mBFnhV5026RMyAZecJfWg6MqlblMJMSU0txaPKVOaUiky1eH+Ov326K5GjYiElLqY9eSE3QIfTyRgCsA1GDOZGh3HS2FYlstkIStgpkhycM4LGYTPx3MTElYgGwErGEisUkCEcdAGi6zxySTjgGWImoROQNyu2f3zQB4mG9hSvHm/fTV8Qip88lG7cXsFIxA5XcJZ2wM/IR673tFPVGKnji+sW3AWwNleTIQxWmoGP7qk5XW1zPPS04nm0h2YY9zbo/fs1k+vErG1kxZZUPWc7EYpMky+Rq9AqKOQPyXuhx5YCU72uyGC29B9FYKRWJSVhaui2iV70sMzuCABBVyfUSsyMo9jD09Bdu5fvdXDt6SePA2XNoVCjAikSwAJgqLoRtahpqn9WbU1dLBatuMll0BWpGgYD8zfHGy47e8VwAoGn4pBJM5eZAp9dBk5+Hn9x6gt3bTlH9qe03T01m/v5kIMHiAZBFHlvlHayeluWYK9yXS9Q+D+tVqeQ6nyeqiDCiI6vXnMTsi26hlddUYzAahefsOTR6vdBr1HCtuh6Oqv9Nf6+89vXzLMonLsq9z36tWHrqRUMpgJFco/9A3enLZfkv2RYrLIwmYKI9U3fknPNepzkzW0XZIaoWIayBBzLQmEY9tCgjlKG2RxLZfr++eFVF3Wi/lKM88fEToKPhyRWXug4D0LcMdDsy6Mz/uWyGc2fCUkjXVAykHndFO8xpLTcN5dC6wAf//9kWwPgHyOYjgzhbGe8H1Gfpoa4E4dgBwCUOiPN2HgTcSkAA8JsA0vGIa0B42scADIpEsWu/88+HjTJZ1HPgtXoeaGQa/OYCnamJeNZzfx8GAVojXLm3g1AReGMBfAWFbFqZufgAmosWLIMO2+HCKpxBN/aiGfE2P9veZOj7QvUWAJ8gYi0zrHEb9l+I/8ctUnZNxJ/XY2kCdeb0es8jqUPq5NML4EaQ4MiLIG2kA1DShj1bQTyzPAVEAfLsZRB4TA3PH2thxZQ1XGykJ3zRyTrDRClAsVN7bbktrZIplhIVfcfwrQaQZ2MFAXpJ9JbURhICSrHLXxRTK8bVRy/00n3m1P4hbJu7QPreYRBp0GytHGSx4QPhqke4HznITs+h/djWvfO9z/Yy9cVuqdVdKnb4IPYwQ+JI9BTIAsWheaN73HX7Mqnli7eO+VfVlnJl8ZKLzRK7Ty4bmabAwgURxdADU/zzS81YGDdeG7gNe/h+HcIsmRV5Sb8VEPQnYlt3Fui/V3b7sgrntlXnLP902+uG54+1gKJujlhdjvXLAhdrqpN40kEQGpKDa58ASHzF/dhJEQCRBjQJEp2UK9YaWkIDvuHoVKhNxITF/DFUIKSQBUIfFqslw1Fv5Fn5pUk2VGFirV+4tWPWhUZygqAAgJJLA3B3nkXpyGUsVSrB+H2YArDePAW9TIqIRAomv0AskqvpEEJB6dAE2NGD78aDPnOMGPT6iJrLNStwrqYazUjojM8cN7l7sKv1LT0VDbpXrrnZ1VW95AxmLiz551WHhFecAnn3Cgxhp7FLu6TP79X4iqfN+mFVBfPH9at1ljrTYMoVZwOBxPFQBwunpgNwfOt0B6dqXxfVB3Vf2j9R+S7KxsZRWk4dmlA0P3l0KSWO2WJy0Qhzejo/uLd/zZgjqmy3UrsE7ZKwXKoZJjwIBQA5phECjVNoBtA9viw52+9rKzbEg4BNLpsepI/xCZTmquufy2aMrUUmMzM8OuM2rs4Oc26GWIdcavcCIP//1xbA+P9Be5+gPhs6hDD3dur2pfB/k+Dv1HJLQAKmSgAMxGIii82h0H/87rONAjCefvCbK9I8+fvN3D11IhGQtR+EYlMC4rFiQAJP/w2F7BszrgckBtACiHAtKuEEi5/AiAi8WIcH0I3dKCR86D60/QMI/3xumysYNWFZeb2zTOqQOvnwuuJeEPDpBJkcQyAazV1IUED0AMwgYDwOCiVWd658yPJ6TKtssMmNij4XRotV07mY9Gls4lz3q4qb/P3y2gqQwEsKhNPdAV72cScFpMnCyO9MtB/cDmRejPBtUwqyoHCAALXzABcKR2y2VNojSNBv8lO+i2vayyadZ2STzpGU+9ADOMNL3nHe/yeQSJpFA5gCQAcai3V094gqplH4WVoqzOY4p5xaNrSpDLSQh7mvh3xr6vVSixuF3/t98+Q3N3cM//pLrwLQG3tOSj/2mx+qMdMLvpujQwjLtSJDcp5UsCerUDaGuty3g4UYAKoXSRgpTUWnx6Iy21RMGvVGKkx5UEy11jwscvsfND3+8nrjr9+ett23YdS9KSXR1czgP93IZWjeOYZ6mkZULoPTYQcbjeEaAKOhEMbEIlQh4Ja9tZ9VAbYZvOdrWzG06RbsE3xEzfocuHuw6HJEZ6ubK7U+D/ux1583iqNRb2fdsuSFZSI24RmQd0sP0g98OUGr3SvVVPxg0dcvHizaFA++3VD+J68aXp4qxttsIHC+O6FJ47AbGpkD+toKjJjGUXqw+Xe9G8e1RWGj1BF2WH355y4E9ApX2FIciIncAopRCiDfCiVkEGEaACDjNPMvotS5TqsFcMQ3GAp2f95865+OKxoe9mzVaBTh0ltK+j3/esMbIzVGewcSY/Ofg1I5l81owyWLzlo+9vnfAIC+Dvvli/B8iwrWXD2GDrZTfc3vM2vlVRFZWLAPli2A8QWbr83Fx57LqCzL1XPl6gFgSdNU7zsnS9dUlDhTk7ykn1TmijTnvzcnB6px5gAwhkJ245y1SRgZQJuxFBEwkIOBCjT+gBKsw1kAW5FLAOWiB2pvOv9NQqffhv2Z2iO53LkG5qsrdZVuAlcCOAAkJQqhQBYsb4O0n0Xw+RIkPKYj8iHLQbp/MgyK6vWua1hjCxoZ56h4Kpqnm9yv30GDZINcjOTFWiOAI0sGulpAdlOSFyTJQC8j6BCAVD4wzwASF5AaGzBbKu29AJaDcMRdIJ5umvv7GQHgnRP8cPczLGi39SA7Coz9nusYwwvv0lQwrATL+pBQVelHQkJRA6CHa3tAkOgkC9pUuv7EL4o7ozqFXuRlXFENTetfOL7S1dbqA6A/0dTK/nHNHQ9v6XgprdpNhnL5z5OBmeA40Z0VE9HfjK8CAJlSxMq0khjjZ7H0Brn7zd95cwDA48Un8x9/yRQsyznnX1lTQkVipsL2F3TaV7se+tljBzKWDcB5qhMKsRiOC314lavnh0B2NLShEKZiMUzrdSwlkVCl0RglDzKsiJKII3oDZblpbTjQ1IBjKe03FxjcCsDRV1q7VBKNMmGplPFHafqWU4dKOuuWnZ3RHgSQ70OCrtIIQK+J+v1OqeHlg0WbLgnb+59e/2mtkvE/mO+wyNwqzfTrKzaMzpp9N1H+F0H6y9h7p7H/pVewFY9S30MiBuIMgL1N7F1J47ADhsYoRG4VvDQA1jRqoS3FedNhRhaY2PeuT8bCJaHAyETxbLh8GwifSzkoWCCGAlEOiEvBgEHeRG5hMDAaZo6uHvpUyBLl9N4puLwy2QsXFuW8PlylfP3vfnVmRaF57jH/z2VpxtZC09QvD3XchHrs23ENfnwzC7FVj6HXc9EfRvoFSbLNTkN5v3Psgn0AbQGMfwDtKiXtuVKbkw6BZMCmTzlfqOss3PJOLdeJRLpz1FfbLHJ5pPtkZ3E8hTqujDOfatnUZ27LRQuWQo8SLEEQbnhgRQw+THOLinfRAg5QhtWShNc1l2qeY+sx+4H5KkldZfCwHgThRQtNB6Iokc5Td0ao/tHet70ZwAN0n9kBlj0WrDS1UFE217pt1UGQRD2DIGBBgYTOth6AbtOJ1/nnwV+D/x2f9AUUnB1ITgIUV4YptoxVjpt4/DqrbW7DnlM8f1rQDmMg3uxrQXYKLnI/y3hd9XlQgYQ8+zDIexHwX1s7afnybZfynnxtjXTCEUVCVzyGRFKsf0UCiM8wQWbJ+PgguH66/sR74CH2MM6YXKqImHRiEROq4q4dBMA+dce9m5+6495MgXPZ9tP4cW5oTN61pnoiugSwUZYS6WjJ4tUSpzgSi+t/BwLIAeCWX7bZ5JdtPFFXr363vxmPJSW6mnEPrpBIr6+U6PU35G+OeiJOz35zACFQIIm8hiMRnLbaMA2wpbu+xT5G2i3Ct1s3MgRpztLG5QBGGRmtp0OMCwACcgXDJYlKbo8EpaYFZMfmHBJZlXNLmfHT7G+oBNWHHL/Zoss511dSUyKOxUxzZt9NnDPeV1JDeS55ysYnRx6UFsXOhScCOpDFoBHEM/+Ae9+kV7u5IP4+hyHVK+APBqBwAoAj3+DUOtwKR6FR740BagouMUCH2Pg7me6Zj8ACKUrQPOqB4tw0tN4QNFoFwsftuW+d+6fJW3ggnn+X+p3FPy7s7n90uuzyfzlvdzIKxWdeblt1+lM/P46ZC8C/nKUZW1kWaKe2WAC8hOTxD5jNiz03DSXjnJRBLvgVALvS5RVZsA+OLYDxD5hdxaQ9V2rZbHsOgQwSOQBqKKpdJuCNL+J+R0C8kJnKHQMB3efAecIrSlyxihLXl9nPXtV6vn+VGjPVjOtQATuAIDyQgIYBpfBgCnmwA9DheQgAZcIZ/ofh2zoiaKNB2ustAA9vw/5zgtKzXiykC37kvso2IDJuaWQE+X4HJLcTryqR+vkMegyXPvyLdP9kCd0/OQbgGz96vWtvG/bs4s7hU9zzxgAwNA1fcCE93Smdp0gNImXoAqAL5+seVr/RjdrSiPujh35PuxWaM26Vhlo60N1tctlif1x75/8+dfsnXuHOtYCok+hAuOr7uLrFaQ8g8pwvIzmpkB4pCwPMsiji2lLIswcIyAeA4alvfuiMdMr9dP7jSV7ovbtYtrsNe1aBZIT0gQR9Jtls6iTcfaXrT/EYCEXXSK93XcMaRGOmSJHRz33M652HkBlkCMs1gXh4TQCmsJNqFgCo+HEOGBpFxSKvTCeOhVxRUTjIIq9EyiqKlLLO/53SpJQfSvnfBaBcCIobG1CxfCmkNdXk2XhyVCZDdTQ/5opIykenC0JSce7lKqXCN8JMIxAbBokbAPgkLqnSgwCwc2aQZvujqEVC6m4a5NmRNv4WqR8dYpxhsVQhjYYZRTBAc0miEu9tMqWmCwQMt4IsRidAJCPDSN4B2grAYXLZnLymOwB942h/Mzqof8csnlOt3xMOS2SnJzpsYqjlUZk3vJxRyQfFvqAT5PmWADhr+XqPVLu5wMC3sRJ+RoSo7iLqTwPAoe3X9W752YEbDGa7yyFCMMxCR1OgxsNxTne6sWkvfHhgqB+j74awUiWBVEMhPOzBqeC3X1NavYsWAxQoKcLLnys5LVGJdEt/XvTNy//lbABQ1TlVWEc9+t11ScH+AKj70uh8P/UXp3FciRd7rl2ktHPSG+HK3yG9XPAnAWyiqPbVLLvrL03hWbCrZAtg/INnf1U+2WwBoCke+z4Q3q8CwEMU1f59APeAeIcBYF/S4DpzK/ASgD8AKUlgrnaGsatD79iKjTiHJ9EMCi6UIB9eiACY8CF0ATCgE+kAJSJqCZ8sIx/ARwC07UHb+m3Yf5L7PKvFQqbEO9zXQ4LP5tJmTmu8t/yawMkd1wZP3lUUMUMfcx8rjpr72wqfn1PekQNNm0GAx9tcPTa3U1Q/2Of5OjqQkPnLBfHGP2n0OrdilgWJAJBtBvHidoKT3/MvLTflPv0WbrkjrPXLaCYslTKSaJTuK60tMblsZxsu920SlBmFQIpR9c7Fb5Q+fYDW2ix50kolFftw/ejFtTdr7MgtQTIYn+8WcqrUoh5kIXB6P7Z9AQDw2DakeH3Rhj1SAP8NIjH5bSQCL1PLnu9EHw/s+84d5r9XKMy6eGk7X+Y98EsBwKXUeLEzrd65MDlKM0g7hrk6CgHlXgAPeF6x5AQOjjWIRhxi2WK9P/SOTQ0Ab/1iWo40mvblpbje48NJuz2JOxyAoM+PT0DKMFgNADXVGAzSkjXLqhjJkQ4qQokQpRGhcumYJEhThZEA3kM2dLcUgM71tQe5f/nkTM3cMVv5+tWN9o+drW5uVjJ+uTLEUPvX3tGfcp24igyA60H6gAqAfTynsHOosLyRkdF6g9vOFDimdxQDX8D7oC/EKFFEGg0zjC1Eyw1SP+X1asL5eq140OJAYhfKFerzlQKJYHMVvKeP49qSKRSGAFAnN7WGGCXd//mv/WLMIEfRoQB0o3rtmHltYyNYdr3U7Aj5VtU9lHRxK9uNXGr3SReeELGwBylYRiLotcdgsXjVZRFQMgCgCyUBy8uexcNPOly2N/1bAVxGumB/xIH4TKfUfdg9L0C+Mw1dZH6e96TFrbW8zuQsrljmzi+WUz3YBWAv2zTjfmZ/jlx7pdzXL2923/sPyCwXXAjgRwCylgtesL8tWwDjHzz7q/PJ0gWApvHYMyAcXB2IjrNQy3kSwFdnFJyeZrF3xnEAYKZWgmQtvC7GIsfvlwaHRg2ep55b9vrj/736B/PaJXi/9I530YI/wIAA5LCDxjT8WAoKHwGFxbgEYC+siANK7UWPvfoXQy+V/X58WnvRM7Zv8LZfgQT03QayePlX8FKK2S8WZuUCCz7jj51Xfduwp/mawMkdd/pf2RgFZdVHXWeKY5NhAA/sN2+PB6fOYmlBIlNXuAMEDGpBdkJcINuuqR78jCnTkeh3FPfDpyy3hAsNtHxgCgYPSzvUehcASKNhhpHRegCuhtG+UgBPQxA3oNt/0pT3+EutysHJpXIdG0KDwRu2hiPUD09VNtEiqmfFjbAjV1i3+dKa+HeYRTLPvnSO874OwqvfC+CP4MC4bGCyor2GKFlgjvEhE42GO25rjAukzGTRMJvkoRZ6po1GeDffgZVlpfHA1F4kZDG3Aujehv3dP76/al/gXeeDksYccaRYF7RHVWa6MpZLe3z6kCOklCtE0arS2OTQMPL9AUhEIoRZFqr8PNzAsjjscIBP+uKFMNjQTRZI7xxD/fleLApIvbW0TuQuWEnbHKNRlccWpbW5Yk/rGlXo2M+cSVzsrALudlLNjQ14YnQMFVIJnD4/IqEQfAAgk6Eh34RFXJlek8uGFX1nhnoqGnS/Wbvd1VW95BKS+3Q5yMJxNchY6QJQHKWo8rHcQnlYLHXSIcblVmppUNTGf8Se5v2z7ZI9wlakud9dAL4LAJdyqgND8qr6aImdjtkcEtBSBiIRv7PCS5LqAIykal/vF+y4XdNzMvDJ9349VnyzWYGbceZN5+LDo0zevfIhiyySq5k277p71L1p2eY27OlPen+tbHcvRQ1La5UX6aW6BrFGslrjiTh9R/McmCSHBC5HAqe2j3dxbWEAUCaojTDYH7gaTqnZMrRmD8jji1trWa18qm7xepXDigs3bTnMl0f1YHcKIJ97t9OaPCddsVzwgn1gbAGMf/Ds6nCcr76l06Z+DsSjUcj98Py278yb35asQa4D8YKKAUBEAWpVWNLcYFFds2y8Dn9J2k4u1YylqIAeQBmm4AcNH2hch24sxqUESKUAbtCufG50tPK5UTfIc3x+G/b370HbZ5DI6Lcq6RrZLRbSgTA6zXHzXrjxXve1zLt1UVA2t1hH2cU5qxGiOoqjZgeymwBn3B9TWyAPVppuBuFcdiEBsuOgpQ17mvHI81uXDHRpN514vbRp+ILL6HWeAQcgGxvwBBtDvkgEy6VBhEMEKjIgHmeL1OxgQuV5cGjCjILxKwK0koGcNRilNu1YU8HdrIiaKsZo7zhKdRAkD5JMOvOlBnGMjUUp9rRNLVqe52K1dDD820uyyhVVKjty9bhybe15v8Nt2FML4g13AfhiyVd/tWTsR58AALBSCZ/F9QEQgBrn/KYrexYaTTeAdgD4l/qinwYWl26IKeTuD+v689frJysAoO9C7ALfOVMpMXY7dG+9DeO1rXi9vjYpbiSpz9kfH2oGcJix0zLvutI1lDrCMLXi0Wie7vLwr7/UB2D33R/b/pnzvfgSAOTmYGjNKrx1vhfL1CpcS1E4tvFGeE+cwi1yGcanptHLe8zdbnjdbhhwGS8tuVFc6IuIYT8dyl3SphrNr5P7YiKKVjoDso3snIvHZOOAWyCAfKkELhagdTqUulwYZVlALkeNXocLSNCZDEav8zvr/u5Y97r0JY4A2IREfAQABINSKV1km1SNFJRNAoDW74ZbpbNC4HUXtGnmvreTkgL4HABEKRHG9IUxWYwJ5q3Mk9hfdGocRQXTokGbhCuDAokNSFtWnLKWRjFnbXNwy+iNq8511i3LSNuK23UlSlENfWfAqAaCUZ9c5BXpa0UVPBgHoS46ub+dmElNEtrVcEq9b0AvXNz6ckybI3KFq+Per3b2bWgTxkOllncl1MhKzFcueME+ULYAxj94drUycc6w9xkYmm5wtADoYdldq9Icn70ly/v5AHwCBIhPfv2hW9781QtLXToN473j5v6iaJRiwcvhzTGgXqVA2K2YwjlUoRkh0BCBgRRyHMRirMMP4kcJth5jIpSLYpxHMhG8yQrKFP6drc3KBRZYHJjNI8EO4apGLbRDpHdJ2TBAAUPS8sbiqPkIspsAZ9xfsNLUEsnVWpFhMhRSb7qql3R1VS9JgPWd2wEOHCloTIvFUFSUQTs4DEQi8eBfvfLsiGXwN/+E1whnvBly6FgFm29w2KdobzDcs6FufBXeLTkKCaZQOMQnD5INWxTwBVg2SskgomLRLqtGdEu5OzbiFRdhovuUQCkG6bOuzmZX8g7/HGRx9QMAn43JxIl0nBQlcdy9aimiMZPY4fUqescnpVOuoXmUPcPoPrMCLHs4tLSscbnGVgIAkSgi7xzwDwle5hlgRkTBer4HLfW1s2blbAGgp/vMeqnZGWJqCtQxlVwpuTjuVZwZ/knTsq/r92lxD3/wTRsgqqtBY30dzoAErakBOLrOYSIcgb68lOyEcIC8BQQoOsOu2KiiQFIJShQZPMbk5jUqouJIVEv7QofmbICZ9AUTAIdCAUsoDKPbjXwRBbHRgJpwGHKWRWxpM0ZA3t1/4Or8CU6SM9VGQIKM7wFxUADkGSnEkZg812U12NV6VUQiiSqDDP3yqk3HAJQLpBCTdzXSe3G3gThAcDz/mhGXRi/Pd1qUlsZC79m66z3ht/sUxb2v9IAAcRcILTBJIzw1SPWjd8NUX5f8vB0ag+zmU4dKU8D4DFDchj3N1/xw7dLIv50QIxIIsHpa6o8pihQRr19wmBTJJhL8TcAt91yOGNe2DEcrGp9ntnceCLYJqUtXskMltHk7K/jFLdWTtOOVubwMNJQ5AvmvRC54wT5AtgDGP2B2FTNxJtlVCAzN6O27CqBXOOnfDsS30l/94X+ujQGYnppWs33/lXuJrw7mGFCvYiBsOSYxiNPwoA6NUEGPKJx4G04hlWQP2pphvYtvg3VcXYJAm4z77AlBmW/P4/q8zcoFRgowy8Axj/PJU4B6C4DjDrHBqYj5FQFKyUjZMMNQtB7ZT4Az7o+KsrmO7atfTzlOOHmlgj0ZSIKUZ44uXuWsG+0fVyhsllAQCooCI5fDWVwE0chlsCATokM65fql96ZmdAJbo2Kx+kM9+5YWTE3bWTk1eeG6mt6pOpNFCUZ/LY5L92OLQ+zyF1FM2CmxuMOgIaIUkijLiiSY8ClxyeFXFonH9HAdESrFzNey0QMXWhv23ARgA4BhEHlFNyuVKPjvWblE519cmiO9bHWInT7D4G/+CeWf/4WU7jPHVYd2fQs8bSFbbuwI3T9puL1o0qapI/PE0DB6vL6kDLVxMMPUFZoCS8ob+8RBfXl/f55FJ79kctni+tjgFgMcwKvgzneJPQFa1Tmk5spC07KvnwAANxfWumYVJutqIAEJ/F4EotT0BgDnksXoOXoMawCw+XlotNsRAok1eB0ApoYi75WJY1qVSqxnpmP5pkvTSkkw4pBGYulzBfCWnr6wEcDrSxej9+gxrDHq4QpHUMQwkIpEiK1ZjfHqKjQgOUlYJvNwwPogyPPMB3lHx71KVb4sHFZVTl2uGiooG3jh+s0dJxtXhgDOf5wuyDS9/RMAxEChvem7L52tXUyV6C43yiUBPRNRuEZaqxzW/8j/UKaT0wUCH38PG0Hh9fraxHExirJofZ5UAJhuTNiqvVYT83912WD0d5dyMeqmqXIdk/uD+in6tmg+4xXLQVRdxCCxG0ACgJJgf8FzMYktx6di+eu/qvrRDQAOHwi28dSlP+sO1VUrz/o+qZHJlnbFt2AfLFsA4x9AuxqZONPY+92yy+TtO4L3D3qFHoxK7ncMwHJbz/dLteqgxuZQOv7wp8aTn/+XO06wLJXNgHq1AmHJADwCC0bSZ7hLTXQC0gb3cz+p5gDwtdQP5/Ji78e27j++dOe+XLfti0rGX+KnlWNWbc5Pnrrj3hlqEBwY3JWp/m3Yg5T7bQSw/qDipq6/8+5pQAxwi7QwRO0MBBPgbPe4i2W7P3//nfukY7Yvit3+kqhWOWb9zI3veTa2CFPLA8mTl/C5m0C44AwASuPz5J+tbjaWX3/2wrmXHA0AIJOBUdDIA9EsT9X57Ub1NuypPvvUICpmeK908JTux7Z2LnnQJgATCFLFlIxVIBoOszE2LOqyiHK+2jKMTHEMWT4rIA7IIThuaxv2IAMg55VFKrgfmL/3kfiXEZNONrlrW3POU2/aYzplyHtTs+n8xSfG9mPbfe0U1Ww0Ysevn8NGpRLWRU04U1+bFTd2L4AHFjURdRuWBd5+B0MpdR8BYGDqCmXedQ1rqGCE8Uz7XaNVVaEz1TmLV/Z1quOUIoEeuUKBMbEIK2UyFMdY+DwexKJReCgKUQAaiQTRgnwE1q5CuJ4sBKQglAUFCK9eDgBcRsmOrnNoYoIoBlEjiktw2u2wqM2xs0ZDbINRAa/CF+0BoYJtxk6qf5a6pxsbrABa6uvwKoCOwSHc5vUhqFbBumgRpstKEOOObQTwOPgx4BGODiPgb4Mk+QGIcg+fgdMFACom4DxbvdgJUIGQVOo/2dTKU5CyApntFNW8qAlfvHsLrgWA6ZjG9Y3z/3aD9VKO5dnKj/ceKGnjOfxz8Yqz2vWoG7s0dqZ6iR4pC/6S+5850v749vjiT/P6t1uCN8mnFWtzac/iIqvXIsqNBEGrc6IVdau9vV2v6VpA8MgmEJrFNVxZAB/sv/O7/wTA4clRyZSF3oYm8TnKZ1eq75n61foDI22/A/DLeaqpXO1d5j/brjWuTC54wT5AtgDGF4y3K9qyS/F6e0EmzrhHDlcH9Ao9DvwALQLQbNQTJkZ+ni93xyfeuy3X6M/b9tntPZh7ALwqW5TIbgBObYPXQLzNJhBvrxxEdeIggEd7qBd17Uh4Mae+ckc3Hrt3MzJ4sQEAO6nmLWnUSrZ0vLQ7Dgiyq38LSBKafCSC8DoB3HCGXlouZcPH1jHHWrQxd25BdPoggCdRyHZn5WkndRDeXyX3k4lSIXzujUjQbpwelQZan0cfvqE+f5393Y6z59AYCMCkUGAKM4G40ObyXu0FTx+IsEMxT6QEEkonKZR7RWqxVX1T3re5ALe0Nlc7ZHtcCqBXIAujAmGp88OrBkE8ZRs/f/+dW/OBzQYd6hQK2Px+UEc7sBosOji6QfrMpgB2fQtbzZMoMxpQAABWGwZGx/BgSrvuBfBAsCKvjgqEGYnNDbGHoQe+sPmdSzKJ5qXTgWLjC++WM3WFO8au+Tpcm1sVK64tW1UVM4sC02GLwwltLAqV0YBoMISe+7+Ii1x7uEBUIUwgXlIxyLM3gwT1tQAEEHJp3kMADuERtl3g0QUAl1SCMocD1oY6vIXknaLZxh/+3eAlGvUg41oJAG19Habr6xAFAfYd3Dn8QlHP/ST6sYC/DUKz+wWA1AycFAAnHQmdLrGaMVRQ1qhi/MUADoFbQHOL+qRnJeyLfN1bl+Ma/rOzHf7AwDqluLiI0X/z/PfXhESy7oNFmzInCZrZBnGzO3EGJLBcD+59NblsMT+tfAgC1auS+585kv/4S0njVdG3f1dxmbplrPraSIF/UpITjVFBlT4GSTiIoJ+eQGI8WMn9AADUqqD3e1879F/ALgAo9xiVQWuFcbUoEmM0Uc+UyuB1ldDjOc/vatub6b3k2mUXyLim5e7pdwAe3fUtZEv7mdPYJnRTPTPLS6OmciU2hPnLBS/YB8gWwPiC8TbvLbs0VA8eTMW93hTVfj/eP+gVAt642kNPX+7U7fd87Oktmy7a/u3brz0il0VlW2/vXf7RLd0PPPeHF+YaAK/OFmV2/L/Uia0PJGCqdBv23ycsLt32sOrdvge1r3Sec29axt8r/1sIKOa76ElX/yoQzyuvn6xAQpnkMIBrTypWyk8qVr7CldkM4H5gT5xTO8v1093fEAjIcSA9XUP43PUg6hM0gNOHll6Hu9/et8Yh1pvq63CEA2QG8OnZM9usiycuIIunD0gQYS8gwvZGhgIhAI7ZgLigvtk8h4zHpdmZ0AH4FchiN4xEQqwvA4D24mV27bd/5hn++5tHe9fWA0AxABki0d3Bspx3NBobHQrBJecEA8+eQ2N9HY4AiURUSCOHWVgAI3+zebn4UYYFjlfeN1GrCI2GmfrC0clvbu4AgMLv/b45XKCXMrUFFwOLSzeY/v0AQFGHi4wRjT2gU6pY32AhHRgBgHAEOr0OJgDvCtrBArIgjHB1pkH44tMgVBQ9Mj+/+Puo0UDeUI/D9bVJHsO5xp8RADUg/Zvh7qEMZGHgA5AHIkPIq8UA5B1ZBo4ehWRQF+dvA/gVHmH5OqZm4HQCQLHNjGKbOQTgLZ4OlWF37YE9aNst6JNbjUYES0tQCwB+PxjLaGRE+acjouDnbvVNigpMn770y+KDRZu+nAVAFI4PJgCNDgdMPh8cF/sgra9LOFy23HGge4tgx4TziCf1bemE/VzgN72L31LeHqzVjTL6vJDSJ9fKzo/XTCs+pzLmKpxvWl/3+2TSyLZoTJSvUoaY5sapvp888vKplkVTH4OZMgMY8RqVm0SRGCOKxhgAkPlDCKnkfIDrjDq1U9RqEFqTcEFbDZKNd0P7o7hh13yDeWcxrl2vyq51GnrnSyDxUtnJBS/YB8oWwPiC8XYlW2zZAI+5Qa85jdarULpPIO8XiyEkEhGVkGeebzk0MmZQPPGLVc3f/srho3Jj4EaRiBU997PfpwYCXa36pjee/5eox/0wU8J6zAf4z2jTcKFBlvPUoVL3plmDpObr6Y/XvzXwnnwdc6xFyoZr/SLl+GuKDb6L8noaCU90I4CzAPbtx7b2Ux9Z9iXjpOMnhUOTBlkgJA/LpeGhxeXRjruuffuPX2gTpg8XXj/T/ZVm4l+ncKtZ7qcDgOVkUysiEkn3LacOJWVkTQfEk73MHx9ZgZP7mnAhSb8+BWTz9AEHyK7FMnC65+0U1TyHDF62z2G242b0gWV9nTnrz77TqvO5DG6l1nq+rN56cNVGAICkUB2r/Uipv8XXWcBMVIuGiiqjAIalFleNZHV5q3jEqdEposXRKHxiCaxOJ8lsikQfjF8HiQCwPiQ8bsLPASQvGgPLq7upUEQvsXlkAGB89u3GSI6GhVhkCSytaIjJpW4RzcD47JGG+qUS79nXGTomVxYYPYGBUAh0MARq/TqIkByI1gsChnNBKCJREEAeAnACKQs44XNPUosh9BAD99VXkNhZA3ZSn0xp/xH8HHdBBxOMuA0ahFGJMRSgAIQWNwECxl8GAXSLQfTmXdx99SH9YvCfuN8sgB9jpl3J7pozv8+SU3nq8hM4Rw0DGFGr0LLheuhFIuKwGBzGmEwGxjvt0W27/MJhcPKZ7G8ogHiKE+PtzHtOqxsfCuHib1+AGrPvPs3o2/LLtkHdy53qo2s/Wu5YtsIrC0okgUvhMWYs4pDnUXTNN3LXr35NvXW/ebsdM8dKPVf/vSIW98h8QVtELoEkGKGlwSg9sKroGDKPc/+BBBBvA6EyPQbgUyCykl8C0ef+m7IMMU1SEAdGJbKVC16wD4wtgPEFA3DFgaHZAI/ZJxpzBq1XM7V7BiAHus+/mf/3zY2WOgCgKADcoD1m1l6TawzwRwsj9K9mfTPbrPW4K20b9KDhCMfdjk+KK9K1KUVZJNY5g6RmAv7LqMIFFOPn1FN8+bzHXpjE507/KzdHQVmnxabpvKgl8HHvb/XPUH+PflmtEwSQm8A/s1zqIyvIBBc3OROSNbzXj4b3+jcaLK7A0+0fP5PmHq9oJ4KXVWvDHr4NQ+CStXTWLYt11i378rpZlEzS0UFOoXXzKbRmTHwk8K7uANmWt0KQEVGQzTKdzajnsr7OqltOHSrGue2J5/DI87O1R1IfaO05abr77X3NDrVeWmCbej0slq7e3PHSTSv7O+1+WjUQlkiVfoVKF5LKNOu6O6JDRZUDAKJqNXxVfQN5XqUmbPA6YyIRaLEIFbk5mOCu7eJ+hHSMAu6eViKxC5UAO5yaRcsSbPZ4EHS40Mmcu0yydgKs8ddvN0lsnrxQeV5Y3XGx17u2frXIy7hiGgWkZodetLVoskE8HRo+GzR5R6BTq+FcdQ36i4tQjGRJRgvItrySuy8WBAgDgD0D9SqdCd+9WS3gg+w1D37lcEFWyCC22AiqyIMqiBFDHoa56+u5wwdHLqPo+HtYEgyiRC7HmE6Dn9x6IqVf7KRaAcLfBvAaHmF7Z1w4k0oKOf+nAFbfpleU+QzKof41VSfNTQWWwp5JU8Pbl5oZtVwKQvsy1NWioqYK9QAQiSA6OARHKARarY63qQ5AYGgYD3eehcnpAq3XoXHZUiyv3El9O3VBw70DTwCZdeMzNGXavi2bdJ45+ynzmZZfFW2Sm6KuiJt4t0PWKGR5Et67nXlOeYTt7u+55mDpuYnlSqdfx2ho58C1lafNjQWJAFeBtVOUHgnKS/8uln2R+/zHIGAcINrdf3NgHJkdXc+DLC624P3KBS/Y35QtgPEFixsfGNqGPRoAPQC+y22Zn9qPbSvTnDInwMoC9M7tXRd4zp2u0rjX+54Pn13x232LR1pbxpX11bYa7mMHEE/NnFV9szk2ydJ58mepxzbsb9+DtqQ26EHDkVNoTeJVAniAqSv00n1mISiB8r1LY+6bZwZJIdlzlgz4L6MKXVgNJ44Jy0cutVsIyOHcbgHZ/nQepVetd4t1Cm3U5dzof1PVL6vlVR4cIF7xbgA/5C94dPPqt/7zh5/u+Nijv225/X9eux0AVr104tqn2z9+Ns09Cj1tJSAAMATgoWyafD+2zQgADZfk/ORnjx24WrSRJOPASLxt0pQ5a+Aj97drWV9n1ZajB1YXWyeSnsN9Lz2z76k77t3MH4fk9ooniAKADWffbnQrNGxMJLKAoliPSgPlWMBfOjXm7Suri8VEIok0EvYFpXJ5yfREFJwXeWV1wDHVycoDUoVI5scIBRSEw6BXXQMGiSyLQjqGC4QakoNEwpUgiDfOIlSzsNlB6bSgtFqswai5Y+IoOgKLyxrFLn9xJEczpnmze1x+2WYJLCl3xuRShXjahXChwXlo6XW9W7wHbjBWq4ZXLBk7KKj3fhBgxFOkRkE84VMg85QECcpKUabnNsOSge5eACM/fhImu53Qfe7egvWLmnADALx3EmoviykFhWkfA+2RcdBrczBWehFa5MU9804AuDSAqsNHYRwbx2EDhYtGCVqmWPzbRQ11U70cTwpoav8kuJsnZr1PYZ8ibf0wiPddJvcyCpkvuGjpy+dzAfyp/OxYY1AhZVkRZQGXNXb1NfDSNPECj1zGeYaBOhIBWleiExyPfWAQsrffQa1EArdaBZffD/rw26gNhbCjnmT5jBv3DgyDgH1W8NVcNJ+0zodjH//KEXz0CzdRdZ1NXgfcUtgnqWl3NBZkaWWFlF/wzTqnmJsKnjQ3FfCL67l2NIV5Ftg03wPAonaKonexbDoZ2L+mZdxJZNld94GjqC3Y/z+2AMYXLJ39KwhgmsuyonrMAXpn966neJz9AdmUzUHn5hgYzeKG6drhE49/Q3gpAF9B4fsfWDMqYmTygJPAoK5M9UjNapdJzWTsB/dIa7b80CA4Xye/bIvFtMlBUkiVwkv1rl1AMZw4Bl88bTt/nVQgGW//yvBIb4+sYY1dlEOpYr4ikHTULu54LqteXHYMBz69yewxatb87zc/knP7/7wGAJAHghQEtBH+HjlP/D6QVOJCwLWZW/AJ6zZDfaSdoprz0wSotj9O9V8l2shVOTdVtvCWU4eKi60Tx0wuW9Jz2NLxUvNTd9ybVt5QwBkHAJfG5zFZDHnhppGLvUOF5Y2SSIQJyuQeRTCgMvbbxMYzTpXcGaIDebTs0nWVkfqRi6JNJ18LrWQvVQ2ul0fOnwtFnE5I1GpcWroEF8pKIef6C0C46CwIGKcB8MmolNz1e0B0vZ+EYGGjVsMZCBBJyQITGu0XzIfpPnPIaETPxhuB4yJslNaiWTx8SuxTakq8foTt2246dLKpNcTI6f7P7/vFGIDSi30IdByHXCrBF7Ra+FuWwldWgjyQ5+sC6W9C+gpPr8neUoCu/VHqKQBWiQSimmriOQ2HETvbiVg+xV0rhEmFEhXnvTCWOuFFQrGiE4C+5wIWuz04ZxRBVi7F6ggLxg/YzoewvF7OLXo/BwuA7dx5/QD+NOPeMqdj3woSv6EFEBTF4IxKKYPcy+TXdgy2AlD6DYpw7ogj7mnPzcWbg0OwPvsczoBkRA1svBGor4UCxHP8y3M9eEYigVsuJxQ0/nf/ADbUp5e+nPeOVrosr8c+/pUjr37zsc0AHCxN90m0weKgvLBKDgwYK8Id6no5792OzykekVLulShbREBuv7LyoBltzduwvzvVsYGZNDPeprgyCwDUtVPUXSABsV8SHCPi6mfOVJ+/kl3RTuKCfXBtAYwvWJK1Yc8qAP8IsiWrmu3Yq0T1mGvQSfJsVpQ5O9/qqNDVVdlUply/MsfgN4TC4lgoJH5Prws+iEJ2dg3hLGx2pYuMntZSzJH5MMXSAj3X5tZSYGZEPucBnlVSLwl0EGpKNkAy3v7FUbMFIXT0SWvusojzolxdUremf84CmyhAdM0r790y2FwxdOuvXuel9xCiZS/tx7ZPIb01gwSCOgWfVYMA9MMQBBG2Yc8YyHYsT9+Z1cPNPbMdIDxQgFArnkT6/lUFoLgNe+K0kQyUlRFw0n2BJeWNUQ2tl47bGfnwdNLOS4aFG6FREGpK2ucQz2zIGwFmu/YD5eM5hd5fatbmTx+zXn+0e8KQS12a9pYHwXy0Xk+HGJdLoXYrx3zqstNjFSGlNBjWSdjCkSkr64Dyc+Zf5LgqddNuhTZQWBRSNmk9Tvk1OIbEc5zkE7rU1sBg0INtXgS6pBiTILtKFAi14gyEwGwndT9fF15vGwCjVhMFEZUKlXduAiorMCSR4PTAEDa43GGpmvKOl9xaGs0TXVgu7jl58ERT67eL/3mim+edV1eiXKGAze0GXnsD9LrVOMwF5G4E4Wrz8Qs0EklqZlpmYJv2uV6/FqVyOdQAcL4XrigDl1gKOgowkRB8YhbDLgnKoEIApD8BpE9O9l/CsNeHwSYZro+wYCgZxEYFcn0xaFACwIMdIIscGXdeP4iXO/V5p0/HTuqQB7IzERHHWCAcc8RE0Kkc/kpHib7LNGAdV7kYYWCqrqoSZ2YLSLT9ioJOC8Riic80GigCgTgVLfU+rii2JjXLK9WDuPPBHKs6WVN6URqKiNhYRalPrR1PyDdy8UEesWqHV6y8OSSSWUfpotfNioIwkgNW55xjdrEs205Ru0ASZgFk9yWdhecq669gf06ZxAX7G7QFML5gcWvDHimA/wbxFnwb/6+9d4+Pqr7z/19n7jOZay6ThCQkEEhIIBCQKOAFb0WsGhQN7betdbXdra1tXbe2v91SG7OKbV261tbt2m6lrd1urbFUIlZFq6LIXW6BACEhCUlIMknmfjlzPb8/PmcmZ+4zSSCgn+fjkcdkZs7l8zmXOe/P+/N+v94k0SUl06B5nu5HJ8pora4cNwHcTtN4zlWLb3ro75h85cxUrAdgcZ72yuzHvNcFHEG9okTKqiqkD0ILJRIbVzZMJIpl8uOZdBCSolx5ShimJRfADwHcJcYPS9SMj60Tj5x5Juet95ZLztuReHAQdfxLgkO+UXE+u0uxcjuQoKT5GNfC5DONPrn0r+v/67X89f/1Wj4A+KXiwMc3L23f/KuHB15J3sREA5AyEIPFyr+XAZgPEsayA7xh4CvSa2XD1oQzD7wx/CSA+ao9nf7cP+/OlQ5ZvhA0qG9yLyl/fuzra+YKlp8LYrBHhY3ESg+Gj42/UPekZ1HZ/JBUYpcMmr0M69f1/fKrpY1orQtLEKr/3v5k/m/fN8r6RhW+8oKasfuvX9Z4E37Aby8zD1eMYebZPzS3Yt8rDRoz9gTF2McYsXrPPlyfv3DEqZmr0kEk5kYHC4a1SrueUUDOhOCSDfvfKgyNrrIfU+f1LpkjlwQDQ9X9XVp5wOcBiQn3ATC89faE9r9EjB6LFfq33gFzzUqc5LW79QC2JYjLjvQlrPF94iSWmi1EQeSOWyGdU0HCPyrnYknlXJwlq/k84LpPohtL67vbV2JCgWQ9AItGgzi1FzA41dsH/bBNHNDOkmvmL5Yit0xhVbLu4wa34whiSWXYJklOFGqo7zuAYR+HsxIGpeCAIMCyPkjUfpxHJ+7D7uhtOJ8iiaFKKYqkGmilchhcPgQ0HBzIgQpyfBFkRgH8ce9N0B7hADMct28ECWc5CfJ8jpQ9F4c4sTiEoNTqgdrqOQkye6lHot+bJAMTlxt71Dm4QSIBgkGwYjEUAIrlcgwiwUC3meNaYr3cAF6Im41KPxCK3PsjzhITgN0lunO1UrE/rA8/MdNXzLW/icbJhIjF0cxxv25hGAdIsmMtSP7HNgB3gXjMncisUFNa0klPZsOFKu5HuXShxjhFyPdAvDdbAbyKDIzxTElahVOglCL47gVB8macMVNdafZWV5q3cVxzUg/QFCl3nvZ6zbvcK0VyhpWoRTbfWEABDmtOq/N2VFeOJ/KAH8FE7HiifsQSNwip+6B9zje++xspugWJfjElkpOFzzBMiw7ARwAWAEAQItg4Rc6uQHn9jfb75r2n/d3LV0iGJIgdHCQ4/ttVa3ccUC6P9RYRAzKfuQ7A/8m8/ijFGnEgJJ51dlhT3Du8ALXJDmtCw7QA0YUqakBCJRTgY2EBwHnNgrLcV/Ymm3lYD8Co2tPpL/7RXwuDelXAX6h3ie1ubd6LO+9TdA49MfDMfeEwmBIQQzxd+A6aOa793m3fGzC07jXKek0Kf7HBOvbQtYecN9X5wsvrth140Pif2+dzCqk9UKizSUZtiuJ/f2W+yck+iHVNDyHxYPOrAHKwkXk8yXGyHTqKwxIJHKWzUNpxCjsZBu8bdFjqfaNbZ/ve1d6/rVjTvuG1vy7qmF0zGFBKFbV7T+2GDSZloZdTdnnHCg+9v43flhHECIkYPXsPTBiBI6M4yZeT544dR61AIjLRIDKqL9VV8FVXCRRENpLwD/57PSY82EX8NlkQz7YBwKPqHGidLhzz+WAVi6EMBsHKZGDHx1G0Zy8KJTqpQ1yhLRh3cf7zH4ZC827Xs8ZyY83Owtm/vTO+bbEzJ5Fqrbx0YMQ4bOa49lPXMCdyDfgyAIwPwawcx6+HgaXdPlhKJCjlAKOHgy9PjCeSlCnfmpODJ4Mq5CkYKN0+BL0BiJeXQwUGZaiADBMJsDa+3xZEX2dhA9UIYJVHKmcsap1KFgwsdShUxSWj570yLqTh15Xyfx4AZzHhzY2u60DOQ9KBidmM571elBYZYdTpUBjwQ+3zQXXVlfDy7Qjfi5FZtLTOgcwGQlH3/oizxDTiLPEBeI+rRfTveD5Tt/wLZevU3S6GLZRb+zaUnhxaW2RC5uFlUTRz3J8A/Cn8voVhqkBm0QDg/WaOCyVcMQsylJ7MigtU3I9yiUKNcQoAoBGt80G84TYA3wRf5W46SFt6vjjlj/0Fna5LNEi4g6vtc/f614rkDCuSi4iebb4YXlNg7Lv/+Rm0/f6lxB7w1P2IIja2+Mo3Dnge+pdfwzBq84MYNOSBJki4TBU+A+AfwBviAJ4G8JN68dCjR4LF/+bg5Op/dDauOKT/1eejDIt4b9Yz2MS175/YT3wfSYyxFgD+9N173nrtnz578JpXd5d97V+3fHH26YF5j294So3jScUrEp1LH0jxlDB6kKl5q+Az29iDN9tyX9kbOe7e2Xlz/bNyF51/8nO9fPuVuX/apQjqVYGgPifAgEMwTyP3FxtkhT97ve6Xz2xv4Y9hwrCRxd3H6rFlomIgeOPNtq5BaVvXsAPRCWAMvxz02w6sDCmkdk6nYgEgpFOxDNzQbzuwsnVdYx023bG+oHtUW7m/ryy/12xTOr1H+L6nCgHzOp3Qq3Ngk8mIeofZDJPZjB3o8ZV9fPfXnwGw/prKPQtzh8xc0dHR3SXdQ8SIcoON1OskmPhj/F7E0/3URLiJ2Uw83IUFqOGrWL6HZIVPkql+JDa4rJiQlFNgwjAPf4eyMpSdPAXdsCkyIIDbDQSDUKvV8LFFGrksGIBa6pc6ZUxoYK9VsfuLD+w6XLW07s74kC3hrEtUtVbEGof5TN2C2yJFeJB/Fh9+WYelb7mwbS+LOrsffpCBy9av+BMPpps5rv10EzNw+jCG7BZUaxXwLiuFvVgBDXwQQwcX3+fTfP9rQKoRC43J8PGq8UjljMlgLJT5vZxPIrWaDIVskBFp5oycE4uJUS/GhAGuBClgwwIYwCYuqlYBUoR08Z7uH1hseBDAGpUKAyuuxHBZKaSYqClgQnigm87jnc/UYQ6ehReFkMOEKpxERdTMR3jZzH7H84lhrxjyeN0lCkZm8SkXPNu1CsDuobVFPqSJmQ6HXwnaewIk8Xc3iBf8CgC/BLkuOEyfksqkEsUplDDUGKeE+RXIQ+PhNjQNNaK1Yhq3PfkfqvSe88xIoIDCzHocSGDcdj8zvk1bJ/+SLF88HnBykGhEColGpOh5zr7nyNsLlEgQ051te2I93Pc//r9Gw6itB6mPUdRx1LUdkBle3lsl7TH9Xoq7q/0kPNUN4DG+Otv3GablcwDmHg4WVzHjjw9ELMoU3qy2TVzUQCHcR34auQYAQgzDHr+nxvuPb//2JqN/VOHNlXlVo6wqb9hShHwmH2Nc2EMaIXYAwm/3CZDETD3IQ5oFeVAL47J1jpsWHwE/8+Ar0tfbb15cYW1acdxx0+KzIJ7XUumwVaxWgy0bPK1TBliZW6YMmPyKfiQ2gMLHF0s7D8/9/LuvVPDfxXj2UkoQQt45BN/sAogCgciXwTwtNH2DCmDBowAso5UFx0YrC8LGx9amja/FzqBsBQlNuIHfxFG1GtJAAHrGF7/fSKz5/22Ikns0leTNdReoDN5rZErn7JxbisymIyXmYS/40JS9T0US9CpAPKrdQMTQ9wF4P61kYKzqRzRCg+sUiMEITOjVKzBxXm3Ll8J28hQMZjMsHIc9uXrUhzjky+XwIU8VbHvpx8Vsnl4EAPmne0IrvvBkSBIMOpHYOyo8T1HVWhF7LxlwL2bx2/DAjBM4AkB/Sw7qbvHE9z+Bgbe1mePaq6ugrK7CqxjGrehGMZyQQA4GNXCjILL/cP/1iA9PagfJl6gIMCLkeFwBBqHgQP6sMb9E4tJ6XCVdJfO6qwe7LAAWg3jFw1KP3fzxXIONTF2ykBAB0Z7ujVFKQeHBCwdBOBMwEc7UeQbeDz7Cl0bH8G++pxgRgHMGEd79Rx1ylBwKIcco/FDiMG/QV2AUgvOURXXK9QAs6nOew2OzlKt8IjkLeNmyV88vHVpb1IkUTphEBdNAkjWvS7T82JzqX/7i7Kn3k20vSxIec4vVUM/8S7SmO7eFGueUeKgxTkEjWm8CMQQ6ARxoRGs9ouXDlPxn59rQNJn4upQPh7Rk4XFOSBIFlDs+c8r52tsL4gYJHf8yUld4h3pHcZN2mapCqvMOBay9z5kPmbY7ScZ/Ju1JUcgokYd7eLZxDTjunZKzUXK5sccochx1bQeMRT/etiqgUbDDBXPlfshUACCBf8DPPekTrHMCJE5aAlK85l3+85QDpKjkwnxBMSNi7MtFHKfY+L3/KD29Zp7fPyhRK8bZsBc0gAk96Dhikxb5Y+HExAPztPqDk4X5v35nKR+DzY7df73JeVNdOE61nVei6RO0+TAAo6JIWTy347iS0yqCbkUO5B53cH5ff957jY0apgPbACwG7ilkwMnFooBHJXX1z88/dfSb7f9dnWc3H489FoN5xeGp7DUgsxVHQLz2EY+edNS+J1CouyGklIPx+VlOJlWIPF6tvsTvDB/f88OzjH39c2pETNBYNtb/m6Fg4XCxeKQHE9fid0GqYQLE+3lo2RKU7N6HshETjoPXVUesJ1FQ/dVs1NcfuX5xxUeNKw5IZgWd17TvqQfD3AyG2XH8paFtew9gHSauNykmEl3PJtx2EpKqDAGJPOfv8authKBgE/+Zbu6cidAuiwXlFgveBLC1ZgGe/eCRf6gLG+IAEASDQq1ftnLXa6sZjnsPtU2xTUtWrbUXZFCgB8BhI7MVdbgZfGEcHIOb//4UEvweJTHwiNb89/kBQBEOoijiiS8B8WKH74GwvB6L+JjudQCOA9BLuGCRmHUFBvJn9TlytC4l61aIuFCw31jCVQ927eS3MQ/k/hM+t4k+N1HGCR/3CggGW+HjjeiBgPA32QRybqLCmfjtWY62Q932Ou4LhaL2W2kJofJ/bBj6BtApkUABhh+AdKIGFYjzYmdYnbIcQL+m28UB2G1dqK1hCxV6dY+LA5Au5CPRb9oAgO6gWKJnwBkCUrnfWlI+sP8L32o/+Pmva57rQN00lauPG7SPjuXPPdZRX4GYQT7zADZTg5wSCzXGKQAiE9tVSKzRXQti8NwP4HeT2H5K76KQpLHlUyOh4Xnn2lPXvfb2gtdilrUBKB95zfnMyGvOTPVso0lfyCiuPfY87RjA1ZecHX5LsKXYYxQ5jrl/+LAmqFGwwQId3H2iiBfOCNMsXkFgK2+82gTrCwsHZTZAyo/ryyEANwGAaie7bOnO49FbKMEhHOU8yICYQclrAHTqv7fPmf3QC4yvPB/eykJIhyyY+8WfQzpiI5l2idtuArCjbn5gg/UQo4KMYWSs28qcGx/z2f1S2S1X5AK4kSzKgAODQEiWY/fKFnw8uKLKZs390GgbPyts22BukXw413gziPfwHRBj+WaQpNJIsqeic+h5sc1d6l5SbvQXG3TSIQurOtp3puCPNSEAtvPDs4ynOmtXSaQBVirhRq8YO1z7ke9qTf7APo+pfXDJuBlF8ythvPkGkvzrdOK0Wg3jvEp0dZ/FX3t6o+Us4xLn+Oqv/xAzQDlQs/wt8BrxV3xnQx2ir7ewkVYCYvwn3nbq85U4+TWR53xiFiZSsIlf94VE8cjbn14m6l13Xb7Ew3IBpYIBAC4EzFssC1hzNLj/zf8Fap+Oblz0QIDj/06BhG6xIMY5B+C7mMuHc/kRRAd6MRH28R7iSTVoDQ8ALAD2eKTylUGG0XhlcozpCkx59vHOfIelDHz1VgDPJ0nedLgVqruCjEhscFj0Orddp/R5VW6ZwldiGggPSE6CeMd9mBhoKEDyH+pBBtzZDLZif5Pjw5l49Zx3d6IpbIjffANeql8C/+afwQfgK5YQinecQc9nF/GDDilYeAVFwrIn0i5Nt8uk6XaFE4otGcReJ/pN6wLgfeKYP9EzSI/pCyOJC8MxW/MW7T14ddwgfxr3SfkEQY3xTykxHi5lmsWnSkbxgmljyydPQsNzfuU4kESOMG02ewrPN9KH5cS1Z9edK4/c8es3bkaGhX2kw1a9ryzfy8klCmnHsDAkhAFg8Bfqnrx32/cG8m4oWDn+HilIOv8H+Xc3onUNgL7/ziv2lIwPJex7zHFaD8AyWFks61lYfh2rVujnHerqnH1usETk5UQIQgExAtCCxXzYUA9pgmnzZMQdp/zfvm/0ledDt+OYcFCiR/QDLNGD1btUZuqTzDLtO9qOBU4n9DlqWJeswCmp8mTtm7md20r1vT6V1HWqa3zBwa6xmscALAcY0W/K/1HedPYvUcdiONdYb1dpxwSfhY1bKYD1jWh9BEAfuJe3XsFs+IFux7Goa0F9U8F6AIa+/jk1xBD3s0qFR6G1OAKnzjv8fQeDq7VemFwuGBbVksEwxwEvb0V3/wCeaea49ls2Abekk7OcIN3gKva7swD8zVxcvHFC+N+LZ0GKAgmrMQLpjIv0seaEjUydVyq7Z/s3/+MqiEW48jevuHZ/60tqAFBqRJxhttKuHzq3s8Q8nPj3KjwQ2MiE75MqCEJkus/ilN2BFUuXkN87Zycsah+CIOc0GcmPq6BfZrW+/mDVUu6juhWvSYJkZsKpylnqlSl2lIwPPZ/gfojyTHNgdgZE4pvyXPYCi1o/embW3AEJF1TX9J02gMh/ngUwMDSM0vYTEJstmC2XYaBuIdTzKiP3rZXfXsLBVkwbMvlN7rM7UGS3k1lSlRLmq1diBOSefRV8FcuTDsz77DD+gjzUgIMRcowgnNSbPYnbdS8+wFCMDnp8aGAqp8/UZmfTkEj//M9bv9h7/FT92ZhFp22flE8W1Bj/FJLAw6UDScyLeLj4mPEefpVkFTgzIguZpguVBJPwR9qY596DFHKESbPZ03u+0/3wx7XnwNrlXobjdtR/0G6B0GARJFwKY66984s46aCZk/eO7g6ZA0vDy3igBFtVLPMsKptvaN1r9I1/NlKkR71ArgMp4mL45bqvlj768s9hcNp6EvVdQPng3CJvx4oFKyXeAKtwsbae2gqvQuXNE90cesNoG3dgIlkOIN7HZJJyAADmAdQBWH/VvxR+MeCRDGrLbCfVRU4TAMj6RhXeysLYVSLHroVh6hZWFRu9c4xrAvnaMcuGlUdsjcu9AAx6l31PyXz4q+cjPK0Pky6vskA7ol1YdPRwuJ81xuN3m5xFb9tZw3IA6NRWnULMdSDmuPxddSvfiWmHHMQ7/joE5/1j7uXNEV1xnlY0AsCjIiZoVJzodSvfP1wpHreoPrL5PAHzMWNIqRF7rNCWlYApKiTG4MAgzP0D6MXkrvd0s08GAFa2qtjoWVxeg2DIyIlFI2GJxlQbFvxeFIIUa1JiItkvKjY4KaljzSPe8+fv+Mq88/nFimWnDzvu8+717QYxxqVS+GaZR94A8d7GlT6P2xcxkn8PMji1dp9F7/sfYoFcBvPoPpjNNgxwgPFaJQpLpRgGmflLZORHHdfcXBgNOizVaCAHKZKzFZu4llQzE6k07MPL5zssp1iJdKlfLJExDKMstoxoZQH/flkw4ANvVHefRcfe/TAwIoxLxLB5WOh278NKqRR95bPjtNeJ4kp8cmfsMUo1QNoa8OMH4TeMKJIM+wKI/C0AwMmhgLXArLDhKP/9ZA3xqNCrSLvuxQf4XlSYVezvbaS9SD7AWI8LXEQnVv98wyk0X+h9Uj45UGP808lFz/zOUKbpQnkvEv5IV1eOb+Y/y1bLNd3xS2cYJWzP/lsbNieRUYsQjrlu+e1E8p4cUMjBBrxQSGzQyR0L59SK5CK7rNekYAcCBQDASICCm3OU4OUC2yvrev5r3T9Jf/DH/4g2/uMfon3D5ca1Em+Alfr8LABoLXYMzioeVGk9i4y2cRbRCXq7QQymhNcSb4g/CsDid0vPi2VBvbkzfxWA3eoip8lXXsBKhyyxq+kA9IXjdxWdQxZw3DvguHrjz9+4GRy3w7auYXPJ+BBij+u4NnfRR3UrIlPFwZDIbvHk5foC8vv45Ry96jn/ARLnOyHvuGLtjgM1cfKO9SAxulb+ffg1rq9hTxlzpP83qpffqwqIVc7zY3POWsYsssLxIwvUxbD4/FAsq49oUWPvfliR5HpPGatNSOfpfNQ7Oy/Puaq6jvH4mP7n/3F+ME9TC+BYI1o72tC0MHafAsLXuwnEYA2f73CyX7xxkXkBnsg+OksqdTuXXLNC6fUEv9H2P90BsUQLIA8AvFK5E0gpuxgNMTa38ctbPz6C1XIZWJUKCLpglzHwuDn07Wbh2SDFTvDFkBJsKXJcDQbICwuw2u0GFlRjJ6ITfbP97Yo9X3MVAX8R4O9V+1gLyL1UDRKGYgPQd7wD60RimBVy+EUi6BgfrCMmHN93ECXls6EDkXOs4fvCInHIYfQxSjOjoftX5kmZDJ/1+aB2uWD4459xoKsbPQB+JliScXGoVJCwoBfS/YalZSymXcQjnvZ5lajyJ/hQqMc7AFz8Ijq0cA8lY6gx/ukk7YOjDU29IF6li0kfSJJSuJiFFSQBp2tKW02hyMKHIWf78Eh3/FL+CCdRFXkhnYdSyON4HNU45azGqevmobuwBh2WI1hWEIJYsvPkwppVRYfP7bcsz/GbgwYAyLs+Z0xeKFELNmHbX9tQllY9A9gqDnJf0o7bxj05SihdHoXKySpe+cqdu73zZUVPbnmyHLz3EcChwbxi9BTNXqLyekoeJ2XdY43GyEBmcM/sjnm3nV4FgLP362rURU6N6Vtr9bMeb1XZ1iy+Rd5jOqI4MyxMmIysqzgzDMWZ4bcA6LV/b7c0c1w7NnGI9fb98TOf6z1WufgsALx5at0/+0MynaAtQwDu5GrRgU0cILgOksg75oPEj0fQtR2U61/dv67ltxsiRmc49roJbe0ffKf6YJ9hkSYgVtolIR87Ki2ViaTmYHDcrM0vUIbmzvGoAMDsEAUOiotV/jV5a5JU+EwZq53ymuI4tDDMZteV85+V9Y1Kz7ds0AXzNMLQDH2K8w9MXO8nQTziADH24mKDG9Fad2XHgQdvr6xbE2SYMV7RZR6AF7GR6UVYjz/eMK//n9vvvykgkYq+8PeXO43WMe9gXrE3/CXDcSK+/4llFxMTuQ+dTuh1WnglEiiGvdifx6BayYG1hUj1UACGzq/N+eAoGqNCIYQGnjoH6yQS2FZehcPV86O08ddDMABv6DhgvOHohzUal8PoyNGM4PiG+LCteM90CUiyaTjfQgwyENkAMghxjpvB6LSkUE9fP3bzspRMKAg1gDkgxbLsIDHlOgClWYSMJUT8Y67d9xPmO+CrWHZ14xcAfhG73HNWfKuZi1dQmiYyHugk00TPQs1l2uC2oJ15IME+afImJQHUGP90ks5zO1O0A7gXgAPkx1YPUtDir1FLpY7XTsxUFVmiSX38MpBjjCuFDmTcr3Bs/WkssJzGgtcq0TX3Chy8ugvz5U5otMdPlRiPnyqJJGtK88S+uv8qGkna3lSMce3b3/jejqu37V1mMFkL+6tKFO83XcueuWJ+PYjn7Uj4WAzmFRs7Khas0jrtnEuhOo/E1S0jD9aRo3wlvpXnapW57jkA9O6r5h8c/foap+HlCTUQRefQZt4oegTJHspJNNOPkfCB2HMVpljEBN+50rH3f4s05xUQeJyTGLc7ICidrWs7YDT+dPtqTiG1GQzw5uqxNsThS6ebmB3VVSRZL9/eqQTH7WSKS64oU5sXqiS+HCcTdDvOBSWzV+T6xeLBHADYc0rBBnMUptgKn/yuMprJSnhN8TRzXHsjWntBwhce4PsRNsjT1RQQDpLlINdOEMA5RIe21QF49Orje6uCDDNuz9ExAbHkhjy7GQpSBVSPJJUxd9deWXF6dpW6wDrqqek77egoXyAxa/SRdg3nFY00bnp5G4DBtjSNjSAwePNywTkc4M4PY7fZBpNThHGDGEvzRKR6aOfX5nxwdNOiuFCIVjRujhh4G5nwtcsJ9hI2Cp8B8OjSzsN593y4rc6u1HAmQ4F/SXf7YKL+JrheDSCa5CtBZh8K+f0oQWYk6gx6+FwugGHAFhlRwxvjOqcLR0AGRkYQj7oV5N7UAHiWHwRlMjuRkItZxTIJ0/K8ylDNZVrhDW9qfFPSQo3xTyeX6vRZHci0rNAzfpz/nCSypY/XvhikP37ZGv/Z9SvKOOvGvG4AuAHvlndhfl6vdG4FG1KopLniQO4q1VjNj40n1FXyCpBZBiZhe1Ow/9aG5/ff2vAkv94I/7EOQOmrq277+527X18HAD1Fs2u0TjundTuYV65b1xFu35WeAw/CusEEoPzlz99T8ZuDX5Hu6FrbDRCDfORoie+Kr+8JAeZjAKy2xuWwNSaMuU34UM7NhSfhsSPhA5FztXbBtj+FOGa106uVHRtaxlg8+XNDnFjTNbbgjiLN+S0ADOyQ/8mir/10YOQ1pxIxaj6NMd5yw8t7lwbzNSg93XWuYjZWBgJg3W6MnziJZdVV/P6BvrnMmXmVyjOyIW426/ErvWoJKzbMEXPXLjDpAID1i7B3LHfQX1lgNt977UlhhU9+X9MVvtUP4CGQa+BdALfwn3uTrkFoB3Cvat8Zf+4fP1RIh6wa31wj460wPrfl6/8TN+thtJoUFrXeJg36MWt8OMeWo4HCNj6MiXs6vGxkXXuOxgsAo/oC5b/9079fkaANk1N04kMxjjwVSer0AWDMIfjMIVI9dN0Y1857xNMNeJIaheHB22c+fu9Zi1ovDYlEptq+0yeNtvGwGsjEdhJr/FeAGLW7AdwKEpPtBZFIHAGguGIZRG//HQoArFo94dEHuY8fARkshgcKRpDfTSmAD5FkEJQpqapYyhdpzle2X/+bVjT2YZIl4NOUkr9Un1cUyrRBjfFPIdMRJnGBKAfx3An1cRlEGx0zX+lsugoRRZNNv+KMs27MO9uNef47uNqH5pEHlwhkVqEAZLr7OZCHWNbnm79eBhDvefNtue2+ujt3v74ZwHqV11PiUqjOv3Lduo4DtQ0mAGjwHJTf7n4zkvTYULZfqlNaVwLAjq61Edm13PljNiAuCS3W4Ez4UF5zIyKa3vx34df1bWhqEVzr60QMZ9MqbIcr806LDg7kfw0A2IAiFwDnPO2V2dvZ+cVNWuPIa84diFHzib1vZL0mudRk21kuNi8IACxfzh1WG3SYKH2+VavBi04XOIdGLRGzziDrBbPiJq1bIzfnA8Df5tw+evTQl14S9DP2mp+0Z1Bo5MzGdbXnUJ4HEvZ1ChPGuDXJ6mHq1O+2nyz82d+WB/K1Yv8sg1cy6pDJzww/du+s7823rWt4nr+WygH0WzQGq5J1Kz0KFav0eiQuhQqYuG4AwXkNx8J/ZlZlQbq+TIVU8cT8IpkMeNKGn+H4hl4Q4zeR9zxMonv9OIBFAHby70dAjpmPf2Vnl0J3zUrsPnESS80W4tGP9GEjE3uN1PBtMPGv4c/T/k5mVcWSAfIerWzHFErApy0lf2F+bymUSwpqjH9KSTWlPYNkYnRMl5dwakxv2AuQXb9SHSfhgz48qNED0MUqfiQjUbIgyHR54rLwvPeRjxGPatc17J76IJhI0mOF/lw3AHx1+QslO7rWRmTXFHo2rdpBMoOqugqPgEydRzitni83KY3rrutAOdBUA+BPq+e+dUYlc3XaWL22a6zmxvCyKqkrAAD2Y96akI+zX6Hv1//bnX+5rljt1PfadGzryYUPgniUo+6blo82NAMwyBZD7/ORgYTPB4VaPZGI2cxx7e3/pDbv71PPFTmdOlGhym8oK+7vUeeOub0l5m+v/ykr13hhjEw4xPebP/6PLu08nHfzx++VaV2OghGD0edWqJ7AbXHFbyIIjZxhFLr6UbZcjEAgD6O7TCgWFvVKpwtfXvD82xrG6+9jgkExJOKyoFbpBSAztO5dZlvX8Cg/SOkDYHhvybUn7/lg2yoA8MiUgRyPW4zo6ps6AH3CWHirRr9j0/80r7bnaFBB5Au9PUXlpQ9/6z/u5teZkqITkDyemCf9b09mCiTZ/oYZMZF0KQfxZHOYKJIEkDh9OQBrdRV81VXEo59GqtAIEop0UrBM2t/JbKtY1t+iMC2TjeT1dUgLhmqLMpO6jCe9I2L6f28plEsKaoxTLiUy0r7FBY53z0C5Yjr2oQGRGSwFgDzjL8//1vSNVmTWr1THKXlcdWbtShwuQzxiujTti2uXNmTPLwqYopIeK/Tnzlboz/m5NYjIrjWSl7RT0QkNqhiv4GlNlbFdv2i1R6y08X24B8CzO8/eglhETCBUVXDyDACIFEzRFRUjhs8ff1vrulqrHj6rGC7w25hvN+xLVHI80l+HA6xSCYXHA3h9UDRcgUMQGJzfvOXK3EUuu9XK6MdMAWOFSBYsVHVZg73WCnf/rgrTsn/aB6TQl29DU/urr9++rbq/8zGLxiBzqNSm+u5jA0bb+DrsZs6kCDuIGDl7seI+DiJxNU7+/Qoc6v0D7v09gOSWPDmudQDW/2h2df17fWMl48bCcyatKh/BUAAAQkqZS9l5XsHvY33pI79vF9ndj1l7TLKXtVL3kuWMUpWnChXYxlz8ORtFdGhFpH0HapYDHPf+Ncf3LrWqdVeVmIe3Ha2sewPA3QlaNu0sef14u4QNPJZjcct8ObLRnitm949UGUOIDYVIp0CS3W+YDBOyoF7+VQ3gSZDqnD5+G+0gXnMrkiWx8gMFR17Og2yO7A4p6zcEpKJRORuEZjxSEDeT38mkVSz5tuUyDDxFhXDWfk4fKL9S0SNh/coFH3StArB7qLYoM6nLaC4NBwuFMoNQY5xyyZChHvn0xQ8mSJhsLH4ZSFdlcHr4EXhDHACcjNqKFJrnQlIdp0a0RhmmDR0HjNcc37vUaDHJcW5DMzKQmENiL5U0Sfs+4MvTh9uxDZioGlkUNO0oCQ3HSgTGGQVTDJ2KuiZ61RVL871j+GnNdw6DeBj3A6hhEDKAeBhDUrHPZlCazTWFx9QauUMK4HN5N6jKVr9zUOx0SmwulZLBMlHZ2H7JSIF9fAwJvH1hT73FhgcBrFGpMNawHHuq50dJ8K3/qG7F8c+/+5c6idwfZMRcr88tLZHpfaWtw00vjZ8qfF6h94aPe7jfH0BYWAjY2rb79TpMhDCE0YfblWgAeS9v5JxG1RwHtBVysOMFGO0+j+KlAA4ItqNsRGs9gHNtaCKJeIK4Zr3Tti+nQHq32jo41+vPDVnFWi/EIom01zTuLzZYAdg0fz9WX/iz1+d6Z+cddy+fV2rhOONHr1t8O1ZUP/JLVdeZ2PNKrsHWqIHjgdoG04Hahh0AytrQ1HIngDvTKDplNXCOTpoMzwYoAXiqgFKXTnHcXKovZUKcsfbdTl3RGdMTVbedTX/9xSdjRt0DCN/DGyNFazwg974RANs/CGXHSRhHRmBVq1G1sAY3VVdFqXB0AXg6Xax366Y7AGIwf1B8clhetat7tU2vuh4ct1NjdgtViVKRyDDuAuCNFIgi/TD0L1IuCYlFygDDsABQfnSgZqi2KE7qMk08OHDpCgpQKBcNaoxTLinS6pFPV/xgkoTJKz0HnPuVDdnFpGep7tKI1hUAvg6SnJUDAF6RwgPEy2Al206K4xQxTBtOHpTf+dH21fYcDfRO285wH9MkcSXzUpUlaN8HQFwxjnUQKGwguCGRRGBCoyCr0KkUBtCgskT+17I7d24vbQxPm+8C8BEHUdkdta3PINogqwExyIwiGeMusI3rxkRKMN5gIBiEmKvUGit6ul5FEi8d76l/KKY9wxAYnIerlp6VBAKOG45+WFPiGNSbNYbOt2682dL28LqHyFaaEO53spkJs1qvzXVaj8Xs3gagPNk6NmicOjh0PsjkAOCFIm8nrv8nft11gu3UAjics/v0Yy1XM2IA5TULULFsCQbnVcJaYh5GbYnh3cOD3I3F586prPMWsrLe4RGpyc4N/+u6kwB0+c+/owPQJz83bpWfG4+ER6n3nqkDx21FgvOq23bAY2jdu0bWa1L4iw1W873XnrQ1NiTWLU9AJpKPEYRJk/3IwQBuhxNSSNCFWshQCGmOjX0/xza8M9z2/H5LHW5LUwE1cTLmOgjDSOKX0YUPwcAgmF0fQQ8GJoUCFrcbin0HsealV/B8M5dWdjQKN5Sffw13rPdBrkYNoKu0jj75aks3q5ZfpTG7tyEzWciMw2z0Q/aTYxW5qwAgIJewMpcvTuoybTw4gSZoUj71UGOccvkxPfGDCT3AV3kPXLdf2fBazLLJp0yzVHdpRKsUwP+AJFj+AEQSjTAN/RJ6mFd07F/nk0htFcP9h0vMwxFd5MG84ge/jlYTEnsTkz6MY41l3iOePtZzupOv0hhAX+lAc0HO0Lwr9HsWyCUevTegtJ6zVgyMuoq7hH3g2+/n271OLBPZ7DpttZpzq6wuCSdFkNWVga22m73IpOpj4nPXB8DAe33D50DPtz0RCa/L3b5ZC3zbrEVWG4lJX7IIJ6urIgV3Eq6zH1cW1uPoAhbyvJRt59G9cWQtgIMA+rkQrtq5C7nBIBzVVTBdlW85pZ8Py/E+dnVPyCAN5Gvdww/ceMTWuNwHwKDedcqG9Am4EVoYpq68UFfqvLpa55tdYBeP25XGn26/vtw1Mvz1obdPYnzDFqSX41sPwNLQcUB2w9EPrzM4LHqT3sh+tGjFg6hteijRsuiFDKdwHeQIQgUfvCjCUaiwBAMoRA0Q0Q/PNEwik8TrRMv0ANDsPwhlMAibXE4KKalUgNuNhDMx6diHq+7yQR6pJeCXSQP7NyzbAaCsCW2ZGvYZh9loxl0mALutxdoahoPRlyMbARCbvJn2+CQqJQ/ghcmosjAP4HaQ0e2VILKLUhD99u0Anua2XFAJRgpl0lBjnPJpJaEHeFZgCEgfGy0kW3WX74HEf24F8CqExniWJJuijxichzaE+8iF1xnMLZIP5xrjSro3ovWXAF7BROiMCcDzSO2lSpaIxjWidcLAn/7kq5THvLbwSLtWbrs3GBI7vAGFTcQE9ZV5nWUF6pG/kiKaCdtvBaDcu3TlwF27Xps7q4Dts6u00LrtHKbmpcvW6xd3XeraDsoPvOstWhiAS6eF3eOBcs8+XC+T4cyciqR5AvJhzFp+FNzeeegqK8UOhxNq3+J9J35/e9vbS8/Mmhv8zkM/vh8AisaHx+uqvv1nszkyMIFIBJNSCf3R46ipriIGavV8eKvn+/78+00btyJmFkA2bI1KwE1SNj7KSJOO2HqUx/sHPYvLawIlufr83gHfop+9NKvkZt8xkITcdDM55Q0nD3rv+WDbSrdcwVrUelvg2HlDxW9/+/mffvgfs3j97XARJnJcO3EdFBBDCjcAQAk5PHCjC7koREiw7bkAqrCRCSed7gGIdnxkCTIoXIeJolcnQe6bWEM+2WyTze1GmVKJ8VAIEIuhkEigMFuxB5kNBCKQ2bbSBSIE/SGIhQWdsgr3aOa49l88Mnebf4D9ZsjuLxVppQPSUsVz33omKlwnck1rxl2jmnFXOCxrc1m8AZ1RPHhsKfkp8E1MqASFWcj/bWAewFJuS9ygkUKZcagxTvm0ktADrA/Z9yDD2G2ejJOPGtE6H8QbbgN5aKQrtpKUDKfo4/o4nGust6u0iUq6/xyCGHYQKbMypI7dTpaIxgnbkmDQ8CaiDf9slTJSHvPKvDN1bp9yj5XNKw2EJHqJOGDVyqzHC9SmOmxcGolf/t6iFRVvX3GD9HDV0m7w1SX7h0Xy198Ve4qPD87R5Q1JqsoCO5Afp1yRcazyJGLh486Z4eU99Q5FzvmRURwuMqJGo4He4YBt+5sY+NY4146YPAGeegBjIoQcADgRQj4xQmzeOfMXAJxW+L1VgmWZHBVWms2IzAgNm3BydilWWW0wIkabPlE4Ee92zaBsfLSUoKJziFN0DpkAoKYaq50sjMh8YNt3TfuetW65gvUoVKy1055z5q+jZSErK+GAFSCe0WUtDPOD5u/zx9UNPVRwgeELHoXAAhiDG/MwocM/F8BqkFmTUX5fN4BUtPwBnywZvv+8/DpKkHtgN8DPWEyELtWDDFQP89uqARm8jvgD+BgelGs00Pl8sA4O4ZDFAh/SzcQImJhtY5hqnD5yErUNAMCAEyPLgWQrGuuKnlm0DsAxEIlGnfPvo/f9qFp9k6/TFdHeb/5+gpC6xAOmix0P7gWRXXwBJEF+CSZ+a+YA+AqA/8xoS/kJwg/HqJwi5cJAjXHKp5WEHsuS4NBm/rNJG09I/rD5FYjE28NtaBpqRGvFFNqfiUc+ro9ijsvfVbcySt0EJOmrAYIYdgBDbWh6AKkJb78KxCApAaACUV4QgSQhAvGDht8h2vDPlnTHvFwl85xVyQai9OoXdx+rBzG0LAD6q/rPSHM8rpXY26u3bu/RyPrHc8VmZ75ndv5YV+m8DtXBroGzb1hCbwL4eFNrXQn6HyxD/0o1XIoroRH1o+zAEErOIk2Sb7pYeOYBRB76hfWrPIu//HGpQu/tAX/OJGP2fHmP6R2+4iJKZ2F5fj4qZHLMx0Ymd4sml+krKrvCrtKO7apbeeRAzXIvgPwinD+0CCdWBSBhWShtcrCKYsdQTUAi0paNDlrbNm7YCXI9KrYXQNE/MDEjZDbDFAigvWQWSiAYlCULGcmibHzSgSLHwahSRozfMKnCRbZq3fYv2VXacWkogL4dptIHbrLrdRowINUni/jlGiNr3Aov3sdpaEGkHb0YYhmp2luoCJyqmqdTs+475gyfC6h8HgtITgEr2J9R0Ifw/XcYEwNRFsBSAJ0g+RTh634fiHF/C4iB7+FfB6+/Ftq/bIOpuweR843sZ2Iis20quH8NMtgFByaA+LCRdET9rtjbhmXmn3bPl1Qojb5OV0R7v+UpbM4wpv1ix4N/idsCh+D9PuYBPAvgP/j3VRkklIYN8fjww3xmMzXIKRcCaoxTPjHwZeKjfmRjlFgmSBHLzJfbzvQHN6OHTSNabwLxrnUCOMCrVwi1nuMVLVKT3iOfQBd5+4q1Ow7ULBeqm4gA3AliTEfHsKdB4PX9M0j5bjdI0aYQSDJlOH7Voms7IMv9w4fX+Yv1swZ+dn8VOM4PsUiaeMtpSXfMExrra/e/EzbYrQBgtI13D3T59AUH+5fbKqrMEpMtKB2y9Ck7h7yYCDnQs1XFDxZiqLQWHfODENut0BWIEVQtwokGEUKOQZSZQGJTdzWiVcvvLyNvP2+IRx76I0dKdIdYCRZ/+ZBUXeQsA9Ancvs+9s4x1kuXz9IXD58pULEukccZ8uq18AO4Nd9hHge4j/sKy8ru2PPGzQzH7dhf27CjEmeXBSBh/ZCxAOCFAgqPL+RTSLQSpy/seWUByBcvguPjw9EzQnY7QnY7Hs60YmOGZePDxJ1Dpwu+1dfEXdNJvahtaGofND+8AwZumUWbq3OddeQwy8EhlQKLGC74oYINg5DC5xVLc20qneFv/+8zu//6hbsOAdA1/27TbQt7TgYUAZ8wrp/FRNEsYOL+40C84ZEQLUwkOltAZo0W8G3KB5lxOgb++ppTAf0dt0L60iuwIHExopTEzrZ9jOWR2TY3coYmEXcd9bti+8NADaMQ2aUlSoU7y+JBwPTGg2dCjCEeRhH+p6S434f0CaXApVBcjvKpghrjlMsShmnJBfBDAHeBeMDCCWQ7IfiRDVdPTLiR6YhlzjxBUcO/VmGi+ImQbMt9Z+aRj0ks3B9T0h3ATSAVOt/BJGLYeYN8GGR6WBiLKefbU65rO+gt+vG2lQFDjnf4++tLIGKQ98J7tvGv3Jgft8F4lZT4BL70xVeEhp4cJEwgX+N2+o+XLxizavRLWJlCr/Cx1r6fHlEXuBzm8b/ubwWJ/7WBPLzDyXw2f4H2jnno9oYgtrNQigOQ6gOQiuxgistxbvkgyv4GMrMQNsSzYT0AS9W5NtmS7j9cp3YP6a07K9iOHU0Dp95peqARrXXnm+95svjfX9HN6j+vkUgCcisjFwf83tCVy0MsiJdVlu+wFOQ7LG8B0Nd3t1saN728VQ52Kwv5uAgcQhApQhApRExonBOLdHwfWf6VmV2G8wA2j2mrHnQpCu6Q5hkUKxc7HWsqTv07NjJH+GMabm/yc0NIe22GPem5uXhQIkETF4I+GIDnVCcaAGBeJSLVWZHCi1oyPvR8yfjQowAsR50o+u3v4ZLKwNhs6Pf54AKg+MxNmL3qKhQDACT4EQbxVrgfBxqvqHj7izfsOXzT0vAsitWu0o7ZcjSlCtu4DROe8fDxCvdB2EcT/6cHYOGvz0dA7omV/HojIPeZGBMDPQCwVVehLFvlFAEZz7Zl5BGOOXeBIVYvna30Bh0Bq2CZVLMVcUxjPHjWMA+gGCQkEADc3/zqM35kZmRnHH5IoUwHopluAIWSLQzTogPwEYCHAcwG8T4VAJgH4HMgRpEVEyXJLyzFXDuKuRYUcw/wr2G1jrpGtDY3onUL367pZCvIQ1MP4nXT8+9TSrHxIRObQY7NQhDVAQeAL0+hLTa+DWEPlIJ/bwPQZ3h5T31Qo2DHHvxMQaBIn6NoP2fO2X069kEnVEkxQDg1TD6PZhPX3vIUtrY8hb6Wp1De8hTW89UDhX2UAriZX+OdEYPRP1BQssYtV+UqfKzNL5YqHRLVPL9aEa6KYsWE0aXnP9N5q4qRA6fCA4XYC3kZAy7EgAt6IZOIEagEmQVYDhIrnC3lVefa5Nce+/Equc+udCqLbDnsKHNlxy/WhMuSO2+q6zF95/b3tYqg2GMJiGUKkX/RLTp2VjHEIAafRNBeG4DyNjS1q+HcoYCXC0CiEyPoMcK025OvHPGo5f0gRryOf20HcOTx+zk8d/dp9eBdPzjx5c+O+3JL1LI3vWvn9AZmzwMpRPNkRucmw2uz+fvA7WtRqpQDWg3O5eVhlGUh/WgPGs72YDHINZpKhjM82NwMwFJcCIvPD7HVipGwIS4SQbtsSURK0AXgN/gaEP7z3KbQS2YFncJN7qpbecSq1odAfkcU/J8WxIAO9yFdH/tABoHh8BWAnCsvyEAvzKTjp5PMttUKFlE2orW+Ea25AonBqPPHfy4kql+yChXLeUNa7zG7sJLnhYz5njaYB1AG4F2QWbsQgPsq53QZkJnqTx8mJCjDXBb9plyeUM845XLkhyBTvwDwNICfgKiDrAAJjbgFwMu4EJ6MDJN6EiRY6gC8CFLJMqxaoQcZUADA+TY0lWTajKkUyQnHMDei9V2Q34BHpxjDfgSkX6UgfbICOANSLGSrZMz+JXf9HJdtbX054/EF817cOSQZd3SAxNcKyXhqOEnZ7kdbGGZzM8e188fHBHJdWAHg7Stu8N6167UgK5XnguMsWpcNWh38Z/ylMtJUksQJ4k238X0xWNc17HHBuwxAKQMuIELIGYRYL4M36ESOG8BaEIPsZyDxu9nQt7Dn5bVeqYb1ynQsALgUBchhR8PyduUA+m2NDdxs14en5vefmQcwDCtXiGGyhD3bAcGxihgMOjie18ERPkY2ALqeK8pMV718GEBcjHJYIcXyFdULS5ychvVySlbG+BUH/FeWVkjOhQda4STEpOcmw7LxALD+8FEYJRLY5XKwvKLIqFgM7g9/wpGMvcX87M+Zp5itIAMGI98vtuEKuBUKqPglXwSJf49cN7l2c82du15bDY57/0Btg4kvklUvDfhdINe0FsSYfg9CNZXMZme+BGCcf68AGQyAbx+DqcdPZzPbVo4M7q3YsBJN06xDQ187Vhoc8fqEba746OqxVjQKw5BiqWlC26lsOyTMn0A41HBL9l515gEsALAD5HwHANzHbcErrcQBkX5GkWqfUy4y1BinXFYwTAsD4D7+rRvAYxzX7GOYljdBPE46ANWY8GhNnycju6SeZIbldcCEaoWArJVVsiqSE0O6GHbJsHX2d7685FV51/ApeY/pj2liWMMPrqOIMfDa0NT+bz0P7+j/2T98CVKJyPDyh6f1bQc/CGqUCuEGWhimrn4x1o2bwQh0tBPJxIVJa7hr/n6sPv9X7xik5y06f7HB2v/oHZq/XnPH2VUn9pZWDXTpLBqD9UzTTe/ZXzq1TEsM71FMlB638H8v2NY1oAtDT1ajcwHgdfkg4+TwexXwBttxpRwkafUdAP+N7I3xrTnesS+55HnjEi6AgEimCIrlCr2jJyxvFwkbeG/JtSdLTIPFWre9QMFybgB2/rtxEK/tLSBxyTuwkalr2sRFDKuC7tH6yv19uvxes03p9J4HmTWITsx8gEgkqkZOF3V2uBV+h0ch0ahYaXU1i8qoRMYwyQe76cvGA0C51QaFOmfCUxkMglWro2KzM4YPffkBBMbcjasjM2McgF8A2ADBdVNkGT3cW1R2/TXH9y4FwxwJF8mS+307QbzYBiTzzqfqIzHWdwBYhgmp1EMgBnRGSbHJePX129fn28e/eXfxnOq/XH9XpqulDbtgOsKGcFv4unuGW4f2ljvjHBAvqFblXpFNmzMhNn8C4VDDB7A5G4OceQDLAbwBci+4ATRxW/A3/uvMjOwxrh35CQZbNHmTcoGgxjjlcmMOSOwlAHRxXHM4NGArgK+C/LiKQEJWXJheT0Y2ST3JHn7AxMPZCqIKp0fyIjAXipRetUCRvuDMjh+sK3ryL6qSx/5cHPY4J9pQOi/94JOfP+xdUPINybDVov/Lvp3eeUU63yxDYXh96aB5ruvKedtPmUYkxRLHmM8L5a49RCZOUNgmlpTGRQvD1M1aMb8ikK9FoEhvY/yB3MKfbi899693Bk5/9j4riG60CYBeV3Bgh/bv7eEEui4AT8f2tRGtPwhC/JvZ6J+jgSPgh7TrBGrOeKD6HIjn9MsQDKiKeoYr0MDra/MP8GQJxt/S9eyAmlvmyCnRyfwOa8nYgUP5jjNhebuI8XCgtmE0IJEc+OzetxqWdB8PAQiCGB0ACZMZAxkU+MFLCTYRoxAgKjJ9iDZAYo3MvsqBN+ed6hrVK5UMJGqV1+8LKvz7P1b0y2EqK+W1uSfIaNo+HG6jzkF9WRl0y5fCNncOjgDw6HVg3W4owkVvxGIonM6o2GxCJrkEECSRknUaADzOf/U2NnEnBcmlAICS8SETOG6nVa27akXH/qsSFclChkl74TwWiSy0IRRkjDnq7/tvqOx1P3b9B+8vVwwcBzkHi0CK0KSKuU/Kq6/fvr585NzTPonMUXn+7JmNL/7EJAv4NH2Fs793523bt/KzWz384pEk4lb8oRwpPMK8IR5vCHdgM8fFDzpa0RgxxpvQxmTThxRMKmkyxpsuAnAPiCrUOIDbuS3YK2hr5gmlY9NeH4FCSQo1ximXG4WC/yMeNY5rbmeYliOYkMzjACRP3pwc2ST1JEtiy1bHfNqI0cZWZrJOUJ8jtq1ZXOUvyf19I1q3IYWeNpI8uKxNK8cAIFCkN5zd+ug/xX7vL8k1nNr3lKHi4S398t+9WZqXiwG5DJ4TJ7G0ugqdSHxs0iUJrpeeNx9na0vrwDCGoE5VKLK5ffq/7FV6ls1hQcJR2gGEbOsakg40hP1rROtXx2AUhn08AJKQt6kNTUOvPnbHLVueIKH3AZkkXAjlUeQzm5nxxwGBsVOwJmferCbti2vO/19v4Yvrzpd/7dcm6RlbbOjIC7EDncNVS7sOVy19OuockKI6IzHHAoiX4Qt/b435PszWhb2tL/ZhnnVFzqkCuWhMzSg5MSd2uY6fgLasFL0gA8eMr9twOJGiUptXXM5cYQtKpW+cCvhXqoOSZQWO0BVL4XlvJ5EgVCqBQADaYRPOQBhfnrji6qOvvn77ti233VeH5Frv3xb8/yz/GnfdlJiHvSXm4W0Lz50O39/C8IuMQt0EeSwLAj6SiuWwycRth6oUe8/Mumv75/9wU4nChXN2ba9BwQ5X55nDMfepY+JjyLePf9MnkTn8UqkNAMKv+fbxbyJ1vkg6j/DFUw9JHuqXddJkAm/6VzAhz5oHYA8TLdC6k9vSdj2okU25xKDGOOWThDAx5y/TbIgD2WmKJ3v4ZatjPi2kiGGPaGMLvWrS/rGhqpufeNV5zYJVgTwtKz8zzCCNnnaSfa4HcG0mbQyIxW63BxaRFdrZZQiZLbxMXGJjJZ1xUS4/N36W23XKYV+z5FaOYUScXGrPOdxjA/E4G0HCBR7O6NhvZOragPVmtV7bUbGg7KUb7padKyovBfFyvtqI1vr7Gdwb6YtUItnz2QZF5dEet3FwLBwqYQFgLbxdbZz3b/l1vrEAZ97t0Svuaeg7q1ag/Bu/kSo6hyLhC+EBQrpwJLNaX99RXq1n5Uq9wsda5wz1nSwZHxpFvAyfkGgjZyNTxxVj/ZaQzBDQF0hEIk7OgAspQm5WJA+yFitEh+cues+lUjeqWHepW6EaGNPmPXfnbdvTHbv13tl5ouIa1RV+vxciqcgphkj+8bBseek82Tvls8cHVl6Fk6c6sXLcDLjceM/lwvMxg6M4Q9Gky8tTse7HEKOeFLk2NzKFICEpCATQt+lpNOAp5p7cXHhuX4vSORUJdb2jqojyZJq0F8ljuepuy8Hvfv3QsUM/V9zyVNvVJSaHmnnsw8/k/G7NX61WVsmcGC1cCTC7q/PGLac78eBLDGOCwDBNNTBUse5St1x5XviZXyKxqVh3KQC0oakXCaQdM/AIZ20Ih2lF4zCI4TsO4H0ATzah7XjChVOF+jVy2fy+hom9NgLp2kuhXIpQY5xyuTEi+F8f851QWs6ELMlA+ivjpJ4MEiwvtmdmvbvXJ7IeYJcEHEG9RCO25l6rdCqKpM82orWXb99e4QqexeU1jDfASsbt8BfprcjCWxZj/H8E4Dj4wQh/bCrAG/6KkwOOhbX/0gGA9QOwWBGyWLETYZm4BAiLzCCxPnMfAIOic8jkvLraKhmx9oltbkVQq/KAGHAMgLJMDfFwX3Kd1mPXHN+rs+XoFv+q8SsAUAE+zOe3/z4hSGM16gt+9OJ3v3bXc23b7n/8f8PhK/0AUHqvribgCLEhlmMDzpAegNV5U13PidPPWtrQlFnSIk8jWuu+WbW0QueyAwxRiOmoWLBKGvC1G23jXQBwuhOeEyexxmqDQhCPPxH+I+ifRurrlQYGq0I++M8Pw+PzQsSIAH2JhB3VF9z33N1f3wm+MiOAdVvQeiZyDBOFkgDl7uXzSnOcXWIWEjcYQCJnvN4Rj6qzdF6pJBi0frf110dAkoATebeBBIZiZ+m80kKLSQbA2tBxwHjD0Q9rNC6H0ZGjeRbHNzwMInkqA4B9BzACXkXEbIbuL9uAO26FtLoqJm6bhPM8CmJYloIM2HwAnkh1DoR5LBJZKPDQ73rfvPK1rmtW3ekfeOHD+sIRS47k751zJEOrcnyVBrN2zJMzcsxUWAPz+Kl9B3EzSJJxXBJyon25FaoBqd9vCHvEAUAaCOjcCtVAqjYCaSUGExrCV6j3eVqxqRmp5RALBa+fA9DYisbVTWg7kGA/qTzwk0majL02fgf+3ua2IF3RMgrlkoEa45TLjR4QD0wegHkM0yITxI0v5F8DmFB9yAiB9FeUxyaqGESSpB7mAw7oQNQDi6tF+1QSLKcb9ry/fuxd1xyRjGElapFNomZygx5uccAdtEhU4g9B+vuF0kd+f3fhz15fB8Aydt/q1ZIhi1fsYBWjD90SjivPyFuGLKa9Q3JpWBUk0lxkEALRnCCWVUDkwS62eayML6AXO1hG0I9MPZ7hNlsAWAfzio09xeU15/MKKzNZUer1qwAcvkN6ytgkO7GmQmxTDLy5oGhH9bKBoyVzFRKN2MovmulxjWvbR3Urjn/+3b/UueUKBeRKVsW65ePa3EVG2/jTLQxTl5OD0tml0Om0sHs8UO7Zh+tlMpyZUxEforB4ETr27Ee91QaZVAIxw8ARCEBhCykUFYd6xbg7yflMEkqSmwunheOMLCN1S0MBiZ+RBALuoERhkLiCInHZwaqlepDzEO/dniDOUBRxnNGeoxlt6DhgvOeDbavccgXrUKlHRaFQIYDvgijcIBCAd/deHBSsa3W50PPSK7AI1Voa0VqHTS+vv2PXa6XrP3ytVu1xueRB/wDfrnXYyJxJEU4SyWPR5AXGFeqQRuFg9axabisrsAdHLDmSQEiMdlOh7MaKXpFMHGAdPpn+RCfqRQzGkEVoyJg277nykXNPA8QjLg0EdLKATzOUV5RywJABcYbwQtXROf9U/F8AyUGI+k0Eya34OkiOwgBIQuqzAG4FCYH7ESZkRYUk9cBzW9DOPIC439c0yZuT8aZTKJcc1BinXPIkSHx7HSRhTgngCYZp+TGIjNhcfpVtHNecbUJkZsZjTFJPysSn2kvDEAcA80dunSxfzIW8JFFONU+mZURckB0MiNXzxRz4/g48c19d4c9e3wxgvbxrmPNVGLmxh27ZbWtsCM80JH3QxcSk14OUARcSMTjb0NTbwjCLMXHsIsV5QCTJYkMVskLoOc/Zfdpq++xS/ehDa9rta5eOYkITOtM4/XIA/YN5xcaOigWrJIEAW9N3+uyVJz92PPbV5oPgQ48WfnTiuyeuXngvABSeH3Y3f/+pXsWwt2Dkmjzbrz54bdlH/tm6cyGdXTdsD947sGOub+Wa0aEvLJzM4CCqbYerlp6VBAKOG45+WGNwWPRmjcH2x898zvJk5RPteIppdrnQMzKKwSIjajQa6B0O2La/iYFvjUeOb8RAqq7CF6qrIvrKSkRmm5wAnPkNT9z/z1947Lc/478XDiAS3j9rboT0NwMWX79OJ6oKjhj87qA46OGYOTfmORR+Vv/ustV7YtdBglh2xBiKBofF99KN9/R/5uP3atxyBetRqFi/WKqQBv0mkGuoAAA6u9Dl9mAs5phFDXyEszgL+s+Iu0oqh+1qLVPbe6qjZHwoXMwn1WxQJI+FdYoHABjcehUrc3kVGrU/GP7O7pPLAyGG9QfFihK1gx11I99sxTup2hbLnbdt3/rq67cj3z7+zXC40FBe0RN33rY9ZX2BZET9tl5f5cR3PyNFRX4ZgL5/LP5vqUFqDcuwQvC6vgltLQB2CTZ1phWN/whimANEZjYRKY1n3vDO5r6nEoSUTwTUGKdc0vAPi1hjVwriIZ8DIiUnlJMbBvCdSexqsjGT05b4lExtI5ttJKP3eYttwb8bcwPOkCLgCLESjSiHCyLkPMay6vkRERAbgPKwx7kRreEHXZTGMIAXYgzvPpC+rsPEeaoBsBokhjRsyM8FUMIXQeoD9/LWK5gNQk/Ym0gTM5sNQs95gvZmE6ffB8DQU1xeIwkEWGnQzyq9HoUjR2MC6e+DANQnrl4YiVcV+0NyT47Sffa75adK287fV1jmOl53zvT+sUBhzVg3HPn1KtkXB/Z4n69elnBwkKC9CRNnw207UNtgOlAbGTDpMaHOUw4SnsGZzZHzwIB4MqO2gfgE0Dh8EqlX8FY4gEh4/1RXocxVWvWEx+5+DJ0+Z6naLa5drQr6F89iX122uuPEnNqz4YUbOg4Yrz/6YW0O656Frg1AWG0kgab36bKqJw5XLV23/oM2o0OlHvWLpYqARKKoGug6BCJROYxN3AOtDNOcoG+xA5/IPZzrsOgsar1NEggoeorLa3hjPONZC49D7AawuX/RrAfn7+1ZIw4EvSDSl3D6ZGyIYyQ3lJ+tyZH6T28N4GOLBd6YTaQdlPGG96SMbyFxv63vd+rwfqcBfOJ7K85vARIPZFrRKGpCWyjmOy7J/0Km1XiepDedQrnkoMY45VInmbH7Mojn7k4AxSChK28C+CHHNccaBZmQ9XRnI1rrlhRXrMuRORlvQGEdsM0+OeIsyerhHSbJoONRhmlJqAiTreE+/q77SKdk1Dn7K/pSebFEH7CHXN4RPxtiueFk/U0W985/HdvWx0Diwq3894cBXA9S2GcHiCG+EkRNJtK/j7mXN6eNk85Q1i4VUwwZ2grgUVEoZJRyvlGl16NQeVnF36665RDIub4DwAcArNdi5/tl5wZyK4/35WIlSuaYzjlzutwa81J9afXg8M5q8bgJ48BgT1GhtUB3FQR604JE2oTXQpLE2XTGTSbXtXAbz27dhjWhEIxiMcZFIkhrF0A/fx4qAGB/zfLTSFywJul+fvnM9q2NaD1zDlh/KDqePJIwGQ43sas0nFuuHAz3OaI2EqPpfSeALWg948jRPCsKhQqlQb+paqDrkMCTHe5fJsZfZCBh0RisStatBMOwrEyhT3K8YonKY2lCWztq8RD+yNSNDKla+f1BIQmEzpjzeyv0liOzNC7v9ddizl+2YY7LlTCZNCIJiQyTOyNkfr+kcyQIz6kRZIBt5Pu7sxWNrwF4FSSJuRwTijUAySuI5wLod0/Cm06hXHJQY5xyqZPMY13Gcc0PYKKC5VTJymMTNpgUUo/X41cyMolPOS//9CoAu0ecJSQ5LsNqnTzrC9bkiGZ/Rb9EXizRe4cC1nMvWAdGd7jiPOzZGu7h/o3ucD06usN1FICtYE3O3Mrv5K3UNygGkKIaYCIjthGtzYh/iMtADMtu/jMTSKJk2OAsATHEuwXrAOlmEJLEImcrCTcleM9sSCR6VuNyFDpyNKa/XXXLId4TreeXsgFAeX9f0bKdxw2sQh4wG/TMbFO/UiFhc/ysWOiJRsnZYW/J2eFtSQYiGc+2ZJAonP66jvE8L6zBodfeQKnLhR6JBI5bbsYjABDkGLb1+rs+QoIBRLr9JLmOwK+TV9/dfk2/sVTjVqj88wa7O1P1Wdh3PllTKDepF+43g0RfIKaw0j0fbFsVEEvl4Dhr7PaSkDiPZRPX3v5UixQAREwodPeCU38t09ojhvucCvTccSukL70CS2zb0lWYTdgKcq88CGANiEf7CFLfL+lmA8PnNA9AHYi32w9gEMBtAK4BqX4ciwUkbj8xVL+bQomDGuOUS52LkqCTVTEIwnoAFpXUdZj1K1f5AnIWYrDF2oGlI86Szv/8xSMfIPNqnci7UVVf9cOCOQFniPWOBG0SnVhZ9cOCulCAUyfbN7IIjeF12CP9E8kZu7pGdkBZJlsIkvi6BwKZwzQkeoibQLxmQrwAtrWhqYUPTZnRMKBYGtGqAdCBCW36SJGUODZx7U+j9TmQGYBwPzUAQiDHTgfAWnmkT+FVSjmPUglpKMAGFFLWuVxp1f7dpUfmGt1ZhUyl8vpnaIxGVZOsBvAS75W9qgE3KBREt1nMcL99Qf+Nf0vY4vTl4RO2m9euf0zvsultKq1VxbrtQ3lF1QaHdTxGnjG5pzjNftMk+gLxhZXar27fu2h552Er+Cqssf1Ilcdy+7zT7w5+W9v77x+uNgDL5wLAypKBc2Vae6zCk626CmXCRFIB67VaiEpnYYlMBr3PB+vAeQzY7Umu+4lBaxXIwIABmYnazfch0Xopf1sFv4nPgoQGmgCc5F8/xES9gmKQnI9BkFmwp5rQdi5BnygUShKoMU651LloCTpppL9iKQfQr5Y7OQC77V59DRtQ6HNkTg7A5kdaf5aVEVnxoEHnGw9EEiwD9hAb8obkFQ8adLHLIktjLQzvNW8XhEGMAOjExDHNlEQP8QEQY1OPSYRLpIiRLgfQf3o8z3jMVFjj8Mn0WpnXuqq03zoriwYn4UeYMMRTwrdvHUgoThmIQa4Hkb07A/4aVY2yrKdIrgYDicbjHAqJRQpXrdqrG3J24Hi0BzTFLMmkBqDJjNUMjNE4IutsZG7lP+JAysknJ1V5+OTUAdjJcJy1eHxI6VGoWAXrMTBc6FaQUuYj2MjUtTwFILWneNIDs4wKKwlIlseiEPsH2aC0ZHtX9dWlv6i+Ory8RBQc23zTW3/FROXdMEnPqToH9XMrMCcYBOvzwSYWQzm3AnVd3Ug0OAcmBq0KRNdbqAEJoUr025D2t5U3yHtBjG9hHPgRAONNaKPygRTKNECNccolTaxHF+EEnekv6JMtEYNJLXea1HJnOGTBwquoPIIsDObcq1U205vOXJGMUYhkDBvycYqAg2OMa9W2BItPdbYg7UAhTQLhVgBPghikChApQhOIYSqsiJhRGEPqGGn09Vp183b1z66TS4KsWuazySRB/d+65+tfYVauX4m9URUYM03+bETrChBpNhcmKvYlJp+p+17jimc1ZkehI1djem/DtR0H1kZCVOra0LQ1bMwN6Eo8BeOmQY3C5pOIAlJRMOTM77WckRsCXRhL6AFNRHIjaSNTd7oTDwqK5Owxm/E8v2zqsIZsY+9JOfmr+HeknDyySi7NhHIA/eHwEJXHpTTaxwv9YomE7/sgeIlEs/nCVYjMMqcg4f3z8zV/O9t2ZsHorv7Zcxw+uUYl9buXF58/95Mb336zofj875CFU6GsDDqXG5xUQgbnwSBY1gt5WVlE6SaW8ADdCuKtZvk/PZL8NmTx23pRZicplE8z1BinXPKEPboztf9EyZJ3cLXTkTgXQTFLeiT/xhyn9QBbGinKc43ijGKWtCvB4lOdLUjpWc8ygVDImTY0JVR5iPE+1vNttvHvjUhRCOS8U/NiQY6L8wXErEbmU2hkXuYPH8zuL8WpuAqMKWNqeRrRKgXwPwBEAH4A4JmkC/MVA0WhUKHDoB5VOtzKe57dtgrA7gNrGyJhFBFj7tCG8LkJxzCHz03G6hdJ48A3bkBPL57csw/zJRLYdVpAnYMbvF6UulwYSHEME+qA9/Tiye15zIDZDCUSD2biyslP4dpIRt/SzsPzbjj6Yancx8oLbGNFQYjglcqtICEWJgD6HBWuM5vxGgDk5sJYZESNVAq92QIOG5msE3qnSNz9Y7xdLS9fydQ+/MD5/v/P33OYr4JqQli5JsswnuVLYXvvA+SGZFDIZGB9Pii8PjA3XBfl9RYS/r05CWCV4POUmv0Z/rZS+UAK5QJDjXEKJQXJkiVfYzo238HVTi1xLpqtqgrZo6oK2VGkMeKmYbYg3UAhned8PUjS2mHB+nqk8VLyRiZAlFX6QPppAEk4S6y3vIlrf6zivt6vLT1oKFY7dUNOtfW5j688pBg5WuuAWpaijan4HoBFIMf2VaQyxvljERKJTH6ZVAmGYQHghpc/rDmwtmGiimWYScROR8F7r9sm1n1GsG7z4aMwSiSwy+VgQyFAIgGKjDB296AMIMaqAOFMTNQ5Pd0J2Z59mG/QwWg2YwdiBzOCcvIgYThvJNoOJuuh3sj0AihvS/K11uuSYUIS05aXC/QPQJebC1l5GVYFAmCdTnj1OnBIldCbzWxA5stG3T+Ft6uNc7+Tt3r8RK6nymHy2nN0yo6KBasA7C4ZH5q4RrII45k7B0dCITgPHUWp0wm9Wg3riitxZu4cdCVMDP8ahIPAPYjR7J/KYGUS+TQUCiVLqDFOoaQmqfHBK2EkfiBlKeGVgSpGFIk8WlkkJKYbKKSLSZ9UzDpPouM5BmI8vCVYLjI4eLdv7pF3++ZGDR6+jD2rPVDGJcSla0MjWueDeMNtAL4JkniWinIA/XNO9J3sWLGAeBzVSlZjdhiRbHA1udjpTJRjyq02KNQ5E97RYBCsWg0dSDxvqpjkqHN29DhqJBLYNRoocnNRUGRETSgEIyPCs9jIPAxBOXkAP8cmjku0HZ5Mz33GiLjI/gBAt6AKe44cg8GgQ5XfD9bjAYJB6JdfATuA5QDfbqHRmY0ST3aqPVH3T/EG7VLfWACHapd9VH/61QUAWLtKyw4bCpaWjA91IvYayczo3zqvEo/Oq0T04PwEbDDiRaggAwMTTJDChUfxK2zG16L0tt9Mst1JkWU+DYVCyRJqjFMoqZm88ZGlhFcbmtqRzwATD9T1gu1kQkYJiRkY/uk851OJIU10PI+AlM7WI/HgIG7wYIXBNxdnB6I3k1EbfgUS5/5wG5qGGtFakWb5PgCGku4hE4DdPQvLa0QcZ3TkakaQufpMpqTVfdbrUON2QyGXk1hisRgKpxMsgEOYSMJNGzbldEKv08IbCsEf9jRzHEY9HkSVkwdgB/A7QRunJ354E1cBANjIhFV2OJAiUdfzSzghkNysriJVTjUa/H7cDMagh7/hCqC0BCGQIj+FiDee42YDTpxEldWG3/c/xWxDdFhOxh7/2JkpVYVUDuD4e8NVhUPB9fLbrft1850jrHlWgQfA5kkNEBLPsHyAUTwGJQARRiGGEqWowwDa4cJ6bOKSOwcoFMolDTXGKZTUXLzkpfwkD+okcohCskpIRNqEtXSe86nEkCY6nl4A7wG4H5Hy6+gIG7pC46cCZ+sbcFA3Bz1mFTyL+GXPZtKGRrTeBOAGEAWZA41orQcgFGVR8p+da0OTObavJd1DoyXdQz5+P5uvmSZDPKyCMncOvqiQ4/ziReiorpoI0YBA93npEizb+SHmA4BSCQQC0A6bcAaIJHEmkzCMOmd6HdhAADqRCM5AACyv2qFQKhFVTh7AFmzinK1orAOw/m4o6wcxq6IP5ceHUJLRcQdSJn2Gr4ewhxsAAiDnKKJnjk1ce/MmABuZbfzyq0Cucx2//BDiJfwiA7/TnTDu2oNVchnYXAOY/gEYcnLw5OkmZqC6CkqQmZl9Mc1OOugWzkzdePp//8vezt4Q8nL2UwWVIx2+uQqRgtFqFyn2fObu92KvkczDfGJnWDYyzXBABjlGAQBBMiCDEaXogT9ROykUyuUBNcYplNRczOSlScXjZpWQmAHpPOfZhtTEkOx4SjFhiAOAR7gSxzW3tzAMEB1vPhck9lsN4l2P0s9OYABa+K+qQDzJsdSCxMHfj7A3+AJUDBQiLO4il2HQH4B+1x6sArCbN8gnBn6buPbOK5nfMwz+dWwc84Ih+ADsdLnwlKDfiduVpLBPWQnmMQxG+QRBRcMViConDwC8If4oAIsKnmPFGHLqYVsUgkg9guIjSHHuWximjq0qfnDeHOOaQL52zLJh5RFb43JB0mfkeqgGIrJ93QAeShJiEVbymQ8y8AyCzHRoQUKOiPFMPNAVIGowpo5TyJHLwKpUgN8Pa24uZIUFmH/iJIzVVdgBIgG4GsD7mIhVz2jQ3fHdEcz9lzyEvBwCjhBkBWKI5Aw6vjsCxAfFTyXMpxwKjMIHBWTEEO+3QfzBIJb12XGln2G+yG/7zwCeauY4VwbbnHn4/IEUS/RFZlIolE8o1BinUFJwkaUVJ/ugziYhMSPSSb1Ntrx8EkP+AIAXkd6rHztY6QYpcGKJLZwSo/rhBQm7mFxc84WtGBjp08goTpaXYRUA7thx1FZXIeyFF5ZHXweiMvIGstWHT1DYhxHhWY8HhUolTA1X4BA/ANAj2giNOu5quLvVcI+vwTuWJrRFHXch4YGGt6KgKpCrGZeM2piiH7+6EuB22xobiBd7E9fCDxL+xq/GAfhe0lhnMqgYAAljkYNcM0MgRnk9gDcFoSCDAHIB6AMBzNZoMMAw4AaHcKjIiBqRCHarDQp+n4dBQmSWgiQ9ZjzoHnnNqeQ47Cy7V7cgXD23/w+2w6btTmWCxacy09aHakjxMeoAoMsN2Z+7UB/gwAiWqQTwfQA3tDDM9c0c58tgu5c6jpluAIVyoaHGOOXyYihB8lPxhZU1u4jSilk/qCeRkDjjCA153qt/CGm8+gJDlAE5PuFKgMkGK+sBWDQ7jhZp3zqyWt47KvaV5XvNn1t1zL2y6gj4eG8+ZryHXyd5Bc5pJKY4Tz348AizGSYAuwsLUMN6UQISuvNCshhoJJs5yVAVhFdNeRgpysnzTHaQuF6rhahYZq5Qj/bDI5KxAwqNPfcPH9bYGhuEhWgUmMh1eBubuGQiK2GUALaDVJgM62krQMJrtiL6ODkA1Oh0KHE5kTswhNfMZphml2KlwwGvWh05hiYQmcyrEBMek6YtANBn2u40mLY7dwo+0wMYTrDsVGbatmI2HgXQjtMoe/s0lggM8UYQr/4zAL4Ccmy+BeCnGWx3Zknk9d7INAN4nH/3+4vYGgplRhDNdAMolIwZini8DBDGVJPPPwlsBemTHsTo1CO9RnU4IfF7bWgausDtuxDEevXjEIRyePk/JUjMsBHJByvluraDcuNzb66WWNwS79wiKcP6DcZn/zZf/W57LsLJsRcZQV/C17AXJDzCCBCD/ORpHL3nThSAGCPHsJHhsJHhmr+Px5u/j4ebv4/m7z2Cf+Y3GW0Ub0xyj2xMco8QY3MziPFaxr/GKoj0AXHFZtJ6c/kqknUKLxtwS5VBKReUzmfGCnMHzhfFrB+nZx6mEa11jWhtbkTrFv61jl/PCzJD4OG3xQHYEVadwUQVShOAneWz8ReHC6zZDB8AxuEAGwhAu2QRTgp25wWwDZu4B7CJa8lCiSTz+zaz452Y8Lqz0eVYiQETCwX/zZlmjnutmeMciK6Sel+G7b+02MhIAXyNf+cC8JsZbA2FclGgnnHK5cT0aBxfqmQZnzzJhMQLRraVGbPw6ofP+2EQIzzsDV0K0vdEXsU+w8t71vqNOlnAqJWDQyhoyAkxHBfSvX5oufPGugAAtKGpF5iY5p+O6pLJytLH9MXKv08YHiGVwQ1i1CUkEISX/zfWKM7+HkkjxTj8yPH2kD3wmK/HLRPny0b1D8zu16w1hpDGmxuuIim2uIa5YmWZj5EF/O4gN8sQUH88UVE0mZ550gJDr666bdudu19fx3/+ASa8y+Ek1rgZpur58ILDjp5eWACUW2w4dPtalM6pIMY5ppALknUo22SlLwXr/ifDFAH4YrgJSZZe2MIwimaOYye1r5mjCUAx//+L2MRZZ7AtFMpFgRrjlMuJqSQ/XR5kF5+s4V8zT0i8QEyyMmOmMoPh886BeENrQAxVDkCyiptbJWP2L3kWl0vA8cYKA1FIIbPJzo3LEe/pnZbqkgLPtwgk9OIqAHe2MMwTzRy3FfHXcMLwCMmPuTiv5tiDzH/l5+EbANDVjaOY3pCSZP1ZD+AxyBmNpEQhlnFc6VhLp871lumJbz1zNuUxiVSRdHlkrnPng/6QKFcqDklWXuv0fPY/H3aWjA8BxAOaSM8cSDKw2HLbfXV37n49VWGlhKEg1VUx10p8OE/mxZlimIEqwSMgYTBFAKpaGOYOkLCmbwmWEYFcH5fbjFl4poRDtKefQvnEQo1xyuXExZMZvESJ8dwmShCbKbLyyGbg1a9sROufATjK77++XjporpH3jh5WdA6ZgEiSoSWJIY42NLX/W8/DO3yleZ8PFOqUTDDkZ9iATWxziXyz8/yYCGOYdB+SsB7ECKoD8d6Pglyjj7UwzBkkl3bcFpuEGsVGRpqfh7sAIBCE7933YeLb+kLMMZi2e4QfWDwFQAsvxwTOegKhXg+KCsEY3ZYf8MZs0sIyc+fgyPkhSPYewHKGCcp06mBQo4Hn7NGgP088pEVlSj1zYLIDi2RVUEly56wUa94PosByydPMcVwLwzSDDGiBRLothMtL8nAj0wAyMAVI/sDJVItTKJ8UaMw45XJiMjHVnxgEnttwPPAIiArJ4jY0MW1oYgDMEazyMf/57y5C88pBwkxWgyRaroZQai6eWK/+YQCvC77Xg4Qv3Gr+/NVnGNav8ywqu56dX1SIDM+7onPoeeWJ/nOK0+f7RA7WLLa5pRKzE7bblh0EkUJM1IdYIz1br3I5iEc8HEoT3oYMxDic7DUcmbqXiPHCd5zcl5o5riXBYGQ675EHQYrphAB4RSJIJWIUO50oGjeDQbp4dGCr2YLSWcUYrl0Ae/lsOHMN8AMYOXQUpUigZx6zfsJY9Ss7DniQLi5+E9fOx30/wBfDQYJtxXJZqXY0c9yvAXwB5Fr2ATgP4L8xkTjqBHDBw9OmmaT5AxTKJxnqGadcPhRz7RhK4PG6wGoqlxCXcsy8B8TTbQcxPpUgBvl7woUEnv1rM9wu61izxChife8bXt671G/UXaU4M7wN8R7hOJo5rv0bj9z+hMjufkxxciAUyNf0jX5jTb/zxroQEhun0+FV7gPx7I0KPlPw78ubOa69hYm/htP1BZlO3SfzCmcRfhE+Rwsr8j8nGXeKRKxPIvKHAlIp5AD8bg/UJSWwQnj9bWQQs8+t2MS1n3mW6S0rhV4iwexAAA7Wi1GxCC6nE3qQeO+InnkCEoab3P/m/zqR/X2wHiQR0Cr4TA9gMch1C1yGqh3NHPcnAH8Kv29hmCqQQRQAvN/McaEZadhkSJE/QKF80qHGOOXyoviCaj5f6qSdto9NSLyUiInJ/gjAcfDVLHmZwZdBPMAAMe738//rbY0NJltjww4AZW1oSh7OEcMvn9m+tRGtZ5BZUuaUCzyN/PNt7YaXPnqQk0kKOYnIIR2x2cUuLwdiXPQBvKRgNtdwtlP3U0gQFJ4jkS/oD6oVHBhGC3jBMCFJMAhwHEQCFRIbiDzjXCQo8e504cjJ0zDULgDEYijDlT55ScGUA51kxaVKxoceATAWs3i6GYxE944DwAr+/+xVOzKUkJwuEiQGnwCpProbxAt+BYBfgtz/HC5lWcNExw64C8nzByiUTzTUGKdQLh9mLGY+jUIIQDzhOwEsAPE4WkFCT4Rx7ek8+4OCZQNARLotvNyk+pquQFFMHL4TpBpoJJky0+TNRrTW4Zn71vkLtQeNP39jOeOHxlteoJCM2g7KRh3JvPFxxB7r73wby9XqyNcXeuo+co7Y6uJ+xfGBOcEcuQsiRh50uhkwEBXko5svDgSQcxI+L1b+M6tgW1sBPDpwHgNzK1DHeiH3+sCsuBJnkMFAJ8m5m8x9kGid5Zi4PrNT7ZiQkIwbgFwIg1xYqVWwv28BuC7JKs3NHPf+dLdjWkh87NLlD1Aon2ioMU6hXD5M2XM7GZIYAo+2MIxQnSJs7OwUrKpHdOGTdJ79LSAVEy2YiD8HiFGvxwXoawIFlfAxjVdQyU/gzYuWnVwPwDLyr3f1sLWl/bl/+LBGMu4wsrWlObmv7P1+BqEoccc6NxclSiU+y399MabuI+fI9M+3HZy18SWt2O5RB2USEVzuLmM+cq+/DkcQLQdoQ5JY+3BYjt2O9V3dUJeVQXfDdbDNnYMuTN6THL4P8kAGTQUgMdNPZLBOuG06EGMcSBP604rGuPPedPFDxhLtbwCkCq0a5L5xgswm/ayZ495M34e2mZphTNSXKqTOH6BQPtFQY5xCuUxINm2frQ72JMjE8MhkoJDSo5mgf+F4cyWIUX8h+pqZUZUfbSS7ShTzPMXKF4/vXNk7urrgCICtwL0RQ5YPqzGBGK1lz2bS7o1MXc0CPMuFUCgSwTRswskbrsN8sTiSaH8xpu4j54hv/7uGl/culfWa5P6+sW1lpWifV4k6RKuUrEeK85p1WE46SFz8NgCPgYQ1mEAM03XYyJxJaODHx9L7QRJIgRShP7wRGzcQ9ajlWqXTeyxm8UlLSGZAooFsFwBvM5c05h5A8j60onHzDBnkifpyAKnzByiUTzTUGKdQLiPShVxcIDKJVc9koJDWYJ+B/mUqnxcx2h2VOcaxFbl1slEvV/n7PsPo6gIDgEdL0O8cRJkOkwkj4qfuPR4UKhUYFYuhrJiNVfMrMR8A/H74pdLpnbpP5C0F7o06R7bGBp+tsaET0TMF0eE2JHnz4s3YkGP1TUwY4icxIXeZWXGjjcwfBN+kCv1JOFgbq8gtKzs+NLlzPTmmEqJ2qSV+z1i4HYVyqUKlDSkUSjoSSswh5uHZhqb2NjS1tKHpAf61PfZ7JCgFfhE8+6nIqG8QyB5aF2prRN4QG5KJbIoRNmyQWa7Ax8DkZQXXA7AolTD5fFAEg2BLS5Ajl0MFAH3n8PF0Tt0LvKVR8oD34g9AtudoKiXes2Ui3rgQRKFGCVKV1YhMPdPZqXYklLvsvrLchosrszoVycrpkOycTj7VErUUSiKoZ5xCoaRj2mLVZ8izn4pM+xbx5gXUEr3EFbBJXAEFW6iwhtfVwVEGYpROJoyoHED/kkU4uWsPVgHAmS4Mdp6B71QnDgLY3PzS5DsZq15R/MUG41BtUUJvKa9Wk905mkqJ9+wIe3lNIIZ4WMu9BiRuPHoQNRXVjnymbkVjcYXM7LvKlysz9W0oPTm0tsgEQDdaGQ5Nmp4KnumYgiQmcKl5oqdBfpNC+aRBjXEK5RNEjDJIKhm/lDBMSy6AHwK4C3i8SISgrRQDA7dj+xkjRjuQuSFwSZNFHH7EaJfY/VaRL6SXOoNM91fmHOK/1wHoy2awwTAtkXP18l21FQ3Fg9LqKls3gN1Hj6PG44FRqcQIEFPGPVsSqFfM39uzBgzeGaopEi45Ld7SSV+DmUkFhsOKToJ4xAFikBsRO4iaimoHnyOQ+7Fl0HRdfq5s3Kdf8GzXqpBU1D5ykzGECePxot0DU4i9n5HE75Rc5GNHoVzqMByV8qRQLj8SKHs0jr0MTBgfwoduVqEgDNOiA7AXRKYwliEAKzmu+dMX38kfc49RXj/0GWPFQOOs4yM3Gc9CcJwzTYjjDfHIuVozp2vud67avbIqd3xPhd4Wtc0peww3Ms2I8YwOzcu/xZcjx/4Ny94SLKkHYGlCW8tkdxWjTpP5NRhtOEetF9X/6L4YQTziRpBqtA+nWDbMlQBu5f//GTZxjyRsT/7Euo7KHKN1obaGCXFGTsSM7N2y/OFpSXwcSjD4uEAFzC4xNRUKhRID9YxTKJcb+YmlBq9844Bz/60N05Go9UNMGOJPA/gJgC8C+DlISfafArhn8h24TCEyhu1KAB/HGzcvZGncRCXV7eiZ1w0AX60/VFKht/kxvVP3cUmqarP7iJNhbgYxwG0AdBarfs6vX3xIuuEItvD738ptydp7OdlkwUzXE3p5R026PM24Nlf/x898znascvF6oBUCo38qqh2RdTXdLpOm2xVRximbPkM8Xqd8iNl8IQxy/tqkxjeFcolCjXEK5fIjoeFy1RsHrtt/a8NrMctmFXrAMC0MgPv4t24Aj3Fcsw/ALxim5Z9BKi2uY5gWA8c1W4ShFggbcFzzJ/6hPw3GTZyhuKNn3tkdPfP83Nbm6ZN3Ix7nCpAKnhHlEY3Z7QXD7AC5jsrPD8/y/M+LX8eJU0v8INUtDQAeZR7A5owN8nym7ltfuH7drO5hxlKot7634dqTB9Y2mJDZNZiZqo0g3tis1tcfqVxc8VHdiuPHKhefDbe5Ea1hL/xUYqWnHGcdHeqFIgDjAN4E0Mydv+QUTigUygxCjXEK5fIjoeEyq3sIIAaDVfB5tolac0CKqQBAF2+IhzkBYoxLACxlmJZRJPDuMUzL5k+DQT5FLnxS3UToxyBIURg9SJx1O4CQZtwVCathvo9mEO3tcHvCr5kZh+EY6yGz11SSz2gtduU9z25bBWD3gbUN8YmV8WR+PPh4439AazOSV/5sx9RipacUZ82Hen2E6FCvYgD3A1h7tKPwwyW1I6diVptJhRMKhTKDUGOcQrn8SGi46Mfse/jPgcknahUK/k8khxbGCOBaXEjvXmYJfSmJLS0PYOslkng6bUl1KWYnhN5XBybiq0sQG1+dud56MtYDsBSdGz1snpW3yi7SsQDYa17du/TA2obODPo1meORus0TxYG+CaAUpDDQcxldQ2NcO/ITKH6MZXztpAz1uv+f71x0aMevhnCpKJxQKJQZhRrjFMrlR0LDpaR7aDP/2YWq0MnEvJ+qAZecxEoYj2Ijk3FCY2xp+fA2Whhmauok0wDHNbczTEucsZftjEJMImj07MT3o86Pif9jAJQlOIZT9dSXA+gv6R7iAOzuWVheYyk06FerPqq9YeOHKwB8Ocl6fdjEVUxS7i51m8k1tA7AMQAf8t8lr9IZy9jkFD8yCfU6fLyo6vyw5tisIgdwqSicUCiUGYMa4xTK5UYKr10bWSJjAyJWhq7mx8b9J//VFP5aH7O4VvC/CRc21GI6Ymoz2sZ0yUFmC294T3U/qfoYd37+Wnpn1eOLH196rAM9AApA9LbH8BBO4i140YVOALY1sjfnNilbF31W/rdebBxuRvpZici+SrqHTCXdQ6Qi5j+gAhOa3olwRP7LXu4unTc97fm/QOc+g1AvRvLPzbe88/KvXimF8B6+QGoqFArl0oZW4KRQLkfGuHaMcS0Y4x7gX7N+iAtk6AzgvaqV3837PCOOGC3zGKZFaEgt5F8DAA7jwlbSm46qgWm3kegYgCQB1mXb4BkiVR/jzs9x/aKyY4Yl1SBJnTkApACKocSNWIfPYAFUN8r+vrhZ3bLoZtk7x2eJh49hYlYi1TFJfC38DtdhE8dE/QGPC9b7/WQ7nkFF15Tn/wKe+4xCvVpfW+RCMdeCYu4B/pUa4hTKpxTqGadQPr1EPIfO016j/Zi3BiLOmHutyjH+vlsPUuHwCYZp+TGAL4EkbwLANo5rtgCwTEeoRRL6+my6oq+9ccfSfYMlCxw+uVot87F1BSOdu55qKeO45tjwmITbQHrP/XoAlruffbXwpj+931gwOFYk9foVAalkA7wb9gF4DmPcK9PQn4SkVNyYah8ThH50aeb9CsAWAO+CaMbPBfAigOVgIMHtcP/9jzcfQerEyHgyjbHeyEgBfI1/5wLwmwz6mJQ0RZbSnf+ZUDSJDfWiUCgUaoxTKJ9iygH0O097jeZd7lUiOcOK5MzonIdzRePvu8PT/t/j/8IMA/hO+M00hVrE8ffeOTvue+2uNwYdWl34M5tXkbNroHwpgH0M05JJ4aFMkgLL/9+PX9b+v82v3C1cUeb1KwCsBrAa+cz9GON+N8UuEQRJqf127bBC/K3Ps0HpHMESxQDuFyF4+z8ypf9bikE9Uieepu5jTOjH7xHnij7JdPDGOMGPyeYCZBZj3QTSRwB4EZs4a5rlp0K683+hch5GBP/rY76LDfWiUCgUGqZCoXyK6QOgsx/z1hBDXMRKtGIF5+OGAfwJwD4A50AMtGGQ0uFXXozqmzf/3333hA3xz9e2t3d//Wc/qS8c+hH/dbjwUEp44zUujCHGqO1b8bf9YUMUu9atfP//dW35rzf+4TOvC5Z5cIrdIUwkpRoA9H97x623CAzxp0HijL8NACGIC97ArXcgOvE0LnyCHwzF9TGT2QmmAxKmA7WYSK50APgt+OsiZvHpygX4drjpAH4xDdtLzqbE518Q+36h+tkDMsMBpA/1olAoFOoZp1A+xRDPoYgziuTMqEQrUkg0IkXvc+ZDAEYBdHBc84qL3ahYNYqXOuqW/+nEK77DvwQYpuVziCk8lGpbvOGdyjDdGpBJ/zH85m8PrDnn0qs1+9cu/9Gtv3v7Nv5j1RS6IyQSFhHigB1nK2sAQCoK+v0hcURxQ8X8fy0eqAznMWuuFTq5HjarYP24vkxmdoLpQC+iPcBDAO7katGBaZRdjGIj0wBSfAgA3sYm7uSUtpcJqZNCL6S85Osgg5x0oV4UCoVCPeMUyqeVSAJcCCPSPElBwBb0dP1obPfIdqcJM6t5nE6NAuALD011R21oarfnaX4SYsABwGdfeGv2nPbe55o//6N6wWJ/m+p+eCIJhbsHZhvcAZkSAGapHU5hH3NhdgIAB5HoDOaHQzoudEGYYgB/YzqwOAOP8mT5tuD/Z6e4rSmTQQJoRgjkJYWJoFIQDzlAwrzMIBrjQEyoF4VCoVDPOIXyKaYNTe3MhpaHMaFVbcOEKspMaR5nU3hoylzx58O/QD5zFsCfrmnbe/01bXv38195ADwP4LHp2A8ECYU9Vn1O+EOxKGQXLsSACxuHcEATXm5aB0dcLSqYDkhBPLVPArgHZAD0BIB1k5AZTM1GphDABv7dGQBvTNu2p0CaBNBMSZYI+jKIZ/xOkMFOODn3hxkm51IolE8J1BinUD7lTFcBmovE9KtR5DPXAfg/AJqYb+QgVSuLQWLnp4owLCLSj1F3zphwIQsM/QAWCz7S4wIMjrha+AGcZjqwCcQYB4CqKW84UeVUohYTjp3+OTZx3JT3c+mQLBG0jOOaHwDw8MVvEoVCuZygxjiFQrlgqiiT5GKrUTwr2O6XAbwCYCWI93YtgG2YhpAYodRgbf5oSfhjh08eVRTHBXUo/H8exnNAvK4vTKZqKNOBWMO4EsBfABwCOc6lAP4/wSrd2e4jisSVU78bEjG3i0IcAhKR/2/fvbnYi8a6JrRN7XobSmD0z4xW94UsfkWhUD4FMNwnykFBoXx6malKktMNn8A5ChI24QGgD8dUM0xLN0hoRQCAcVqS4PIZFsQL7sEYpxJ83g5gEf+uAGPcWIK1J8XF6CNviAvDj3QAvgpS7CcRLgA3cLU4EPdNIm93ohjyjUwzYgxTn0Jyk4wNXAMAQ/ML9u76hxX7+GU2T9ogH2IS9c0AYPPFNsgFMeNxbblEZ5coFMolBjXGKZRPAIJqgnEGweVgkCdQo5iLCcm9pwGE1SjCSXB/4bjme2K3kzH5UcblnSDHCvw+W0E842+ChFb4AegwxnkmvT+emH4u4PcDXIA+Mh2IM4wB3AwSj67gvwuAhOC8D+CnXC3OxG1oYwrDN9Yg38hsAfGIRx4s/QuLVsvcfuMHX13VKlhSD8DShLaWSXVuKN7oD28TxdzktjkFEly/W6khTqFQMoWGqVAonwxmoprgtBDjWYxVo5iDNIWHsiY/LpTiEICb+G9f5P+E/HoaDXHhflkAtciguNIkSRTL/HcAZVwtHshiO9lcW3EhGwwHoy9HNhqz3FTVYS5UwZ5JcYmFeVEolMsMaoxTKJ8MLinjJEsuthpF7P52gYSK1IJ4V3UA3ABOAvgDgF9OYV+p9msCKa60FKR/mfcxVdgI/90HBVfX9+ZU1LxcvuHw9tLGcHz9ZGKZs7m24rS7FQ6vr+PGqtj1pxpTTeO0KRTKJwZqjFMonwwuZ+PkYqtRTOxPByPyUAMJ9LDBhjtx5zToaaff7wQmZFtcKXGS5KN8cijC3xk9pn0jisLV3zn50+sB7Nxe2ujF5FRZMr+2BEmq4AcK5jL9EyNVxnUgA53pKiJ0YQoTUSgUygxAjXEK5ZPB5WycXOyBBNmfDjIUYRVCYOGGF1pwCBu1F8Ygn65+pgobQfi7aucZgGHe71VXLL2r/9Wrtpc2bgPwAlebdThFdtdWjEZ5FYCjaDyDGOnMKampFHPtGGLi5DhnSE2FQqFQpgRN4KRQPiFcrmoqF12NIhwzXooqKMCABeCDAkuxGxXwAbBg0/QnAU5bPxMkSYLolpfx/yf+bhOXTZx47D4zU1OhUCgUStZQY5xCocw406JGkY3BmM/UoQq/hx0MlLCiCidRAROmw3BNwTT1M7mSCCHxdxdggEGhUCiUqUONcQqFcvmTjfzexDrJjdpL2XBN1VdCdseBctFhmJZcAD8EqUxahInE3eYpJidTKJTLENFMN4BCoVCmAWEcNce/WjARR52IrSCGqh7EI67n32+9YK2cDohRvRmkf2X8KzG2U31HuSRgmBYdgI9AEpNng2jZFwO4H8A+hmm5HBSQKBTKNEI94xQK5fInVRx1qpCTaYqFbmHitzOZ8vWUTz4M0/JTAP/Cv30awE8AfBHTVdCKQqFcdlBjnEKhXP7MYMgJb4gnDA2hBjlFCMO0MABGAeSBaNkbOK7Zx3/XDVJ5NgDAyHHNlqQbolAonyhomAqFQvkkMJMhJ5MJkaF8OpkDYogDQFfYEOc5wb9KQApBUSiUTwnUGKdQKJc/MxsrXQ7iERdyuVQ/pVxcCgX/J7pmwhgvQlsoFMolAi36Q6FQPhnEFJu5iFzO1U8plw7MTDeAQqHMDNQzTqFQKFPj8lRlocwEI4L/9THfaQX/my58UygUyqUCNcYpFAplCvBJmnEhMjR5k5KAHhBNcQCYxzAtMsF3C/nXAIDDF7VVFAplRqFqKhQKhUKhXEBiKq8uALCS/+ppAD8G8CVQaUMK5VMLNcYpFAqFQrlA8Ia4UPqyAMAXQPIKYhkGsILjmmm+AYXyKYKGqVAoFAqFcuGIlb40AfgTgH0AzgHwgxjhvwNwJTXEKZRPH1RNhUKhUCiUC0c5SHVYISYAHRzXvGIG2kOhUC4xqGecQqFQKJQLRx/iQ1Ko9CWFQolAjXEKhUKhUC4cVPqSQqGkhCZwUigUCoVyAYlRU+kDsJXjmqn0JYVCAUCNcQqFQqFQKBQKZcagYSoUCoVCoVAoFMoMQY1xCoVCoVAoFAplhqDGOIVCoVAoFAqFMkNQY5xCoVAoFAqFQpkhqDFOoVAoFAqFQqHMENQYp1AoFAqFQqFQZghqjFMoFAqFQqFQKDMENcYpFAqFQqFQKJQZghrjFAqFQqFQKBTKDEGNcQqFQqFQKBQKZYagxjiFQqFQKBQKhTJDUGOcQqFQKBQKhUKZIagxTqFQKBQKhUKhzBDUGKdQKBQKhUKhUGYIaoxTKBQKhUKhUCgzBDXGKRQKhUKhUCiUGYIa4xQKhUKhUCgUygxBjXEKhUKhUCgUCmWGoMY4hUKhUCgUCoUyQ1BjnEKhUCgUCoVCmSGoMU6hUCgUCoVCocwQ1BinUCgUCoVCoVBmCGqMUygUCoVCoVAoMwQ1xikUCoVCoVAolBmCGuMUCoVCoVAoFMoMQY1xCoVCoVAoFAplhqDGOIVCoVAoFAqFMkP8/18hwuSwddr9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pca_mds = make_pipeline(\n", " PCA(n_components=0.95, random_state=42),\n", " MDS(n_components=2, normalized_stress=False, random_state=42)\n", ")\n", "\n", "%time X_pca_mds_reduced = pca_mds.fit_transform(X_sample)\n", "plot_digits(X_pca_mds_reduced, y_sample)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same result, and not faster: PCA did not help in this case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try LDA now:" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.04 s, sys: 74.5 ms, total: 5.11 s\n", "Wall time: 685 ms\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", "\n", "lda = LinearDiscriminantAnalysis(n_components=2)\n", "%time X_lda_reduced = lda.fit_transform(X_sample, y_sample)\n", "plot_digits(X_lda_reduced, y_sample, figsize=(12, 12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This one is very fast, and it looks nice at first, until you realize that several clusters overlap severely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, it's pretty clear that t-SNE won this little competition, wouldn't you agree?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And that's all for today, I hope you enjoyed this chapter!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }