{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0c162f3e",
   "metadata": {},
   "source": [
    "# Dimension reduction and manifold learning - Master Master IASD/MATH \n",
    "# Dauphine PSL\n",
    "# Python Notebook Practice for Multidimensional Scaling (MDS)\n",
    "### **Practice Overview:**\n",
    "\n",
    "- **Objective**: Learn to apply Classical Multidimensional Scaling (MDS) using Python and visualize the results on different datasets.\n",
    "- **Concepts Covered**:\n",
    "  - Classical MDS.\n",
    "  - Eigenvalue decomposition.\n",
    "  - Eigenvalue decay plot.\n",
    "  - Visualization of results on synthetic, non-Euclidean, and real datasets.\n",
    "### **Key Takeaways:**\n",
    "- Classical MDS finds a (low-dimensional) embedding from a dissimilarity matrix (treated as Euclidean), while preserving the pairwise dissimilarities as much as possible.\n",
    "- The eigenvalue decay plot helps identify the optimal number of dimensions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2f37361",
   "metadata": {},
   "source": [
    "Load the necessary packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c054448d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy as sp\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy.spatial import procrustes\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "from matplotlib import colormaps\n",
    "\n",
    "from sklearn import datasets\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.manifold import MDS\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bce552a6",
   "metadata": {},
   "source": [
    "### Coding classical scaling (and its Landmark version)\n",
    "Implement Classical Scaling from scratch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "469f4823",
   "metadata": {},
   "outputs": [],
   "source": [
    "def MDS_DIY(D, dim=2):\n",
    "    # Step 1: Double centering of the distance matrix\n",
    "\n",
    "    # Step 2: Eigenvalue decomposition\n",
    "\n",
    "    # Step 3: Sort eigenvalues and eigenvectors\n",
    "\n",
    "    # Step 4: Select the top dim eigenvectors and eigenvalues\n",
    "    \n",
    "    # Step 5: Project the points into the new space\n",
    "    \n",
    "    return X_transformed, eigvals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f28b3f0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5e0fbeac",
   "metadata": {},
   "source": [
    "### Cumulated eigenvalues plot\n",
    "To understand how many dimensions are required to capture most of the variance, write a function that allows to visualize how quickly the eigenvalues decay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "75723845",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_eigenvalue_decay(eigenvalues):\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    plt.plot(np.cumsum(eigenvalues), 'o-', color='blue')\n",
    "    plt.title('Explained variance')\n",
    "    plt.xlabel('Component Index')\n",
    "    plt.ylabel('Cumulated eigenvalues')\n",
    "    plt.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03f4d653",
   "metadata": {},
   "source": [
    "## Testing on 2D toy data\n",
    "Apply Classical MDS on the following two-dimensional synthetic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d611fb1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generating a point set\n",
    "n = 500\n",
    "x = np.c_[np.sort(np.random.uniform(size=n)), np.random.uniform(size=n)]\n",
    "\n",
    "terrain_cmap = colormaps.get_cmap('terrain') #get_cmap('terrain')\n",
    "c = terrain_cmap(np.linspace(0, 1, n))  # Generate n colors\n",
    "\n",
    "# plot the original points\n",
    "plt.scatter(x[:, 0], x[:, 1], c=c, s=5)\n",
    "plt.gca().set_aspect('equal', adjustable='box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba86b6c1",
   "metadata": {},
   "source": [
    "### First use (possibly noisy) Euclidean distances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57338ed6",
   "metadata": {},
   "source": [
    "First use sklearn's version **sklearn.manifold.MDS**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4408f1e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2352d8eb",
   "metadata": {},
   "source": [
    "Now use your handmade version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "494b68c3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c469feaf",
   "metadata": {},
   "source": [
    "Plot the cumulated eigenvalues. What do you notice depending on the noise level on the distance matrix?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1a37b21",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ab0d8077",
   "metadata": {},
   "source": [
    "### Now use (possibly noisy) $\\ell^1$ Manhattan distances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77262708",
   "metadata": {},
   "source": [
    "First use sklearn's version **sklearn.manifold.MDS**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2499033c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9b772df1",
   "metadata": {},
   "source": [
    "Now use your handmade version."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07ed29c7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f25a3ae7",
   "metadata": {},
   "source": [
    "What do you notice when comparing your version and the native one from **sklearn**?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0518a35",
   "metadata": {},
   "source": [
    "## Testing on 3D toy data\n",
    "Apply Classical MDS on the following three-dimensional synthetic dataset called \"Swiss roll\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "a2e31265",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dataset\n",
    "x_roll, c = datasets.make_swiss_roll(n_samples=500)\n",
    "\n",
    "# Apply MDS to reduce dimensions to 3D\n",
    "pick = random.sample(range(0,x_roll.shape[1],1),3)\n",
    "x = X_digits[:,pick]\n",
    "\n",
    "# Create a 3D scatter plot\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# Scatter plot in 3D, color by digit class\n",
    "scatter = ax.scatter(x_roll[:, 0], x_roll[:, 1], x_roll[:, 2], c=c, s=50, alpha=0.7)\n",
    "\n",
    "# Add color bar (legend for digit classes)\n",
    "cb = fig.colorbar(scatter, ax=ax, ticks=range(10))\n",
    "cb.set_label('Hidden winding variable')\n",
    "\n",
    "# Add labels and title\n",
    "ax.set_title('Swiss roll dataset')\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e02f6299",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Here is the dataset loaded with a random vizualisation of it.\n",
    "\n",
    "pick = random.sample(range(0,x_roll.shape[1],1),2)\n",
    "y = x_roll[:,pick]\n",
    "\n",
    "# Create a figure with 1 row and 2 columns of subplots\n",
    "fig, axes = plt.subplots(1, 1, figsize=(7, 4))\n",
    "\n",
    "# Plot the MDS points\n",
    "axes.scatter(y[:, 0], y[:, 1], c=c, s=5)\n",
    "axes.set_aspect('equal', adjustable='box')\n",
    "axes.set_title(\"Aligned Points with Classical MDS\")\n",
    "\n",
    "# Display the plots side by side\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1982547",
   "metadata": {},
   "source": [
    "## Iris dataset\n",
    "Apply Classical MDS and its landmark version to the famous Iris dataset from UCI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d0622c41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Here is the dataset loaded with a random vizualisation of it.\n",
    "from scipy.spatial import distance\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris = load_iris()\n",
    "X_iris = iris.data\n",
    "y_iris = iris.target\n",
    "target_names_iris = iris.target_names\n",
    "\n",
    "pick = random.sample(range(0,X_iris.shape[1],1),2)\n",
    "x = X_iris[:,pick]\n",
    "\n",
    "plt.figure()\n",
    "colors = ['navy', 'turquoise', 'darkorange']\n",
    "\n",
    "for color, i, target_name in zip(colors, [0, 1, 2], target_names_iris):\n",
    "    plt.scatter(x[y_iris == i, 0], x[y_iris == i, 1], alpha=.8, color=color,label=target_names_iris[i])\n",
    "plt.legend(loc='best', shadow=False, scatterpoints=1)\n",
    "plt.title('Random 2D axis-aligned projection of IRIS dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f7495dbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Your turn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d13e80f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7cec4718",
   "metadata": {},
   "source": [
    "## Digits dataset\n",
    "### Time comparison\n",
    "On the **digits** dataset, compare the runtimes of classical MDS and its landmark version."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8b2a750d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Load and returns the digits dataset (classification) \n",
    "# Each datapoint is a 8x8 image of a digit\n",
    "from sklearn.datasets import load_digits\n",
    "digits = load_digits() \n",
    "Xd = digits.data\n",
    "labels = digits.target\n",
    "images_and_labels = list(zip(digits.images, digits.target))\n",
    "for index, (image, label) in enumerate(images_and_labels[:10]):\n",
    "    plt.subplot(2, 5, index + 1)\n",
    "    plt.axis('off')\n",
    "    plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest')\n",
    "    plt.title('Training: %i' % label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa19f79c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11c624be",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "65c49935",
   "metadata": {},
   "source": [
    "### Vizualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9314d0a7",
   "metadata": {},
   "source": [
    "Vizualise the **Digits** dataset with classes using MDS. Try dimension 2 and 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "193f158e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gffv2R9wmMjKSnJyckB2zpux2+xGXV7XFqDYdLeuvBYNBkpKSePvtt4+4/reFSnX98ssvwJ8vGmpi6NChdOvWjZkzZ/Lll1/yxBNP8NhjjzFjxoyKsVI1sWPHDvLz8yt9TUOHDuXbb7/ljjvuoH379kRGRhIMBjnnnHOqNJXv5s2bOfPMM2nZsiVPP/00qampuFwuPvvsM/71r39V7MMwDKZPn86SJUv4+OOPK6YRfuqpp1iyZEnFcY/l91REpKpUaIjUoiFDhnDNNdewZMkS3nvvvRrvZ/v27SxYsIDOnTv/7pVigIyMDOLi4ti9e3eV9r1x48ZKxcumTZsIBoN/eCfnxMREIiIiWL9+/WHr1q1bh81mq3QvhV87NHg3OjqaPn36/O4xoqOjK05ej6Y6XajS0tJYtWoVwWCwUqvGunXrKtaHQlpa2lHfm5oeJxR3yG7atClz5szhjDPOOCZTtb755psA9O3b96jbpKWlMX/+fIqLiyu1amzatKlKx/i996FBgwaMGjWKUaNGsW/fPk455RTGjx//pwqN335Nubm5zJ07l3HjxnH//fdXbHeopa4qWT/++GPKysqYNWtWpVazo3VzOv300zn99NMZP34806ZN49JLL+Xdd9/lyiuvrNb3VHdZF5FjSV2nRGpRZGQkkyZNYuzYsQwcOLBG+8jJyeHiiy8mEAhUzBQDB6eGLSoqOmz7pUuXcuDAgSN22zmSF154odLz5557DuAPT8zsdjtnn302//nPfyp1s9q7d2/FzQqjo6OP+NoOHTrQtGlTnnzyySPewXz//v3AwX77gwcP5uOPP2bZsmWHbXeoVcHj8QBU6e7L5557Lnv27KlU+Pn9fp577jkiIyPp0aPHH+6jKs4991yWLl3Kd999V7GsqKiIl19+mSZNmlQa71JVh07K/8xdpocOHUogEOChhx46bJ3f7/9T+542bRqvvvoqnTt35swzzzzqdn379sXn8/HKK69ULAsGg4d9Fo/G4/EcljMQCBzWZSkpKYmUlJQ/dbfyefPm8dBDD5Gens6ll14K/Lfl6LetWhMnTjxiVjj8e3akfeTn5zN58uRK2+Xm5h52nEOtgIe+rup8T4/03omIhIpaNERqWXWmnt2wYQNvvfUWpmni9XpZuXIlH3zwAYWFhTz99NOcc845Fdu++eabvP322wwZMoQOHTrgcrlYu3Ytr7/+OmFhYRV9vf9IZmYmgwYN4pxzzuG7777jrbfe4pJLLqFdu3Z/+NqHH36Yr776iq5duzJq1CgcDgf//ve/KSsr4/HHHz/q62w2G6+++ir9+vWjdevWjBgxgoYNG7Jz507mz59PdHQ0H3/8MXDwLtBffvklPXr04Oqrr+bEE09k9+7dfPDBByxatIjY2Fjat2+P3W7nscceIz8/H7fbXXF/gt+6+uqr+fe//83w4cP58ccfadKkCdOnT2fx4sVMnDjxD1uMqmrMmDEV0xuPHj2a+Ph4pk6dSmZmJh9++OFhY0SqIjw8nFatWvHee+/RvHlz4uPjOemkk6o1hqVHjx5cc801TJgwgRUrVnD22WfjdDrZuHEjH3zwAc8880yVxhJNnz6dyMhIysvLK+4MvnjxYtq1a8cHH3zwu68dPHgwnTp14rbbbmPTpk20bNmSWbNmVXSV+6Or7h06dGDOnDk8/fTTpKSkkJ6eTosWLWjUqBEXXHAB7dq1IzIykjlz5vDDDz/w1FNPVem9+fzzz1m3bh1+v5+9e/cyb948vvrqK9LS0pg1a1bFvWmio6Pp3r07jz/+OD6fj4YNG/Lll1+SmZl5xKwA//znP7noootwOp0MHDiQs88+G5fLxcCBA7nmmmsoLCzklVdeISkpqVJr5NSpU3nxxRcZMmQITZs2paCggFdeeYXo6OiKm3dW53vaoUMHJk2axMMPP8wJJ5xAUlISvXv3rtL7IyLyhyyc8UrkL68q02Sa5tGntz30sNlsZmxsrHnyySebN91002HTypqmaa5atcq84447zFNOOcWMj483HQ6H2aBBA/PCCy80ly9f/odZD00bumbNGvOCCy4wo6KizLi4OPOGG24wS0pKDst2tGlDly9fbvbt29eMjIw0IyIizF69epnffvttpW1+O73tIT/99JN5/vnnmwkJCabb7TbT0tLMoUOHmnPnzq203bZt28zLL7/cTExMNN1ut5mRkWFef/31ZllZWcU2r7zyipmRkWHa7fZKx/rt9LamaZp79+41R4wYYdarV890uVxmmzZtKk2papr/nd72iSeeOOxr5ihTzP7W5s2bzQsuuMCMjY01w8LCzE6dOpmffPLJEfdX1WlZv/32W7NDhw6my+WqlGPYsGGmx+M5bPsjTQ9rmqb58ssvmx06dDDDw8PNqKgos02bNuadd95p7tq163ePf2h/hx5hYWFmo0aNzAEDBpivv/66WVpaethrfju9rWkenKr3kksuMaOiosyYmBhz+PDh5uLFi03AfPfdd383/7p168zu3bub4eHhJmAOGzbMLCsrM++44w6zXbt2ZlRUlOnxeMx27dqZL7744u9+Pab535/bQw+Xy2XWr1/fPOuss8xnnnmmYsrjX9uxY4c5ZMgQMzY21oyJiTEvvPBCc9euXUf8bDz00ENmw4YNTZvNVmmq21mzZplt27Y1w8LCzCZNmpiPPfaY+frrr1faZvny5ebFF19sNm7c2HS73WZSUpI5YMAAc9myZYdlqsr3dM+ePWb//v3NqKgoE9BUtyISUoZp1sERjCJS68aOHcu4cePYv39/xY3EjpW5c+fSp08fvvnmm0rTvYr82kcffcSQIUNYtGgRZ5xxhtVxRESkmjRGQ0Rq3aGuIMe6oJHjR0lJSaXngUCA5557jujo6D91F28REbGOxmiISK0pKiri7bff5plnnqFRo0Y0b97c6khSR9x4442UlJTQuXNnysrKmDFjBt9++y2PPPLIMZkNS0REjj0VGiJSa/bv38+NN95ImzZtmDx5co0GQMtfU+/evXnqqaf45JNPKC0t5YQTTuC5557jhhtusDqaiIjUkMZoiIiIiIj8BRQUFHDfffcxc+ZM9u3bx8knn8wzzzzDqaeeakkeXU4UEREREfkLuPLKK/nqq6948803+fnnnzn77LPp06cPO3futCSPWjRERERERI5zJSUlREVF8Z///If+/ftXLO/QoQP9+vXj4YcfrvVMf/kxGsFgkF27dhEVFfWHN30SERERkdpnmiYFBQWkpKTUyfF7paWllJeXW3Js0zQPO4d1u9243e5Ky/x+P4FAoOJmooeEh4ezaNGiY57zSP7yLRo7duwgNTXV6hgiIiIi8geysrJo1KiR1TEqKS0tJS61MaXZ+y05fmRkJIWFhZWWPfDAA4wdO/awbbt06YLL5WLatGkkJyfzzjvvMGzYME444QTWr19fS4n/6y/fohEVFQUc/OBGR0dbnEZEREREfsvr9ZKamlpx3laXlJeXU5q9nyFfLsLpiazVY/uKCpl5dtfDzmN/25pxyJtvvsnIkSNp2LAhdrudU045hYsvvpgff/yxtiJX8pcvNA41NUVHR6vQEBEREanD6nI3d6cnElekNYVQVc9jmzZtyoIFCygqKsLr9dKgQQP+/ve/k5GRUQspD1f3OsGJiIiIiEiNeTweGjRoQG5uLrNnz+a8886zJMdfvkVDREREROR/wezZszFNkxYtWrBp0ybuuOMOWrZsyYgRIyzJoxYNEREREZG/gPz8fK6//npatmzJ5ZdfTteuXZk9ezZOp9OSPGrREBERERH5Cxg6dChDhw61OkYFtWiIiIiIiEjIqdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnIqNEREREREJORUaIiIiIiISMhZWmgsXLiQgQMHkpKSgmEYfPTRR4dts3btWgYNGkRMTAwej4dTTz2V7du3135YERERERGpMoeVBy8qKqJdu3aMHDmS888//7D1mzdvpmvXrlxxxRWMGzeO6OhoVq9eTVhYmAVp/9hTF95DlKc+AcNJXDCXi6beY2meIXe/wN7YZBrv28q7T91uaZb37hmFJ3cjZfZoznn4NTyxsZZlmfLkv8jevA/TDNLrkkF07H6GZVnWL/2c2d+/i9/uoHV4Mn1HPGJZluLCQl574A58JaXEp6Yw/O7xlmUB+PezL7Nl/QaSGjTgtntvszTL+7O+Y/0328AN19xyLkkJ0ZZl2bIzk1d+/AATk8vaDKR1eivLsvgKipkx/hNKSmyc1DmWjhf1sSwLwIeb9rE8p4BO9aI4LyPJ0iyrd+zk6y3bqB8ZwZD2bbHZrLuut62kjMk7snHZDK5LTSLOZd2f/v3eIkYt/gFvEEY3TaF/y+aWZQkEArzy00425hXTMzWOgS2SLcsCsHDlVlas20dKoochPVpit9sty/LZql/498btRBoGT/bqQoO4GMuyyPHNME3TtDoEgGEYzJw5k8GDB1csu+iii3A6nbz55ps13q/X6yUmJob8/Hyio4/tycHzV0wBRwoAZrCcxPJVlhUbvR98k3VtW2A6DIzyIJ2W/sBHj95gSZZ377oGc+8aiv1OHLYg9SLt9H9xriVZ/vPmu2xbkIthJAImASOT4Y9fTawFhU9Bbi4PfPYU38d2JGjYaFq8levsfs4YcmutZwF4etQIzAMHDj4xbMS2bskV9z1qTZZH/sX+NT/hDPoI2OwYSWk8/LQ1hc9Hs5eybWY2dtMJmBQ68xnz/IWWZPEW5jNi0VS2uDIwMUjzb+PlUy4guZ41J9X/vu4/+IOR///M5PQzbXQY2tuSLJN+2cGT2/bis4EzCPdmNGDEiSmWZPllxw5GLV3NAYcLpxlkqMfOPX16WpLlQLmfvsvWs7fcB0CziDC+7Ngch0WFT6vPFpET5gHAHgzwbtNEuqWnWZLl7vkb+MRbgM8G4X6Tu5qncFFraz4zs5duYvFH23GVGwTsJvU6RnP9hR0tybJw3UaGbc2m1OnCAOoX5LF88JnH/Li1eb5WXYeyDV28AldkVK0eu7ywgPfPaF8n35eqqLNjNILBIJ9++inNmzenb9++JCUlcdpppx2xe9WvlZWV4fV6Kz1qwxNDR4E9GcwgmOUYNjf5Ru1+GH9tW8NUTLuBrdCP6bKxueEJlmWJ9m6k2O8k2llG0DQoKy2xLMv675ZhGAmYphfTLMUebMh/Jte8kP0zln7xAr9EtSIyUET9sv1sDU9ldeYyS7IAmHkFB/9j2MEMkL9jt2VZdmzZjDNYTonNjd0MUHRgv2VZfl64BbvpJGD4CBomEf4o9h2ond8rv/XVyq/Z4WqExywgOpjPLkcKn66cbUkWoFKRAQarv8uxLMvnu3Mpt0FM0KDcBp/tsi7LvM3byHG4SPaXYpgwz1tqWZavc7zsL/cTbrPhshlklpSxutCa38GZOdnkuCPADGIEAwRsdl5ev9WSLADf5xTgNyCmHEocBrO3WveZ+emXfbjKDEoiTGwBg50bCyzL8ua6zZQ5Xbj8fmzBIPs90azZucuyPHJ8q7OFxr59+ygsLOTRRx/lnHPO4csvv2TIkCGcf/75LFiw4KivmzBhAjExMRWP1NTUWslbZtTHNMsOnqThBIK4KK+VYx9JWGkZGBAMs4MJHgtP7n22MGyGSXHASdA0cNuta0RzhDkBH4YRiWGEY1JK6w6nWJIlrdUZRAUKyXdEk+2KJzxYise0rqkcpwMwwQwABobLaVkUh9MNhoHL9B+MZLeuq4czxoVpmNhMBzbTRhA/0R6XJVkyEtMIM0spJJoCIxq3WUZ6gjVXgwEwAof+A4AnMmhZlMT/7w5UiIlhQrLbmu8RQLInArtpkmt3UW63k2Sz7ndek3A3DsOgNGhSFjBx2QwauK352W7gicJuBsGwYRo2ME2aedyWZAGItdsxbVDkOPgJrhdm3e+8yEgnpmHiKjWwmeDwWHd6lhYRhs008dkdBGx2HIEAjeJiLcsjx7c6W2gEgwf/YJ133nnccssttG/fnjFjxjBgwABeeumlo77u7rvvJj8/v+KRlZVVK3nvfe9+4n0bMIMFmKYPmy+TnSVFtXLsI+m36RsidxdgLwsQtyOXfzh3Wpbl5JueJjnCT7jdT1J4CSUZ1nStALj16QmUOX7GNPMImnspDVtr2RiNE9r1YsDmr2lRvImUsj0M2D6bS2+zpnUFoGmX08AVATYHREZz6Z33WZblhrtvocAdh8/mpMAVzcVXDLMsy82jzyUvMoeg4cdnK8V2smHZOLGTm7enf2kODYK7SDb3cHbJLnq1725JFoBTTgv8f7Fh4rIXMOje8yzL8lCHdE52uIgATnG5uf8U6wqwC05uywURNuICPtr4S7i/UzvLsnSI8XBd4yRinXaSXE7ub5pCkkVFWJjbzfVhAZx+HzYzSJvSfO7vdrolWQDGdc4gvdxGRMCkveng3jPSLcsybEAbzAwHvjAorm/wj/OtG3t179k96ZC/D1fAR2RZMVfYSomOiLAsjxzf6uwYjfLycjweDw888AD33ntvxXZ33XUXixYtYvHixVXab13u8yciIiIidft8TWM0aq7Otmi4XC5OPfVU1q9fX2n5hg0bSEuzsKuAiIiIiIj8IUunty0sLGTTpk0VzzMzM1mxYgXx8fE0btyYO+64g7///e90796dXr168cUXX/Dxxx/z9ddfWxdaRERERET+kKWFxrJly+jVq1fF81tvPTit57Bhw5gyZQpDhgzhpZdeYsKECYwePZoWLVrw4Ycf0rVrV6sii4iIiIhIFVhaaPTs2ZM/GiIycuRIRo4cWUuJREREREQkFOrsGA0RERERETl+qdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnIqNEREREREJORUaIiIiIiISMip0BARERERkZBToSEiIiIiIiGnQkNEREREREJOhYaIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkVGiIiIiIiEjIOawO8Ffy3H3PsyZQTInTTnq+jwcmjrE0z/hHJpFfaKdBoo1bbrnS0iyPvz6db7JySHYZPH/LZYSFhVmWZfGP3/NW5krcGNzVdSAN6te3LIt33zYWfPhPgsFy2pw+gowO/SzLEgwGWb/sQ/L3Z9H4xDNIyTjNsix1zd7VS1n9xQeER8Vy6mW34AiPsCzL7sK9vLPuXUwzyN+aX0CTmFTLsgQCQWau2s3+Eh9nZiTQvH6UZVkA5q9dzy/7s2mXnET3Fs0szbIj80t2bJtOeHgjTur4T+x2u2VZ8nx+vsktxGkY9IiPItyua4xw8Hfe1z/vY/e+Ilo3jaN9RrylebKzs9m9ezcxMTGkpqZiGIZlWbZt3snS+b/gDnfSZ3BnIjzhlmWR45thmqZpdYhjyev1EhMTQ35+PtHR0cf0WOc99iIbTmhG0GYjypvPoBUbuP9f1hQb99z3Iq7SZjgCNsrtQcJiN3HPP6+zJMvDr7zL1D0e/H4bhg1ONHfx6dirLMmydtNarstcwQF7PAZB0kr28GGfS3C53bWexVdezkev9iU8eR+GAWX5kZx+xrOkNLfmBP/bj59g1ewFBHxB3FFOzrn2Lhqd0MWSLHVJ9voVvP/wvZT5ghgYNEqN54In3rQkS5GvmGcW3UCquRGAnaRzdZdniA+LsyTPg/M3MKOokIABiQGDf592As2SrSk2pv+4gsey9lNicxAR9HNfen0GtmtjSZYdmZ+zdsMtYPMDBmHGKXTr854lWYoDQW5bt51VhSXYgO5xUTzUrCE2C09i64r35meyac4ODF+QYLidsy5tyWnN61mSZc+ePXz66acUFxfjdDrp1q0brVu3tiTLrqy9TP/XYihzYRoQllTGNff/7ZgftzbP16rrULZFiy4nMtJVq8cuLCyna9c36uT7UhW6rBEiLz02mW2pjbEH/ER68ymIjmGHx7orWOX+ZBwBG0XOclwBGwcKIy3L8s2uQvwBG067H9OELXZrfpEDTF/5Pbn2WKKCXtxmGbvDEvhx7c+WZNmzfjHu+ByC5Q58RW7c0YX8svgtS7IAZC5fRjBo4klwU1bgY8uqeZZlqUs2fP0xZT4Tl8OGYcCunTn4S4otyfL97uUkm9soJAovMSSzg4VZ31mSBWB+QRF2E5L9NvbbTL7OzLEsy5xdeym2OUj2l1FodzJ3xx7LsmRtnX6wyAg4wTQpDVjzOwZgU3Ep64pKqe9yEuuws8xbxN5yn2V56pLNP2dj+IMEYp3YSwKsWL3fsizbt2+nuLiY+Ph4AoEAGzZssCzLqu83YJa5MJ0+MAKUZjvIPZBvWR45vqnQCJHGjeoRUVxEuctFiScSh99PVHnAsjwmJQC4A05MwGaUWZYlxjj4PviDDkwTIsxSy7I0jozDafooMiIpNcJwm2U0qd/IkiyxDZoTLHdid/txhJcT9DuIjU+zJAtARFw0ZsCkxOvDsBt4YqwrCOuSmKQG2Azw+YMEg+B22rC5ar8FDKBhVAqlhBNJAVF4KcNNarQ1n1+ARMNOmQ1ybEGcJtSv5St9v5bkcoIBuTYHNtMkyW1dlrDwhoABNh+GAUbQY1mWBKeDCLuNfeU+cnx+ou12oi3sxlWXhMe6MYJgFAYwDYiKtubnGiAiIgLDMCgoKCAQCFh65To+KRpsQfA7IGgHRwBPlHXdReX4pkIjRM69dCC91myh/p49eIoKOWXtGs5sZ02zJ0C/MxuSG3aAcrufvLC9XD2ip2VZnh/1dxqzD4fdT6yjkBvbJFiWZVjf8+ics5eYoJdEfw5DCsssG6MRVa8hcc6zKc2NwlcUjpnTmk7n3W5JFoAef7+D5ObJhEU5ad65De26j7AsS11y4qARtGrbDJfTRpTHQZ/hV2Cz6EStRVwGYUl/Zy8p7Kc+Zvzf6JDc1pIsAPefksZJQQfxQRt/j4qmf6tky7KM7nwq3SknJuinh+Hjus4dLcvStuO9uI12EHSBP44TWz1qWZaGYS5uaVKfphFuWkdGMCajAR6HCg2AC/ufgL1ZFKbHTlT7BIZ0a2xZlpYtW9KuXTs8Hg/NmjXjtNOsGyPXqXs7Utq5weXD5iml8+CmuFxOy/JI1QUCAe677z7S09MJDw+nadOmPPTQQ1g5SkJjNERERETEUnX5fO14GaPxyCOP8PTTTzN16lRat27NsmXLGDFiBOPHj2f06NG1lLgyzTolIiIiInKc+/bbbznvvPPo378/AE2aNOGdd95h6dKllmVS1ykRERERkTrM6/VWepSVHT72tkuXLsydO7diMoGVK1eyaNEi+vWzbup8tWiIiIiIiNRhqamV75n0wAMPMHbs2ErLxowZg9frpWXLltjtdgKBAOPHj+fSSy+txaSVqdAQEREREanDsrKyKo3RcB/h/l/vv/8+b7/9NtOmTaN169asWLGCm2++mZSUFIYNG1abcSuo0BARERERqcOio6P/cDD4HXfcwZgxY7jooosAaNOmDdu2bWPChAmWFRoaoyEiIiIicpwrLi7GZqt8am+32wkGgxYlUouGiIiIiMhxb+DAgYwfP57GjRvTunVrfvrpJ55++mlGjhxpWSYVGiIiIiIix7nnnnuO++67j1GjRrFv3z5SUlK45ppruP/++y3LpEJDREREROQ4FxUVxcSJE5k4caLVUSpojIaIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkVGiIiIiIiEjIqdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnKWFhoLFy5k4MCBpKSkYBgGH3300VG3vfbaazEMg4kTJ9ZaPhERERERqRmHlQcvKiqiXbt2jBw5kvPPP/+o282cOZMlS5aQkpJSi+mq74WnX2NvXglOoNwPDz1yg6V5pr0/hY079tKhZVMGnHuBpVmm/5jFf1bsommih/v6n4jdbrcsy+asvXyw9BfCHQ5GnNmJ6Mhwy7L4fT62rVqOv7yc1NZtiYiOsS6L38/8t98md89emp16Kif37mVZlrpm74GdfJf5M9HucLqf2AWHw2lZlvVZG5k+9wsABnbrSdumbSzLUtds3jKfA9mrSUxsS3p6d2vD5G6DHT+AJxHSu4NhWBYlz+fnm9xCnIZBj/gowu3qzABgmiZZWVnk5eXRoEEDEhMTrY4k8pdjaaHRr18/+vXr97vb7Ny5kxtvvJHZs2fTv3//WkpWM74DRWR4EzBNG4azgPvveY4HH7nRkixPvzSR9zZFU05DZu/Ko6B4KhdfMMySLO8s3ca9M38hYMKijdms31PAO1d3tiTLnux8rv76e3ZHRmIE/Cz58Eve+scASwof0zT59v232PzjUsxgkHqNm9D32ptwR0TUehaAD594kl2rf8E0g+xas4ZgwE+Hs86yJEtdsj93D7ct/ZZMInFQyN8OzGJ0z79ZkiWvIJdPps0hLjsJgDm7vyXhqno0rNfAkjx1yerV09m67V8YRin7s8MpK7uLli0HWhMmdyvMGg35O8Hhhk5XQccRlkQpDgS5e8MOVhWWYAO+yY3ioWYNsVlY+NQVa9as4ZtvvsHn8xEREUH//v2pX7++1bFE/lLq9GWNYDDIZZddxh133EHr1q2r9JqysjK8Xm+lR22Y8vJ7xBVGguEHZwGmLwrDad0v8u+3lVGOkzgjj2LC+GbNDsuyfLBsBwETHAaYwE/b8yzLMn/VRvZ6IogpKcbt87E+PIztuw9YkqWsqIisNb/gjoggql4iOTuz2L8905IsAPu2ZGKaJnZXOEF/Geu+W2JZlrpkZdY6Mo1I0sxCwkw/c4pt+P0+S7LMXv414XnRmO5Sgu4SwvKi+HzpPEuy1DW798zHMEoxzUQMo5hdu+ZbFyZrKXh3QkLGwZaM9Z9bFmVTcSnrikqp73IS67CzzFvE3nJrPr91zaZNm/D7/cTHx1NUVMS2bdusjiTyl1OnC43HHnsMh8PB6NGjq/yaCRMmEBMTU/FITU09hgn/q1FyDAFnGWbQheEPxzB8+IPWvb2xbh9gUGhGYGASH2FdV6UGMQe7JgXMg889busa0hrFx+DyB/CGhVHichHu95MQG2VJFmeYm7DISEoLCyjKzcHpDrO065QzLBzMIEFfGQY2ImKsy1KXJHiiiDD97DbC8drcJBnl2G3W/DylJ6cSdPiwlYVhKwvHdPhpnKzWDACX61C3l3zAhjvMwm4wnnpgd4F3N/iKIdq6br8JTgcRdhv7yn3k+PxE2+1EW9h1tS6JiooiGAxSUFCAzWbD4/FYHUnkL6fOFho//vgjzzzzDFOmTMGoRhPv3XffTX5+fsUjKyvrGKb8rz7nncPmMJNAeA44S9gVm0+vjhm1cuwjuf2y8znRlYXHKOGUiO3cNvIKy7I8dv5JNE/yYLcZxIQ7eHpoO8uydGvfjH+43NQrLqFRQQF3pDa0bIyG3eGk60WXk5xxAjFJ9ek0+ALiUxpZkgXgrCtHEBZbD7vTTWzjJvS76krLstQl7dNP5uoEOymUcCr53NWmHYbNml+dnVp2pKxNGeXRXvxRBRS2LuTsDr0tyVLXnHLyDbhcpwNRuN1dOLn9NdaFSe8JHa+AqPoHx2d0u82yKA3DXNzSpD5NI9y0joxgTEYDPA4VGgCnnXYazZo1w+Px0K5dO1q2bGl1JJG/HMM0TdPqEACGYTBz5kwGDx4MwMSJE7n11lux/eoPeiAQwGazkZqaytatW6u0X6/XS0xMDPn5+URHRx+D5CIiIiLyZ9Tl87VD2RYtupzISFetHruwsJyuXd+ok+9LVVg6GPz3XHbZZfTp06fSsr59+3LZZZcxYoQ1g+pERERERKRqLC00CgsL2bRpU8XzzMxMVqxYQXx8PI0bNyYhIaHS9k6nk/r169OiRYvajioiIiIiItVgaaGxbNkyevX671z9t956KwDDhg1jypQpFqUSEREREZE/y9JCo2fPnlRniEhVx2WIiIiIiIi16uysUyIiIiIicvxSoSEiIiIiIiGnQkNEREREREJOhYaIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkVGiIiIiIiEjIqdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIeewOoCIiIiISF23dm03IiIiavWYxcXFwBu1esxQUouGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkNP0tiH0wdTp2FdtJMKw8YvNz+2P/9PSPINfeofdASctwv28MfIiS7MsWTmbrI3zCYtN5dye12B3WPfRW7dzB1MXryTcZeems7sRE+GxLEswWMaBnEUEA6XExXXG5Yq3LIsc3eoDhby3eR/xbgfXtm5ImMNuWZbiQi8LFy3ANE26du5KVKx1nxkzaLJjXS6lRT7qN40hKj7MsiwAKwuK2VxcRvMINydF1e4UlCIicjgVGiHU+JdtNHSmY2CnJfk8fud47rSo2Oj+wntsy4uDAOx1wOB/T+Ojay6xJMuinz4lYv44Ovq8lNucfJibydALn7Qky86cbC59dQl5pS4M/Cze9Bmf3XI+dnvtnziapsnmLRPJzp4HBPHs+4xWJz6KwxFV61nk6NbnFnHRkvXkG2AAS3MKmNartSVZ/OXlPPzKNL4/EIYJzFn9Po/cMAx3WLgleX5esIPV3+wiGAgSFR9G78tPJDLOmmLjm5wCxm/ZhdcfJNZh5/4TUjg9NtKSLCIicpC6ToXIrA8+poG9HuDHRx4OYmgesO6q5x5fJGYAjDAT0wdbfNb9wd21/kviy73sdtfDZpok7VluWZbPVq4hv8xJmMOHwxZka66Tzfv2WpLF7/eSl7cUhyOSMHcKxcWbKSxcb0kWObpPtx0g3wbRpoHdhGXFpZT6A5Zk2bUjk1W5TuId5SQ5y1mT72TrZus+M5krs7HZDKLrhVNwoJQ9W7yWZfkmtwCvP0BGuItcv5/FuYWWZRERkYNUaIRISv1YfJQAYTiIBHx4TWtORgBc9oPHNssPXoZ147Msiz0iEb/NTrzPizPoo8AdY1mWJvVisRsmZX4HvqAdlz1Icow1eez2cJyOaHy+PMrK9mK3heN0qutUXdPI48ZuQiFBfDaIMgxcNsOSLDGx8UQ6/Bzwu8j2ufDYg8TF17MkC0BknBtfeYCivDLsThsR0U7LsiS6HIDBnnI/Noz/fy4i8r+jSZMmGIZx2OP666+3LJMKjRDp2K0bs8uzKTb34qeI9f4dtBrS3bI8t7aKISImgM0FkbE+XjyrrWVZzu17Cz/VP508ZxRrYlvQpPfdlmU5q01bLjrFTaTbT3x4OXf3TbFsjIbN5qJp09uJjmpDWHgqaU2uxePJsCSLHN0FTRMZGh9DFAaNTDuPt2mCzWbNr86Y+ERuPaslLTylNPWUclOvJiQ1aGRJFoCO56aT0iwWT6ybNj0b0eCEWMuyXNQggQGJMdRzORiUFMvfkuMsyyIiYoUffviB3bt3Vzy++uorAC688ELLMhmmaZqWHb0WeL1eYmJiyM/PJzo62uo4IiIiIvIbdfl87VC2V155hYiI2p1oori4mKuuuqpG78vNN9/MJ598wsaNGzEMa1ri1bYsIiIiIlKHeb2Vx8C53W7cbvdRty8vL+ett97i1ltvtazIAHWdEhERERGp01JTU4mJial4TJgw4Xe3/+ijj8jLy2P48OG1E/Ao1KIhIiIiIlKHZWVlVeo69XutGQCvvfYa/fr1IyUl5VhH+10qNERERERE6rDo6Ogqj9HYtm0bc+bMYcaMGcc41R9T1ykRERERkb+IyZMnk5SURP/+/a2OokJDREREROSvIBgMMnnyZIYNG4bDYX3HJRUaIiIiIiJ/AXPmzGH79u2MHDnS6iiAxmiIiIiIiPwlnH322dSlW+SpRUNEREREREJOhYaIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkVGiIiIiIiEjIqdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnKWFhoLFy5k4MCBpKSkYBgGH330UcU6n8/HXXfdRZs2bfB4PKSkpHD55Zeza9cu6wKLiIiIiEiVOKw8eFFREe3atWPkyJGcf/75ldYVFxezfPly7rvvPtq1a0dubi433XQTgwYNYtmyZRYl/n2vvvgOq3Ztpth0kkGQe8bfbWmeMz9fwVa/nw4RYbx/5kmWZnnizRn8uHITMXGRPHv7FbjdbsuybM4r5s2Ne4lw2Li2dQrRLqdlWYpK85nx3buUlpXTr0NfGiU2tyxLwO9n6scfUJyzk4zWXTj39C6WZZGj8+5by8/LxmGaQVqfPIa4lFMsy2IGg2z7ZSWlBV5SWrQiul6iZVkADvzwMaXblhOe3on4Dv0szULuNtjxA3gSIb07GIa1eURELGCYpmlaHQLAMAxmzpzJ4MGDj7rNDz/8QKdOndi2bRuNGzeu0n69Xi8xMTHk5+cTHR0dorRHNvjuZ1hjpmECHkq40NjKPydYU2yc9PGPZHv+22B1UrnBnHPaW5Jl/Ovvk73gKzz+YvyGg61JrXj36bssybKnuIz+X69mPyYG0Nrh5JM+J2Gz1X7jXiAQ4Japj/HDzmRM00Zq9AEmDb+IerGNaj0LwPOvPEqvndMIo5z9Rhz7+jzOoDO6WZJFjqy8JJev5/bBcBdgGCbBski6df2E8JiGluRZ/vnH/Dz3CwJ+P9GJSfS99iaiEupZkmXv3NewL3gEh1mG3wgj2GcsSd3/YUkWcrfCrNGQvxMcbuh0FXQcYU0WkeNEbZ6vVdehbK+88goRERG1euzi4mKuuuqqOvm+VMVxNUYjPz8fwzCIjY096jZlZWV4vd5Kj9rw/lsfsdFMwUYQDyUUEs4ue7BWjn0k2a7//8//R1gb8FuW5edVm/H4i8lzRGNgEpu707IsX2XlkI1JpAlOE9b7fGz1llqSZV/edn7ZG0e4o4yEiHx2FsTx/YZvLMkC0GTvN9gJss1oQKKZy/ZV8yzLIkeWtW46hrsQM2gn6HdguIrJXPOmZXk2//g9ht1OTHJ9vPv3sXvjOsuylK3+HIdZSokjAadZTOnPX1iWhayl4N0JCRkHWzLWf25dFhERCx03hUZpaSl33XUXF1988e9WdBMmTCAmJqbikZqaWiv5midH46EUP3aKCcNOkEisKzRs/v9vqPr/1nqXdVFwRoQRNGx4AsXYTT/Fjtq9GvBraZFhOIAiA8oMCMOgXoQ1XadiPAlEukop8oWTWxKF21FOcmx9S7IA5Djr4cJHknmAAHZskdZcmZaji6nXCoJ2DJsfwx6AoI2YhNaW5YmKT8BXWkJR7gHsTicR0bGWZSEyCQBXwIuJDSM62bosnnpgd4F3N/iKITrFuiwiIhY6LgoNn8/H0KFDMU2TSZMm/e62d999N/n5+RWPrKysWsnY/qze9HdsJZlcIijldPsmLu5xRq0c+0gmNE2B8iCYJkZpgBmdmlqW5ak7hrM55gSKHRHsCG9En/POsixL94ZxXFE/gVjToD42HmzRyLIxGhFh0dx2VlMyYveT5Mnn8lNNOjbvZUkWgOaDxvC9+xQO2OKYE9uPyy8YaVkWObJ6qWcQ5+iD6QvH9LuJ5gwaNh9oWZ7T/3YxjVq1wROXQPu+A2h4onVFT/KQB/AmdsZnj8SbdAbJ51k4Ri69J3S8AqLqHxyf0e0267KIiFiozo/ROFRkbNmyhXnz5pGQkFCt/dblPn8iIiIiUrfP1zRGo+YsnXXqjxwqMjZu3Mj8+fOrXWSIiIiIiIg1LC00CgsL2bRpU8XzzMxMVqxYQXx8PA0aNOCCCy5g+fLlfPLJJwQCAfbs2QNAfHw8LpfraLsVERERERGLWVpoLFu2jF69/tsn/dZbbwVg2LBhjB07llmzZgHQvn37Sq+bP38+PXv2rK2YIiIiIiJSTZYWGj179uT3hojUkeEjIiIiIiJSTcfFrFMiIiIiInJ8UaEhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIeewOoCIiIiISF13pq8NUeWRtXrMAl9hrR4v1NSiISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnIqNEREREREJORUaIiIiIiISMip0BARERERkZBToSEiIiIiIiGnQkNEREREREJOhYaIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkHFYH+Cv5YvonbJ1bRCBowx2Vw5VPXmNpnqX/eYx9OzbQuHkn2p5lbZbF373O3h0f4wxP45y+T+B0Oi3LcqDcz+K8QsJsBj3io3DbrKu3Cw/sYM0bt0B5CQ363UJq2zMtyxIMBtm06gMKvFtJSetBg7TTLcsicrzLzc1lx44deDwe0tPTMQzD6kgiVVZYWMjWrVtxuVxkZGTgcOh0UWpGn5wQWvulH7stAQwoKIjhlTsncdXj11mSZc7km1i/dC1Bn8G2NVmUFufT6bw7LcmyYNEkSgueJio2iGn+zMcfbeb8Cz+2JEuhP8BdG7JYW1iKzYAledHc1zTFkpOAgM/H1ifOoZltPwD5b1/JvsjpJGV0qPUsAMu/eZT9ue9jGAH2Z88gGHiKhhldLckicjzLzc1l1qxZ5Ofn43A46NSpEx07drQ6lkiVFBcX8/HHH5OdnY1hGLRq1YrevXtbHUuqaOfOndx11118/vnnFBcXc8IJJzB58mTLfgep61SIfP3VXAybhyAmATOI3bDj98Zblidr00aCPgNHpEmgzCBzzfeWZTmw+z/YHEEC5XYMICxsk2VZ1haVsrG4jIZhTqIddr7LKyLXH7Aky74tP5BEDuVBO0UBF9H2YrLmv2ZJFoADB74GTPDHgr2YHZlfWpZF5HiWlZWF1+slISEBwzBYv3691ZFEqmzPnj0cOHCA2NhY3G43W7Zsoby83OpYUgW5ubmcccYZOJ1OPv/8c9asWcNTTz1FXFycZZnUohEiDRMTWG7uxWE4MA0TExOn3WdZnrBwFwWUECgFw4BwT6RlWQx7IpgbsTmDYJj4fW7LsiQ4HUTYbOwt8+E3oXG4C4/dmno7OjmDXNNBpL0MpxnEH7QTVr+ZJVkAHPYEfMYuTLMQA4Pw8CTLsogczzweD3a7Ha/Xi8/nIzo62upIIlXm8XhwuVwUFBTg9/upV6+euk4dJx577DFSU1OZPHlyxbL09HQLE6lFI2SatW9PTPgufGY5QTOIzcynx1UnWZan9yX3E9PAicMN8alhnHn5o5Zl6XvO8xTkpRD02ygt8JDa7GHLsmREuBmdlkSTcDdto8IZk9HAsjEantj6HDjlcnICHgqDbrbWO43W/W+xJAvAyZ3H4Qi0wDA9RLp706rTVZZlETmepaen07FjR6KiokhPT6dbt25WRxKpsuTkZLp06UJsbCyNGjXizDPPxGbhWEY5yOv1VnqUlZUdts2sWbPo2LEjF154IUlJSZx88sm88sorFqT9L8M0TdPSBMeY1+slJiaG/Px8XVUSERERqYPq8vnaoWxbXlxCVHjt9hApKCkkY9Thk7M88MADjB07ttKysLAwAG699VYuvPBCfvjhB2666SZeeuklhg0bVhtxD6O2MBERERGROiwrK6tSAeZ2H94NPRgM0rFjRx555BEATj75ZH755RdLCw21hYmIiIiI1GHR0dGVHkcqNBo0aECrVq0qLTvxxBPZvn17bcU8jAoNEREREZHj3BlnnHHYLHcbNmwgLS3NokQqNEREREREjnu33HILS5Ys4ZFHHmHTpk1MmzaNl19+meuvv96yTCo0RERERESOc6eeeiozZ87knXfe4aSTTuKhhx5i4sSJXHrppZZl0mBwEREREZG/gAEDBjBgwACrY1RQi4aIiIiIiIScCg0REREREQk5FRoiIiIiIhJyKjRERERERCTkVGiIiIiIiEjIqdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnIqNEREREREJORUaIiIiIiISMip0BARERERkZCztNBYuHAhAwcOJCUlBcMw+OijjyqtN02T+++/nwYNGhAeHk6fPn3YuHGjNWFFRERERKTKHFYevKioiHbt2jFy5EjOP//8w9Y//vjjPPvss0ydOpX09HTuu+8++vbty5o1awgLC7Mg8e+b89185v6yGp/dIKq4nAduuMXSPPn5Kygp2U5kZAsiI1tYmmXxZ8+zecf3RLoTGHTx4zhcLsuyHCj3szivkDCbQY/4KNw26+ptf+kBtq26j0CgmIbNRuOpd4plWTBN2PYtFOyGlJMhoal1WeqYvQd28l3mz0S7w+l+YhccDqdlWQKBYg7kfAOmSXz8GTgcUZZlqWv2btlEzq4dJDRqTFKTDKvjiFRLdnY2u3fvJiYmhtTUVAzDsDqSyJ9maaHRr18/+vXrd8R1pmkyceJE7r33Xs477zwA3njjDZKTk/noo4+46KKLajNqlXywaT2rUpoQMGzUK8tn3ItP88CoWy3Jkp09jy2Zz+D3F+F0xtK8+X3ERLezJMvCWf9ij+8DYlNKCATtvD1lBMOuftuSLIX+AHdtyGJtYSk2A5bkRXNf0xRLfqEHAwGWL+5HoXkAgL0/LeHUTh8TFtOs1rMAsOp9+PY58JdAZDIMmAiJza3JUofsz93DbUu/JZNIHBTytwOzGN3zb5ZkCQb9bNz4CLl5SwGT7Oy5tGz5MDab25I8dcm2n1fwzTtTKS8uxu3x0OMfI2l04klWxxKpkj179vDpp59SXFyM0+mkW7dutG7d2upYIn9anR2jkZmZyZ49e+jTp0/FspiYGE477TS+++67o76urKwMr9db6VEbvlm2hE0xCTiCfhLK8sh2x1Bi5VX7nG8I+IuICG+Cz5dLXu73lmXZsud7wtwlFBVHYWBij9ptWZa1RaVsLC6jYZiTaIed7/KKyPUHLMlS6l1LkZmDYYLdtOEzfGRvfceSLABsnA2mH+IzoHAvbD/6z9n/kpVZ68g0IkkzCwkz/cwptuH3+yzJUla2C693FS5nPC5nIgWFayku3mpJlrpm+y8rKSsqIrZ+A0oLCsha/bPVkUSqbPv27RQXFxMfH08gEGDDhg1WRxIJiTpbaOzZsweA5OTkSsuTk5Mr1h3JhAkTiImJqXikpqYe05yHpCckE+0rodTuJt8ZiSvow+kL1sqxj8TlSsTEpKx8L4Zhw+VKsC6LLZKgacPtLsZmC+ArC7csS4LTQYTNxt4yH3m+ALFOOx67NT8GrvCG2E0bQQMCRhADg7CoEyzJAkBUA/CXQ8EesDnAU8+6LHVIgieKCNPPbiMcr81NklGO3Wa3JIvDEYPdEUm57wDlvmzs9gicznhLstQ1ETGxGIZBUW4Oht1GREys1ZFEqiwiIgLDMCgoKCAQCBAdHW11JJGQqLOFRk3dfffd5OfnVzyysrJq5biN0tNpvyeHJkV7ifMVcur+nVxzzsBaOfYR8zS8hMR6fXC56pGcPJCkpAGWZRky9DFy9jShvDycnJwGdGh2uWVZMiLcjE5Lokm4m7ZR4YzJaGDZGA1HWBzNU0fjNt04TAeNonpRL+MSS7IA0OVGaNoLPElw8mXQrK91WeqQ9uknc3WCnRRKOJV87mrTDsOiz4zTGUNGxi14PM3xRDQlPX00bneiJVnqmpN6nkWz07oQHh1D89O7cWK3nlZHEqmyli1b0q5dOzweD82aNeO0006zOpJISBimaZpWhwAwDIOZM2cyePBgALZs2ULTpk356aefaN++fcV2PXr0oH379jzzzDNV2q/X6yUmJob8/HxdIRARERGpg+ry+dqhbFteXEJUeGStHrugpJCMUafXyfelKupsi0Z6ejr169dn7ty5Fcu8Xi/ff/89nTt3tjCZiIiIiIj8EUtnnSosLGTTpk0VzzMzM1mxYgXx8fE0btyYm2++mYcffphmzZpVTG+bkpJS0eohIiIiIiJ1k6WFxrJly+jVq1fF81tvPTgV7LBhw5gyZQp33nknRUVFXH311eTl5dG1a1e++OKLOnkPDRERERER+S9LC42ePXvye0NEDMPgwQcf5MEHH6zFVCIiIiIi8mdVe4zGjh07KCwsPGy5z+dj4cKFIQklIiIiIiLHtyq3aOzevZvzzjuPH3/8EcMwuOSSS3jxxReJjDw4+j4nJ4devXoRCFhz8zMRERERkWPl230fEVHL3feLS0tr9XihVuUWjTFjxmCz2fj+++/54osvWLNmDb169SI3N7dimzoyU66IiIiIiFisyoXGnDlzePbZZ+nYsSN9+vRh8eLFNGjQgN69e5OTkwMcHFMhIiIiIiJS5UIjPz+fuLi4iudut5sZM2bQpEkTevXqxb59+45JQBEREREROf5UudDIyMhg1apVlZY5HA4++OADMjIyGDBgQMjDiYiIiIjI8anKhUa/fv14+eWXD1t+qNho3759KHOJiIiIiMhxrMqzTo0fP57i4uIj78Th4MMPP2Tnzp0hCyYiIiIiIsevKrdoOBwOoqOjf3d9WlpaSEKJiIiIiMjxrdo37BMREREREfkjKjRERERERCTkVGiIiIiIiEjIVbvQ2L59+xHvAG6aJtu3bw9JKBEREREROb5Vu9BIT09n//79hy3PyckhPT09JKFEREREROT4Vu1CwzRNDMM4bHlhYSFhYWEhCSUiIiIiIse3Kt9H49ZbbwXAMAzuu+8+IiIiKtYFAgG+//573bRPRERERESAahQaP/30E3CwRePnn3/G5XJVrHO5XLRr147bb7899AlFREREROS4U+VCY/78+QCMGDGCZ5555ndv3iciIiIiIv/bqlxoHDJ58uRjkUNERERERP5Cql1oFBUV8eijjzJ37lz27dtHMBistH7Lli0hCyciIiIiIsenahcaV155JQsWLOCyyy6jQYMGR5yBSkRERERE/rdVu9D4/PPP+fTTTznjjDOORR4REREREfkLqPZ9NOLi4oiPjz8WWURERERE5C+i2oXGQw89xP33309xcfGxyCMiIiIiIn8B1e469dRTT7F582aSk5Np0qQJTqez0vrly5eHLJyIiIiIiByfql1oDB48+BjE+Gv46rNP+WJpMcGgg8jwrTx09y2W5pk460t+3plPjxbJXN67u6VZJi9Zz0c/7yYjPoInzjsFh6PaH72QOVDuZ3FeIWE2gx7xUbht1W7YCxm/v4Bt218h4C+iYcNL8XgyLMsSDAb5fM169ublc0qTNNo3amBZFoDCwvUUFq4nPLwxMTHtLc2Ss3cDG5d/RpgnltadL8bhdFuap64IBPysXTuDkpJsmjQ5k8TEFlZHkiPw+fLJyf0Wm+EgPr4bdnuY1ZHqBNM0WeYtJqu0nDaR4TTz6H2R49vYsWMZN25cpWUtWrRg3bp1FiWqQaHxwAMPHIscfwkzFwX4JRhBAEgsb8YDjzzJuHusuVv67VNm8tE6O0HCWLgtl7yiLxk98GxLsvx78TomfLYZgrBySxEbsr/h02t6WZKl0B/grg1ZrC0sxWbAkrxo7muaYsnsacFgkOU/XU5h4VoA9u77nFM7fkhYmDUn+K8vWsK6H5ZiBAKs+Wk5/vPOo2PjhpZk8XpXsWHDQ5T7cnE4PKSnjyax3pmWZMnbv4VZz4yhKKcUm81g9+afOWfEU5ZkqWu+/fYRCgo+BcPPvv0f0enU50lMbG51LPmVQKCE9RseoKDgF8BGfO63NG92H4Zh3QWWuuKT/fk8u20vRYEg9Zx2JrRIpXVkuNWxRP6U1q1bM2fOnIrnVl7YhRqM0QDIy8vj1Vdf5e677yYnJwc42GVq586dIQ13PPlm8VdkBu04gXqY7MegoKyJdXm2+ghi4Db8BLAxe02uZVk+XLELgmDYDz5fv7PEsixri0rZWFxGwzAn0Q473+UVkesPWJKltHQnRUWbMAwndnsEPl8O2dlzLckCsHHjRjBNzKgojJJilm7abFmW3LyllPsOEBHehIC/mJwD31iWZevq+RTllOKJc2NzGGT9vBG/r8yyPHWJt+AbTGyYZj0M4wDbt39tdST5jaLizRQWbsDtqo/TEUt+/k+Ule+zOladMO+Al9JgkIxwF9k+P9/lFVodSeSovF5vpUdZ2ZH/DjkcDurXr1/xqFevXi0nrazahcaqVato3rw5jz32GE8++SR5eXkAzJgxg7vvvjvU+Y4bjRNSicakBMjHwA3Y7KWW5YlxH7yRYrl58Ow+wWPd/U6Sog92MzH//3w+zG1dlgSngwibjb1lPvJ8AWKddjx2a67suVxx2O1ugsFyAoESDMNBWFiqJVkAwiMjMYIBKCnGtNmI9URalsXljMcw7JSV78UkiMuVZFmWqLgG2J02Srzl+MqChEWHYbM7//iF/wNstgQMoxzIxzSdRETUtzqS/IbLGY/dHkFZ+X7KfTk4HFE47FFWx6oTGridBEyTPeV+7IZBPae1V35Ffk9qaioxMTEVjwkTJhxxu40bN5KSkkJGRgaXXnop27dvr+WklVX7DOvWW29l+PDhbNy4kbCw//ZnPPfcc1m4cGFIwx1P0lq2pEnULjKMIHGYtHWVc+PQjpbl+dclp5MSXoLLFiAjqpin/mFNtymAF/7WgZR6Tmx2CI+w8djg1pZlyYhwMzotiSbhbtpGhTMmo4FlYzQcjkiaN7sftzsJhyOKRo0uo169HpZkAbi8Ty/cDVMhLIL6J57EBR3aWZYlKak/9ZPPw+WqR2K9M2nU6BLLsqS3OYe2Z3UnPMZNQlosvf5xMzYLx/XUJe3b3YNhtABiiY0ZTIsWA6yOJL8RFpZCepPriYhIJyrqRJpm3IrD4bE6Vp0wslEiZyZEk+hycGFyPOcmxlgdSeSosrKyyM/Pr3gc6eL+aaedxpQpU/jiiy+YNGkSmZmZdOvWjYKCgiodY+rUqXz66acVz++8805iY2Pp0qUL27Ztq1FuwzRNszoviImJYfny5TRt2pSoqChWrlxJRkYG27Zto0WLFpSWWncV/0i8Xi8xMTHk5+cTHR1tdRwRERER+Y26fL52KNtbY8cQEVa7kwYUl5byj7GP1uh9ycvLIy0tjaeffporrrjiD7dv0aIFkyZNonfv3nz33Xf06dOHf/3rX3zyySc4HA5mzJhR7fzVbid0u914vd7Dlm/YsIHExMRqBxARERERkdCKjY2lefPmbNq0qUrbZ2VlccIJJwDw0Ucf8be//Y2rr76aM844g549e9YoQ7Xb/wcNGsSDDz6Iz+cDwDAMtm/fzl133cXf/va3GoUQEREREZHQKSwsZPPmzTRoULXZLCMjIzlw4AAAX375JWeddRYAYWFhlJTUbCKfahcaTz31FIWFhSQlJVFSUkKPHj044YQTiIqKYvz48TUKISIiIiIiNXf77bezYMECtm7dyrfffsuQIUOw2+1cfPHFVXr9WWedxZVXXsmVV17Jhg0bOPfccwFYvXo1TZo0qVGmanediomJ4auvvmLRokWsWrWKwsJCTjnlFPr06VOjACIiIiIi8ufs2LGDiy++mAMHDpCYmEjXrl1ZsmRJlYc2vPDCC9x7771kZWXx4YcfkpCQAMCPP/5Y5WLlt6o9GPx4U5cHF4mIiIhI3T5fO14Hg9cFNZo0eu7cucydO5d9+/YRDAYrrXv99ddDEkxERERERGrHF198QWRkJF27dgUOtnC88sortGrVihdeeIG4uLhq77PaYzTGjRvH2Wefzdy5c8nOziY3N7fSQ0REREREji933HFHxcyyP//8M7fddhvnnnsumZmZ3HrrrTXaZ7VbNF566SWmTJnCZZddVqMDioiIiIhI3ZKZmUmrVq0A+PDDDxkwYACPPPIIy5cvrxgYXl3VbtEoLy+nS5cuNTqYiIiIiIjUPS6Xi+LiYgDmzJnD2WefDUB8fPwR76FXFdUuNK688kqmTZtWo4OJiIiIiEjd07VrV2699VYeeughli5dSv/+/YGDN+Vu1KhRjfZZ7a5TpaWlvPzyy8yZM4e2bdvidDorrX/66adrFERERERERKzx/PPPM2rUKKZPn86kSZNo2LAhAJ9//jnnnHNOjfZZ7UJj1apVtG/fHoBffvml0jrDMGoUQkRERERErNO4cWM++eSTw5b/61//qvE+q11ozJ8/v8YHExERERGRuq20tJTy8vJKy2pyH49qj9H4tR07drBjx44/swsREREREbFYUVERN9xwA0lJSXg8HuLi4io9aqLahUYwGOTBBx8kJiaGtLQ00tLSiI2N5aGHHjrs5n0iIiIiIlL33XnnncybN49Jkybhdrt59dVXGTduHCkpKbzxxhs12me1u07985//5LXXXuPRRx/ljDPOAGDRokWMHTuW0tJSxo8fX6MgIiIiIiJijY8//pg33niDnj17MmLECLp168YJJ5xAWloab7/9Npdeemm191ntQmPq1Km8+uqrDBo0qGJZ27ZtadiwIaNGjVKhISIiIiJynMnJySEjIwM4OB4jJycHODjt7XXXXVejfVa761ROTg4tW7Y8bHnLli0rAomIiIiIyPEjIyODzMxM4OB5/fvvvw8cbOmIjY2t0T6rXWi0a9eO559//rDlzz//PO3atatRCBERERERsc6IESNYuXIlAGPGjOGFF14gLCyMW265hTvuuKNG+6x216nHH3+c/v37M2fOHDp37gzAd999R1ZWFp999lmNQoiIiIiIiHVuueWWiv/36dOHdevW8eOPP3LCCSfQtm3bGu2z2oVGjx492LBhAy+88ALr1q0D4Pzzz2fUqFGkpKTUKISIiIiIiNQdh2aX/TOqXWgApKSkaNC3iIiIiMhx7Nlnn63ytqNHj672/mtUaOTm5vLaa6+xdu1aAFq1asWIESOIj4+vye5ERERERKSW/etf/6rSdoZh1E6hsXDhQgYOHEhMTAwdO3YEDlZDDz74IB9//DHdu3evdggREREREaldh2aZOlaqXWhcf/31/P3vf2fSpEnY7XYAAoEAo0aN4vrrr+fnn38OeUgRERERETm+VHt6202bNnHbbbdVFBkAdrudW2+9lU2bNoU0nIiIiIiIHHt/+9vfeOyxxw5b/vjjj3PhhRfWaJ/VLjROOeWUirEZv7Z27VrdR0NERERE5Di0cOFCzj333MOW9+vXj4ULF9Zon9XuOjV69GhuuukmNm3axOmnnw7AkiVLeOGFF3j00UdZtWpVxbY1nXNXRERERERqT2FhIS6X67DlTqcTr9dbo31Wu9C4+OKLAbjzzjuPuM4wDEzTxDAMAoFAjUIdEggEGDt2LG+99RZ79uwhJSWF4cOHc++992IYxp/at4iIiIiIHNSmTRvee+897r///krL3333XVq1alWjfVa70DjWo9N/7bHHHmPSpElMnTqV1q1bs2zZMkaMGEFMTEyNptg61r6eO4t1y94mylbE+pKmPHj/M9bmmfp3Svx7iYpoTteLX7Y0y9od6/lh0wZS4uPofVIXbLZq99r7Syoo9fHvBVsoLvdz6elpNE2MtCxLMBjkswXLydqfR+eTMmjfKsOyLAB79+5l7969xMfH06hRI0uzlJXtIy9vKQ5HFHFxZ2Cz1Whm8JAoL8xl33fvYppBEk8bSlhMomVZ5Ohyc3PZsWMHHo+H9PR0Sy+OlZSUsGXLFux2O02bNsXpdFqWRY4uOzub3bt3ExMTQ2pqqi6oSq277777OP/889m8eTO9e/cGYO7cubzzzjt88MEHNdpntf9a/tk7BFbHt99+y3nnnUf//v0BaNKkCe+88w5Lly6ttQzVEVgxgUvMTRh+k/yIlTzwkI1x91VtfuJQm/3a2fjr7cewB8jz/8DXb/ydnpe/Z0mWX7at5a7p35JT4sJlz2F79gFG9j7Pkix1STAY5B+vfs+a3V4w4bOfdzNz1Bk0iA23JM+L783lrRXZlJsG7/+0lycuCdCxTTNLsuzcuZMvvviC4uJiXC4XPXv2pEWLFpZkKS/PZu26uykp2YZhOEhOPo/0JtdZkiXgK2PXlJFE5/4MpsnetZ/S8JoPcIR5LMkjR5abm8usWbPIz8/H4XDQqVOniunga1t5eTmffvopu3fvxjAMtmzZwjnnnKOLPXXMnj17+PTTTykuLsbpdNKtWzdat25tdSz5HzNw4EA++ugjHnnkEaZPn054eDht27Zlzpw59OjRo0b7rNFluV27drFo0SL27dtHMBistC6ULQ1dunTh5ZdfZsOGDTRv3pyVK1eyaNEinn766aO+pqysjLKysornNe1TVl1Lvp1Lm8BW/IZBid1NjK+ERq4dtXLsI/GFebHZAwRLndjCyikKZlmWZfGGtRwodtEwuox9RU7mrtvPyN6WxakzduaWsnFfIU6bgdNh40BROV+t3cvlnZtYkmf++n0ETRvJzgB7fXa+Xr7JskJj27ZtFBUVkZCQQE5ODps2bbKs0PB6f6akZBvhYY0pL8/hwIH5pDW+ypJWjYIda/HkrafMHolp2PEUbCFvy3LqtepW61nk6LKysvB6vSQkJOD1elm/fr1lhUZ2djb79u0jKiqKQCDAjh07KCwsJDo62pI8cmTbt2+nuLiY+Ph48vLy2LBhgwoNsUT//v0rLvCHQrX/Uk6ZMoVrrrkGl8tFQkJCpaa9mt418GjGjBmD1+ulZcuW2O12AoEA48eP59JLLz3qayZMmMC4ceNClqGqGic3ocAeTnJ5PjazDL/NRm4gqtZzHGL4Dn5fDGcAMLAFrGsqrxcdicNWSHaxA1/ATnJU8I9f9D8gzuPC7bBRUOrHHwzgsBk0jo+wLE9ihJPMYpNcv4ndgMRY666SR0REYLPZKCgowDRNoqKs+1lyuRKw2cIpK9tDIFhGVPiJGIb9j194DLhjkymxh+P25YFhUG6PJDI+xZIscnQejwe73Y7X68Xn81l6Uu/xeHC5XBQWFmKaJtHR0bjdbsvyyJFFRERgGAYFBQUEAgEVgnWUyzMAV3jtdnH22wuBR2v1mKFU7bbT++67j/vvv5/8/Hy2bt1KZmZmxWPLli0hDff+++/z9ttvM23aNJYvX87UqVN58sknmTp16lFfc/fdd5Ofn1/xyMqqnSv5KU2b8mbxOexwxVPoCGOO7RT+8fd/1sqxj6RZqxsJ5kVg+h2YBzx06vOsZVkGntKT89o4iQ/30zG1jJvP6WNZlrokMszB2EGtSYp2ExXu5PLOTejZIsmyPHdd3J12cSYxDpN+GeFc3K+zZVlat25NmzZt8Hg8tGjRwrKrwQBRUW1onDoSd1gDYmJOISPjFsv6TofHNcDo/U+KPI0pCm9IsNsdRNZvakkWObr09HQ6duxIVFQU6enpdOtmXYtTTEwM3bt3JyEhgfr169O7d28VGnVQy5YtadeuHR6Ph2bNmnHaaadZHUkkJAzTNM3qvCAhIYGlS5fStOmx/+OWmprKmDFjuP766yuWPfzww7z11lusW7euSvvwer3ExMSQn5+vKwQiIiIidVBdPl87lO39JxYRUcstGsUlhQy9o2udfF+qototGldccUWNR55XV3Fx8WED1ux2+2HjQkREREREpG6p9hiNCRMmMGDAAL744gvatGlz2DR5vzdQu7oGDhzI+PHjady4Ma1bt+ann37i6aefZuTIkSE7hoiIiIjI/7oHH3yQ22+/nYiIyuNFS0pKeOKJJw67v0ZVVLvr1MMPP8z9999PixYtSE5OPmww+Lx586od4mgKCgq47777mDlzJvv27SMlJYWLL76Y+++//4h3LjySutwUJyIiIiJ1+3ztf6XrlN1uZ/fu3SQlVR4veuDAAZKSkmp0I+5qt2g89dRTvP766wwfPrzaB6uuqKgoJk6cyMSJE4/5sURERERE/leZpnnEyU5WrlxJfHx8jfZZ7ULD7XZzxhln1OhgIiIiIiJSd8TFxWEYBoZh0Lx580rFRiAQoLCwkGuvvbZG+652oXHTTTfx3HPP8eyz1k2XKiIiIiIif97EiRMxTZORI0cybtw4YmJiKta5XC6aNGlC5841m/K+2oXG0qVLmTdvHp988gmtW7c+bDD4jBkzahRERERERERq17Bhw4CD9wDq0qXLYef2f0a1C43Y2FjOP//8kAUQEREREZHa5/V6KwaZn3zyyZSUlFBSUnLEbWsyGL3ahcbkyZOrfRAREREREalb4uLiKmaaio2NPeJg8EODxGtl1qlD9u/fz/r16wFo0aIFiYmJNd2ViIiIiIjUsnnz5lXMKDV//vyQ77/ahUZRURE33ngjb7zxRsUduu12O5dffjnPPffcYTf5EBERERGRuqdHjx5H/H+oVLvQuPXWW1mwYAEff/xxxTS3ixYtYvTo0dx2221MmjQp5CFFREREROTYWbVq1RGXG4ZBWFgYjRs3xu12V2uf1S40PvzwQ6ZPn07Pnj0rlp177rmEh4czdOhQFRoiIiIiIseZ9u3bH3GMxiFOp5O///3v/Pvf/yYsLKxK+7RVN0RxcTHJycmHLU9KSqK4uLi6uxMREREREYvNnDmTZs2a8fLLL7NixQpWrFjByy+/TIsWLZg2bRqvvfYa8+bN4957763yPqvdotG5c2ceeOAB3njjjYpqpqSkhHHjxtX4Zh4iIiIiImKd8ePH88wzz9C3b9+KZW3atKFRo0bcd999LF26FI/Hw2233caTTz5ZpX1Wu9A4FKBRo0a0a9cOgJUrVxIWFsbs2bOruzsREREREbHYzz//TFpa2mHL09LS+Pnnn4GD3at2795d5X1Wu+vUSSedxMaNG5kwYQLt27enffv2PProo2zcuJHWrVtXd3ciIiIiImKxli1b8uijj1JeXl6xzOfz8eijj9KyZUsAdu7cecQhFEdTo/toREREcNVVV9XkpSIiIiIiUse88MILDBo0iEaNGtG2bVvgYCtHIBDgk08+AWDLli2MGjWqyvuscovGjz/+SK9evfB6vYety8/Pp1evXqxcubLKBxYRERERkbqhS5cuZGZm8uCDD9K2bVvatm3Lgw8+SGZmJqeffjoAl112GXfccUeV91nlFo2nnnqK3r17Ex0dfdi6mJgYzjrrLJ544gneeuutKh9cRERERETqhqioKK699tqQ7a/Khcb333/PmDFjjrp+4MCBvPrqqyEJJSIiIiIix9asWbPo168fTqeTWbNm/e62gwYNqvb+q1xo7Ny5k6ioqKOuj4yMrNYodBERERERsc7gwYPZs2cPSUlJDB48+KjbGYZBIBCo9v6rXGgkJiayfv160tPTj7h+3bp11KtXr9oBRERERESk9gWDwSP+P1SqPBi8T58+jB8//ojrTNNk/Pjx9OnTJ2TBRERERETk+FXlFo17772XDh06cNppp3HbbbfRokUL4GBLxlNPPcWGDRuYMmXKscopIiIiIiLHQDAYZMqUKcyYMYOtW7diGAbp6elccMEFXHbZZRiGUaP9VrnQaNq0KXPmzGH48OFcdNFFFQc0TZNWrVrx1VdfccIJJ9QohIiIiIiI1D7TNBk0aBCfffYZ7dq1o02bNpimydq1axk+fDgzZszgo48+qtG+q3XDvo4dO/LLL7+wYsUKNm7ciGmaNG/enPbt29fo4CIiIiIiYp0pU6awcOFC5s6dS69evSqtmzdvHoMHD+aNN97g8ssvr/a+qzxG49fat2/PhRdeyNChQ1VkiIiIiIjUMY8++iiGYXDzzTf/7nbvvPMO99xzz2FFBkDv3r0ZM2YMb7/9do0y1KjQEBERERGRuumHH37g3//+N23btv3DbVetWsU555xz1PX9+vVj5cqVNcpRra5T8vsWLJhF1sK3sBEkxxXDDXe9Zmmemctewev9heTErpzT5kJLs2z7aT45v8zBldCEE/uOxGa3W5qnrigtzGf95y8RLCsitful1GvcwrIspmmSl/cDZWV7iI5uQ0TEkaey/l9UUFDAtm3bcLvdZGRkYLfy81teBJvngRmEjF4QFm1ZFNMMkpP7LT5fLrExHQgLS7EsC8Av33/Hzs0bSW3WglannmZpFhERqxQWFnLppZfyyiuv8PDDD//h9jk5OSQnJx91fXJyMrm5uTXKokIjhLYvfJPd9hRMbEQEC3nu8Wu48c5/W5LlrYUPEF/2HvWNIP49X/FReT6DO1xpSZatP36F8cktpJqF+Dc7WLlvEycPf8ySLHVJMBBg3aTLaVi0CgOTA1u/xHn1dGKSGlmSZ8/e/7B9+6sEAqW43Ym0bPEwHk9TS7LUJYWFhcyaNYucnBxsNhtt27alW7du1oQJ+GH2P2HbYjBNWP8FDJwIDrclcXbseJOdu97FDPoIC2vIiSc+SlhYA0uyLPnyc757/22CvnLWzP+K4qJCOvY805IsIiKh5vV6Kz13u9243Uf+3X/99dfTv39/+vTpU6VCIxAI4HAcvSSw2+34/f7qBf5/KjRCZOkPczlgr4edIC6KKQ5G0si/w7I8tuIF2BxBSgLhhNtLyM6eDVhTaOT89CmNzULyjHiizDwidiy0JEdd492XRWLRespw4zPcxPn3sXP5l8ScM9KSPNnZ8zDNABHhaRSXbCMvf5kKDWDXrl3k5OQQFxdHUVERGzZsoEuXLta0auRnwa7lEJEAhh32rIIDmyG5Ve1nAfZnz8UwHISFN6CkZDv53hWWFRobli0l6CvHFR1DuTePDcu+V6EhIn8ZqamplZ4/8MADjB079rDt3n33XZYvX84PP/xQ5X2bpsnw4cOPWriUlZVVK+uvVbnQyM7OpqioiLS0tIplq1ev5sknn6SoqIjBgwdzySWX1DjI8a5+fBPclOI14wgaBnYjgM+wrnuFz4jHYBduWxkmYDqsu2u7PaYBwR02PGYBDgKUuhIsy1KXhMckkGOLIDqYg8ssx4eTiMTUP37hMRLmrk9BwWrKyvdhs9lxOeMty1KXeDwenE4nXq8Xv99PXFwcNptFw9vCY8EdBQV7wTAgPP5g0WGRMHd9Skt3UFYWxGZz43JalyUyNo79gK+4CAyDyFh9fkXkryMrK4vo6P92lT1SUZCVlcVNN93EV199RVhYWJX3PWzYsD/cpiYzTkE1Co0bb7yRlJQUnnrqKQD27dtHt27dSElJoWnTpgwfPpxAIMBll11WoyDHu8ZNm2I3A8QZ2ZQbLuL9eXS9xLruQZ3bT2DpT9cTZdtPfiCNgV3/uOnsWGk1aDSr9q4nLucnsl1JJA+xLktd4o6IItDrn2QvfBpHsIzCZoNp3+Esy/I0bnwlgWAZJSXbSYjvSkLC4bNP/C9KSUmhc+fO/PLLL0RERNC1a9ca37joTwuPg17/hCUvgRmAU6+AqKP3qz3W0tNvYOvWSZSV7aVe4lnExp5qWZY+F/+D/+Tlkrcri7jUNHpdeJFlWUREQi06OrpSoXEkP/74I/v27eOUU06pWBYIBFi4cCHPP/88ZWVlR2yNnzx5csjzHmKYpmlWZcP09HSmTJlCjx49AHjyySd56aWXWLduHQ6HgyeffJLp06ezZMmSYxa2JrxeLzExMeTn5//hN0hEREREal9dPl87lO39JxYRER5Zq8cuLilk6B1dq/S+HJq45NdGjBhBy5YtueuuuzjppJOOZdQjqnKLxp49e2jSpEnF83nz5nH++edXDB4ZNGgQEyZMCHlAERERERH5fVFRUYcVEx6Ph4SEBEuKDKjGfTSio6PJy8ureL506VJOO+2/0wcahvGnBouIiIiIiMhfR5VbNE4//XSeffZZXnnlFWbMmEFBQQG9e/euWL9hw4bDRsSLiIiIiIg1vv76a0uPX+VC46GHHuLMM8/krbfewu/3c8899xAXF1ex/t13360YvyEiIiIiIv/bqlxotG3blrVr17J48WLq169fqdsUwEUXXUSrVtbM5S4iIiIiInVLtW7YV69ePc4777wjruvfv39IAomIiIiIyPGvWoVGMBhkypQpzJgxg61bt2IYBunp6VxwwQVcdtll1s0tLyIiIiIidUqVZ50yTZNBgwZx5ZVXsnPnTtq0aUPr1q3Ztm0bw4cPZ8iQIccyp4iIiIiIHEeq3KIxZcoUFi5cyNy5c+nVq/Idg+fNm8fgwYN54403anyLchERERER+euocovGO++8wz333HNYkQHQu3dvxowZw9tvvx3ScCIiIiIicnyqcqGxatUqzjnnnKOu79evHytXrgxJKBEREREROb5VudDIyckhOTn5qOuTk5PJzc0NSSgRERERETm+VbnQCAQCOBxHH9Jht9vx+/0hCSUiIiIiIse3Kg8GN02T4cOH43a7j7i+rKwsZKFEREREROT4VuVCY9iwYX+4jWacEhERERERqEahMXny5GOZQ0RERERE/kKqPEZDRERERESkqqrcojFy5Mgqbff666/XOIyIiIiIiPw1VOvO4GlpaZx88smYpnksM4mIiIiIyHGuyoXGddddxzvvvENmZiYjRozgH//4B/Hx8ccym4iIiIiIHKeqPEbjhRdeYPfu3dx55518/PHHpKamMnToUGbPnq0WDhERERERqaRag8HdbjcXX3wxX331FWvWrKF169aMGjWKJk2aUFhYeKwyioiIiIjIcabGs07ZbDYMw8A0TQKBQCgziYiIiIjIca7KYzTg4N2/Z8yYweuvv86iRYsYMGAAzz//POeccw42m2bKFREREZG/ptZrXifK5arVYxaUl9fq8UKtyoXGqFGjePfdd0lNTWXkyJG888471KtX71hmExERERGR41SVC42XXnqJxo0bk5GRwYIFC1iwYMERt5sxY0bIwomIiIiIyPGpyoXG5ZdfjmEYxzKLiIiIiIj8RVTrhn0iIiIiIiJVUedHcO/cuZN//OMfJCQkEB4eTps2bVi2bJnVsURERERE5HdUa9ap2pabm8sZZ5xBr169+Pzzz0lMTGTjxo3ExcVZHe2IZn8+g7Wzv8PmNylPCHD7uH9Zmmd5fhFbS8s50RPGiZHhlmbZ7t3OL9m/kBSRRIfkDuqG9/9K/CV8s/0rfIFSOqb0JNmTZHUkOYK9ZT6+yysk2mGne1wUDps+vwDBYJDMzEyKi4tp3LgxMTExVkeqM7Zv2sjalT8RExdPp569NTPj/wsEAmzevJny8nKaNGlCZGSk1ZHqjOzsbHbv3k1MTAypqan6Oyl/CXW60HjsscdITU1l8uTJFcvS09MtTPT7NsxagD/CgekwcOUEeWrsLdw21ppi48vsfJ7auocCf5A4p52HmjXklGiPJVky8zN56LuH2FeyjzB7GMNaD2Ng04GWZKlLgsEg7//0CK7CbzAI8tm+zxnSYSKxYTpZq0v2l/u4bV0WmSVlOAz4W3I8o5skWx2rTvjhhx/48ccfCQQCxMbGMmjQIBUbwPZNG3jvrbcoCwQwMNizYweDLx9udaw6YeHChaxevRrTNElISGDw4MFERERYHctye/bs4dNPP6W4uBin00m3bt1o3bq11bFE/rQ6fYll1qxZdOzYkQsvvJCkpCROPvlkXnnlld99TVlZGV6vt9KjNny98HP8LgMjGMRVWk6524kj17o6bkFOAYX+IBnhLnJ8fr7LK7Isy0/7fmJfyT7SotIImAG+zvrasix1SU5pLraiH/EbHkrtyYSVb2VN9kqrY8lvrCwoIbOkjLRwF2E2G3MOePEHTatj1Qnr16/HZrMRFxdHXl4eO3bssDpSnbD6p+WUBQKEOQ7+Ddi8dau1geoIn8/H5s2bcblcxMbGkpOTw+7du62OVSds376d4uJi4uPjCQQCbNiwwepIIiFRpwuNLVu2MGnSJJo1a8bs2bO57rrrGD16NFOnTj3qayZMmEBMTEzFIzU1tVaypiU2we4PErDb8bmc2AJBAi7rmj2TXE5MTPaU+7EbBvWc1hU98WHxOAwH+4r3UR4op76nvmVZ6pJIl4eAPRqX6cUdyCZghBEXnmh1LPmNBKeDCLuN3WU+vIEASW4HdvVoACA6Opry8nIKCgpwOBx4PNa0mtY1MbFxGBiUBwKYmESEhVkdqU6w2+14PB5KS0spKCjA6XTqM/P/IiIiMAyDgoICAoEA0dHRVkcSCYk6XWgEg0FOOeUUHnnkEU4++WSuvvpqrrrqKl566aWjvubuu+8mPz+/4pGVlVUrWdNPPBFftIvw4jKc5X6cPoMhI0fUyrGP5PKGCfStF0Oiy8GQpFjOS4q1LEvXhl05v9n5JIQn0CWlC8NaD7MsS10S5gijbbM7KHa1oMyRQr1GV3FiwolWx5LfaB8VztWpiaSEOTk12sNd6Q3Ud/r/de/enbS0NKKiojj11FNJS0uzOlKdcHrvPpzYNAOX3U5CVCQDL7zQ6kh1gs1mo3fv3jRq1IjY2Fi6dOlC/fq68ATQsmVL2rVrh8fjoVmzZpx22mlWRxIJCcM0zTrbByAtLY2zzjqLV199tWLZpEmTePjhh9m5c2eV9uH1eomJiSE/P19XCERERETqoLp8vnYo2+oRI4lyuWr12AXl5bSe/HqdfF+qok63aJxxxhmsX7++0rINGzboqpmIiIiISB1XpwuNW265hSVLlvDII4+wadMmpk2bxssvv8z1119vdTQREREREfkddbrQOPXUU5k5cybvvPMOJ510Eg899BATJ07k0ksvtTqaiIiIiIj8jjp9Hw2AAQMGMGDAAKtjiIiIiIhINdTpFg0RERERETk+qdAQEREREZGQU6EhIiIiIiIhp0JDRERERERCToWGiIiIiIiEnAoNEREREREJORUaIiIiIiIScio0REREREQk5FRoiIiIiIhIyKnQEBERERGRkFOhISIiIiIiIadCQ0REREREQk6FhoiIiIiIhJwKDRERERERCTkVGiIiIiIiEnIqNEREREREJORUaIiIiIiISMip0BARERERkZBToSEiIiIiIiGnQkNEREREREJOhYaIiIiIiIScCg0RERERkePcpEmTaNu2LdHR0URHR9O5c2c+//xzSzOp0BAREREROc41atSIRx99lB9//JFly5bRu3dvzjvvPFavXm1ZJodlRxYRERERkZAYOHBgpefjx49n0qRJLFmyhNatW1uSSYWGiIiIiEgd5vV6Kz13u9243e6jbh8IBPjggw8oKiqic+fOxzreUanQCKFvf/yM2d9Nx+YEV7GPu29509I8c794kdzcDaQ0PJUu3S+1NEtm5my2bf+K6Kg02rUbhd1utyxLWWYmee+9hxEWTvyVV+CIjLQsy778bF6eOQt/eYD+vU7j1GZtLctS1+zdu5e9e/cSHx9Po0aNrM2StYQ1S98hzBNLh1534nJ7LM1TV5jBIEXffUcgL4+IU07B2aCB1ZHqjNzcXHbs2IHH4yE9PR3DMCzLEsjPp+i7JRhOB54zzsAWFmZZlrrENE2ysrLIy8ujQYMGJCYmWh2pzthf7uPbvEI8djvd4yJx2dTT3mqpqamVnj/wwAOMHTv2sO1+/vlnOnfuTGlpKZGRkcycOZNWrVrVUsrDqdAIoa9Xv0uz5luwEyC/PJbHJg7jrpunWpLlP9PvxXTOxh3lY++B75g320vvvtdZkmXz5k9Yvfoh7PZSCgvs5OdvpleviZZk8e3dx/bhI/AfOACGQdHiRaS99x42C36J+nw+nn7hHcJKiwH46O35RF/loUXDprWepa7ZuXMnX3zxBcXFxbhcLnr27EmLFi0sybJ/1498/Nx9lOYZGDaT3VtGcP6o9y3JUtfkTptG7nvvg8+Hs2EKDcaPx1m/vtWxLJebm8usWbPIz8/H4XDQqVMnOnbsaEmWYEkJex56iNLVa8Bm4PnuO5LvuQdDJ46sWbOGb775Bp/PR0REBP3796e+Pr/k+vzcvj6LTUVl2AwYmBjLnRm6iGC1rKwsoqOjK54frTWjRYsWrFixgvz8fKZPn86wYcNYsGCBZcWGftOEyI8rF5CcuItA0EF+eSwxrjxKnNZdtS8qW4Hd7qO0JAqHs4y9+xZblmXrts+x20vxByLBMPEW/GRZloL58/Hn5GB4PBhOJ2WbNuPbvt2SLOt2bsJVWkbQtBMwnDgDpcxe8r0lWeqabdu2UVRURHx8POXl5WzatMmyLBtXzKQ0z8AdE8RwwL71OZSXFVmWpy4pmDsPw+HAmZqKb+cuSlastDpSnZCVlYXX6yUhIQHDMFi/fr1lWcq2bKFsw0YcSUnYo2MoWbES//79luWpSzZt2oTf7yc+Pp6ioiK2bdtmdaQ6YXVhCZuLy0gNcxFpt7Ewt4CiQMDqWP/zDs0kdehxtELD5XJxwgkn0KFDByZMmEC7du145plnajntf6nQCJEG8RmUlEXgspXhcRbiM52YvqB1gYIHuwM5XSVgGjjsMZZFCQ9PwsTAZivBMALYjCjLsrhSG2E4HJjFxZjl5RhuN/Z69SzJkhJfn6Bhx2b4sQd9mIad+onxlmSpayIiIrDZbBQUFGCaJlFR1n1mohIaYXOalBcaBMoN3B4bdoe6ngA469cnWFyMf98+DLcbR4I+vwAejwe73Y7X68Xn81W6ClnbHPHxGOHh+Pfvx5+Xhy0yEruF3UXrkqioKILBIAUFBdhsNjwedYkESHA68Nht7Cn3ke8PEO908H/t3Xl8VOWhPvDnzJ5MZiaZkJWsQCQQIEQSIquyCCgIaFVURAR/tNaAIJRL0SJdRMBrLbVSUa+ivYpiewUUEER2kR3CTpAQQoAshJDMTLbZ3t8fXNJGAkLvIe9En+/nMx+Yk5k5T14mJ+c55z2DiWfAWiy/34/6+npp6+c7RyWx8fG4eMqKMlcMqj0WFBS1xS9+9gdpefr0+Q2clYnwekxwVqZg8L2/lZYlK3M69Lp0+P0m+HytkZn5orQsIb16wf74aGhtVugiIhA1c6a0azTCrWFIviMRbm0QvFoDdEmheLjvEClZAk1aWho6d+4Ms9mM9u3bS5t2AgAdMyfgtr4pMFoAa6yCvo/9XOo1RoGk1TO/RHBWJnRRUQh77DEESfx3CiTJycnIzMyExWJBcnIy+vTpIy2LPiYGEc/8EobkZJjat0fklMnQcIcaAJCdnY2UlBSYzWakp6cjNTVVdqSA0CEkCM8kRCLeZECG1YyZbWKglXiNEd24mTNnYsuWLTh9+jQOHTqEmTNnYtOmTRg9Wt51uooQQkhbezNwOByw2WyoqqqSelSJiIiIiJoWyPtrV7IdGTceFoOhWdftdLuRtvi9GxqXp556CuvXr0dxcTFsNhu6dOmCGTNm4O67726mtFfjxeBERERERC3cu+++KzvCVTh1ioiIiIiIVMeiQUREREREqmPRICIiIiIi1bFoEBERERGR6lg0iIiIiIhIdSwaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6newARERERESBbsFILQxmbbOu012tBRY36ypVxTMaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6Fg0iIiIiIlIdiwYREREREamORYOIiIiIiFTXoorGvHnzoCgKpkyZIjsKERERERFdh052gBu1e/duvPXWW+jSpYvsKNe0Y9tK7PlqJTxaAwzecuT8fonUPPuqqnG6zo0OZhM6hARJzbL7wBfYceYwYs1WjOj7C+h08t56FdVubM+/CKNOgz63tYJRp5WWxe92o/qbbRD1dQi+4w7owsKkZfF6vVi+ehEc1WfRLqkv+va4V1oWADjmqsWx6jokmQy43WaWmuXixQIcP74VQUEh6NJlGHQ6g7QsVVWn8O23f4YQAtnZTyM8vKO0LPD7gYJNQE0FkHAHYIuTl4XoJgkhUFRUhMrKSsTExCAiIkJqnvLychQXF8NmsyE+Ph6KokjLUnipEl/kn4HFoMdDqW0RbJC3zaOWrUUUDZfLhdGjR+Odd97BSy+9JDvONX215Rs4ghKhCMBvisEbvx+NiS9+JCdLeRX+eLoETq8fYXot/pDSGrdb5eys7dj3GZ4vrcUlUxcYvG4Urn4FU4c/LyWLq96L3yw/hOPFTmg0CnadjsTMe1KlbNCFELjw+utwbdwE+P0wrlmLmDkvQRsS0uxZAOCDpc8jLGQjwi1eFBdvxcatHvTrM0JKlv2OGsz67iwqPD6EaDX4VXI0BrWyScly6dIZfPrpIjidAhoNcPZsPoYPny4lS329A58s/R0qL4UB0KCw8BWMHfsKgoMjpeTB7neAvYsBnwcITQCGvwHYWsvJQnSTjh49iq1bt8Lj8SA4OBhDhw5FdHS0lCwlJSVYtWoVampqoNfr0adPH6SlpUnJct7hxFM7DuK8ooNGCOwsv4S/9u8pJQu1fC1i6lROTg6GDh2KgQMH/uBj6+vr4XA4Gt2aQ+6+TajS2iCgwK8V0PgAv1/OjhEAbK5wwuX1o02QARUeL7ZXVsvLUnQMl3RhiHaXwA8Ntip2aVnyShw4WeZCbKgJFqMOOwsuorLGIyWL3+FAze7d0ISEQBcTg/r8k6jPy5OSBQD02gNQFD9cNTaYDDXIL9wgLcuOShcuerxoE2RAjc+PTRVOaVny83fB6RQICVGg1QoUFFyA1+uWkqWwcC0cDiv0+noYDLVwuaz47rtlUrIAAPJWAxo9EJYMVJ4Bzu6Wl4XoJp08eRJerxd2ux3V1dUoLCyUluXMmTOoqamB3W6Hz+fDiRMnpGX5pqgYxYoOrfxeGCGwu86Pyto6aXmoZQv4ovHJJ59g3759mDt37g09fu7cubDZbA23+Pj4W5zwsuhWbaBR/NAIAfgVCEWB3ivvBzPSoIeAQInbC62ioJVe3smrCIMRWnhRoQuDR9Ejwidvp9FuNiLIoEWpox6VtR7YgvQINsqZOqUJCoLWaoOvqhLesjJogoKhDZNXwtweCzQaP4KM1RBCA4M+XFqWcIMOWkVBidsLPwQiDfLev1ZrK+h0AjU1fng8CoKDtdBo5OQJDU2BTuuBx2OC222CRutFmP02KVkAANbWgNsFOIsBnQkwy516QnQzLBYL/H4/nE4nNBoNzGZ5UzSDg4OhKAqcTid8Ph+sVqu0LLEhwTAKPy4pWtQoGlgVAbNBLy0PtWwBXTSKioowefJkfPTRRzCZTDf0nJkzZ6KqqqrhVlRUdItTXhadkIDkymNQdD4oWiDaW4r7f/7bZll3U55oHY7BrWyIMOhwf2QoRkSGSsvyaL9fYIjrIMJ8DmRUH8O0tDukZUluZcYzd7VDYrgZnVpbMX1QqrRrNBSDAZHPTUFQWhoM8XEI//kEGNskS8kCAN27/QfKKxNR5zaj9FIGHho+TVqW4RGh+FlUGCIMOgxqZcPY1q2kZWnXri+6dUuF2axBRKQegwc/BI1GzqYzMrIrMrNiYTY7EBzsQkZGKBLi+0nJAgDoOx1I7AVYYoCsCUAip1dQy5GdnY2UlBSYzWakp6cjNTVVWpbU1FSkp6fDbDYjJSUF2dnZ0rL0TozD+AgrIuBHCnz4Xcdk6LXyrmWklk0RQgjZIa5l+fLluP/++6H9lze4z+eDoijQaDSor69v9LWmOBwO2Gw2VFVVST1CQERERERNC+T9tSvZJqyYAIO5eS+Md1e78c6IdwJyXG5EQF8MPmDAABw6dKjRsnHjxiE1NRUzZsz4wZJBRERERERyBHTRsFgs6NSpU6NlZrMZ4eHhVy0nIiIiIqLAEdDXaBARERERUcsU0Gc0mrJp0ybZEYiIiIiI6AfwjAYREREREamORYOIiIiIiFTHokFERERERKpj0SAiIiIiItWxaBARERERkepYNIiIiIiISHUsGkREREREpDoWDSIiIiIiUh2LBhERERERqY5Fg4iIiIiIVMeiQUREREREqmPRICIiIiIi1bFoEBERERGR6lg0iIiIiIhIdSwaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREbVwc+fORVZWFiwWCyIjIzFy5Ejk5eVJzcSiQURERETUwm3evBk5OTnYsWMH1q1bB4/Hg0GDBqG6ulpaJp20NRMRERERkSrWrFnT6P7777+PyMhI7N27F3379pWSiUWDiIiIiCiAORyORveNRiOMRuN1n1NVVQUAsNvttyzXD+HUKSIiIiKiABYfHw+bzdZwmzt37nUf7/f7MWXKFPTq1QudOnVqppRX4xkNFa398l0c2PU1TD6BC0Y//vDCp3IDnd0DVBQAUWlAVEe5WS7mA+f3A5YYILEnoCjSohQVfosTua9BowtCVt9XEWKJkpYlkAghUFhYCKfTidjYWISHh0vN43LlweXKQ1BQAmy2rlKzXLxYgOPHtyIoKARdugyDTmeQlqW2thLHjv8PhPCj/W33IySklbQswu9H9fbt8FVWIvj226GPiZGWBQDOnz+P8vJyREREIEZylkDi8VSh4tK30Cg62O19oNWapGXx+XzIz8+H2+1GUlISQkJCpGWha3O5XDh9+jQMBgPatGkDnY67i7IVFRXBarU23P+hsxk5OTk4fPgwvvnmm1sd7br4zlHR2a1rEKSNhh8aJNY4MXvOQ/jdC3+XEyZvDbBpLuB2AUFhwJD5QFw3OVnKvwO+mAK4SgCdCeg5CUh/REqUCxeO4+TuMdCbfIAAdnw5EP0e2A8tN6I4ePAgvv32W3i9XoSEhGDYsGGIiIiQksXhOIgTJ/4At+cSdDozkpOfRUSrAVKyXLp0Bp9+ughOp4BGA5w9m4/hw6dLyeLx1mPzlknw+48BAMrKvsaA/othMARLyXNpyRJcWvop4PFA3zoWMXPmQB8dLSXLqVOn8PXXX6O+vh4mkwmDBg1CYmKilCyBxOerRd6J2XA6DwPQwH7pW9yWMguKImdCw5YtW3DkyBEIIRAeHo6RI0ciOFjO+5eaVlNTgy+++ALl5eVQFAUdO3ZE//79Zcf6ybNarY2KxvVMnDgRK1euxJYtWxAXF3eLk10fp06pZPOmz+DVhEErvDD7najWWmD1auUFyt8AuKsBe1ugpgIolNhoz2wHnMWAvQ0g/EDel9KinDj8PrQmH4RbAXyAwehEcfEeaXkCyXfffQchBOx2O1wuF86cOSMty6XKXXB7LiI4KAk+bw0qLm6VliU/fxecToGQEAVarUBBwQV4vW4pWcov5MHny4ffb4bwW+H3F6K4OFdKFgBwrt8ARaeDPj4ennPnUZt7QFqWU6dOoa6uDna7HTU1NSgoKJCWJZBU1+TD5ToBoyEael0oqqr2o95dJiWLx+NBfn4+DAYDQkNDUVFRgeLiYilZ6NpKSkpw8eJFhIaGwmg04tSpU3C75Wzz6OYIITBx4kQsW7YMGzZsQHJysuxILBpqSYjuCL2/Fm6NAXWaIOiEFzU6icMbEnV5p95ZDCgawCznyDSAy+vW6gFnCeCtB2ytpUWxht4G+AFFLwAtIHwahIbK/0EMBBaLBV6vF06nExqNBmazWVoWg94ORdGi3l0KAT8MhkhpWazWVtDpBGpq/PB4FAQHa6HRyDkDFhISCcAEjVINReMEYESIRd4UIX10NPw1NfCWlUExGqELl3fB4ZUpOFfev5ySc5lBb4dWG4x69wW4PRXQ6SzQaS1Ssmi1WpjNZtTV1cHpdEKv10vdzlDTzGYzDAYDnE4namtrERwczKlTLUROTg4+/PBDLFmyBBaLBSUlJSgpKUFtba20TCwaKklOTcVpsxehnnIE+WsAlOPxn70oL1DmOCD1XsAcCXR+EEh7QF6WdncDGU9cztK2H9BjkrQonTPGw6PpAb9bC1+dDqbI8bxG43/17NkTbdu2hdlsRkZGBlJSUqRliYwciuioETAYWiGi1QDExT0mLUu7dn3RrVsqzGYNIiL1GDz4IWg0cjadFks02rZ5DkBrQEQjMSEH4XZ5RbnVM79EcFYmdFFRCHvsMQRlZkrL0rVrV3Ts2BFmsxlpaWno3LmztCyBxGSKRXJSDoKDk2GxdEDbNlOh08nZuddoNOjfvz/i4uIQGhqKnj17IlrSVDu6tqioKPTs2ROhoaGIi4vDgAEDpG3z6Oa8+eabqKqqwl133YWYmJiG29KlS6VlUoQQQtram4HD4YDNZkNVVdUNz20jIiIiouYTyPtrV7JNWDEBBnPzfhiIu9qNd0a8E5DjciNYUYmIiIiISHUsGkREREREpDoWDSIiIiIiUh2LBhERERERqY5Fg4iIiIiIVMeiQUREREREqmPRICIiIiIi1fG/eiQiIiIi+gGvlpXDGqxv1nU6ajx4p1nXqC6e0SAiIiIiItWxaBARERERkepYNIiIiIiISHUsGkREREREpDoWDSIiIiIiUh2LBhERERERqY5Fg4iIiIiIVMeiQUREREREqmPRICIiIiIi1bFoEBERERGR6lg0iIiIiIhIdSwaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKS6gC8ac+fORVZWFiwWCyIjIzFy5Ejk5eXJjkVERERERNehkx3gh2zevBk5OTnIysqC1+vF888/j0GDBuHo0aMwm82y4zWydd1/Y9W3hajVWpBQtw3TXvpUap6lhQdw2HERvcNbY3Bse6lZ3IWFqD10GPqoSARlZkJRFGlZqqurcfr0aeh0OrRt2xY6XcD/GDQLr9eLt7d+iUJHNfonJWBwek+peUpLS1FaWgq73Y64uDipWZxOJwoLC2E0GtGmTRtotVqpeQKF3+9HQUEBampqkJCQAJvNJjsSNaG2thanTp2CVqtF27ZtodfrpWXx+XzIz8+H2+1GUlISQkJCpGURQqCoqAiVlZWIiYlBRESEtCwAUF5ejuLiYthsNsTHx0v9Pbn3ZD4+PnAEFp0OkwfcidCQwNrfopYj4Pew1qxZ0+j++++/j8jISOzduxd9+/aVlKpp7xzUILfz3fBpALsjHZpZD+O5P8gpG68d34a/nnXAAx2Wlp7EHE89HkrsIiVL/akClMyeDe+FC1BMJoSPexK2ESPkZKmvx6pVq1BaWgpFUVBYWIi7775b6gY9UPx61T/wpSYaXl0o1hVUw+PfimEZfaRkOXfuHNasWYOamhoYDAbcddddaN9eTll2uVz4/PPPUVFRAY1Ggy5duqBPHznjEmh2796NvXv3wufzITQ0FMOHD2fZCDButxurVq1CcXExFEXBqVOnMGTIEGg0ciY0bNmyBUeOHIEQAuHh4Rg5ciSCg4OlZDl69Ci2bt0Kj8eD4OBgDB06FNHR0VKylJSUYNWqVaipqYFer0efPn2QlpYmJcvRM0XIyT2BS0Fh0AiBA59/hc8eu19KFmr5An7q1PdVVVUBAOx2e5Nfr6+vh8PhaHRrDju3foG82ETofH7YHbW4ZA1GsT6jWdbdlLUXLsADHUI1NaiHEatLi6Rlqd23F54LF6BPSAB8Pjg3bpSWpbS0FBcuXIDNZoPJZEJhYSFqa2ul5QkkuzxmCCgIrXOhWm/C2tNnpWUpLCxEdXU17HY73G43Tp48KS3L+fPnUVFRgbCwMOh0Opw4cQI+n09ankCSl5cHjUaDsLAwVFZW4uxZee8Zalp5eTnKyspgsVgQFBSEs2fPwuVyScni8XiQn58Pg8GA0NBQVFRUoLi4WEoWADh58iS8Xi/sdjuqq6tRWFgoLcuZM2dQU1MDu90On8+HEydOSMuy8vAxVJpCYK2rgd7nRX6wDWcvlEvLQy1biyoafr8fU6ZMQa9evdCpU6cmHzN37lzYbLaGW3x8fLNki4xOhaWmDnV6LRxmE/ReH8w+eT+YEXotAAUuvxEKBKKMRmlZtPZwKDodvGVl8Lvd0Es6YgQAZrMZBoMBTqcTtbW1MJlMMBgM0vIEklB/HXwaDVz6IGiEQIRR3gnP4OBgaDQaOJ1OCCFgsVikZTGbzdDr9XA4HKivr4fFYpF2NDjQWK1WuN1uOJ1O6HS6gJvOSv/c5rlcLtTU1MBoNMIo6feBVquF2WxGXV0dnE4n9Hq91PeMxWKB3++H0+mERqORmiU4OBiKosDpdMLn88FqtUrLEm+1QO/zotpgQr3OgCCvG+FWedtgatla1G/LnJwcHD58GJ988sk1HzNz5kxUVVU13IqKmudIfnJKCgYWfITEsgrYquvQ68R+PPH4082y7qbM6dQLnU0umBU37jDXYmbHXtKyhPTtg9AHfwZdRCuYe/WCfdx4aVnCw8PRu3dv2O12xMTEYMCAAbxG43/9NrMD2lSXweytwx215/CrAcOkZUlLS0Pnzp1hNpvRvn17ZGZmSssSGxuLHj16NBy46NevH6fa/a++ffsiMTERFosFWVlZSExMlB2Jvsdms6Fv374IDw9HdHQ0+vfvL61oaDQa9O/fH3FxcQgNDUXPnj2lTVUCgOzsbKSkpMBsNiM9PR2pqanSsqSmpiI9PR1msxkpKSnIzs6WluXR3j0w2OuEpb4W0a5KTI62IUjiwUpq2RQhhJAd4kZMnDgRK1aswJYtW5CcnHzDz3M4HLDZbKiqqpJ6hICIiIiImhbI+2sN2d65H9bg5v0wBUeNB7YJywJyXG5EwB/KFUJg0qRJWLZsGTZt2nRTJYOIiIiIiOQI+KKRk5ODJUuWYMWKFbBYLCgpKQFw+XRwUFCQ5HRERERERNSUgL9G480330RVVRXuuusuxMTENNyWLl0qOxoREREREV1DwJ/RaCGXkBARERER0b8I+DMaRERERETU8rBoEBERERGR6lg0iIiIiIhIdSwaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6Fg0iIiIiIlIdiwYREREREamORYOIiIiIiFTHokFERERERKpj0SAiIiIiItWxaBARERERkepYNIiIiIiIfgS2bNmC++67D7GxsVAUBcuXL5eah0WDiIiIiOhHoLq6Gunp6Vi4cKHsKAAAnewARERERET0f3fPPffgnnvukR2jAYsGEREREVEAczgcje4bjUYYjUZJaW4cp04REREREQWw+Ph42Gy2htvcuXNlR7ohPKNBRERERBTAioqKYLVaG+63hLMZAIsGEREREVFAs1qtjYpGS8GioaLla9/F6kOnoEAPo6cAr8/8QGqevPX/AVfpYYQl3YU2Pf9DapaCrxbAsX0ldNHxaD/+bej0eql56GpCCBQWFsLpdCI2Nhbh4eFS8/z3xtXYWXIR7UPNmHTPA1KzBBK36xLyt38BIQTaZN8Lky1CWha/34+CggLU1NQgISEBNptNWhYAKNj6DcpO5SM6JQWJPXtKzeI+ew61B3KhCw9HcHY2FEWRmofoZlSdOYOza9ZAFxKCNvffD31QkOxI1EKxaKjo69zziKwzQAHg0bTDlJefwILn/yYly8H/eRQVdbsBvYAr/wS8tRW4bcA8KVlOrZoP1xvvQeMC/LoiHD43CF1/v1FKFrq2gwcP4ttvv4XX60VISAiGDRuGiAg5O7F/XbsMb9VaUWdNwiaPF+f/sQRzH3xMSpZA4vO4sfb9V1B4yQ0hgLxjR3HfL16EzmSWkmf37t3Yu3cvfD4fQkNDMXz4cGll4+jKlVi/ZQvcigLjkaO42+lE+8GDpWRxnz2L4lmz4C0ugWIwIGz0YwgbNUpKFqKb5SwuxtFJz0JfWgqhKNi/ew+6/+k12bHoBrlcLpw8ebLhfkFBAXJzc2G325GQkNDseXgxuEo2bF0Gaz0goMCjKND7/KgxNP8/6BXOiwcBnYDiUiCMAhWF8nbsHdtWQuME/GEA/IBypFhaFrq27777DkII2O12uFwunDlzRlqWrRdqUas3wlbrglerxV53y5iLeqtVnT2O85X1CNYKhOgFSpweXDx1UFqevLw8aDQahIWFobKyEmfPnpWW5eTBg3ArCmyKgjoFyD9wQFqW2v374S0ugT4hAVAUODfwwAq1HKXbd0BfVgZvWBiE0QhxIBd1lZWyY9EN2rNnDzIyMpCRkQEAmDp1KjIyMvDiiy9KycMzGippHdEBXs0RGL0+KFAgFAVAnbQ8Gk0QoNRBmAQgAL1B3pQGTZgdQlsGjQuAD/BbtdKy0LVZLBacP38eTqcTGo0GZrOco+QAEKrxQyMEagwmCCiw+tzSsgSSoNAIGLWA06NAUYAgrUCwPVpaHqvVisrKSjidTuh0OqnvGXNICFBVhRq/HxpFQYhF3lxmrd0OxaCHt6wM/ro66KPl/RsR3ayg6GhUGAzQVlVB8fngiYqCXuLPNt2cu+66C0II2TEasGiopH1qKpzGc/ArraHzC1Sa/Jg27P9Jy5M65C84uvrn8OnroPNZ0OHh9+RleWYxjpwbBG2+E/44LaKfniUtC11bz5494fV6UVFRgbZt2yIlJUValt/dMwRlq77CmSA7ElzleLFXhrQsgSQoLAb9+g/Ajm82QgggK7snLNHJ0vL07dsXW7duhdPpRGpqKhITE6Vl6TF6NKrfegulVVWIDgtD90fkTVUy9+iB0EcehWvTRuijY9DqFz+XloXoZrXu2QOVox+D84uVEGYzEp59FlpeVwkAyPFMgsEd0qzrdHtcAJY16zrVpIhAqj23gMPhgM1mQ1VVVYu8Wp+IiIjoxy6Q99euZHv8rxtgCGrmolHrwofP9A/IcbkRvEaDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6Fg0iIiIiIlIdiwYREREREamORYOIiIiIiFTHokFERERERKpj0SAiIiIiItWxaBARERERkepYNIiIiIiISHUsGkREREREpDoWDSIiIiIiUh2LBhERERERqY5Fg4iIiIiIVMeiQUREREREqmPRICIiIiIi1bFoEBERERGR6lg0iIiIiIhIdSwaRERERESkOhYNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWkTRWLhwIZKSkmAymZCdnY1du3bJjkRERERERNehkx3ghyxduhRTp07FokWLkJ2djQULFmDw4MHIy8tDZGSk7HiNjB3fFgd6h8CvCEQ4NVj/bK7UPMtGDYHw6qAJFhj536ukZln9wgNwaouh1Btwz29WwmKxSMvy2fRxyKs4Bo1fwT0jp6DLiFHSspw+shMbVsyHohFISOqNAY9Mk5bF4/HgZE4OPGeKYL3nHiRNflZaFgA48c4zuOTchRBdW6Q9u1RqlrzV/4PTS96D1haKXnP+gqBQu7QshWs+Q+n8P0ARQOgvJyNl1JPSsrjdbixevBjV1dXo3r07evfuLS0LAOR/+BEqDx6A/fbbkfzII1KzHNjwKc4fXA69OQZ3PjkPer1eWpZjn3+M4tdfh9DqkDr/VbTumi0tSyARQqCoqAiVlZWIiYlBRESE1DzHv16Hk7t3olVcPLIeexxarVZaloKCAmzbtg0mkwn33nsvgoODpWWhlk0RQgjZIa4nOzsbWVlZeOONNwAAfr8f8fHxmDRpEn7961//4PMdDgdsNhuqqqpgtVpvadbOizsDyj/vx1Qq+GrKwVu6zmtZ9rN7cKZ1Cjw6HYxuN+IvnMTIpWukZPli5ggEt8uDEuIDPArKv7Pj4d/tkJJl06u/xQeXPsO5cD80AuhYpMMLs9YjPDy82bNUV1fjs48fhC2qFIoiUOO0ITn85+g+6LFmzwIABwcNhu7MGQCAABD81HgkT58uJcvRvzyG4jY7AT0AHxB6tDW6TdsiJcupDatRPnU6TG4/oAClra24+6udUrJUFnyHohHDoXVfvu/XA60+eBfRt/eUkufll1+G2+1uuD9o0CD07Ckny9E//QmOpUuh9Xjh0+sR+sQYpD7zjJQsuV8vxcXTv4Ni8QBeBXXFqbj3V59LyVK051tcGvv/oPNd/lVfZ9Aidds2BFtsUvIEkiNHjmDr1q3weDwIDg7G0KFDER0dLSXLwS9W4OtPP4LwewFFg47p3XDP9JlSspw7dw7vvfcefD4fAMBqtWLq1Km3fL3Nub92s65ke/yvG2AICmnWdbtrXfjwmf4BOS43IqCnTrndbuzduxcDBw5sWKbRaDBw4EBs3769yefU19fD4XA0ujWHZ59IaVQyAKBU4vvBGWSHR6dDiNOJeqMR9cIsLUudsQRKiA++SzpAI2CLdErLkntwHUrC/LA7FQTVA6eivNg2/z+kZNm37kOEhF+E16tHXW0QgkIcOLpzuZQsAKA5exbA5ZKhAHCuWi0tyyVN7uWSUQNAA7giz0vLcurvf0OQ2486PeBXgPBiB2orK6RkyfvT7xtKhlAAjQcoWDBHShYAjUoGAKnTWiu2bYPW44XbbIbW40HF1m+kZSk+tAxKiAfikgEQgDHklLQseW8tgM4n4AfgB2B0+3Do/Tek5QkkJ0+ehNfrhd1uR3V1NQoLC6VlOb5jG4TfC63OAAg/Ck4ck5Zl37598Pl8UJTLOzVOpxMVFXK2edTyBXTRKC8vh8/nQ1RUVKPlUVFRKCkpafI5c+fOhc1ma7jFx8c3R1RYo67ekdf6lSYe2TwMnnoAQF1QEBS/Hzq/R1oWn1sH+AFNiA/QCrhr5U0hCNYEwegBqswCLhMQXK8gqdcgKVmSOnaH12uAXl8Po6kOPp8ORqO8o4x+Q+N/F8Uub3qQzm26/BcTAAXQVMubQmCMjYNfAYxeQOsH6g0a6Mxypv5Z0zMbDmgo/9sIg1LTpGRpisyjbTpb6OU/6+oARYEuLExaFm1QJOBXoIR4AL2At84kLUtIh9SGgwcaXC6oURndpeUJJBaLBX6/H06nExqNBmazvANyIbZQQAF8vsu/q00meVOVrpzhvzLhRaPRICSkeY/i049HQBeNf8fMmTNRVVXVcCsqKmqW9b70n7kw1/3zkhdFAPfmySsa0VntEF1SDGN9PWKLzyL1F2OlZRn05Fu4lG+Dv0aL2nNmhHjkzQ/++ftfo8d3IYioUpB4QYM78kOlXaMRf1sG6vKSUO0IQ31tCC4di8Oj//GOlCwAEDFrFnwGA4SiwBMaivb/JS9L2v0fwVCgg1IP6M5r0KHTfGlZ7vj1XJR0SkC9QUFViA76CeOkzbfv8NRkVLULg9ACQgs4Ey3o+vwrUrIAQJ8+fRr+bjKZMGbMGGlZOs1+Ee7kZPiMRtS3aYNOLzwvLctd415B7bkUiGo9PMU2xHaVl+WOqb9HcdtI+DUKvFoFJZm3Ian33dLyBJLs7GykpKTAbDYjPT0dqamp0rIM+OVEREXFQavTw2IJw72/nCQtS8+ePdGuXTtotVro9XoMGDAABoNBWh5q2QL6Gg23243g4GD84x//wMiRIxuWjx07FpWVlVixYsUPvkYgz/kjIiIiosDeX+M1Gv++gD6jYTAY0K1bN6xfv75hmd/vx/r169GjRw+JyYiIiIiI6HoC/uNtp06dirFjxyIzMxPdu3fHggULUF1djXHjxsmORkRERERE1xDwRWPUqFG4cOECXnzxRZSUlKBr165Ys2bNVReIExERERFR4Aj4ogEAEydOxMSJE2XHICIiIiKiGxTQ12gQEREREVHLxKJBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6Fg0iIiIiIlIdiwYREREREamORYOIiIiIiFTHokFERERERKpj0SAiIiIiItWxaBARERERkepYNIiIiIiISHUsGkREREREpDoWDSIiIiIiUh2LBhERERERqY5Fg4iIiIiIVMeiQURERET0I7Fw4UIkJSXBZDIhOzsbu3btkpaFRYOIiIiI6Edg6dKlmDp1KmbPno19+/YhPT0dgwcPRllZmZQ8LBpERERERD8Cr732GiZMmIBx48ahY8eOWLRoEYKDg/Hee+9JyaOTstZmJIQAADgcDslJiIiIiKgpV/bTruy3BSJPbbW0dX5/P9ZoNMJoNDZa5na7sXfvXsycObNhmUajwcCBA7F9+/ZbH7YJP/qi4XQ6AQDx8fGSkxARERHR9TidTthsNtkxGjEYDIiOjsbSafdJWX9ISMhV+7GzZ8/Gb3/720bLysvL4fP5EBUV1Wh5VFQUjh8/fqtjNulHXzRiY2NRVFQEi8UCRVFu+focDgfi4+NRVFQEq9V6y9fXknBsmsZxuTaOTdM4Lk3juFwbx6ZpHJdra+6xEULA6XQiNjb2lq/rZplMJhQUFMDtdktZvxDiqn3Y75/NCFQ/+qKh0WgQFxfX7Ou1Wq3caF0Dx6ZpHJdr49g0jePSNI7LtXFsmsZxubbmHJtAO5Pxr0wmE0wmk+wY19WqVStotVqUlpY2Wl5aWoro6GgpmXgxOBERERFRC2cwGNCtWzesX7++YZnf78f69evRo0cPKZl+9Gc0iIiIiIh+CqZOnYqxY8ciMzMT3bt3x4IFC1BdXY1x48ZJycOioTKj0YjZs2e3mLlzzYlj0zSOy7VxbJrGcWkax+XaODZN47hcG8emZRo1ahQuXLiAF198ESUlJejatSvWrFlz1QXizUURgfw5YkRERERE1CLxGg0iIiIiIlIdiwYREREREamORYOIiIiIiFTHokFERERERKpj0VDZwoULkZSUBJPJhOzsbOzatUt2JKnmzp2LrKwsWCwWREZGYuTIkcjLy5MdK+DMmzcPiqJgypQpsqMEhHPnzuHxxx9HeHg4goKC0LlzZ+zZs0d2LOl8Ph9mzZqF5ORkBAUFoW3btvjDH/6An9pnemzZsgX33XcfYmNjoSgKli9f3ujrQgi8+OKLiImJQVBQEAYOHIjvvvtOTthmdr2x8Xg8mDFjBjp37gyz2YzY2Fg88cQTOH/+vLzAzeSH3jP/6umnn4aiKFiwYEGz5ZPpRsbm2LFjGD58OGw2G8xmM7KysnDmzJnmD0stDouGipYuXYqpU6di9uzZ2LdvH9LT0zF48GCUlZXJjibN5s2bkZOTgx07dmDdunXweDwYNGgQqqurZUcLGLt378Zbb72FLl26yI4SEC5duoRevXpBr9fjyy+/xNGjR/HHP/4RYWFhsqNJN3/+fLz55pt44403cOzYMcyfPx+vvPIK/vKXv8iO1qyqq6uRnp6OhQsXNvn1V155Ba+//joWLVqEnTt3wmw2Y/Dgwairq2vmpM3vemNTU1ODffv2YdasWdi3bx8+++wz5OXlYfjw4RKSNq8fes9csWzZMuzYsQOxsbHNlEy+Hxqb/Px89O7dG6mpqdi0aRMOHjyIWbNmBfz/kk0BQpBqunfvLnJychru+3w+ERsbK+bOnSsxVWApKysTAMTmzZtlRwkITqdTpKSkiHXr1ok777xTTJ48WXYk6WbMmCF69+4tO0ZAGjp0qBg/fnyjZQ888IAYPXq0pETyARDLli1ruO/3+0V0dLT4z//8z4ZllZWVwmg0io8//lhCQnm+PzZN2bVrlwAgCgsLmydUALjWuJw9e1a0bt1aHD58WCQmJoo//elPzZ5NtqbGZtSoUeLxxx+XE4haPJ7RUInb7cbevXsxcODAhmUajQYDBw7E9u3bJSYLLFVVVQAAu90uOUlgyMnJwdChQxu9b37qPv/8c2RmZuKhhx5CZGQkMjIy8M4778iOFRB69uyJ9evX48SJEwCAAwcO4JtvvsE999wjOVngKCgoQElJSaOfKZvNhuzsbG6Lm1BVVQVFURAaGio7ilR+vx9jxozB9OnTkZaWJjtOwPD7/Vi1ahVuu+02DB48GJGRkcjOzr7u1DOif8WioZLy8nL4fL6r/ufFqKgolJSUSEoVWPx+P6ZMmYJevXqhU6dOsuNI98knn2Dfvn2YO3eu7CgB5dSpU3jzzTeRkpKCtWvX4pe//CWeffZZfPDBB7KjSffrX/8ajzzyCFJTU6HX65GRkYEpU6Zg9OjRsqMFjCvbW26Lf1hdXR1mzJiBRx99FFarVXYcqebPnw+dTodnn31WdpSAUlZWBpfLhXnz5mHIkCH46quvcP/99+OBBx7A5s2bZcejFkAnOwD9dOTk5ODw4cP45ptvZEeRrqioCJMnT8a6des4z/V7/H4/MjMz8fLLLwMAMjIycPjwYSxatAhjx46VnE6uTz/9FB999BGWLFmCtLQ05ObmYsqUKYiNjf3Jjw3dHI/Hg4cffhhCCLz55puy40i1d+9e/PnPf8a+ffugKIrsOAHF7/cDAEaMGIHnnnsOANC1a1d8++23WLRoEe68806Z8agF4BkNlbRq1QparRalpaWNlpeWliI6OlpSqsAxceJErFy5Ehs3bkRcXJzsONLt3bsXZWVluP3226HT6aDT6bB582a8/vrr0Ol08Pl8siNKExMTg44dOzZa1qFDB37CCYDp06c3nNXo3LkzxowZg+eee45nxf7Fle0tt8XXdqVkFBYWYt26dT/5sxlbt25FWVkZEhISGrbHhYWFmDZtGpKSkmTHk6pVq1bQ6XTcJtO/jUVDJQaDAd26dcP69esblvn9fqxfvx49evSQmEwuIQQmTpyIZcuWYcOGDUhOTpYdKSAMGDAAhw4dQm5ubsMtMzMTo0ePRm5uLrRareyI0vTq1euqj0A+ceIEEhMTJSUKHDU1NdBoGm+2tVptw1FHApKTkxEdHd1oW+xwOLBz586f9Lb4iisl47vvvsPXX3+N8PBw2ZGkGzNmDA4ePNhoexwbG4vp06dj7dq1suNJZTAYkJWVxW0y/ds4dUpFU6dOxdixY5GZmYnu3btjwYIFqK6uxrhx42RHkyYnJwdLlizBihUrYLFYGuZI22w2BAUFSU4nj8Viueo6FbPZjPDw8J/89SvPPfccevbsiZdffhkPP/wwdu3ahbfffhtvv/227GjS3XfffZgzZw4SEhKQlpaG/fv347XXXsP48eNlR2tWLpcLJ0+ebLhfUFCA3Nxc2O12JCQkYMqUKXjppZeQkpKC5ORkzJo1C7GxsRg5cqS80M3kemMTExODBx98EPv27cPKlSvh8/katsl2ux0Gg0FW7Fvuh94z3y9cer0e0dHRaN++fXNHbXY/NDbTp0/HqFGj0LdvX/Tr1w9r1qzBF198gU2bNskLTS2H7I+9+rH5y1/+IhISEoTBYBDdu3cXO3bskB1JKgBN3hYvXiw7WsDhx9v+0xdffCE6deokjEajSE1NFW+//bbsSAHB4XCIyZMni4SEBGEymUSbNm3ECy+8IOrr62VHa1YbN25scrsyduxYIcTlj7idNWuWiIqKEkajUQwYMEDk5eXJDd1Mrjc2BQUF19wmb9y4UXb0W+qH3jPf91P6eNsbGZt3331XtGvXTphMJpGeni6WL18uLzC1KIoQP7H/UpaIiIiIiG45XqNBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKQ6Fg0iIiIiIlIdiwYREREREamORYOIiIiIiFTHokFERERERKpj0SCiFunJJ5+Eoih4+umnr/paTk4OFEXBk08+edXjFUWBXq9HVFQU7r77brz33nvw+/2Nnn/gwAEMHz4ckZGRMJlMSEpKwqhRo1BWVnbdTCdPnsS4ceMQFxcHo9GI5ORkPProo9izZ48q3/OPxV133YUpU6b84OM+++wzDBo0COHh4VAUBbm5ubc8GxERqYdFg4harPj4eHzyySeora1tWFZXV4clS5YgISHhqscPGTIExcXFOH36NL788kv069cPkydPxrBhw+D1egEAFy5cwIABA2C327F27VocO3YMixcvRmxsLKqrq6+ZZc+ePejWrRtOnDiBt956C0ePHsWyZcuQmpqKadOmqf/N/wRUV1ejd+/emD9/vuwoRET07xBERC3Q2LFjxYgRI0SnTp3Ehx9+2LD8o48+El26dBEjRowQY8eOverx37d+/XoBQLzzzjtCCCGWLVsmdDqd8Hg8N5zF7/eLtLQ00a1bN+Hz+a76+qVLlxr+fvDgQdGvXz9hMpmE3W4XEyZMEE6n86qcc+bMEZGRkcJms4nf/e53wuPxiF/96lciLCxMtG7dWrz33nsNzykoKBAAxMcffyx69OghjEajSEtLE5s2bWqUY9OmTSIrK0sYDAYRHR0tZsyY0ej7vPPOO8WkSZPE9OnTRVhYmIiKihKzZ8++6nt56qmnRKtWrYTFYhH9+vUTubm5DV+fPXu2SE9PF3/7299EYmKisFqtYtSoUcLhcDR8fwAa3QoKCq47vle+v/3791/3cUREFFh4RoOIWrTx48dj8eLFDfffe+89jBs37oaf379/f6Snp+Ozzz4DAERHR8Pr9WLZsmUQQtzQa+Tm5uLIkSOYNm0aNJqrN6uhoaEALh+hHzx4MMLCwrB79278/e9/x9dff42JEyc2evyGDRtw/vx5bNmyBa+99hpmz56NYcOGISwsDDt37sTTTz+NX/ziFzh79myj502fPh3Tpk3D/v370aNHD9x33324ePEiAODcuXO49957kZWVhQMHDuDNN9/Eu+++i5deeqnRa3zwwQcwm83YuXMnXnnlFfz+97/HunXrGr7+0EMPoaysDF9++SX27t2L22+/HQMGDEBFRUXDY/Lz87F8+XKsXLkSK1euxObNmzFv3jwAwJ///Gf06NEDEyZMQHFxMYqLixEfH39D40xERC2M7KZDRPTvuHLkv6ysTBiNRnH69Glx+vRpYTKZxIULF274jIYQQowaNUp06NCh4f7zzz8vdDqdsNvtYsiQIeKVV14RJSUl18yydOlSAUDs27fvupnffvttERYWJlwuV8OyVatWCY1G0/D6Y8eOFYmJiY3OjLRv31706dOn4b7X6xVms1l8/PHHQoh/HvGfN29ew2M8Ho+Ii4sT8+fPb/ie2rdvL/x+f8NjFi5cKEJCQhrWdeedd4revXs3ypyVlSVmzJghhBBi69atwmq1irq6ukaPadu2rXjrrbeEEJfPaAQHBzecwRBCiOnTp4vs7OyG+3feeaeYPHnydcfqX/GMBhFRy8QzGkTUokVERGDo0KF4//33sXjxYgwdOhStWrW6qdcQQkBRlIb7c+bMQUlJCRYtWoS0tDQsWrQIqampOHTo0DWffyOOHTuG9PR0mM3mhmW9evWC3+9HXl5ew7K0tLRGZ0aioqLQuXPnhvtarRbh4eFXXZzeo0ePhr/rdDpkZmbi2LFjDevu0aNHo++zV69ecLlcjc6MdOnSpdFrxsTENKznwIEDcLlcCA8PR0hISMOtoKAA+fn5Dc9JSkqCxWJp8jWIiOinQyc7ABHR/9X48eMbph8tXLjwpp9/7NgxJCcnN1oWHh6Ohx56CA899BBefvllZGRk4NVXX8UHH3xw1fNvu+02AMDx48eRkZHxb3wHjen1+kb3r3xS1veXff/TstRwvfW4XC7ExMRg06ZNVz3vyvSwH3oNIiL66eAZDSJq8YYMGQK32w2Px4PBgwff1HM3bNiAQ4cO4Wc/+9k1H2MwGNC2bdtrfupU165d0bFjR/zxj39scoe6srISANChQwccOHCg0ets27YNGo0G7du3v6ncTdmxY0fD371eL/bu3YsOHTo0rHv79u2Nzr5s27YNFosFcXFxN/T6t99+O0pKSqDT6dCuXbtGt5s5i2QwGODz+W748URE1DKxaBBRi6fVanHs2DEcPXoUWq32mo+rr69HSUkJzp07h3379uHll1/GiBEjMGzYMDzxxBMAgJUrV+Lxxx/HypUrceLECeTl5eHVV1/F6tWrMWLEiCZfV1EULF68GCdOnECfPn2wevVqnDp1CgcPHsScOXManjd69GiYTCaMHTsWhw8fxsaNGzFp0iSMGTMGUVFR/+dxWLhwIZYtW4bjx48jJycHly5dwvjx4wEAzzzzDIqKijBp0iQcP34cK1aswOzZszF16tQmL2BvysCBA9GjRw+MHDkSX331FU6fPo1vv/0WL7zwwk39XyFJSUnYuXMnTp8+jfLy8mue7aioqEBubi6OHj0KAMjLy0Nubi5KSkpueF1ERCQPiwYR/ShYrVZYrdbrPmbNmjWIiYlBUlIShgwZgo0bN+L111/HihUrGgpKx44dERwcjGnTpqFr166444478Omnn+K//uu/MGbMmGu+dvfu3bFnzx60a9cOEyZMQIcOHTB8+HAcOXIECxYsAAAEBwdj7dq1qKioQFZWFh588EEMGDAAb7zxhipjMG/ePMybNw/p6en45ptv8PnnnzecaWjdujVWr16NXbt2IT09HU8//TSeeuop/OY3v7nh11cUBatXr0bfvn0xbtw43HbbbXjkkUdQWFh4U0XpV7/6FbRaLTp27IiIiAicOXOmycd9/vnnyMjIwNChQwEAjzzyCDIyMrBo0aIbXhcREcmjiBu9ipGIiALS6dOnkZycjP3796Nr166y4xAREQHgGQ0iIiIiIroFWDSIiIiIiEh1nDpFRERERESq4xkNIiIiIiJSHYsGERERERGpjkWDiIiIiIhUx6JBRERERESqY9EgIiIiIiLVsWgQEREREZHqWDSIiIiIiEh1LBpERERERKS6/w+uGYyFuGtfiAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Here is the dataset loaded with a random vizualisation of it.\n",
    "\n",
    "# Extract features (X) and labels (y)\n",
    "X_digits = digits.data\n",
    "y_digits = digits.target\n",
    "\n",
    "# Randomly pick two axes and projecting onto them\n",
    "pick = random.sample(range(0,X_digits.shape[1],1),2)\n",
    "x = X_digits[:,pick]\n",
    "\n",
    "# Create a scatter plot of the MDS result\n",
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "# Create a color map based on the labels (digits 0-9)\n",
    "scatter = plt.scatter(x[:, 0], x[:, 1], c=y_digits, cmap='tab10', s=5, alpha=0.7)\n",
    "\n",
    "# Add color bar (legend for digit classes)\n",
    "plt.colorbar(scatter, ticks=range(10), label='Digit class')\n",
    "\n",
    "# Add labels and title\n",
    "plt.title('MDS projection of the Digits Dataset')\n",
    "plt.xlabel('MDS Component 1')\n",
    "plt.ylabel('MDS Component 2')\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3e617b70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nnuj1nMWD9eGsXr2a2267jXfffZdgMNjrHD6fj+XLl3PJJZdwxx138Otf/5qTTz6ZCy+8kCuuuCLx92ykX1NJkj7+ZDiXjopFixYlZlsvvPBCTjjhBK644gp27dqVmN179NFHufrqq7nwwgu55ZZbyM3NRdM07rzzzqSFo3GapqW8L9FjAedI6Ou+h3tMfc1GD2eXinhbvbvvvrtXXX+cx+OhpaVl2O7zSB3L13yw+hprd6Zpkpuby2OPPZby6z3D/WBt3boVGHrQPhKXX345J554Is888wwvv/wyd999Nz//+c95+umnOfvss4/4vAcPHqS9vT3pMV1++eWsWbOGW265hTlz5uDxeDBNk7POOmtAbSMrKio47bTTmDp1Kr/61a8YO3YsNpuNf//73/z6179OnENRFFauXMl7773HCy+8kGhZ+ctf/pL33nsvcb8j+ZpKkvTxJ8O5dNTFA/cpp5zCb3/720Tf5JUrV1JaWsrTTz+dFEpvu+22I7qfcePGAR/ODHe3a9euXse++uqrdHZ2Js0y7ty5M+lcI628vDxpVnzPnj2YpnnYHR1zcnJwuVy9Hhd0PQZVVXvN6sfFF/ClpaVx+umn93sfaWlpicDXl8GUt4wbN47NmzdjmmbS7PlwP+/jxo3r87k50vsZjp0yJ0yYwKuvvsrxxx8/Im0B//a3vwGwYsWKPo8ZN24cb7zxBsFgMGn2fM+ePQO6j/6eh4KCAq6//nquv/56GhoamDdvHj/96U+HFM57PqbW1lZee+017rjjDm699dbEcal+7/sa6wsvvEAkEuH5559P+nSmrxKUJUuWsGTJEn7605/y+OOPc+WVV/LEE0/wpS99aVCvqdxtVZKkVGTNuXRMnHzyySxatIh77rkn0SowPtPYfRZ07dq1vPvuu0d0HwUFBcyZM4dHHnkk6aPtV155pVeN8TnnnINhGPz2t79Nuv3Xv/41iqIMKUwMxu9+97ukf993330Ah71/TdM488wzee6555JKYOrr63n88cc54YQTSEtLS/m98+fPZ8KECfziF79IlEF019jYCHTVIV944YW88MILvP/++72Oi79ubrcbYEC7MJ5zzjnU1dXxj3/8I3Gbruvcd999eDweli9ffthzDMQ555zDunXrkn6WAoEADzzwACUlJb3WIAxEPMgOZbfJyy+/HMMw+PGPf9zra7quD+ncjz/+OH/6059YunQpp512Wp/HrVixglgsxoMPPpi4zTTNXj+LfXG73b3GaRhGr3KS3NxcCgsLh7Rr6euvv86Pf/xjxo8fz5VXXgmk/rsBcM8996QcK/R+zVKdo729nYceeijpuNbW1l73E/+0Kf64BvOapnruJEmS5My5dMzccsstXHbZZTz88MN89atf5bzzzuPpp5/moosu4txzz6WyspI//OEPTJ8+PWVoHIg777yTc889lxNOOIFrr72WlpYW7rvvPmbMmJF0zvPPP59TTjmF73//++zbt4/Zs2fz8ssv89xzz3HzzTcnZpdHWmVlJRdccAFnnXUW7777Lo8++ihXXHEFs2fPPuz3/uQnP+GVV17hhBNO4Prrr8disfDHP/6RSCTCXXfd1ef3qarKn/70J84++2xmzJjBNddcQ1FREdXV1bzxxhukpaXxwgsvAF27Qb788sssX76cr3zlK0ybNo3a2lqefPJJVq1aRXp6OnPmzEHTNH7+85/T3t6O3W5P9I/u6Stf+Qp//OMfufrqq/nggw8oKSlh5cqVrF69mnvuuaffWunB+M53vsPf//53zj77bG666SYyMzN55JFHqKys5KmnnupV8z4QTqeT6dOn849//IPJkyeTmZnJzJkzB1W7vnz5cq677jruvPNONm3axJlnnonVaqW8vJwnn3ySe++9l0svvfSw51m5ciUej4doNJrYIXT16tXMnj2bJ598st/vvfDCC1m0aBHf+ta32LNnD1OnTuX5559PlDEdbnZ3/vz5vPrqq/zqV7+isLCQ8ePHM2XKFMaMGcOll17K7Nmz8Xg8vPrqq6xfv55f/vKXA3pu/vOf/7Bz5050Xae+vp7XX3+dV155hXHjxvH8888nNtJKS0vjpJNO4q677iIWi1FUVMTLL79MZWVlyrECfP/73+czn/kMVquV888/nzPPPBObzcb555/Pddddh9/v58EHHyQ3N5fa2trE9z/yyCP8/ve/56KLLmLChAl0dnby4IMPkpaWxjnnnAMM7jWdP38+999/Pz/5yU+YOHEiubm5nHrqqQN6fiRJ+hg7Zn1ipE+E/tqiGYYhJkyYICZMmCB0XRemaYqf/exnYty4ccJut4u5c+eKF198sVfrt3hbvbvvvrvXOUnR2u6pp54S06ZNE3a7XUyfPl08/fTTvc4pRFdrvW9+85uisLBQWK1WMWnSJHH33XcntReM30fPFnF9jSnetvDJJ5/s93mKt6jbvn27uPTSS4XX6xUZGRnixhtvFKFQ6LD3H7dhwwaxYsUK4fF4hMvlEqeccopYs2ZNyjH1bHW4ceNGcfHFF4usrCxht9vFuHHjxOWXXy5ee+21pOOqqqrEF77whUQ7zNLSUnHDDTcktcF88MEHRWlpqdA0Lem+erZSFEKI+vp6cc0114js7Gxhs9nErFmzktr3CTH41zyViooKcemll4r09HThcDjEokWLxIsvvpjyfANtAbhmzRoxf/58YbPZksZx1VVXCbfb3ev4VK0IhRDigQceEPPnzxdOp1N4vV4xa9Ys8e1vf1vU1NT0e//x88X/czgcYsyYMeK8884Tf/nLX0Q4HO71Pal+9hsbG8UVV1whvF6v8Pl84uqrrxarV68WgHjiiSf6Hf/OnTvFSSedJJxOpwDEVVddJSKRiLjlllvE7NmzhdfrFW63W8yePVv8/ve/7/fxCPHh34z4fzabTeTn54szzjhD3HvvvUmtSuMOHjwoLrroIpGeni58Pp+47LLLRE1NTcqfjR//+MeiqKhIqKqa1Fbx+eefF8cdd5xwOByipKRE/PznPxd/+ctfko7ZsGGD+OxnPyuKi4uF3W4Xubm54rzzzhPvv/9+rzEN5DWtq6sT5557rvB6vQKQbRUlSRJCCKEIMQpXUknSJ8ztt9/OHXfcQWNjY9I27CPhtdde4/TTT+edd95Jai0oSd09++yzXHTRRaxatYrjjz/+WA9HkiTpE0PWnEvSJ0z8Y/qRvgiQPjpCoVDSvw3D4L777iMtLW1Iu3lKkiRJgydrziXpEyIQCPDYY49x7733MmbMGCZPnnyshySNEl//+tcJhUIsXbqUSCTC008/zZo1a/jZz342Il1kJEmSpL7JcC5JnxCNjY18/etfZ9asWTz00ENHtAhS+ng69dRT+eUvf8mLL75IOBxm4sSJ3Hfffdx4443HemiSJEmfOLLmXJIkSZIkSfrE6uzs5Ic//CHPPPMMDQ0NzJ07l3vvvZeFCxcek/HIqTNJkiRJkiTpE+tLX/oSr7zyCn/729/YsmULZ555JqeffjrV1dXHZDxy5lySJEmSJEn6RAqFQni9Xp577jnOPffcxO3z58/n7LPP5ic/+clRH5OsOZckSZIkSZKGXTgcJhqNHpP7FkL02kTNbrdjt9uTbtN1HcMwEhubxTmdTlatWjXi40xFzpxLkiRJkiRJwyocDpMxtphwU+MxuX+Px9Nrd/HbbruN22+/vdexy5Ytw2az8fjjj5OXl8ff//53rrrqKiZOnMiuXbuO0og/JMO5JEmSJEmSNKw6Ojrw+Xxc9PIqrG7PUb3vWMDPM2eewIEDB0hLS0vcnmrmHKCiooJrr72Wt99+G03TmDdvHpMnT+aDDz5gx44dR3PogCxrkSRJkiRJkkaI1e3B5vEek/tOS0tLCud9mTBhAm+99RaBQICOjg4KCgr49Kc/TWlp6VEYZW+yW4skSZIkSZL0ied2uykoKKC1tZWXXnqJT33qU8dkHHLmXJIkSZIkSfrEeumllxBCMGXKFPbs2cMtt9zC1KlTueaaa47JeOTMuSRJkiRJkvSJ1d7ezg033MDUqVP5whe+wAknnMBLL72E1Wo9JuORM+eSJEmSJEnSJ9bll1/O5ZdffqyHkSBnziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUkOFckiRJkiRJkkYJGc4lSZIkSZIkaZSQ4VySJEmSJEmSRgkZziVJkiRJkiRplJDhXJIkSZIkSZJGCRnOJUmSJEmSJGmUsBzrAUiSdOyYpolhGKiqiqqqKIpyrIckSZIkSZ9oMpxL0ieQEALDMIjFYgSDQTRNQ1VVLBYLFosl8W8Z1iVJkiTp6JLhXJI+YYQQxGIxDMNACIGmaSiKgmEYGIZBJBJBURQ0TUsEdYvFgqIoMqxLkiRJ0giT4VySPkHis+WmaaKqXUtOFEVJlLVAV3gXQqDrOrFYLBHK4yE9HthlWJckSZKk4SfDuSR9AsTDtq7rCCESJStCiF7HxkP3QMK61WpF07REGYwkSZIkSUMjw7kkfcyZpomu6xiGATDoWvKBhvXus+oyrEuSJEnSkZHhXJI+poQQmKZJLBZDCDFsZSh9hfVYLEY0GqW6uhqfz0dmZqYM65IkSZI0SDKcS9LHUPcyFmBE68N7hvWWlhZsNlsirMuZdUmSJEkaOBnOJeljJj5bbhhGUmg+muJhHJJn8GOxWNLXe3aDkSRJkqRPOhnOJeljIt67XNf1RDeWYxF4ey40jS8e7T7OeFiPz6yrqpqyG4wkSZIkfdLIcC5JHwPxmu+NGzcyceJE3G73qA23gwnr3bvBjNbHI0mSJEnDSYZzSfqIM02TaDSKaZq0tLQkylmOlb5aNPZ3fDysx78vVVjvWbMuw7okSZL0cSTDuSR9RMXLWOLdWPrrXX40DSU0x783VViPRqOJ3UtlWJckSZI+rmQ4l6SPoHgZS8/e5aMhnAPDNob+wnokEiEajQLIsC5JkiR9bMhwLkkfMfHZ8lSLPkdDOB/JUNw9rGualuixLoSQYV2SJEn6WJDhXJI+Inr2Lk/VjWU0hHMYvpnzw+nevz1VWI9EIuzfv58xY8bgcrkSYf1YdbKRJEn6pLlJ/AqPsB3V+/SLKP88qvc4vGQ4l6SPgPgCSdM0AfrsXX4k4Tw+Az9cjvVi1J5hff/+/eTl5REOhxPHqKqK1WqVYV2SJEkadWQ4l6RRrHubwYH0Lh9MONd1na1bt1JXV4fH4yEjI4OMjAzS09MTGwgNZdyjQfegbrVak2bWu4f1nj3WZViXJEmSjhUZziVplOpr0Wd/BhrO29vbKSsrw+FwsHDhQgKBAG1tbZSXlxMOh/F6vYmgnp6entSX/HBGc6jtqwzGNM1EWFdVtVfNugzrkiRJH0+GYXD77bfz6KOPUldXR2FhIVdffTU/+MEPjtnffRnOJWkUis+WG4YxqGB4uHAuhKCqqordu3czYcIESkpKiMVieDwe8vPzAQiHw7S2ttLa2srOnTuJRqOkpaUlZtZ9Pt9hy2BGy8x5XF/j6SusG4aBYRiEw2EZ1iVJkj7Gfv7zn3P//ffzyCOPMGPGDN5//32uueYafD4fN9100zEZkwznkjSKxIOhrusDKmPpqb9wHo1G2bJlC52dnSxcuJCMjIxEDXt3DoeDgoICCgoKEEIQCoVoa2ujtbWVmpoadF3H5/MlwrrX600K66NlUeqRiIf1+OPpGda791mP715qsViSQr4kSZL00bFmzRo+9alPce655wJQUlLC3//+d9atW3fMxiTDuSSNEkdSxtLXeXpqaWmhrKwMn8/HsmXLsNkGtnJeURRcLhcul4vCwkKEEASDwcTM+oEDBzBNM1H+kpGR8ZEN5qn0F9Z1XU98vWfNugzrkiRJx15HR0fSv+12O3a7Pem2ZcuW8cADD7B7924mT55MWVkZq1at4le/+tXRHGoSGc4laRTor3f5YKiqmhSOhRBUVFRQWVnJ5MmTKS4uHvIOnm63G7fbzZgxYxBC4Pf7EzPr+/btwzRN/H4/mqaRkZGB2+0+5h1chvNcqcK6ruvEYrGksB6fWY+XwUiSJElH19ixY5P+fdttt3H77bcn3fad73yHjo4Opk6diqZpGIbBT3/6U6688sqjONJkMpxL0jE0kN7lR3JO6Kod37x5M+FwmMWLF5OWljbk8fakKAperxev18vYsWMxTZMtW7ZgmibNzc1UVFQkQnp8Zt3lcn1sZpVlWJckSRq9Dhw4kPTe13PWHOCf//wnjz32GI8//jgzZsxg06ZN3HzzzRQWFnLVVVcdzeEmyHAuScdIz97lw1EKEZ85b2xsZMuWLWRnZzNv3rw+WyMOd0hWVRWbzYbdbqe0tBTTNOno6KC1tZWGhgb27NmDxWJJ1KtnZGTgdDqHdQzH0uHCOkBbWxs+nw+32y3DuiRJ0ghKS0s77MTULbfcwne+8x0+85nPADBr1iyqqqq48847ZTiXpE+K7r3LhRDDWp8shKC2tpa2tjamT59OUVHRYb9nJGexVVVN1KOPHz8ewzASYb22tpZdu3Zht9uTZtYdDseIjedoSxXW9+7dy/jx4xNfUxQlqV5dhnVJkqSjJxgM9vqbq2layoYJR4sM55J0FMUXfW7fvh2n08m4ceOGLRwHg0E6OjrQNI2lS5fi8XiGdL76ny7Eq6poiokpFDoFMPZb5H7+0/1+X3/dWuIlLhkZGUDXRkjt7e20trZy8OBBduzYgdPpTJpZH+ji1f6MlkWqqTZFil+oxWfWe4b1eDcYSZIkafidf/75/PSnP6W4uJgZM2awceNGfvWrX3HttdceszHJcC5JR0n33uXda5KHQ11dHVu3bsVisTBu3LghBfPqH88l3yYYZ2tHVT6cOcgUKqGan1D7o7spuPX9Pr9/MI/JYrGQlZVFVlYW0BXW44tLq6qq2LZtG263O2n3UqvVesSPbbSJ16PHdQ/r0Wi018x6924wkiRJ0tDdd999/PCHP+T666+noaGBwsJCrrvuOm699dZjNiYZziVphKXqXd6zq8qRMgyDnTt3Ultby8yZM6mtrR1ScKv+vyUU2XRcWgem0IgJG6AAAhUTl9bBGIeLAz+aR+GtG/o8z5E+NovFQnZ2NtnZ2UBXb/Z4WK+oqCAYDOL1ehMlMOnp6X3W049W/T03Awnrqqr2WmAqw7okSdKR8Xq93HPPPdxzzz3HeigJH613NUn6iOmrd/lwbNTj9/vZtGkTmqaxbNkyXC4XtbW1QzqvxwSXrRNdWBBo3b6iYKIhhIpdDZJu7XuBzXAGRZvNRm5uLrm5uQBEIpFEj/Xy8nLC4TBerzdp99Lu4Xa4x3O0DTSs96xZ/yg/ZkmSpE86Gc4laYT017t8KOFcCEF1dTU7duyguLiYSZMmJRazDDX0p1v8XR1G0FJ+XaAghIJPa2XLXWcw9duv9DnGkWC328nPzyc/Px/oahcZD+s7duwgGo3i8/kSM+s+n29ExjFURxqeu4f1+HNsmibRaDRp91IZ1iVJkj66ZDiXpGHWvXe5ECJl7/IjDdG6rrNt2zaam5uZO3duovxjqOcF2P6LC5mnhBD03ynERENTYqSHW1N+/WgGQYfDQUFBAQUFBQghCIVCibBeU1OTKCWqrq4mLy8Pr9f7semE0n1xKciwLkmS9HEhw7kkDSPTNNF1vVcZS0+KoiSOGaj29nbKyspwOp0cf/zxKTdTGEo4dzgyITSY7+g74B2L7iiKouByuXC5XBQVFSGEIBgMsm7dOgKBAGVlZQghErPqGRkZeDyeox5UR+q5SRXW4/9FIhGi0SiADOuSJEmjnAznkjQMBtu7fDALQoUQVFVVUV5eTmlpKaWlpX2eeyjhvPTGvxD++Sycake/x6kY6MJOi7OI/GEew3BSFAW3242qqkyaNAm3243f70/MrFdWVqIoSlJYd7vdH5ug2v1nUNO0XmE9PrMOXT+PDocDi8UyLLvUSpIkSUdOhnNJGqLuZSwwsJ0+Bxpgo9EoW7ZsobOzkwULFiT6gx/pefc9eCO2ta+hhU2EAjGvDcvn7iBz/rkAtJtunFoHqjAwU9SdK5goiqBNT2f6t5/t835GQzjvSVEUvF4vXq+X4uJiTNPE7/fT0tJCc3MzFRUVSX3Y47uXjkRQPRbht6+w3tLSQnl5OQsWLEiUwVit1sTMugzrkiRJR5cM55I0BN17l3ffCfJwBhLOW1pa2Lx5M2lpaSxbtmxAm/H0dd5oSwvN3zoe234FI6JiEF9AasKPvkft5J9Q+Iv3qNW8eI0QHq0NRZgYWIi3UtQwUBWDkOmhVY/i7mcMI6Hd38r75e8QjgXJcGexYPJJ2Ky9S3sGSlXVpK2dTdNM7F5aX1/P7t27sdlsSTPrTqdzyI9jtFy4dN+hNN5LPR7Yw+Fw4pj4RkgyrEuSJB0dMpxL0hFI1bt8MIFFVdU+twYWQlBRUUFlZSWTJ0+muLh4wOfuK5y3fHMZxl4NRRVoLgNF7TqfMAS6X8O2LUzN/1vG1J+vofb/FqPr2aRprViVaOIcplDpNDJoCKmMub3vHufxxzBcAuFO/vz6Pbzbso5OJUhXLxmNnE0PcPa4s7l42dX9XhQN9LlTVZX09HTS09MZP348hmEkdi+tra1l165d2O32pJn1VHX/H0XdQzokz6ybppkI6/Ee/TKsS5IkjRwZziVpkPrqXT4YfYXocDjM5s2bCYfDLF68ODGrO5TzVt55MbYDKqgC1SnovpBT0RQ0t4Hh13BUdBJtaaHgO2u7vu9HC/BaLGiKiYFCp2lS8P31FBzhYzsSgXAndzz/P2yLVWDFgk940BSFmDBoUFr4a9XjtASb+MqZ3x6W++tO0zQyMzPJzMwEujrlxMP6gQMH2L59Oy6XK2n30oF8ujHaxNdI9NRfWI9EIoTDYRnWJUmSRoAM55I0CPE2dUcyW95dqgDb2NjIli1byM7OZt68eUe086WiKL1m5B27tqNHNTS3QaoOK4qioDlMjHaNhrs/xZg73wGg4Nb3k47zDHo0Q/fk6r+wLbYXr3BhVz4MvjZFJRMfnSLAfxpfY0H58cybdPyIjsVisZCVlUVWVhYAsVgssXvpvn378Pv9uN3upLButVpTnms0hdeBXkj1XEsRD+uGYWAYRlLrxvjupRaLZUBrMCRJkqQPyXAuSQMQDyHxbixDnR3sHs5N06S8vJz9+/czffp0ioqKhnTentSA6PNrCRaBGVGxdfqP+L67j2E4Zs6jsQhv1b2NipIUzLvzKE6a6ODl7S+MeDjvyWq1kpOTQ05ODtC1eDce1isqKggGg712L43XdY82R/KzHA/d8ZKi7mFd1/XE13vWrMuwLkmS1D8ZziXpMIajjKWneM15MBikrKwM0zRZunQpHs/Q5qdTzZyjCDiCPPjaz36LERxDzHSiKgZOSx1jLprLxDlzhzTGgaqs3UkrnbiFvc+W6goqNqGxw7/rqIypPzabjdzcXHJzcwGIRCKJto27du0iEong9XrRdZ2Ojg68Xm+iJ/mx1FdZy2D1FdZ1XScWi/UZ1j8um0JJkiQNFxnOJakf8dnyoZax9KQoCpFIhDVr1lBYWMiUKVOGJailGp/p0UDpP4SJmIJqEUQyM9j86mvsf02nXV+I2b0+PZpNw+NBqp77Pafddn2/YxiO2eGYEUUgUA6zY6miqOj0v6HTsZitttvt5Ofnk5/f1Q0+vnvp7t27qaqqoqKiAp/Pl5hZT0tLOyZBdSQ3RRpoWI+XwciwLkmSJMO5JKUUDxHbt28nKyuL7OzsYQvmhmFQXV1NIBBg9uzZifB2pBr3rqfuyW/hUduwKhA1vBzUb2fMnDMAiM5dgnXfWsyQiubqHcSEEJgRDWuujuWzv2ffIzW0GxkomFgwiT9sUyhEhJUG/1xe++l9nPb9rw9p3IdTkFmMXViJEMVG6tptgBg6uZbCER3LcHA6nTidTiorK5kxYwY2my0xs37w4EEMw0gK616v96gE1eGaOT+cw4V1SL17qQzrkiR90shwLkk9xHuXx/teD+cW736/n02bNmGaJh6PZ8jBfMtdyxln2ctUi/7hHLelkdAb17L9pTFM/3/vMu7rD1FTNh3KFYyAguowULRDs9u6ghHW0FwmwYlZ7PnHKjqM49AwUZXkIK8qAkUY6GgE/VP7HNNwzZxn+fKY7ZnB6uAHeISZcgY9RleoO7n41CHf39ESD8MulwuXy0VRURFCCAKBAK2trbS1tbF//36EEEk91ofz57CnY7kpUs+wHovFaGpqoqmpiYkTJ8qwLknSJ478KydJh8QXs0Wj0aRNhfrqRz7Ycx88eJB3332XnJwcJk2aNORAtPmu5UyylOMSOjFFJaxauv5TVBymzgRrFTt+vhSA7LtWoUwGzWVihjV0v4oR0DB1FWumTni2j6KfvEFHZDwCBaWPInVF6doltENP4417HujjmOELepfO+xzppptmOtBFculKRERoUwKUqAWcPvfCPs8xksFTmCaxSBjT6L+s5nAURcHj8TB27FhmzZrFiSeeyLx588jIyKC1tZUNGzbwzjvvsGXLFg4ePEggEBi2cpTRskA1/vtmsVgwDIOOjg6gqytOKBTC7/fT0dGB3+8nHA4nFmdLkiR93MiZc0mi70WfqqoOOQDous62bdtobm5m7ty5ZGdn09DQMKTzNu5dT4l1LxZTEFJUFKXbdbaiEgYcwqTYeoC9bz9K6Umfo+jBbTS88Qj6P36BJRwDVSHkdbHtxO+j+rzsfecdwoYTBUF/eVZDdO0w2tr3McMVmqYUz+bmBd/itx/cS4vScagGXenaiEhRmaSO5Ttn/Bi3wzss9zdQnU2N7Nv0PvvLNhCLRNAsFsbMOI6SuQvIKBxz2O8/3AWDoih4vV68Xi/FxcWYpklnZyetra00NjayZ88eLBZLr91Lh9LaczSJf7rQfR1GvMd6LBYjGo0m7WzasxuMJEnSR5kM59InXvwN3zCMXos+U3Y/GYT29nbKyspwOp0cf/zxiR0lh1r6Ubfyf5mq6UTpEcwT41aJAA5hEH33t3DS5wDIPeUqOOUqWltbKSsrIy0tjROmTEFRFAKBAHUvbj3sfQsUQHR1gUlhuMPRoqkn89uxs3mt7Hk+qF1PSA+RYcvgxAmnsmzGGVi1vuvRR0Ldnt2sf/oJgu1tWOx2NKuNWCTC7jVvU7XpA+ac+ylK5iwY1vtUVRWfz4fP56OkpCRRctXa2kp9fT27d+/GZrMl9Vh3Op0DOvdonH1OVQc/kLCuqmqvBaYyrEuS9FEjw7n0idW9J3Nf3ViOdOZcCEFVVRXl5eWUlpZSWlraK/QPJRS5lTYUwOyv/lZRQZi4LB1J46qsrKSiooLJkyczduzYxOP3+Xy4tE4ieiZC0OfsuQmoCCxj+w5/wx340twZXLTsKi7iqmE972D5W5pZ//QThPwdpOXmJ2/Kk+Yj0NrCxhefxZOZRXbx+JTnGI7nRlVV0tPTSU9PZ/z48RiGkdi9tLq6mp07d2K32xNhPSMjI3FhmGo8oy3ADmRMAw3rPWvWR9tjlSRJ6kmGc+kTaaC9y48kREejUbZs2UJnZycLFiwgIyMj5XmHMiN/JPEiGo2yad0bWPY8zDTRgFajUpM9Fe/im7F7ujY+cjsqafNnYKBgSVF3LgQIVHyWZuyzplJeXp6YqY3vaDoaw89wXSxUbfqAYHtbr2AOXY/bnZFJR2Mde99f12c4HwmappGZmUlmZibQVUoVD+sHDhxg+/btuFyupJl1m+3DjZ1G22t2JBcM3cN69w2+otFo0u6lMqxLkjTayXAufeIMpnf5YBeEtrS0sHnzZtLS0li2bFlSAOp53qEExoBIQ9CAKkzMFGUtAIiucQcND62trex57kZmN7yJw+jW2aVmM+FtT1M39QLyz7qX2V+9mPC979Mcy0EXAu1QK0UhwETBRMWuxHDm7mPcuHm0trZSXl5OOBzG6/WSmZmZmIkfbuFgB5Ub3yAW6MThy2L83FOw2hzDfj99EUJQVfYBFputz58ZRVGwOd3U7tpGNBjE5nL1edxIslgsZGVlkZWVBXQtqozvXlpZWUkgEMDj8ZCRkYFhGKOutGWos/nx75VhXZKkjyIZzqVPjHhPZV3XgYHt9DnQGW4hBHv37mXv3r1MnjyZ4uLifs89kBn5TX/6HP5oAygKFlNj7pWPY09PByDrvJ8S+u+VuIROCFLWnduFSURRaSu5mPbnvs6iutdQEUQ0C0I9VA5gGjhMnbHbn+GAopC/4h4WXD+DTX/YSFOkAB0tsbuoisCjBvFlbefUb3ZtQpSXlwd8uMFOa2srTU1NGIbBxo0bycjIIDMzE4/Hc8Qt8GLRMOsfvRvj9XdwtgVRDEHEorAm9z5cZ53F/EtuPDr9wA2DWDiMZum/xl2zWtEjYaLhUJ/h/GizWq3k5OSQk5MDdH2KEm/b2NjYSCwWY/369Ukz68dy99LhLrVJFdbj/0UiEaLRKJC6z7oM65IkHW0ynEufCN17l8OHPZYPZyAz3OFwmM2bNxMOh1m8eDFpaWmHPW9/4XzTnz5HWG8gL9JGvhkGFKKKhW2PX0zYtLLsxpcomH4SW18sYZKlAqcwCUNXjTmAMLELE6EoHNCLCGXOYmnV71ARhFUrdA+yqkpYteHQo+TveJ7ICd8lZ0wJZ/ykhPf++RTBrWEM04WCjuqo49QffB04udeY4xvsFBYWcvDgQeprasjRNNr272f/3r0ITUuqf3a73QN6/mPRMKt+dgNp63ZiWFRCPifCoqJGddz1HYhH/snq+hqOv/5nfQb0YdvVVdOw2O2E/Z39HmfqOqpmwepIPas/GmapbTYbeXl55OXl4XK5aG5uJj8/n9bWVnbt2kUkEiEtLS1p99KjGdZHug6++++/pmm9wnr3mfX44lKLxTKsuwRLkiT1RYZz6WOt+yKx+Bv+YN5cDzdz3tjYyJYtW8jOzmbevHmJuuvD6Sv0b/rT57CE9zM+2opfc9Fk9QFgNQ0KIs0ENQerf7+C469/iZnffodtPz+BcdZ9OISRKGMBiChqVzA/449MbHwCpx4lqlmSg3k3EdWC3YhRv/ou8s78JQBLLr8ELh/Qw0kwQyGUt98h/c03sYbD5AB56ekoSxYTyMqiubmZiooKtENhPTMzM9EGMJVNL/4Z7/u7CHvsGK4PS4RMu5Wg3Yq1M4ztlTXsnv9vpi49b3CDHSRFURg7aw473ny1z/AohCAS9DNu9jzsLveIjme4CCGwWCzk5+cnNsXq/klITU0Nuq73Cusj+WmFEOKobjbUX1gPh8OJY/x+P+np6djt9sSGSDKsS5I03GQ4lz62ei76HGwwh64QbaTYYMY0TcrLy9m/fz/Tp0+nsLBwWEJ/RG8gP9pGky0d0e18Mc1Cs5pGRqyTLMVP5Wu/Y/xpNzDj/62iav3zBF7/P9xaV1eWkOHhQNaZTD7ji0wpLqb277cd6uySauazqy2iUFQUQGveNeDH0JPp99N2772I9z9AFSZKTi4oCmZTE+LpZ/Bs3syY//kflOOOSyxWrK2tZdeuXSk7i5imif+1V/GaIimYdxfzOnDXd1D7yvMjHs4BSubMZ98H6/C3NOHJzE7u1iIEwfY2rHYHpfOX9Hue0RToUl0kdv8kRAiRFNYPHjyIYRi9di8dzjB9rDvI9BXWy8rKmD17duKTn/jMerwMRoZ1SZKGgwzn0sdSf73LByNViA4Gg5SVlWGaJkuXLsXj8RzReXuGovf/eAm5ka4Zc5FqvIpCu9VDeqyTveXPM/60GwAYt/ACWHgB0WiU9evXEwgEWLx4MT5f16y7GGBvl54R7ZVHX6Zhnx8RsyMUgcURYtYJU5l5wqyU39/5+N+JbNgImZmYQqDGnxe3G6HrxMr30P7HB8j4wfcToQ5SdxZxu91oeieO6mYi7tTBPE53WLBtr0gs8B1JaTl5zLvgEj547kk6GuqwOp1YrDYMXScaDGB1ODnuzHPILZ04ouNIRTd1trRsYW/7XnShk+vMZUHOAry2/jdoOlwQVhQFl8uFy+WiqKgIIQSBQCAR1quqqhBCJGrV42F9KCH1WIfznuJhXQiBzWbDYrGknFmPl7/IsC5J0lDIcC59rAykd/lg9Cw/qaurY+vWrRQWFjJlypQjrsNNFc4jph+HGaXZ2nfNuqmoqEKg9nhILS0tic2O3G53IpgDUDAHsf89VNPoY/YclEMXIEbuDJpqmvjvn1ZhBnJAfBjsYkHY+GIr2957kk//72VJ3280NRF+913UtDQMux0OBZbE+S0W1OxsYjt3Ettdjm3K5MTXUnUWaW1tpXLHejBNYiYYMR1VVVAUFbXHgzcVFcUwMU0dVU0d5IezznvM9Fm40zOp3LCOg9s2Y8RiqJrG+HkLKZm3iNzxE/r9/pGoOd/ZupOHdz7MwcBBDNOIfyDCk44nOW/ceZxdfPZhA/hAKYqCx+PB4/EwduxYhBD4/f5EWK+srEz0YY9fhLlcrkHdx2gL53GmaSaCeqqZddM0iUQihMNhVFXttcBUhnVJkgZChnPpY2OgvcsHI95K0TAMdu7cSW1tLTNnzkzU5h6peDjvHkKEkvhiv98run053iXm/XcfpjFcjYGJR3UwbfIYMnPGAZC39FsEP3gIlx4hjNK77twU2IVO2GIjY+m3+efd72AG8kAxQIskhiMECMNGpLGQp+5ZySU3X5o4RWTzZoS/E62wCCUWS/2YnU7M5maiZWVJ4bwnq9VKbm4uXtfxbHDZcYZihLSu18E0dXRdoCoqiqqgKirWiI5/bCYWS/8z7MMpo7CIjMKLOO7Mc4mFQ1hs9j4XgI60Pe17uHfzvbRF2shx5mDXujYbMkyDlkgLj5c/jm7qXDD+gpTfP9SLBUVR8Hq9eL1eiouLMU2Tzs5OWltbaWxsZM+ePVgslqSZdafT2e/v5mgM5/HnKdWnMz1L5uK/24ZhYBhGn60bZViXJCkVGc6lj4XB9C4fDEVRiMVivPvuu2iaxrJly3ANQ3u8+Bt89xCiGQq6omE1dWJqH7+aQqCIrl06o9EoL//rd7xUu4ZKe4CoFu9frvDKMzdxsjWXL175O6yONBoWX4d9zW9xmDGiWBIz6KppYDN1DEWhYc4VbHt2E2YwBxQDRdN7PBcgtCgYdoKN6QQ7A7i8XYseRTgMioLST1lJ/HGaoWDS7R3RDhpDjWiKRoG7IBEunZ509KVzcf53DVEU1EOLbbvPUhrRKBgGgZkz2b9//7CUVAyGxWbD0kcv+/4M1/iEEKysWElrpJUx7jFJ59VUjRxnDs3hZl7Y9wJL85eS48wZ0fFA18+2z+fD5/NRUlKCaZqJsqW6ujp2796NzWZLWmPg6HFhE5+hHk26d3o6nHhY7/573v1TvfjX42Uw8f8fyboYSZI+fmQ4lz7ShBAEg0E6Ojrw+XzDGsyFELS3t9PS0kJJSQmTJk0ack1ze1UZ5W/+GV2PotmKEOKMxNdmnP9rKl+4npxoKy1Wb8oZdJcRIaQ5sJPJv577DStbVtHgDOAx7HijXbOROibtlgjPiQOE/voVvvmlhyk88fvUABlrH8Clh1EMvavGXIGgxU7jrCvIX/4jXv3JUyAKQYukHL+igFBjCN3Fq4+9xgVf7ZqNVd0eEF29wAFEyt1FBQiB6u0q26kOVPPf/f9lXf06QnoIRVHIcmSxvHA5Z4w9A5fFxZRPXU35+jJcjX6CmS6EVUsEGItu4mqP0DY2iwmnXJaypCK+Y+bHVVVnFbvadpFhz+jz5z7DnkF1oJq19Ws5r6T3otmRbu2oqmrSGgPDMBJhvbq6mp07d+JwOJLC+kdt5vxw+grruq4Ti8V6hfV4YJdhXZI+mWQ4lz6yTNNE13Wam5vZvXs3J5xwwrC9kem6zrZt22hoaMDr9TJlypQhna9u0/Os+9fjFIp6MpVOFAQetvKvO7cwfsokZl32U9KKp+FXrPhUK+l6gHaL+8OFoULgMiI4zCh7nXmESq9l7Z4/0eAIkBV1oioq8XWfFlQydAcdWoQ3aOSkdx9j/tIrKTzx++iLv0H1u7+Cmo2AQOTPJnPBTeRaD82Ax7pmrft9GhUTTIVg54cB3j5nNmp6OmZbG3hTL5AVfj+K2419/jwq2iv4zebfUBesw2vzkm5PRwhBc7iZv5f/nW0t2/jGcd8gv2QmoW//gAO//j/c9R1dFwCagmIIhKbQMT6Xmd+9k9ziaQCJkoqWlhYaGhooLy9HCEFlZSV5eXkpZ2mPtuEMw9WBakJ6iCx7Vp/HqIqKgsJ+//4+x3M0A6CmaWRmZiYunHRdT+xeWlVVxbZt27BYLDgcDhoaGsjIyMBq7X/jp6NhMDPnhzOYsB7vsx4vg5Ek6eNPhnPpI6dn7/L4gqzhChjt7e2JxZUTJ06ksbFxSOfbv/Zv7H3lCeYrB4gpFvzCiQCchFmg7KBuVwPrHrqBRdf8juOvf5nV968gR+8kM9bVGlGgoGISUu3sdeVh5n2aHF+QHdYATtPWFcxT8Oo2mmxBXt3yX+YvvRIAi81D4fJbk47rXqcvlNQ93TXHPlzZ7+LK2YeqGcQCaYQ7JxANr8DmSEP1+XCeegqBp55GaCr06BBjhsMYra04TzwRsyifB9bfSn2onjGeMUnjd1gcRIwIm5s3s7JiJVdNvYrxxy0n/77Z7HhzJW1rV6MEApCeTvbxpzD7xIuw2j4M291LKsaPH49hGKxZswabzUZ1dTU7duzA5XIlzdKOhuB3pAbzM69y+JKjY8FisZCdnU12djbQ9fO4bds2otEolZWVbN26FY/Hk7R76UD3ExhOQ5k5P5zDhfX4/fbcvVSGdUn6eJLhXPpIib9h6XpXPXR8dqm/jYIGc+6qqirKy8spLS2ltLSU2traIc90bn7lOeYp+2kU6eiKJZFbo9joEB7ylWaqqssJNpXjyp7E8V97ie0rv09F0/toigDR1ZGEiA3P4h8xc+ZMnn3mB4S1GBlRe88cnKAoCppQ2WeEBjxWqzNCNNi1+DOe11w5L5E5eRWaLYZpqAhTxeYJ4M6vZf1b1zBz/s/xZU/Ec+mlmK2t+N94Ay0UxjBNUBREMACAY/580r70Rd5vLuOg/yB5zryUFxZ2zY7b6ubd+nf51PhPkW5Px+lJZ955X4LzvjSo5z4eYIqKivD5fMRiscQs7bEMfsMVhsd6xuKyuPDrfrzW1C0TTWEiEIzzjkv59dFWQmK1WnE4HHi9XiZMmEA0Gk10gikvLyccDuP1ehOlS+np6Udl99LhnDk/nL7CeiwWIxqNAjKsS9LHmQzn0kdG997l3d+4UrUlHKxoNMrWrVvp6OhgwYIFifrYeLeWI7XrX//HJOUgAeHsCuY9CEWhSfgoUhp555HbWPGtxwGYfulPu75+qBvL3r17mTJlCmPHju3qvS5MencmT0VJ6u4SinWwcf8/aGzfhBA6TkcB0/MvJcfd1Zd7zinHsf6ZeoRhQ2hRHOnvkTXlbVAEkQ43yqHZV0MR2N0qwlrD1g++w6JT/obV5iTtuusIT55M50sv425rAyGwzpqF8+STcSxahGK3s+3ANgxhYNP6Xkjps/moCdSws20nS/L639BnMKxWKzk5OeTkdC2MjAe/lpYWdu/e3Wvb+vg6htFqrGcsMzJnsK5+HW6LO+XFTnO4GZ/Nx+K8xSnPMdI150ei+wWDzWYjLy+PvLw8AMLhMK2trbS1tbFz506i0Wiv3UtHIqwf7V1Lu0sV1uN/D/1+P/v27WPq1KkyrEvSx4QM59Kod7je5UMN0C0tLWzevJm0tDSWLVuGrVv3jaEG//ItZcwlSB19L0yMKVYs6MRCyd1RIpEImzdvJhQKsXjxYtLSPux/PmHsbGzbtxLSDNxm6jdgIQSGYlCgdD2ejQeeonzfvdhFJwomChAJKKxr/hcW91JOn/4Tpi6awuZVWwjX5yN0K2lj1qBaDCKdHwZzAM2qoGBF6F6w1LJ/13NMmPUZFE1DmzOHjrQ0pixc2NVdpkdACOkhlMNsjKQpGgoKUSPa73ED1ddr2DP4pdq23ufzkZmZSUZGBl6vd8gzp8Mdhi+dcClVnVVUB6rJcmTh1LoWBsfMGM3hZlRF5ZIJl5Dp6PtncCRng4UQhI0wpjBxWpx9lmH1/J6+xuRwOCgoKKCgoCCxCVCq1ywe1r1e77CE1NHUQSb+iSF0Xaw0NzcDJGbWE4umu4X1eDcYSZJGPxnOpVFtIL3LjzScd5+Vnjx5MsXFxcN27sR9mIeC2EDar/Hh/TQ3N7Pp3XdxlFeQaXfS0tGJ+6wVaIdKLuYvvZIJm55lm7MNVyT1m25I07GbFk4qXcLWmn+zt/Iu7ESIKm5Q4m0JTSwiBIG3eWX79zhn1q+4/H8u5Zn7nibc3ogjo4VY2PFhMFcEmlXBeugCRhFWUARNda8yYdZnPnzc8XCVYlxZzixMzH4DWNSIoqkaPpsv5ddHSs9t64PBIC0tLYnFikBSJ5jBbq4zEsZ5x/HN2d/kr7v+yt6OvbSEWxJjynXmcuH4C1leuLzP7x+pGWFDGKxvWM9bNW9R0V7RtYuoI4OTC0/mhIITSLP1vdnWQEttFEVJ+ZrFZ9YPHDiAaZq9wvqRvGbHcua8P/GLhu6fFnSfWY+HdVVVU3aDkSRp9JHhXBq1TNMkGo0etnf5kQTocDjM5s2bCYfDLFq0KHlHzW6GOnNusSiImIImDAwl9UftQghQwFC6Frbu2ryZ2t89RFrFQexhP6YwaVMt1P3h77hOX8pxN98AwKcmnsiBfa/QbAvhi9mxoiXO57fEiKo6iyKZLDvxKzy34XIchAkraSjdZi4VRUXHhRBBlMB7VLW+z7iMBVz09Ysp3/wUtXUGetQKqolmUbHa7L0fgKmhmy1Jz1l/FuQs4D9V/yGgB/BYU3d2aYm0UOAqYHrm9H7PNZIURcHtduN2uxM7YcY312lqaqKioiKxuU78P6fTOeBzD6fxaeO5dcGt7G7bTUVHBYYwyHHmMDd7bqJvfF9GoqxFN3Ue2vkQb9W8hWEaeK1eVEWlNlDL33b9jdV1q/nGrG+Q68rtc0xH2rIw/pqNGTMGIQSBQCAxs97zAisjIwO32z2g12M0zZx3F//72N1Aw3rPMpjR+Pgk6ZNIhnNp1ImXscS7sRyud7mqqr122+xPY2MjW7ZsITs7m3nz5vW7AFBRlCHNnM8987PU/+tufEqAFlLPFLqIEMZOZpabtW+9Rew3fyW79gCmqhG1ORGKimrouJvrMVb+i/cbm1nw01s55YybiLwY4NHqdTRZg5hKPGQJHIaNEyLZfPOz97C/832sejVRHEnBvDsdJ0462FmzknEZC7rG5U5H1TTsLmvXDHmfT5KJQnJ7wv4CX2laKXOy5/Be/XtoiobT4kz6vrZoGwLB2cVnY1WH3kllODekSktLIy0tjXHjxiVtrlNbW8uuXbuw2+2JWfWMjIykEqmRpigKUzKmMCVj8G0/hzuU/avqX7xe/TrptvSkC7A0Wxq6qbOnfQ9/2PYHvjf/e1hSbLg1XItUFUXB4/Hg8Xh6XWA1Nzezd+/epL74GRkZfX4aMtoWzsalCuc9dQ/r8d/N+ORHX7uXyrAuSceODOfSqDKQMpae4l8/3JunaZqUl5ezf/9+pk2bRlFR0WHPHQ/+qUSCQZ7750U4OveQp3e1O6u3WAmnTeFTl63E7nKRP+cC1v3rceaxA7cIEVCSZ1atIkaG4meLmIBafAm2Z/5Leu1BojYXZrdgZ2o2wjYbtqAf7Z11VP37P4w752zOOu+7nNDewIv/uYvy9lp0YeJF48yFl3Dc/IsAaKx4Dg2DmOLqs9K76xMChXC4KnFb7pglVO7xomh+MPoKyQYogrT0hUnn6o+iKHxp+pcwhMGGpg00h5txWByYwiRshHFb3FxcejGnFJ3S73mOtZ6b66Tq1+12u5Nm1i0Wy6hbgDnc4wnpIV4/+Dp21Z7ykxGLaiHXkUt5ezk7WncwK2tWyjGNRDBMdYEVD+uNjY3s2bOnz09DBhKCj4XBjiuxI7EM65I0aslwLo0a8dnyw5Wx9BR/Y+rvTSoYDFJWVoZpmixduhSPJ3U5Rapzp5o5r63ZxrqnLmBRJIxdCEJK1xLHsbpOJFLGf/58HEsv+xd5+VM447q7efUP/8NMZS9pBAkJGwIFpxLBVFR2iBK0sbMYP2ECTTv/CoqSFMy7izrcOAJt1DzzCuPOORsAjy+Xz3zmF4nH+c4773Dc/BUfflMfs+VCCBpjJtVRE10IvIpC0aGnpb6mhlf/8g+yMnNxTWzFCHciDA0TsLviM/AmWDpBd1My+ZJe5+6Px+rhG8d9g7LmMt6peYeDgYNYFAvTM6dzfP7xTPBN6Pf7B+toBOKe/bqj0WgirFdUVBAMBhOLetva2rDZbEelBeDhDHcQ3tG6g8ZwI7nO1CUr0NXPPhaOsaFxw1EN5z1174tfUlKCYRh0dHT0+jQkPT191PbDH2otfH9hPRKJ9Nu6UYZ1SRoZMpxLx1zP3uWDCebx44E+y0/q6urYunUrBQUFTJ06dVCBqK+a89VPXcTScIgOVaVJVT9c+CgEbiFYGA7y9pPnc9nXd+PMHstZ33yYdx78KmF/kEKlERXBPpFPxOLCPfUs5p16Ca2rVmMLdBKz9rODpapgala0/dV9HtJzvMWZi6k7+Ac0EcE8NHPfoZus7ohRFzOJmQJFEShCxRluY/+rdzJntYu0cAkh/1gUpx9nUTXCVCBiQ48EUB2gWWNgOBkz5no8GcWHfc56sqgW5ufMZ37O/MMe+1Fks9nIzc0lN7crpMa7inR0dFBRUcGuXbsSLQAzMzOHravIkRjOkBWIBTCFediSJEVR6Ix1pvzasSoh0TQt6dMQwzBoa2ujra2NhoYGQqEQ7777btLM+tEsXUrFMIxh/bnpHtbjG7zF/+sZ1uO7l1oslkH/3ZYkqW8ynEvHVHyRUjxYH8mbTF/h3DAMdu7cSW1tLTNnziQ/P/+Izt3zvO+8cRezokGCikKg53gVhYCiYBWCmdEg763+HUuOvwGr282pN/8tcVhzczM169eTk5mZqHtvCoVRhIk4zHMgFAVFN5Jue+Xll9i6fhOGaSKESWZGBosWd/W1HpM+k/fsE7FHthMWdgKmwqttUZp0E7eq4LGAisAUChZbNu82vElj1nROq87FbdERFecS6FyHrXAPFncQFBC6glU7juKJV1Iw/qRBP6+fRPEWgDt27GD+/PkIIWhubqaluZkDBw4ghEiqffZ4PEcl7Az3pwouqwtVUdFNPWU9eff77WvjpNFS361pGllZWWRlZeH1etm3bx+lpaV9li4dixn2ke4iE2/LCPQK6+FwOHFMPKzHZ9ZlWJekIyfDuXRMdO8eMNgylp7i39c9RPv9fjZt2oSmaSxbtgyXy3XE5+4ZXqp3PEqpaVLXzwx8h6qSZxhs2vwAS46/IXG7EIKKigoqKyux2WyUlpYmFqSmTSqlXbOg6TH0fhapqqaOfqgsZ+u2LfzryWcxLYdm79Wusb72yiu88d9XuPqrXyYvL4/Fk7/Du1tvxCE6eT9gpUkHn6agKQJVmAjAZs8nVB/FHUtjb3oF0zvzGRcoRMGK1nA8esNiYo46YkJD0dOoL/Ky+PTewXw4NoX6uIo/L63VB6jdvoWandswDQO720P+9Jm4bDmJ3Uu717THa59HIuwMdxCenjGdbEc2rZFWcpw5KY8J62GsqpU52XNSfn00dkYxTRNN05JKl2KxWKJt4969ewkEAkd9x9mjXQsvw7okjTwZzqWj7kgWfR5O944t1dXV7Nixg+LiYiZNmjSkN65UM+ea2fWxruhv8emhr1nMSOK2+KZC4c52Fk2byOY9+5JCbPZxs9ldOAbvvj3oNgeoKc5/6DlzLJjBnvJyXlz5LMKqghBgdgvECpgWlYf+8CBf++ZNjM2YjTnjXlbtuIM94WrsmFi7HgS6UIFM3CKPmN4AhouANcAu3z7GBQq7ndKCEh6DzYSw6cNeX5Hyscs34P51VJbz7qpX0CMRrA4nqqbhb2li15uvkJaTx5LLPsesWbMStc/19fXs3r0bm82WCH2ZmZnY7f23SByMwb5men09kXffRa+uBlXDOqEUx+LFqD4fTouTU4tO5R97/oE/5u+1KFQ3dRrCDUzPmM6MzBkpzz9aZs67SzUmq9WaVLoUiUQS6wzKy8sJh8N4vd6kHWeHe53BsV6o2l9Yf+ONN5g9ezZut7tXj3UZ1iWpbzKcS0dVfLY8Xic5XH+cVVUlGo2yZ88empubmTNnTmKL9qFI1QlGKGpX1xMh+t5cSAgUwDy0eU9zczMHnv0TE6rfJD22F+UNk0W6RmTLiRjnfh2t9DgA8i9bQdtvarAHO4i4vNDtTVfRdeyhToKZecz68ue4/08PIywaCBN6TlQLABNhUXj0wb9ww7duZlzmPMwZ9/B06824iaEIiEXBY8vFbnMQ02OoomsrJJtpod7ZQirxtaA2+g4Eo2nmfDQFgOod22jbuQWvx0Nabn63sXkxTZOOxnrWrnyMU790I+np6aSnpzN+/HgMw6C9vZ2WlhYOHjzIjh07cLlcSTPrR1pOMZggLAwD/9NPE/z3vxGdnXTVOAlCryn4Vz6F98orcC5fznkl59EQauDtmrdpi7ThtXlRUQnoAWJmjIlpE/nqjK/2WfYyGsP5QEKw3W5P2nG2++6lO3bsIBqNJtYZxMP6UIP1aPuUoXtYNwwDq9WamOSIRCKEw2FUVe21wFSGdUn6kAzn0lER712u6/qQy1j6UlZWhtvtZtmyZTgc/SyqHITu9ezxGS/NN4VIaB3OQ11aUnEJQVhRsGXMYs+ePSgrf8Jx/rdRFR2BFYGGRQ1jb3gJ8+E1xM75P6xLzqf0kovYVt9I+Mn/4Ah2IBSlq8+5aSAUhUBmPuPv+AZRh5OoMLouDvrKwQJQFDr9Hy660zQNu8WNVbdiRA2yvV5sdhvCFNjtdoI0wKGGi329OsLs+qrZxx3LN9jUhBDsWbsaYeg4fekpd6P1ZuXS0VDPwe2bKV2wJPE1TdPIzMwkMzMT6CqniM/QVlZWsnXr1qQZ2vT09AHP0A7mQirwzLMEVj6F4nCgFY1BOfT7IQwDo7GRjj/9GcVqw7FsKddOu5bjso7jzZo32duxF0MY5LvyOaXolGHbIfRoOpLa7vg6g4KCAoQQhEKhxOtWU1ODruu9di8d7H0c65nzvphm1y7A8eAdF59VNwwDwzD6bN0ow7r0SSbDuTTihBCJbgfFxcXD+kdXCEFVVRW6rpOfn8+MGTOGfO5Na/5K9ZrHUA0NFEHIphFYuJC0rCwAzrv4MVY/OJ1p0Sh1ioLR4/40IcgwTbbZbGQXfo3Yqw8zNfA2oGAoGYnZ9phhxRQKNqUD/v1djOLpaIUTmHH9V2g59UQqHvoH+s59KLEYptuFZ+ks5n7xC9h96bz+2mtdZS+HC1bCRGgqkUikqyWclo4W0WjT2yjOKMZisWCKD8t2ooqCVTGJqDoTQtkpT2kIG5oSpVnTCAaDKWuhR9PMOYyO8fibm2g5WIVm63sXUVXTQFU4sGVTUjjvyWq1kpOTk/h0KBKJJGZod+3aRSQSGdQM7UB+Z4zmZoL//jeK3Y526CIh8f2ahiU/H726Gv/TT2FftBCLxcKS/CUszltMyAhhmAYuqwutj51yuxuN4XyoM9SKouByuXC5XBQWFiKEIBgMJl63AwcOYJrmoBcFj+ZwDvS6SIzPrMfH3FdYj5fBxP/ffUZekj7uZDiXRlS8d7nf72f//v2UlJQM27mj0Shbt26lo6MDm81GQUHBkP54B9vbeeuPn6HFGEeQWYl5YUtI5/UHvo49V+PsL/4Nu8uFPvFSDu7+J2N0nUC3ri1u08QtBPstFpoyzmCaz8eEpjWoio6uZva+U0VBJx0LbURe/TPaF34GQObUaWT+/PY+xxo7tOlRSqZJdnMztlgMv8dNh8+HME1aWlpYt3oDBY3jqbG9S1VbNVbVitvjJi3TjaYp5I4ron5/FZppY3Lr+F6nFqZCVLjw2GoYs2A2a9eu7bUrpnwDTS0SDGDoOoqm0ffnEqBZbIQ6O5Ju88f8tEXasKk2cpw5vZ5ju91Ofn5+oiNRKBSitbWVlpYWqqurMQwjKfR5vd6kkq2BCK9di9nRgVZU1PfYs7PRD1YT3boV+5w5wKFQahncguzRGM6He0yKouB2u3G73YwZMwYhBH6/P+kTEUVRkl43t9vdawyjNZx3X1PUn77Cuq7rxGKxxNd71qzLsC59nMlwLo2Inr3LLRZLn33Ij0RraytlZWWkpaWxbNky1q5dO+TZ0bf+cAXV5jQUBG46UQ8VbujYqKcIX0Mb/3n4y5x99YOcee4veMPq5d1djzIlFiL90GPrVBXKrG6i6Wdxwsm3UBBtRYvsx8CZOo8JQFURpopa+fqAxzpnzlw2rHs/efbcNJm1bRvFBw7gONQ1QSgKnR4vNUVFvBfNoq6+Bq/mIS03jVZ7C3bdQaQ9TEdHB9kFmYTVIB22CLObJpLVOZmoEsOihBEoGMKOLuy4LU3UZVv43JknJfpAt7a2sn//frZt24bT6UTXdZqamoa1W0Wos4O68l1EgwGsDid5EyfhTk9xwTNKWe12VE1DRPu5sAJMXcfmcgOwr3Mfrx14jXUN64gYEVRFZZx3HKcUncLxBcf3OQvtdDpxOp2JGdpAIJCYod23bx+KoiQCX/x39HCM+gYEIlHKkopit4NhYDQ0DOicfRmN4XykQ7CiKHi9XrxeL2PHjsU0Tfx+P62trTQ3N1NRUZHUhz3ewad7yd1oEv97P9jXcTBhPd5nvWfpjDS67Nhx4hF3TDtSwWAQ+OtRvc/hJMO5NOx69i6P/yEdjnAuhGDv3r3s3buXyZMnU1xcnPhDPpTz/+vBK2k0J6Jh4CSYuF0BrETxEqOdDLx1H3YoOeXM2+DM2yj74HE+2LESUwicvuPJSV/E3Llz8Xq96Jt2o2Ag6H+jEoGGaviTbotFo6x+8++0tNfhdaVz/ClX4HJ19YXOy8vDIhTisUo1TU5YtYrcpiYQAkPTMBUF1TTxdbRj/O73eCfN5uD0mbiNNBY1LmdbxkYanHUEND8Kgs6mdsbmFnH1gmsI/8eP07kPEckhJrr+qFqVMJrjII25GXzua1cDyX2goevTjLq6OioqKhLdKtLS0hKz6mlpaYN+E9VjUba++l+qNn1AJOA/VGcvsDldjJk5m+NWnIvN0XepyGiRlptPen4hHTu393mMME1MQ2fMjOPY0ryF32/9PS2RFrxWLx6rB0MY7GrbRXl7OeXt5Vw15ap+e4lD1++fx+PB4/Ekhb6WlhYaGxtpa2ujs7OTjo6OXlvWJ51HU/uZ7z80fiG6LhaHGJRGYzg/2mNSVZW0tDTS0tIYN25c14Lhbh18ysvLE7PILpeLUCiU8nU7VuIXDUN9zmRYlz6JZDiXhk333uXxN7L4H+ahhmfo6nywefNmwuEwixYtwufzJb421POrLe1EKCSNttRfR2AnTJMo5NV/fIvTP/3LxNdmz7+CMSUrKCsrIysrixkzZiRmixVPFgIVMFKeN07BwFCdqHSF8seeuJXVgT3U2IIYionWqfDoX19ikVbIlz9/NzaHk5NXnM6rL70CmsKMLdvIbWrCUBSMbl07TFVF1TSUcITJuzfRlDeWtiw3DsPJ/KZldFrbaXLUoxPDYmqcbDuL805dDl/v+v4Xn/wXrbsrQFHImTaJsy/6bL+Pw2azkZmZSWVlJUuXLk0qrzh48GCipjYe1lN9TN+dqeu8/+w/qSrbgM3hwpudi6KqCNMkEvBTsW4NwfZWln3mKix97NQ4WkKeoiiULljCgV07iAT8OL3JCyKFEHQ2N+LOzCRtUgk/3X4X7dF2xrrHJj0Gj9VDZ6yT1w++zjjvOE4fc/qgxtE99JWUlLBx40Y8Hg+aplFTU8OuXbtwOBy9dsG0TJjY9SlPLIbSR2cYEQigOJ1YJ0wY/BPU47kYbeHqWJePqKraq4NPR0cHu3fvxu/389577yVKzOL/DWe7zcEa7p1L4w4X1oFei0tlWJc+amQ4l4ZFz97lPesBhxqeGxsb2bJlC1lZWYkdNbsb6vnDpg8Vs9+ZQRthAngJH9yauE0IwZ49e9i3bx/Tpk2jqKgo+XGXHoduL8IaqeoqbUlFmCiYmOOWA/Cbh27kNcsBDIeBW7djERYMRVBvC/AC5dT+5cvc9qW/sHDxYtra2/hg9XsUHzgAgNHteVEAi9WKRbMQjhlY9RgTyrfyQdaHvcu9MR/eWFdIjBGkdm9d0tDOu+zcgTx9Sbo//lTlFS0tLbS0tLB3796kj+kzMzN7ddmp3rmVA1vKcKWlY+02O66oKg5vGha7g7rdO6na9AETFi0d9FiPtrHHzcX77hr0hmo6GuuxudyoqooejRILh3D50ll00Wf4ILiVxlAjRe6ilBcXXqsXf8zP6wdf5+TCkw87e344brebwsJCSktL0XU9UarUfRfMzHQf7swsREM9lsLe4xKmidHSgmPBAixDXFsiZ84PL/6743a7SUtLo7CwkPb29sTi0u3btye120xPT8fWxwXsSDhaFzN9hfVYLEY0Gk18XYZ16aNEhnNpyAbSuzwengf7BmeaJuXl5ezfvz9l+I1TFGWIM/MKSp89CZOPiwuHw7yz+lXKdv6DDqWeN/foOIWbOaXncN5ZX+s6WlURcz8L792FavoxVU/SmQQCTXRg4EE77Yu8+Ow9vGE5iAqkx9yJYy0C7LqFoBrlA0cTf338e3zx6l9wxpkrWOTx0vDiCxjqh2UHiqLgcDpQFBU9ZoCqIBSFrKbqvh+Z0IjowaTbmuvqWfvSGgxDMGPJTEqnTx7Ac5R6kWH38ori4uLEx/QtLS3U1tYmZmzjs+oZGRns2/A+QphJwbw7i82GoqpUblhH6YLF/dZDjwaKopA+dSYTT1rO/rIPaK7ah27oWO12ShcspnT+YtJy8/jg/SfQFA1V6fvxpNvSqQ5Us9+/n9K00iGPK85isSTtghmNRmlra+t6nU44nrRnnsW6Zw9KZiYWrxerxQJ+P0ZbG5bCAryfu3LIIXa0BWEYnbP58GEItlgsSSVmsVgsEdb37duH3+/H7XYnhfUj7Y0/0HEdi1r4VGE9/h4Vn1k3DAMhBF6vN6kbjCSNFjKcS0dsML3Lu/+hHOgfwWAwSFlZGYZhsHTpUjweT5/HxncIPVJ2pQNDFHS1Bu/jmBh2rMTQsoppamri8SfvYKt1Lc0eA1MRh/qKt7Gt7s+8d/9Krv/UHyksnIj17OuI1O7EXvUCFrMVAxugYlGiaIqOiRvjtB9iLZ7Gqhd+QsQVIzvqSjkQl2kjpAVYH6riC9EoVpsNSziCpqpodjsGdIVZixXlULCLP90CUM1U5TVdlwkoAuXQxkLlZdt49x+7IZaHoGumfdWOFlZp/6ZgtuCMz/Y9oz7Q17f7x/RA0oxtZWUlWzZvpm7XDjRVJRaLYrFYU57b5nLT2dRIJODH4e27d/ZoEP/5L5w6g+KZs4kEAph6DJvThaVbCUJADxx2NtyiWjCEQVgPD3lM/bHZbB/ugjl1Kp3Tp9P+xD8wKiqINDcTEQLF5UKbMQPHZz+L2k83l8GMabSFpdG88DLVRYPVak15kdXa2kpFRQXBYLDX7qXDtXgbRq6sZbDi9ehxQgiamprYv38/c+fOTQT5VN1gJOlYkeFcOiI9y1gO17u8+2Y+A/mDXVdXx9atWykoKGDq1KmHfVMcSFlLy4FN+Gs2kDlhOZ7s5JpYw6Nh7YwSxYGd3mFHAGGcFLKPicf/lH8+czcb7O/SoZlk6BoW4hcfJiFVsM3dym+f+wp3fPG/WG02bNf+mtibCxHrHsca2AMYGMJKp2chngv+B+u0JcSiUcptHdhNSyJYp+I0bNTYguze8S4zZi/HMqYIVBUjEkF1OjGM5J1LNU0FFFQhiFhT16AKIRCKSYYnm81r1rPpmSBCFBEP7V3HKKBnU7vB4JnWf3LR9Zf3OcYjuVDqOWMbDAT41+rX0PUYnX4/wjSxWK1YrVZsVuuhIKGgcPiWgKOhz3lPiqLg6OOCM8uRRVVnVb/fHzEiWFVrv5v5DMRgg7B33jw8c+cS27MHvbaWaDSKPz2dVrudfY0NiIb6pLrnw60rGI4xHQ0jXaZhmiaNlXuoryhHj0awuzwUTp1BekFh/+syBth/Pekii+Te+Lt37yYcDvcK60O5GDnWNfp9URQFIQQWiwWr1Zo0sx4vg4mH9e4LTEfbz6P08SbDuTRo8d7lg9nps3s4P9y5d+7cSW1tLTNnzkz0bR7I+fs69/Y/n0Zx03ZyTYNcQLwOTZpGXfGpTPvMYwCc9vmHeeP+L1AtJmGiYieEeqjMRcdCEA8eOtHdEerq6qjS19JmN8mNaklBWlFUXAIUHSpc7fzjmZ/wuU//CEVVsZ76OTj1c5it9YhABzurG3Fl55F+aPFcNBLEUASq6P8NTRWgK4JgoBXDMCiPRiHNh6OxgZhCV+90IbDabF0hXVHQDgXY2oKS1M87URRhYfbC6XywcjdCZIBiJpf6KAIBCKHRWVlEXXUN+UWFvc41XG9iTpeL7DFjaazaS1pGBoZhEotFuz6uD4UAsFqsGEE/abl5ifaDHwWHe46W5C1hQ+MGYmYMq5q69KAt0sasrFkUuYc+U30k7e5skyZhmzQJF5AOjIFEr+6WlpZ+2/8d7v5GYzgfyTF1NDbw/rP/pKV6P0bsw9aWu1a9QeHUGcw772JsfbSiO9IZ/Z698cPhcCKs79ixg2g0mrR76WA7LY3WTxogeWzdZ9bjF/GpwnrPmvXR9vMpfbzIcC4NWPfe5fH6y8GUMMCHG1Ok4vf7KSsrQ1VVli1bNqi+qH3VnO//dSnHhf2ogAmJspU8wyC78hW2/24uU27YiMvnY/6VP0F57Hs0ihL8+BJHqxhk0ITVUU/pyf9HU8s2Djj9eHW1zxluh6nQqZnsan6393ORkQcZedAaThqz25uOV7fRaAt2DbYPUcXEZmpkZ5fy1itvsG/XO/gm5zGrpQk1FkO3WjCNGHoohs1qR1VVrHqUsN3JrslT0Amhia7gLoSJoXS9AZXkTqG5Zg8I36ESlxR144BQTISw8sqf3+Tzt16RcozDMVOtKArj5y2kcd9e9GgMi82GpjlxOJxA189iJBQiHI2iezN4b+3apM2QjmWnisPpiHbwfu37bG3eSsSMkOfMY0neEqZmTEVVVObnzGd82nj2tO+h0FWYVOIihKA53Ixds7OieMWw1HcPl+69unu2/6urq2P37t0D6igyWsP5SMwEB9vbWPPEI7TX1eJOz0yUNwkhiIaCVJVtIBaNsOwzV6GlKDsZ6s6lcQ6Hg4KCAgoKChBCJDottba2Ul1dja7rSWHd6/X2+3yMlrKWVPoaW/x5TBXWo9FoYvdSGdalkSbDuTQgpmmi6/qAy1h6ii/SSRWghRBUV1ezY8cOiouLmTRp0qD/qKeqOd/5h6XMDPtRgO7brAi6sq8GTO+oZtvTX2PqxfeTP3YW53znBV5+4psY+7cihA1FCHRLGKPkchYsOYuioiIeeuxRooogw1T7LFBXFBWrMGi3BAY15jlKNi8p+zCEiZYi+AthEtFizA5msqu8moMVq+g0oHNiEe5AkPFbKrFFdUwVBApmNAaKipaRQd4PbiVrWyd1LfvRlQggUBQVOx4mlk7h1Ivn89jtTyOED5S+L6IUDs2gB7L7eOwflpkM9Q1rzMzZ7N+yidpd23F4fdicrkMfS4MZi6EH/RRNnsqyT19BKBpL6lQRX/wW3xZ8NBBCUBGr4Kn1T9ESaQEFNEWjzCzjzeo3mZszly9P/zIeq4cbZ97IfVvuo7KjEk3RsFvsGKZByAjhsXr4zMTPMD9n/rCMaaSCRar2f/G6554dRTIzMxObVo3GcD5cIbininVraK+rxZudi9ptpllRFOwuN5pmoW73Dmp2bmPszNkpxzXcIVhRFFwuFy6Xi6KiIoQQBIPBRFjfv38/Qoik3Us9Hk/S8zNay1qgK5wPZFa/v7AeiUSIRqNA6taNo+3nV/pokeFc6ld/vcsHK1Xpia7rbNu2jebmZubMmUNOTs6wnbukbS8KfXcYN+gK6FkVLwL3J24/8zO/Bro+5i0rK6O9vZ0pU6YwZswYACyaBYyugN/fW4+pQPdtW4LNNVSu+w97KvYSiJqowqAgJ51cx4WkF08H4Nzjr+KD1b+g0eYnI+bEwodvIKYwabWFSNMdTPdMJ1xXjd8Ai2qgKlAxdyJNhVmUbK8is64VxTSJ2Ky0jxvD0l/dhyUvjytPgbYmP1vW7iEajpGW6WbW0onAoTdS89BHvYd9xkXi2J6G803JYrWx5NIr2fDiM9Ts2k6Hvy6+fBWLzU7RtFnMv+ASnB4vTiAzM5MJEyYQi8USHUai0Shbt25N2gzJ5/Mdk+Cws20nr4ZfxaJaKHAVoKkfPoeBWIC19V073X5j9jcocBfwvfnfY239Wt6pfYfGUCN2m5152fM4oeAEStJKhm1cRytI9Ny0qvvrFF+kGF/43dbWRk5OzqgpjRiJmXM9EqGqbAMWuyMpmHdnsdsRHYJ9G98/auG8J0VRcLvduN1uxowZkyhfiof1ysrKxK6z8cA+0AB8LBzp2LqHdU3TEm0bhRCJsH777bdjsVj45S9/eZizSaNFSUkJVVW91/hcf/31/O53vzsGI5LhXOpH9zIW6N27fLB67hLa3t5OWVkZDoeDZcuW9epxPRg9w/m+Vb9lohADao6Yp0d6VZE0NTWxefNmsrOzMQwj6aP3RXMv4vU1LxPUBGl9lJ90lYtAlpHRdb7d63jj38/QGlFQFbAqAt1U2FHTyYEn/8ayxQspPeFips48ni9X7+bP+56n0RYAARahoSsmQhH4dAfnKDO46LKbefxPP+21GWN7XgZleRmJf8dMFYtqMs2A+Dx3eraHE8+dkzgm/pEtAFrqreUFghZXHbVpFUS0MFbDQYE/q98ZzuGa/bS5XCy5/Era62up3bWDSCiI1eEgf+IUMgrHpLwPq9VKTk4OOTk5tLW1UVxcDEBLSws1NTXoup60GVLPWb+RIITg3/v/TUiEmOTs/emQ29q1cHJj00a2t2xnVtYsPFYPp405jdPGnDai4zpWur9O0LVIsbm5mZ07d1JRUcGOHTuGVPc8nEZi5jzY0UYkGMDm7L+Ez2p30lZX0+e4jvZz0r18Kd4WtedaA+hahFpdXT3gtQZHy3DVw3d/T4yH9Y6OjiOeZJKOjfXr1yd9urp161bOOOMMLrvssmM2JhnOpZS69y7v3jN2KLr3Oq+qqqK8vJzS0lJKS0uH/EdbVdWkX65w/WYU+i3dBg61FwQ6Ww/izhiDaZrs2bOHioqt5OdrpKVptLUFkoL/1KkLGfd6FmWeRtyGkrL8pFMzcRkqiyddQrC5OhHM0+3mod7VKrqhI0ydgGFh1Xvr8WTmkjv9BE5ZcQ2T9i/hxVf+wOZILZ1aDKdpYZKZxrwJKzj5jEvQNI2wMFAP87ypiolhquzdspXswrzDPo9zzipl0zMGQqgoStdjDlsCrB/zEvXefehatOuCR8DuAkFkQx1fnv5lcpwfvhmN1BuwL68AX17BEX2vzWYjKysrUU8bDAZpaWlJzPqpqpq0GdJIbINeE6xhZ9tOXIqrz+fIZXHRHG7mvfr3mJU1a9jH0JfREprsdju5ubns3LmThQsXout6YnY2vsOsz+c7qhdVcSMxc64ohz5bO8wFkhACRU39OEdD+Uj3XWfjY9q+fTvhcJj6+np2796NzWZL6rE+Er9jA2UYxrC2jYxTFAW/309p6dD2HZCGT0dHR9K/7XZ7r3UuPS+m/u///o8JEyawfPnyER9fX2Q4l5IMpnf5YKmqSjQaZePGjXR0dLBgwQIyMjIO/40D0LOe3Z4zHbH72UQJRJ/fR1d5iztjDOFwmPXrX6e9/b/Y7btobgnR3AKGYWH7juOwWK4jN3caAJ9aegtN7/+AansUjyFwGgqqohLDpMNioKIwO1TCmadfw7b//LlHMP/wvlEUfDZojSjsWP8WudNPAGBM8TS++sV7ExcLVVVVzJgxg8LCnt1RDvcIkx04sIXt258gFtuIqoUwTQcWbQ4TJ11C8djjOG7ZQjY99wIYeQgUdDXMmnEvUO/dhyvqxRVNo+tyRie91E5Zcxn3br6Xb8/9dq+WfqOpfWH3sXT/iH7s2LGYpklnZyctLS2JIGG325M2QxqOnRWbw81EjAh2+l+oalNt1ARSz5KOhNFW3x1/rVRV7VX3HAgEaG1tpaWlJamUIv6fy9X3hc9QjcTMuTs9A3dGFp1NjX1utAUQC4cYM31myq+Nxs2RVFXFarXidDqZMGEChmEkNkSqqalh586dA1oYPFJGsuQmFArhdn90Okd93I0dOzbp37fddhu33357n8dHo1EeffRR/ud//ueY/l2U4VxKGGzv8iM5/9atW8nIyGDZsmXDupV0z8WV40+6Gf+aO/EOICA2WGzQ1MQHH7yOKR7H6WzAFHaE8B46IgCspWxzBTOm/4jCwrnMm3s6hhnj6XV3s9/RQZPNQMFAFQpZMSvTxBRuuPZPAJRXVKAqoo/dHruCkUMzqWr0E2qtxZnRNTsciUQoKysjEomk3ITJoWh09nh4LhFivHGA8foBnEQIY6NKK2LKhM/wwQcrqau/H6s1gMWqIYSGxdKBqr7B7l1raWy8hvnzPs2ZN83n5Xu3Icw09qfvpsGzH3c4HYuw0tVX3MSRYeJ1eHGYDva07+Htmrc5r+Q8YGRmYYUQtBzcT83ObYT9fqwOB3kTJpM3YVKftboDpaoqPp8Pn8/Xa9FifPt6j8eTtGjxSN7YLUrXLoTmYT7PMYSBXTt6QWU0XUTBh+Pp+XPUfYfZ7hdVra2tNDY2smfPHqxWa1LgG0qpXKpxDXcIVi0Wxs9byKb/PI8ejWJJ8TcxEvBjsdkYN2dBynOMhpnzVAzDSPyN1zSNzMxMMjMzga61RvGw3nNhcHxmfTjfH1KNbaTCeXwnVml0OHDgQOITHeCwF4HPPvssbW1tXH311SM8sv7JcC4BXX/ga2pqsNlspKWlDXso37t3L6FQiKKiImbOnDnk83e27Gf7YzdhBsOggGm3Y110U9Ix+3wlzGqrRCP1olCNrjnnqpwTaNm4EUV5GZulAVNkoigf/mqYphtwY7G0sH3H/5GX9yiaZmXh/LNZOP9s3ln1Tzbs/De6EcPnyueii79FVuaHM9yBqMCq9Lf3KFgUhYgJobYGnBkFNDc3s3nzZqpiZXSq9eza8CZnTvsMxTmTEt9T4JuIv2UPpqmgqoJcs4kTo+/jFX50NAw00oiyQN+J7c1vEksLYElXiEZ9PcYisFk7aG39CxUV45gwYQkXfdfJM/f+h8rMjShCwSKsXa0V1TC+fBfe9K43WatqxabaeKvmLc4qPqtXy7/hEPb7+eD5ldSV70KPhkFRQQjK31tFRkERCy/6NL68gfXDH4ieixaj0WiitGLXrl1EIpFEHXRmZuZhW8rFlaSVkGHLoDZQ2+cxpjAxhMHMzNSzpCNlNM6cH25M3S+qSkpKkmZnq6ur2blzJw6HI+miaiiBb6S6tYxfsJja8l3Ule/E5nLjcHtQVBXT0Al1dmDEYkxacjy5pRN7fW98MeJoDOf9XTRYLJaUC4NbW1vZt28ffr8fj8eTWFyanp6O1Zq63/+RGMlwHggE8Hq9hz9QOiq6l1sNxJ///GfOPvvsFJ9SH10ynH/CxctYYrEY+/fvJzs7G5/PN2znD4fDbNmyhVAohMfjITs7e8hvcO/95gJqAtm0Uop5qF+KGjTJevNvrNtwP4tuWAnA1K+tpfJX4ymJBLCQ3Oc83vd8izOX0MQbmVhko6KiAiE8ScEcOLQDpYIwfaDUUrnvDSZOODPx9RNPuJwTT+h7t0ybBhE9xWM2dWwigqZbiJhWVMWK1emloqKCf2y8l52so5kohuga878anmWMms3Ny37NhPzpnHLpp6n985106pBmdHJibD0eEaSNNEyla8wqAnd2EXr7DmaGIryvjSfm6DkWhWg0DZu9nYq9K5kwYQnejAw+88NLWfXOm+TrGXg0F7Y+ZhzcVjctkRY6oh1kOjKHNcDosShrVz5OXfkOnGnpuNIzEufXo1GaD1Tx7j/+yklf+DKu9NQlUkMdj81mIy8vj7y8rpr9UCiUqFeP10F3n/FrMptoi7Zh1ayUppXisnQt9nNZXCzLW8YTrU8QMSI4LMmzukIIGkINpNvTWZK3ZEhjHozRWtYy2DGlmp2NB77KykoCgUDiE5D4azWYuuORCsFWu4Oln/4cW175Dwe3ldHZ1JDY4dflS2fComVMOX55yucjXso3WsP5QANwz4XB0Wg08drFu/j03L10KDXjI7lBUiAQkDPnH1FVVVW8+uqrPP3008d6KDKcf5L1LGPp2U1lqBobG9myZQtZWVnMnTuXDRs2DPn8a+89n93B8USw4cGP9dCceAwLjWTT2eFF/O5iFt/Q9cs15n8q2fLAiRS3lOMTZqJCu0HT2OmdhfuEX7Jk2jS2bH0IRY0izH6usBUbCgaNjeuTwvnhlI7J5/099YkQpJoRLNFO2kwnnXTVmVqJkW3tZMfOXfyraSUb2URYCByAXenaDigqBLuMRm5dfTU/Ov5hJuRP59LP3syzT/yW0sh+PGaQViXt0Bu7QFMgK6MIh8dDY8jAEzUobG9jd6raVkXBMKyoyjbC4QAOR1fnEAUFVVP7DOZwKNyh9CrbGY6Z85odW6mv2I07I7vXR/4Wmw1vTi7t9XVUrH+XWWecM+T7Gwin00lRUVGiDjreUu69g+/xVtlb1Jl1CFVg0Sxku7I5uehkzis5D6fFydljz2ZN+RoaQg24rC58Nh+aohHSQ7REWnBZXHxu8ufIdqbuIT8SRmNZy1A7Q0HX7Gx2djbZ2V3PZfdPQMrLyxPb1cfXFqSlpfUb2EZq5hzA5nQx/4JLmLb8NBr27kGPRbG73ORPnIK1n9Kc0RzOh7IJkc1mIzc3l9zcXKCrxK/np1dpaWmJiyyfzzeosD1SGyTFF5vLmfOPpoceeojc3FzOPffcYz0UGc4/qeKz5d0XfabqFX4kTNOkvLyc/fv3M23aNIqKiobl/E0HNrM/mE8EK+m0JxVmWNFJp502fNR0pNPZsh9vZlf7vGlfeQeAmopV+A+sx2+fRL3fzvTp0ykq6tr63DQiXSdK9ebbY82lMKNJX66trWXz5s2EQiHsdjszZsxItO4DKF1wGtv3PUZHFDIsISKRKA1koGFgpat1YRQrB2JOOt5/mZr8bUTsAm+PgOJUFGxC0Gjq/HLNTfz+4ldJz8ni6htvJfLguehtdmyHfqXtDg9ZeXkoqooeC6MoEFM18v2dVOTkYaR4YxLCgqrG8PsbcTjcWFUrkf1hqrVq3FEXKAr5BQW93ng6Y51M9E3EZ/MdegqHL8BUbnwfIGUtLoCqaljtDqrKNjD1pFOx2oevxngg4i3lNnZu5D+h/xCyhcjUMtFMjXA0TF1bHY+2PcqGAxu4ftr1ZHozOdd1Lm1j21hVt4rGUCOmMLFrdmZmzuTcknOZmz33qD6G0ThzPhLjSfUJSDzwxdtrdi9X8ng8SQHuaJSPuHzplMxNXVueSvzv6Wh6/eKGsxbebreTn59Pfn5X+Vr8tWtra2PHjh3EYrFEWB9Iy82RLmuRM+cfPaZp8tBDD3HVVVeNSCefwTr2I5COqp69y7sv+tQ0bcg7KQaDQcrKyjAMo9cixp7tDgerYuX3aGcKXgIpq7cVwEOAFtLZ/tg3WPz1Z5K+nla0gMomK7FYjKVL5ySNzeHMQbQpCKH3KmtJEF31JTZ710yc3+/n2Wefpa6uLtFyUgjBtm3byM7O5lOf+lTXm8W4mRy/aD7vrP2AWCREG+m4CaLyYR92qxJFsai0xmwsrJtEc/G2lK3TNEXBiqDGbGVn9SamFs0BI4LHoSDyi/E5M2lrbe3qKXzozUlVLV27oqqgmSYWw0gK55Y2A0vARLHFiGZrOBxpPPLnh2ncsYOxdpOGyQboQWymRlPVfmqtFkrGj8dmsxHSQwgEy4t6f+w+1BlZIQTt9bWHDdxWp5NoMECoowNrztEN5wANwQYe2/0YuqlT5C5KPA8et4cskYU/7Gd3YDdPbn+SOczBrthZqC7kxKkn0kgjpmKSZc9inHfcMQtZoyncHa2LBafTidPppLCwMOUOmEDSDpjx3/HRJD6bPxpnzkeydKTna9f9QuvgwYMYhtFr99Luz9FIh/Oei/el0e/VV19l//79XHvttcd6KIAM558o8d7lfX0UOtSZ7bq6OrZu3UpBQQFTp07t9ccv1Xb1g6FHTAQKlj73/OyaQTdRMYOhpNsbGxvZvHkzubm5TJs2rdeVcen4FdTUPIKidAK9a5cFIPCDcFBScjbRaJQnnniC5uZmNE3DbrcnwrlhGNTX1/PEE0/w+c9/Ho/HQ+mJl0IszBtrN2EnjHIomKuAoqpYbM6u9mN6J0Ysm9Kgm33eUK9xANhQCAnBf3c+2hXONRtoVogGug5QkpsrqpoFIdyotCEUEsHccTCGb0MQ14EYig6KZhBJS+Pd135JRyCAJxbEGUyjsCmDA7lt6Do4YgJ71GRfZQXZJXkEYgEW5i7k+PzjE/c3XAFGURRUTUMX0X6PE0LAoWP7PWaErKlfQ3u0PSmYxymKgtfpJUSIKlsVn5/xebZs3EI0GqW+vJ5YLNa1xiMDOunE6/Ue9QA4WstajqZUO2DGO8HEN9UxTZO9e/eSm5ub2FTnWBvJUpuhGqnSkZ4URemz5WZbWxtVVVUIIXpdaI1EODcMI7G+SvpoOfPMM0fV30IZzj8BhBBJwbyvFolHOrNtGAY7d+6ktraWmTNnJj56THX+oZXNDPxNKP47Zpomu3fvpqysjHA4TGVlJe+//z5jx45l4cKFicWvTmc6GRln0972D0zRiYKnW4mLQFHCqGoYh/0UsrMm8tZbb9HS0oLVak36I68oChaLBVVV6ejoYPXq1axYsQKAYCSModpIt2ogTHTDAEU51EGi675UosRwUBzw9RnOVbrCd0wPH7pTlf36WNKrX6NVDwMKAVsn2UXZ2F2HFiM689HaW6n32dA1FffuCDmv+tHCJrpbRbgMFFPB5bdT8N5qrF4P28eOR6gas/aNwRm1cSC3Fb8zdujJjdBY28hl8y/j0gmXpmz9Nxx/6HJLJlC5YT340vs8JhLw48vNw9XPMSNpS/MWLKqlj1aZXXw2Hy3hFupj9QBMm9bVLz/VbG3PzZCORvgaTQFvNJTZKIqS6PIwbtw4TNPkrbfewul0Ultby65du45pn+640dpGEY7d2Hq23Oy+LiS+ODheepmdnT2s/fEDga4JEhnOpaGS4fxjbjC9yzVN+3Ab9wHy+/2UlZWhqirLli3D5ep7G+qhlrVYrCZEwUBF66NXtI6GgkB1WAiHw6xbt46ysjJCoVBSWGxoaGDz5s2ceOKJLFy4EIB5c69n7doOAsFXUZRGhOhq3WWxxBCmBat1CQsXfg/TNNmxYwdCiD5nX+LP8+7duznttNOwWCzEopFDGw+BbpgomnZoivvD10NRFTBANfue1dEBTYEC73g6WttYeedK0qJTOS1jHW4lRMBIxwgr1Fe0Yfe2kldShFdT8Gvp1KbbcYbayHlDR40JYlkKimoACoaZRYfpwVRD5LV30OZp4WB2DppQmVKdz/j6bBp9fmKajj1qYFXG8PkrPt9rfMMZrMbNWcCBrWWEA34c7t5veHo0gjBNxs9bNOR+50cqYkTQlP7vW1M0TExiZtcag/hzlGq2tqWlJalvd/fNkEYiAI6GMNzdaBsPfPgpY3FxMU6nM2WfbrfbndQJZjhb//VltIfzkSodGYz4uhCv10txcTG6rvP222/j9XoTv2cWiyVpZv1IL4plOJeGiwznH2Px2fL4x4sD6Rs80JltIQTV1dXs2LGD4uJiJk2adNg3iaHOnBedfQuVz/0TP258dPYeE+DHTTodZJ7xPd555x3Ky8sJBoNYLBY0TUs8B0IIotEob7/9Ng6Hg1mzZqGqGosXf5eamjOo2v8iodAuQGDoObg9y1i29LOJXU79fv9h33g0TSMSidDe3k5WVhYOpwdTCGIx/dAbt8Awkp8PC10LH8Nq6oskIQRhIchUNS6e8zWeuO3v6KF8WoixofMU5ntfwWepI2K60YUdAlGC+8pwZ+XgWv4dNN2G7fmH0QJ1xLIBRUHXHWiWTByODOrb6rFpCqahUtjcRHVmFuLQ62rTLRQ1p3eNUw8TcRx+y/Ghyi2dyIRFy9i95m2MaASH14dmsWCaJhF/J9FQkMKp0xk/f/GQ7+tIGG1t5Is09sRC0E+VQ0gP4dAcZNozaaU15THdZ2u79+1uaWnpFQDjfbuHY+HSkbxOQteJVexF+P0oTgfWSZNQhimMjsZwHu8nHh9Xqj7d8ZnZnq3/MjMzB91NZKBGczg/WmUtgxX/eS8pKUl0KOvo6KC1tTWxQ7DNZjuizawCgQB2u/2oXJhJH28ynH8MxeuedV3vt4ylp4HObOu6zvbt22lqamLOnDmJ3rSH09+C05f+dRdse4Niox0HMfzY2W9NJ+vEq1iy+DIAxkw/lfH/vpvtsSm048VDIDGDbqDix40VnSLrAapqAthsNvx+PxaLpVeIUQ6Vk0QiEd577z1mzJiBqqqoqsqYMYsYM2ZR4tjy8nIikciQ3mj8fj8HIg40YvhNFTV2aEGuMLEjcFi7dt8UqguLGaIsrYWYEFi7vW5CCIJCYFFgftoyyl5fjR7KBmIoSpS9kbkEzAwmOjdQYNuLXfFjYmVf+wQmXvxN1NKTmK8o1D+1kYBbI6ZYUdDIyc1FUbr6udfX1QEQtWi4ohE84TCdKT8NUVDM1KGu+wXQUCmKwnErzsOV5qN87WqCbc2YpkABHB4vU044mRmnnNlnN5fu4xlOkbIygq++RnTrVqb7Olk1p5HOliju7ALUHrNmQghao60syVtCriOXCioGdB89+3Z3D4DxVoDxDhWZmZmH7VDRn4E+R0IIwm++SeC/L2EcOICIxcBiwVKQj/P003GdeSbKEC8YRmMddfxnua/n12q19mr9F++Fv2PHDqLRaKITzEC6iQxmXKMxAMPovXDo/ily/P/p6emkp6cndgjuazOr+Ox6X59gxTu1jLafX+mjR4bzj5nBlLH0NJA+5x0dHWzatAmHw8GyZcsGtT22qqrEYrFetz/9m0tZHKjASwATFQONDDoZF2uk6fW7eGrH61xy9f0ALP7f/yDuPot9egkddLX0i28slEYnY637MJb8kKVz5vD888/3W3oSrw9va2tj//79lJSU9Hlc96BpsVhwu910dHT0O0NiGAZOp5NgMMjLb7/NozEXJ3uduDp0NKGjqgJd0TCEIBqOYLfYiBgqpfk+VrkUombXLHn87c0AHArMcczgf8+4l4e/+yegAPAn7rM+VkJdrASH2olDCRE13QTNTOo3BzlxQtfPQaStnYhu4nT48Hi7gmT8dbdqNgSRrudUdF089CIECJOw3drnG/Bwvjmpqsrk45dTumAJ9f+fvbeOk+M6s7+/t6C5e5gljZjZsmRJJtmOKeQ46HCcxOFsGH777mazFKZdZ+PQOpxNHMcQx5QYZVkMI6aRNKNh6J6Z5qL7/tHTre4h0UgeJzr56BNPV3fVrbpVt8597nnOc+wI6UQczeWmctoMPIGL7yccf/RRYr/5LTKVQgmFmJcqZW44xp7SXpzjUQK19aiDEVXbselMdlLkKuLWKefnwz6UAKZSqRwB3LNnD47jDHOoOJN+ONNItZSS2H33Ef/jAyAlSmkpissFponV3kH0Zz/Ham0ldOedGcnWOWIiRs7P1rLQ7XZTU1NDTU3NiG4i59pXI7VrIhLg7ErDRJC1DEU2GXQseefQYlZDJUw+n68gsp59D8RisTGlnZdwCWeKS+T8bwgjeZefDcaSnUgpaWpq4siRI0yfPp3p06ePy/7vv/dDrIkfwUuKMCFknv5awaGcfpa3b+PZp3/Itdd9AIArPvs4dXsfp+3x72FamReTqtqE624mtPhjzJs3D1VV6e/vP20xE1VVsSyL3t7eYeQ8Hu7AjEWw0wb5zVYUhfnz57N58+ZRs/4dx0FKSXl5Ofv27+e3hsrJ0kr+rK/ljebTyJSCaQlUkXGgSUodw3CYW+Pjyrd8glXyU/xs41fZFXmBOGlUBJVaJbfNvotr5r0GACupkUlWHX5eKSdImuBgYqxOz8kepJQ0NjYyICDgJDGsLvr7wwQDtTCYzFgzczI7Th7AnTYojQsMbfjkQ5EOCAUz6Of5558vSGDMjxqNd+a75nZTN+/ilrUfivTevcR++38gBNrkyUAmQffd7bP4hauZA74IkXAjbjWOo6tIKSnzlHHnvDuZUzKHZDI5bsTT4/FQW1ubs5PLOlSEw2GOHz+Ooii5fhnLXeRM+8nYt4/Eww8jvF7U4uJTG9xutOpqnFiM5F+fwjV/Pt61a0fdz+kwEcn56SLnY2EkN5GhCYrZ6G1+X53JNZio5HxodHoi4WzlNiNJmPIrz/7lL3/hm9/8JqtWrWLKlCkUFRWN2/37/PPP841vfIPt27fT3t7OAw88wG233VbwnQMHDvD5z3+e5557DsuymD9/Pvfff39BrY1LePnhEjn/G8BY3uVng9FkJ4ZhsHfvXgYGBlixYgUlJSOXST8dRiLnNZ2H8ZOklxBD3VgcFCIEKWOAQ9sfgkFyDjB54c1MXnhzLuu+qakJTUoWLjxF3lRVPS3xyBKBLMG2bZvjj/2E2FMP42rsBEfiuBSSc6bQLj9CzdLrAFi1ahWHDx8mHA7nIkT5VoqWZeFyuaipqaHFlrQWBfGnk0hF4w/117M8coCZ/a0oRqZ9lkdwNFTDG1/9djRPgCDwseu+OvYFFWdOfoUQbN++nUNNvyRR0sHyRIp4DziqQkfkIHbQ5ui8MraU99M9N4lq27hMleJYmPqucjymnomWOjaKYxILFvOBD38Ij8eTi94eO3YMTdNy94dhGH9zUaTk008jk8kcMc8iYGl8oHEah4Ll7FCa6XP7CM5dyKKyRayqXEWRu+iCtmuoQ0W+jjbrLpJdms/q1V15UqAzGS9Szz6HTKXRKipH3K4EAjj9/SSfehrPmjXnTFAmIjkfz2I/QxMUHcfJJQKfreZ5opLziV659Hwi+rquU1FRkZNzzpw5E8MweO655/jFL35BW1sbK1euZN26dVx33XVceeWV51yUKB6Ps2TJEu68805uv/32YdsbGxu58soree9738uXv/xlQqEQ+/btO6sV7UuYmLhEzl/mGOpdfj5lr0ciz5FIhIaGBkKhEGvWrCl4oZ/v/rdu+yPTZTcpTlkJDkVG5iKYYfUO25ZMJmloaMCyLJYtW8bOnTsLttfW1hKJRMZ82VuWhaqqOa3h3u9+BNdTW/CYEtujgCZQUjbFW48RPvR54u+7i5m3vh+Px8Mdd9zBAw88QGdnJ+l0OkfOhRB4PB5Wr17NihUr+MDvH8Qsq8OfzkyeHEVlW9lCtpUtzGlyLKEQ93iZuXUHH7z5xjO6nr4ySaxDMGjzPQpcgAElKruP/5DGlhB6aCb1pXHKeweIBTz0eRQeXJyivbSFIB7KDI20KQkHNLqLOuku7mPlgTp8aR2pqERDxay55dW5suiBQCBHMrIJjFJKduzYcUESGM8F4xHFd+Jx0rsaEKOU5lYRzI+GmNNTjejwUPGmT+YKQY1nO84EQ3W02aX5cDjMiRMniMViBAIBSktLcRzntHI26TikGxoQpyEZSjCIeewYTn9/YXT9LDARyXm23y5EuxRFoaioiKKiohE1zwcOHBhVRjER9fkwscn5eLvIlJWV8Z73vIf3vOc9/PKXv+QXv/gFH/3oR3n66af5wAc+kCPrn/zkJ3n9619/Vvu+5ZZbuOWWW0bd/o//+I/ceuutfP3rX899NmPGjHM+l0uYOLhEzl+myPcuz77MzneQzk8IlVJy7Ngxjh07xqxZs6ivP//qhUPJeevhjUzDJs3Yme0GOkGSpGIxPIPJdt3d3ezatQuheaiqriFl2DkpSbadl19+OYcOHcIwDFwu17D2Z0lJfX09RUVFHLrv27j+ugWpCqzyUwk/0pPRWLsiJumf/pje2ZdRNnM5gUCAd7zjHbS2trJnzx6SySSpVApd11m7di01NTUA9KEipBzTpV2TDhKF7mS64PMH7/82PZGM/3VZ0WRe98ZP57Zd8dpV/PWHBwEvUiaHEXQpBeBC6O2UTxds3RJEOBqmJ8HWVfVcvvU4pb0x/rTMoqMYyvvAJZPongD+GTNQbUlXuJPeUJJtc/tYeHIOrqIyPvuFz4x4DlkZRUlJCS0tLSxdupR0Oj0sgTGr5wwGgxPy5T0aZDIJloU4jZ2h0HUwjMy/CRLBGro0bxhGTgIDsHXr1oLS9cP6xrbBceB0/aWqYJowuIp3LpiI5DxLgi9Gu0ZKBM6XUezdu5dAIEBJScmEjZyfqUPYS4ELXR20tLSUt7/97bz97W8H4Pjx4zzzzDO5Z2+84DgOf/7zn/nc5z7HTTfdxM6dO5k2bRpf/OIXh0lfLuHlh0vk/GWIoUmf4/XSyCaEplKpHNlcuXJlrlDP+WIoOfcWVSARKIwdTVRxSOLGEwjgOA4HDx3kyb+8SLztJKK/B3CQioZZVEV59RRWLJ0PQFVVFZdddhlbt24lnU7n7BSB3GpDMBjkxhtvzFR2e+rPeCyJVTwC+RIKZqkbvTdN659+Stknl+c21dXVUVZWRkNDA6ZpsnTp0gKfW4+0kafpH2eQunu1zIv2D//3FboibRhpH46TkYbEYl38z/98jIrSWt74li8yfdECSqdtI3y8CPAPEnRn0Dvdlfknoix9zSw2Nv0MxarG1mMIAQm/mxeunI030sXB2pP4DIlUVfq9KtXTZqJ6/ZQCpeWlxM04ieoEb37b+5hRdOZRGVVVCxIYk8lkTgKTTYrLksGLWXDnXCECAYTbjTxNLQCZTqOUlsAoJH4inKPL5aKqqoqqqira29tZtmxZTrN+8uRJpJTDiiEp5eVYTU0wRkRcJpMowSDKKKsLZ4KJSM5fSleUoTIKwzByz1F3dzeWZbF9+/ZcfxUVFb3khH2iThrgwlo8xuPxYR7n06ZNY9q0aeN+rK6uLmKxGF/96lf593//d772ta/x+OOPc/vtt/PMM89wzTXXjPsxL+Hi4RI5f5nhbL3LzwaKomBZFi+++CJlZWUsW7ZsXGUIQ8n5Ndd8mCO7H2IyPYPSlpEgcWGyX9RQnkyyY+dOnv3LBkTbURTp4Lh8mWieZeLqOsYTP7mHyO138IrrVgNw7bXX4vP52LZtG7FYLKfL1zSNyZMnc9NNN1FcXEzXwc24Wvqw/cMjKoJsrSCBVAXsbCjY3tvbS0NDA+Xl5axYsWJYVOayoJc9UmIpCtoo8oGky43XSPHqxYv4v9/+K13dA1hWEFU10fSMw42UKqlUkPauXv7vN//KW976z7zh0+/i4f/5NZ0HBFIGkDJ7bANF62DlGxeweO0VPPT934JwCqLrtqZwaLJKv0/DZ3uISwEoDBjdlHhPyRd8mo9wOsy+8L4zJucj3Zder5e6urpcUtxoBXeySXHnI6E6XVvOBYrHg2fVKhKPPYYsKRlxv9JxkOkU3quunnAEcyRk5Rper5fi4uKChMVwOJwrXa9pGlUzZ+I9dAhhGKgj9I10HGQigefWW067unC6Nk20azeR5CMul4vq6mqqq6vxer0MDAxQXl5OJBKhra0Ny7IoKirKPUfBYPCit32iFCAaCRc6cn6xChBl36Wvfe1r+eQnPwnA0qVLefHFF7nnnnsukfOXOS6R85cJztW7/EzhOA7Nzc1YlsXChQupq6sbl/3vP3gfrR3P4NKLqJ/0ngJy7gkEaHSXMykdxkuaJENf6JIQCVK46Cidwosvvkjj8U6UtqNIzY30+E5JRTQ3aaHhMRJseeB3zJ49jfpJ1QCsXLmSFStW5BI4NU1j1qxZBYmt6UgnwpY47rEHbakJlESWLGfcT44ePoRbdBFu2cOGtheonrSUGfNW5V4A77n2ah76y4uEAyFCiShDYzaWomJoOov7OplUvpy/hMNYtg9NTxWQaSFshG5jmR56ImHi8Sh+f5DXfPhtJJNJXrj/cXpbukkZKcpmlPHKO96TixBJRwMxfGLgDMbsBSIzC3EEtpOZwPR1RxjoSSKkTr8nwXO7d9Ldm+DGd69h8pzTOwGMpa8eqeBOdum+qamJffv25TTRF7KIy9nCe/11pDZuxG5vR62pKXhGpONgt7ehllfgufrqEX9/sTTnZ4qR2pOfsJgtXd/f3084GCS1ZTPGsWPYZaXoPh8u3YWm6wjLwu7oQK2pwXvddefdpolChLOYiG2CzLit6/qIrj3ZZwnI2TaWlpaOW6n6sTBRCxDBhZ04xOPxi5YEX15ejqZpzJ8/v+DzefPm8cILL1yUNlzChcMlcv4yQFbGsm/fPnRdZ+bMmeM6uCYSiVxiJcCkSZPOe59PPPNBeuLP4/ZmSs3LNLQdfAgn4WbBwJ8oCmWOcfNdv2bL3bexWLbgwSCOBxsFHRsfKUw0tmpTKJl2B7Nnz2brX57P+Gx7hgyAIkMqHH8xaizMc0+9wDvf9YbcZkVRmDt37qjt9ZbVElUFwnKQrtEHbmFKnDIdwzDYuXMnHceexe3dguOOgCKxkTQ1PUTjoSnMWfhhps9ZRlHAzyerg3y9O06/L4jLMnFZJghBUnfhCJUpkW7+7fqruf++/8A0PGiqMWKSpxCgaQam4eH++/6Dd7474+jidruZcvl8RPVJiouLCQQCBS9HVU/hpAPDBES6zAwBEomQCgiJW/fRcqgVaXsQeDPbEHitcjSznqd+fJSS6Tt47YdvG/06neX9qarqME10fhEX0zRz0cDS0tJz9oXOh5SS3lQvpmMScoXw66d3VNCnTSP0gbsY+PFPsE+eRHg8MKgxd9JptMpKQh/5MFp11Xm17WJjrGuZn0tgffnLRL73X6SPHsUZiJISIE0LRVVRamsI3HknYjBR+FwxEQvrTMQ2wXD5yEiuPdlVkJ6entwqSH5y6WgWm+PZromECx05z+YaXWi4XK5cXlU+Dh8+TH19/UVpwyVcOFwi5xMc+d7l2b/Hk5h3dHSwd+9eampqmDp1KuvXrz/vKNGDj74K03WMoB9MB0w7E5T16iCK0zzy/I288spHKS6eiicQYNlHf8ezP3w3s40eyhlAwcFC5QSVHPGUU335p1m6dCnNLd04/d1It2/05EohkIpG64HdwBtG+9YwlMxYRsuUMjxHunF8IySoSkA6CFtiLV7Mhg0biHdvwl/0NCCx0kWAjsRBUVK4/Ec4cuDfUZR/ZuqsJbxm9RUU797NvfuOciBYRlp3A5JQMsYKI85nr7+G6rJSEukoUhYhlNHdM4TiIG2FZLoPyFQj3LVrF6ZpcsUVV+Q0w/mYUa1z9ChIqRRE0EuNELpXx1BM3JYXoRkMdIK0vQyG0klpcVy2h9r+eiQWAh+RRsHmxzew6ubR/azPJ0qcv3QvpSSRSOQSGE+cOHHGHt4jwZEOmzo38WzrszQONGJLG7fiZmXVSq6fdD1Tg1PH/L1n5Uq0SZNIrn+B1IYNyEQCpaQE/1VX4b1yLWrlyFaDWUykCOzZupBotbWU/+uXSe/aRWrzFpxIGOnzkZ49m74pUzgZj2OtX39esoqJGKWeSLKWfJxu0qAoSsEKVXYVJN9i0+12FzxL4yEnm+iyloupOT8fxGIxjh49mvv7+PHj7Nq1i9LSUqZMmcJnP/tZ3vzmN3P11Vezbt06Hn/8cf70pz/x7LPPjlsbLuGlwSVyPkGR712eHYBH8yE/F9i2zcGDB2lvb2fhwoVUV1djDCa62bZ9zlrz/Qfvw9CP4VYhmVcMVAJpCxQBAT88+vxtvPU1uwAIBsp49af/RDTWy1/u/xJOsh+CFfiKrmPu1Km5okLxZDNCOshRB/3B4jeKAkah60kq2s/2H/0nfZ3tgMQfKuKy936OYE1GnqGqKr4bX4N94n9RBwzsoF7oTygd9IiJWazTM2UFFUEdM/YCSIFtnpLHCBSk48NMudE9PRzc/VOmzvovAK5evJirFy+mqaODvU0nwbawzDSvfdPr8loqEWfoXy7JWF1u376ZSOcGItEIO3f+EQCXmqbpaD3X3/RxdJeHV679ON9p+W+UVBGOnsgRdJfUqUqV0uLtxlRMKnwuUlE1I3PBwVBTGFqKOV2X4TNDZGLsBkJ42fNMC6tuHqUnxpHICCHw+/34/X4mTZpU4Aud7+GdJRf5VnO5azVIQh3p8KvDv+LJk0/iSIeQK4RHeEjbaZ48+STburbxwQUfZEn5kjHbpNXWEnzzmwi++U1IxxlmmfhywblMoITbjWfVKjyrVhV8Xju4v6ETKSHEsInUWPfHRCXnEzES7DjOWY3V+asgkLGSHSony9qfZv+dy7tgIstaLmTkPJFIjCs537ZtG+vWrcv9/alPfQqAd73rXfzsZz/jda97Hffccw9f+cpX+PjHP86cOXO4//77ufLKK8etDZfw0uASOZ+AcBwHy7IKqqxlC+UYp3GKOBPEYjEaGhpQFIU1a9bkNHLZAet0nsdjYffhr+ANQsocebsjM/9Uj0F372EqymbntgUDZdz2jv/i8OHDnDx5kgULFlBbW5vbXlZShFRUsExQR4huD77PhW2h+E+5RWz673/m8PEuYu4Qjl6bqd2TkBz/1teYErC5/l/uAWD2bR9lT+sx1EefQ+9J43gUpJqRsiiGxCzS6L7p1ax8xe3s3HAvqh7HTJWNGMUXqNimH9V9mJPH9zF52oLctvrqauqrq0kkEqxfv77gd6qiZqqkSjGsyFBKGKQUC9VRcONGURQ2bnialpNPE08FkTKEomSkSXHTw4GjYU62foa3vPVLlFfM4w3XrOYPz21ESRUhkUjFBimYaszCFJL+UDf9lgtHTwJJTNVAlSrTwgtY2D40Qi5RrdKROzn7jQukrx7qC50lGOFwmGPHjpFMJgkGgzlCmN+O9W3reaL5CQJ6gJArlPvcp/kodhXTlmjjx/t/zL+u/FdKPWOfXxZnQ8wnmuY8i/Eiw6NNpCKRSK7ATjZSm+2foZHaiUjOJ2Kb4PwnDZqmUV5enqtZYBhGjqw3NjYWPEtZJ5gzIbYTdTIDGXI+XsnmQxGLxc654NBIuPbaa087Ztx5553ceeed43bMS5gYuETOJxBO511+vpFzKWWuqMWUKVOYNWtWwQCa/e/zIeeOluJ0/MO0wa3Bi9u+wGtv+mPu82xRIdu2Wb169bAIxPSpdbiq6zFPHkHq3kwYfihsC5DMWLYCgM13/wt7Tg6Q9hbjMRJoMnP9bBSSLj9HUg7yn97PDf/2YwAWfeTbnJj3GyJP3ofrYAvCkdh+ld5lU1GveA1X3vQmXC4X6VQjmk8gGP1F5dg+dE8v7Sf3FpBzyFg5ZldF8l/8q1e+maefexDL0nIuLWE1xnF3Fx16P7ZwEI5CyPGw3HcZovVpYskiNNVAyZfCqBaOoxBNhLjv/77MnXfdzbJF72BS9VIeeeFujnVIpOkBYVNaEufTc29Fq13Gjx78MV0iBkhq+6uYGplPZXQKyrA0VokiXAz09xMawWrzYhKZoQQjnU4TDocJh8Ps27cPwzBoamoimUryeOvjAAXEPL/NNb4aWuOtbOrcxK31t160c3ipcCGL60DhRGpo4u/JkyfZv38/fr8/F1UvLi6ekET45aI5P1+4XK4C+9NUKpVLLs3mfoRCodH98PPaNVFlLRc6ITR4Hjail3AJWVwi5xME+TIWGNm7PL9I0NnCsiz2799PT08PS5cuzXnm5iN7zPOZAAiF07iWk6toaVnR3GddXV3s2vY8qcifMYjQ1awxs/46Fqy8CyVvWXXFddfx4q+bIDkA3lAhQZcOSiKKDFVy3bo1mIbBkWOtpL1l+NPRggi3ioPPiJPQ/TSlfXTt20XlgqUATL3urUy97q2kE1FONh6msaUDRXNxww035PXJYGnP00IiByc7hpnk6R2fwExuxqsaCMDyKDzy4k+4cvG3KAnWs3DJlWzY/FsS8SC2pdPp6WKX/wRpYeFyNFy2CykkfXqULfpOSlUvCxVfITEfhKI4KNIimvRy5ODzzJp7NRUVi3jP6344pD9kbkVmXeIaos01SBzgNFUjkSMS8/z9AhiHDxP7zW9J79yJNAyU4iK8111P8M1vQgkNJ8nnC7fbTU1NDTU1NUgp2bJlC36/n0OdhzjSfQSP4iHqRNFdOi7dVThBFQqaorGla8sFI+cTiXhe7Ej+0MRf0zRzEphsoSq3242qqvT19REKhSYEKZ6omvMLHaH2eDwFz1J+rYJsbkvWCaakpCSXqD3RZS0XUnM+npHzS/j7xSVyPgGQ710uhBh14MgWCTpbDAwMsGvXLjweD2vWrMEzRtXCcz1GFo49ckA7H0JkpC0+T8ZN4OD+/eza+EU2qk10aiKTe2mD58hhZu//MW+57LPMXvZWAK69cgW93b0c+uufUGK9OJoOQkHYJi7bxg6Vc9v7309pSYhN//3PRN3FeIzkqDTaYyZIuAPs+u1/c+O//zT3uWVZHDp6nJ6efuYtWMTRo0cLXs6aPgkh9iFxEMOiyhkoSgrHdlNaOYN4ooe/bLmZIjWBR8ucP0BAdUDu58Udr2bh3B9RX3UF73j7N/jFrz5LJK2xy3sSAwe/5UMgEEKiKDYzapfR3L6fJneMEtvDNGPkJERVMbFsL9u3/IlZc0e298vHDW9bxx//swEhPIME/RRirj5aio8Qd/WjShcl8SBpeyVudbintRACKSUDP/s50Z/9DJlOZzpeUXD6+4neey+Jhx+m7GtfxTXECmw8IYTIRdb1Oh3vgJeQGkLaklQyRSwaQ9VUdD1D1HVdRxc6cTN+wdo0EfFSEU9d14cVqjpy5AixWIw9e/bgOE6BDaDf739J2jpRZRoXc9IghMDn8+Hz+Zg0aVLODz8bWT9+/HhO054lwBNxFeRCac6z+RYXy+f8Ev62cYmcv4Q4W+/ys42cSylpbm7m8OHDTJ8+nenTp592oBxaKOhs4XJKgTBCMKq8xa1BPA3XrfoWmzdv5uj+L/OYqw2JoNySuMjEpRMCdrkcund+lY8LjVlL3wTA6193E3vmzGDDsxsIH92HtAxEqAxP9SRe+cobmDNrOgB9bc3YohqPHL2UeLY6aTxxKoE0Fouxc+dO3G43V1xxBbZtD7smM+fdypFDz6FqcRxr+DKmxEFzRTHic5g+5zIeXn8tJVoCywFHDlkRkRK/YrH7wAeoLd2Gz+fjg3d9n/986HMYsRRB241QMpY3XneQquqpAOiOAgia3D3UGxUoI0xBsv2dNk/lKhxpOsgPn/gp/WYMgWBqaBIfec1H8Hg8hMpKsbRedLsOUAAHR9jsqd7AsfI9GGoSBj3RhbD44qYm3jP3PSwqWzTs2OZTT5P43/9FWlamuma+J7htY/f00Pv5L1Dxy1+gjVF1crwQ1IPoio6t2ATdQfBlEkRNw8Q0TeLxOLZj0y/7qdFq6O/vH3XZ/lwx0TTnF1rWcrbwer0EAgF0XWfu3LnE4/FcpDZL/vITfy+EDeBImIgkE17aSUO+H/6UKVNwHIeBgYFcMaR0Os2LL75YkF/gPo/iVOOFC22leClyfgnjgUvk/CVC1rt8aNLnWDibqLZhGOzdu5eBgQEuu+wySkvPLLltLF27Y9vs2v9XOlt3IlCom7qaRXOvKvjOVat+yDM73ojfnUkKHearrWaixkq6mG07duCTTTyjtiGASvvUtwXgl+CxJK2a4OHt3+DTg+QcYNH8mSyaP7Ng3y+88AIlRcOjFmfzSm1ra+P5HTs5kkjTFw5z3+ZtGfcXjw9t30GuXZDxSp86awlH968B17MoONhW4JT+XBjorn5sI0T9jLfRGd5FUO3NJMOO0BoHgSUlAdVk66Fvs2bh5wGIVWiUabX4LB9SymHJWEIIXLbGgJokqiYpsocXv8ho2kFVFFKpFJ+99ws0uhpJuuPgBoSk0TnM1t/t4NritXzoto9w050r+euP96NQDEh21zzL4cod6LabUKoCgUCSpmJmiI5EB3fvuZtPLvkkc0vmFrTNvP8PSNMcRswBhKqCz4fd20v8d7+n6AN3nVH/2N3d2OEIwqWjTZ6MOEMnCSkl1b5q5pTMYVf3LgJapk2KUHC73TnSkDbTxOIx5rrm0tCQqQRbXFyc81c/ndPIyw0TbbIAFOTbZD2788nf2bj0jGebJmrkfKK0S1EUiouLKS4uxjAMhBCUl5cTDodpaWnhwIED+Hy+AieYC9VfY+GS5vwSXg64RM5fAjiOg2EYZ13p80wTQiORCA0NDYRCIdasWXNWmemjRc43bvsjic3fZmqylerBSHRi7z088exUqq7+/1g6P1MVsLpyAVNK30Zz5Nf4XJnouS0zMVhVyfiep6I6pfr/Y/78+Tz/1HcYUAS11sgkQQWKHYc9aprjex9k2sLbxmx7PtkIVdagdNlYQs0lgg5FNort9ejs27ePFw4d5XBHJ650El0IbEVFtSyUgQiPPvUUu0+28PGbbwDgmls+z3OP60jxArqnl8w0QCKlgpmqoHbSe5m/9BoeefGtBAQYY8yrHEAT0NX7CJAh532JPtKJNEFfkGBguFe0zxck2R/FBOxR9OFSqiiKzfTpi/jU/36WQ/4DSCnxml4UoWZWb4RFxNPL49G/oj6scNdrPsS170nx9M/2E3M5HCvfi8vy4rH8gIMUKWpnVaBpOrW6l5Z4Cw8df4g5xXNybdRbWpAtraDro97fQlWRQPLpp05Lzo1Dh0k8+mfSDQ3ItIFQFNSaarzXXYfvFa9AnMFLXgjBjZNv5GDkID2pHso95QVtsxyLrnQXM0pm8PoVr8en+XKWjd3d3Rw5cgSXy5Uj6ufqCT0Ryf1EatNoUep88geFNoDHjx9n7969BS4941lV9u9Vc36ucBwHt9ude1Ygk18wWn9lk4EvRhLphdKcW5ZFOp2+JGu5hHHBJXJ+EZGVsWTdWM6GmMPpybmUkmPHjnHs2DFmzZpFfX39Wb9QRiLnL2z6LSUvfompdpKI4iGsZiK0ASfN4oEjdD3xYXbY32P5opsAWLvyH6luWsXWhi/g6Al0HSwHrASQnsWUqs+wfPly/H4/J9IdCJ1RVNsMHkfQpgmONf71tOQ8v+3L3/cFjn7p8wx4ivEb0REj6GmXF4+ZxLPsapq6ujnSmSHmptuT8zm3AdO20WyLlkMH+V1xEW++4nJ0l5sbXvNFOluPcXD3n0mnuxGoFJfOY9G1r8LjzVwn244MHm2svhjUAclUrh/lgEQKiRKXxOP9KJqKu9iHqmVeYMUlk+iO7UaRKi5nODmVEizbhc8dpZdiGr1HQILP9p+ynRQCDR2/oRF3RXm2ZyN38SGmLZjNe78xm7uf/h5GR4xQsgjUBBWTS/H4yk61WghK3CUc7DtIU6wpV8BH7+4B20acTnagKDiRvjG/ktq6lYEf/ACnfwClqAiltBRp21itbUTv/Rnm4SMUfeTDZ0TQl5Uv4+2z385vj/yWk/GT+FQfqqKSslNYjsWU4BQ+sugjuWqh+QVc8p1Gsp7QgUAgR0DGkwxeLFxIuYZlGLQd3Edn42HMdBpvqIhJ8xdSPmXamPaTZ9qmkVx6RnIWyfbP2RZDGtqmiUqCXy7t0nWdioqKnBlBfn8dOnSIdDpd4ARzoZKBL5SsJRaLAVwi55cwLrhEzi8SzkXGMhRj6cHT6TS7d+8mmUyycuVKisZw0RgLQycAyVQcffNXKLZTtGihzHLz4La46iGuuKm1Bjj83D/jzL8BZXDQm1F/AzPqt+X209XVxZ49ezB1k6VLl+Z0eRnPk7GX1vOUyrn/au05zv3r/5tUdwzFcoFiY3pTzDGv5Paa9wLgCRYxozbEvm6DhCuAx0igDkaYHQRpPUMcq5weqpZewV9PtKKnkphud2EBIgAhsHUXrnSKbfsO8IbLl+cG+Kq66VTVfWzU9iuKb7DC6GkcXgRIdHbs2EH0ZJgrOufzR38TtpFCQ0Nik4ykqEpYzIhY6GmbWtuiq9SHSw1hqU7G51yCIzUcR8XtSnDtNa/lO88/QDqQxm8ERmyCEAK35aHP08tP//RD3vvqDwBglNqU2SXU+muH/2gQfs1PJB2hM9GZI+fSk5ncSMfJSFhGg5QwRvTZ7u1l4Mc/wYknUCdPzj0zAlC8XpxEgtSGDegzZuB/9atGP04erp90PTNCM3ih/QW2dW8jbaep9lVzVc1VrK5ePaLNIgx3GjEMI6eHzpLBbGXM0tLSnHNF4elOLBnJhWpP78kmtj7wOwa6u5DSQQgF6Tg0bnmRqpmzufy2N+MZhcSc64TB7XYXVJXNdxZpbm4GTkmUSkpK8Pl8Z3yciRo5n6iThjMhwPn9BZlk4KxzT2trK7ZtFzjBnM/k6mzbdi6IxzNJ5JfI+SWMBy6R84uAbLT8bGUsQzFa5Ly7u5s9e/ZQVlbGsmXLzrm6JwyfAGzY+HNmG/30qKNobYUgrHipT3WxeecDrF7xhoLNjuNw+PBhWlpaWLBgAfv27SvYXqeXspVOZKb0zoiIK+CVkrraywFYv+8RNq3/MyIVQpElmWRJKdCTRRwf2Md/9XyKj7/u2wCs/czXkV//NEe7osRdwdxRBBmnlkoZZtnHv8KkKVP46Qub0BAZP8gRIITA1HSUeJQ9J1tZOnXKGVxRmD35vbQ0fQZNwCjqHRQy2nAjPQvLTFJ1SKfCmMtm1w6a3R2UWyUUxR2ufrGTms4kmiORisNsIQj4vPSGdrF38UzSrsykR1FMivwJrrnmDqbPXsPA8z8HObZ8QXN00lqaQ93Hc585tkO0f4C2HlA1hfLqimEvtkzfCVRx6vP0rJkQCEA0CiNEtE1F0lpkkw44lC+bRc0ohCy1cSNOOIxaVzey1MHnwxkYIPn00/huvumMoucAU0NTmRqaytvnvP2cyaDL5Sogg0MrY2adK/IrY05EjDfpHOjuZOPvfkm8L0KgtBx1cDySUmKlU7Qe2Ie0f8vat74bdYT+Gg/COZKzSLYYUnd3N0ePHkXX9TNOVpzIJHgitutcIvperxev10ttbS1SSuLxeC6ynl9pNvvvbCZXWWRriVwocu71el92q2eXMDFxiZxfQAz1Lj8fYp79vW3bOTLhOA5HjhyhubmZefPmUTcKgTkbDJ0AJFo3oyIxldFJT1LRKbFSdJ94AfLIeSKRoKGhAcdxWL16NX6/nwMHDhSQ/1WL3s1fG75KvwLFIywKSCCiCJYbKrOXvZ2OvpNsXv8IIlkMegIUJxdPlxKE6cU86fC/T/4bd974TwBc+blvsayrja0/+k8GIn1IQFUV/KtuZOUtrzuVXW+aOKd7oQgFxTbpHBg41UYp6ejooLe3F4CioiJqa2tzg/ScKbdy4NiXKFbjKIPmi0PPUlMgYSssmfo5nPUR3GmFtEfnLQOv5jdFf6LXaedV6/up6zSJ+hWSOuguD1NCkym2PQR6e6jvUmi/eSYDRhqXdwrXrHv1kCt5Zsh+81ff+g1hwKxWsJJubKHQFo0gtDQ106pz5zdgDBDQA9QH609dJrcbdc1q7CeexDEMlMHouKlINsy02DjdpMdn4yjgrWtjzo6vcnP9zSwrX1bQlvT2HaCqY8oglOJi7M5OzOPHcc2ePWz76Z6J8SCnI1XGzDpX5CcvBgKB3CraS5EMNxQXQtZyZNMGYpFeiiqqC/pNCIHu8RJQFDobD9F++ACTFiwesU3jTTiFEDmJUn19PbZt09/fTyQSyRVm8/l8Bcml+UGOS5Hzs8P5ym3yk4EnT55cUGk2O7nSNK1gcjWWRXB+u4ALRs7PZcJwCZcwEi6R8wuErHd5djAYjwE0O6Bkl2zHqqZ5rhgmnXFOn4AqxKAwxTllWdjZ2cmG7RtotBvpcDq47y/3UeOvoTZdyxJrSe57s5e9lXW7f8KjohdHSIrtU/rztJB0qwpltuRVc96Fomnc99z3EKki5CAxL2wHOHoSYQToaWouIED+ylqu/f/upqenh4aGBqqqqpg3b17BIC01FcVwxi69Ix2kEAQGXwRdXV1s2rSJ7u5uLMvKuUyUlJSwYsUKpk6dCsCqhT9hx7534FczVUGzxjSKyJxv2hGUlHyM2mANHZ3dWBqgQIVdyl2RN9PV/GfKO7cSDrpBVamw/IS0Isq8Gb2trutYR5tZYN9K3+IFtLW1FTQ7IIODsvbhZEyzJEVxG0uY2EGVqcV1/OLf/oAcmM4UrZKDZTuIu/sJGMXgqEjDR1tjN7UzKkDAgDnAtbXXUuEtLGyl3HknyvETmIcP45gmlkfndyttttVbqDYEU+CuqsUOlLC7dzeH+w/zzjnvZF3dulOXO5U8rSOL0DQcx0Yaxpjfu5jIT16cNm1aLnmxo6MDy7J44YUXCAaDOTJYVFT0kpCs8Za1pOMxWvY24Pb6R51QaS430pGc2LVtVHJ+oQmOqqojJiuGw+GCsvXZ/nk5absnAsZbOjJSpdl828bs5Dc/sj5Ssna+rHS8EYvFLtkoXsK44RI5H2dkl83GQ8YyFNnBrr29nQMHDlBTU8PcuXPHfRDMJ+dKaDJ0gpASOcp5qIME3l08DcdxOHToEH/a+ydeMF4gTkaHJxDsie9BczT2v7CfL936JTx6huC+9c0Pov7uDTwjO2jTTh1DRTDFgrfWv4UlV/0DAMnufhRZOoyYZyEECC2Nmizi2b1/5BXL3gxk+uXo0aOcOHGC+fPnU1dXN+y3VVXVRI4dLSAHim1T2d2Flkpju12EgyFSRcWsmjGNrq4unnzySeLxeM6bWQiBaZqEw2GeffZZrrrqKmbMmEFN+RJWLfkDG3Z/DA8t6CJDimwJvWYxC6f9P+ZNfxUtm4+iOgLDfYo0eW0XM46GEbKEIrsU7MzpO6es2RFuNwgI//HXpPTrkU5xwbndPO9ampqOkVZTeJyMvMKbclh2JM6SxiT+pI0jHNIuN7KmiU73PCxN4nXcLOpcy86aZxhwh/EZQTRHR1oujp88gV6mUR+s5/XTXz+kHwSKx0PZPT+g/7vfI/nsM2yui7J9iiSUAL/iQZ1ShzaoN/VrfrpT3fzm8G+YXTybOn+mf9SKSsyjjSP2dRYylUK43KjFJaN/5yXWeucKIek6fX19rFixokBfmy22kyWDF7PYzngeJ9Hfj2WkcfvHtpPT3G4GurtG3PZSeIoPTVbMlq0Ph8O0tbVhmmbOcnO0fIKXAhOVnF/odqmqmiPh06dPL3DuyU/WzneC0TTtgpLz7HtgItwXl/DyxyVyPo4Yj6TP0+0fYP/+/SxatCiXSDOeGCprWXrFe+k/9geK7QQRbeSoQKmdoFsLsHTZHWzevJmd3Tt5xngGG5tStRRlMBYukUSdKFtiW/jPv/wn/3rrvwLg8oR4x7ue5Pqjz7Fxy/eIpHtRhcq0skVccd0/4fGX546lmDooY0fzpbDB1unoyySBZZNlI/0niBrbWL/tEYoOV3DVqg8S8J3a96tWLOfek83o6RSW7mJ241FmHT1CIBpDcWykUEj4vPSvuRLFttm8eTPxeJySkpKCftZ1neLiYvr7+9myZQuTJ0/G5XJRXjyb1179BMl0mIZDD9DS0oxbzOaGK26lpCRDLGUuaTSPTJpJRDKK1EfWLDuWQbLnELYRgTZJPLYDj6pw6L7/pWzOhylffBOvvfb1PPqDpzgeaCQpEpQN6Lzx+X4mdRsYmiDmkQgUKtM67n37KPZHOTLrNRieENPDi9FsFwcqN9Pv6R2sHCrQbY011Wu4Y9YdVPqGVyiVUqJ4PJR84fP4P/5Rdjz1CTSri2JvNUqoMOlSCEGFp4KWeAsb2jfwppkZT3vP2jWkNm9CptOZCcgIx7AjETzLl6PWjZ60OtEwtCx6tthOb28vjY2NaJqWI+oXsnjLeBNhRc0UxpJy7HoM0pGjBhUmQsGfof2zb98+TNOkv7+/IJ8g2z8vRT5BNhD0Ul+rkXAhvcRHwlDnHsMwcnr1I0eOkEqlCAaDBAKBXABqvNuXSCQuRc4vYdxwiZyPExzHIRKJ4Ha70TRt3AfMWCyWK4qyfPnynGPE+aAnOsDrH3qQiBZBIglaIb40bQFTy09pYSdVz+Sh2lew/OSfKbLi9Ku+U04mUlJqJ5BCcLzuVfQ27KequorNJzdjYFCmliHy9NUCgRcvilTYGtnKnpN7WDT5VGXJ2pnX8PqZ14zZZqnYCDl21EMgQEh8rgDhcJit259j78GfkzxhoCZVhASpHGP7YxuoXVrDO9/0IzRNY35dDSsuu4xtW7eyYvs2Zh5rxFEUEl4vjhAo0sFn20zdtoWWb36L7oryUSMl2ep5AwMDNDU1MWvWLCBzn5xs6iHaOYW1y27l0KFDBb8LTSqlU2lDtcDOrcoKhpZcFRKES8U20yR6dmBraRQlc+6KreJoNuGiI2w+9gX2N/2aLq+GM8tBb3Nhkubanb3U9lh0FSk4KqiOThFB3MEykpZDMNbC1Ka/cnj260AIpvTPZVL/LLoCJ4m7BlAcjbJELWunVlHlqxrx/PPR6YTp9JmU6JNQtOHFkrK/catudvbszJFz97Jl6HPnYu7dh1pVVUDQpZTYXV0oPh++V75yQpKUkTCsINMIxXb6+/sLirf4/f4CPfR4EYvxXlEIlFXgLyklFu5Bd4+sAZZSYhlpKmcMzw/Ibp9IfSmEQFVVfD4f06dPz+mfw+EwnZ2dHD58GLfbXZD8ey7+92eLbN9NxATElzpR1eVyUVVVRVVVZmzKroR0dnbiOA7r16+nqKiowAnmfNt7SdZyCeOJS+T8PJH1Lrcsiw0bNrB27dpxTfSSUuYSlqZMmUIikRiXgf+6X/2SLt9GNE87CoNFhTSVz3RuxNu4ii1z5uS++8o3fI8//85gXscz1FkD2IOUWyDpV9zsqngFZUU3sGDBAo7FjtFhdhBQAgXEPB8exUOf7OOJw08UkPMzQghIKJnkz1NzBMgSduEgLDfSHWdmySo2bX6GXTt/itKioqgKts8atPgDNa7SuaGb7/e9mY/c9Ts0TePNq1dS396K+vBDpF1uDLcLiUAqSsb5obwMGY+T2LCB4sWLsZYtHbWpqpop8tPb28usWbNIp9M0NDSQTqepn+WmO76RlGUWEKSiSWW0VCh4OyS25mQE6S4vMliOCLcg3T6EA1KAq9hLsmdfhpg7ApEUOPWZ6GXaVHkgDgckIPdRos1F0XRClQGSMYejdYIZnR7cUsdlu5hWNRW3y008FiOhmBiuIEUDTfgSXST8mRecgkp1bOrgRVcBQSQcGXraOeSfl+mYONIpcHQZCYpQSNt5eh1dx/+qV9F/ognz6FEQAiUYRGoawrJQiooIvvOduJcM1y6/XJEflZ0xYwamaeYkFocPHyadTueIRdYP+nzI7HgSYVXTmHbZSnY99jCWkUZzDY/4p6ID6B4v9UuWj7iPiUbOoTDxMl//PG3atFH97/OLIZ2Pg9ZoyMoPJ9q1goknt8muhHg8HuLxOEuXLs1F1pubm5FSFujVz0VWFo/HL5HzSxg3XCLn54GhMhZVVUf1IT8XWJbF/v376enpYenSpVRUVNDW1nZGVULHwnW/+iU93kfR7Bi2WkSmjjuAgep0kvY/ycpfSba8/f0AaJrOa9/2Ew4e3czWrf+Lq/8YUghSRbPRi6+iPjSZJUuW4Pf7eX7r81hYuMUoy/AiE90VCNpibcM2W45Fd7Iby7Eo9ZTmisFkceWy23nxL4+D6cPRkmB5cUwP0smQPiEcpGJjl0bo647SHn4E0aJieWzQBxtAxi3RCTiIlCB+IM1TG77BTdd8EYCZR4+SDPiwq2tImSaqopCKRikuKc4kfAYC0NlJ5bFjtI9BzrOQUhKJRNixfStHrR9xwDjGya6MOMQl4MWN3+L6yW/nmsUfB6D6+ll0/+EgrpSC5bJxNIEzZQlqbwuKkQbNjfSrKJqNowwWV0oLEGDPz5zfYybscwQlQqJrDq54GF/lXErcJQwMnODIpAgVWoh3ds1AUVXk4H3r8XoBA0v14DKjFPWfyJHzwpMSIBwmz6wfvo3BJOE8cl7sKsatuklZKdzq6BKNtJ2m0puRyNh9fQz88IcYe/YgkynQdWQigd3Tg1JcjO91t+G78Ua0mprT9sFEwblEqnVdp7KyksrKzHXJ+neHw2FOnjwJMExicabE4kJo8WdcvpquY0doO7gf3ePFEwgiFAXbNEkO9IOABdfdSEntpFHbNNEI51jykZH870cqrpNfDGk8iOt4mg2MNy62rOVMYds2mqYVOCtJKYnFYgWysnxNe9YG9XT3ZFZzfgmXMB64RM7PESN5l5+ugufZYGBggF27duHxeFizZk3OJmqsQkRnguZwJBMxt2PYSgWFFWlc2KIcVfaQ9G3gr4fXccPsmbmtc2euYu7MVUDGjWXPnj3U1tYyZ86c3ECsqWd2S0kkmnLqu6Zt8nTL0zx98mla461IKfHpPtbUrOGmKTdRG8joiVfPvYldR58lfszAiZcjpULGwFuCFEipYSOosFaycOE81j/ZkYnWjrKYIT0SdUChYcsGbroGpGWR3rcPxZ9J8PQMroKkYzHydeBKKIg/HMGJRofpp7PI9pNpmmzZvJHN9r+yLZXGkgKvAE1AWkLbMYPO3/8vu8O/o9Q/Bdf0aRStuYHIUYErpqCbIEsWICqO4nQdhKAfX2UN6UgTDhK1X0EYYM0Bezr0OrDXEQQANwIHiW33ARniYMcM/IbCntoUfVGbUuPUS1RVVdAMsNxIBKpjjtR5gEB6IrR0pulPRAuqZI5EFko9pSwtX8rz7c8Tco0c6TXsjNvKlTVX4sTj9H3nOxh796GWlaGUV6ANEn6ZSGD39mIePYry+tcP289QTDSid77wer3U1dVRV1eX8+8Oh8N0dXVx5MiRAolFaWnpaVfyxvv6aC4XV7zp7Rx4/mmadm4jFu5GOhJF0whVVjF7zdVMXbZi1ONORB312VgWDpVU5BdDamlpGbfk34lKzrNa+InWLhh50pCVIAaDQerr6wtsUDs6OgpkS9l/I+WAJBKJS+T8EsYNl8j5WWIs7/LxIOdSSpqbmzl8+DDTp09n+vTpBQP3+R7jHY/+Cc3TPhgxH7mokE0JqhPm81ufZnseOQdybiytra0sXLhwWFLqssnL8Bz0ELfjBNThA5VA4EgHgWBhxUIgEy29u+FuNnVsQhEKRa4iFKGQsBL86fif2Nq5lU8t+xQzizNt+dCrvsLdP/sa0VQK8l3DVQtHs6kI1GMZNn995mFEVMV2jT2ZsTWJ1e5gWRaKbWd0MkNeLEKIghxNt9eLpg6QiEbxj1K5LhaLIaUknU5zTPsR2+JpNKBYG9yRI3nDo7C4AVQbIE5aOYRx5Aji6WcovfpqrDe+j0TLANJy0C9/J6ET2zC3bsJub0PG+lEFSC9Yi8FaJUAVHLIgKaEwRdMhnogTi8bASeFNWnR54jwnGljW4UO33VRVTkFVNTwBhVTEQUgwh+rDJSB1EDZFU1OsXfuKnORi3759WJZFSUkJhmGQSqUKoqA3T7mZ3b27aU+0U+2rRskr9mTYBh3JDuYWz+WyistIPb0ec/8BtOpqRJ6MSwiB8PsRuo554CCp9S/gu+XmMft3omE8iWe+f3fWYi5rCZiVWASDwQKJRYF96AWKUutuD4tfcStz115LT/NxLMPAEwhSXj8tV0V4NLzcIuenw9DJVCwWIxKJFCT/nq1fd36bJuK1gok3aYAzs3gcaoOaL1s6efIk+/fvz3niO45DWVkZFRUVxGIxfL6R82ku4RLOFpfI+VlgqHf50IHxfGUthmGwd+9eBgYGuOyyy3IevPnIFiI6V4S1MCoWp6QsI0BoICVpV7jg42xRISllrqjQUEyvmM6C4AK2DWzDixeV4dUkB+QAQTXIrQtuBeChxod4sf1Fyr3l+PLIoFfzUuIuoSXWwvd3f5+vrPkKHs1DJBLBLyspqtFIWgMk0jFsy8EtArhdHoqLi0mlUvR0dyMUD1Ikxr4oQiLkoNzF5UKUlRE9vJ+o0wEy81vH8SATNqWhChQhkPEEgaoqlGCQ/v5+gsFgbtDPRl4SiQTTpk3jiiuu4A9Pfw5LQnHeE3fjk7B0Z0YhkvKAI8AlJF49iEwmSTz9NAG3m0n/9q95jV2BHXkzqYYGerY9TEx9EjlJQXGfehEmZGbaVfDOdlRiAwMkCOMpSaBEQZGSlG7hcQ0gUWjpTVNTNJWKmkq6+o9i6V4iRXPB0Tk1MxEgbNTqJl5351sBCqpkZl1H+vv7OX78OK2trbkI7uSSyXxw4Qf56f6f0hpvRRUqmqJhOAYKCnOL5/LRRR/Fo3oIP/0MKEoBMS/oMpcLNI3EM8/gvenGMYsUwUtvpZjFhW7HSBKLrATmwIEDmKZJUVFRrk/GU4Y3Elw+H7VzF5zVbyYiOR+vYj/5Udr85N98v26v11sQpR1t5WMiR6dh4iaqnm27hj5T+Z74P/nJT/jJT37CrFmzcuPgeGnPn3/+eb7xjW+wfft22tvbeeCBB7jttttG/O4HP/hBfvjDH/Kd73yHT3ziE+d97Et46XGJnJ8B8r3Lsy+OkV4eqqrmIupni0gkQkNDA6FQiDVr1oya9DneuvaxIPNCxZ2dnfz1+fs52vU8J4xmjC02fuliadVybrv+49RWzch99yOrP8IXnvoCnVYnXrz41cxAlXbSRInixs27572b8mA5CTPBMy3P4NW8BcQ8C0Uo1PhqaIm1sK1rG1fWXklLSwuGYeD3+9G0Upy0iupWM4V4Bq+/2+1GxFxIbxARSyH10a+ZYgnsoowWMZ6MsXtSmCn7utEsgTOYyKWq/Zh2lPZIH1XBqchUirI3vIFrVl7Opk2biEajuX6xLAvHcViwYAHXXXcd6/feTacFgbz3qDcuWbor899G3jzJyt5fPh9OPE78qacwPvgBXHm+7GpJCf5rr8W9+nIGHn8e05PElT61E5cE2xIkzcEENk2AWkzCieB2R7GlSiookY6FO6lgOjqKsPG4Bmjva2JyYDKlfjddS+di+qMQc4PUkMJG+MLULfJyw+veOuw65ruO9Pb2UlFRgc/nGxbFfW/VeznmHONg/CBJO0m5p5wrqq9gWfky3KobJx7H6uxEOc0SsRIIYHd3IeNxRHBsX+2/V7hcroLJUyKRyEkssiXRpZS0tbWdVdT2QmIikvMLJbXJT/7N9+sOh8McP36cvXv3DitWlV+MbiKT84nYtvFwkcn3xP/mN7/Jxz72MZ544gl+/etf09DQQElJCatXr+a6667j+uuvZ+XKledk4hCPx1myZAl33nknt99++6jfe+CBB9i0aRO1tS8fK9lLOD0ukfPTYGjS51jLiOdCnKWUHDt2jMbGRmbPnk19ff2YL4HzlbUErBBJTQEMYJQBQ2b27zKKcjKWR5//HzanNhFzS1Q3qA70K0la+zew8beb+dBVX2DNZbcBUF9ez1ev/yo/2PgD9kT30Gtnytrr6NSKWm6pvYXXLn0tAIcih+hN9Y7ok52FrupIKdnVvYsra6/ENE2EEKTTaaLRKD6fD5/PRzKZzP1GCIGmunBXuLH6BKaTSQIdBksiEExeNBmAh7f9F75FzcT3ePG1GKRLVByXAlJHYKNavQw0JiidtxTf9dcRKiujrq6OpqYmenp66OrqIpVKsXr1aiZPzuyzL9GKA6h53bpiG7gMSOV1wbBe93iwozE2fOrL7F9yFS7Nw8zZ01lz00LcXjea249fuRaTx7B1A8XUGejxwIkAcnKMAQfctgISUpqBGkjhSAUHlf4Sid7vMK9F4u03sN0ZN/qg0Uc8qlDyiptY9IG7WHwe/tqKohRUYcyP4laFqyizyk5powOluBRX9oeDVu+niTI7Gb91JhiRm6gQQuQS4bIl0VtaWjhx4gTt7e0FUdssGbwQLiOnw0Qk5xerTUP9utPpdE42lr/ykbVrnGjXCTIEeCLKbWD8K5cC1NfXc9ddd/GXv/yFd73rXbzqVa/iqaee4qmnnuLuu+8mmUyydetW5s2bd1b7veWWW7jlllvG/E5ra2tucvDKV77yfE5jGMLhcMHqfSQSyTkVXcKFxyVyPgay0fLsbPt0g83ZRs6zxXGSySSrVq06o5v+fMn5T9bdyls2b0R1OrFF+YjERpH9OEoxn5l2BZs2beJw8/NsTG8ipUtKUkquqBCAjUOvx+IH679KXfVs6uvmA4ME/dVfpamniZ0tO7Fsi8klkwkkAwWDY8pOYUsbTYx9KypCIWbGgEzkIp1OYyRSiLSkP9xPP/0oqkQP6FCUeZlKKVm0eC1b23+LHlOxfFYmCzMLE7SkhlVmcesNn+V4eyOK3ETKE+TE7V4mP9yBvyWJsCVSEQhHIhRJvNam7P3vQRtc5tR1nUmTJtHT00NZWRnLli0r0B6W+etRAEuCPnj40t7siZ1qjsz70zJtDMNAlxJtoJ24HSZuS7buaWPP3t285g03M3VuDfW3fBXroU7i/p2EY4KmvcV4DJVJZUmOFxm40uBSQ6TSKcQASKliex2S0qG6PETkRj/K3iiBthSgYM5waK6ZwW0f/hDiPIjZULcWGB7FHVp4R9f1U0v5U+qx9u9DGeOZcGIxXPPnI15m9mUThbQoioLf78ftdnPZZZdhWVbOZWRoCfusZePFiIZORHL+UklI3G73sJWPbB+Fw2Fs22bPnj3n5NRzoTBRnVrgwrYt69YyY8YMZsyYwV133YXjOOzdu5eZM2eefgdnCcdxeMc73sFnP/tZFiw4O+nYWOjr6+Pb3/42+/bt4/LLL+cTn/gETz75JL/85S9JJpPccccd3HHHHRNyZeRvCZfI+QjI9y7Pd2M5Hc4mct7T08Pu3btzZO5MI1RjubVE+8M8+quvYQ10ZL4bqODmOz5FSfmp5a4FddV4E6tIe59Alb3YFGc05gDSRpH9IAQidQW1iTDFtbUc2P4CCZekNKUO8y5XUShOQa/H4oGn/otPvPOegu315fXUl5+y2zt06FDB5CLkCqErOmk7jUcbfUndljalnlLi8Tjd3d1YsTSWoSJkXujZgnRaYsfb8VeHMk43q24jUJzimT/8EXVAGyxARMYrXAW7wuKN7/k0FaWz2Lj5Z+giQUJWI4oFjW+bRPBEgtDhGFrUwvJpRGd5sGYm6DWOcDPLAOjt7aWhoYGKigrmz58/bPBfOed91B7/MScM8A6OZ47KYHIlBSFzVQgcy8EwDHI6b+FGJ0P2pbRI0c9D9z3G29//esqqi5jx2nvp3PwbGp97ACtt4fGbrG4PktYMOoM2KWGCdBDSwTBspA41Li/L/WX0z1Dpn3GK3Ib0bno6ihGaRjgc5pEf/C9mysJEoiLQBax83SuYv+yyUfsKTk9AhxbesW07V3jn5MmTyIpyKlNplN5e9FAIXdcK7j0nmQQh8K67dtzJiLQs7N5ekBK1pGTEyqQjIR2PcXJvA827d5Ic6Ef3eJm0YBFTFi8nUJqZyE0U7XsW+e3RNG1YCfusBGbPnj0FLiOlpaX4fL4LQgQnolxjIrQpf+UjGww4fPgwwWCQ7u5ujh49mpvgZlc+LlRl2bHwUhcgGgtZK8ULgVgsRnCIvE5RFBYvvjA1GL72ta+haRof//jHx3W/3/nOd/jRj37Etddey913342iKHzzm9/klltuQdM03vGOd1BcXDzukfpLKMQlcj4EQ2UsZ0rM4cyi2o7jcOTIEZqbm5k3bx51dXVn9YIb7Ri/+8E/Ut+7kdUijDJYXl0OCI7cs51joct4y8e/mfvulre/j8t/LUl7N6A64QL5gKMUI5Ir+bfimSxcuBBHxGmkE4/JqEWFVBRUx6Ghd/dp268oCqZ5yp5vTskc6gJ1tMRaqNUykwhpO+i9KYQjsYIuEm4LXdGZpc9i48aNGHt6UGJlOJ4IqmMiskmnUiJRSKQh3dHD5WtXEQwGWbvi/Syc+yoef+prnDh8FCfloPk05i1Zzg1XfRKPOxOdTVl9aIMe7JkTE0Rn+InO8OM42VwD8IokSTOSkyQdPXKMSquOgWdtNvxlL+6AzszraymbUQxkIsaXB+fRGj7AgA1BBY5Nh8W7My4ttgYOmai5W/VjpE1AIpxMZmdP+SkfbyE0NClIiwHWP76T2959LaqmodVdSZodKH4H6fGgWBavNYo4GG9nv6eVXhFBKJJQQmO6EmRmWQh9iM5HDs4WhFR49s+PcHDzHpJuifRmrohEIoCnHn6CbY88zTv/6bNj9vXZEFFVVQskMOmFC+np68PatJlkLEbU50N3u9FVFTWZQEmmcK9Zg2fNmjM+xungJJMkn3qK5LPPYnd1g5QoRUV4r70G7w03oBYXj/rbSFsrm+77NQPdnSiKgqq7SEaj7PnLYxzd/CKXveb11M1bOG5tHU+MNv54PB5qa2upra0d1WUk22fjSQQnauR8orVJSomu60ydOjXn1JNNLs26ivj9/hxZLy4uvigypYmaqAoZcn6hqrcmEomLVoRo+/btfO9732PHjh3jel+apslPfvIT7r33Xm655RZ27drF8uXL+dGPfsT73vc+AObPn893vvOdS+T8AuMSOc/DSN7lZ4PTkfOs24lt26xevfqcPFFHcmv5/f/8P5ZEniIgkvTIEOZgJFyXFjUiTHH0OX7zX5/mrR//Vu43W9/2fv56eB2f3/oUaVcEicRlFPFGrY6V5R6uuuoqfD4f2/c8gaVIXNbY10K3IaqZp9X0DY38a4rGK6e+kh/u/SHhaA91jSoy6UchBAg0LBT6KKorwtRM5k6bxV8ei+FxQqCkSbvigI2QCgiJFJlQtBIPMqf2VMS+KFDDm1/73THPQVM8CEcOktCRzzdLYBXc7Nixg75jMcxdQQ4nI9h5XLTpUB/llR7WfnQhbr+Lt639GT3P3MiGWD89lmDTXMm6IBT3g6lkZNZuxYWi6DgyCVKiWSaG20PztPkFbRBCBSloOnkMuBYpJccP7CMWjVJcVY3L7aa/rw+31FmSnMLC5CSauxux9R7UsIZrho4++dTLU6Rs9BYTzTFwKlRKUsUc2LmHlAeELVGcvGqsSExdIWKZ/Orr3+btn/vUiNfpfF8Ybp+P2s98hth995F89jmsSAQ7FsO2bVIeD8lFi9CuW0e6t5fS0tIxX7hn0hYnFsv4qu/eA5qGEgyCEDiRCNHf/h+pLVsp+cynUSuH50akogNsuu9XDHR3EiyrLLAKlFIS6+1m24O/xxsqAu+5eVpfKJzpBGqoy8hoRDBL1ouLi89ZPjARyflEbNPQCUP+BDe/smwkEuHIkSOkUilCoVBOOjZaTYLxaNdElbVcCM05kJPpXSyf8/Xr19PV1cWUKVNyn9m2zac//Wm++93vcuLEiXPabzweJxqNsnbtWgBmzMgYPdx00005XnTjjTdyzz33jLWbYbjeXETQuLge8NFBGezLFZfIOYXe5dnly3MZiFVVLYgK56Ojo4O9e/dSU1PD3Llzz3mAGDoBiPaHmRzeREAkaZclBRpyU2h0yGKqRR9zBrbR2XKCqklTc9tvmD0z52OebV95eTk9PT05zbTfX4KQGZs/xniPOwLctjgjD9mhk4t1k9bRFWlj56NPo4hKBGBjZGoLCQ0vU3BaU3jrYrRvOorteFBFmkCiCpcZJ+2KYmlpQKCZLtzpIGq6nL2P7+K6j0wZsR0jYXr5ZRzpeBiVFA7ewo22BAVUNY4lvagDRaQdm4FtLpKGja6ApggUReA4EsuRdHQkee5bDVz/xeW4XC4+e9OzTH/xE2wJv8BxQ/LgzZK3Pgj+dMYaUHX5kZaNalkojo2t6uxbvDbnGFNwHdEwZZJkPM3RY4dpb29HUyGeaCMet7FsMAw/LpcXFYX60hk096ZQRZJsRyoxG+/6OEa7xHQUTCEQuHA5m1CrJqFoJZlJSt6jIBCopsRxCeLR9JjX83wlHMLtJvj2t+N/9atJN+zOuLL4fGgLFxAVgnA4THNzM/v37ycQCBQUQjrb5yv661+T3tWAVlVVKGPx+VAsC6uxkf57fkjJP/1/w8aG5r0NGWJeXomiDC9wEiirYKCrg8YtG5lxzQ3nfD0uFM51rBuJCIbD4VxVzHzLxuAotQBGwkQlwhMtGny6Ng2tLJsvU2pra8OyrIJiSIFAYFyu+0SWtVxozfnFipy/4x3v4IYbCseSm266iXe84x285z3vOef9JhKJnMNWKBQimUyydu1aiouLc31qWVbOfGEiPqt/K/i7J+eOkyk+cy4ylqFQVZVUKlXwmW3bHDp0iLa2thGL9pzLMTJ65Awe/fXXWS3C9MjQyK4VQtAjQ1SKPp6677u89ZPfLdjsOA4HDx7MtS8QCNDV1ZXbPqv+MiotHy3uBN5RuJhEYmiwSB25HHc+RtLMCyGIbm3EJapxSOMwmFQrABykNFGElye3vcAKuQSoRhmMkLvNAG4zgBz8H07mGJZQGIikGIqfPPQHDrR243OpvPMV1zOr/pQF5KLpy9nTNoOAsp+4dKGmoXh/jNKGftxhE4QkNVXSMm8eC69bxMkHoyQNE7daaBumKAKXIrBsh3DE4PATJ5n3qqkAvH7Nd3k9EEv0EL+mi7aqLfgeegjR3o6MRgeLnUpigSIOLryCjroZjISMgEdh246tpNM9WNpz2ERRTRtFB12T9PVFgCLKyjMVXAOylJjsJFgaRU0IeEAQS2soQqIqNiCQjk4Ci0D7cXTTJFo6PFIsBGBLkm546N6f89r3vGuE74zfgK0UFeG9+qqCz0phRBeY/fv3F5CO0tLSXHLwaLC7ukht2owSCo2oLxeahlJejnnoEOahQ7jmzi3Y3tywHUXVhhHz3O+FwOXz03ZwL5NWrD7Lsx8dMp3GPNEElolSVoZ2DmPLeL1chxLBbOJidgIFFGihxyrWMhFf+BNBcz4UZzthGCpTisfjuT46fvx4ga1jNrn0YrTrYuJCThzi8fgwzfn5IBaLcfTo0dzfx48fZ9euXZSWljJlypSc73oWuq5TXV3NnDlzzvmYiqKwdu1ampqamDp1KuXl5Tz66KO583Ich3379uUi6hPxWf1bwd8tOT9T7/KzwdCodiwWo6GhAUVRWLNmzbhUDxsaebb621FwclKWkWAJFYFEJLsLPk8kEuzatQuAK664gkAgQDKZxHGc3DVRVZXVU67m/o7HSagWPrvwOBJJVLfxmIKbVr/tjNo/lJxHB8I09w6A0AbtBrUcoRJCIBSBI9MIx0OzsQ831TgSlCER3Wx7cp/l9efnf3APT7cWExchpJgGEh78yX7q1L/w3XetY+60DIG9avaneOHwv1IUO0H1Aym8zRZSCKRHIhyHwF6dpcd6CaT+Sk/7QlQhRh3sNVXBdByat3fnyHkWAV85AV85HctNuOZqqsMRUrt24tgOT+xpp6UihK6MvgwohYWLMtxui76+ewlWdxIrLiPV40JTHUCiCAchIvR076OychFuzQ2+Svpc9VQ8uZ9YWsOlWIPOKhqa0NE9buLxOJYAb08r8VAJjja8CIriSBxV0N/SNbxx2TZepOTHkVxgsqTj2LFjuQTvbLR3qAQmvXcvMhpFzfOSHwrh9eL09mLs3l1AzqWUJPr70fSxdayay4WRTGAkT1MQ6wzgpFIkHn2M5DPP4PT0IKWDcLlxLV6E/5WvxHUWlm0Xqo+y9qbZqpjRaJRwOExnZ2euHHq+Xj2/0M5EfOFPRM35+ZDg/ITsrK3mSCXrs/2TtW680O260LhQshbDMDBNc1xlLdu2bWPdunW5vz/1qYyE8F3vehc/+9nPxu04+SgtLeWLX/wiJSUlQOZ9nT/hyNZjyRZDmmjPxN8S/i7Jeb6MBcb2Lj8b5JPz1tZW9u/fz5QpU5g1a9a4DVbjVYSoo6ODgztepEw7gSN2c3jjAAp+inyrcZmlBS/Id7z2yxz94T4a1JOkVQuvKVARWEKS1CW6DTeUr+HKFa8/7XFHIuebNz4O0oUUBgKJ42QIg1BOJWcqIpO32qcnqc6lT458HRyZ0eBUTg4B8N5v/jeb+mdgKyqKNNGkhURgo9FkT+UdP93JL98Lc6fNYWrNNHT1X2n550/hO3ECo0wgNYEjdaRTREV1HXrKIP7ooxQXx+mbdMXY5ysgHiu01zQMg2ee+TPhcC+W5bB06Sq8Ky7DuyLjgFL0mxdoadyOLU1UMZwYWzINKMyaN51I5FHcnk5MI0hotoMZk1gxBcXjIHR10KUlStfJowRC5Vx9+7uoqpnEg3/++KCe342m6KiadsocBlAlmIqkuKuNcJ52vxCjPzMv1aA9EunYvn07mqbltNFDJTAylco4FI3xjGbPxxlczo2Fezm5Zxct+/cQaW8F6SClgycQGrE8vWPbKIqKquvndW2cVIr+736P9LZtCLcbpaQEVBWZSJDeuAlz335CH/ognpUrz2h/F4MICyEIhUKEQqFc4uJYhXYmIhH+W4icj4WhJesty8q5J2ULiGWfm5KSkjFzCi4UAR4PXKi2xeNxgHEl59dee+1ZTZ7PVWeeD5fLxYoVK0bdXlZWxve///3c3xPtOf1bwt8dOc/3LhdjRD3PBVmf8927d9PT08PSpUtztmTjeYz8yLkSqEAOKOjSGjV6rko7k9zmKcvJWMKNmwi6HiOphBFSR+DCFj10Je8noAboPlBO1YIbcsf80l2/494//iObW1+k15UmLSSqA1PTQa6f9xpuv+mTZ9z+oeQ8mYplSLiUOFKCECgjPvQOUtdwaXHSZhCUxPDvSXBwoylJlt32Cv68/q9s7p+Gg0CXqRydFEgUDBxUYqKYf/j5szzxL5nlwLKOPpxegZy8gIS0SSaTeFQXXp8Xj9sLbi/0Rint3E5/zWWgnJlLhWEY/OoX/0N3Zx8OWkYfIiWtzQ/y/HOP8u47P47f5+cVt19B63+10pfuQGKhStfgdx0sDBBQFZjK2pvn8fzzX0bVVCQqrmJJ2TKDvoM6Zr/ATInctVS8cVbd/lGmLr2MI/f9H6aU+Nw+1MH7v2DFAVCEwAJcyYERz8VRBYotmXnF0lHPdyLYBiqKgsvlory8nLq6upwEJhKJ5Iq6VHZ3EzRNpJFGd43cl5lzkSjBEK0H9rL94ftJDvSjapmJTSo6QKS9FZcnTElNHZq70BY0HY9RNXM2nmAIurpHPMaZIPHII6S3bUOpqEDJq+YpQiFEMIjd3s7AT/8XffbsMd1l8nGxX7BDy6HnF9rZv38/pmly+PBhKisrx1ULfT6YqNH8CzVh0DStoI8MwxgxpyArgQkGg7m2/D1GzmOxTPLhxdKcX0hMxHv97xF/N+T8XL3LzwbpdJqBgYGcjOVClMIeKmu5+Y5PceSe7dSIMB2yeETdebmI0k2I1a98L5s2bUJLRfC5H8NS+nDJGkS29I0EB4mhtdPS+j/4SuoI1maWyHXNxV1v+gbvtW22732CgXgvFSWTWTLv2rNu/1ByHgqWIDmWkaooY61iKLg1ldW3TOX5R9pwHD8oaWDwekgVBzeKMFm2ugRPKMAPnzmEzQw0jBHjvAo2Diptdi0Hjx9i7rQ5JLdtRabTGMEAZjJNSah0WKKvXlWO++BJPH0nMCpG1/g5EvyBzGN2zw++TjwGmcfOyUWqJSoDAw4/+O+v87F/+CJuj4d3few2Hvr5c7R0H8cSKbKG6Jr0MH3ybF79zqs5cWIrqpbAtk8RSleJQ8UVaVK9AjuqIiW4ggncZUmmLs1E5u1UKmMZahiYgKooaHmyAkGmgJAAxAj8WiJBKARMwZobXzHieY9UhGgiYMRy9lVVWE8+Sbq1DaeoCN2l49Jd6C4dZdBuUkajCJ+fZF0NWx/4PWY6SaiyGiEE7kAAyzBwbBsjmSTc3kL55KkoaqbfU7EoiqIw/bJV59V2J5kk+cyzCI+ngJhnIYRArarCbmsj9eJG/LeOXV0QJsYEamihneeee47i4mIikUhOC52N2JaWll6QcXUsZCWQE42wXEwS7HK5qKqqoqqqCiklyWQy5wRz8uRJpJQ5+UsqlZpw1yqLC5UQmrVRnKiTkrPBRO27vzf8XZBzKSWGYRREy8fzBpRS0tzczJEjR1BVlcsvv3xc9t/R180nHvge7ckoQggWl9bymdVvKSC3JeW1NBZdRvHAc1SJPnplCEtkBh9V2pSLKCYae1yLqD3ZTV1dHb7IbjqSvbid2lPEfBAKAowyLE83XY1/zpHzLFRVZeWSW8/5nIaSc8MwcHtrkWxAEV6EMEb8XcbyW7JoxnxmX7cClB1seuwoaSOAJKOFFDioSh8rrq1jyWuuBKDNKM9UeB/DakbBxBIu7n38Gb72oTmYPb2k0mnMtJErYW6aZkF0Wfd70FSJYiYLXpKW3Y9htOJIAyk1VHUSUy6bx4MP/GaQmGfaOeTskFJg2i5+/vPvc9cHPo3b6+ZNH7yRWH+CDU/uoqO9k/KqMq5/9Uo8vgw5cZyRbTuFAHepg1Keaa+qWjhOpn3HDzXy4rZd4DiYjoMiBLZtY5gmmqbicrlx+Tyk4klQwFHVnLWklJnCTVJV0NOSukXjX/XudJBSYqXTCFU5rc77dMgVdZk3j+hrXkvsD39AKgqmopJMJonGomiqhi4dtL5+fOuu5UjLcdLxWI6YA+huD6GKKga6OnCkxEwmiUXCePyBDDFXVWavvYZJCxbT29s7dqPGgHXsOHZvL+qQRLCCc1JVUBSMXbvOmJxPpJdxti01NTX4/f6cFjocDtPW1sahQ4fwer0FWugL7d2dncBMNOL1UklthBDDcgpisViu2m8kEkEIwb59+3L9dLEnVKPhQiWExmKxC1aU6xL+PvE3T84dJ1Ntcf369cybN2/cZSaGYbB3714GBgaYM2cOx48fH5cH9NU//jwnaUbo/eDPLKmvTzTy/GP7uFytZ01e8ZU7PvZNfvtfn2LWwHaqRN8pIioE3RTRoC1g0rLbWbRoERXl5TQ8/W8oeIYR8ywUIUD66E9txEon0Nznn8hq9YZxEnHIk7X09fWxa9cuQqEQ8+rqONgaxnFUhLAKrqEjQUg3qprkuuveBMDsa5cz46olNK5voP1QG9KRFNcV0aZKlrzyytxvbbQxiTmcUk4nzYwWtiUSxptOEuvtoq+7a/A7Ereu4KqdgsvjRVoW7pAbzeMhbYNqJ0kkt2KYzThOxtYxUySkgUi8lyNHD4LwghyFUJNJgI30RjEMA5fLheM4tLQ3o5YkuOWatTknjCxqauZx+IgHVU1hWaMTVVU1Mc0pHD/UyO/v+z9kWSm1HScwFQdFnrrOlmUjZRq3243q0bENk2RROY6W54nuSHwJmDJ/Jje/6Y2jX9NxjpynE3GaGnZwfPsWkgN9CKFQNmUq05ZfTu2c+WPqxc8EgdtfhxOJkHzuOdyxKB6vDykEVl8ftnTonzqVw1PraduyHk3TsR0bTVXJ3j2+omJUXSfeFyHZHyHRF0HTXVROm8H0FVcwedHS3D19ruODNA1wHDhd5E9VkemxbS7zMdEIRf6EIV8LPX36dCzLyskrGhsbSSaTOe/u0tJSQqHQuJOviUrOJ4p8JN8Dv76+nkOHDmEYBh6Ph9bWVg4ePIjX6y0ohpSfAHyxkF0BuVCa878FSUsW2dX5iZo78PeAv1lynpWxZN1YNE0bl0TKfGQzl4PBIGvWrCGVShVYH50rbv3RZ2jXDyOEibT9IDVAgmIiPB1steJ84Y/f46u3/0PuN3d8/Nt0tpzgr/d/DyXeDUgsdykVc9Yxp6yGJUuW4PP5sJJRHBIojB11FNKFIwysxEABOTdth4aWftr706iKYHalnxkVIxdWcRyH6O/vI/rAA5jNzZkKnppG6bRpHEunaRSCmTNnMnXqVJYsWcI9P/kXOvodhPTgSBuQZFJPBYqS5G2vehse36mEG1VVmX3tcmZfuxzI+Ph2PPtswcvdK+IkhX9sj3YUhJRUB3U2bdxI2uhjiuVgWw5SVUGCFIKkBS1NJ6iqrsRtOLhqKlny0ZvY/PtjdHY/j2GeRAgvQhSjKALdpeCvVGjctgk1ZWBVTkKM+S6VOFJjz97tLFywnF27dmGaJsuXLceIpYj2DRAsDuW+HQiUIsRSFOUFkA4j7VwIAykFlRWv4KE/3p/xq1dUrFApItqLnTn7XOKtbdsYloHh2NRU11J6+xvZ9cQLSFsiBPhrSnnjhz4w1kmMO2LhXjb+7peEW0+iqCq6x4t0HFoP7KX98AGmX7aKZa+8bcREzCxON1EQuk7o/e/Ds/Jyks8/j3HgIMJx8K+ci+fqa3CvuIyStlY6tq7HAfr7MhOEjARGR9d13D4/bp+fmNeDquq84kOfwF9aNm7kVykuQbhdyGQSMVbimWmiVlWd0T4ngqxlKMaK5muaRkVFRS7IkvXuDofDtLa24jhOgR3geEQzs9dook1iHMe5KBU/zxZSSvx+P9OnTwcyVSf7+vqIRCI0NjaSSCSGFUO6GCTwQhLOWCyG3z+xCoydC7Ka/AcffBDTNHnLW96Sex6z/9/Q0IDL5WLeWbhCXcLZY+I92eMAKWUu6RMyEY/TVe882/0fO3aMY8eOMWvWLOrr6xFCFBzzXPHU/g20qScQwkZamSqZGQhwXEhHR+h9PN61iy+n0wUls6smTeVt//AdANrb29m3bx91dXXMmTMnF2FRXF4EGg6ni6xZCFTUPGK+/mgvv93aQnM4geNIHMCrqyysCfLeK6cytezUdx3Hoetznyfx/PNg2whdz5TBNNJ49+7F/tK/sOizn6F62jQgM2B+8H3/wgvP3s/mfVuIpjLnrCgpZtfUcvONH6GsYnSrO6AgISk7AC+viPJUTyUOKgqn+satptFVk6TlxpAe/E4fl9VOJd20m0P+MopDAYr7Boj7vEhFoc/rcKjWpM/voFvHWRTzs/a6W6lYWsuc1HF6f9ON5i5BoKFqCr5yDy5f5vHSXDrhY0fR4gPYwdDwhueQ0ZWHe3t58cUXcQYMeo93sv+5XTiDUpig7mPqvBmsfXXGYmvZ0rvYtn0/bncY0/QipYvMPeOgKgaqliaVmkXQtZSk80hmjgd0T55G1XETmRjAFKAMEhApwDItqssrWfO5f8RTUcnS1WvHvO4jYbwi545ts+WP/0f4ZFOmyE8eGfEEQ6QTcRq3biRQWsacK689r2MJVcW9fDnu5ctHJGTBoiLcHg+a5kL3ebFME9M0SSZTRKMxNE1F113Yto2/uJRAWfmwY5zPNdHqp6DPmo2xZzdiFCLgJJOgaXjWnLmf+kQiFGdLhId6d2flFT09PTQ2NqLreo6on66S7GjIBnUm0nWCiWnvCMOlI7quF0yo0ul0Lik7W5cgW7CqpKTkrApWnQ2y/XihNOcXqzrohUT22tx///3ous5b3vKWYSt+X/rSl5g+fTrf/va3J7Qzz8sdf3PkPBstH5r0qWlazjrxfJBOp9m9ezfJZJKVK1dSVFSU25Z1IjkfHed/PPcHhC+GNIsY2apOIG0/wt3DPz3yP3z99YUuKbZtc/DgQdrb21m0aBFVQyJoiqpR5F5Jr/kE0ikeuUy9EDhKnCJ1LbovQyb/erCL/3n2OGnLoSLgwqOrmZdh2mZLUx+t/Qf50ivnUj9I0Pvu+SGJ555DqCpicLlPSoktBFLV0AyD1Pf+C2PVKlyD/tKqqnLN9W/imuvfhG3bSOmgjeCxnY/GHU9ycOPTmKkUnoCfdGhKATn/8rvuYNM3/kJMKUKTktkljSyp2se0omaEkKRtN3u656HFvVx15ef44YvPIFWd/fNns3jPAbzxKH9ZAltn2yRdGXkRwGYdnq7ewvu6l9C+Ywu6X6eoonTENroG9ZZatA87EBy5WFSmdwBJNJoiYApOHD1OGhMVgYqCgyRsRunfvZuu5g5e/YE3UlMzmyWLv0JDw7+huzpQlGRub47tIp1ewnXrvsLjf3hiyKEUOmfMxR/pJdjVhjAGCzYJFau0knVf+RrqoOPIU49sofloF6qmcNUrljBtztiTpPFE17Ej9J5swl9aVkDMs3D7/FjpFI1bNzJj1Zrz1qFnMdLz6y8ppbRmEl1Njbh8PnTdha678PlOuUAZRppkLI6rpj5XMKS0tHRcompCCPyveTXm0aPYnZ2olZUFch4nlcLp7sZ92XJcCxee0T4nmub8fCQkQ+UVtm3n7ADzbTTz5RVnQiwuyVrODqdrl9vtpqamhpqamlxSdlaq1NTUBBQWrPJ6veNWuXS8bJOHIqs5f7kiOw5s27YNwzDo7Oykrq6OY8eOYZomXq8Xr9eLrusMDAxQN0ZNiEsYH/zNkPOh3uVDkz7HI3Le09PD7t27KSsrY9myZcOWFLMDvW3b57zc2OdkydUYA4ijg55gR/fJgo/j8Ti7du06bdGjiqk3Ezn0AqboQZflwwi6o/SjSDeVUzKJn/1Jk59tbMZyJJNLTlWNE0IQ9Gj4XSpNkSQ/39TMP79ybkbO8sgjICVisMqc49hYlo2qKNhIRCCAE4sx8OtfU/65zw1rY+Zajv7i7Grez2N3/yfxniTSyYtGKgf4w6GtvPbTX8MXLKOsqJRvvHYyn32omRX1+7h60kZ0xSJuenEcBY+W4oYp66mvnsWBTf+LIXQUxyHu97Nj6SJa3PvZW9OLx5CU9wscTSfl8ZDWVdqTHXx353dYPuCj2ls0alsBFF0FM50pGCPyzstxEJaZofy6B1UzmDd1LusfexYDEw+nfLFVQAdMadHe18Vzf3iS699yK1OmLKGu7nfs2/cEbe0vYNsJolHJZcvfyqxZGYcQy7Jy1o35iJeUES8py6l+pAAXCqrbw69+8BjRNgOXFUBIPybw15/vxXRt4prXLmPBsumjnu94Rc7bDu7HsSy0USwOIRNBj0fCdB8/Rs3suaN+73whhGDaZSvpbs4khbr9pyJlWctGMx6juLycK259Faai5by8swWQNE07r+viXrqU0PveR/QXP8duaQFdR6gq0kiDquJatozQhz+MOMPxZ6LJWsZTQpK95vmVZEeyA8x+Z7SIbTZCPZEmMTCxyfmZRlNzSdl+P5MmTcq8O6JRIpFIrmCVy+UqcOs5l9UPOBXRvxD9GI/HX9aR8yw5f/DBB3nkkUdobGwkGAxy/Pjx3H3m8Xhobm5GURSuuCJT32OiPRN/S/ibIOfZqFV22WqkAet8yLnjOBw5coTm5mbmzZtHXV3diDfleJDzsTj5sHblvVjb29t56pmfE7X34Cnq49izJqatkRwoZnr11dx0/Qdz3w1NWUxd+N20dt+LIdpQZBBV6jjCwhZREDrFrtsomZF5ADc09tIbM5hUPHI5Z0URlPl0Glr6OdGboPJwA3Zvb64UumVZSMdB1zSEENiOjVAUpBAk1r8AI5DzsRDpPMHD3/gX0lELRRUobpEjg7YpCZ8I84f/+CR3fPkedLePdZev4b7KXvYefpYBw01PqgSBxCUMygN+JlXOIJ1uIc4j6K6l2CkVBPQEbXbWpRFOAFto9HvAURSkUBDSoc5fR/NAEzuLw1x93GIgdgIpTYRQ0fUiQsV1qIN2esXFZYR7ewA1I16xLPSBCGp8AGFbgECqKjXz53Ngww7SQ4h5PnShkZIGLcdPYlkWmqahqiqLF9/K4sW3IqXkiSeeYPLkJbnflJdXcLyzeczrmr2b3Jqbn37rIWSvH7fjwxEWjmICAsVx4UmV88L9+7Ftm8UrZo24r/EatFOJ2GmTPVVNx3HsUatvjucLZMriZYRbT3J08wbSyTgefxBF07ANg1Q8isvjZemtr6W6PiPXyhZCykZwu7q6SCaTbNmy5YwKuowE79VX4Zo7h9SLL5LeuQtppFGra/BcuRb3kiVnTMyzmEgv2Aup7x7JDjArr2huzjwb+RIYby6wMDHlIxOVnJ+PI4qiKBQVFVFUVJQrWDV09cPv9xc8O2f6rr2QEoyXOznP9terXvUqVq9ezbe//W2mTp3K8uXL6e/vz1VAXbduHbfddhvz588v+N0ljD9e1uQ8m309koxlKLIFgs4WyWSShoYGLMti9erVYz6A2ejK+UTofbjI1BrL6I9HPpAFUmV6qCwnY3lhy/fxVTZS7UpgOQqOVHGpBqHKAXrSf+TeX+/hPW87VdmrZunteI5NoqvpT8Ss3dhKAiFVQsrlxJ35+Gddn/vuka44jgRVGf0FFfRohCNJjvXEKevtBcdBKgJr0B9cUZWcJV8OipJxcDlLvPC7uzPE3CVQ8tokhEAZtBCPdsbY8qcfs/YN/5DJQUhvpLasiKmuOgb6B5BIQqHKHHl2u+tI6vspLmunt20yIOkI9GAqFgHLi6MWnrsYPF5I89PqaqRTGlSop87Ocgbo6e7A759BIFiOApTUVJMUDlgSd2cLSjoFioJUBtugKZgtLYTjTYjKqYgxJBoaGgknxbE9h5m9bH5h2wafgfyo6LW3Xs+OvduxRcb9ZuQhNXPP1VZNo32vhupo2EoKIbJ3okSqBo5U0K0gLzy8Z1RyPvT45wq3z488TSK3bVmZyLV35MnjeEIoCktveQ0ltZM4tm0TfR1tOMkEqqYzecESZq5aS+X0QotJRVFyyW/BYJATJ05QX19POBzm4MGDmKZJUVERZWVlZ1x0R62sxH/bbfgHy2ifKyaqrOViVC3N2gHmR2zD4XAuYpstXz9R5QoTlZyPZ7uGrn6Ypplb/Thy5AipVOqM3XouJDnP+py/3JGNiFdUVLBo0aLcBPUSLj5etuR8pKTPsQb0rFf12aCjo4O9e/dSU1PD3LlzT/tgCyHOWz5z19J1fPtgM0JNZJxahkEitDgyXcG/v/r9bNq0iRMtz+GvbMSnJ4im/MgC6iUJuOOI0kP88U//we2v/sfclpLpKymZvpL0QDdWoh/NG8RdVMXWrVsLnG0cRzIGLz91/jITzc/6MFvpNJYqMvZvOdoqkUKgORo4Dqr/7KINqcQAbftPgKCAmOdD0QS2JTm6eStr3wDpdBvxxBGQQSLhCC6Xi2CwUPsthIrHV0RpWTvd7VNRpUXUlUBIMaIu3+vWsG2T9MBxHLfFgMuhJOVGyd0iEkU1iSeOggNIhzWvfD2u6moe+e+vYxlJHD1T+VNRBRUV1QSDQWzLoq/3MPQ2I6vmjnpPK4CJJBrOVPDcu/lFdj/+c8xYN7btoKiCP774e2ZcdTtXvOJVaC6dmZNncKilMZNbnEfQncH2IgQuR+HE4Rg+pwpbMUaUxwvhIIWNywqx5YV9rLxywQjfGR9yVTN7Hse2bsIyDLRRlrNT0QF8xaVU1I8usxlPCEVh6rIV1C+9jGhPF5Zh4Pb78RePnHMw7PdCFERwE4lEznEkK4HJj+DmJ32PN/6WZS1ng/yIbbZ8fdZhJOsCs3Xr1lyfFBUVveTEeCKT8wtFgnVdp7KyMmcrm18Mac+ePTiOQ3Fxce75yc/1uJDtisViL+vIeRZZefDKlStpamqisbERRVEIBAKEQiGCwSB+v59QaCxjg0sYD7wsyXk2Wn42GjJVVUmlUme0f9u2OXToEG1tbSxcuJDq6uozbttY5LwrNsAbH32QfieOC53/WHk9r5g+reA771zzOu7Z9TRJXyNCjSNtH6eIrYPQouB4mC0msWfHbiZPnsyeE3upciUYSAUYHm0XxNJ+Qp4oHX0NI7bLHarAHTrl/z70HCaXenEGibcyyrVOGDZuXaE25OaEFQS/F71/AIQ+pE0CISGVjOOR4L3qqhH3Nxq6mvZhGxJFHbvPFUWQiCQHq8LGSafjpNMu3N4iLCGIJJN4XTqevIRTVfMS8CaRQiClQEjBUA/GjKRFUlpZQ3/kJIqaRiBwhyR2WEG6JYouB1dQNLAc+qMnmbXiOuqXLGegu5NSt490uRtUFbfbg21bmckCoGoaQnUhk1GkmUS4Ro7aOWQKRgVLQ/z53u/RtfcZzJQcnLSAbUqMRC/7H/0JrXs38/pP/hu3v+st/Oaen9HU05oh6AV7FLiFyvWvvIVnf3c488lI5UGzxxcmquNmx/MHRyTnMD7Er3rGbErrJtPTfCLj1jLk5WokE1imwfQVq9DGILEXgoQKIQhVnJll4dDf5f93VnM7VALT0tLCgQMHcsv4Z5PEeKb4e42cnw6aplFeXk55eTmVlZXs3r2bSZMmEYlE2LdvH5ZlUVxcPK4Jv2eLiUrOL1Shn5GQTVTMuvXE4/GcVClbXTZL1C9ku+Lx+LA6FC9HCCHQdZ0NGzbwT//0Txw+fJiBgQHS6TTW4Aqlbdvs27ePefPmTbjx428JLytynvUutyzrtDKWoTjTiHYsFqOhoeG0SZVnc5x4PM6qR34KrgOoSgdCsTBQ+dSu9Vg75vHz1W9jZd3k3Pefee83WffTz5DwtGSKEOUgkFaQmkQdd827nsWLF1MUCrHlaBjLOVUQZTgEadtFUVGExuO7mDFt6ZjnMLSK51Uzy/j99lbCcYPywHACJKWkO2Ywv9pP34l9APTOKmPutiiqaWHr6tAfoBs2KbfGlLe/bcy2nC9M0+TgwRMk0zZJadLT24sYPDcpBLrXS1VREQG3G8dJUzd9KUe2GwwoLkLpYtoC3YP0XIAQCCkpCflx+wL0DRwgKcAjFKbPsHFMi2SXhh0/1Q+KLvFPirHophvR3W6a9u0h2t+PpzgTfUunUwy9LV0eL6l4P06iD2UUcm5hEVR89EVO0rn3GayURHMXJq1JKbEMycCxBp791n+wat0tvOEVV3EibvD8088QifYhpcStu1i0aAkrr12Dy+Xiuf87U69+UZiMm79lvLy9NY2Vr7+DF3/3C/raWlF1F7rHk6n6m4gjFMH0y1YyZ80143K8s4FtWUTaTmIZJp5AgKKqmvM+73wJzIwZM3LL+L29vQUSmCwpPBMJzOkwkV6uE4Wc5yMbcc13GInH4zl5RZYEZvvkYlXEfKkqhJ4OL9WkQQhBIBAgEAgwZcqUguqy7e3t9Pf3oygKBw8ezPXTeBVD+luxUsz23Wc+8xmKior46U9/Sn19PaZpkk6nMQyDaDTKtEEL5In0nJ4vWltb+fznP89jjz1GIpFg5syZ3HvvvaxYseIlac/LipxnI+ZwehnLUJyJlWJrayv79+9nypQpzJo165wGmOzMMh8rHrsbt7oJbBtHhHCEDtgoMoqbDbx7S4SfrfxojqC73W5e/PB/c9/Wx7h72xPEZSY6W676eEfdSsr0IhYvXkxlZSXNLQfQVWuQnI8O21HRFJvmloYCcm5ZaTYffYKj0UwlzOmBCvxyUgE5rwp5eN2SGn69pQXvofVcvf8JprR1oDqSmNfF9mnziC68nfl6guLiWrqdDg7Pn0mwO05tcze6YeEogkzU3EFIsHSVXasX0Nt7iKtqas74+lbWL0DVBZbhoGij97/jSPzFHrZs2UJM8dMfK6PEdQKcYqSiZKYxjsSKx2lJpampKMUtbMrK1/Hez67jzz+7G7urmGPFbhJ6Gp/pQcOmtLyMUFkmWupgkJAwV9EodimwOI0ZN0j1aEgzs2jgrUjhKUrT19+Epfg4evgwmqriVxzMSA/StkEIpCzKSUiKK0rpjA9gSRN1MDIxoEVp9rXQ6mnHFCY+y8cVRZdz4PnfZoi5Z7j8RpEwuTtGWUcc786H6XlhO8LlIlBfz9I5s7GuuI6lS5fi8XhyFqQAUhlMUJVjuD6iAA6qSyGZTI6oTRyvaHWwvIJr3vl+TuzazvEdW0jFohlpyIxZTFu+kkkLFo9ZgGi8YVsWjZs30LhtM/FIL9KxUTSdskn1zF5zFbVzR15JgLO/JvnL+PkSmEgkwokTJ85bAjMRZS0T7YU/tE35JDB/tSMrgclWxMxf7bgQxYImauT8QspHzgb51WUBmpqa6O7uRlVVjh8/zt69ewkGg7nJ8PmsSr3cE0KzyN7ne/fu5cUXX2TRokUvcYsuDiKRCGvXrmXdunU89thjVFRUcOTIEUpKSl6yNr2syHmWkJ/L4D1W5NyyLPbv3093dzdLly7NFUs4Fww9zrrf/wKXuhUpVRw1X5Oq4IgShJPCZR/g3RvuY/+bPlWwrzdefgtvvPwWANra2ti3bx+TJ0+mo6MjN9iXl03CkQJNGTtpThEOjhSUl0zJffbioUe4pzNMk1KBRX2m/WmbSfY+3py0mTFjRu67b14xicBv/4Pp6zej2RJHZGz3ytNJbt61gyuP7MHzpX9i/vz5/Nfv/4hEZ+u6hUw70kb9wVZCfXGQEltT6aor49CiegaKK+jZ/wJXLbz2jK+vxxeidl49zbuOZ7Twg7pzxXLwpk0sAclBVxh/fR21tbX8X8M+fP1TCE1pw+1KYth+pIQOaRN2LDBThHvDrKyZR0nxlei6n9d96PO8xjSYsuGHPND7JJYAnxIiVJohSTEzRkRCmSpYpZ+Kkul+ie4/ldsgFBsJdHZ00dRqM8mrcjhhYBtmJoEVBRcOqXQ7elkIzevH7XXj8bgxFQ8pTFq9rewp3kdSTaNKBUUqpNwpng9uRKvoZFU0RPGQiq/CkUw7Gqa0J4ktIO1SMUPBzIRq506KDx2ksrp6xAifHlKQPQ5CqiAKnxkpHbDjKLaGpSvMWVHNpk2b8Hg8lJWV5cjIeFkp5vo9GGLuVeuYveZqjGQSRVXQPePjf3w2cCyLrQ/+nuaG7SiqjicQQlFVLCNN1/GjhFuaWHLLa5hx+ZkXATpTjCaByZLCc5XATCQyfDGcUaSUOHbGMepMyO3pItT5qx3Tp0/PVcQcmrSYjdaOlbR4Npio5PxiylrOFl6vl1mzMkns6XQ6p1c/ePAghmEMK4Z0pucRj8f/JhJCs8/eRz7yEbZv3/53Q86/9rWvMXnyZO69997cZ9nVgZcKLytyfj5es6OR84GBAXbt2oXH42Ht2rXnvRw59DgdaiNuJ4WtjqxHk4oHacdQ9MMcD0eYVlo4U8u6sXR0dLBkyRIqKyvp6enJHcPnDRIdKKaqrJ2U6WY0aYtbM+juq2DRwnUAbDj4MP/W7TCg1FAm+/CSWVVIodGkVPN9O0nR/j9y7fzbAdj/428wa/1mkJDyqAUhVcWxCcZMkv/xnyQvW41tGmQSVxVOzJvEiXmT0FIGmuWQ8rhAHRzwDIllGgXt/PEzz/Pzjkb6PDoCKE6ZfHDyPN525RW576x9y0foOPoFjJhFUTLFtI4IJdFUrsplUtfonFTEgts/Qp/uI9HZQUKZgbvPYWrxNiKEeSHp0GU5Gc91QPQpbLRtPlHTzOLy4kxf6i7efu3HmNq2jN/u+y3NA82ko2kkEp/mY4Yo4hp/PwFz9HtSVQ2MlB/bU848YZDqqeK4cJGWCdy6JyNpd0CkVczOAUS1IG2YFFdXMmfdq3iq4Rka/HuxhE3IDKILDV/AR2l1OYl0gqO+k2yqH+C6k+XojoIYVJJXdMYp7UliuhQsVQEJ0egAisuDu6ocp/0kXd/8F7qf/xaJ4jKM+rVMu+EtBIpLueP9N/CrbzyNboWwpcwkgEobUieQqSaw49iAo0Ewfh1TV6zC0d309vbmyIjL5cLtdhONRsdFepG711QVz1lGqMbj2JZhEI/00tSwg6Zd2/CGinF5Tq0WuLw+XF4f8UiYPU8+SvmUqRRVjbwiNG7XYgRSmJVanKkEZqJFqi9ke4xkgpN7Gji+YwvxSBiEoHL6TKYuvYzqWaMnX5/thGFoRcxs0mI2j8BxnIIiOz6f75zOeSKS86yD2kRrFwyfNLjdbqqrq6murs5Za2b7KWutmc0rOF0//a1EzrPw+Xz84z/+I6lUisWLFxMKhQgEAvj9fnw+38tqIjIwMFDwt9vtHrbC+PDDD3PTTTfxxje+keeee466ujo+/OEP8/73v/9iNrUALytyfj4YaqUopaS5uZnDhw8zbdo0ZsyYMW6FL/LJuSaakMI9lj4AKfyoTg//uOFZfvPq1+U+H1pUKCsdGCqdKXHNw7B78bqSJA0vQwm6W09hORpucxIAppXk+90DREUVtbKnwNvFg0W17KFDlPM/PT1ckY6ha17M+x9GdySmR0NVMpIHKQddWFQN0+3g6U9x5Gd3o9a5sbGRDojBnVseF7mrLxmUTIhcRcd0Os26P/6GzspanJppCCmR/z975x1mOjj4fQABAABJREFU11Ve/d8+5fYyvWo0M+q92uqucsfYxhhTDDEfSQiQEEoSSOjwBT5KAiTB9GIwMWBjbIPBvduyZPXep2p6u72ctr8/7tyrudKMiiXZsmE9jx/Q3FP2aXuv/e71rhdICMHnMhF+fPfPeOSt78rZm9VM4c3/9Bk2fe7TTDvYg2Y7o5H83HX7DJNpHVHEV77G1ne/F8U0kYEg3bF5dGQV9mgvYYg0QUWgomHYAVJZlTbRx7e2fouPLPoIiyoXAWAnEiwzJtHY/BGe7lhP9dRqNEVjesl0IvvW0z30X0gti2OPN6kzEYqDk53D0jmziPxqEx6Xl9qqejr6W1AsFV3VkUKCaiMslVTfILbHxdxL1zJ/zTL+5Hkab4+PKq0K3aWhjdFIeoWX5lgjQbuawRI/bltBs1J4siOU9/chBdiaUnDldKTEZcRxRXpQNQs7IXB1D1MVHES2HKD3R48Su/5L1M1eyLzLGtn1dAe6FUBKCye5EcwukAqobhxhUVkd4OD65+nev4cVt76bmTNnAjkysn//flKpFFu2bCnS45aXl7/iIiJZO8vWwa30p/pRhEJzqJlZpbNQxblbQs8kEhx+eR1t2zaRjsdIDA7koq5CQdU01GMq2PpKSon199K+YysLrjyenJ9LGcmxEpi8j/fw8DBtbW1FzyEvgflzkbWkIiO89Ju7GOpsRyi5VRfp2HTs2ErXnp1MvXAlC6+9YVxSeaba7mOTFhOJBMPDwwwMDHDo0CF0XX9FRXbOR//1/Pt0PshajsWJrBTHWmvW19cjpSwUQ8o/J03Tip5TnuDl5WavJ8J6IliWxV133UVZWRmfGK1Bkq9+bts2bncuEPN6QUNDQ9G/P//5z/OFL3yh6G8tLS1873vf4+Mf/zif+tSn2LhxI//4j/+Iy+Xi9ttvfxVbexSvO3L+SpfLNU0rEFrDMNi1axexWIylS5cWPFTPBvIvcaG95PS7J0K+qE3UOBpF7u7u5oknH6d3y04q2/toMwwSHg/xWY1MXXEBTU1NhW3ffvOX+MFdt1NS2UnQkyBrubAdFUU4eLQstlQZHKjjfbd8HYAXDzxMp6igXEbG9btWgHIZoVsp57mDf2LmgBfvcDJH9JRcEqBEFq1kSE0Bw8Z86jmWfO0LrO95GMVRkBPIbXK/2SyZl3Nrueq+u+mtbUQ4Jmo2MsZ4ERzdT3vNZN7827t57Lb/A0CFr5p5nQlswHZrSAQSiaLqqC43wjDIbNzEZLePvVOac7puHHbJNhKWCy8Vo37yo7IYaREQARJmgp/v/TmTX+4k8eOfYbW356wghWB5aSk173sf4dEk1vol9XT/4VlU32YUxcYyPYAK0kHVsiiaQTpey+XXfJbk1s0ohgsnkGKqdxamZdI30o1hZlAUNefuYtkopkrz4oUsuPI6epO97BraRam3FK+rWNOtZBUCrQFCGT+WsMmoNm5bwdCDWGqAjskwpWV/7h5KUFWBV1fwxrpRcLCEjlQl2UEFa2YAFYs6eYSehz5LouZnLL9sDpOnVPHHX70Ig20oZicoXhxFQfOoTG7MEU/phIkN9rPx/t9wxQc+gu724PV6CQaDeDweZsyYUUjKyruPBAKBIunFyYiPlJIXel7gdy2/oy/dh0SCBE3RaAo28Z6Z72FGyYwTHuOVIBWNsO5XP2eosx3N5UbTXTi2DQISw4Nkk0lK6ycVJpgwOuF0uejZv4cFV1531tt0qhjPxzv/HMZKYPKVTc+lB/Tp4FyQc8e2efl3v2ago5VgeRXqGP23Nxgmm0xwcP0L+EvLmLHq4uP3P4skWAhBMBgkGAzS2NhYVGSno6ODPXv2EAgECgTwRNKk8zFCPdba+HyD4zinrP0XQhAKhQiFQkXPaayE7Gc/+xlut5vLLrsMwzAKjltnA8899xzf+MY32Lx5Mz09Pdx///3cNFrTwDRNPvOZz/CnP/2JlpYWwuEwV1xxBV/96lepq6s743Orqsr999+Pbdu4XC6y2WzBsSWbzZ5xpfVXG52dnUXWj+Pl5TiOwwUXXMBXvvIVABYvXsyuXbv4/ve//xdyfq6Rj2iPjIywfft2gsEgq1atesVRvBOdZ2yE3hZl6LSdcB/FySKFm2sbpmLbNnv37uXh+3/H9Oe30pSMI4XAUhTqIzb0dNG7ZS9P3DrIX733fYVj/N17fs4vfv1xoloboUAUl2YipWAoUY6SquN9t3wT96hkZ398EIdmPEycIOvCQqJwMDFCw5F+FEfi6AqOI8mHYvNzpPy4JYVAj6VZOucSXlr3J4hpoJgIbEr7Y3jSBrYqiJaGybgCyJDFmjmX8OT2PXRVVoG0Uax0UTsEoJpJbD1AS2UFu1s7mdvcQPR/78ZJJFCCoZyW3bbRx0zAhMeDNE2qtm1BmTwZ23GIaH0kxQhufMXJk6PXoWkaVd4w7W3bef53zzK/1RlzcRJtaIih//gP0ls2U/PNb6KqKlde/22efexLpO116K5kzuwdsAw3Vnw+l17+7wTDlUT7kyh4QBGoqMxpXEBNWR3dg53EkhGEohAKl1Dvnkrtgumomk4kFsGwDdzDklS6DwRoJX5cZQH87X60pEZKz2DKDKoQCEegCQthK/TW1OE20tR2debeMZcfJd6Hio3JqL2lIsHOtddGo10Ns8vXy6NP/B2yshyX6mLJjYvgiX5C0bJxfbyFohAoqyA+OED33t00Llo6+k6IQsQxn5Q1ZcqUQgn1oaEh9uzZg2VZRQmN4y0dP939NL/Y9wssaVHlrUJXctHqtJXmUPQQ397xbT6+8ONMC087rn2vFFJKtv7xAYY62wmUV6JqGmYmndMpqxoIMDNpYn29lNY3FCcMKir2adZUONc49jnkJTCtra1EIhGee+65ImvAsyVFyiQSZOJRFE0jUFZx0sTdc0HO+1sPM9jeir+kvIiY5+H2BzCzWQ69vI4pF64ommzl23SuyOaxRXby30demmQYRpFvdzAYLHxb56Nby4mqdL/WyEd9XwnGK4Y0ODjIo48+ype//GW6urr40Ic+xI033sgVV1zBypUrz6g+QTKZZOHChbzvfe/j5ptvLvotvyL52c9+loULFzIyMsJHPvIRbrjhBjZt2vSKz5mHEIJ58+YBucrjmqaxaNGiMz7ua4X8JOtEqK2tLVQ9zWP27Nncd99957JpJ8SfDTnPS0E2bdrE9OnTaWxsPCdLgsdp280poLRSsO84FlIiZApDLOW9c2axfv16du7YysxnN1OSTjLkC+KoRzs61bapjQzT+5s/sWn+fC5YemHht796xzcBeOGl3zA41Eo4XMtNl769QMqPOfGJL0SORq2lRAuGsAVgO0hVAcdBjO4vEThCIJSc/7ftyg2+b7vxA9x733eoPRCl6UAH/kQK4eQOarp0+hpLmfupLwDw9V0vY9c1oRrR8dsCKGYKxxXkc+ue4b7m95B64YUCKZdIdD1X6t6x7cK1CY8HVzJJQ18vbS4XyeAwjnBQZfFzkE5Of1MR8KMMR7FiUbpKJfM7tWI5km2D45B66mmGf/Qjyv72b1E1ncuv+7+kEiNse/nX9PW1oKhuLlj+Tuobx7h2HLPaI4RCeaiK0kAFtmWhu1zgSJS4r3DKkfu2YYsYtu1Dl7mO3umNY3WaqFYY223jVr2YqSxCQl5lJLBRHEFvVT2Vvd24hCBcUYPevwubMZabloSS3PNqd9n8otxkUFfA6ickS0mYCf7Y+kecsgSr3DOZZ4y/wqRqGlJKeg7tL5DzXGMd7Egkt8ISCiGEOK6Eet6XeHBwkMOHD+NyuYos6dIyzW8P/RZHOtT6imUiXs1Lvb+eI8kj/ObQb/jUkk9N+E2f7mpbtK+HvsMH8ARDBUKnahpCEaPuLBqKppFNJTGzmSL9uWVk8Zc1Tnjs80GKkJfARKNRHMehoaHhpBKY00Gkt4dDG16ga89OLMPIRYwrq2hesozmpcvHJclwbsh5z/7duW/sBNfgDYVIDg8x2NZCzfRZRb+9mvKRY7+PsdKkvA467ywC5x8Jzt+r861dcHYrhOq6zq233sqtt96K4zhUVVXx7ne/m127dvHOd76TaDTKRRddxHXXXcdHPvKR0z7+tddey7XXXjvub+FwmMcff7zob9/5zndYtmwZHR0dTJ48edz9TgednZ38+Mc/5oUXXsDtdnP//fdjGAYPPfQQixcvZtasWSc/yOsIq1evZv/+/UV/O3DgAI2NE/fj5xqvO3L+SmQt2WyWnTt3ApxVGcu+Xbv4wc9+jTBT1M9fxD/97V8dR84/P+cKvnTwAJrdga2UghgTlZE2qjOEo5bSZM3kpZdeYvLkyWQ37KIslaA/EEYeUwXTVlUG/SFqYhGeueueInKex5qVbz9huyd7QwgTDFRcTOBgg4JA0ugNIKctIOtScWdtnIJ7x1HhiZASLAck2Itys8+mymbeXbmMvt99H2kYZDxuHE0FHFyWzazuNL4f3o39qUYiGohRYcpEyCc69im5aL+VSOQKb0rAcjCzowWm1DEODKoKUtJQUkq7dJCWgRj7xo/q5oV00P0B/C4X6fZ2hAukWpz0mmuEAE0DyyJ2z72UjUkWSaYt0nIGMxdewqxZs44bnPRKH3Y7o6U5JxjoTRWpW3iqauj4r0epb9WpnVFBl3sAdzbfcIHPDiNMia3ZCFVFdbkJOBqqZuHYElsIXI6F4faQrKimqbyW5HAfOWFPrl1yNGIu6nTiiuSu8ix9ukOdIUBI3O4SbMfG6DCJyijPuveTbZNUR8N4fCplDT6Uo+VQURQVM51b9XASCZTnnsPz0ksMZnNSLa2+Hu/ll+FdswYxSpKO9SW2bbvgctHa2sru3bs5pB6iL9FHXWD85VohBGXuMg5GDtISa2FqeOq4250u+lsOYWazeEMlR69R0/EEgqQiERRNQygKjmVhJJMFcp6PmDctXDreYc87jTfkCN6pSGBO1QWmv/UwG+79X1LREVy+AG5/AOk4RHp62PLQ/Qy0t7LsLW9HHcdj+lyQ83QijjgJWVQ1Hce2yaZS47bptfLtPva5xONxhoeH6evrA2DTpk1Fk9mz5dv9SnE+O7Wcq7bl/b//6q/+quCDv3fvXp544onCczrXiEajCCEKk7YzQSQS4ctf/jLPPPMMy5cv5+mnn0bTNNLpNC+++CIvvPACd9xxx3kpq3ql+NjHPsaqVav4yle+wq233srLL7/MD3/4Q374wx++Zm163ZHz08Xg4CA7duwoEPKzkbTx1Prnaf/hF6iODXJTLEdTzcNPct9z/8OG4IW8+wMfKGx767x5PNt9A88kH0K3OwEHiYoYJcWOUo47vYp/rqlh/vz5xONxpnZ2k9JdxxHzPBxVwVIUGg60v6L2XzrjGn7y8iP0KqXUyeFxtxlWwlTKCNXGJLojwySm1TN9VweKBXaRv7gAKfGYYGqg3/AuAMzubpz7H6KirAalogLDzJFnl+4hFo2iqCrZffuIP/AAiidny3gi5CmNJqGjo4O0ouCyHUimEFKOThVyxtyWoaJ6vSg4oCisXn4BhxyFwZZekA6OYyBQc/sJgeb10VhRnitsk0mBCypjEzRE5IoROYODGC0t6M3NHD58mNbWVubOnTuh5i80fz7DO7ZARgffOHIiRyIybmR9EmmEUQ7HUHUPKwemcu+kflJqFp/tBiTCGb3arImhWuiqTvOk2ShSob/7CNIycdwOImvi94Zz1zlKpDtKPWxoDJDQwCNgiQ96PQn6dIdqU6ABBgpGxqK/JYGUCj5bJ+4zaa3pozoaJpOy6d4fp256EEXLHddxLHzhEuzhYSLf/CbKzl04ioIoL8+9D4cOYR48QHbTZsL/+GGUcXzRVVWlvLyc8tF9MpkMO3fsxIk6JGNJkiRxuVzouo7u0lFHr8mn+RjJjtCR6Dhr5NwyjXHdofwlZWSTCSzDQHO5Rl9/p7BPYniQysYp1M2e2Ov8fMJ4xHMiCczw8DD79+8nm81OKIExUik2PXAP6XiUUFVxUSbd48XMpOncsZXSmjpmXXz5KbXnTOH2+gvPaCI4ljWaKHr8KuP5knipKArhcJhwOEx9fT0vvPAC06dPJxKJFPl2559LOBx+1cnT+UzYzlVeRTKZy17Ku7UIIZgzZ85xMolzhUwmwyc/+Une+c53nlS+cSLkJ8Y7duzg8ccfZ9u2bbS1tfH8888X+oRZs2Zxzz33FLZ/o+DCCy/k/vvv59/+7d/40pe+RHNzM9/+9re57bZzWyTxRHjDknPHcTh48CAdHR3Mnj2b+vp6+vr6zjiZ4ef33U/JfV9iRq+D4kDWnSOW7izUdxpcFXiBP3wnxoIf/rKwzx1XXcOO7oXc/twDZF2dCJFE4kKY9dwkmnjz1BoWLlyI1+tl65bNuC2TrHriR5NVdUKZFJFohJJwSeHvmUyG//fEfWzsSiElzK5y8ZXr3l5kEen1lPDesMM3YyaDWZ3Fe56lprsbxXEYKS1ly/yLUcMO16Y7Ub1TuHDZHO6/s5Kh4BHK4w6aITFH1RGqk/vPUuFIuY/ug90svAjSL7yAE4uhTZ6MEALP2IRGIRCahuL3k3rueRZefBF90kEKFSEneD6KDtJmhqVy+PBhfO5qKmQPIJBCyc2QpAAkim3hpJIgBFplBYGLL+bvFYUN05v4fxtbiBmDeAmh6S5KAwHKfDm/bGmaRPxQmoB5ncc3YdT0JEfQpSTd3s7OkRES0UEmpTex/0f/w8aRLEIIyuuCNF18A7UXvAtFVfFWNqDO3YG9XSJTgNuC/DhhKyhpL443S3j1PAZ/9RJu3YtlJFk1OJMO3yAbyg6S0DIETS9+YeIgyagWuq3TGG5EWpKR2Aihsgr8fj9DQ0PIbBbPSASrvR1Dl3x3TTV7aw2yajp3uxR4Vqr4rSCaFUfFQggHQwsQb0mMPisXQrhwGxb94RgpVxafkYt89xyMUz+7BDObQVU16mfPI/aDH2Ls3QcV5UihoIwmSSnBIE4mQ/bll0nc/StCf/0+TgaPx0MwGMQVcVEeKMe0TEwjV6kukUygqiou3YWmabkk0QnwSoiVxx/I6Xodpyjqqnu8lNTUE+ntxsxmkLaDkckQ7e9FURSqmqay/G3vQnef+wqRZwOnMsCejgtMrO0w8aFBguWV49533ePFSKdo2fIy01auGVfffbaJcO2MWbRsWo9lGsedL490IoYvXEJl05Tjfjsftd35cayioqJg2ZjNZgsFqnbv3o1lWUWTKL/ff84nGeczOT9XxZESiURhlePVhmma3HrrrUgp+d73vndGx8p/e/39/YWk/t27d+P1Hq0nYRgGxqhxxRuJnANcf/31XH/99a91Mwp43ZHzU+lc0uk027dvx7IsVq5cWZjRnqgQ0anC8/uvU9njkHWDPWYF0dIBBwIJwYV9O/ncV7/Fl/71Y4XfF9TVsvUdHyz8O19U6NhqpKFQkLgQKCd57xXpYAgdn/doh/CZP/wv9+90YxllIHPRx5ZeySN7/sTF00b4/jv+urDt9QvfReTnH8f/4HrKokbBIxw6WPPCLjoW13HJbV9hxqzZvLB9N1WDQ/RUTSMS7qV2II7XyG3vCOgPa/RWVVMeE6ibNsL7biOzazeM6sCPRY5CS9RwGGugny/OnMVTkS5MbxlqNnqct40EbN2PO9HPe5qnUJL0kxkZxBEKinRynYQQeeaMRKA4NlIoBN/8ZpRRfevKxiY+qX+I7+38HpZjUektQ1Nyv1mOxaAxhAJctdXBY57g0xi9V7v6+nBpGaxn72BLr42UAnX0OUYPJOk8fDfNGx7lwg/9FEVzUXX5NQxoj2PuNFGSHiSgypxG3ClJE1o7k2DTbAb6toBWAoCKwjs6VtOUrGRdxX56PREGvYP4rVJKjSClZhDd0omlYgT8frLROIODw6Qtk1BJCbM/91mSL7/E/+v8Jfs8ETyWQqnpQigK0pZkFYdBV4qA5UdYUWxVxVKOyr4EApQAqpPF1Cyymlkg5xJIDCexzSg102ZRKiGyexdqeTmmIsAq/tYUjwcZDJJ58UX8b7kJ9RTkZfWBegQCW9romo4+al3oSAfTMDFNk+HEMKZjEu+M02F3nBUiUjtzDh5/gEwijjcULvrN7Q9Q2TSFaH8fZiad8zSvqmbSvIXUTp81rlxjLM6HKOxYnE57TuYCc/j5p8lkMmiZNLrLha4d3wd4AiGSI8MMd3ZQNaU4ifdckPPqaTMpqa1n+EgHwYqq45JSjUway8gy66LLxp1UnS+R87HITxjGtsvtdlNbW1uQVuTzOfKJv2daTfZUcL64/oyHc9W2VCp1Vms5nCryxLy9vZ2nnnrqjKLmcLQfCIVCaJpGZ2dnIUAC0NfXx7Zt2worAufbN/FGw+uOnJ8Mvb297Nq1i9raWmbNmlX0MWqaVuSkcrr4zx/9ggXDKaRSTMwLUCDhh2AMpuz/PfCx4zbJu7H09fUVigqNxdILlvHrklKaBvtJuydwknEkXstgf8OkgtvMp39/F7/dWgqODsICZZQYSQXb9PP0fg/v/eVPuPPdOYK++7n7abhvPXrKJBbWMUZvk2pLfCmbOeuP0FN7FzNn/z+SiSS6bYPuIeGdxv6wjWKOIBwHR/MhtNzkx9SGceU1m5aFEAIrnSbT2YUdjeQsCVUNGQzi1FSD7gIJYa+HN3crPKilsN0lKGYK4YzOzhU3ju5FNRPcEIfV163ikX/8NvWWwUi4gdLYEYRjgyMKke28dt1QPUQuvJqxFHB13WpsafOr/b+iJ9VTmP0LBGWeMi5vqeLCfT05/cx4nU/O4B0zGKRy8WK67/0kPd0OXreDph/dXjoOhgmHdg3h+eXHWfje76CoKtWXXUN26RCx3duwoilM26I7m2TZDW9HyXtmS4oSSFUUVg/NYsXQDPo9UbKKSavHIq456ChkMhlkMk1/by+OYyGFQGoa8UO93PuNbyGvbOZgYJiQKEG1s6iKBaOxZo+jYlmQ0DLErRI0j0YmdgxBEX4cJY0i46hmMpd4igBpEumFacvmseyt78B89HGcTBatohKRyYz76irhMHZ3N8b27Xgvu2zcbcZiWdUy7m+5n+HMMJXeo5V7FaHgdrvxKhraQB9LfY0sCk1jZGSElpaWgidxWVlZkbXpqcIbDNG8dBl7n3sKVdNxHRMVswwDRVVYcOV1LLruxlM+7vkWbTpTMnysBCa2/WX6YiNICclEYtS+LidDyq1yqCiqinTs4wqQnY32jAdV01j+1ney7je/INrbg+Zyo3s8SCnJphIIBI2LLmDWRcfLbPJtOt+iwSeLUB+bzzFeNVmfz1eUR3CqNoNn0q7XEudKc55IJF5xIalXijwxP3jwIE8//XRBCngmyLd/2bJlrF69mn/913/F7XaTSqXYtGkTd9xxBzt27OCOO+4Azr9k5Dca3jDk3LZt9u/fT3d3N/PmzaOmpua4bc40cq5vuA9fCjInCjgogITy1MhxPyUSCbZt24amaUVFhcbC5XIxNH86Dc8M4M0a4xL0YDZNVnPhXbUYyElZ7t/pz5VsVLIIJUdRc5BIJwvSxfqWSg73tdNc2UDXXT8mmDRJVQXRFYHmSEzLQqhglaiISBLlkWfpe/NeSstKiGgaumFgaxqKUMFVcVTmkW+7aZIJ56KM2uQGEi+tx2xtRXGcwnbCNJCZFPbIMEb9JDS/F62mhv9ctAjPAw9yv9JD1l+Oo+fIkLANfJEubnUCfP6dt+aeQ3crjlAxvCEG9SkEEoN4srGcGwxgaB7S3hIU22bw5b1MWX40OpfJJAhFBnlneAntgQS2vxShCOoD9ayoXoHMPs/Ac58Gy8olf47tcB2nQK58N96Int7DliNZ3C5ZRMwhJ/PpKDXpVW129exg8OAfWNV8BV7NiztUTuXKtQDE43EObNhwlJgD+F1gHN/RqyjUZkoBqMo6bA4PM+jJYI1EMNOJ3NMYXbbXU0n02AgxZ4Dn9+/GCTu4VQ/S68bKJFEcEyXntYMbhYxUGNRhes0U4tFiwb0gJ9+qik8n5MwB0YPERlGr0NxTWfPut6C5XMRSydzk6ASDVF4i4oyTeDceStwl3NR8E/974H/pT/dT5s6tduhZmymbumnc1kNpAio9Ak/wWzSvWM7sa64hOSrt6ejoIJFIEI/HMU2T8vLyUy6fPvfyq8mmkrRv20w6EUN3uXMWiqMynubFFzLvyvEdFV4vONuThUBpGQOtYnS1UmLbDqZpYBgm6VQaIcit0kkQ40hMzlURolBVNRf/1d/StmUjrVs3kk0lEQgqJjczZelyJs9fVFhhOxbnY+T8dEnweNVk88nX+aq+oVCoQNZPp3T9se36c4ucJ5PJs16AKJFIcOjQocK/W1tb2bZtG2VlZdTW1nLLLbewZcsWHnroIWzbpre3F+C0iliNByklJSUlfPrTn+Zf//VfeeKJJ3AchxUrVjBnzhy+8Y1vsHr16vOusvAbEa87cj7eC5FIJNi+fXuhkuZE2q8zJedemUGxwVFOXFbIUUC1ige97u5utmzeTLJlK76ewzz5Wwu7tJKp17+Hecc4O3zg05/kR+0fZWFLC14rS9zlxVYEum0TNDLYQmHTvFl84kMfAuBfH/oVtlkDwhol5sXI2b+ZSNvFJ//4GF+eNxlf5yCZcM5327YdbMtCURU0VcORDmm/i9JIlv2P/JrVf/057prcROOhA2QmuLeKZSGQqCtWAmAGy7EjIyhS4mga+TsmAaREMQ2Mjjbc178ZbXQi9eWbbuRz2Sz/+cSTbBzpwbIs5isePv3Wm4o6PzFmWmBrHqIlk4g6DuAACigK0nEIJoZyNolANpvkyQ1fIp59HpeWQiDxSwUjUkpdyY2snvHuXMd93bVkNm0kfv8DOYI+mgCas7yUIMC1YiUN//LPbPruezFtgcftMPaNOBw2WF+TJuZykEgcKdiz5Zvcd+Rh3j7j7VxSf8nRaxnHfSh8zQIyv9uDorpw7HGii0BIDXLBsEXn5Q1s2bwBVAWEgprN4kqnUDNpFM2NJVWinj5US4CWO5/uzempbdMAHFShoMskhmJiGVZed1RAWkugSJVpwytxeWcXtUVVySVGAkogAKP+yxQf4mjb80VKTqPU9VUNV6EpGg+0PkBvqhd31uHNfxykuSODcLkoqWzA5wriJJOkHn6Y7NZtlHzsY5ROy03Ktm/fjqqquQTTnTuLyqeXl5ePO0mGXMT1ghtuoWHeItq3b2aosx2kpG7WXJoWLaVq6ow3RPTobA6yk+YsoH3bZiwji+Zyo6oqqurF4/EikVimRXSgF3dJOXvbOmjvHyxyGzmXg74vXMKcy65k5kWXkU3EUVQVdyB40vOdr5HzM7lPuq5TWVlZ0KuPLV1/5MiRom/kZKXrx+J8dms5l5rzs63n37RpE5eNWVn8+Mc/DsDtt9/OF77wBX7/+98DHOc//vTTT3PppZe+4vMKIbBtm7q6On7xi19gWRb79++npKSE+vr6ou3+gnOL1x05PxZdXV3s2bPnOO32eDi2QNDpIqn4cNRcAqRzgm9cccAejaTmZSybnvoDs154iOZIGgqr7Hsx17/Igwvmc+Wn/xufL0dYvB4v/+e7/8EPvvDvNOxppSIRRXUcbEWls6yC3vnTuOi6oxG7HX1OLhlSKSaJYyGUnA92R9RNpH0/mumQcWvYllWonKaMfnACUYgYZ490oqoqvmuvw/x+K6FIhFg4XBRRFrZN5eAAvbX1XHVNbmm494mn8AiBgkA4MperOWYfKQTCcYjGM4xd43C73Xxg5QpWbNtGRUUFc+bMOW65NVteh9J7oNiWUFFgTL1Tt5HG0t1Uz5uKYaR58Ln/g1vbj0sVmLYbKRWEsPDqQwwl7uTRF7u57uKvAVD5uc/hmjuPyM9+ht3VlSOcgBUKUfqud1L1wVzuQDoeH723R6+rJWTwzKQkpgIhQ6BKBcsW+LwKw5lhfrTrRyTiCSpjlfT19WGaJvF4nP7+fiorc0l05RfPpOX3W/DKnNbPsQ0iepJNpS1sLj1M0mXit9wsds9F2XsIT08bwhXI3YpR55o8MVZELnNXOg6ObRf0trlKlkeXgFy2ScbJ0Jfuw/AIhKHhCIeslkKVKrP7V9IQOd7btnbKUZLtXrKE5AMPIJNJ0CaoahiNooTDuBYuHPf38SCEYO2ktayoXsHmgc2ov3qQqu4ISv1UQoHyQkEp1e1GlpRgd3UR/f73KP/KVxAuF6qqFioy5sunDw0N0d/fz8GDB/F4PEUEcez7JhSFmmkzqJl29iqQnk8D29mOnNdMm0FFYzP9LYcIlFUU6+8lmKkEXq+PZdffSM3MuYyMjDAyMsKBAwfIZrN4vd6Cjj1fcOdsQ9U0fCWlp7z9+RgNPttt8nq9eL1e6urqCt/I8PBwoXS9rutFpesnis6er7IWKeU5e46pVOqsR84vvfTSE36b51Iel+dJLS0tmKZZCHb29/fjdrtf8arKX3B6eN2Sc8uy2LNnDwMDAyxatKgQATgRtDEVJF8JPBe9i2Tfv+NPQHqCb1GM8uR+X0VBxtKxdwsLnnwAd9IkFXKN+n0D0sGTMpn28jae+OKHuOFrvygcJxgI8s//8TUi0QgP/vZeUrEkJVVl3Pq2dzA4OEhn51E7EXuU7I8XNT8WUpKLLJPTrQkUNFQwHJx8QFoRY7wLc21967WXc2dvL/W/v5/qvl7SHi+2quA2DDTLpK+mjkn//DFqSktI9wzAob1k3R40KdEMA6Wg+81puR1VxVQUjD07x7RN0tbWxqFDh5g5cyYNDQ3jDs61V12Kuf8lXEYKw3P8g5COxG0k6J28gAvWzuOJdV/BpR3AsF04jA4qAiQuMrYLXUmTth5n975LmDsrV3I9/NabCd38Flq3baNz0yYaFi6kdXiY5suP6lJ1lws4WtHUFpKXa9IYCpRkRY40jhZU1RWdUn8NLYMt/Hjzj1mbWItHzele4/E4Dz30EDNnzmTFihWoqkrDF26m8wu/w42HltIov6h/nEFXDF2qaLZCLJihp2wzhjXCoqES6lL+40LVElAQlKR99AWj2KZZIOcSiWNlkUgEAhOTUrWUy5ou4+W+jfR1RVGkQl10GlOGF1Ifm1FcVXUUq/6qufD/taYmXIsWkV33EpQUT+AgJ2Vxkgn8N96Eehp+vJlMO9HYBkxzmKlZByt2BHd5NVqg4rhthaKgVldjdR4hu3UrnuXLi38fUz69qakJy7IKy/uHDh0ik8kQDoeLlvfPJkF8o2nOj4WiaSy/5V2sv/d/GWxvBUBzuZGOg2VkcXl9zLvqWibNXYgQouACAzmS09rayvDwMFu3bi1IMfLPwjNuMbVzjzdi5PxEGPuNjC1dny+EtGfPHgKBQIGsj/W9Px8nMnDU3eZcac7PNjl/LTE0NMR3v/tdnnjiCVKpFJZloSi5HJ/+/n6++c1vcsMNN5y3E7E3Cl535FwIQSwWY9u2bXg8HlavXn3KnfaZylo+8Fdv4+6nvk0gnkA3wDwmeCAdCCQhViLpmH0TL730EvV1dWQ3/AlPwiRe5ikmLEIh43fjFgaNu/aw/tnHWHHJVUXHLAmXcPtf/23R3469jtqQQ+9g7vxigm8lb/Nb4jVw10wlogvcGRtbVymwunzI1Zaodi5a7J86s3DOv/6b9/D4/Dnsf+wJqnbuQLNMBqpqSK25iEuvu4qpddUApDqOIGwTR9fJajqmx4NmGIhRgm5rGqbuQjWyKKk4tmHiCNi1axf9Q4Nsjx/kricfwsTEr/i5YeaV3LDi6H2Zf9OFPPbwhdTvX4eQDhG/zuGaEfpDGSQOVVGY0ldB5S1vxbJMBhOP49HkUWJ+DEzbg0dLsO/Ibwrk3LZtdu3axXAkwqJbbiEcDnPgsceKyFXl7CUc3vsUliXRNEFn0CTidggaokBkHQmKIvGU1BCPxxEpQUJJEC+JU61UY9s22WwWTdPYvXs3mqaxfPly9ICbKf/xTvY++SI/bbmLESVOVTqE4tJxTypD87txpMNurZ8t0wYIHAgQyoz/HTQOhOkPRjEw0HFjmkmkNAvP3ZYOlmKxQCnh/8x8D++a+S4e/dk2BloNPJZ/XFIOMGtZedG3J4Qg/Dd/QySRxNq2DcVxcJyczEUmEyAUvGsuInjr28Y93rGw7TQ9PT8jEn0B287p2Z1MGmf5CK4FIUp3eXBHjpfHCJcLLIvszl3HkfNjoWkaFRUVVFTkiP5Ym8D29vYzrpT5esDZJnm+cAkXv+dv6Nq7i7btm0kMDaJqGjXTZ9G4cCmldfXj7+fzUVJSgmmaLFiwgHg8ztDQED09Pezfvx+v13vWExhPBW8EzfmZ4NjS9YZhFCQw+/btwzRNwuEwpaWlZDKZ8+5ewVFyfq4054HTkOmdr8hr8r/zne9w5513ct1117F48WIMwyCTyWBZFr29vTQ1NQHn1wrgGxGvO3I+MDDAxo0baW5uZurUqaf1gpyprAWg5gNfpfd/PkJVr40rC4YrFynXzZzcJRaCF2qWcsmS2SxYsIDDe7ZS2T1Ixq8dF0nMI+vVCQ5naHvs13AMOR8PiqIUkfOvvek6rv7uZqTjAszxd5IaKDa3TS9jMK2Tba6jfG8nsRKtuHreqDTCl8yQ9rpZuPQtRYe5cvlSWL4U27YxbBvvOMubmteb8zKXEikEjqpheMe8anmHFOngKC7iqSQ7duxgZ/9B/hh/lJQ2gqMdvb5vHdjBL/bcy39e9zkaaxrQdZ3LvvVPPP0JncH4ozyxMEHUL8cUMhL47QHeZP2e0i4FlxbFdE6QJCMEtlSx5QEgF8HbunUrmqYxZ0Y1g61PMSRULNMqIueTL/k79j7+JJGYSsBnM+J2CtHqrCqREhRH4PdqqJ4w8Z4eNDQURSFKdPTUuUI3Ho8HT7KDvo2/oVt0UDl7LXqwjHUl++gNJ5nkn0wgGCwiyopQCFs+RlwxWisiLDxyfBI0QF2vQl1ZCd1lUSzDwENu8iAlZIVDRjGpkV6WBHay5bl/Yuml3+bm96/mhbsO0LIjOu4x515cydI3Nx33dyUcpuQT/0LqD3/AfvY5SKcRisC1cBGeSy/Bs3w54hRIlZQOXd0/IBJ5Bk0No7tzfvl2cggjEccoSzO05CCVG2eix8fJg1AUGHWMOZ0+wuv1Ul9fT319/biVMvMRwzxBfCUE6Xwa1M6Vxltzu2lctJTGReNXSj1Ze8YW3AHGTWA8lysc47XpfMJrGbV0uVxUV1dTXV19nO/90NAQQgh27dpVWPWYKKfj1YRt24X36mwjb6X4ekd+bHvkkUf4wAc+wCc/+ckTbn++fRNvNLzuyHlpaSkXXHABpaWnrhnM40xlLQCXr7iIfYFf8PS3PkFDoptAJKfxTQUkI6U+Xgiv5LrrrmbFihX4/X42HNhBs5FLsJwQQuCo4O/vGffnIx2dtB/IZW43z56Jx+spuo7Ginpm1v2JfUcmIW0Nu9KFU+rJJV52x1GTAILqsl6me2exaNEijvRn6Oz6KqFoirTPheXSQQgUy8abyGBqCurctXh6PXC81BhVVfFOEIUIzJ2OXVKBNtiL45og0ug4KJaFOWU2GzduZEgmeDDxEBktgu740KVWSJa0hUG/fpiP/Omz/OLt/0PIH8QX9hN4ew0/35vFkAplCQUVBVQVqQuSbpvfRZ8h+eQgVU3H+socj5wG3aa/v58dO3bgk0cw1/2W3u1daJkc8a8JKWxqfYCFf/U1giX16N4QF9z2t7z08x8ST6kkHUlKc0joDrbIdXQagspQBWoqhmVZaPrxn1xFdj910d+iVAyD6tDe9STd7d9Ct+bxIiOEg2FCwfE9bIPhUhLRJEfKosztqkKTxYOPIyWqZbK6rYGWmkp2ZQ8TE6MTVCHRpcZUJ8j1IQsvOgbbad19D9MW3Maa98xgDbD9j+207YoAMH15BXMuHT/ymYfi9SJWryYxYwZTZs3KTdROM+KcTO4mGl2HrpWhqkcHPqFrCEdBi+lY4Qzx5h7KdhRXBZVS5t6vstLiv50mxquUmSche/fuxTTNItnFq22ndjbwepHZHJvAmEqlCtHbjo4OhBDnTAJzPi7fny9tOtb3/sCBAxiGgd/vp7e3lwMHDhRyOvJuMfpJ6gCcC5xLuc0bRdaSf59WrVr1qq1K/QUT43X3BHRdf0XEHHKE0jQniCyfBmbNm8esn/wJyHmf93d1c+PKpaDAhxoaaGtrK3RAIt8h5AvlTAAhQR6jGT+wZx+bfvkrynbvwp3NRQG3e7wMz52Hd9H8om0f/Ju/Zdk9D9FX2Qiuo52Q3ViGmTKpatvLt5YsYtHiRShSUJWegnnRP9C58y4CvQN4UiZS5BI1E2VBmHExSyffgnE4im9NLUI79YFAVVUCl64lc9/dKEZ2XIKuGhkcTSOxaBGLFi3iI3/4Ahk9gtsOIvIVPxlNXMQNjsKIfoT/euSnfPatH8E0Mty779eYmqTGDiFCozIS28ZxHMqkm2EnxfOZPVwXVfCEbBw58aCgCousGWb79u2UiFa0H38fz5CN5RWYfoGQ4Ik4+P6wiz37b2Xml/6XkvImapa8lYt8YV7+4x0c8g2T0SSqDZojUDQFdDf92RFGsgmC4mjku0zklohLRl4iUPccwmNDWsPJaGiqgulOYfrWc+ugyi+tMo6MxJGAS9MIBErxhcpyMpKaagZjA1hKFkNkURxPIbFXSgdpZRCqzuKVVzDHfxfLPBn2JcpJOeASMNNnUes2ctJ420NySLJ980O0vtiPqulUT51B87JFLHxT4yk//zwkIF4hSRqJPIeURhExBxDBIMLtQWazqIZOunoE222gZo9OfmUyifB6cF944Ss690TQdb0oYpgv8jI0NMThw4cLSXPl5eUTkpDzjQzDuYuAZfr76X/0YaxIBNXvp/zytQSamk+4z6lGqfOEML/CEY/HGR4ePicSmPNVc36+tQly7fJ6vTQ3N9Pc3FyU09Ha2squXbsIhUKFiVQ4HH5VruNcusgkk8nCCs/rGfnvbvHixdxxxx2Ul5ezatUqdF3H6/Xi8XjQdf0NMRF5PeB1R87PBHk7tbOJj77vNvbs2UN/fz+LFiygoqKCtra2QmR78qKVWL+7G3fGIuubIHouHZCQqj8aAdy1bQeHv/p1Jg8MkPJ6iY9GTj3pNI3r19F/+BD7Zs9m1rxcta5vtvczOGkqIHNC5zyEAL9OdN5CxIxGVFXFSVtgS+pLF1B/1X9yZGgLQ4O7kdLBH6xjad1ljAxFkQrgSKTpFMi5tB3MjgTGwQh2xEBoAn1yENf0EtTw0etr/sf3s2vnTtQDO1FME9vlRioKwrZRjQxSUUgtXsGyv/9rjgx00ae2oUg9R8wBl61SmgkSMgOAIKml6Pf2symyBYCtG/9AtxKj1PJMOJiXOB56tSTdR0qYOW8Ay3JPUFjIRghQjYUsXjGb9n/+FO5hh3SlOuoCk4OpO6iWJHggwe47Pszqz/0BgPKZa9mV3ILsfJagESOrWrg1H4pyNPkyZaYYUUbw4SNMmAYa0DKDBEPPIXUbGctdh3AcHClQpReHDIFygyuOjPBAIKfnN22LlDGANz5MVe0UFFWltL6Gke4eFFsizRT2qPUjQqBobmYvu4yF163mpWe/TpkmWBM+/huwDejb4SE96ENKC5nqBqnQe+gAm3/3ayaH/VQGfSREgKq1b6H5gnnjv8uF1+54i8jTQSbThiKOn9QJoaBVV2F2dCKSDnZIYvkyBXLupNPYw8N4Vq9CnzbtuP3PFo4t8mLbdhEJ2b17N8FgkPLycsrKygiFQudlVP1cSDasdJqW//w69osvoaZzCdOWhCO/uQcWzqfpXz+Fp2z8oimvpD1jJTB5QpiPqp8NCcz5qDk/HycMcPyk4dicjmw2W1h92r17N5ZlFSLqZ6Oy70Q4l5VLU6lUkc3g6xX5b+/JJ5+kra2Nj370ozQ1NRXcWdxuN7FYjPvuu+8Ncb3nO/7syPmZylrGIu/Gout6UWLq2PPMX7KCRxvraNjXSdbjFJG9PLwJA9OrMvXG9wKj9ov/811qBgcYqqgo2icdDJL2+agcHGD7d77H9Du+zYBl893uIWxyMgqh5iOnuWIfUgiywAf3H2HDhTMQugK6AoaNIjQmV1zA5IoLihslAEsivArClS8cY5F8ohOzM4F0ZI6wOxLrSJLMtkF8a2pxz8qtamhuN/O+/98c+tq3Sb/4DGoyltOgKwrZcDmZpctZ/qV/Q9d11h3Ygq0YqI4bKSVV6TD1qRo0J2fnBxA2glSnK+j3DJHMJukZbMUWErfQMU0T285NcIRCIXKsCCVXB1OvImvHcWtJspYPiYI9omHHVcDBF86S8Ie5evU/0f78T/H2mWRLlXGflXQp2B5JcOsRBnp2U1k7l454BzsHd1IRqKWcGlqiLWSlgUu6UIWKQKAJjYzI4HW8LNOWoQmNksQGqDWRUVeuzU5Op65pKjgWti3AhMZSg2DGIKXrheKhKcNmoLeV6vpppMmydumbWVMxk/0vv0Q2nQQE4cpaLn3PO6iYPIlktBeERMhxrklC/043qX4NzWuh6BJvOEy0rRO/E8VyTIZGIjSrw8z0Z0k8volNTy7mgk9+4eQfySuEEBqS8St7KhWVaKaFNdgDpokzPII9ZCDTaVBVPBdeSPj9739VCZWqqpSXl1NeXo4Ti5EeGSGSzTKSTBaclUpLS1EU5RVVLD1XONuRfNs0Ofhvn0Tduh2ha1jBYM4MXzooqQzKho20/NPHmf7f30EfLQt+bHvO9Llpmnach3eeEHZ0dAAUJfmeTAJzPmrOz1c/8ZPJR9xuN7W1tdTW1hatPo2t7DtWnnS2ErDPJTlPJpMT1lZ5PSH/Pl1//fWFQkOJRIJ0Ok06ncYwDIaGhv4SOX+V8GdFzjVNO+OE0Dy6urp47sUd/HhvFNtR4E9t1JX7uPsf33zcJKD6vZ8k8fV/JjicIePXMN1aQd/tSRogBG2rL+Gm0WJE659+jvLuLmKh8LgEEVUlFghQ3tHOlvUbuauyAVOCymhgWI4OuiJnryjIBdP7TZvnR+JcVBrENTVMZtsgwj/+wCOkQBo2+vwKhKogbZkj5m0xlKALMUY6I6XEiRmknu1GeDVcjblBV/N5mPXFf8VKfZT+x59hoL2DYcehau1qzESisOw/ttMsywZpSNbh4JBUU2MLnaKiUpuu4id/+glTdBUpJalEepRw5oscSWzh4EgDt9sFCEL+CqbWvIVDvd9EiVrEd5dgjriRNoAgqYSpbVyEnG2Q2boeryOR+sQDnxlQ8A45tL/4aypv+b/sGd5D2kpTopeQTCWpVCsZcUbIOlkMmSsiJIRAFSp1Rh0NakOumJHWDg6jyZmyEA3TNJVMJps7WVpDD1g0RpPs0cO5VE6Ru9K0YdIb7cLj8rB28loWLFnAhW/Juc1s376dQCBAxeRJAHgCZQgngFQiIIsTtDIjCqlBDdXjoOgOSJ1IWyclchBFMVGFTsLU2ButpNQTJ6D2MV8+zeavSZZ+8ovj3qMzjZz7/XNJJfeMS4wEoNbWYgdt9KiB292AUi5QGxrwXnwR7kWLEK+BrjW7axfpJ54ku307jOYXTFq0mOlXrCU7aRJDQ0P09vaSTqdZv359QQIz1orutcDZJJ69f3gQZftObJ8H6R5DeoWC4/fhuHS01jY6f3EnU/7+w8ftfy6I8LFJvqcrgTkfJSTna+T8dCYNx64+OY5TsGzMJ2D7/f4CWT8TedK5JudvhITQPN761re+1k34C3gdkvMz6bjPRuTcsiz27t3LR3+7iz6lFFOWkyeGPcOSJV98iEl6ijsXHT3PogtXselj/4/en3yFip4h3KlMzmdbCFJhD71rruD6v/9cYfuubTuosUxMV3jCNMasy00wmaR98xa2rMotESujxNyRMheJHbOzCljAPf1RLioN4p5TinEgghM1UMKuovsqpcRlKBBScc/ORcKtIwnMzsRxxBxyz0QJuXBGsmS2DqBPDhQdz9EUuusrSJX6uGDxYtLpNJHY0RLxl81bxZ0dd2KTpTaVi3Zl1WMqYwqwhIXpqAx2DBKsLUczIKs5eCyFsSbfQgocQ5IUaRQvTKuey5J5txJyJvHsY98nm4qjuC2kS8WtlRPyVpPoHea5X/6EUMyi9GTvmJKr6ORkEgBEkiNERiKY7XGwc5M/rxBofh+eUi9ejxeP6mEkPUKVUsXI8EguWqdYIMWoeY1EUQQulwvbNAopCrlEVYELSUxN43Z0VKlgKw5pYWGnHP567t+zoGLBcc9kLFTVRUn4EkaS9yMdG8HRZ5jo1ZA2CI+Ta4cowSejKMLElrnIlUeVxEzBsOFBuivxiSFmOhvY8uATLLnxihPfr1eAkpKLGB5+GMsaRtePl0BIx8TRbKpmv4Oqy9591s9/ukg99hjxX/4vMpXK6eJ9PqRhkHnuObKbNxN67+00X3YZmqYxNDREfX09Q0ND7N+/H8MwCrKL8vLyc7a0Px7ONhmOPvIwmnSKiflY6DpSKGSeeQb7/R8oLlJ0DtpzLF6JBOZ8JMLn44QBzqxdeV/7fE6ZaZqFIlX5ZxMKhYqezame61zerzcaOQfYsWMH69evp7u7G5/Px5IlS7jgggsoOY36FH/BmeF1R87hlUflzpSc52Usn3m8ix5RAY7ISQVGpRcSQdLxcMjUef9PnuO3/3JTYd8LVl2CtWw1Lz/7KP1bngfbRK9qYM3N72XZMS+8YxiAOOEgJYSCROAYJma+XLrMySIcwB6jOxeAMppsmh39u1bhxX95PcmnunCGM+BSRyPkTq4gkQ4sL0WryEVZs4ciYMvjiPnR9giEX8fqTWEPZQr7RaNRtm7dSigUYuXKlei6TjabLXoO9ZW11MtpjFiteG0PaWW8vICcKw4aYMHejmHqkqW0Vg3jiisoY6qDSpGT84zoBtWmj5Ur345j2xx8dh0uwuglOf12OBwqRFPcPj+x/j5SRoBa2XdC03hhOkgFXGW1DA4PsvH+Z5E1aaTjQojcJyWkgzth4KQctEkhgiVBokaUFQtWUD1UTUtLC0bcg6tsJPc8NA1d1xBCwR7zbgvNQViCaquJBsOgT49iCAsFQXW2jNXqVG5ovgHbsdk5tJPnu5+nJdpCPB5nWmAaN5XexMzSmQghmD7/dja+8CJS68ex/Ci4cGxIDipYBji2CmgojkFAyWBzlDipAmwpyI6uNqRlCT5lGLHvWRiHnJ/sG40PDdC1ZxfpeBRV06lobKZm6gyU0ciY19NIZeXN9PX9iqzRg66VoygupHSw7Ci2FcXvn0NlxZsnPMfYtpxLGHv3Ev/l/4LjoE6adPR8Ph8yHMYZGCD281+gNTSA242iKAXZxVgruqGhIdra2op8pU9UjfFs4GzKWhzLQnQewTnJqoXjcaFEoqQ72glMLc4LeLWJ8KlIYABGRkYIBoPnhS0gvDHJ+bHQdb2oSFX+2YyMjBSkYiUlJYXvxOv1Tvit/yVyfup4/vnn+fCHP8zg4CDBYJBUKsXAwACXX345d955ZyF/4C84t3hdkvNXijPxOe/q6mLPnj38vs2kVykDKRDCKa4phMzJKhyVQ6njByhN01i19k2w9k0nPJerrJRcCHx8jTqAcCwEEndZKSWKoFdKbAoW4kWQjJJ1IWj0Hm2Xa0oYNewmu28E42AUadkoHg3XgjCHk6001h/V+zlRA7QTkxyhK8ikiZO0kOWSzs5O9u/fz0iVwo9Su+hZtw1dwHSXi0vNkqJ9//miv+Urj391VCPvUBT2H7UlVKSKz+vFSThIB6bEryHi/y1DwSyBtEZJUmHSoI3iOET8Dg4aCz2r8AVL6d6/l8EjHZgIPJpGMFgc3RdC4CspJZKJEfF5CWay2BOMw3rcIVOmMvuSv+HH//Uz6joM9pW7ybgdvEbeZkbNuZU4FtGuXhyXQ9AV5OLGi6mYVUF9fT0Hn9yLR/4RXBJd1Y+2Z/R/pJQoPhtnwIemNrMmrZDKZDGEhS41nLSHacFysnaWH+76Iet61mE5Fh7NQ8pM8eLwi+zcuJOrGq7itlm3ESiZxIILvsHOTf+Go/ZiZNL0bS0lPazimAIcBUVxYZkmQ8JF0AUuRRbeIYEkbygk0RA4hJzICd+JY2GZBjsf+yNtWzdjpHOyJce2cSwLdyBI85ILmXrBCsI1dVRW3IyqBhgc/APZbA+QLyQSpLTsKmqqb0PTXnuXhPQzz+CkUmhjifkohBAolZXYR46QfuYZuPrq49+7MVZ0Y5f289UYg8FggYBM5G4hLQsUpbhmwSnibE1epJQIeXLb0oIEbRzt/Wut7x5PArNjxw5GRkbo7u5+zQohHYvzuRLnuWrX2GeTr6w8PDzMwMAABw8exOVyFZ5NaWlp0aT2XLVLSvmG8TmH3GrFxz/+cWbOnMmjjz5KdXUukLVlyxZuv/12PvGJT/DTn/70NW7lnwf+rMj5K/E5z8tY+vv7WbRoEV984VkkJccR8zyEyOme09LFTV//HQ984ubTbufSq69k78N/wpdMkhonaQrAn0yRCARpXLyA5SP97POUFqqAjgsBOA6T+g1oOvpntdyDb3Ut3pU1YEtQBUIR2Ovbi+6V0NViF5jx4EhQclOUnTt30tnfzXf1Tg6M1GGLnPYZCYeyDo8T4cCuP/CpebnI5/ypc1i1exk9+7tzApVRQj4qr0ZFI+AJFIrnKFJB15tYMnAzHbFHaeodZE67QyAjEVKgSoFUAgxMN3GyWQ7u3EY6maSkphorO0hkoBuhKPiC1bjcOScc3e1Gd4cYrg1RdrgPqYIzdqVASrS4g5CQvWIZQ9EUdns7uuOhabCa/XVdZDUTl6UVLBOlUDFFhv5oH7ctuI0ydxn79u3jyJEjzL/2Qwy+sJuYvxUna6CSmwypqoZpWYiABabCUGIqeHKkyyfd+KQby5FkFaivn8Yv9/2SZ7uepdxTjl/PJevErXjukSgOD7U9RMgV4i3T3kJ5zVwuuuZe9m6+l033/55s1Mbl1TAlaO5c5MmyEthSEDUEJS4HXZFkbYFbhVL3qSUzjhc5l1Ky9aEHaNm8AbfPT7CikvjgANlEAtu2SMeibOvroWXjeupmzWHJ9TdTXnY1pSWXkUjswLKGEcKF3z8Hl6vqlNox9txnG45lEelsJ/3iiwiPe0JSKYRA+HxkNrwMa9ee8Jhjl/anTp2KYRhF7ha2bRc0uKVuN2LrVtLPPIvd1weKgmv+fLyXXIJrwfxTIrln876ouo5dWYnW2XXC7ZRsFjsYwDupYdz2nC/Jl3kJjK7rzJgxg1AoNK4EprS0lPLy8nNaCOlYOI7zmviFnwyvVkRfCEEoFCIUCtHU1FRwSxoZGaG9vZ3du3cXFQwzTfOc+py/Uch5LBZjz549PPHEE4TDYUzTRFEUlixZwre//W1uu+024Pz6Tt+oeF2S81dL1hKPx9m+fXuRG0tSeEfbcIL2IZFSYSQ5/rlM0yQyHMHt8xAah3w3Njey7sLl1D33DHZKJTNmuU5KiTeVwmWZdC5bhjcywofnz+PXe/rJamKs9HpsgwBQhrLcO5Ti9mWTj99EETDGZ/1YVwm9MYDRGsu5tCjjX7yTspBehc1tO1E9Gt91dbFPNiOcLG5nsHANjlQw1DA/G8gS2Pco/zjragCuufBq7mq9C7/jI4uZc18RAq/LjabmXlXHdpBC4s3kfMJdymTetHMKVb1pDM0h69JAeBDSjyubYfL+zez/whcZqK9AyCTDnXtwLHJlXZHE+0fQ/RrltTPQXQGEAtVXv5vYkz8kdDAB0sJ2g3BAyUoctyBy+TRWvPc73HvvvShmGtsdYGpvLYZq0V41QFzPoNm5AcpSHTRLUj9QzVub38rmzZvJZrNceOGFRCIR9Gn/gtjyOZyKYWwlg7BVcDkoHguZVhnumcKgt9gb2pGQMRVCHknZ3EU8//JnCblCBWJeeKZCEHaHMRyDRzse5arGq/DrfoaGoxzck0Fmy6huqkVRFPpbD2OZJqquI4VAR2JKSFsCRZNYUtDoN8nnyQpscsm0QbZv316wDMy7FozXcQ+2t9KxYwueQBCX10ukp5t0PIqiqOhuT67glGFgpNMc2b2TTDzOmne/D7c/QCh0wXHHe61gWxaHN75E6+YNZHq6mdHbA6qCambxl5TjHse5Qeg60rKQhjHOESeGy+WipqaGmpqagnvC8PAwg/v3E7/7V3h6e1FcLjS/H1VRchr3DRvwXnsNwXe966SR9LM9yAbWriV758/BMkEbhzzaNsK2ca1elaskPE57zje5Rt5K8UQSmLGOPGNlFueyTefbfYLXrl1j3ZKAwqR2ZGSEvXv3ks1mcbvdtLe3U1ZWRiAQOGvv/RtJ1pLJZPB4POzbt4/ly5cXTQBHRkaKeMhfyPm5xeuSnL9S5Mn5qbxYR44cYe/evTQ2NjJt2rRChyPFBAR4DPI208dutmvXfjb/8THqs378+JFIemQ/Zl0pb33vO4o+hJv+6SPcn8lQvWUT/mQCU9dBgm6ZZN1uDixczMzLL2b58uW43W482/eRnVcK7vE7Ri1moh+M0yagYzjJ5LIT2yEdO5FxTQ2T2TyAEzs+gRRAmjZWxqDLH6esuprD/iT7D9ciZAYX6aLZjIKDbg9jahX8rKebv5+eW3KcXjudYFWQeHcc3asf18lLKSEL0iMp72tGqJLKgUNU9R8i6ynD1lyo5FYupBAY7hCWCp5tWylzAvSlLBCgaCBGdemOA0bcpt/YS8WkmYCgunkuNV//I7se+SbWM0/h7kshFRiZHMZ/yQ2suPrDqKpKNmMAEpSc4n1OVwO1kTK6SocYCSaQSEqSfib3eAh7p7Fpwyb8fj/pdJq77rqLdDqduyZ7LTNTfTSUHkFxxVHQcSlT2Tpg06+UoZpOrq6UkJi2wLQUvC6HS1e/ic3D20iYCRoCx0QhR1dwAErdpfSketjSv4W6TB0tLS3oiSgutwtHiNFiRnWMdB/BNgyE5sIxLBQc0nbOCafKazMldFQS5hFRMjJEtGYBjaWlhaXlfDVAVVWPswzs2LEVyzDwlZSRTcbJxGOoml4gkEIIhKpiZtIEK6sY7GyjdfPLzLr48hO+q68mbMti4/2/oWPHVhRFxRMMI1wuME0y8RhGMklJTR2eYyq6ymwWJRQElwtOk6DnIYQgGAwS8HoJ/PSnGJERnPp6LCBlGti2gx4KoWcz2A88iFpZif/qq0/puGcLdbe8jQPPPIPe2obt9SLd7kKHKAwDNZXCqqqk6bb3jLv/+TjoT0Q4j5VZxGIxhoeHC5UxvV7v0VWO0tKzKoE5X8n5uZS1nA6OndTu3r0b0zSJRqO0tbUVVqjyz+aVTqTeaLKWcDjMDTfcwN/93d/xn//5n1RXV+P3+zl48CBf+cpXuPnm01cC/AWvDH9W5DzfOdq2PWFHaVkWe/bsYXBwkMWLFx+X/ODGJC1dOQ3uBGOII3NOKZo8Sm6ffep5jBcOsIhGbGyyZFFRmCaasHosfvPVO7jlEx/EM+rr6vV6ePsXP8OmF9dz+LEncB3pBATpujrE1GaaJtcza9Ys3G43KcPCMRy8m4dgso9MhadgBahmbLzdKdwRE1MBx5YcGckWkfOnHvgNA/sylNghJBDVoui1JuUXX1nYRvHr+C6tJ/lEJ8ZwmoOBdg67OrGlQ2k2wNzoVCyfQu1l06lpqOMz6+7EEZNxO4O5G5VOs2z3A9QNDCAFtNZOYsvCdxAXldzdto73TL0IgHdd/S5+/NsfY8dtHNUBnVHPdcAEPHDTVTey/q5O1ISfmp69gMTWipPmhKMgcfBVlqJF+nDt6ELUVuVKyY9KZhCgqCAViZ0VDB05RFXTfOpnz0V3e7jg5i/CzUetAjds2MCkSZMKg08gHCAqBNg2qDk/87JkgLLkmI7akajZKEZIo7a2lg0bNtDb25t7NqqKEAJTSval6zlkNnLxxRdz4Whly8quVtY9ew9HhqJkTAEINFXSUO5h2YpraZi5lOf3/mLUXvFYu0FRIOeaooGEHQd3YGNT0dzA00/8iWTGIjWcRAAhLCrKynBnsmSTCSxURlOOaQoazCxx0JRcxNwjogghaeECLnrvOwCYPHlyUTXA3t5eDMNg69atBReSSG83qp6b2KWiESTyuMiuoqo4pol0HFTNRevWjUxfdTHqeVJO+vDGl+jYsRVPMITLkxvQE/W1lB5uw/H5sCyTaH8vuteLOho5llIi02k8111LevSZnwmMnTsx9x9ArapG93hwA3782I6NaZgYioIZjxO/+1dYNTWUVVVN6Bl9tsmwHggy5WvfoPVzn0E53FIoQgQCqalYDQ00fP7z+Oonjbv/uS74k4pGGOpsw7YsfKESKhqbUU5CJk/lHgkhJnSBOXz4MOl0ushp5EyLUp2v5Px8bJcYDUCUlpbS1NQ0rp1mPqiQzyU4VclQOp3GcZw3DDkPBAJ86lOf4kMf+hC33347dXV1JJNJ2tvbueqqq/ja174GcN494zcizo8R71VCnlRNRM7j8Tjbtm3D5XKxatWqcYtTlChZItKHHKU/xyKnthGois2X37oKgOGRKJkX9lFLDcNyGEcc3S9JCi8e5somfvM/P+b2f/77ovYuv3g1yy9enStMtHcvfX19LFiwgIMHDxakPW5VoCoCx3Lw9GTw9YxfBVU6uY6qwp/reBLxCH+640FmZSdRL9VCuxSzlEyrzfqep6j96G2FQd3VHKLlUoefbP8pbdkOLGmBEDgeB38gwI1zb+Ztk1YD0J2VoOQG2ovW3cnK3T1MGnTwGDlFSca1l7Wbv8iTS+eyM3xDoY31ZfWsnruCB7Y/jTcj0NK5qLSqq4Qnh7l2xbXMaZjD0CVpOh4aJBgfxtSKox7CyXUcit+ioqyaoaEWfAkL7wyTdMKFYwmEKosmV1KCZdhMW7EUfQIbOEVRiuRUV1xxBT99/AXUbBJbnaBzdkyk0Gi+YA5tbW309vaiqmrR+5cf0CzL4vnnn6epqYnKykrK65t587s+SaS/i962PUhpU1k3lYqG6YV9XaqrQMKPf+C5/7Esi1Q6hfAIjKoSPrE/xiLFQ1BmC5sNC52oo1Hj0WiorMIxLaKdbbidJLNCg4Q1s3DYjBOmRSyl4W//peh0Y6sBlpaWcvjwYSorKxkaGqK1tZWBwUGsTBo9m8FIpwsVVIvbLAsyLLfPRzoWJR2LEpigouSrCceyaN20AUVRC8QcIDZ5EsGuXlzJFPi9WIZBOhYjUFaek+p0d6NUlOO9+BJGnDMvgpbZuAksE+WY/klVVFSPisfjwXHpWAODZHt66TLNgmd0Xn4UDodRVfWcaPG91dXM+t4PGNn4MsNPPoEdi6F4fZSsWUPlZZefcGA/V5HzTCLO7icf5cieHWSSOQtUVdUIV9cyc82lNMxfNOF5X4nUZiIJzFinkTORwJyPJBjO73blx//x7DTzQYX8RCqfhF1aWjphEjbkJC3AG4acA0yfPp3HH3+cdevW0dLSAsDixYuZO3fua9yyPy+8Lsn5K+28FSXnGX2s7lxKWSh60NTUxNSpUyf8GB/97K0s+eJDJB0POU+RoyQvJ2XJeW5X2jFWzs1pux/+1e+YSyURIkXEPI80Gdy4mZTyEonGKQkX69CTySTbtm1DVVVWrVqF1+ulpaWlcB2qqjK7IsC27uhRj/NxYNkOdSVeZtTkjv/QHb9jYbYZA4dhJVNU8McvdRZkmrn/v+/iHf/yNwC0xdr4r87v0u/tpzJUjWopJBNJ8AhMl8V9nfeheBTeNv1tqCLn2nD5cz/mug19hFIQ80FsdAzyGjCn06EqupOnRRoWv414NMLHHnyInRWNZKbfjG7GCKR7UaWNy9b5W5+POQ1zALh27SX8KfoH5BYHpIZwxhRFEg7CbzG5oQ4A07AQQuLySRzNxoipSEsU6k8KQFEliu6gBQaK7tnAkR30tm7GsW2SSQer4ihJDAdDBObNIr15I4qRwdHcRbp9LAvVTGGV1vGmq67lhz/8IcC4E0Mhch7n2WyWjRs3ct111xV+K6mqp6Rq/HLJ88rn8eDhB0lbabza8QO8YRj0Rnrx636WTV/Nv+3MMqy7iFfUUR4dwHQcEAJVSmwh6HFUPOk0taEwnvJKFK2Bw65ZlDoxEJKkCJJpXsbyd9wwTmuKr0dRFCZNmlRwIXk5MsjBdc+QTKYKrknq6HaFfATbRlE1dLcHy3xl8o/x2nI2EOnrITE8iCdQ/H0a4SD9i+ZStW037ngSRYA5OIBt2chMBqWigvAHP4A2qR7Z3n7a57VMg1QkAoCvpAQnEgH1xF23cLlRHIfaUIjmCy7ANM2CPnrv3r2YpklJSQmGYZDNZs86KVYUhfLlKyhfvuK09jsX5DyTSPDi3Xcy2N6CyxcgVFGNUBQsI8tIbzcb7/8NRjrFtOWrx93/bETzx3MaGRoaoq+vjwMHDhRFbk9FAnM+kmDHcZBSnheylmNxIrnN2KAC5HTX+VWP7u5ubNsuWDaWlpYW1SFIJBKoqnrSKrOvN2QyGWpra6mvr8fr9RIOv/auWH9ueF2S8zPBsVVCTyZjGQ/vW1HLT9b3kJJupFSK4pYCSYWM8p1bZhX+5hqIIUQ5FhNHzRIkKaWUJ37/MLe859bC33t7e9m1axeTJk1ixowZhQ5ZUZSiScb/WTqJf+qPYxgOLpdyHEHPGjaKIrh5ds4aafemF5hhNGDhkFLMom0RkBQmQcfFtPRk2vfvonHmPH578Lf0pfqYFJxENp0lmo4TCAfweD0IBMOZYR5qfYjVtauZ7nUx0tvFpdv6CaahP0yRDijthowuqYzBkpdaiNwe4R8fepgdtdPRHItgJoGCgu2qI6uoDLi9fDOdxPf4n7jmyhxxvfbG6zjy5KNEDxwi4dZwbAehCVxulbqa2kIHqplO7ndN4NIddI+DmVFy9oGAoktU3cZKC6TMvRtDPXtY/8B3GGjpwzJGabwi6d36DMa1tzBjaU57996/eS/fj8SRLQdRszGkouekM3bunlrhGt78D++lvb2dTCZzwoEr3972YwhcLNpL6+6Hccw0/rJGps25prAUP6dsDtNKprFneA/1/nrUMdFoy7JIppOYmsnlky/n+ZYYw3qIciPDYO1U6jv3484kyXoDCECTkqyi0Je1KU+nkdJh4TXXMG3ZqgnbfCKMjcoqisKsFavp2bUVEMhAkEw8BlIWvkcBSNvCGy5BUVWMaBJ/aTne0PkxMNimmSNq4zzDZE0VR9b4CXZ242vrQAGU8nK8a9bgufgitJqa0z5fNpng8Kb1tG3ZmLtXgCcYYubQMF7TPPHOlgWahvDlJmy6rlNdXU11dXVBJzs0NEQ0GuXQoUN0dHQU5EelpaWvmRPIuSDn+198hsH2FgLlVUXyKM3lJlRRRTIyzK4nH6Fm+qxxV2jOdpLqWKeRiSK3Jyu2c74mzsL5KXk4ncqlHo+H2tpaamtrkVKSTCYLdQgOHz6MEIIf//jHrFq1ihkzZuDz+c7aNT/33HN84xvfYPPmzfT09HD//fdz0003FX6XUvL5z3+eH/3oR0QiEVavXs33vvc9pk+fPvFBTxMbNmzgBz/4Adu3by+oDNasWcOHP/xhpk6detbO8xecGH925HxsouOpyFjGwz9cvZS3LerjXd97hqjwkVV0BBK/k6EhpPDVm5YQG1MB0y107BMQcwBLWqhCJRuPALmObv/+/bR37mdA7OXhl18g/ryLgMvkgkYfjZ4l2HZlYf+r51axsTPCr3b2MKm/lUt6duCzsox4gjxSfwEZfzkXNZXywTW5aP6OZ/ew2JlBZNyCPzkkhUlYuln38Auo9SVsH9xOibuERCyBaZnHafNK3aV0JDpY17OOj05fwy8e+D9URiUjfsYV6EtFEPVJ6occvvE/72b3sk/hskw81tGIqQB0xyaUThDzBvjJwCDX5H9TVUquuRqrrQ3pUfCFS/B6vQwODub0zAikYaAogv4KX6ENQgWXvzhZ0UyDokNZ9XyGevbw2A//L8mhDLpPxVeas8nLpA3i/SnW/eZ/MbMp5q56N7rLxQc/8REeefwxDr24FQb7QUrsQCnli2Zy/Y3XU15Sxo4dO4CTD1xCCMxR4hWP9bPrwU9R17OFBieFIiWmUNnz5DcwF9/K4ks+hCIU/m7+3/GNzd+gM95JQA/g1/0ksgmSVhLFrTC3fC63z76dv3liT24iAiRD5bTNWMqUfS/jS0TIun3YqobLsRDZNFEzwfQly2hesozewz1s/v1WHMOhcmoZK245OVkfj2CV1NQy86LL2P3UYyiqUoiuK0Lg2Ba2ZaFoLkwUhocGsdMppqy86BV5dx+LsyHf8AZDqLqOZWTH1cCbAT/Ds6fTVhGkfuZcZrz7feMe51TIZzoWZd2vfs5gZxua7sLl9Rf+figyyLR4DCWVQhvHGQbAGRlBraxAnzXruN+EEPj9fvx+Pz09PTQ3Nxcql7a2trJ79+7Csn7eIvDVIlxnm5wbqRQd27ege3wT5i34wqXE+nvp2LGFOZdeWfRbrrDbuU1SPTZym06nC5HbiSQw52vkHHjdRc5PBCEEgUCAQCDA5MmTcRyH7u5uKioq+NnPfsaBAwfw+Xx87GMf48orr+SSSy45I4lLMplk4cKFvO997xs3+fLrX/86//3f/83Pf/5zmpub+exnP8vVV1/Nnj17zih6n3/Ht27dyoc//GHS6TTve9/7KC8vp6urix//+Mc89dRT3HvvvcycOfMVn+cvOHW8Lsn5mXSU+UJEeTeWk8lYJkJ1dTVPfuHt4/7W3l7sEW5IE1WcuGPQhIqNje7zkk6n2bZtG33Jrfz2cIqu+CQcKVCFgy0VtvRJavw7eN/idpqajhKAD8xwseb7d1DZ1Y5q51cHBDfsfIb22YtY+8FvFDoozfTkHD1OcCudUUcTxXDRnegmYSQIWAFUoaDZEO0dBClRNBV/SQi3z4smNFpiLdwy/RbqRhIoDlgnKF6U1SGUBt/AIKai4TMS426nAG7LoL2klpc3vMiy5atxHIfOmhqsigqCgwO4w+GCzlo6EieTxBocRJvRxJA7CVmJ5h5nkuBI7IxCxQw31Q0r+OP3/57kUAZfqauIGGq6ghZWMBIWW//4e5rmXYk/VI2maVx39TXsa2yip6eHhQsXHrcCEw6HEUKcdFCVUuLz+YjH+mm5813MSbVjoBFTcnkOurSYlOnGeOkOXo4PsOz6zzMpMIlPX/hpHm5/mOeOPEfXSBdICLvDvGnWm7i28VrC7jBxoaGPcVDpnjyHrNtHfdtuQtEB3EYKRyjE/WFKF86hesoF/PozT2LbYSS56xkZlBzY8CzltUne9PHrJrqMwrUci9kXr8Xl9bH/hWcwUinMTBqhKCiqhj9cSrCiCtPIkopGCFTVENe9PP/88wVyUl5efkJ9ruOYJJO7sKwIiuLG559zwjaeDgLlFVQ1T6Nrz05cXt+4/VBOiiOYvGjJuMc4lUmClJItD93PQEcrwWOivbrHg+0LkDjSg2htIThr9nGRfCeZRBoG3rVXHKdLHw9jK5ICZLPZQqSwq6sLKeWrZhF4tolwpLebTCKBr6R0wm2EECiqxkDrYRiHnMOrGw32er14vV7q6uqKiu2MlcCYpkk8Hn9NCyEdi/yYd7657cDZK9qUl+p961vfAuDBBx/kU5/6FOl0mo985CN0dHSwcuVKrrjiCm6++ebT1mlfe+21XHvtteP+JqXk29/+Np/5zGe48cYbAfjFL35BdXU1DzzwAO94xzte8XXl78/vf/97pJSsX78ev/+oacT73/9+3vzmN/Ozn/2Mr371q+eNK88bGefHV/0qQlEUWlpaSCaTpyxjOV0cayOXLvUhIxJVKthi/CIufvxEibFw9SrWrVuHO5Tg1/uzdCdqKfdE0NWjUhzTVulJVPGjzYNMbVzP1PoVRHp76fjAB6gbHMDSdLI+X678vOPgMrLM2LGRnR/4EEvv/AmaruNM0I4iyNx/EsnQ0BCZdIaA9CJTBoqj4mJ0wMpCOhUl4Y7glDgoo39XHXEKxQJzriKKBFXaJ9zcbZkk3F5ebjnAgoVL2bZtG47jUPm5zzH4gx/hPngAzTBQM2msZArV68V7wVKq/+6v2f3rf2TwkIGUDpqLgle7Y0mMhED3Oyxc+y4GunYy0NKL7lPHjdgKIfCGXKQiBgc2/o7Faz9INptl27ZtWJbFypUrC17fY9HQ0EA4HGZkZKTg0nIs8trWmTNnsvsPn2N2qoOY8GOqR1cnDFwMOzphJ0HD7vvonHsNDc3LqfJVcUPNDVR0VaBMVvB6vPgsH8tmLCvs65M2EVHsajNU3cRQVSOB+DB6Nk1SczFUWs2lvizP392HJFetdqxCX+JlqMfD7/7vH7j5s2+e4LFOXJBn2rJVNC26gK59uzn40nMMtrfl3Fl0jWRkCN3jpXnJBSy57ibcgWDB27u/v5+DBw8WVWksLS0tJDaOjDwxWk20Czm6UqVpJRjZmej6+O087hmk02Q3bcJqawckal0dnmXLUEbrEcxYeREDrYdJDg/hLysvuk7bNEkMD1LVNJXama98UhDt66Hv8AG8wfC40V7F7aZ30XzUbbtwt7ejBYMInw8cBycWAyHwXnwx/utPXIkYxp8suN3uomX9PDkcaxF47P0/Wzjb5DzXD59cMy6U43ORju7/2hHOY4vt5CUwu3fvpru7m7a2tpNKYF4t5AMP5yM5P1dkUlEUysrK+MEPfgBAa2srjz/+OI8//jhlZWVnNYmytbWV3t5errjiisLfwuEwy5cv56WXXjojcp6HZVnMmjWriJgDlJeX09jYiDFqA3suEsn/gmL8WZHzeDxOMpnE6/WelozldJGPzudx5dtuYNeP/kilqGBYjiCPSQr14EJFpU0dwmprY+7cufx28w/pSUyn0jOMqhYTaV21qfAO0peq4HcvP8y/vGUF+//jW5QMDpL1eJGqepTkKgqmx4tqGIT372XP//6aBe99D2ppFqdHokkFawKi7kLN/RZIkexK4le8ZBJJQo4/9/f8dYxW7NQygmQ0xpSZUwBI+3XAQDgSOUHhIs2WSAEx3/E2b8cif9csx2HdunX4Kip5NljJS7E08bf/NU0dLUzbvxdPdITm6iouv/JSwnNmI4Tgqvf9D4///B8ZasmQTY9OGiSggCcMF77lFqbMuZmdz9+JlXXwlY7TntFLEIoCEvrbDxKJRAp2gf5qP7/d8VtSZoqwJ8zaGWupClcxnBlmU/8mYlNjtO5vpSxbRiWVKCI3iBrCwBAG0pJU+CqYM2cq8fUbMVGLiHkBiiBKgHI7yp6X7qSheTmdnZ3s27ePeTPmMXnyZNra2ohGo0W7rfLb/MYU2EjUsdMgIUiEclrbAd3NVCNB54MxIDyGlB99CqPTKRKxKnY8uZMFa+eP/7xO0IFrLheNCxbTuGAxqWiEnv17ySYTaB4P1VOmE64+qtEOBoMEg0EaGxuLLOoOHDiAYRiEQiG8vo0YxqMIoeDSK1AUN1LaWFYE03qOZGoA2/53VHV8GQhAZsMG4nf9Eru/P2eAn78399xL4K03473ySqqmTGPpjbew9Y8PEOvvzfm0qwr2aMS8qmkqK952G5rumvA8J0P/4YOY2SzeUMmE2zhVlRycPYUFZbWEunpw4glQBPqsWfguvwzPmjWIU4yonohMjUcOx97/bDZbSJY7G8VdznpRpNIyNJcHM5PG7R9fbiClxDZNwlXV4/4G54+OOi+BUVWVefPm4Xa7X7NCSMfibEWnzwXOFTlPJBJFRLa5uZn3v//9vP/97z/r58pb8FZXF7+n1dXVhd9eKfLv95VXXskPf/hD7r33Xq6//nogN1l/7rnnsG2b1atzSdPn63N+I+F1Sc5Pt/Me68bi8XiYPHnyWSHmf9q+jy+91EYkEMRWFDTboTQR5TtL64uiMDW11WxbVM/wtl7KRRlZshgYCBR8eJFI9jmHqV8xn5UrV+LxeFjXXoKmWMcR8zxUAS7FZH1nBUMDXXg3rEcKgZzgo7FdLrSkQeahh+C97+Gad76dLf/1IlWWn5GxTi2jEBICjk6XFqNu7gIWL1nCunueYL/eisdxFyecCnCEQ1xJ4Te8NMVzxGrmm95NYt8PCKYhNkHNo2AaRgKCjmnXYitqzj9+gvttaC5clkWlhPopU/mJpfPySIIyXaPR60LMms3BmbNoHxrG8frZ5g3yaSlxC4E/WMebP/gb2vc/yKFND5GKxVA0jZqps5m36oP4/Lly8M4pWt0JAZl0io0bN1I5qZJfH/41O3bvICMziNEruPvg3VQGKnE8DgkzgRCCRGWCQ+lDlGZLmZyczKB3kF53L7awURWVeXXz+OPOn3CNnSSpnGBgVQS2oxLq283u3bvp7e1l8eLFSCnZu3cv/f39OI5TNCjdMncaj248wrDuodzMcizdiCkaqpSskQkEoYktGgGBg0Rhz1Od45Lz06ni6wuXMHXZylPadqxFnZSSdDpNb+8WhoYfxrIchAhh6iYuVy4JUtfLERmBZe5naPgRqirHL6KR2bSJ6He/h8xkUKuqEKO5FNKycIaHid/581xbr7qKyfMXUT5pMh07t9Kzfy9mNkugrIzJCxZTO3POSYn5yfovyzAK3swnOobp8ZBZsYwpqy/JRcw1DaWk5LT6x9Mlw8daBKZSqQI5bGtrK5LIlJWV4XKd3iTlrJPz8gqqp82gc+c2XD7/uMc2M2lUl4vJCxYf99trHTmfCPkotcfjoa6u7oQSmNNxgTkTnE7S5auNc9W2N0p10PzEat++fdx9993cc889XH/99TQ0NDA8PMz999/P2rVrMQyD++67D4CVK1dSV1f3Grf8jYvXJTk/HRzrxnLkyJHjKhe+ElzyvYforKrBaa5FKjk6ZgBpO8At7QaNAxGeXnN0+2tuuJoNlZvZ8dQLNNhlePEgkXTKLo7oWS64cg2LFy9B0zSGox3EDD9uNXvCNni0DEnTR+vG5wlk0liuo1FWxymmVqoicFQVX/cRAALBEuLNA/gO65Q5HlKKRQYLAXjQ8DkaI0qWkdoublrzJjr2HOSqoeX0VwwxqEUIOX7cUkcgsLGJqykcHK6JrCa+rRcWw1uu+CDfuP9nLNtrEEhLEh6OJmVKSSiVC17vmRngxupp7LcsMroL7zgWeg6CrKYzq7+NN11/E89Zgs2dg9S5dTxjOl1FCIJI3LrCumiS5yNJrijLSRJUVWXKnJuZMmfiKmclVY2omsA2bTTX8Z+HJEcgHEdiqS6mz5nOl1/6Mi3ZFjx4KFfLC/ek3+mnL9lHIBNgbtVcNEVD+iXDiWE64510+7rRpIbH8RB2hwmXhOnIdnAotZORsM6b4uI4An3sPVGsLMORCLNmzWLDhg309fVhmiaWZeE4DsPDwyxdupTm5mamVNXyTw29fOOIyYDLg9u2cTk2tqKQVlV0x+E6JUrZhgQpAuNEzY+HYQRPus25ghACn8+Hx3MAt0sSDEzGsi1MwySVSo06DeggFYSiMTL8JBXlb0JRildFpGWR+PVvkOk0al1dERETmoZaVYXd10fivt/hWbUKJRDAX1rG7IvXMvvitafV5lOZsLj8fpAS6TgTJsNKx0ECbr8f4XajVlaOu93ZaM+J4PP58Pl8BbvMaDRaiOLu2bOnkFia91Y/GUE6Fy4ks9ZcymB7K/HBfvyl5QWpkJQSI5Uik4zRuOgCKiY3j9seOH/J+VhMJIE5HReYs92m8wHn0uLx2Mj5uUTNqONTX18ftbW1hb/39fWxaNGiMzp2/rkZhsENN9yAqqp0d3ezf/9+DMOgurqa559/nsceeyxnjpDJcPfdd58VKc1fMD7e0OQ878bidrsLMpbe3t4iyckrwbU/eoSO2jocv4bI2ijOUXkHqsAucdOu1nL7r57m5++8rLDf8pVLWb5yKcMjUdoOtRGJR9AzYd40bzYNDQ2FAcDtCgASeaJsTcCRCkI4aKo+qvkQOI7E4fhET8eRaKMa8jzedNt7efSeu+g76KPBKqGU3GpCFpv9+gCJil7e+dcfBmCkq5c6o5q3jKzl8fBL9LgGiItkLkosIWQHWJFcwOrEIkZEsnCO27/8AHf9243MbzGpioKtSMRonZmkB7bN8vOxLz2Goij88Z772F4zFUcoeI0sQqZwZAJLdZN2VRNOJ/jrqgChcJiHD3ShQBExHwuPyOlWHhmKs7b01JfaG2ZcSrDqLiLdMdTSYm14vupmJp5BdcHyq27njy2P0pJtIayE0cXRyZGJiaVYqFIlbacZSgxRHarODaD+EEpGwRY2tYFagnYQt9ud85MlzIADz/oHqbYclmXHH1CkBE1aRF0lTJ8+nSeffJJYLIbf7ycQCJDJZEilUoyMjPDMM89gWRbTp0/nugWLqQ0d5p79nayXfgwlVwl0kRHl2hoP181Zxu+efuSU7lUO49//04mcnykSyZ0oigdFUXApLly6q6hiZiqdwjF1RiJt7N79HJWV84uiusbOnVhHjqBWVEz4nijl5di9vWQ2bMC39vQI+emibsZsdvn8ZJIJvMHQuNtkkgncPh91Z6Bth7Mbqc6XRC8tLWXq1KkYhlGIqu/evRvbto+TXBx77nPhjFI2aTIr3nYbmx78LYnhwdykZ/T91D0empcsY/Gbbhp3IpTPA3k9kPNjMZ5/97mUwJyvspZz6SKTSqVeNXLe3NxMTU0NTz75ZIGMx2IxNmzYwAc/+MEzOnb+e/iHf/gH/uEf/uGk29u2fd59E280vC7J+cleCiklR44cYd++fTQ1NTFt2rTCPmOtFF8pOlw+pF9DpK0iCYYQgCMhbWEHdLZFxicnAb8XqVioKqxcveI4g3+/t4yppb3sGJhCkNSE7UhZXmaWdTBlyU10uL6FamTJur0FPfWYmkIAKI7NcKg4wnb1re8B4Lk/3kd3ywCWaeAKq1x4+XX09PQcvTYld9Aaq5zbht9El95Pl6sPB4eQHWBadjJu6UKgFE0MSiIG7ym5kl/PfgkjmyCcsJECRoIa5Y3z+OTHf1jQxt5x0/X88/0PsLUsSNLZjjD3gDQQCPzJINd5Z3P5Zf9MzHLozpqEtDGFh6Qkmz1CLLaFeKyNdMqL8E7hgFxCVtaMknVIJeNsfP4Z+nsHASivKGXG8oU81PMow9lhyj3lLFt7Ddvv+S3paBZPyFUYBB3HwUxbOCZMWzmPqsnzeWbjf6CiFhFzgBQpJBJd6BjSYCA1QHUopxUcyYxgOAZu1c1IdgSf5iuSkFSGJtEy0s56X4alaYmqHEtgQLMNpFDQ5l7L5s2biUajlJWVFX0bqqoSDoeJxWK8/PLLNDQ04PF4WNw0lcVNU0lk0gzFo/hcHsqDIYxROYXXB+kUHBXmTwwhxvfbfjU7bimtXPLzMchXzLSsXCVbRZG4XNpxUd3QocNgW4hxytvnITQtZ5HZc2bazlOBr6SUpkVL2b/uWVRNx3UMaTIyaYxUkhmrLj6hC8mp4lw9K5fLRU1NDTU1NUgpC4m9AwMDHDx4ELfbXahYmpdcnCvbwqop07jyQx+le98eBtoOY5kmgZIy6ufMp6S2bsJzvpH8xM+1BOZ8lbXkx/vXg6wlkUhw6NChwr9bW1vZtm0bZWVlTJ48mY9+9KP8+7//O9OnTy9YKdbV1RV5ob9SjP0Genp6SKVS6LqOy+XC7XajaRp+vx9FUc7LSdgbDa9Lcn4iWJbF7t27GRoaYsmSJZSXFxeVUFW14CP9SvCj53aTKg2CLSfURgsAKYmVhmlra6OpqanwWyQSYdu2bYRCIVatWjVhsY+1M0vZM2iTNLz4Xenjfk+ZbhQhuWyam1BlJfGFiyjb8BJCOhwbzRSAOkpQXli8mqbuPibVFSeVLFxzBTKwjWAwyPz584lEIkXyn5ppzXRt2oLuaBiqxSSzmknmMQlUEhQpcJXnku7MI0cY+upXsXp6uKVyGorXCyUgbZtYRyeujkGitb8i/O535/xkgyE+9ubl/Pvz/5f2ZA8SN5rU8SsOvnCGLWzhf7b/D7fN+buj95mcfd5A/++Ixl7GsTM4DpimwEluJznyJM9Vvo+rGi7nhcf/xObNBzBGO2sDgxedexl8fBBHOXqtdyo6s1bVc+kmhXTEKDjWSCnRXArTV87lord9lvaRI0SsCF5xfMQpS7agPVdQSNvpAvGIZCMgLYRjkbUlppPETSXSM7XQQQYDdXTFO4ipScpsH3J0YJFSotsGJTJNu28S9XNvZucjTxZVrSt69kIQDAaJRqO0tbUxa4zvdcDjJTBahn7ss177d5fw2y/vGk0bnYic587lC8Qm+P3Vy+j3uCeTzXaecBsp07hcAaZOXYKmhQtR3aGhIaJdRyhJpSEWw+VyobtcqBMN5GeBN54K+Zx35bVkUkk6d24jHY+iu3OrWmY2g6KqNC6+gPlXndjK8lRwrj2888i/h/nEXtu2C4mlYyUXmUyGdDp9Ttqluz00LlxC48LxbS7Hw9moDnq2cTaK/ZyqBKa0tPSUve7PV1lLPsp7LtqWSCSO4xhngk2bNnHZZUdX2z/+8Y8DcPvtt3PnnXfyiU98gmQyyfvf/34ikQhr1qzhkUceOWvmFn19ffzoRz9i69atZLNZVFXF5XLh9XpJJBL893//N5MmTTor5/oLTow3FDkfK2NZvXo17nEiYaqqkslMXHjnZPjNnnZkYz3YJ9Hj2hLpVvnR7l6+3NSElJKOjg4OHDjAYMcQxuH1vHjPI8R1nYa3XMeiJcWWS9cv+yBbO77Ecx3TydhugnoCXbGwHI2Y6ceWKhdW7+Pm1Z8GoHPVFWg7dxJKJsi6XJiqVliqcpsGum1xpKqOR1ddQeCl/fzDW3PEeuwqw9SpU2lubi50ZGNXGGqnTGZv+CUqR4KYin2c4wyA13aTVg2mr1oKQPy+32F1d6M1TC5aMhaqilMShqxB4k8P47voIlxNTaTMFHfsuIOUkqbZPwnpSMLhcCGCk7JSrOtZx+RgI7Wu5bSkDUKaysDAA0Qiz6OqQTR3KZZpoWoqGcdBlxF+seendO7aTWSrhSMddEVFCoc/1j9KQhv1VZe5AUsgMB2TnZk2ossm8SnPlXQe3ImRyRIsr6JsykpWXHxTbhfn1MlnPjJumzHS2b6cbj13Whwli+EcwRruIRCci+Yqo6R0Eh1mnJjqMM2M4zgCRwo0bGyh0u5roPrt3yUSy2AYxnFLq2MJhaIoSCkZHBws/O2x1iM8sXc/qXgMoSjUVtfwtjnTmRz04ysJ4vYOkklX50s5FfZzpGTEGyOrGGhScN3fjl+Q6NUkNKWllxCNrce206jq8RMlKR0kScKhK9G03CrV2KhuFsHQ+g1YtkU2K0kkk6iqgkt3obt0dE3PVdxUBNqYifYrwalOWDTdxbK3vJ3J8xfRtnUTw0c6AKiZPpOmRRdQM31moUrsq9Gesw1VVY8rvDM8PMyhQ4dobW2lo6OjyNt+vL781cD5GDk/Fw4yJ5LAdHV14ThOUVR9PLvY81XWci49uZPJJI2NjWfteJdeeukJv0khBF/60pf40pe+dNbOCUcn6V/84hf5wx/+wJo1a5g8eTKZTIZMJjfGRKPR8+5beCPjdUnOx9Mp5glmc3MzU6dOnZAcHGtzeLrQ1dN4OSU0BYNYlsWuXbvYvmk3Kw52sMQ1GbQZOX2CAOd3G3jxN/cz+5MfpqwsRx40TeMzt3yanzz2NZ5uCTGQLsV2VFTFodwTYVXDAEvKL8Ol5zrJLm8ZD773I3zwV9+nPDKCe0xSpaWoHJ7UzK9u/SCmx0N3Kjc5sW2bPXv2MDAwwIXlGqGXf4l8LoH0hdDmXnVc4uzMKy+k9YHNhA0/KTWDqdggQHEUvLYbicSarlPd1IA1MEB648so4ZLx/cIRyGAQOTBA6vkXcDU18XLfyxyJHcFjelB1lWBJsGA3CODTfCTUBE8feYq1s9dwIJ0lnj5CLLoBRQ2gakeXFx0JQihM8taQMXr4U+8zLJMrcCs6ihC8WLa+QMwVlIJ6Q1UUVKFiORYdqSP8SmnhliW3s3jxYnp6eorsCWtLavGrfuJ2HA/FkQs3bkxMJBIHB7/iR9oZ4rFtaEKSGdX+qIA++q44wiYR30kwvJSshFC4lpILPsPODb/D170DlzRJ+yvQ5lzD3JXvxeXyMRLdP/Hrd0wnL6Ukksnw+YefROvqQLNMfEIgJES7O/ifPTuZtngpH1g8l7d/6c386lOPYJqlSBQc6dAd7MKw9+FJDaI4Nram8LNfbGfy0uXcfOmluI5ZBs+fX0rJUEcb7Tu2EunpQghB+eQmGhcuoaTm5Nn+UkpaYi0MpAfIxGKUJd2UqCGCFVWU1NYRCCwmFFxCNPYyOuWoytFVBMcxcGQ/qlpJefn4vt+u2bNwT5+Gsncf3tGokGEamIZJIpFA2g7uWBS1qhp79uxXLdqsqCp1M+ecsa78ZDgfIsNer5f6+nqOHDnC1KlT0XWdoaGhQlKaz+crkMOSkpJXjQS+USPnJ8PJJDB5SVI+x0DX9fNW1nIuJw2pVGrcicrrDfk+7Z577uHOO+8s2Cj+Ba8dXpfkfCxOJmM5FpqmnZHm/HtXzuKyLUNIvw72xCRfagpqJMs7Lp7KunXr6O0a5MrDg7jds5BOAscZIEdRBUIJMss9myNf/Q6+L34cz6jGVNfcfOC6z/Ge9DAv7r6PaCpO0Otnzdx3kU5K9u3bVzifANonT+Ob//DvzN2ziTn7tuIyDJK+AJsXraKraWbRtqlUiq1bt+JLDXPJnt+gJQ8gyJBPeyw59Acu/P/snXd8XFeZ/r/ntulFGnXLli3LvfeSOL0nhFADhLpAdjcLLAu7LPyWzgLbCLtANiywCwktgRACBFJIL04cx3FvsmxLVi+jMpp+y/n9MZpRl+3YTpTA8/kkH2vmzr3ntnOe857nfV59LnLdCoQ/Vzlwxvxa5BslRx7cTjDhxWO6cu4lQpLQU+gLw2y49hIArOYWnEQSrWLYr7rT7qcr24Pt2DhCUk05RbqOOaSxe/rY06RSKUoCJXiEgew3sZEIXUF4dIQqCLvCdKe6mSXaWeUv4/nml7DtFG5jKHtdgg3YUhLRNSKGRk9MoVPrY9A9gMcsxcbmhDcng8gXTMrLqx3poAg1R9ClxY7kDv7t6n8rFA4aSXi9Li/nl5/P79p+h4WFNuJ18uEjQQJb5p61Ek8J6cQRHOHgVyBuC2wgpEoKBVRlriprOl5Pn1bK8shyKr2L2FtyPeVrPzYqdyKPYDCIpmmYpjmpbV2+zcFgkC/84RFczccxNYOkxw95Pbvt4MmkaHxxGz9xuXj34jre+bWreOjbD9LVrNEYaMcV24HXsTEND8LrRyARvT20PPw7vtfexs3vfFeBoOfbaZsmO/9wH027dmBls6i6AVLS3XiMo9ufY8F5F7L4ossnJUB7o3u57/h91EcPERvsxTZNDFNh5mCQtQM11FQvZMnFV1Bd/TFE63cZjO/ANKMIoYB0QKioaiU+70243RMvxwpFIfDu99D/jW9gt7SgRCIYHg8uw4WTTmN1dWF7fcQuuZije/ZgGMY4rfRrFdOtmEg+Uh0KhQiFQtTW1mKaJn19fUSjUQ4dOoRpmgVv9Ugkgtc7cbXWs9me6YRXOkl1rARmpCTp+PHj7N+/vyB7OZUqyK80znXk/PVgpZi/X6tXryaZnDzP7eVia9d9eM9RXZnJkDwDhcR0wGt2VBFCEIvF2LlzJ263e1IZy1icaULo7NmzCT16jD5/CSgCMYG0QSq5aGSkr4/nn3+eOXPmYPz+aVyuRTh2lJygIdexSiTSiaEINzNcc/ntf/2It396dOa1z1PMFWs/POqzbLp3VGR7XsSHnpFkdI2DS9dzcOl6xsISORV0pWKxdetWZoU8zHvu+2iZ4zjCgyOKc4l10kHIJMHsXqzv/zX81f8hPDnZRPWCuVTWzaZp7yE6j55A2g7eohBrNl+C2zcigjBi3BhwkjT0HiLQk8RvyoJUIuqK0hx2s8JZyP79+2nvbcerezD6JZaZGpWLKLQMSsiFFtBwpIOQWT43u5y/botzDEFaSrCHf1CiCuZ6XahCILO5qHRaS4MJMTWGqU6cdyBlbkCWMtfKhBPnic++H1/Mwva6cRYtxl62FFXL5QrcuOpGtndtp8PqwK/4cQkXAoGOjuEYJEUSj/AQ8UdIDTTkDH0KanQIjhrDcuS/OzuI16himbaMvXv3smzZsoKN1lhUVFRQUlJCR0cHRUVFhQF75MCdL7zVaLjRWpvJagb2WCKvKqTcXrypODt27+KdC+agqipXfvQqdjQ00PHDh5AuDfwRRv5Shl046RSpfS/xwHO1vHHLsH+olJK9f/wDx7Y/j8sfwBseTliVUpIejHHg8T9ieLzM23g+Y/Fi14t8d/93iaX7Eb1pvBlQNQ8Z3eZoyQADgaNccDRDf3sbG9/+bmbN/ntSqSPEYtvImlFUxYPfv5z2dj+aNnV0y1gwn/AnP8ngT3+KdfQoTm8UEKCqGHPnErjxRmauWY1t2/T39xONRgva3FAoVCCKp1KEZ7pFYqdTeyaKVOu6TllZGWVlZUgpR3mrHzt2DF3XR3mrT5bHc7ba82rj1Sa/YyVJeQlMc3MzqVSKp59+epQLzKsdWT6XEf3XCznP41vf+hZf+9rX8Pv9zJw5E4/Hg8fjweVy4XK5CARePevcPzW8Jsl5Xr99KjKWsThTWQvAe2uLuK07gx12IW0Hsg5CDHFJQ0UqAj2a5I2hLKtWbWSgP8FcrQwps0PEfDwcmUJV/Czr7T/l8xg5ybhyywru+s0Ojgc8uFPZcXlrEuhz6RRlTGYaSZYsWUPZY7ejZhuxlRCMLOsuFKTw4dgaWuow5h9/gHr93446du3KJdSunLw0sTZzJorfT2wwyvFkE5FohpRbIe1Xcvu3bdxZSVFHgu3ebZT2XsGi4nm0NTcjLQehKcN5rRKk5WD3pjEd0A2doCtIWFe5qDhMPKbgdRvYUqIKgZpKENR0NDE8AYLhKPlkxLxwrWQu2Vc6Q0m/u47gSeTcOpwXG9j+5LPM/+I/UzxnKZXhSr5yyVf4l6f+haZ0E3Hihf24cVPuKsftd9OZbCNtSaQQuAQsczskJUQtBcUBQ+QKzmelwK1ItqjzKY4Xs3rj6ik7RCEEa9as4dFHH6W/v59gMFiIEhlGB6q2h0DQYnbNZfy8oRHNNskakwwmiiBtuPHE+vl9UyvX184C4IUXtiEyaaxAMcoEkg7h9iBSCY7s2IZz3uZCBM1MxDm+czu6x4vLO14T7wmGiPdGqd/6FHNWrUMbMbmOm3HuOHwHKSuFLybIZhw0lxsQeB0dl2PQ40pwaHactcdc7Pz9r7nsrz6O1zsfr3f+qGN1dEwu/RkJY8F8ir/0RczDh7EaG0GCWlWFsWRxwVFIVVUikUhhhS6vlY5GozQ1NZ20CM90jFRPJ/J5svYIIfD5fPh8PmbOnIlt2wVv9aampnHe6sFg8IyI2XSOnE8X5CUwiUQCx3GoqqoiGo3S1dVVcOUZqVc/m5OnU8G5jJwnk8nXFTnPZrM888wz/OpXv2Lx4sW4XC5UVUVVVTRN4+GHH361m/gng9csOe/u7j4lGctYnKmsBeATF6+i5bdb+X1nlkyxD+kZKmoBiKyNN5rgGtnJh68+n5KSEh7/5UNcogRwnPGuK8MQSJkhok98Pvt+cR8HduzFkQ6182pZ9I4bRp2Hpmm8q0Tn24M2nR4X4ayJeyhpNaso9BsahiO5sLedS99yET5DR7Q8B1IBZRI5hNBBSpT6x4G/nXCbyaCVlODZsIHdT/2MomiGuF/FGZkUqihkXA6WIihp6SeQ7WB173yelE+Q0U3cYsQqiAChK0jTITrYQ131AuaF5gGwoGgBf2z+I2W6QFNynX7/mNUsy7DRMwahTE7PH86GC57lE0EIkFZeTw9el5+MS0U6DkrWwnusm/r/9xmWfed/8EWqqC2t5btv+i7PH3uerU1bSZpJQq4Ql9RdwrKZy+jP9PNC61PsOvxZdCGp1QXlGqQlHMhI9qQE/Y7AKyTzDIelbosa90KWrdt0ShUWq6urufjii3nuuecYGBjA7W6hvPxp3J4oQuSibFlzOxd4wxwOriFpL5p0X46qoWYznOjLaet//eVn6UkdQEPHzErI5ia2qirQPcPdh+3xonR30NTTw5yyXLXVRHsz2VSSYOnEUX8ATzBEoi9KR8NhqpcsL3z+QtcL9KR6iChh+lPNKLrOyOUYFQWPY3Dc3c3qyExiXZ10NhymauHkE8ZTgRACY+FCjBGuNlMhr5WeMWPGqCI8J06c4MCBA4WiL3nHi+mG1/pkYeRkCCCTyRSi6nv37kVKeUZe3tONCMOrHzmfDHltd96VJy+BybvAjJTAnK3J06ngXJFzKeXrKnKeyWS46aabqKmp4SMf+QiKohQSQvMOSn/GK4fXJDlXFIW1a9e+rEqfZ8PnHODW6zdzK/CG7z9EKyq2qqDbNpVWkv+4ZCGdncNJKNKxyV3qk3hGS0YIHnLYeefd/G7XYdIhD4o/p9na09bB/V/+LxbLDFx+eWHbqy9cjf3YDn7c3kG7W6Xd7UJISSCdoTShcJGd4a9vugpN03Ca9qPY/cipSsQDUrhQzA6cbAphDG9rWYMMxF7EsgZQFBcB/3Lc7hmjfmtcewX6Az/CUsEZNcDlqh+CxPa50WIWHQ/+htW1n2KBv5b94ghllGCgj/wF/dogii24XNuCquSu7fry9ZR7yulMdlLlqyo4ruQ7EsuxsA2oSldgZN04qsQQBkWZInpdvTg4wwmhIpcQ6th2vqYTtVEVldyxhBA4hkZaU/G09nHkF99j5V9/Ecg9k5vrNrO5brx7SdgV5ora64k0/zNpJY4mc6+dR8Aaj8Nqd74KIVjYaI7OivVvRTuNCNOsWbOorKykvv539PX/ACmTSKmiacEhrXyGsKuTtXP/iN2q05aom3A/+SdUVRV+8g/PYkkNRbVwxviI27bESZi4fENtHJJDZU2rcK2sVAqYWhurDvmHJ2MDoz6v76vPJdNmsrnqfhMM4B7HoE9L0ONJUeo49LY0T0rOX4mBZWwRnpFEcc+ePUgpMQwDwzDIZDKvmgPJWEwn8nmmkXyXy0VlZSWVlZUTJjJ6PJ5RiaUnyxeYrpHz6dYmyLVrbFR87ErT2MmT4zgnLUx1Ntr1Z835yTEwMMCBAweIRqOEw+FXuzl/8nhNkvMzwdki53n87sNX4jgOhw4doq2tjeXLN1FWVkY0Gi0cZ976lcjfvIQiPNhycPKdKS4Gs83kywRt/8GP+XVTO0qRBxyws0OTEUXgBF3ssVyEvvINrv7cJwFIpDP8zMqws7oMSyiIITeY3qCgzbGZ66RHdHynSlaG9DpDUXgpLTo6fkV3zx8wzWhhX6rqJxRcR3X1B9H1XGGUvkw/Hlsh49aGxNxD7Zcyx0QNF6rHi5VJoB1rRp0l+JB4J9+TP+OwOA6ABxc2DmkyeIWbG1KXsTG7qtA6r+7lfGUpd3bfze7uFtyWjkszCIcryCgZYtkYdeE6rvCfx57e45iOjaYorOlbzSPljyKFzCWBogw7fEiJVEBz4IZdE+glNRUpIP3Ei3AahdlKwxfRHLsfBxuFsYOFxHYcUKEssPG0iHkeqqqSSn8PSKMogTGDkoeUraApSVZXPkJHw2wcxrur6GaGrK6TebAHHx4UAVkjgCfRhY13zPZgpi10t4awskjdRWlouKKlUJTcRlNAytz6hTqGJFnSGpOAO/mA7YjczMpxzuy97s/083zn8+zq2UXKSlHmKWND+QZWlKxAV07/fkxEFI8cOUIymWTr1q14vd5CYmk4HH5VCNdrTdZyOpjIyzufyHjkyBHS6TShUKhwDybKF/hz5PzUcSoR6rHvxESFqc62BObPmvNTg67r3HTTTezdu5ctW7a82s35k8efHDnPy1rO1iCQTCbZvXs3Uko2b95cSH4ZOQlYtW45u375O2a6FyPs+IRyCiF0kA673Rq15LRfv60/gRIwsLNO3tclt7EDTtZBMRSezlhs6erGX1bKLU/tYJs7gObYBKzsEDHK6ZzTms6vVS+BZ3bwuQvXIyrnIpUAit2HnMAbutAumcY2ZiI8viHLyh/Q1X0/iuLG5apCCA0pHWw7RrT3MTLZTurmfg5NC+bIkhAoHjdSU5CWlbsmQkHoWo6gD51S/k4UEeLj8oO8JPexVeygQ3SjS40lLGCzXM2sdGnhvsUHe/n+f/4jsjXBWk+YIzNi9AYzxMgSix4l4Alw7dK38JZ5byHijhBSH2Xbc/vIWDbFyVJWd69lZ+kOHOHgiNzEwZaAAroF79nmY07fxLIS29DQ+xNkU3EMjx8zk6HlwF6adu8g3teLZrioXrSUmhWrCURyiVPVSz5P33NbiYtepLRyEwIUGHBQ+kERAr3Ex8x1Xznl528kenv/SDbTiSKM3EMy5jlzazrpjIZbTTI7uI9jsZWF76QjwXEwLJNocQVL6oefCVWfiyI7wbFBGT342pZEkxI1nca3eiXFQwOVEAJ3pBSrowUrm0EzJo4SZ5MJdLeb0tm1oz6v8OaqSipDpF1KJ+fAMgKmsNGkgt80gCy+ouLTuFqjsbN7J/978H/pSfegDrn11PfXs7VjK4uKFnHL0lsodr/8/eeJYigUwu/3U1tbW3AgOXDgAJZlFQq+nEkSnZSSpngTbYk2AGb6ZzLTP3PK7acTzuVkQdM0SktLKS3NhT9GJpY2Njaiquqoe2AYxrSbvMC5J+e2adJ2eD9Nu15ioLMdoaqU19Yxa/lqSmrmTHo9TrddExWmOhcSmHMla3Ech2QyOa7GxGsZUko+/vGP8+Uvf7kwYfX5fHg8Hvx+/7SU5r1e8Zol5y+3w8y/pLZtn7EFWldXF3v37kXTvHyvtQ/r6ON8bP1Czlswd1yEvmXNSqr2tKKqpTh2H5J8UqpEER6E4ieWPcp5f/tBAJ677f9wfAbSGi91yUFgmxLFpfCHb3yXebf8BdsMH5pj47Ft5FCUWggFAXgti7imc4+t8rfJNEGvB6dyPUrLH8gdZOy1EAjMXOB87oUIIB7fS0/0YTQtVCjmkj+GpoVRFC+J+H66u/9AZeU7KJ25kKN+F0YigxX0YAkFxaWhqcMTJAAta5OcXwm6gsw6uF0uNrOGzXLNKH4pHYkjMqglOXnP92/9FKIljlQVQqaXNU1eBj0mSc1EMx2CaTcVRorIstyS6voLLmXVxvPZ9tSjHG9opILlXBu+gG3BfbzY8yJpK40LjUX74tyww4VPndz6Scic64yqu4j3Rnn253fQ09wESDTdwHFsepqOc+jZJ1l7/ZuZvWINiuZnybp7qd/xAQbsRog6uJ8TuA6riDSoQsddOpfB5t8QeNMNaEMkojfdS9JK4tf9hF3hCdvjOA5t+/4XR8lAOjfZUQDbzKC4PAhNR1MUhOYGJ06l5xiNvUtxVA1niJQbVpaEP8TqeNmofVckZ9LmK8Wb6CTtCoGqjTwwan8Uxx/kgvNHR1tckTK0iip6W08QLCkf53fv2DbpeIyZy1YRLB1dbXZD+Qb+0PQHskKiGQZWNjuK4EskCTVNRTZMKAq6P8CMRUsnvV9T4Uj/EW7ffzsJM0GVrwpVDA/kGTvD3uhebtt3G59a9Slc6tmRoox1IEkkEqMiiPlS6pFI5JTkFwBHB45yz7F7ONR3iJSVy2/xal6WFC/hLXPfwuzA7FHb59+/6UQ+X0kZidfrxev1Ul1dPSpfoLm5mQMHDuD3+wv+3dMpWn0u25JJJth2z8/obDg8VBHZDVLSsG0rjbt2MH/TFpZeetWEtSvOtF3nSgJzrsh5MplESvm6Iazd3d08//zzCCF497vfTdlQ7pCqqsTjcdavX88999wzrd6F1zNes+T85eJskHPHcThy5Ai3b93DA10+ZNKBIYO5DzQcQ7iPsLo8wdcvKSn85robr+Xe+N1samjB0MqHybAESBPN1JO56Y3MKclF5w42tiJKgkhr2HZxLPJFOhvTJs83nMDU/fjMDM6QDSCMHoDdlklC1/nJ7kPcsmklXHUL9h270KxWHPxIXCOsFNOoMoFp1CKuyE0Yor2P49gZDGPiBD9FMRCKm2jvo5SXvwlvIAyb16L+7klsVxbVZaDmiziJoYE4lUUqgvJrr0dLeDFPxBGGMmGn6wxmUfw6xtwQW5+6B9mWRKoKji7yuySYMghigCPRMg6Ht76Ieb1ZWB6NDcbJCBdrLriIhQsXoigK1484hm2ZvPjLG3DFBsgWTXiaAKhZi+SiGUjH4dmf30F34zECJaWoI5ZhpZTEoz288Otf4PYHqJg7H81dxuLzfk/b078i9tNvoPab4NORkTJ8wUqcwUHi999PZv9+Wm65nsfiL7I/uh9LWuiKzoqSFVw+63KWRoaJqGNbnPj2x8i4DsLikZM5icya2JaF4vWi6G58uk7GVHB0Fd3MomZy2bOmrpOonMlN522k5QeHGakAd9sGxer59PqexZPsQgC2oqI4DkJK7EgxW958I0tmzSr8RgiBUBTWvvFtbL3rDmJdHbh8fnSPF5BkEgnMdJKiGbNYedUbxl3fmf6ZbKncwsPND2OEPNCTxTazqLqOgySmpjEcjSVdpTiWxfyLr8Dtn3iQPNkA/lDzQwxkB5jpmzluW5fqotxbzsG+g+zs2cnG8o1T7utUMM7tRgj8fj9+v59Zs2YVSqlHo9GC/GKkr7fP5xu3j8P9h/nWnm/Rk+6h2FVMxJUjOHErzgtdL9A42Mjfrfg7aoOjVygmas+riVcrUj02XyCbzRaIeiKR4OmnnyYcDhei6udCG32qOFfkSErJi/f9kvbDB/EVFY+eDEtJJhHn0NOP4w4EJ7Q+Pdsk+GxJYGzbPif5HYlEAuB1I2uprKzktttuQ1VVHMcpJIKmUikGBgaYMSOXUzad+ovXM/7kyHne5s2yrJf1wqbTaXbv3s3/HmrmicYwjCBCOQhkWmNHU5CbH97JwzfPLvz2zR+8kd7eAR65/cfUxQbQESSQtM6t5S03f3rUcWyZF7+c/EWQCFotidQpaHyllAXynttGoii5bU+kM7lrUT4L58ZvYN7zObTMCYRMFIrxIFwktPmkb/gS4aEiRIn4AZQpJDAAmhbCNHvJZNpR1SqUpRfSu+1FIl0J4h6LjJYjbQiBK2PjSdvE1s1n3YVvQfQ5xPuasHszqAEdYQwl1FoOTtwEVeDZUI7i0dj+zCMotoPlnmSQUgS2rqANWjz52M+49Ir30tjYSENDA4sWLaK6euKCNKqm47poHeKuR1AyJo5rfIevprJIRaHoyktpObiPnuamccQchkhXpISBzg4Ob32KirnzczagjY30f/+3BJJFeBbMIZlOYVs2QtdRi4tRgkEekvv4w/P7sEpChIwQHs1D1s7yTNszvNT1Eu9b/D4um3kZAJ2/+zbZh7ejXqKBsJGKREhBzuYGcCROMokI6MickIa5kTqO23VIXwCv1815M6tZGcmthvQV6Qz0jZY7hLN+fOJSOkLtpGUTqp3EUVxoajXXvHEZdVVV40iDlJKiqhlsec8HOfzMk7Qe3Eeyvw8EuHx+atduYMF5F+IJhpgIN82/CYnk6fanSRVpmMkkjswVyPBmDNZ0lFNjFTPv4gtYcN6FEz8HJ0FPqoddPbsIGaFJBx2X6kJKybPtz54Vcn4yjC2lnpdfRKNRjh8/jqZpBZJYXFyMUAV3HrqT3nTvuAlGQA/g03y0Jlq58/CdfGHtF0Z5zU83TBcZiWEYVFRUkMlkiMVizJkzp0AMGxoaMAyjMFl6pQtRnavVhd6WE3QcOYwnGBonQxNC4PYHsLJZjjz/DHPWrEfTR0v+zmVE9WQSmH379hWckcZKYM5Vu5LJJLquT5vE7jNFIBDgiiuuKPw92bs4Hd7PPwX8yZFzePl2itFolN27d1NSUsKTTQGGmexIDJP0xlY/7e3tVFZWFr4tLg7x9n/6yEmPVezWaaNgIjIhJBIFgV/aWOkUwhMAyShSPgpO7leqHHa5UWqWID/+S6ydDyH3PorIJsEVgNXX8EK/wpLi4baPLJ40NSSDgzEOHGjEFyinb8FFNFsPU9qXwWPJwi4yhkJ03WIu+ey30Q03lIP/6hqST7dhdacgbha2VUIuPOvLcC3IhbOzAyl0IXK69ZFHHor6IyWOoqOaKm0nGti9ezf9/f2sW7fupJnoi9/3CXbsPID3YCtO1sLyupCqAraDnsiiOg6pdXUsu/4vePqnPwQYR8zzEELgCQTpbKhnoLuL5s4uBrZtY8bgIEZVFUJRxtk61odT/GF2GpKSanUuiiunP/ZoHoJGkO5UNz8++GNmB2ZTG5hN/MEHEIDnmJ/UqixSl5DNN4BcFVBH4mRTSE0AGqZ5Hp+49IKCtZyUEtM0c7kT713MPV/cP+5cdKkxMz4TGNYwCyw8iijY1uUHx3w0SUpJsLScdW96O0suuYJ4bxQhIFhWMc77fCwM1eADCz/ApdWXsq1zGyf6Gkn19lIy6Ga+PpMZm+ZQvXQF/uLTs1Mdib5MHxk7Q7Fraj25S3XRmex82cfJ4+UQ4rHyizwpaWxs5MCBA3TpXTTEGij2FE84cCpCIeKOcCx2jEP9h1hUNNpKc7oMttNVZqOq6qiVjZHEMF+Iaqxl5rk8h3NFNtsO7cfKpvGGJ18y9ASDJHp76DrWQNWCxePada5cUcbidCQw2Wz2nEhP4vH4Oa1O+2qgp6eH++67jxdffJFMJkNZWRmXXHIJF1100etmEvJawWuWnJ/JC3G6ji1SSo4ePcrx48dZtGgRNz+8A2nnluen+BUguOoXz7P7b9902m286q/ex94f/gKhCzAn8ePWFBwbZtaUskyT7EZiCwVNTmwxmdU0VEdSPRgbvR9VRay9BtZeM+pz5ZlnRtlVer119PU9NWW7bTuOZbnYvbuJObMXcOjO39Df1ooSXs7xkjhKJoqwbWxFJauECCcqSfbE8fjDAGgVXgJvmYvVnsDuTiFtUMMG+qwAQh8xICmMcgJxpIMn001VzwBFgzYCyGqC5oibwR4fmUyGTZs2nVIHY3iDrP7Gd9n97/+Esv0wxkCK3KxHkPG7cC5cydq//QqqppPo652UmOehGQbpZIIdzz+HO1LKAk0n5Tgoec/lMXO8ZyNR0jpU9gmceBxlRHKgEIJSTykn4id4ouUJypT50NqPDBpoKQ3XcRfpeekcQTeHJC5DhjvSySAdDU1dz5qVV9P5zLNkWhsAgWvWAko3rUcoCl6fD13NYton91ifs8zHkiVLCm4k0WiUtrY2YrHcM3b06FEikQihUAhvKIw3FD7pPkdCCEFNoIaaQM1p/W4sJiPFuqKjCAVbTt0fONI5a3rzM4GiKIUJUF1dHZlMhp/t/xlmn0kmniETz2AYBrqhY+hGgcR5VA/RdJSjA0cL5Hy6keHp1h6Y2K1lJDGcN29eoUJmNBqlubkZYFQhKvdZLlt+rsh5ajCWS9af0vpURzo5WdpYnEtXlJNhKglMX18fg4ODJJPJs+oCE4/HX1fJoD09PXz+85/nl7/8JQsXLsTn8/Hiiy/yne98h1tuuYV//dd//bPW/BXEa5acnwlOp0poNptlz549JJNJNmzYQDAY5Gj3HiaOmo9HenBy1wU7nQtvqu7xJKiodjZzYoM0RoJITeSqZo7UEmsKigLBjj5Wf+gWLiou4dfP7CXucuHNZBj7CjkiR85n9g4wp9t9SvrAsZOYSPEl9PdvxbYTqOr4TklKk1Syl2x2I6tXb6Z9216i7Q1oqhtddwF+8FYMbQu6Y5NMRnnx57/hys/8TWE/QhHoM/zoMybX8vlLw2R6unIRciQV0UbmdKSRQMolcAS4LMniliSDif2ELxs4rZm/K1DM+i/fzmBnIycevQ8rPghePwPh2Vx+3fBkS3e5kSeZ6GUzWVKpFF6/n3UbNjB4pGHMAsTwH0nV5kAwht/SAAsm8PIXQuDX/LzQ+QI3BEvBkaDl7njg2QBSk2RqMuAaQUp1QILLtZay6Jvp/sa7CcsTKFgIJFazQc/W2Vgb/4qqC87jjZ9bxT1f3APjLB+H4XVlOf+96wttytvWzZkzh3g8zgsvvEAmk2Hfvn04jlOILJ4LwvJyMcM/g3JvOe2JdjzaxJItKSUZJ8PKkpVn5Zhnk3y6XC78IT+uHhfFvmIs28LMmqRTaeKDcTRNQ9d1DMNAIEZNQqabrGU6kvNTkZDkK2RWDUm78t7qbW1tHD58GK/XO8pb/Uyjy+fK3lF3uU9qfZoP1mjGeHI7XRIFx0pgtm/fTnFxMY7jnFQCczp4vdgo5rnAPffcwxNPPMGdd97J1VdfXfj+7rvv5rOf/SxLly7lfe9737S5z693/MmS81OJnPf19bF7925CoRCbNm0anm07p/FgjunrrIEEg/fsxGwywcntT6gZ9HleAm9dM4qov+/fP8f3//7LtEZCqIYyQjAjcBzwdw5ww4feTnV1NbZt886jPdyxoJyE241hWeiWBUOk3FQ1/Ok0H2xKErL8tHd3UF0xumiQ3Z/B7s+AEGgRN4qijIqcB4OrCIc209f3JI5mDhW4UZBSYplx4okWoILVq/+SYDDC1q3bcKSNS5+gAxO55XZF0elpqice7cMfmSIDcwwuveZd/O7If6FmJT6rnbntaQbdguyI6LqlQsItKR20abn1X6j+3lp8gdOzwwuUz2bJuz4O5CIlXc89N+r7GYuW0nX8KNJxJnQwSKfT9PV0UVRRxbotF+ZKIRcXg6Twm9w0L3d3s4qNLSS6NZTkOkmFUE3RMB0TJ1CE1BTI2GRdbjp8JbQfXk7qhIbwpymKtFMcaMUbTeLpKie06m0EX/waLhEnKYuxhZuc1ClNMfWkt36ZdvlZKi/cwlu/uJz7v7aTdHZ0dU5wKKtSuOrvxieF5ZGvbDq/pASp6yQsi36Xi/b29gJhyUcfQ6HQq9bZ64rOxVUX8+P6H5O0kni1sV7uku50NyEjxOaK8QWmpgNK3TlXH1va6JqOrul4vV4cx8E0TbLZLP2xflJOikRHgha9hUgkUujPpgsZno7k/HSJsKIohEIhQqEQc+bMwTTNgrf6oUOHME2zkNxbXFw8YXLvqbTpXLwv5XPn0bDtWSwzO05PnkcmPojbH6B09twJ2/VKyVpOB1JKQqFQIYfjbLnAJJPJ14WsJf/e7dmzh/Xr13P11Vdjmia2baPrOjfeeCP33HMP+/btG7X9n3Fu8Zol52fyQpxMcy6lpKmpiSNHjjBv3jxqampGH0/NV/w8lYYO/zPT3EPsB3uQjhtwMSQCRzoesoclvf/2FMUf34wazBEEwzD4m2/9M3vvupfHtu4kOhT59aVSLCoLUXrTtQTKh23vzs8E8e7v4p4aHx3BIEl3jnhptsO87ijv6MgyW3pREGSy2cLvrO4U6Re7ME/Ekdlc2Xrh1ihyC+xQFqqGTkVo1NR8FFXz0df3FJlMbgnXtm3SaRuXawFLl/w/fL6ca0e8txNFmfo6aaqBZaXpPHwc/+YcOc+k0/zowV/yUjxGChUPNmsCId535VtxDUVc5y/cQHjZTPp3HaOmY5CsyihiLiRIAYbHQ8Kj4u0ZZP8ff876N//NhO2YCo5jY6bT2JY5riptzfJVHHrmCQZ7owQiJSOS7SCRiJMYjOF2uVh+0aWFQjuejRuI3X03Tn9/jqiPWITxWhouRyUl0/gMN0po4mTJjJ0h7A5TPG8zsTml9J1Isq9iGXHDgyIlimVj97toixUTNeey5Mg+it92KfqO2zBEgkEqR+j1BbbwMCjdBEQ7qef/G2fzJrw+H2//ao6A73ukgVh7kurlpcxaUTlhm0bCPHiIkt/9jt477oRsFlSVQPUMyi+9FO388+mLxYhGo+zfvx/btgv+0pFI5BWPql9afSmH+w+zrXMbcTVOyAihCpWMnaEv04dH83DTvJuo9J38vE+Gc5HwuLZsLb88+kv6Mn2UekoLnyuKgsvlwuVykUwmqdaqWVO+hq6uroJdI0Bvby+RSORVJ1bTkZyfafLlWMvMkd7qx44dQ9f1URKYU5FbnDNyXreAcEUVvW3NBErKxx3DymbJppLMP+/CCZ2RXk1Zy1QY266pJDANDQ2Fe5JP9p3snsTj8ddF5Dz/vgWDQQ4dOkR3dzelpaWF8x4YGKCzs5M1a9a8ms38k8NrlpyfCaaKnJumyb59+xgYGJg0eXBxmcX+4yfX4wJ4gzm/Ydu2if3vbqTjBWnm2GNhDLJBKkjTS+/tz1H6j5eO2seyd7yZZe94My0tLRw8eJDa2lpqa2t58cUXC+ehqipJj83mWIilzTaHRTvNuoMCzM/qVOMBNHRbIas5lBTnIshWe4L4gydwBrMIr44Szk0AZMrC3wbimX7sygxqyDV0HC81sz5Cedmb6O9/nq6uYwwMxKiZdTG1tReNKxSTh0TS60nSWNRHzJVGkQplg35m9QbRRiiMntn+DP9+7Dht/iqsyLA130uOxe9/80v+oXYO56/LEcYP3vKv/OCf34f/iMOgRykkwkoBUgHDnZfTAA70v7AVToOcJwf6OfbSCxzb8QKZRBwJZDQXrTXVVC1YnJOXFEdY98a3su3euxjo7MAdCKBqBv19PZiJBIbLYM7ajdStH466aqWl+C6/nMFf/xpUFUZEx3VHsLLV4LHqJGpJOUJVkbaDM5DN2WoKAX6VtJ3mwhkXoqkaxlU3sPexvSQUN75sEmUowVQ6DlJCSvWwf+EKvOli5tNOUkbGJdICIARJWUxQNNP+5FPMuOySwldLL6s75euW3vocg//zP/i6u6GiAqW4GGlZWMcbif3gf/E0HKXswx+ivLy8MDhGo1E6Ojqor68/65UzT0b2DNXgr5f+NbXBWp5oe4LuVDeOdDBUg2WRZVxdczWrSladURvOJfy6n+tmX8dP639KNB2lyFWEMvQeOtIhms5V8n1z3ZtZUL0AAMuy6O7u5uDBgzQ0NHDgwIFCtcxIJPKqRASnKzk/mxVLfT4fPp+PmTNnjkrubWpqKhTdyT/7k8ktzhU5VzWNdW++kefuupOBrg4MjxfD7UFKh0wigW1bVC5YxNJLrhz3WynlK+pRfzqYSsJ5Ki4wIwshjVzlSyQSrwvNef7a3Hjjjfzxj3/kr/7qr/jgBz9IUVERqqryn//5nyQSCS6++GKAaXmPX4/4MzkfgVgsxs6dO/H5fGzevLmwND8Wv37/G1nw5YeQtsrkunMBQvKHt20AIP1cA9JyA9bEdirCASmQgwaZxm5cs4cjYLZtc/DgQTo7O1m1alVheS7vR5qHUqeg7BAIBxYofhZkxxxDStyWQltNipA/hLQcEk+0YsdN1GL3qEFI+HQsE4wBi+Qz7QSunT1qV5pWTnt7LQMDEdasXkVoggivv6icno4jWMJh28wTHCuOklXtQlS7obiH3RUa65tnUT5/DocaDvHVxhY6QjUE0gPojlkIKpuKzolgDV9rbOHWokMsrFsIwJo1l5B+/ADSlfNnB4GmaSiKNiriIVUBieQk92o8+tpaeOZndzDQ1YFmGGguF45lkWxr5qkf/x+LLriYFVdcixCCWctW4vYHOLz1SZr27GKwN4q0LVRNQ+o6PY3H2fvogyzacnHBoST0rnciM2kSjz6G7OlBCLBSKWQ2y6ZMgF2LXHT5bMo6E8hBK1fBE3Cw6Yz3UqwWcZ47p/furVhLqrQTf3cXwnaQqshdMxQsFFAtUoFSjrW1sQCJIyafWNrCjUov5okDwCUce34v0cd+S4VzELdIkJJ+OtVFlF7xZmavWTju91ZHJ7H/+z9kJoMZydlCCiEQhoHi9eLE46SeeAK9bi7eyy8fNTjOnj27IAPIV84cGVXPLzmfC7hUF9fPuZ4rZ13J8dhxTMckZISY6R/vfX6mOBfk86qZV2E5Fr89/ltaE63DdQ6QhIwQb6p9ExfPuLiwfd6OEWDDhg1kMhmi0ei4iO7JoodnE9ORnJ8rfTeMTu6FyeUWY599x3HO2f0IV1Sx5b0f5ugLWzmxZyeZZAIhIFBSypzV65izdkNOmz4G+XHo1V59mQinI7eZygVm//797N+/n1//+tdcdNFFpNPpc0rObdvmi1/8Ij/5yU/o6OigqqqK97///Xz2s58968+kZVmsWrWKr3zlK/zzP/8zt9xyC4Zh0NPTQ3l5Od/61rfYsCHHZabT+/l6xmuWnJ+prGVkQmiuLH0Lhw4dKkSlT7b/vzm/iO88NZBjmbm95FtW+HthZaxgo5je3grCTV7KMjFsEDrJRw/j+uBwieldu3YhhGDjxo1oilaInCiKMmqSsXrNYnbU76MkZjDgsXBG9EfCgVBKI+axWLguF5E2m+PY0TRqwJjYz1RRkC6B1RLHiqbRIrlOOR6Ps3PnTtxu95STmDmbNxD99VGem3GMI6W9uE2NcNZdIA62dBh0pXlhQSfHaObHzz1JR8lywsle1BHXSQCGYxJO9dLur+T/nn+Efxsi5+5whIQKhqOAx4uqKti2gzNm8iVsiSgKT3Hth5FNp3j27h8z0NVBsGx4eddxJImMiWboHHjyUQKRUuauzXVYZXPm0tPdzeEd29HdbnyhMJ5AEIBMIs6+Rx+i+/hRtrzng7h9foSuE/7wh/FedBGdv/8DqQMHMMrKMBYuZNWWLXzMG+U7j91KS7YFXTHQFQ1TsTCFScQM84GO63H9oh/r/WkaGhpwFZXjKgqT6WzFHEySFDq2AKFqCE3DTqVptE12DBZTF865K06EhCloTgQ53nuI5z/5ccpkM7X+KCWeNKATEu1UinpiDz3PCztvYv2Hbhz1+/TWZ7H7+lCrq6Gvd9z+Fb8fJxYj+cijeC6+GDHGH3qsDCAfVe/s7KS+vh6Px1MYPM9GVH0sXKqLhUXjJx3THUII3jD7DWws35iznRw8AQJmB2azsXwjxe7xuRZ5MqwoSsGucebMmdi2zcDAQMFXff/+/QSDwQJJPFdWgXmCN50G/1cy+W0iucXIZ9/tdhOJREgmkxMGQ84W/MURVlz1BhZddBmpgX6EouAviqBM4eWeH4emY1T1TIojjb0nZWVldHR08PDDD7N7924Mw+BDH/oQV1xxBZdeemmB1J8N/Ou//iu33347d9xxB0uWLOHFF1/kAx/4AKFQiI997GNn7ThAwaf/mmuu4corr+Sll16ir6+PkpISVq9efVaP9WecGl6z5PxMMDJyblkWBw4coKenh9WrV5/yy/WxS9Yzq3gvn/7jCZz4SHIqER6T6+ZpvLF0OPotM6eQRDE0JsmkCUBXVxd79+7FI3WSuw7z7L99Fz0Zx9Z17FXr0FYsxLdieOZeHC6m7vpZHLn/BJEBnd5MG4MyTlgJEzLKGfBYFF0SYm5NLpnHak+AI0dbFI5sjhA4Osisg9WeQIu46ejoYO/evcycORPpF/x+11NIoCZSyqo5y0Z1zouuOJ8XXvojRyMHMTIKbmdk9UwHpEPY9JItdXFP/T3sci9DdaxRxHwkVBxUabPLXU4mnUbVNBJaKQPFXsLRJGn/JOeRNpGqoOyCKyb8fixa9u9loLODQEnpqPPJcwa3P4CZTueKcaxeixAKB/fvZ9u9d2EoCkWzR0/utHARtmnSeewIex95gHVvfFvh+rrmz8cVCtFy9ChLNg9LX5YcCfH3je9lm3cvL/r3k1BSRKww61PLWJ9aRrEMIeMmsQePk7STaJpG2lFI+suxZP+Qg4zAcLlyybcOmNKhIRHCdjIsLJbjlC0tgwr1fSqmE8RUUrhkjG4JnakyilwOyyImLhWEtAlpndR13cn+B2ew5KrhxNDMizsQxvBkbyKffiUcxm5txWptRa+Z3CJxbFTdsqyCZd3BgwcxTXOUVn2qqPp0SWI61+0o9ZRy3ezrzqgtqqqOiuim0+lCVL2pqakQ8c2T9ckm56eL6VKAaCReLanGRM9+vmrs4OAg/f39DAwMFO6D3+8/69fOcHsw3Ke2UpWfWE03cu44TsGr/kwhhGD+/Pl84QtfAOBTn/oULS0tFBUV8dWvfpV3vvOdrFmzhssvv5xbbrmlUFHz5WLr1q288Y1v5NprrwVg9uzZ/PznP+eFF14443MZiUwmww9+8AOuvvpqamtrUVWVdevWFb5vbGykrKwMr3dy57k/4+zjT5acm6ZJPB5n165d6LrO5s2bTzsR7YaVy7hh5TIAvvXYC/RmM/zlijoqKyvp6+tj165dwxtrp95xCkOlvr6epqYmfClIfv+7eAd6sFQDWzfQU0m8TzxE+rmnOHzt9cz7u3mF386ZMZvnfY9wXzzB0do52EoE3bZY0PY0F1dVcvGSdw8fyJbIKYoK5fr6IZJlORw+fJjm5mb8lSH+Z8d2DnZppK1cp2eo3cwp2s37z1vMpvlrAVB1DfWN82DXc7hjAkeOtK8UaKpB8exZ2C7Y372fQaMOl5WZ8tq4zDSDrgCHjtYT6x3I3bML1+H86jGUaC8pLyBUQENKDcWy8fYlic2rYN0F4/3mLSfXJm1E4mrLgb0gZSGBcyykzBXj6O9oo7upiZbePtoP7EVzbDSXj97WbhDgDfrwBHxD10LH8Ppo2rOTpRdfMaoqphBiHFFKbe+kNFPEdeIi3pC+mNydGnGvlJyu3mpKoMwQxOI52zzFzCJtG83lIps1h9ssQDUMdKAtIZgRgKAxfMyupMKhPg2kiVfTSElJQMtgOi5sCdGMyr4orCo1UYRKv1VKp6+L+xr/m7tfeBiBYGF4IYtklMqTVEsUmoa0bWR2rO5qamiaNiqqnkgkiEajhQRHj8dTICtnw7LuTwUnI3Vut5sZM2YwY8YMHMchNpTM29zczIEDBwqa3Egk8rJt6WD6kvPp0KaRVWOz2Sw+nw/DMMZNmPL34WxNmE4V+RWG6XCtRuJcRvTT6TSLFi3i3/7t3/j3f/93Ojo6eOSRR3j44YfJnmbfNhE2b97M9773Perr65k/fz67d+/mmWee4dZbbz0LrR9+tn/yk59w5513smXLlsLnMCwHev/7389VV13F3//937+ilXD/1PGavdJnWoSot7eX5557jpqaGurq6s745f3YJevHHWOkHty1rITUM4M5RiUmkbZIFYTDiTKTWGcnddVzaPjU5/EORIkXl8OINmakxNUXxXf/b9i3cglLL86VFf+Pb93KA2ULyMxx4UslcJkZTM1g+7zVHEzGif7vbfzFB3NJkUpAz2m6Jx2Acv7qEsmRtuPEglmKakr5l4f30JVwEXKbFLlz5DZtCQ73uPjaA4f5pGlx0ZJcezrNLoIlJZSUFhPvieJYFkIouIJ+kraJy+8FCe2yHeQAqKUTtGPEJRICIaG+vp4lCxbT0vJLlJrnadkIldsl4T7IGhZSsdD7M6hoxOaUsfKz38hVIQWydpZtHdt4vOVxmgabAJgbmstF1RexrmwdqcHYJEu4wzpeVdMxzSw7d2ynZPZc7I4eYl0DCEUUJjyJvhiK2kdxVRhvyI/bH2Cwu4vupuPMWrZyeK8TkHO7I5lLWxi6L2KiSZSuILIO7nTOfSgcDBDt6RwqijR6ewfwKQLVW4IZa6cnkSRk6EhUpISmmMBxLPy6JOOpxJtqxZEKCIEqwIOkL6PSm7YJeW1+GUmzPaCRFidw9eckVof6D/Hg0hgXCsF1ybyMYnzsXKbT4DJQz2BpXghRqNpYU1ODZVkFrXresi5vj2aa5rQaVKYLgXk5xFNRFMLhMOFwmLlz55LNZgurGXmd9EiSeDoBj+mYUHguNecvF47j4HK5mDFjRqFqbH7ClDcN8Pv9o7zVz/V1na5OLedSC59IJKitrS38XVFRwbvf/W7e/e53T/GrU8enP/1pYrEYCxcuLKz2f/WrX+Wmm246K/vPv/933nknt9xyC8uXLweG+6f8NfvSl77EF77wBd7znvec8WrAn3HqmD4j1isE27bp7u5mYGCAVatWUVZWdvIfvQyMLXTkvWwJ6a1P5mwUpTN+rV8KEAoZ2YucU82mpUt5+js/xtffM46YAyAEiUCYUF8XJ+79PUsv3sgvf/5DHihbiJAOlb1dw9tmMwSTg3SHivmFrGb+Y3/g/EuuQa8NIbZ3IZMWwjc+wUgIASmHAT2BU+5h/bKVfPLuu+lOuKgMpFFHCJe9hsStZelMGPzPU0fYMG8FHsODrui56op+Dy5fdWF7x3FI9fSAzDlKGJpBOD5Id9CDx0pNel3TmodZsROs33QhjU2/QcqHQVHwb4jQXm3CgSTFTRaKIxkohfjCMNf/9Q8JFpUDkDATfGf3d3ix60UAfLoPJLzU9RK7unexsWIjy/weHGt8wnBhjJaQSiZJpzOUlleg9GRoPdyLRCNHzXOSEonAtg16mmNEpMQXDiClxLbMMfsV4ywa5UR6kLFwHBzHoa6shvhAhvhgHNtxMDR9VJqyNWQMFFLBVz2L6JEUA1kbP22ApN/UGcyWY6gKGe8spCeIkjqBHFHKSlMgbUNHSuWJGYM8E8wQsgUljsRygrj9PqSU9KZO8FBdB762Tlb0jn+mpJQ4AwO4Nm9CPYvvnqZplJaWUlpaWrCsi0aj9PT00NfXVyDnf46qD+NsSGwMw6CiooKKiopCldje3t6C804+R+BUCvBMlyj1SEzHgitj2zTRhGlkUrVlWaN8vM+FE890vE4wPGk4F89V3uf8XOEXv/gFP/3pT/nZz37GkiVL2LVrFx//+Mepqqrife973xnvP39NDh8+zLx58ybdbsWKFRw9enTavZuvd7ymyflEEcepkE+uNE2TUCh01oj5f3z/J6Sb61GyGaSiYoZLufldb8sRkaFOS1VVAjfOJ/bzIyBcDFWhGTqRXITStAex3jyHFStyNn2ZZ59B03RQJ9FSK4KU24f38D56Wrt4ojNBZpYxipiPvDqlA720R8p5eNcuzr/kGtSggWtJMekd3ThCIDzqCJ9uiRM3sW0LbU0xK1YvYE/TAeq7NULu7ChinoeiQMSTpTNu8Pj+F7hm1YUsKlrEs23PYjs2qjJ+YJZIYtkYIVeIhTE3DyLJqDou2xy3bUY1UJCstgepqipn794H0Q2JbfkQCgRmqjDTjQk4lo1hWJQoKRqbd7C86BoA7jh4B9s6t1HmKRtVEbLIXUTSSvJs+7M4lcupPAC2ZU0obUmlksR6uimdNZslq9fzk8/cixBBBK1I6YyIdkvAQqIRbR3A8OioujZK0gITP8dq2IUVH38N8rBtG2naKKrK0s3LcPcV8+Tjj2ErKpYEBXAQZGQu+bNIAd9QJF4PF6HPXkeb2wV9jfTFU6S1XoIzZqG5XWTiqaHo/+g2KQI6VJvnA1m8jiDggESg6FrhPIqLq8nE+ni8qJ2FsmJU4FxKid3ZifD78V151aTndqYYaVk3a9YsDh8+TDqdRkrJ4cOHyWazhMPhUVr1V2rgmS7a9zzO5nmPrBI7MkdgbAGePFkfSxJfbXIupWSwp5tMIo7uchEsr3zV2zQRThbNNwyD8vLyglVpIpGgt7eXnp4ejh49imEYBaJ+tpx4pjs5Pxc41z7n//AP/8CnP/1p3vGOdwCwbNkympqa+PrXv35WybnjOIVA4kTPeyqVIhqN/llz/grjNU3OTwednZ3s3buXqqoqQqEQJ06cOON9vrD7IH/8yf/ijbYSsK1caFWCbD/KT752gHjtSi67bLjTci+uRnzYTfzevdg9Sk4bLcFxMgx6Bih611pm1M4s7F9PDGJrU3ectqphWBkaDuyioXQW/mQiR6mkZLzNo8CdybC7eBaWZaFpGp4N5UhLkj3Qix3NIq0UUjqYtoqlOCTmKiy+aAFCCA62NZO1FYo91viGDMHQwJGCQ+1dXLMKNlZu5N6j99Ieb8HMpEkOMTU3Eq/jxbItYtkYV82+irdteCvH7v8Vh4rmk7Uy+MwEChIHQUL3kdVcLOyt5+/e+F727Lkf3RjANCdJWFIUHMdA01I0tzzE8uXX0BZvY1vHNsJGGE3RSVgpVKHgUnIJjF7NS0APsNc5yozK2Qy2do9ya8kTq8TAAF6vl+UXXcaLv30Sx/GjaMU4pgaYwGi9p8BGSo2+tg4q5s2jbEx1PUVRxpE296oS4m0JpOUgtDHFQCwLaUs0FNRKL1q5l4XlC9GAh++5i7RjIxUVhMAjoEgDvxh6PB0H6ThULl5C3QU5H/POYw0c+cFtKENRTbffS1J68SgxHDkyiReaizIkFEmFqSBwSMsgPo9r+FxVlZKqeXQo9Rzz9FLW5iDdbqRlIbNZ1KIiAh/4AMaSxZM+Q2cbqqri8XiYP3/+uKh6Q0MDLperQNTz3r5/CjjXxHNsjkD+ukej0QJJzBP1oqKiV5UIt9cf5Mjzz9DT1IhtmSiKSrCsHBEpo6ryzItPnU2cjjXgSPnXrFmzxvl45514Rpayfzn34EwcUc4lzmW7EokEgcD4YkxnC8lkctzEYqxc9mxg1apV3HXXXVxwwQUT3vuHHnqI6urq14Wn+2sJr3ty7jgO9fX1tLS0sHTpUioqKuju7p6yQuipoKenh0fv+C7+aBuOomDprlwEXDoojoMr0Y9yeBv/8X0fn/7r9xd+55pVguvjF2MnMsQON9Nw/CiyMsSKNefhcrlGHcN2e9DTU3lzCxTHwlFUMmYWW1VxZdPDEflxkKi2SVbTyWZSaFoAoSp4NkSwu3eR+sPDmO0tWKaFEwygXryFdOmCwgtr2fmM/JNcHCEZ2pSwK0xZ1s3uTAZbOqAEQBiARGGQjp69rKvcwFvr3kqRu5j/uvyNfOHBu9kXnEO/p6iwS182zpruer7yhncR8AeIJzoQwgammrwIQGDbOUu/l7pfojfdh6346E9mcIYmCj7FodwwKHOHCblCtMZbcV24GO2RBmJdnWiGgaLrxOJJsmYWr8fD4i0XUbt2Azse+AkQRtH8KHoZjtmWS90UI0mtjZQmZsZh8QWXoKgqxzsfpbHpGwizE4C0GuJ4p82c8lwBKteKElIvdmO3J3PONkMJxZZlIRzQHIEwVHwXD0uF6hYupGfRAg698Bze4lIGkgOUFhehjbhhif4+3IEgNctX0d/XS8vhfZjZDKrLTTo+iLcod80zWhi3HUfBxEHHkbmpnvRaCCQ6FhJBVgsztss2PD6UkhJa11ehtRUhensRHjeudetwbz4PraL8JA/QucPYqLpt2wUJQH19Pdls9pSK8aQHYzTv30O05QTStgmVVVC9dAXB0pOvxk2XSOwrGcWf6Lrn3UeOHj1KKpXC5/Nh2zaDg4PnxH1kMhzd/hy7H/wdViaD2x/E5fPhWDb97a2kjjVgODZlb79p2kSGz0QHP9bHO51OF1Y3mptzFZ9HViw91ZyB6Rw5P1fk/FzLWt7whjfw1a9+lVmzZrFkyRJ27tzJrbfeyl/8xV+c1eN85CMf4S1veQtLly7luuuuo7Q051KWTCZpaGjgM5/5DDfffPMrUuvg1cIXv/hFvvSlL436bMGCBRw6dOhVatFrnJyfTNaSTqfZtWsXtm2zadOmwsxvqgqhp4rv/OBHhHs7cBQNZ2R0Wyg4qoKjKOjZFNmjeyb8ffdgH3ujx5m1dDbz5s2bsGNT1m9C+/29uZDlRD7kgCedZHDhcpYuXoD27AFMVWMq8ytT0wkM9uFy5zoVJ5mi91vfIrVtG7Ztk9QFut+F20ljPfBbPDsrsBYvRistpbq4GFXEyFjgmuTJsZ2cjqEqnFvu+9/Hv86T/kuRxmL0+LM4Zg9ICwk4qp+kbx3epFbwYS4rLeP293yUg0cOcvdzj5CwTIKGi7dtvJSFdcMWcbrmIZOBXKrjVIOCRIjcALMreoiurImj6ajCQUEigUFHZTBtM2h1M9c/lJDqN7j0Q3/DsR3b2P38VnpSWaxgBDQNEQzRaisEjx4d5c2suRdjSQfH6saRaQT5IlUOAjeBkjqqFi/jiReuQzWPjXr5fCJFS8NHaWyazfmrfoOu64TfvYCBn9djtSchbeNIiYpAKALh1QhcW4Nr7miJzLJLryLafILe1mawbCAM5EpvJwf6UDSd2g2b2f+rbzOz6ylmOgOAJJMoYl9/EbZ0CBaXEKqpJn40iV9EETJD0jLwqJKIaiKwEQgGZYRQzfgEITn0vNrVNfhvuvmcFQ46G1BVteCCIaUsLOFGo1GOHTs2LrqraRrHX9rO3j/+gdRgDMjd+xPOTg4/+yRz121i6WVXFVYhxuL1LGs5HYwlialUipaWFlpbW3nppZdG2TmeTbvGsejvaGPPw79HOpJAaflwMpymo7vdZDs7aNu7kxMLFzF75dpz0obTxdkkwm63m6qqKqqqqpBSEovF6O3tpb29ncOHD+P1ekcllk5GdKcrOT+dVYbTQV4udC4j59/+9rf53Oc+xy233EJXVxdVVVX85V/+JZ///OfP6nGuueYaPvrRj/LJT36SO++8k4ULF+LxeDhx4gSPPvooGzZs4DOf+cxZPeZ0xJIlS3jkkUcKf7/aJgKvaXI+FXp6eti9ezdlZWUsXrx41At6Nsi5q7MJIZ3JZSciR9DdfR18767fcPM73gjkOovDhw/T2trK8uXLKS+fPIq48IYrqH/yUbx93SSLSscRdFcihqVqlL3hambOnseie37HC7UrCCQHJ8wldIQga7hY3LmTg895WXr+mxi46+ckt27FCgRI2Db+gB/PkLetFY+jnThB33//NyWf/zyb5q+i8tl6WgcMKoMT66H70xpBl8nly9aRSPZyr1JJRngo0n0QvgLb6sGx4yBUNC3CoD6TZ2ScE+17mFWZyxY3TZNkLMkls1ewevXqCXV98+ZfxvbtP0FV09j2xNGLfGJmOLSK9kQ3j/dnsAE35mgfcmwsKei0FLzJXiQSj+bBGwoz6AkS9UfQggrhgJ9EIonb66W9vZ3Ozk4Ur41EDi3Ja2ieFUi7F9tsRzoJQKCoEYRWS3mdn2f33IhmHhvVSoC8qaVmNvLsrrdw0brfong1ij64mLYXjjG4rY2g5sXj92HMDeJeU4oywQzJFy7iwvd+iF0P/o6DLzzPYFcnErDNLKqm4fUH6f7jD1noPoHuUhlUi5Ao1AQTJNJRmruyRFNJQiXleGrm0NuoIKw4Xi3L6kgfXabFI9KgWwlTOnsuygR5BIPmIB7NQ7VTPe67VwunQoqFEOOK8eSjuw0NDaTTacRALx07nkMRYsgHXy3sPx0f5NAzjyMUwbLLrznXp3TGmE566nziaDQaZf369QwMDNDb28uJEyc4cOBAQXoRiUQIBAJnjQg27dpBNpkkWFYx4bVQDBcyk+LYi9uoWbFmWlyvc0WEhRCEQiFCoRBz5swpVOvt7e0t5GrkV5WKi4vx+XyF6zGdZS3natKQSCTOqeY8EAjwn//5n/znf/7nOTsG5PjQN77xDRYsWMD999/P7t27SaVS+P1+/umf/onPfOYzrzpRPRPEYrFRf7tcrnEqBciR8YqKileqWSfFa/eKTwIpJQ0NDTQ2NrJo0SKqq8cThLFOKi8HeiKGVJSclGUSOIqGZpu0nciRsXwk38paFFPCbx84QFwewAdsnlvGws0LRr0E1Qtr6fjLv2Tw9tvx93SQdXuxdQNhW7hTCUxNp33D+VxwXa4s9zLRzv50HdFQCZGBnlEE3RGCrqIyIgO9LC/ZTtfRGPaSi0g88QRpRcGUklA4hEwNkEr2ohpeFMOLHQyS2X+A7KHDuBYt5F3ravivJ9roGtQo9lpoQ/2x7UgG0hqmrfDWFV7KQqX86PF/JaqvwO/05awABWh6KejDdol+p58BpZSf7buXT1cuZ3BwkJ07d+Lz+di0adOkS2mlJTU4zhIM40Uc20COe5QddCNONhti86Z3cHf7LhLGfHRlG1JmEIxertWExJbQlh5kjjfA0uKlbNu2jR07duB2uykqKkIIQTqdwTAM/H4/qVSKhC+O4+pDzwQQIpMrVa9FULThYlaO40GINHWXzOBE6+GhT8cO8sNWMGq2ga6Bg5QGF1JfX09zrJmV71xJSUnJJE/aaPiLI5z/rvfT7/JTLE0aX3oBxzJRVY2BE0dIWhk6lSoiPsnCMhtNhawSYk65Q9FALw1xQSruQQC+ygpK58yDGLQ7AjUYpHb2No7Fj0+4mmM5Fv3ZfjaVb6K4t3jaRYpPB2Oju/HBQR757n+RTadRvT76BwYwdAPD0NF1PVcRVkqOvvActWs34isaX5VzOiF/b2zbpq2tja6uLhzHwefzUVNT84prTPOTBUVRKCoqoqioiLlz544qob5nzx6klKPsGicaaE8VbYcOoLlcU5Buicvro7+jjURfL/7is1cB8uXilYpSj63Wm0wmC/fh2LFjaJpWuA+maU7LyPm5lrWcS3L+SuPmm2/m5ptvZnBwEFVVXzcJoDNnzhz19xe+8AW++MUvjtvuyJEjVFVV4Xa72bRpE1//+teZNWvWK9TK8XhNk/OxHWomk2HPnj2kUik2btw46ZKTpmmFymGvVCQkGo2ye/duPLab+9tsdkYkqcpihJQ4QvCrWJaVP3uWT5y3gPK5w7O3tTdcRsOMchruuR9j9w60bAapKPQvXU3o4i1UlHgKnWJdlc6Vx3/FH2e9mY5IJe5sGs22chpz3SAS6+Pq9l9SubCXbF+C/ue3kejoxCkpQU93kkgcRGp2jiemQZg6DmEcy0/6pZdwLVrI1asuJGM9yp3b2ulMGDkLSAABft3k7SvdfODCXEWz42YSR1cxmNx1RMVBAm1SLVQframZRVBV2Hn/vfR3tKOoKmW1ddQsX0WobPjanLf5n3jmmY/icrfgOCqW5UagoChZDCONZfqpnvHX+P3FPDOQRNMiGO5ZJFNHEIqGEKMff1VmSdspZgdW0rI/t8SuaVqBmI+Fx+MhnU5jF/cj28M4joEiMsOkVUoc6QYEVXUqjb3fnFKAMxIHGr5EgH8gmUyyadMmXLqLaEscRRWESj0o2sn35GQzNB8aIjNV1WSyGTyxYzg6ZCV0xXP7WFJhIwSoqkJZkYc5wRPsqbuOeWu34AkG8YVHk8zS2Eq+ueebNMebCRkhfHrORnHQHCRhJZgbnMu757+bfdv2neLZvjYQ72jDjMcoLq9E1XVMy8TMZkkkkjiOjabp6LpGeqCf5n27Wbjl4gn3Mx2ir3kkk0nuv/9++vr6ClpmKSW7du1iwYIFrFq16hUjXZP1x2NLqA8ODhKNRmlraytIL0baNZ5Oe61sZsLVn0KbyCU5O2YW25y8H3sl8WpISEbmDMycORPHcQqJpSdOnCA+VATt6NGjZ1yM6mziXJFz27ZJJpOvqyTJ/CpDnjfl+4Pp1F+9HDQ3NxMMBgt/TzSZ37BhAz/60Y9YsGAB7e3tfOlLX2LLli3s27fvlKRLd9xxByUlJYVqrp/61Kf43ve+x+LFi/n5z39OzRSVsCfDa5qcj0S+ImdRURGrVq2achkm/7Latv2yl2uyvhB6b3LIs3ziTkhxLGxVIxyp5KWXXmJWWTXf2hdlT0WYorRJJJ0tGNbFdZWt5WEGnz/K170uQpXDyZB165ZRt24Zg30x4r39uP0+isojDAwMsGPHjsJ2mivIhkX3U9oQ5UB2OQerVpLRDYoG+1nSsZMlvj1UzhgABJbjoX7PbkpVFRk/hmUkhvz3BDgCISTSlUU43WR7kzip4cTUG9ZdygWLenl47ws0dPbjOJJZET+XLz2fGZGqwnbjzfhyyPnICIbL9eQG5n379rFk0UIan32Sl/buxMpmcwV1pKSjoZ7DzzzJ0kuvZOH5FyGEoKioki1bvsPz276Fbb2IriVAgONoDPTXsWTJh1i8OEeQErZAFw7hoguxnSTZTBsIBUXJRdAdO40jHRTXbGZkavGX+JFSYowoRQ/j8xw8Hg9apYbLjJLsCePIwFBCbi4ZVZClZFaSqz7ydp7afvsQOZ+qs8tdNTPVAh5YXLeS7b9upflAH1bWQQgwPBqzV0RYffUs3N7Jn9/YscM4iThFlVU5a85YP34sbMVNrkyRJJpQ6E85FHmHoqhCRxc23oFjlMx6D/H+LL/9xj76O1OFm+kOaLz/zX/FjuJneaHrBXrSPQAEjSCXzLiEa2quKeQQvJYj52OR6O/NVV8d0j8buoGhG/h8YDs2ZjZLNpslnU5zcM9uZEkFoYCfVEcbLft2EY/2kMxkKJlTR5HHRbii6iRHPLfIV5fUdR2/31/oC/NR0j179mDbNuvWrXtFBuhTCZaMtGscKb0Y6+k90q5xKviKiok2N03RqJwkTNcN3NMkSjodijWNrEgKuaJwg4ODpNPpQjGqvLd63q701cC5IueJRALgnGrOX2mMvU6v9jN2tpDvL6bC1VdfXfj38uXL2bBhAzU1NfziF7/ggx/84EmP8bWvfY3bb78dgOeee47bbruNb37zm9x///383d/9Hffee+9pt/s1T86llDQ2NtLQ0MD8+fOZNWvWSTv4s0HOM+Wz8PZ1otg2zkRRzCHXlkRkBpvnVrBq1Sr+8Ntd7CsNU57I4hphhySAgGnjsiX7I35+/8ge3vWeC8ftMlAUJFA0/JApijLKVmne+rdz8Ol7mD2rlZpMlCudR8imVQzNRpk19OJpJtJSSGgLWbJwHqmHfofjSSKGSPlw+4f+VhwcEsSjjQxPF6DYX8w7Nk3tVT3PHUDDIouBTpYUPgaVMCn8SAGatPDJASSCCjPNxvM2sv/h+zn20jY8gRC+ouJRvuvJgX52Pfg7XF4vtWs2ABAOV3DVlV8jHu+lsXE7jmNRXFzLvn1N1NWdV2hLkerQaquoqo+SkutIJA6SSBzAtgYB0PUIimcxjnsJS8srWTpvKXv37j1px66qKtlslqs+egNdB5vY8+g+kgM5Qhoq1Vh11WrmrFo0dKNPsbOTIBSVWaXzeej2g6TjFkKAGHJsSSdMDj3bQdvhfq75yFK8wfHJcgNdHaR7ugiGwsPvQ2HSkIOm5goLdQ0qFHmHczAkAsVKs++JNl76feu4facHLfbeEadm/vm8+T1vpiPZgSIUqv3V+PVhAjNdIi5nqx2Kqo3ILxi9T1VRUd0e3G4PMpWkvKICO5Xk6V/fRbKnC1VV0d1ubNOkded2+o/Vs+yyq6nbcN4kRzv3OHToENlslpKSknETUJ/PRyqVor6+nrq6ugIJO5d4OS4kY6UXeU/v7u5ujhw5gtvtLhDEcDg8rr+vWbGG7qZjOLY9YRKvIx3MVIbZK1bj8r365Hxk7YzpBEVR8Pv9LFiwACkl8XicaDRKV1fXqPswMrH6lcC5SgjNk/PXk6zlzxhGOBxm/vz5NDQ0nNL2zc3N1NXVAXDffffxlre8hZtvvpnzzjuPiy666GW14TVNzk3TZNeuXcRiMdavX0/oFMuB5yuGWZb1svWKH/3Q+/ne11rw9baB5eCo+ggrRRvFsTBdHrIz5rN582YUReER3UCRchQxHwnDcVAdySO6wduHfMinwtjE1tLqWvaml2OEX8x59aLjNgCGOifFRvVmSXaWcek7b8Zt2xy7/YsoSYl0j+/sBUBKQRoOPXIPM8dtMTXeuuEW7n7uZ7RpNSAdYkpJjvhJGyElWQxSSiVumeSyZe/Gisdo3PUSbl8A15iIlxACX7iIWE83B556jJoVq1FHJOP6/cUsXXolkI/CN42auFxcHGJvu4MlQVPcBAKr8PuX49i5aqQOBh0yyAojxqa6NQWCku+ER7ZjJAp+8R4Pi85fzaLzV096PVy+FdgDuaqck0bPZa6cpyewksfvrCc9aKK51dGDsQaO7RDrSfPEj+u55m+WjttNsr8fx7LQRjzfQs+T+OHjqwKSpih8iswZTKa0Yg5NQMxHor1+kCMPuNjwpsk9y19O5DzW3UXL/t3Ee6Moqkpk5mxmLF6K4X5lom8t8RZOxE8gpaTSV8mcwJxcgaUZM9FdHrKpJC7vxMvZtmUhFIXKOXM5vuM5SMSIVFXhOJJs1sRRVKSEZCLBjvt/je71UbNs5StyXiMxMDBAZ2fnuJWhkXC73fT393P8+PFXhJyfqcxwrKe3ZVmFhN4jR46QTqcJh8MFsu7z+Zi5dAVHtz9HX1sL/kjpqKJj0nGw4oP4iiPMXbf5bJziGSP/Pk03cj6SBAshCAQCBAKBQjGqvAQmn1gdCoUKZD0QCJyzify5SghNJpMYhvG6shecTgnirzbi8ThHjx7lPe95zylt7/f7iUajzJo1i4cffphPfOITQK4PTaUmr3g+FV7T5LypqQkpJZs3bz5tqy1N087IsaWkpITL3veX/PGn/4e3pwXNzCCFQEiJVBQyvjDx2pX8xZuuwjAM+tqidPhc+M2pj+kzLTp8LmLtfRTPHE6cTPQcpnnvN0lk6pHYuNRySqpvQkrXqEjKxrd8g+d+8X5cRY0gsjhZDaRAGBZCkaR7illy+bcIBoP0HHiW9BIb70sCRwE59hJaoCYhMxfS5c3j2nr8aCu/f2g36YzEZShcc8Vy5s4bttZzuby8Q4lxqxT0KpVoMotBFsiZCwqhoWFioPCjVJAPHdmDmU7hLZ88Y9obDBHr7qTzaANVCxaN+i5zrBm7M4pSkovxjyTnV1at5N7up2m2fFSqSVQBQqgomg/TNOnHi0dxePuMmcMa/ro6Ojo6xkWq8gNk3npv3rx5p5Q8s2bBF9n2woNDlUPHE/Rc55iLXIcHP0Z9XyeqoU44uCiqglAkXY2D9LUnKKr0jfk+V+3VGUGO/eESsn2NaDKLJYyhY+aLE+VsJT1OnDRuGjoWnPR8AA4/18OGN82Z8LvT7ehty2LvH//A8R3byKZSIARSOhzb/jwHHi9m5TVvZMai8RORs4XmeDO/aPgF+3v3k7RyMi636mZ+eD5vmfsWFpQvoHzuPFr270F3u8dplaWUJPqj+CMlKIpCtLkJX3EJ2tCkyO32MDg4mFsFER7i0W62/vZeujMWJSUlRCKRV8zfOxaLYZrmlFHFfHJmNBo95+2Bs08ONE0r2GQChYTGaDTK8ePH0TSNSCRC3SVXcuSxBxnoaAdA1XUcy8ZxbFS3m1XXv5WiqvGWoa8G8n3adCPnU61Cj70PqVSqkFja1NQ0SiJTXFx8Rgm+E7XrbO4vj3g8Psqt5vWA/Ln09vYipUTTNDRNQ1EUDMOYlm48Zwt///d/zxve8AZqampoa2vjC1/4Aqqq8s53vvOUfn/55ZfzoQ99iFWrVlFfX8811+Tcuvbv38/s2bNfVpte0+R87ty5zJ49+2W9IGfDTnH9ikWsX/Hv3Pp/PyPWdBglk0vWNMMlvOf6a0hkMsOd6ZCk4aRxRCFylG3EOR199jN0ZO5HqjZ5E/O06CbW8f/wJ8rIpDbg8eUIqTdYxHk3/ZRt9/83bUd34SRzOmXhNQmX1LDh+k9SXJYbaMzkAMk1EmVAwXUMRGqYoCsm4EC2EuLnS9CHiW5ff5zv3P4EStKPYeU0d2ngrjsbcDw7ueXm84mUhAF4+5a/48fPPkFMZkEIsuQ6SgHoMkOpnWBGyTyOpDK8mLIKJeYng2YYSNshGesvfNb/sz+Qer4RISJDVVdtFqXaSbSl8P7FmwAocgX5Qt1CvthwmFbbi4aDgYXpSDLCh08x+UCZzqVVawr7ra2t5cCBA/T29hYSzUbKbGKxGC6Xi8WLc5HjPzx2H9sPNiDTDkKCrQlKIl7edd3bKSkqxaUHcEduJBO9a+gIsvB/kb8ogKv4zbRtzSIlTJGrhmYIzLRDw45u1l2XI+d2LIt5PIa7T8ctvGT7Y7grcrp6VVXI+KvQBhtRpYmFjgMUuXP31i2T+BjkcPAirIZ8VcT8EztZpB+a9kapWTaxi8XpRM73PPx7jjz3FIbbO8razrFt4n1Rtt97N+qNBhV18095n6fajqbBJm7ddSsdqQ6KjCKKfblIcdJKsie6hxPxE3x02UdZfuW1xLo7GejswO0PFKQOZjpFKjaA2+9n9bU30LjzRRzHKRDzkVBUFa/Hi64qZJNJ/JpCLBajqamp4O+d10yfq8jc6fSZr3ZC6NlC3iazurp6VEJjdzSKNn8ZxeUzyHS1QzaDJxBkxsIlNA3EqZh3ahPVVwLTlZyfjtTG4/EwY8YMZsyYgeM4BW/11tZWDh48iN/vH+Wtfibneq4053ly/nqBZVk88sgj3HvvvUSjUQzDwO124/P5yGazXHfddVx//fWv2+h6S0sL73znO4lGo5SWlnL++efz/PPPU1paevIfA7fddhuf/exnaW5u5le/+lXB4WvHjh2nTPDH4jVNzsdqrk8HZ8NOMY9P/MW7SCaT7Nq1CyEEK1euxOPxsG/fvsIEwFcaYNZgioNFfkLZyY87aKgs6EsQrAgD0PjcV+jI/hapgDA1xAhfbKnaUNLJoaffw6qr7i/sY/czL5C6v57qrhg4DkiJ1DQSVSlOLGwpkHNf+Rw4Iohf7GDO1HAdcdByuX2YJZCpU0jXOBCUiP4cqY7FEvzXt5/GnwxjCUlGs5A5l0Q0W8U1GOZb//0cn/z4BQSDPg4m0jj+GlYqkr6BE8Sd3Ll7FIWgUoQnEMGlKDgSDnhCrDsJl5NOzt0lL2np/vod2B1ehF4NZgrpZBBCw+Wfg73HpPuff0jpZz8AwJLiudy2rIg/tO7mwZ44UUvDr0quCNhcW1HHypLRpM/j8XDJJZfw2GOP0dvbi6IoZDKZQqa+x+Nh8+bNVFRU8PXv3YrVZ6JKWaCzqimJtQ7y7R/+kLdceTHLl6xj/cLP82K9TqL75yjkrkW+q3NQ8Za8g3UL/okHntg/1BFOPjDlvnPIJi2k5ZB8roPsoT5kOvfMzTTm0dS3m4w1gFEeQOgKofIZ9Nsm3kQ7pmXhUWCuL0rQSWOj0xA4n9p3fpZdX8lXRhvZEU9M1FsODExIzk+nEx/o7OD4Sy9geHy4/aOTrBRVJRApJdbdyaEnH6V87ryzOkBIKflJ/U/oSHVQ7asuTKQBfLoPr+alLdHGHYfu4Ksbv8qWd3+QfY89RHv9QWLdHQBohovyugUsvPAS0qU6hxMNpH1ZgkOpzxNB0w0yToywz0fFvAU4jsPAwADRaJTGxsYJ/b3P1nkXFRVhGMaUS655ffOpDlBnilcy0XFktLauro5MJkM0Gi1EdAHMUDFaxsY0zVOulHmuMbLo2XTCy9V2K4pCOBwmHA5TW1uLaZqFezAywTd/ryar2Hu223Uy5D3Op9t9OF3kJ1WPPfYYn/zkJ9F1neXLl5NOp+nu7qa1tZXGxkaWLFlS2P71GEG/6667Tr7RFAiHw3znO98Z9/nYqqOng9c0OT+TF+NMZS0j0d3dzZ49e6isrGThwoWFAWZkdF7TNC6TNgeBlKrgscdPKtKqAggud3I6ZtvK0h7/NdKQo4g55HxAhK3hSIuk6zi9Rx+meO4VPP/gI6S/ezvebJbBYAhb19E1DSWbJdBygt5v3spu5e9ZsWkdwZmL0GKVWKWtZGok2RoV7KE67SpDsgKJUMBn5CLKd/z4KbwpP1nVwlaGmbQETNXGVhz8KT8/+OHjfOJvr2PQdjAdiaEIvKKIoEsjGAwihGBgYKAQ0dQVQTYYRqgKtmnmXFomQDoRx+X1Ujq7lth9j2J3eEEoyEwvhYI+0kKmkyhGALvHz8DdDxK6MZe8WuouYpNdRXW8mSXLllBeWj4lIYhEIlx33XUcO3aMhoYG2tvb8Xq9LF68mLq6OsLhMN/80bew+7I5ZweF0YmfjoOedfjVQ08wv3YJbo+XtfM/wwn3Tew8+k28niZ0TaM/Vs5l679eSDAyPGpB1jEZQZdDA7XLp5N4spXsgT6ES0Upyvk2V5pLicteogPN6NkUvhklKIaKL1JBrymBJPNLTJKeajr8s1GWXsn81RvRJ5WIjX3fcvduMBkjGo1OWEHwVCPnLfv3YKZSBMsmljQJIfAEQ0RbTtDbcoLIzNO3ppoMR2NHOdJ/hIgrMoqYjzx2qaeU1kQru3t2s7ZsLRvfdhPx3ij97a05b/CiYg4qJ7i95Sc0HW9iwN+FM9OkjA6WJKtZkK4cR9Id20YoasH9ZaS/d11dXaG0ejQa5cSJEyiKUoioRyKRM4qq+3w+Kisrqa+vnzTqmUwmcblczJkzsWzpbOPVjMq5XK5CpUzHcRgcHKSnJxep2L59eyGaG4lECIVCr1rkerra250tbbeu65SXl1NeXj4qwTcajXL06FF0XS/ch6KiopO+A+dSc/568AHPv/u//e1vmTVrFg888MCU278eifnZwIMPPojf7+f8888HcpH073//+yxevJjbbruNoqKik+xhPF7T5PxMcDZkLSMLHlWGIzzw44d4OHkvkTUrec97r0NVVcwR3rhXX7uG53+7g+fLQwSyNqGMmXMvBGKGTsylsr5rgKuvzRHhjj0/wDYyCFudNPqGLZAuh7Zj/4e7/DwGfvJTPNks/eEiFFVFH9IBOi4X8YpK/B3ttP3wRyxeuxJd16lc8gFaTnwNGTCRgzpCHaGtFg4ELcSAm9mXfQyAnh4Vv2QUMR8JR+Q+j/W5yGaz+FUFbIvueJKw14PP5yVP8kaekSUlVZEIodJyBjo7CJaVjxuAbMsik4hTt34z/qJi2p88jNBmIjNRJpJdSDOOcBeT2nqM0I3DCcTpdJpNmzad8rKkx+NhyZIlLFmyhJ07d1JUVFTQkaVTSQaiaTQJjjrBIKAo2NJBz9r8+Hc/5UNv+xBHjhzhxIkTbF7x/ygtLUVKyUMPPTRKs1m3tpQT+/qwbclkecGWKVF1hblzAmSfaEV4NRT38Ma67mLVgmto7NhJa/sBYu2dCE9ulUIvKmHV5dew/PwLCtubpjn8TkzmgzkKuWtetUzh0KFDmKZZsLGLRCKnRSBi3Z2IEbKhiaC73KRi/ST6es8uOR84SsbOUOKevMiToRo40uFo7Chry3Jl3P3FEfzFEaSU3HvsXu47fh+OdAi7whjeMvqSHXS6YnQHD9KvJdgQz2Xz588wHY/hL45QNGPiVOuRpdXzUfWxVTPz1/rlRNXnz59Pc3Mz/f39+Hy+QnKobduFROg1a9ac1IbsbGG6LJkrikIoFMLr9dLU1MSmTZuIxXIT0P3792Pb9ii7xlfSJnA6OrXAuWnX2ATffMXe3t5ejh8/zv79+wkEAlNWjj2XspbXg1NL/n2LRCKvK9vbVxr/8A//wL/+678CsHfvXj75yU/yiU98gscff5xPfOIT/PCHPzztff6ZnL9MZLNZdu/eTduJTrR7HyWTGOTagR6EdHD27+KZ3z/ErlCICz7y9sJvvGEfn7tqObf9fifPlARp9bsRQ4XbA6bNVW29fPTaVfiKcy99YrAekAhnCmkDClI6pO1Odj/1LN7uLgaGLMOEY+Ok0hR0J6ogGQrja21h/4svsXLTBmae/w5S9x0nmrgLGTKRlsjNFrScawh9BhXzP01w5iI623twm26sSYh5Hpbq4LJcHGtoBdL40ykSHi96ZoBU5zGkZSJ0Hdx+ZKCUrJPb33nFQZa++R0887MfMdDZjtsfwPB4c+cXj2OmU5TUzGHFlddhD8bBLgInzZS+4VYaZDH9TS3saTqGz+dj9ZoVbN/5C7pjRwEoDc5l09obcblOHgkZ63N+94O/QDMd7CmtyxXApqW9n507dxKPx9m4cWOhcy9oq0dItGYuLiJU6qavI4UiHJQxxN+ybKQjmbEojN6eIGtJlNDo11kAhuZmae2F1BWvoi/dReecNCkcNl16OT6vl0P7niCTTlBZtYCi0mHCW70oSMuB0WWPJ4LhUVm+dnkhyjXSPk1KSXNzM5WVlSfVjiqqevLBQeZWdSayvJsKJyN8tswV3joVYmjL8X3Gvt59/K7xd7hVN2FXOLddwCDd14+RMsm6Ybf3BBVmmMhgTh6WTadwbJvaNRtGOYRMhomqZuZlGM3NzTk3mRFa9VNJkPf5fNTV1ZHNZuno6CCZTBauQSAQYNmyZcyff/r6/peL6ULO88g/jy6Xa1Q0Nx6P09vbS2dnJ/X19Xg8nlF2jecyujidyfm5jqqOrdibX1nq7e2lpaUFYNSkye12n1Of89eD5jx/bT7ykY9w22238T//8z9cfPHF6LqOy+XCMAw0TSMQCPw5aj4Fjh8/Xsg9+9WvfsV1113H1772NV566aVCcujp4jVNzs+kIz8TzXl/fz+7du0iGotRcffDlHYcA8fBdnlxhIpqZSlvOcwlvSF2/8cdLL/zG4XfBsvCfOYDF9O0t4nndzUStx38qsLGlbOpecNoGz4hNJAM0fcpzlWAQOXErl1USQfFMCBr5WytGSLmTu4/S6golknfsUbYlPMKn3/DZ+jat4Wntv+Gg44bCx1VSua5BMVFtZSszElCksnMUPbi1CQqv8mhQ/WUlPl4W8jD91va6YsN4E8lCnIZRfRj+rrorFnC3ICfTUEvnqJaLnrfzRx8+jHaDh0g3hsFIXD7/czbeD6LtlyCJxDAbG5HCAUpp76HUtoIobLnqWeo3LiG1s6n+dWjX8bnGkBVHRDQk3iGux/+DTWRG7hw8/un3N/YPIe+wVjhHkwNAXYukrNp06Zxy7FjSb+iKFz6Fwt56H8OEO/NAA6KmvN5cezc0nbJLD8X3DSP1L3HQJ9owB4Of+teL/5UhITfYfWGRTzwyD8zqG8n4I0hkBzoVYkPzGJZxdtYveEtXPKBBfzsn17Eyk59r6/+6PxC+/NRrpqaGizLYuvWrViWxYEDB7Bte1TJ9bEa3sis2TTu2oHj2JNWbMwkE7i8Poqqqqds0+mizFOGgkLWzmKoE5PaPCkvdY/XXz/V9hQZO0OpZ/g7VdMIV1TS196GkTJJeSwOGM1szs7EjA+iaxo1K1a/bJ/zsTKMfGS3ubmZAwcOEAgECkQmLyMbCyklHo+HLVu20NfXR1dXF47jFJImXykv6pHtmU7kfCJ990ibwPxz3tfXR29vL4cPHyabzRIKhQrX/nQ10qfSpulIzs+VfGQqjFxZGlk5tr29ncOHD+PxeMhkMsTjcYqKis4quUwmk6+LyHke4XCYQ4cO8eUvf5nVq1dTUVGBoih4vV76+/v56le/ypo1a6bdOzpdYBgGyWTO4euRRx7hve99LwDFxcXEYicPck2E1zQ5PxO8HM15PhJ4+PBh6urqMP/pvyhtP4pteLCNYbLh6C5w+TASvSzvbOVbX/lvPva5W0btq2ZZDTXLpl6aj8y4gq4TDyIVB+FM3LFIHJCQSZRB/sUx7VwBISGHSaOgEHnEkWQH+wv76E4k+X59L4nkXMTQhMUC9qVVzKxNRW8/KwIBZswsxdQO4TYNLGXyRFzNUchoFhXlYZbVRij5/F/TULOFJ5dvIhYI4s8kUaVDUtHJqAZVTQf4+ws24RmKDhfPqOa8d7yXeG+UeF8UIRTCFZWjvKWVSBjpmAjVjXSyk19EoeHYWeo2bKC+80k64z/H78qSsrw4MkeQFWHid/XSPvBTnnjW4aLz/mLy3Y0h0bp6Gq+QkpMJTGiNqCjjIsehUg/X/91y9j7eyrGXekjHTQQQLPNSt66UJVuq0AyF1BSdpQQsyyTWH8MQGvPn13LXw++nOHKcIiQZS8eRCrpiUxpp4GjyVvofaeOSyz7KW7+wnN/8235SA+MnQKohuPqjCwmVTjxAaZqGqqrU1NQQCoUKRUk6Ojqor6/H5/ONIo/Vi5dz8IlHSPb14SseL4lxbJt0YpDa1evxFZ2+5/bIayulJNrcRPfxo9imid/nYQaltGV6qPRWTvj7vkwfIVeI9WXrR31uOiZ7onvw6eOjaC6vn0j1LBJ9vWRSUVq1XlJ2KZHSSpZsuYg5q9ahnAUCPDKpLh9Vz+t0W1paClH1/MQoH1XPX5OR37+amG4Df749U7pHaRqlpaUFeVoqlSqsaBw7duy0NdInw3Ql5692u8ZWjs1Pmvbv309LSwuNjY0Fb/W8x/2ZPGuvF7eW/MrCZz7zGXbt2sWHP/xhysvLSSQSpFIpstksfX19r/hE/bWG888/n0984hOcd955vPDCC9x9991ArnJudfXLCyb9yV7x05W15COA0WiUNWvWsL++lfKBaC4gakyQya8Isr4wrkQfiw/Wv6w2Fs+9AuNIERlvFJlVxkXPJRIMB0yFork3I40U8qknEZaNVNXx0VwBqpXFUVQMK0eu49kst/3uAazONnC5we0ZMr6WSNtEGxzg7seeoOwtN1AZDGD4Uyi9LoTMqWXGQkhQHMATY8Pmi2j90WdRm3p5V/oxFmQ6eHr2So4XzyCr6IQyCTYdfYYLdjxPSNbD2z8zal95Te9EUL0ehGcQ7CBYcSbUnEuJorqQSiehGWU019+Hz8iSyAZHWVU6UieRDeIzYjT33Ucy9Va8nol1tmMj55euP59ftD6AIuWoAqujG5Lb3uPTJh3AxpL+PNw+nXXXzWbddbOxsg4ooI2pSKtVeLG6U+PJjQAzaxJLpfApbjxhL79//p+JlB0nY2mY9jBRsB2NtCXxu9L0yLtpPnY+M2tX8bbPriIRz7L158dI9GXRXCrr3jiL8tknL1udP6exRUnyjgzRaJS9e/cipaS4uJiZ68/j6FOPMNjTiScYRne5kVKSScRJJwYJV1Sx5JIrT3rcqTDY082O3/6KaHMjlplFDLnOL9NALYH2+Z0U+0pQRW4y7EiHvkwfWTvLm2vfTMg1utBZ1s7iSKew/VjoLjfhiipEykvWzlA7+1pmz1xAzcv0vj0VuFwuKisrqaysLCQ35on6wYMHC1H16Ubyphs5P92KpUKIgl3jzJkzsW274L6T10jn8wRebvGdV5sET4bp5uKRnzQJIVixYgWqqhb6nMbGxoJlaf6/062T8nqRteRx33338dGPfpS//du/nXK76fR+Tid85zvf4ZZbbuGee+7h9ttvZ8aMnCPeAw88wFVXTV1JfTK8psn5mcpastkpIq4jkEgk2LlzJ7qus3nzZlwuF8e++y9sivdhuaZ4QRUVKQRFyfiEXz/btI/fH3kCW1psql7HDYvGL3HXLfwSBxv+DscwkZYyrD9XhqwUHYEvexmLVl5EvC7Bsz+6E+/gAImJootS4h0cYCBSwRKrDDPez4P1JzC7OpBeL0LVh0i5DQiEZmC6JHqsn9/t2sPNF5zHm69bxl13NeDNuMhoFs4I/blwBG5LI+nKcMPVS5FWhtQTzyINFUUTrGs5yNqWgyR0N5aq4U7G0RwLNZUm8ehjOG/9x/EJPfEUMp1FCftRtNGdf+CatcR+dQShFyHNPoYJukQiUV3FSCtB8Po1bN3xM7xGjJTpG0XMhxsvSJk+vMYAz714F5duuXnCezaWRC+ctxzH8xBaws6R8LFuH9JBdcBWBDdccNGE+8zv92S2oJox8aBsLAiTGbJQFB6tcAUcxyGVShH0BVBTIOa4ySS2o0tGEfMRrSCRceN3pdi650fcWLsKAJ/f4PIPL5yybaeDsY4MefIYTYdwzVtC8vgRBvt6EVKiqAqG28vslWtZdtnVLytqnkeiv5dnf/4jBjra8YbCeMPFufvpOKTjMea3pHE5aQ4taBtSgwkcHIJ6kLfOfSvX1lw7bp8ezUPQCNKT7iHI5ImTWUxCniKCoTLEaZKrrNmDZfajKC5crirEJBOBiZBPbgyFQtTW1pLNZguR3Z6eHhzHYd++fQXCeC4Ktpwqphs5P1Nrx5EEEHIa6fy1H1l853TyBF5Ju8nTwashazkZpJSF4kgej2eUx/3Y5Op8YmlxcfEpufEkEgkqKydeZXstIX+eV1999av67r/WMWvWLO6///5xn3/zm9982ft8TZPzM4GmaadUVrWjo4N9+/Yxc+ZM5s2bV3iYvY6VS7icqkoMgKKim6MnAfcdfJa79n2bBCcwhzTT+/vv4md7K7lwzrv5m3VvKWxbNPsSFvFNjh76IhlXL1IfkhhIECkXauYiStd8Mtcmrwe5ZCPOi4/h64uSDISQQ8tRimniGxwg6/LgXbIOw9Ex4wPsO3x4aGcqViqNbZkFkw5FCFBUHEWl6UgDqU0bmL+ohssuH+ThR9rxZt0o1pB8RgocRRJ3p7n4whKWr5xLuusYxNLgGX7MBOA302DmdLxSkvu+J46diqH4wjiOQ+KBZ4j//o9kjx4CKVG8AbwXXkTwrVehzywHwHfROrKNbaR3JBCuCNhZcCykoqGqOjIbx7Xcjf+yTUTv/xWGIXGmeOQdNAQOPbGGyW/nBN76737Ddfz43vvRszYSh9z8SaBIiXAkjqJQVh1i6YJVU+53soTIY/U7OHL411hOPVLYKE4V1dXXsGTl5aiahlbpxbW0mMzuHhzLAa9GPBFH2g4+w4OaAq3cw77Mk/jcSdLm5CRAIpBSkHHlfM6zqRT7vn8/Ta0BMo4bRTiE3X2svG4uZetXTrofmHw1YOw2I5ejs8uXE+3poengfqLtbQhVoWL2XKrm1KL7zkzjeWTr0wx0tBEoKR+VVCoUBU8wjKLp+KIJVgdX0hYYRCKp9lezsXzjKD35SChCYUvVFu46che2tCeMoDvSIWWnuLbyWrTUqXe5icRBotE/MBjfieNkEULF7ZpJcfHlFBVdnMtJOU0YhlGIqre3t3PixAm8Xu+oAjAj5UavJOGabuT8dCPnJ4Pb7R5XfGdsnkCerE927adz5Hy6tSvfT4+N6I9Nrs5ms4XE0pFuPCO91ccimUy+riLn8+bN43vf+x6KorBq1SrcbjcejwePx4NhGK9YrYPXA9Lp9LjA78txvHrNk/NTIQAT4WSyFsdxqK+vp6WlhaVLl1JRMdp/OabrOIqGYltTEnRh22RHyF7u3vcYdx38EnGZREfBIBfBtKVNHy083Hgrg5k4nz7/fYXfFM2+hLWzL6Gv8TE6jt5Pb183bv98ll78qUJnArlOZ2lFNftXX4Zz6Dn8sb5C7qYUgsHiEtzLNzLfV1koTJQd6EcqGmYymfPNFsPiGUdKsEwsBHo6RdtAjLklxWw+fymr19Rx3+2/RuzaQ7i/C4REzqxi4y03EVo0FGVVtBzRn/L+yNz3ikDRdBzHoefL/03yyYeRtoni9oJQsQd6GPz1z0k+/RQlX/hHPCtyiYhF738jyYW7GfzN87RmMuwsbaXT6EOKNHPmLOe6N9w8fJxTgphyy4ki3HWzF/G+t6r85P7fIhMOqmWjpuKo6QSOIimtKOatl94w9VEneI5t2+aJh/8dkwdR3Rk0RwUEimijPbqL5vvv46JL/wVfoAjv5kqEWyW9u4dkxwAC8EgdRVNw1YXwbqlk8OnfoOgSR049iNoINNUkuvcQj/64jbScRSG5VEJHys9Dv0wx55G7Of//3TjlOZ0uDMOgsqqKyqEkr5EEZqQk43TtA61MmhP7dqG7vZO6vRgeL+nBGFVdBtdv+qtTbvMFlRfwdNvTtCZaqfRWoinD3arlWHQkO6jwVnBh1YV0Hu08pTb3D2yltfV2LCuGroXRtSKktEilj9LaepRkqoEZVR9+WQQ9DyEEuq5TW1tbiKqPlRuNtMY815G1s02GzxTnMko9Nk9g7LV3HGfCBOrpSILzxaqmW7smI+djYRgGFRUVVFRUjHLjybtOuVwuIpEIlmVRVVVFUVFRoQjR6wVPPfUUXV1dfOYzn2HWrFm43W4URcEwDBKJBA8//DDhcPjVbua0RSKR4B//8R/5xS9+QTQaHff9y3EGfM2T85eLqch5Op1m9+7dmKY5qR/21V/+GF1/9Vl8/e1k9IkHLeHkLNqiIxIZ7zn4DeIyiRfXqOIyCiq6dEjKDNvaf0hP8o2UeMOF76WUDCp1tDhXM2/tPGpqahBCoCjKqPNQazSWxeeSvLCUo/2dpOMDIAS+QBELi8swFBURM5DlSVzhXATascycH8yYzrUgEnEcHAsUZajIj22TvvdXbNh6H5n+fgyvB10z4ESU+Fe+AtdeS+id78AorkaZGcE50gkBd/5EIGGD5SCQOG6BSFooK2tQXT76/+/XJJ94AOHyovpG+E77/Ejbxu5upecr/07VD/8LNZCLaKhrFvKj5IM83/s8UnfQdYNkKskL6tM8+cwR3rPwPYS8M0lZ2xHYSEZ31nHHpt+xENhUqA6V3ol9pyE3qI70rs+jdtZ8bn7zu3n6sT/QtXsHJBLoioLX7YO2bh7671uZtWwla97wZnTX+ByFicj5s4//D5ZyPzgq2XTxiDsCipLC8O3hyUc/zzU3fBuhCsz5bvb1d1NeHWJmSRXHm5sILyjGvziXeBwOVDKYUVAVC8uZPDFNEw6W6ebRO9tI4wccBM4I0RBIFI71zcZ16y9Y94m3T7qvM/HOFUKMkmTk7QPHFuU5lVL3mdgA2WQSd2DyCIYQAs1w0dty4rTaWewu5qPLPspt+26jJd6CQKCrOqZjIqWk0lfJLUtvocxbRiedJ91fNttJ2/9n77zjI7vK8/89t0yf0WhUV1pppe3F2/uue8EG29iYGgihJ5RfICb0QAKEEBMg9GYSIAQHg+k2tnHB9rqyVdv7Siut+sxI02fu3HvP74/RzKpulWzZ8Hw+/mg9c+fcM2fuPfc573ne5+26E9vK4HI2DiOsTlTVi2klGIg+gsc9l1DouvPq63CM/m1Gk5Si3Kirq4tDhw5NeSGel3rk/EwYb+yj0Wgpgdrtdpe8qKfTGMG5k+CLgZnL0XloPx17W0gORNCdLuoWLqZx6coJpW7Dg1bnitFuPJZlldx4vva1r3HPPfewZMkSvF5vSRY2FYuSzs5OPvrRj/LAAw+QTqeZO3cuP/zhD1mzZs2knqd4Lb31rW/l9a9/Pfl8nlQqRTabLf1NJBLPq5f/ixEf+chHeOyxx/jOd77Dm9/8Zr71rW/R2dnJ9773Pe64444LavPPlpxrmjaulWI0GqWlpYXKykpWr149YZZyXX09LYEy5sb60LMp8g4PKMMmTdvCkRokG6iiffNGAL617ZekCOMUGoJxbmih4MJBRqb53Jbv8tUbPgYUJpn9+/cTDodZvXr1CFcFVVVHRHL9yxYRO3oQt+FhSWU9VI/KFM4qoNi4l84oOGq4vMh0qqA3n2ispE0ehfJ84Tyx3/yG8P/9H4ai4p09uxRRk1JiDw6S+OUvES4XZa95Nb5rX0b86P8iUzlEXiAiBiJnFZQ0gCokOAT+y16GncuTeOABQKB4xyYcClVFKa/G6u8k+fstlL3hBjKZDF9+4ss8m3qWSn8l5a7yQvVRK4aiKcRyMb6393u8c/5biBx4CLeeIp0vELSYbbLXSHPKMjCwUbDRcipXNWVYkjjFTP/YLOvxIudSSo4fP87R/ftQTrZTJhW89Y0lEl5IakxxbOuz5HM5Nr/hb8ZEb0eT82wmTSJ7P5oOljl2LGzbjZmXKK49HDu4FV95I3v37mXOnDk0NzcjhCAt2ykLnD7Pmg2v48ADdxL0DZDMjf97C1F4oKl9zWTxAjbKqL2EIVd2JCrHu2tYO25Lk588NNo+cLxS90WyPry09vn1Q3IOvphj0BRo4tNrP832vu1s7dtKzIjh1/2srVnLuup1+PRClO1cFiuDg0+Szw+MIuanoal+LCtONPoQ5eVXn5cGfTjORPRGy42GJ/Hu27evFNkd7il9sZhueuoXqj/Dx76pqQnTNEuyi76+PkzTpKWlpTT2k23XeL4ozodTNVbJaIQ/3XMXkaFFs6rrSMsmfLKVo888ycqbXkXDJcvHfK6og7/Y3LTKykoqKyu58847+cd//Efuv/9+fvzjH/PVr36VO++8k+uuu47rr7+e6667jrq6ugs+VxEDAwNs3ryZq666igceeICqqiqOHj16QVUmzxU33XTTlLX954B7772XH//4x1x55ZW87W1v47LLLmPu3LnMmjWLu+66ize96U3n3eaLnpxPlqxFSklbWxvHjh1jwYIFNDQ0nPWmXvEfH+bwP36Bup5WnKkItu5CCgXFNBC2Rc5fybN1M3nXe14LwLZTWzClxM04TipDUFCxMehN7gMK2rZdu3ahqioz5y/la48eoy9h4HKo3Li8nrpR38PXMJ/Mhk6MZxMoSTe2w0BqEmGBMJyARFlsUb58EwC1WYsOBEJK5HjfV0oE4Eyniew6iGP1Anp+ejcIBf/MeiKpQVKJgsWfz+GkKhhCmiap+3+P72XXUXX935Le8Rz2Hw8hMhIUBXQFKSQYFpig6A7Y1k3atQMr3I3iLRvbjyEIreD9nn7qWayXreOxHY+xJ7eHCm8QTyxCNtwHQqCoKsJfQ623llPJUzzQ9QibnVeTse7Hrcfpzjl5LJskZlu4haBckUipYIogz/Q9x4lUGx9Z/RGaAk0jf59R2nDTNNm7dy/xeJxymSc8EKasapSmecinXdE0OvbvpuvwAWYuXjrye40i/ft23Y/uGMA0Jt46tS03Dj3KoYO/wem/iuXLl1MZKqfzmd+R7O3FjMVI5RfDkJWTpuuUWZdiy9/j0nND2vNhHs5I/I4cgxk/2tHLsIZSIsf9HSjYeBq4OPA/v2XxW24Z97ipqjo3Xqn7cDjMrq5dbDu4jUF7EI/bw/Kq5czX5+MIlOH0+jDSKbSy8TX3UkpMw7jg6qNe3csV9VdwRf0VF/PViMW3oiiOM1v4qUGyuQ5yuVO4XBdeLfVcictESbxFT2mPx1NaGF1oVH26RYWni8xG0zSqq6uprq7G5XIxODhIKBQqlbR3OBwlol5eXv68295NJTk3czn+dM9d9Le34g9VoQ7bHZNSkoyG2f7be3D5/FQ1zR7Tr8mO5i9YsIAFCxbw05/+lJ/85CfU1NTwhz/8ge985zu8/e1vZ/Xq1Tz33HMXNRZf+MIXaGhoGFFVsrm5eTK6f0Zs2bKFJ554gt7eXvx+P2vWrOHSSy+lpqZmys/9Ykc0GmX27ML1FwgEiEajQMFi8T3vec8FtfmiJ+cXiuHkPJ/Ps2/fPmKxGGvXrj1nbVVdfT18+aM88fGv0JTJEBzoQUibnC9Ef1kluxobWHLVklLGuCULJFaMdvQYB1Ka9Pf3s2fPHsorqvjW1gG2/WEX+WFc6aFjh6h0WNy+sYIFC06/XrXhKgbLdpDc1YrVp5MzVJzYqBVpXEtrCK26tDR5LBpMcFwXOG0LW9qYilp4IEmJIm002yKnOVl47AiJ5sX0/9//UZlKkij3cyQcJqfoSAqRc5GVnEx30+TSCEaiZLduw3vtNcx4/Sfofvq9SCNVeADnTUCArmJV+nDXzyO3qwWEG2wLtLN4AasqRiTMvh07GAwOko30Uj4QAttXspvUhY3M9mEYg1QGKjkZP8mb172Z1p2SQeNRduQHSEqbCrWQ+GpJDV2tZGblHGxpcyp5iv/a/198dsNnUYb9XsMXg5lMhp07d6LrOmtWruShb34Jh8s9sabZ5SITG6R117Yx5Hw06U+negGJlGcaC4GUYOT7uWLDBsJ/uo+Wp8IkUhVYMggE6TkYofepL7PkVZdRMW8dt9z0af7vN724ynfgd2UwLRVbgqYWIuSxrJcF/r/ncL6KQnroGc+ORGGgKzf++88jsZGa5DcDv2FbYhtZNYuiKJgZk0MnDuHCxVW+q1jY2ExXy3ZcPj/KOP70RjqF5nQya8Wqcc4weTjbuNh25qxaciE0pLSw7fHH/lxwoWT4TFH10eXtxys4Ndn9mSpMt0g+FPrkcDhobGwcUdK+SNQzmcwIP+/hO0hTBcuyShLLyUbnwX1ETrXjr6hC1cYWbvOFKon393D0uafGkPOpqg5arIYcDAbZtGkTmzZt4jOf+QzRaJTdu3df9Dj87ne/4/rrr+e1r30tTzzxBPX19bz3ve/lXe961yR9g7H49a9/zYc//GEcDgfBYJBEIsF3v/tdLr30Un74wx9SWVl59kb+jDF79mxaW1tpbGxk4cKF/PznP2fdunXce++9F6zV/7Mn54lEgl27duF2u9m0adN5+53W1dfzVz/+EgBHjh/n0KEu1qyYzdL6eq60bR566KESOffoITDBlhbKBFvRcsgTW8FHS0sLCxcu5IO/Ocr+cEGC41QK6hkpwZSS3pzK57ZEmT83zOKG0zdQ/6xLeMg/i8f6o+RMC7cquKa6kusrAlQOmzx8ZQEWtzzJ8fnLsFWJwzot9bEUlbxwsLStHcU06RuIMs/hJGWbHDdVbEVBs82S7MEWgozq5GjOYlEuTSDcD0D2T9vRPCHUuYswY31I00RoDqQniJEzUF0epMOBcXg/Uihg5kGdOPlMmnkMTWf16tXsfPC/EZYTxXYihQnCHsr9VBGWF3vAQCFMXoe+TB83Xfdhtp3cwE+3fgY3NlKqKMJNZXk9ul4gEYpQqHRXcjx2nIPRgyypWFI6d9GtpSh/qq2tZeHChcR6uwsVLM/iKKI5nUQ7T415fUyFUNWJMOFMMosCmQGXK0DPll+yb4uCaVXj0uNomoVt2eQtNz19jST/Zyfr3wIV89bxN6/9Lx5/5E6Ohu/HE+hEETaJtBc1fQmXr3wX9bOWcuSXW874PYo9A1DViaPjUxU5H32OHxz8AU91P0XIGaLKVVUiJLa0ORU7xR/Tf6Ss+iZsl5u+jnZcgQBurx+Hw4GUNtlEAtPIMm/j5VQ0NE15n88Eh15JLtd5xmNsO4uiONG0iXeZzobJ+m1GR9VHF5zyeDwjyttPRF6mIzmfTv2BsQmho0vaZzKZ0kLp5MmTF+3nfSF9mky0720BGEPMixBC4PL66T12hNRAdIT+fKrIOYzvcx4Khbjqqqsuuu0TJ07wne98hw9+8IN84hOfYNu2bbz//e/H4XDwlre85ewNnCei0Sj/9E//xCte8QruuOOOkjvNjh07ePvb387HP/5xvv/970/6eV9KeNvb3sbu3bu54oor+NjHPsbNN9/MN7/5TfL5PP/5n/95QW2+6Mn5hU6eqqqSz+d57rnnaGpqYu7cuRc9Ec+fM4f5c+aM6VsxQv++tW/nk08+hoGJi/EnDRMTXags0Newfv167tvTzYGwiSok+jBNuxCgC4FiS1K2wr/+bi8/fV9hYng0muCbpyIMmBY+VcfhcpCyJT/tG+ShgST/2FjFprLCxNK4bhVHdz/LyrYT5Lx+TpaXY2gqmm0zMzKAP5kkk4nh0H2seOW18ORjdJkSG4HDHpkYqUiJw8pjKBqDeYsZQxNjbvceFJcLVXehVjaWjs8ZBmQLlkNKWRlWLIYaCGLHB1Gd1WPGRkowswX7y9B1V6EPHkZLVIAnihTGyGqoFGwNhXRgxZLISkfJ5q7LiuL2BJnpmznhb+5W3USsCIcHDo8g50II0uk0O3bsYMGCBTQ2Np7+rcWQo8lZMJ7P9Why3jx7M3sP3oWqprGssQnJtm2Tj9mkT/rQTAfbW1tR1Ab8nhRCKWqtwaFn0bUcyWwF+3/9JJd/pFDh8spr/5Yr5LvIZQv2mU73SN2qX48RzdecRYEtAJvmK+aO/+7zRGyOx4+zrW8b5c7yMZU6FaFQoVfQY/dwyHucD77vg2z9zT30tR5joKcLKSWqquD2lzHv0qtYfu3Lp7Tf50KIy4KXkUi2YNt5FGUsKZFSYloxygKbcDgubst5sr/reAWnBgYGiEQiHDhwYIRNXUVFxYhEs+lGhqeLrGU4zkaE3W73CLvG0X7egUCgNPZ+v39SSPVUkvPUYBRVP/OCQnM4ySRiZJOJMeR8qvqVTu5zPhcAAQAASURBVKenzK3Ftm3WrFnD5z//eQBWrlzJvn37+O53vzsl5LyY9P2Vr3ylVP9FVVVWr17N5z73Od73vveV+jXddpKmC26//fbSv6+99loOHTrEjh07mDt3LsuWLbugNl/05PxCYNs2J06cQErJ8uXLqa4eSwQnA0KIEfKZZbWzKVOX029tx5AGOlpJ4iKljSUs8lgE7SY+ceM70HWdn23fhg04JnhIKKJAig+E83RFk8SdGt84FSZjS5pd+oiHi5Qqp3J5/rO9n5nzdBpdDqpXLqS6bg5dHQfxCIUlw5xIpJSksylsabNww+VU18/glyJBUHfiy6YxnONPmt5smozuZKcjw9WANM2C1nz0+DBU5RRK73s2byb5wH3YqcSIpFBpS/JGDpGIotc0UH7rNXT9+gs05xp50nMEU9hoo5NshURikkLBmc0wp6ywcMrb+UKRmTM8eItlu015eifBtm16enpIpVKsXbt2RGKuL1SJJxAkHRsY142liHw2y6xlY/3OR2vO65sWsbtlMbp3J7btQsrTi7l8UjJwQCcfl9h5FV12YGQ1VKUd06wkGGhCGWbvqSjgUFNEIlVEDm+lYsG6UoEO25DIrIKlWmjO09PBJWtdbHnGRqLAMKeW0lgUWsavRClfeTWmaaIoypjJ+/mInP+p909krSyVrvG3XoUQBNQArYlWerVBrnnHe4j1dtPXepxMKolhgwiUM5jJ8KetW0uRyGAw+IJUPSwLbCDivp90+ihOR90Igi6lxMj3oKo+KipecVHneT7IsK7rJb10UQ4QiURKNnVFF5JQKDTtHv7TrT9wfjrq0X7euVyulFi6Z8+eUmXeIlm/UKvMqYxQaw7nUFG8iWFbFkIoI/ToU9kv0zTJZrNTRs5nzJjB4sWLR7y2aNEifvnLX07J+QzDwOl0snPnTtauXTtid6Wjo6O0gH4+5vKXCmbNmsWsWReeCwR/huQ8k8nQ0tJSIkLDCdbF4BMf/wrObJRAJoklVOIePzI4k6s2N48gXf9901d5y2/fRUwcIi1zqAgEAgsbVSoEmckXr/tGyRauM2EN6dQnPrcK5G149kg3J+uCxEybJpfOwECMWE8/WiYDUmI6nbgrQ4SDZTwUTfDOukIJ783veTtbvv5d+npbIQu65sC2JXkzi6Lo1M9ZwbK/KmRz7/B5mTOjjkUnT9CvlyNH2y/aNuWJBIdnNdPv1rka0BsayJ/qIG/GyOfDWFYGEAjhQcrCRCBTKRSPm7J3vh4rZZB58hHMTBLF5UUisHNpFMtEq6yj8pMfQg34kEknSzPNhAIeImqKauu05rwIizxxkWF1rox6X6Gkblm6BzvZTS56HF1KpKojvVUogVkoaoFYW7aFlJIKV2G72DAMWlpaSKfTpWIhw6E5HMxes46WB+/DyufHPCgAsqkkmsNB88qx/ibjFSFau+EjbN36QRzuLizLgZV3k89AdLdOPiFR3QJfWRNmNIGpuBAiTTLVgy1NKoLzhlopxL4dWoZUroLI4X2Uz1tDf0s/sa19qH1ZhARbAVnvJbSxhuD8IHNecwNHd/2c7sxMJAqyUJ5oqEVBIXXZYN0rykt9L7ofTZX+dCL0pntRhXpGoukUTmJWjEguwjwxj2BtHcHakc4KRdu0SCTCoUOHyOfzI7TTk2UndjZCrKoeGhtup73jK2QyxwGBoriQ0kTKHJpWTt2Md+DzXTIp/Xm+IITA5/Ph8/mYNWvWCBeSQ4cOkcvlSKVSJYvMF9q+bTpqzm3bPqNl6JngdDpLBahGW2UOT+oNhUJnlB+N16epGqe6hYuJtLedcSGZTSUoq5lBoGrkLtJUJIQCJJOFit9+/1gXrcnA5s2bOXz48IjXjhw5ctFkbyLU19dzww038La3vY1//dd/paamBo/Hw86dO/nmN7/JG9/4RuD5zSF6MeDrX//6OR/7/ve//7zbf9GT8/O5YIoJlrW1tSxYsIBHHnkE0zQvKrv9sSdbePoXP+fSE4fwZNNYiooiC07QMW+AxwaXsHz5aZsnh8PBT1/7P3zp6bvY3nU/Bt0AqLKcprLN/NvV/2/EyrVA2M4sLCgibds8HUvhVwUnD5/AMxAhYNslFxaRy2An4qSrqnlIVXj7jBCKEHiqglzz8X+g7bE/sWfbFlrznUgbZvvn0bx4FWpTFYpWmOSkEPzy6ut5z2/upnpggJTbTXoo4cuTzeLNZAiXB7nn6uu5YsiWz3XZeuJP3kc+2o10isJugQQpEwghyGRAjefx3fgK9IoQVZ/+e5L3LSd1/8MkTxwkptgQKqNs1Vrq3vRanLNnlr6913bwmuRKfhLYSo+aIGi7ccnC75kUOeJqlvp8Na9UCt7lya2fZe32H3OP182gqlIlbUQ+izLYgZ3sxa5eiuIsJ5qLEnKFWFuzlkQiwc6dOwkEAsydO5dTp8ZqxgHmrd9M95FD9B4/itPrwzWUjGVbFpl4DDOfZ8Hmy6mePVYGMp7rUFXtLNZv+Crbn/s2trodzZEkcdxNPuFEdbvx+Rvx+YNEowmEAFUt7JSkMxG87mpcjrF6ZNsyab+vDXtXBIctsZVCroBiS5STSQY7U2Qvn0HtpTO44d9ex2OfuZuO2Aws9KEoOoCNVxlk883l1F+xofCKbWNZVqkgST6fxzTN0t/xouqTBYfqwJbju8oUISk83PVxZCJFDLdNmz9/Pul0etwo79m005MBp7Oe2c2fIRb/E4ODW8jn+1AUN4HAeoJll+J0Xrxl2wstIxnuQiKlZNeuXWiaVhpvl8v1gu5ivNDjMx4ma8EwXlLvcPmRaZqlhelEVTKLmCoSDNC4dCVHn32SVDSCN1Qx5vcwMoXiebPXrB+TiD9VspZUKgUwZZHz22+/nU2bNvH5z3+e173udWzdupU777yTO++8c9LPJaUkGAzyiU98go985CN86EMfoqqqing8Tl9fH6973ev4p3/6J2DqrDJfrPjKV75yTscJIf48yfm5oOhD3drayuLFi6mvL0RQRxfwuRA89Yt72HywhbTLTWdF9WlvZdumIhFj0+Gd/Oe/f4d/+9InR3zuQ5vfRC73GlpaWjBNk5UrV447AVZ7VdriZyAeAixAFbBoViX3hONET3UTioaRCHKafjrsLiWqbeNPxmlvk2QvacKjFt7rz0X5mfokz839E1mZRSgCl+hkgdXPVfGrWM4KABq9Lv4gKvnJzTdz2Y4dLDxxglAsBkDW6WTHksU8vmYdfZVVNJWlkVLSX7WV7BwTxyGJDDrArYIikLaOZWQwT51EqZ2F/8YbgcLvol61im09B4j646i2jVAU1Owpjt//MxZddhWNy1YiXDmIC5bm6nl7bCMPeA/QrkUZVNIAeKSD9Zk53BTfQPUlSdIHf4hz249wSskNKPxUUYkKhSAgpEQxDay+vQxWLMSw87xm7mvIDmbZs2cPs2bNYu7cufT29o7xOS/C6fFy2Zvexq4H7uXU/j3E+nqHhl7gKQtyyYZLWXT51eM+8MfzTwfwBaoIVN6MaVyNV0vT1/swXr8gWD2jdIyqC8gKkKAoGpZlkEr3jSDnpq2jCBMsH/aeCEhJ3iFKsiobsKSNlpdkt3QTr/MSmB3gqn95A0Yyya7v/p5kXKKoMHt9HbNuePmIfg4n37lcjgMHDqCqKuXl5di2PcJurSgZmqzJfnFoMU93P41pmyOqcw5H0kpS5i5jbmB8ffxoCCHwer14vV4aGxsxTZOBgQHC4fAI7fSFOJKcK1TVS6j8akLlV5/zZ84H02mbuigBrKiooL6+vjTeo3cxihKMM5HFycKLUXN+oZhIftTf319aKA1P6h0e0JpKbbcvVMHKG1/Fjt/9gnhfDy6fH83hxLYtsskE0rZpWrGa2avXj/nsVMla0uk0LpdryhYka9eu5de//jUf//jH+exnP0tzczNf/epXL8gr+2woXt8LFizgt7/9LU8//TTt7e1omsb69etLOVV/wVi0trZOafsveXJuGAZ79uwhnU6zYcOGEVtRZ6oSei74+Ce/webWQ2ScbuJe34gotlQUwmXl1ETDLOg+wWNPtnDVZStK7w8MDJQKSSxZsmTCG/1Vy2v56pNd5O2RCaFF2Hah3PrCkMbi2nLoHYChlX1+9I6AEFiqiqHr+OMxdm1tYfPGVZwMn+Tjj3ycbrMbh3TgVwtl0bN2lp2ZnRw/eZzGjkaWNizl1csv5WdbttNa1cDgtUGeSKyjMjoAQDhUTszvI6oHqTQGuWnZdWQyJxhM/QnlDbNQfz2AeigOsTwoAmFJVCR2rU7q9R7U+sK25EAkzAPf+wbp3i58gTLc/gCKqmIaOSKd7Tx7z11kU0kqV64i+0gaYflZmIcFgzWc1KL0q0kUBA35cmqys7FdHVRe+Xfkf3M9imVieMu4wYKssHlAFZwSoAkBQseSFp5MP7ctfjtL5BJ2797N0qVLqa2tBcaXnwyHy+dn42vfSPKa6+k5fgTLMHD5/MyYvwjHGbbpx4ucDw4OsmvXLiorK1myZAOx3m6OqlvGOMK4QyEyyQS2VFGEhVBUjHyq9L60Jdl8gHJ/N3RfhmKbI4j56T4omLqNw5BEnu0lMLtQrMnh87H+Q6+fsO/DkUqlaGlpwev1smrVqlKRLMuysG27FFkvfuciWb+Yh/u66nX85sRv6Mv0McMzYwyhytt5MnaGG2pvoMx5Ye4mmqZRVVVFVVXVhI4kF+vz/XxjukWGh/dn9HgXdzHC4TDHjh0rRdWL3t5TQZSmq+Z8qvs0nvyoaNd49OhRstkswWCwRNankpwDNC5dgcvn5+izT9J34iiZeAahKJTV1DJ79Xpmr9kwrn3tVJHzZDKJ1+ud0nvnpptumtLCQOl0moGBAZxOZ+mZpus6mzdvZvPmzUDhWsvlcheci/AXXBxe9OT8TDdILBZj165dBAIBNm7cOEard7Hk3JEO48uk6aqomvCYqK+Mumg/j9x7P1ddtgIpJe3t7Rw5coT58+dTX19PPJ/BJ13o48hr3nblIn69u4e2uETaNroQpUC4aUNeClzC5kPXL8SjKpSdbKfX4cCYIIIogbTTzcaWHew6cIDNG1fxhce/QHe+m6AIous6ppFH2jZuzY1LuBhggC8/92X+u/6/qQ7W8Gp/mv/NuBjQfFh+iA8teEwEMd2PLvP8dbWK1+Wlq/s5bCuNHpiF+ZYg1sk06t5BGDSQToXBGhvv+lryREgk9pDJzOTJX/2cXH8voZoZyLSNEckgVAVH0E1ZVQ2pwQH2PHQ/1737/VjB76JGVyDzAdASNJkVNJkVSFtFMYNINY3SnEbGduOIdGA6XAihIIDbTJv1FjynKpwYGtM52QyrNYNMZiGdg52sX78ej0cQjT6OacZJJg2kPHuU1BeqYG5o41mPK2I06e/u7mbfvn3MnTuXmXUz6Xn0KNE9rRjhNHZMIivB4S9Mmg5vGS5PhEzKhW0zwjDGtgVZI4hDzdC8tgKx3cJSJvbaF0LBEha0J8+bCBQTzerr60e4Hw2PqhcJepGsD7//hh93Puf16T7etuhtfGffdziVOkXQGcSjebClTdyIE8vHaHI1cWvzrefc5pkwniPJ8OqZUsoRUfXRD7fpRIinU18mWiyMt4tRJItHjhzBMAyCweCkV8ycbosXeGGi+ZqmleReUCB2xeu9tbUVIQSaptHb20soFLpgTfyZUN08h+rmOSSjEbLJBKqmU1ZTO2FNCZhazfloG8UXG+6++27e//73M2/ePHRdp7a2lkAgQD6fx+124/f7qampwbIsLr/88kmxiHwp49WvfjXr1q3jox/96IjX/+M//oNt27Zxzz33nHebL3pyPh6klHR0dHD48GHmzp1LU1PT+GWwNa2UxHYhcBvZwj/OMFnmHTpqwkKxTCzLYv/+/UQiEXzNM/hd6+9wHngKl5LCkioDygoWNb2cl8/fUPq8rqnc9Xebeed/P8ORAUl2mPJBAGW65I1zJRsXFDSos1tb6airJ1YWIJBIjIzmA4NlZXgzGVbt30u4tomHtz/MscwxPMKDmTPJZ3OIIc08eYEUCm7VTbfo5skjT3Llwit57+W3Ibf8il8mvQw4gsghB0GBpCyf5G8qLP56Y6FiZN4oyGuK4y+bvJhNhYlN2jbZSBi/04XMWZxs30d3Zxgx0I+aV7A6Mii2GFI6WxhRA9slcM0IkIj00taygyVv/hBd//tF1Ngi1HxlQcuOQAgbqQ9AUw/1t3yCzIlfodoW0jkyel0v4dXm6UFVcwZp2c+hXI7169cwMPA72k4+SD5fqPhlWSYShZMnW6mvfyuaNjlJQcXIuZSSY8eOcfLkSVasWIE4laXnrm3oeYVy24dbesim09jdKun+NK7GMhRNoayhCTrayKYdWDZoejXJbCVCSNyOOAsudVC15JVEth3GHmcHZjikAGFL7LyN4jw3ktzZ2cmhQ4dYuHBhSTY2Hoqku/jQHB1VH51Ueq5R9ZWVK/ng8g9yb9u9HBw4SNyIIxAEnUFWVaxinWcdAUfgnL7L+WKi6pldXV0cOnQIv99fIuoTSaJeCEwnWQucOxkeThaLUfUiWRxeMbOiouKioup/rpHzs8Hj8eDxeJg5cya2bXP48GFisRhtbW0cOHBgxPXu9/sndTHhC1XgC1Wc07HF+iKTjaKN4nRbuJ0P1q1bxyc/+UmklAwODnLPPffQ19fHqlWrsCyLaDTK8ePHMU2Tz372s1x11VUXnZ/3UsaWLVv49Kc/Peb1l7/85Xz5y1++oDZfciNdJMDhcJhVq1aVijOMh4uNnNuKytl8raWUBYNu4LnnnkPTNBLVGsePfZoZahhDdZC3HejCoFE8QaR1K9/pfx3v2fy2Uhshn5tffeAanj3cxf8+c4JIKo9TV7hyfhW3rqxj5/btpWNnZLPc/NjD/PralxMuD+HOZVEtC1PTyDqceLMZrntqCzPC/XTXzuKZ489gCQs9q4HMIyRDi42idt5ClYKMarC9cztXLrwSVVV5/1Wv5XUD3fyy5WnaUoUqhQvKPNy24nJC/tNjrqjuicdoaG6zrII1VSqZYsmcZv7429/iNF0oikCKYZ+VAjUDufY4SkCn++hhVtxwM7P+9l8Z2P8g0WefpjvlIGIJLN3CDjVw5RV/W3joO8pAKAjLQk6wq2BLG8U0sb0u1qxZzanO7xIOP4iiuHE66xBCwzCyZLM99IfvJ2f0MGf2J1DVkVEU00wwMPgU0egW8vkwquIhGNxIKHQFTueMcc8thMCyLFpaWojH42zYsAGzM0Xq3g50S8ESEnSVGb65HBvcgS0t1LxG9mQMd3MQoSgEZ80mFeklPWAzs07F7WkFn0W6di4DlU3IWC8qslCn6Qx8RUiwNYGin0sl28Ji4tSpU6xcufK83Y9GR9WH/zdeVP1MxGRh+UIWBBfQle6iP9OPpmg0+ZsId4ZLSVxTjdGJdoZhlIjj7t27SwsRRVGmrCjMuWK6RYYvJCo8PKre0NAwwnHnyJEj5HK5UlS9qFU/13NMt/GB6UHOh0NRFFwuF1JKFi9eTC6XIxKJEI1G6ejoACjJX0Kh0PMqkZgqWUsqlXpech6mEpdccgmXXFJwe9q3bx+ZTIYrr7yS2267rXTMf/zHf9DX11cqP/8XYj4xksnkuHO5ruvE4/ELavMlNdpFvaumaWzatOmsSVoXS87TDje2oqBaFtYEk4AvmyHjdGHpPkKhEGplgD3b/4GgFiFqVkOxGJGElB3ApwwSSN3Nz3fX87rlLxvR1sYFdaUIeakP6fSI77Bo0yoyDz+IJ5li+9IVHGtqxlI1dNNkyeHDLD1yiPqebiyhIBrqKK+S2KdsFGkDohAFHw4hCpF0Kent6R3xVm35DN531WvOOEZ+31L6+u7FtnMoyvjb+7F4J4riZc2aV3Pq0eNg2KAykpjDkG85qKYgF89hVZ/2ZI/7FrHVO0DCTpRkE0Z/nN/97nfMnTuXDevWk/eXo8cjmPrYB4RlW1j5PE5An3cNydRuIpFH0LTyEdHxQmVXH06nn0SihXDkYWqqby29n8m00dr2JTKZVgQqQnFiyDDprqP09d9HY+N7KQ9uGnN+27bp6OjA4/GwceNGHA4HbX/Yh9tSMBVZWsjU+xYSzpxiINeLU3HjyLvIRdI4Qi4yiTimKVl83U2svPHWUuJlJpMhHA4TDofBYVCZ0cghUVQFoSgjd1ekjSLBbvCdlQRYlsW+fftIJBKsW7fuord6x5O/FIn6uUbVhRDUe+up956O3ocJX1S/LgYOh4Pa2lpqa2uRUrJ9+3Z0Xaejo6NUFGaqoozngulEPieDDA933AFKWvVIJMKJEydwOBwlslheXn5GwjFdrRSnY5+KJNjpdFJXV0ddXR22bZd2kTo7Ozl48CA+n680/lOdmzGVmvOpcmp5viClJJfL4XK5+MxnPkN9fT233XYbtm1jGAYul4uPfOQj3HDDDfz4xz/m9ttvn1I/+xc7li5dys9+9jP++Z//ecTrd9999xjP+nPFi56cFyfz3t5e9u7dy8yZM5k/f/453fSqql6UrKVm8XL6O45QNRilu3yszZOwLcpSCVpmL+L/vf8N1NXV8e0nv0+1FiZqVsGoKqEChZQdolzrobPrPhhFzsdDUatcnLSvuHIj3/uvJpa0HqIqGiX7rJO8ruMwDHTLAikJpeL0BKt4y/v+hvv23wtSYksbIca/8WxRsKJL9Z3/CjAQWI3b3UQmcwKns4Few6AlPsDJTBrLtgjaNsv8NutnvgaPpxZ5ZD+aomPKPOoZLk8rm8dfUSge1dXVxRNPPEEulytN+LlcjmQyiaZpHDx4ECklqxa8EsfWHyKMNNJRjHxITMvCNk08+Qymx4vzknfSEfkt0s6jOUfJVkRhI0RRnAihE4k8TFXljSiKjmkmaG37Eun0CVx6HULRSsWVpLQxjB7a27+BrpXj8y0qNTk4OEh/fz9er5e1a9eiKArpnjiOqMQaOmcRDtXFsqqrOTqwjXCmg5Q1iAyDLt24/WUsvOxqNNXBU9//IVJKahfMZuHV19DY2EhjYyO9spfM/afQbUnONgvFmBQFRSn47eumxNIEFZvPXHkyl8vR0tKCoiisW7du0iPA48lfLjSqPl0IaFGbW11dzYwZM0pFYSKRCB0dHQghSkR9qrS7wzHdIsNT0Z+iBKMYVS9q1Y8dO1ZKbCyO9+gkv6m0CLxQTEdyPlFCqKIolJWVUVZWxuzZszEMo7SrsX///hGOR6FQaNJ97acycv5i15wLIUrzi8/n49ChQ8TjcQKBQCmoWVxUnasT1Z8zPvWpT3Hbbbdx/Phxrr664K716KOP8tOf/vSC9ObwEiDnRc1be3v7CFeNc4GmaRcVOf/7t7+Sfzq4j/W5XdRH+hnwB0g7nAjAn0kTSCXprKyht6KJurpCxFsmnsXSVEYT8+FIWT4qlWPs7j7B8hmzR7y3e9s2Dv/pYbDzeCtnceUtrwVGTtqrb/9bjn76C9RHe0g53aScbiQCt5ElkE0R9ZbheuubKA+W4W1z4jIdZB0m7vz4fTI0E4etUdk9MpJtmibP/eondD23DWkYqH4vC15+A0svv6F0jKI4mNX4fo6f+DwP9RzimUSerF1wzJa2xQlpc9D0EA1avMMy8KXcVLka6UwfwaG4xn1Y56WBQFBVMRspJbt37yYS7SOfyRHrKtg6SiUPLouystkI4eH48eMsfMU7Ibwfd+tWhJHDdLgwbYlq53FbFpbTjXXZx3CUzSPVsR9FHTsBi6G6pgCaFiCX6yWfD+N0ziDS9Tip6FH0ZAWmzAE5FJeK4tMRHg2HYwa5XDvh8AMlct7V1cX+/fsJBAKUl5eXfsNkawRFioKcZRScqodLKq8glY8xmO4hLwxmvG4lAyfbaX/8GEY2hCUL0qLB1jDHH/sOdatrWXnrq6hZXUNnv4G5vR+PLbAA25YIy0aVYAjIXeKmvFxOSJYSiQS7du0iFAqxePHi54UsTJRUWtTpX6hW/fnGcJ338KIwtm0Tj8eJRCKcPHlyTFT9xa5xPRdM9WKhaNVYlDoO16qfOHECXddHaNUvpuDPVGE6kvNzHSeHwzEiN6PoeNTb28uRI0dwu90j7BovllhP1eIqnU6/6Mk5nA6AvP3tb+fd734373jHO3jd615HeXk5Qgi++c1vliwVhx//F4zFzTffzG9+8xs+//nP84tf/AK3282yZct45JFHuOKKKy6ozRc9Oc/lcgwODrJx48bz3mq6WFkLwL998RN84sP/TmPkFE29nZQnCtHlpNvDtnmXEK6YxZtef2XpeKcSx5RnHnZL6jiVHOH0QOm13du2sf++b5CLx7HyEikhcWwXv97ze/KhhVhXXVXaol2zeinqv36cp7/zvzQdP0RFcsiHXHewf84SZr/hVVz/ikKfZAZm9QU5XN9HTsvjMLVSlU2JxFQtTMWkqb8CX/p0Hw889xiHvvwdQn0D1A2NoQD6njvIz2b/lGs/9zkqZhQK/3i98zjpvo6nUj9AIU9I2CAEmu7GMNyorkoePfUkLj3Ay+RCGnyLCec6SZsx3FoAZZiziGkbZMwU1e4GKmqaiEaj7N29C5F1o8gAReIsbCckJZ1HOwg1VpDPW7S2nWL9y+8i3fJl5P7foMV60aUE3UG6cRX6yvfgabiuQPiYQP96mptTDGlLaWP2puk78HukOlRuUykcZ6dN7LSJEnCghpyoaoBYbCuGEaWtLUx7ezsrVqygv79/5GnOgaR49TL8viCmZtPf0Un7M3FyZj2akkVTkoVfUDpIZ+roeDaBmb2btW94A/U3NBCt9zC4tR+lJ40iBVIT5OvcKIucWK5C0SUhREkiUFFRga7r9Pf3s3fvXpqbmydMtJ5qTJRUWtxBGh1VLxL46QxFUQgGgwSDQebMmUM2my1pd0+ePDmCWIZCoUnRf/45RM7PhOGJjcWoejERLpPJoOs6Xq/3ebHOO1dMV3J+vn0a7XhU9LWPRqMcPnwYwzAoKyu7oFyBIqayCNGLXdYCp58xl112GZ///Of50pe+xMc//nFUVSUajdLQ0MA3vvENVq1aNeL4v2B83Hjjjdw4VKtlMvCiJ+cej6e0sjtfXKyspYjPf/HjnGxr47vfvgfVziGFRDrK+LfP/T1tbW3Ehor0ABjSg0+JnaE1UISJLVXK3QVP5t3btrHnF3eQTZoomkB3DZESyyaTMFAze/n1tz7HGz74r6U2Vq5YQt0XPsGdf3icE+EBBILGoJ+/v/laKgKnpRo1M2qYvd2F4aiivSJCypFBlUP+KMJGlSozBypZfMSJ6S1sb7Xt38mxf/saNdEYSY+bpO4uJJFKiTNnMPNwB3/80Ed5xXe/g9dfRtbM8mDH0+haBS5DQygmPp8fTfMQiQzg18sQqsrjpx5nuauaOruSSyqv4GDkadJmYbEjEEhsFKFR7W5kSehS/A0V/OSebyHzDoRUQJzWoAMF2xHLQ7Q9QqC2nIGBAYTqIN34TnZHV9O0JMPM2nJUfyP+QFPpY0IIPO7ZxOLb0fXRCcUCOcTOLSuJrpWjyXJSD3eQr4igKi6ENuyBoAqkJbHjBkJXUDwuTHOQvXufJZXys2HDBnw+H+FweISTh39+FZE/dKPYAnuihNohKXreB6ee7SFnVeNUYyPNg4SBIgwMK0Dv7iiZGxO4/X5CSysILa3AzJlYGQvNq6MOSwC1bZtYLEY4HKa1tZV9+/bhcrnIZrPMmzePxsbGaTFZ23aeTOYYlpVCVX24XLMBtZR4ads22WwW27YxTXPSCyBNFVwuF/X19dTX12PbdkmOceLECfbv3z+CuFwocZxuC5YXcrEwfPEzb948MpkM+/btI5fLlfIEhic2vlDJcdNRBz8Z8pHRvvaZTKa0OB2+qxEKhc55/P+iOT83WJbFLbfcwi233MKRI0cYHBykurqapqamSTuHw3sTDvfzO2ammgTueF7POZl40ZNzGL+Ay7lA0zRyudyk9KGhsZE3v/VGuru7WbZsGVVVBe/z0dF5y7MBzbiHobqe47blVZP0mPNZXtMMwP77vkk2aaK7CtrgIlRNQVEhn7PJntrL7m3bWL52LQDf+MMT3DeQIu72I2cGEMAhJH+6/0lurQzwd9deCsDaa9ez5Y+/YsnhfmorGumqTjPgTYGAQNpNXcRHeVRFkzlclU0AbP3+96kfiDEY8CGHPyiEIOdyYikqte29PPnj73HD+z5CS7iF7mQ3TsOJ7nKP3KIf+lPmKONU8hS7Z7VSd7CCkKOWdTNeSX/6JJFsJ2mRAYeTRscc6tVZZEMCNahjtPrBmwNhMkKcDQXbEWmC5SaeGEBVm2htbeXYsWMsWXJJSWo0HioqriEe34FlZVDV01rI4hmkzGNbGSpqXoPVmsUayKFWeciL9Ji2hCqQtsRO5LGdJul0Fl1T2LBhQ0mrPbparSvkJV+l4uq1CyL3UaRFSpuBTA/hdAf9qV5SCQ2nIw3OMmB0kiToagrDLGPb3fdw+bveXnpPc2pozrHTgKIolJeXU15ezpw5c9i/fz/9/f2UlZVx7Ngx2tvbS1H1UCj0ApRWt4hEHiIceYBcrhNpmwhFw+WaRWXFywmFrgXg2LFj9PX1sWTJkikpgHQhOF8CWnR2CYVCJeJYTHJsbW0dI8c4H+I4HRZYRUynSL7b7cblclFWVsbMmTPHXRwVyfrzKTl6qUTOzwQhxLi5AtFolNbW1pIMsEjWJ0qknsoKoefrSjWdoaoqhmHQ3t6OlJLq6moURaG9vb0kRZou9+WfE14S5PxCMRmyFoBsNktLSwuWZbFx48YRNkujz3HlwlewbdfDlGlhBs0qxCgi5VZiWFKlvPrlqKrK7m3byMVjKJoYQcyLEAJ0p4KRsTnw6P+xfO1avv7g4/wiZWI5nQTTqdISwBKCuMvN/8UyKI8+zbuu2YzT6aRh1nL69z9OZdQmmCgDJXj6BLaNbmQw3H5e9apbiYV78B/swNC0kcR8GEyHhshIEk/vQr5XcuTUETLZDNWBalxuF1hDMoOhJEQpZUm6Ys5zkD9uoxsKCAepCgc7/DEOuo9jYqLL3SxLz+fKNTew66Efo+WqUTwdSMVG2ONMxKIgAbKzFqZp0tbWxrp16wi4fRgnYsiMBZpAn+lD8Z7WTZaVrSdQto7BwWfR9XJUNVBYBAKQI5s9hcczj8rK68nuKET3fbnlRJz3Iy1ZkgaVuqEKbMMkFevG4Z7PypXXYh6IMbA7jEzk8Vs5jEoFa6aBGigQ9qpb5xP9wQH0vIItZMFJR0DWSHIg+hQDuR4s1SKXymJbGjmjnUzWR8C3EF0bGaVQhEUelWTP2MXDmZDP59mzZw+GYbBx40bcbnfJri4cDnPo0CEMwyAUCpXI+mQndo2GlDadXT8gHP49AgVNC6HoOrZtkMm00nHq22Sz3UQiK4jFYqxduxafzzclBZDOv+8XH612u93MnDlzhBxjdJJjUYrkdrsnfLBOtyjsdO3PeIujolZ9tOSovLx8SnXqfw7kfDRG5wqMlnwVf58iWS8GPKZKc/5SSAgdjqNHj/KFL3yBo0ePluxMNU3D5XKRSqX4xS9+UQo2/gXPH/5Czi+SnA8MDNDS0kJFRQWPHo7yw3v/B90wyDtcrN20hFvWzR1xjqU1TRyuex/Jrm9QofWStd3kpQNVmLiVNHmp06e/gv+3olC698jWR7HyBQI+EYQAISQy2UPvwCD3D6SwXG7Ks+mCPnqIEKhIgukUAx4fv+0b5A2ZHH63kze//218498GMDr2oucySFUpFPKxbQQSw+Vj1WW30bR4Nrsfvx9XziB3FncOQ9fwR+Ls3buXaH8Ul9OFw1IxezKQs4ACOXcIgXTZMNSc2+uh7K/mM/jTIzzr2smvQ38ko2TxWh6c0omhGDxVs5v9iVM0R4PU2Vej5RwY7gySsaRYIpFqHmEpeL1e1q1dhziSJLbnKHbcKOnHhVvDMa8M94ZaFKeKojhomvVBOpTvMBj7E2b+JAiBtG2EyOPzraG56QPoeohMJgqqIJBZS8z7FHk1jG5VjuiLLSV5Euiag6baV5H4/iGsSBbsQlRcsyVa1Gbg23vxXjsT95oavHVB5FsWErn7MI4UKLYgbxvsizzBgNGDw+Mn2FhB//GTWLgQ5MibCQYT+wkFlqOq42TZnwc3TKfTtLS04Ha7Wbt2bSkiO9yubsGCBaRSKcLhML29vRw+fBiv11t6fyrs0mKx54hEHkBT/WhaWel1VXWjqvUY+SjtHXcjUFi37rUlb+WpKoD0QmK8JMdiVL1YkKdI1Ecn2f1F1nJmTOS77na7x0iOxovqTnZUvZg7Md2uyefbYm+05KuYSF20J/X7/YRCoUkJvI2HVCqF3z85xedeSBTvt4997GMcPnyYW265hYqKCnK5HOl0uuQmNdXBlr9gfLwkyPmFylouhpxLKTl58iRHjx4lipvff/u3bD7ewspMovC+EAzsfIT/mLOchVcuY+OwSu6vWXYtTwVq2Xb0NwTldnSRw0ah01rJjBnX8/8uubY02Uk7X+BT5zC/S2nznfsfJeYLUZZOF4jfWKtwAuk0UY+Hnz+3g3dcVfDc/vt/+iAP/uwBWnY/gxLvRdgWltuFq6KJObOaufyVhYzj0oPhbMM9VKkzlUpx85qb2b7lOQZjEfy2F6GKworCluh5AWGDDBaaorE4tJhAdSVt7+jiV1uewM7a1JqVBb91j0pZZRWKrtKT7mG74yCXu5biz3ix9TymZiJsBVE0axcSW7ERto7LFGzevJncc/3kWvpBVVACDoSqIG2JzJhkd4exBnP4Xz4L4VDRNC/NzR8ik2kjFttK3owhcHLgQI7ZzW8pRWiEV4feNA6zhqrYa+gL/gxD60G1fSjSiWkZmGocVVOoKb8F9d4arHAGdAUcBRJoW1Yh4m7YJB/qQPHoOBeH8DWE8H14I9F9XSRaeujsOspApB9/0wwcngL5FqqAPCA0VMWDZaXJ5LrxeZqHXRuFv+o5Oh4ODg7S0tLCjBkzmD9//oQEQwiBz+fD5/OVStlHIhHC4TC7d+9GSklFRUWJrF+s5aKUkkj0UaRtojnKxrxvWRbJZCFvo6a2+4xFTyazANJ0wWg5QNG6rphkV7SuK5L56USGpxs5PxciPDyqPnfu3HETeYdHdS8mql6UZE236/CFjOaPTqQuFv0Khwu1DbZv3176fSoqKibFFvClEjkv3mv3338/jz/++AXn7v0F8NnPfpYPfehDY4pTZTIZvvjFL47xPz8XvCTI+YVC07QLSgg1TZP9+/cTjUZRympo/fr/cFPbXrKagx5/CFtRUW2LskySV+7dwjPJGLvXrGD5nMZSG5c2XcKlTZcQTSfoTkYpc3qZWVY55lz+miYSx3ZgWzaqNv4EWCxCKjU3g3ZB+6DZdoFAj/Os02wbKQRt4cERr6+9ZR25tQbPdD3DoDGIX3ezacYczKNmiazMXrGedo8LbypD0jHx5eMw8/Q1VPGydevIHxxkUayZrc69eDQPWlHKowhs20JYJr2DfcytX8iyymUAPNH7BKbXpqFmfEeQWk8tx3MJ2ir2sbxrE96kJOtOkXcY2MqQe4wUaHkdV7oGZ/MJZG+W3N4IwqmheE73XSgC4dURDhWzPUlufxTXytPbeG53E253E1B4EO3b99CIxaBjToD88RjSsglk1qBZZQx6nyTtPIjBAAgFb6aZcnEF5bGryUQ6QVdGJo5CQSquK5C1SG3pwrk4NPT7SoKLa/EvqOLgnY+jB1wlYg7gr64g1hHDlgqKkAhUMtlevO7Gkne9KV1oIsu8K1ZO+JsV0d3dzcGDB5k3bx4NDQ1nPX44dF0fUXQnHo8TDhdcaYr2gEWifiFFdywrRTp9CFULjHkvn88Ti8dxuZw4HBWkknuw7TyKcnZCNBkFkM4VzxcBHb7DUSxzH4lE6O/v5+jRo6iqisfjIRqNEgwGX3DSN93I+YVULB0d1Y3FYiPsMS+mtP3wfInphOkktSkW/QqFQvT19bF8+XIGBwfp6ekp2TUWF0oXateYTqdfUgmhV1xxBZlM5oXuxosan/nMZ3j3u989hpyn02k+85nP/IWcny8uJHKeSqXYtWsXuq6zadMm/t8n/4u/at/PgNtPxnGaMFmKStRbhsfIsv7kXr5x5+/5ry+8Z0x7IY+fkGfiLbJrbn09P9/1OzIJA0UdkxcIFFxbFE3gblqP2zUUKZyAmMOw19OnFyYHowf5xu5v0JvuRVd0HKqDuBHnrsN3oWZUZoZnsqlxE95AOZllzZQ9tRfVtIY824dD4sjlsVSVyqs2oKCQ2xflddlXEHYNcoIOvHjw40UAcSVJSklTk6/g7d43oCkaqXyKXX278DsmfngJIShzl9NedZBlnVeiWA48aQU7Y2GLDOWDvTiyBtghEsE4l73yVRiHBiFvIfzjkzWhK6AKcgcGcC6tGEGe8zmDWDiKoirY9khrPkdzgGylC6s/i1LuxGPMw5mZTTjVxnHncfbq7XTbcZw1Lcw+3MNabQENWv14XSjsAmkKVjhLvjOJVuctVG2LtZJo/xUD7XtQpIJt+lC0wkTg8vmI62EwXEhUhNCwZR7bNlAUF7Z0IqWOw3eK2RvfMMFFUSBHJ06coL29nWXLlpWqLF4ohBClIiRz5swhl8uVKpW2tbWhadqIpNJzSWSUMl+oYipGRuBzuRyJZAKvx4vb7cY0rYKkSeaB84tWnq9V4/lE1V8oKcnwMveNjY2YpsnevXvJ5/McPHgQ0zRHRNVfiMIj042cX6yEZHhSNVAqbR+JRGhvb59QKz0RpmvkfDpWjizeo2VlZQSDwZJdYzQaJRqNcujQIfL5POXl5aXI+rnaNRatNV8KkFKyadMmPv/5z5PP56mrq8PtduNwOEr/BYPBF7qb0x4TzV27d+++4OThv5Dz8yDnfX197Nmzh/r6ehYsWMDg4CCrTuxBSDmCmA9H2uGiLJtgWeveC+qjw+HAM3sTxv4nyOcsdKdaIuhSgmXZWIbEG/Jx85vewcBT23kiniOvKOjSHrfNvKKg2DZNGQfSsOgzw3y95ev0Z/qZ6ZtJIp0hkzIQwkW1r5yT6Tb+6+B/0VDeQIO/gcvf+/c8ffRjVPdGSDud5JyOguzEsnBnDRymSefCWdz213+L1Z/BGshS5a7kA/LtPMgT/EnsIkLBw11HY7O1llckL2VmVwhWQ8bMYEoTxVTo6usjYxQWEW6nRmVlEIer8BBzKA78NUHy7lYcmdlgG9T17aC2Zz+uXGpI3mJjh1TK74OcuhbhcJ5xAlZcGlbCwI4bqCEXke5ett2/h54jAtssPIAUBzwz+DSbbt2Iy+NBOFS81zWQ+kMHViSLJWyiuUF+GXySFv0AhmLi8niAQQ6qB3m87lmuT13KK1KXj9TIF3mbKsCwyfdlkOV5+nZ9mGhmJ3kMDKsB2xLIWB+6EsAZWIxQdapmN9J/rB3bcmJLFQTkbR8CL6rI4/J2cuUH3jzh97Ysi/37949IoJwM2LaBacYRio7DERgRVSwmlR49epRMJkN5eTlVVVVUVlaOiECYvb1knnqa3P59SDOP250kt0TAPB9SFLYO0+k0fr8fp8M59H3SOJ0zUJSL10u+VAogDYemaTidzhJxKeYNFCOMHo+nRNSnusx6EdONnF9I5PxMGF3avqiVHr6rVCTqgUBgzLn/Ejk/dxSTQYePVbE6b3V19YidpOH5GcXxn8j1SEr5ktGcQyG59v7772fPnj0cOnSIOXPm4HQ60XUdVVUJBoP86Ec/eqG7OW1RLNgkhBgj/yxILJO8+93vvqC2XxLk/EInq3P1OZdScuzYMdra2rjkkkuYMWMGAP/3xH6aB3pIOs5MAFION82RLn65pYVXX76i9PoDv91B4r5Haeg5gWqbRH2V9KxYzavedxNlgdNt3vau2/n5N5KkW3diZIctJiQomsAT8jH/5g/gcDh47foV/ObXjxLx+QilkmOC5xKIe7xUx+PcYM/CTps80f8EfZk+nHkfB1r7SJsK9lC1HT1i4NV99Oth/njqj7xl0VuobpzL2n//NM98/gtUtPcRjCeRQ79B2uUkvHIuN33239EdTvL5BFgSVIVyyvgr+UpuklfTSS8SiSvpoEavxImGHPpubtVNLJykP2Ngm8MiFIZJV6Kfer+D2vpKclaOck8FN73/Bh788c+ZtT1Cfdd+bKGRdQawdQNnUKXaWUbqgQcQ3gN4Nv0NpezT8TBUZEhK6Dp2kod/cAQz4wAhEaLwcDSzbk5sE/Se2MKt/3AZbp8XrdKN/9Zmep5rJb23n3vLH2ebay/lznL8/jKEW0UgyFluBmWce/2P4ZMerkivHX5aACzLpDd1gp6HnyDy02ewRJpAVYCamXmClRaRUy5wGxh2DBlrwRVciVA0quc3EevpIRlJ4tDKcDlSqM4BqhZXs/KWd6FNoL82DIOWlhYA1q9ff9G6cICc0Usk8jADA49jWUkECh7PPEKhawkGN6EopxMZFyxYQDqdLkXVi9vPlRUVlO3bh7z3Pux4HKFpIASOTAbluQT2CovB60MY0qSsLIg+9DCV0sSWBqHQNZNOZM41qj7cT300cZlO5KrYz9F5A8WFU7HMejHCW1FRcUYd/8VgupHzqUy+HK2VLkbVo9EoHR0dCCHGRNWLJHg6jRFMT3J+tgJEo3eShrseFYtQTWSX+VLRnEPhOnzLW96C0+lkYGCAWCxGOp0mk8mQSCRKyaDT7d6cLvjqV7+KlJK3v/3tfOYzn6Gs7HQelMPhoKmpiY3DEw7PAy8Jcn6h0DTtrJFzwzDYs2cP6XSaDRs2jFgxJ5K5QmkcceaJyUagIIknTuu6fvzB77Jm10PoRgpbFPQqwcEOmrv2smvb01T8y+0sXT6rdPzr/v5T7G/ZxZ4//AQ70Q22BQ4PwflXUD13MRVDVkcBj5ubUxp3O/NEfX786TQOu/Ad84pC3OPFncvxqpQDj6phC8mWzi2k0ya9MRMTFQ2JzhARlYIBw4EjluWx9id4w/w34FSdzJx/Ca/70f+y84/3s/8PD6BYNv6qSla/+g3Uz11U6rdwaaAqYNowRGj8+FhIITIbJz60BWAXEiuBP9zzNAN99Vjlh3CZLpRSxVIwELQnDOjux/BnuKnuJprqF/KqK6+jf8unyQcBnwOfy4mZd1JZUVkgSB4PxvHj5A49jWfTyyf8rWTOQnGp4BL88X8Ok884UfU8w10shTSRtko64uahHzzFLe+/HiklRzqO00knVbdVsfvAcYJqJWXO4Ij2FZdOMBmgT4nyiPdZNqZX4ECnSM9zZpqW7keIZLsgl8ESWYTUiLQFGDglCVYbCEVi5TQ0p0VeZtBSbej+uQB4gmUIVWHdq17P7DVnT/BJJpPs2rWLYDDI4sWLJ2V7Op0+RtvJL5HLdaIqbhTFA1jEEy0kkntIJvcxc+a7EOL09OPxeGhsbCxJLqLRKAOPPELip3djS4laWYnD6SxstcoQZuQAYmsfrnwWz5vmoaqFtmzbIGd043Y3UV5+JZFshGe6n+HZnmdJGAnKnGVsrN3IphmbKHeWj+l7Ph9hcPBp0unjgMTlaiQYvBSns3bc7zpRVH14cmnxuAtNXJ8qTNQXXddHRBgTiQSRSISurq6SG0+RqAcCgUkhZsVdiOlEACY7cn4mTBRVH+5AUtSoT6dxKl7v01HWcj59Gu16NNou84tf/CI+n49rr722tJh9PnDHHXfw8Y9/nA984AN89atfnfT2nU4n73nPWLntaEyX62264S1veQsAzc3NbNq0aVJtVP+sybmqqqUH6ngXXzweZ9euXfj9fjZu3Dhm4F912WK2/yxATTxCyukZ8/kivPksHcEabtm4AIAf/fNP2LD9fpAWKU8lw5mfms9S33OAU5/9Krn/u2NElGrx8hU4fX5aW1tHRPD37t07ImL31/OWouzfzb3BLBGfj0Qx2mfb1MRi3JZzc5M5A7XWSd5tE00PEk8UouVOMVIKoyOxpSRnOejoD5POp3GqhT51dXURsXQ2/93tNDc3jzuGaoULrcqN2ZNCdY7nQw7SLJAEx9wyEoMJ7tnTj9M5HxloxXQk0A0/YkgA4kSSRdCe6WdRqIHL6y+nra2N/l/9igqh4Z49v+RH3t/fVyIgwulE8bnJt23HXnElimfsboe0JdKwcS6tYP/WveSSDhTVZBx7eRRVYtk20XadcFcPJ7s7Swu4B7sfJGWlaHQ3jvmcGnRip/KUmwH69CgHncdZnltYOL+U7Ol9nP70KXxlISx3LyYWKgUnnnxOYaDbia88T3JAxzIFqiuPYfSjWk1kEgnMXI5ZK1Yza8XqsZ0ehXA4zN69e2lsbGT27NmTMgFbVpqT7V8ll+vE5WxADFu4aloZphknEn0Ql7uBqsqbxm1D0zSqQiHYuZO804moqcEwDLLZLIlkEk1VsbUaVG8XnoMpku0nMes82DI/VN11Do2zPsjheCff3fdd+jJ96IqOruhEshEODx7mwZMP8t5l72VR+aLS2EciD9LT83/kzcGhq61Qlbav71dUVd1CTc1rR3yf0TibVaNlFbz2LcvCsqxpIX85228uhCAQCBAIBGhubi65YUQiEfbu3YuUckRU/UJ3XUr36TQiAS+UbeF4UfVoNEpvby+WZfHkk09OyphPBoq/2wt9HY/GxS4YRttlFuUf3/rWtxgcHOSNb3wjN998MzfccAPr1q2bksXJtm3b+N73vseyZcsmve3RiMViHDx4EEVR0DQNv9+Ppml4vV6qq6un/PwvRsTjcQKBgjHBypUryWQyEybWFo87H7wkyPnFyFqgcCOP1pd1dnZy4MABZs+ePSFxWdhUx7dnL+e2nQ+jWiaWOnY4NdNEtW22z17GW0Mhcrkci3c8jmIZpD0VjGZ+lu4iJ6Gu7yg///ZDvPn2m4HTxWBSqdSYCP5o7bxjYTmvPjKLG1M2D2a7OSkLF0yz8HCDax5OVSAxcS4OoWoOBuMZ8sLGxfgadUWAECaZvEo4miA4I8iRI0fo6OhgxYoVZyxQIBSBc1kFZl8aO5lHeLURYylsUNI26kw3jiY/j/5uC2F0aoxyMr0b6Kv5E4ZzEMVyIKSCVCxQTOy8j7WxSxloG6C/v5+5iST4fVh2CilNhFBHSEUAlMogZmeEfHc3en0jwnlakyjzNnbcQAk5cS6toO1He5DShaZOHOlUNAsrr/PUfU9Tv7KRDRs2kB4wOXiwjUwqTzSRRnequP06umNIr+7RUMscMAi2tBkkXnjASZvBdA+RdCdupx+92ouRyJU06UKAw2WTtQR5Q6FxSYK+kx4yKR3DBjPfgzdUzaLLr2bRZVejniW5sqOjg6NHj7Jo0aLSIm8yEItvJZfrwOmoG5fIaloAy0oRDj9IRej6CZ1UjIMHMds7UCsqUDQNTdPweDwY+TzxeAxFuDCdDYhwD+reIPbMWgLeWkLlmwiUraU3E+Xbe79NJBuh3ltfKnIFhXHvSnXxzT3f5J/X/jM1nhoGBv5IZ9d/A2LEokJKm7wZpaf3pwihUVPz6nMei+FR9WLiZZHsTgerxguJwBbdMIa78UQiEU6dOsXBgwdHeHyfjxvJdCTnz2fk/ExwOp3MmDGjVBTmkksuGTHmRV/vydzJOFcUd4amW+R8MgsQKYrC9ddfz/XXX080GqWpqYm//du/ZcuWLXzrW9/Ctm2uu+463vjGN3LLLbdMyjmTySRvetOb+P73v8/nPve5SWlzIjz++ON8/etfJxwOE4lEcDqd5HI5hBBcc801fO1rX5uW0qUXGuXl5XR3d1NdXU0wGBx3rijOsRdi2f2SIOcXiuLNa5pmiZzbts2hQ4fo7u4+K/EEqN+4kta2/cyJdhL2lJHVhyLdtsRlGlRkYhytbKB5w3IAfvFff2RNvIec0z+GmBdhak6cuTjB7duAm0kmk+zcuROPx8P69euRx7pI9RxFOHWcy2aPKf2uzfDgWlUF2/q41axD8WoFiz5LYidNpGnjWFCOY0E5QhG44k3g3A+2h4ksXoSSRSQXsm1PK7GuPjKZDOs3bKA1ZvGzx47TPpBBVxVWzCzj8nkV1AROJ8g65pVhxw2y2/uwo1mEUwMFpGGjZiRmQMX3sgaEQ6W7P1b4DgL8iSYcuTLiZSdI+luxFQvVdBNMNJMeXEiiTxKvj7Nhwwb6/u+7GLlO7KRVKkakKAp5w0J11xYi74qC4tNxzPJhZ2xkKn/6+6oCtdaD95qZqAEH+Zwc1xlnxJgMsX9F6qxcuYpDT/VybHsfg64cVsAmZ5rkUnnSgwbeoANfqJCMqlV7sBWQKdAtDbKFB1xvuo28YuKo9YA6/kLJ4bLIpTQ8fotlV0YYiAjyBsyc/3fovnqkbdPXdpyqptlo+tiImpSSw4cP09PTw6pVqyY9Ez8e2zoUcZx4e0/XyzFyXaTTR/D5lox7jBWJIE0TZZhriGEYxBNxPG4Pbo8HkBipLGp6Ib3Jl9HXmyJa5qKqqofHEo/Rl+mjwdcwgpgDKEKhzlvHqeQptnRt4dWzX0lP7z0gbZzOuhHHCqHg0CsxjH76w78lFLoGXQ+e15gUNf1CCNatW4eu69OiANLFSmyGu/HMnj0bwzBKCXZF3XSRqJ/N43s6kvPpVvBHSomqqmPGfLydjCJZn6r8gCKKz53pNE5wds35hSKVSgHwzne+k3e/+91YlsWOHTt48MEHOXXq1KSd533vex833ngj11577ZSQ8yJpPHLkCP/yL/9CeXk5K1as4O677+b222/nwQcfLLl2/QXj449//GPJieWxxx6b9Pb/rMl5MVpVnGCy2SwtLS3Yts3GjRvHeFaOh4/+1bXcHomTfexB5oZPUZGODVFDiaHq7K+dw/71l/P5lxcS/4yuPhQ7j6WOLaByumMCW1EpSw3Q29tbkh7UdaWJ//t92BkdUEFC4r5jeCryxC87XXBGCIF7bTWq30F2T7hQiTJZqMipBBw4l4RwLasoFK8BAumFCP0YlppAtfxjqmyaahJF6ujJJfT2hVlQ5WPZqrV8+6l2njkeJWfaOLSCxeD2k4P8clcXb9vUyPWLa0r9ca2uQqvzYhwawGhLgC1RQy6y5ZCtUZgZKpAwVVFGRLudRjlV/aup7F+FFBZCFr532nLg8GVZt24dfX0/IxXsQu/IIoIeFBQkNogMOaMDyOFyz8JOpVD9PvyvWobM6uRPxLAzJkJX0Rp86DN9pTFxuAQSgS3HW0MJJBLbAgRU1oY4urWfQ8/2oDtVml3zOKD+CSlMdBzYpiQ5kEMoAl954WGZ9huUeStYsXgzrrgPqQnM/TryiErWNEhFUzgp7BTIIVtMAShqQaKfNxQUFTxVSQaOV3Hgqe0kBx7BtkwUVcMXqmDuuk3M33gZyrBF6N69ewsLq/Xrp6Tym2nGUcSZpxUhHNjSwrLSEx+jO0DKQkVWRSGTzZJKJvH5fbicRcIuUASEZtQye+NGMplMwXGkv4eHTj6EjU1KpAo6dd0xgvgpQsGtudnSuYWrK2ZgGD049Im3b3U9RDbXSSz2HJWVN5zzeKTTaXbu3EkgEGDJkiWlgMB0KYA0mWTY4XAwY8YMZsyYMUI3XfT4PlPlzOlIzqdL5LyI8aKX4+1kRKNRurq6OHToED6fb9LzA0b3CabX7wZTZ++YSqXweDwjJGzr1q1j3bp1k3aOu+++m507d7Jt27ZJa3M0iuR8+/btRKNRnnjiCe6//36effZZPv7xj/Oud72Lj3zkI6cL7U2z33c64Iorrhj335OFlwQ5v5gLpygJiUajtLS0UFVVdd6JcV/5f7fR/rpL+fQ376O2px13Lk3a6aGnronPvPcVLD5w4LQm3OlECoGQNpKJzyGkjaHp7Nmzh6VLl+L50wlSz4QBN0gDlCGXGanj6HdQ9psjWAsXowa9pTFxLipHmxvgcMsRkvE0fp+H+SvmoDpH/ux1eg3Ho5dhV2whrw+gWm6EVJHCwlYyCKnhG9yAkm2kplJl5cqVfPmR4zx2OEylz0Gt47Q8xJaSvkSO725pw+/U2DTndCVCvc5LWktwMn+C8MlWSEisrJMyx2ykXFywI5pdi3qilZwtcCqnabpAIKSGbduk8ja6Jlm3ehHpzH56+36FtqocxwETcoBLIFABBwIKmmzhg2QK77XXoAYCEACtemJyOntlNf0nYkhbGSeKPVR51dZRNYt5qxfx3C97UTUFl0+nyV5AhV1Lv9JFyK5C0RQsU5IazOEJ6FhYxHIxrpp5FTOWzC2Nj7+/Av2ERjAYxLZtcrEKDLsPW9oIKSg4QxbGWVUllm3RvrecWHs1Dl8cb1kQRdOwTZP04AAtD/yWZKSf1Te/mmwuR0tLCw6Hg7Vr105q4spw6HoIW57ZAcm2cyiKhqZNbEemz5+HEghgxWLkHA4y2YJ7wvB+y3weFBXHooJu3O1209DQQKA6gCvqwmW7ELYgmUwibYmu6yXvXlVVcapO0maaRLar4J2uTKzdLRZzMvK95zwWsViMXbt2UVdXx7x58yacp57PAkjDMZWJhRO5kRTJ+vAEvFAoNC3J+XSLnJ9NWjB8J2Oi/IDhXvaTEVUfz7JwOmAyZS3DUfQ4n6rv29HRwQc+8AEefvjhKa01ULzfotFoSR1w8uRJ3G43hmFQWVnJjBkz+PWvf82b3/zmcaW/f8Fp7NmzZ9zXhRC4XC4aGxvP+377sx9tRVE4deoUnZ2dLFiwgIaGhgu68Rqrq/nBZ98+7nsnDx8ukfNlN67FePwXOIwUOff4SQJi6Nj22iZet3EjjoEUA8/0gdRAzZ6OawuAPLYp0e0g8bu3UP7ughOJbdv84emt/LY7wnGHC1MoaIlB5p08wS31VVy3cU1pol+3pIqdTzhRbT85/16yrg5sJY+QKu5sM/7kJSQTc6l35nnNy67maH+aZ05ECXl1fKOIviIEtQEX7QNp7tnZxYbmEIpScBg48MSj7H/8YYx0GkUraM+z6TRd+3ejxAdYfdOtrL1iBY2PHaHVdFCPMSKGb1kWpmUxqPmYqxusvWIVpzq/jm1nUZY0YC0xUPcMIgM6eIYmZqEhc1ny/SfxNC/H/4pXjOivbUkQoIwKjy/auIzdDz9CJuZCKDaKKPDx4qRmWyrSVqialyMZVsgm8/gqCjefhsZ1uVfze9dPiCi9uKUPp+omZ1p0x3oxNYMF5Qu4reJVdP/PEeRADgQ4NB8CBTOfR9N1XIE5yMFBTMUYEs8LjKyC5jRxlsfp6dUYOFmOv2ImTt9p5xFV1/GFKsilUxzf/if8M2bSkzGorq5mwYIFU0o4ysrWMzC4ZagA0vhkN29Gcbub8XjmTtiOVlWFc/06Bu+9DyMYJFhRgTbsYSulxOzrRautxbV27YjPOlUnqqJiCxufx4cXL5ZpYRgGuVyOZCqJpmpkRAa3040uHMC5uIXIoUXf2dHf38/evXuZO3cujY1jE4MnwlQWQBqN59M5ZrQbSbFyZmtrK/v37y/l0BQ9pKcD2ZuOkfPz6c/oqPp4rjtF+cuFetlPlXzkYjGVkfOptFHcsWMHfX19rFq1qvSaZVls2bKFb37zm+RyuUn5XsXryOv1lnZcmpqayGQy3HvvvaxYsYIdO3bQ3Nx8lpb+AoAVK1ac8d7UdZ3Xv/71fO973zvnRdefNTkvOid0d3ezdu3aKauENTxhc9XqOfy2/hIWH3+GvOnG1kZFMG2JOztIzh1k2VtvwufzMfDzZwAHqJkxkhMAhI2UJkabjRVPIXxuvn//H/mZpWK6vJTnDRx2HkNR2O/yciicouOBx3j7y69CURRecekaHt3+APuTzYSyjah6AlvJothORN5HzNJwCLhimReHpvP0sS7ShkW1b+JIY6XXyYn+FAd7EiypC3D0T0+z+6Hfo6ga6Dpm3kQoCg6fH9MwOPrsk2gOB6tecQvvefkSPn/fQU7ZTkIYuBWJlc+Tlgpx1UdI5HnPjctQNUE8vgtV9YGmYL5+FjgUlH0xRDyPZlkoigkamPWCstvfjVZbi5m36Tw0QNvuCPFwFoBQvZdZSyuom1eGogpUVeXad17CQ9/dTy7txEYWslcBKRUEgrLaDNe+5XKOb4+NIfg19kxuybyNnY4nOa4eIKkOYktJlazgZXNuYuWTc+EPXTiRJRlPjSznRNxLLNFN+eyZKKqOq2w5ufg+8mSwTDAtqJkTR3Hnie2sxbTKSOfBTKVxOBzo+ulb2unxkhwcZOejD7HpjW+lsbFxyslGILAGt3s26fQRXM6ZI+wSAfL5AQSCyspXjHlvOAzD4MSiRfh3teDr60OoKjIQAEXBTqWwBwdQy0ME/+7vUEbJc1yaixWVK9jSuYVyZzkCgTYsqdS2bfL5PJFkhKZcE0cPJXG7JdIewOUav4y9becQQsXjmX/WMTh16hRHjhxhyZIl1NTUnOPIjY/ztWo836j6C0E+h1fOnDt3LplMht7eXuLxODt37kTX9VJ0d6JiMFON6ehCcjFJeaNdd/L5fCmqPtzLvkjWz5VATNdEwanUnJ9rJdELwTXXXMPevSMLFr7tbW9j4cKFfPSjH53UJFeAzZs3YxgGvb29XHnllSxdupRPfepTOJ1ObNvmQx/60Ijj/4Lx8etf/5qPfvSjfPjDHy5JnLZu3cqXv/xl/uVf/gXTNPnYxz7GJz/5Sb70pS+dU5svCXJ+ITdKKpVi165dSClZsGDBpBHzu371e7btbgUEM+v8fOjv/maMm8rsD72N8Ce7qYy0YmlODN2DFAqamcORT5J3+Nhx+at465rZAJgnE4BrfGIOIERBKmB7ye05wU6XxT2mgsu2COaz2FYOKS1cQG1WJeby8TOpccnu/WxYuRSHpvOPf72OL/5kG8dSTqxssGChiMAEvIrNZbNyvOXG6wHojmfRFHHGcXfrCn0Jm3DKwDRyHNzyR9LxOLlsBjm88JMQKC435ZWVHN/6LPM3XMqqy1byKU3lhw/s4UhWI2IJUHTcSJa5Dd728uUs27AU284hsaAYzXSrmH81C9GVQdkfI9sXR/e5kHOdmHNUtFkzMDImf/ptG70n4gDorsJnu4/G6Dkep2FJOatf3oiqKdQ01HPLBz08+7utdB2W2HkHAoHuTTHzEp3Lbr0a3elA1eJDhYtGRl4rZA3X5V7DRhFnkDCZQZNNsy+hcksWR2cKkAwJFobGQmVp8DJ2R/9I9PgpPNUBdJcL1X0JxmAPMh9nRoNg6YoGfDXXcJztBKokisOJYRjE4jEElKQbpmlhSnBk09TV1j4vRExRnMxq/CBtJ79IJnMCRegoqgekhWmlUBQnVdW3ESq/ZsI2ivemPxSi+Y5/J3PvfWSeegqrvw+kRLjcuDdtxnfLLTjmzxu3jSvqr2Br71Yi2QgVropRfVRIyARBb5C/WfU3zFBmcKJ1G7ncflLpPJrmLI2hphVyHHJGL253E37/ygn7LaXk+PHjdHR0sHLlylLZ9snC2awah+t/z0X+Ml38st1uNzU1NbS2tnLZZZeNKQYTDAZLZH0qidFwTEct9WQSYV3XqampoaamBiklyWSSSCQypkJsKBQiGBx/wVrs03RzaoGpjZxPpce53+/nkksuGfFasa7A6NcvFlJK5s+fz5w5c7AsC4fDwb//+79z1113EY/H+eu//mvmzi3sbv6FnJ8Z//Zv/8bXvvY1rr/++tJrS5cuZebMmXzqU59i69ateL1e/vEf//HPi5yfL/r6+tizZw8zZ84kFotNygT8+a/9ADVWxiVWFa+jsCWV6rL5z0//lg7Zyu3vuK107NLls9j7uU+w5yv/y/yOvbiMBEiJpTrorFlM55XX8db331g6XloUsgDPBFmQZ8hcnt93d5Nz+qhMD2LKHKcNBQVgEsgadPlquP/oSTasXApAU20tX3z/y/jNY39i2/4BolkVTUhmV8OSpgAL6k4XRHJqCtZZ+mPLIfs/VaHryCF6Thwjn8mAEAhVpWiFIi0LK5NioNfEFyijY/9uFl12Ncs3LuOf5s7g4d8+gmEohEIh5sypY9HqhaWJQggHul5BNtsBBIe+okDWe7DqPSQHnEMP8zia5kdVA2y/v4OeYzE8QSea4/SE4/LpGFmLk3uiuH06S6+qByCWTqLMVLjqqnlUlVeg6iq79+6loaEB3VnYOaio96JqAtOw0cfxcvfJAM6sF8M2qXB60TojAFhjFlsCr6OC1ZXXczJ1mIjeg5HJAILyhnnMXr2e2WvWo+kOcukUUm5DVVScTicupxMJmPk8hmGQGNJZK5qKbVkkE3HKnWd2HposuFwzmTPnswwObCESfYR8PoJQdEJlVxMqvxKfb/mE99zg4CAtLS0jdNqOt74F/6tvI9/ahrRMtJoatLq6cT9fxCWhS3jN3Ndwz7F7OJU8RZmjDF3VyVt5YkYMh+rgr+b/FYtCBb36ooW309r2b2QzXUgU8nlBJpNCiByqmsbprKS29h0TutDYts2BAwcYGBhg3bp1z0sFwTNF1ceTvxT/XcR0K4gkhBhTDGZ4ifUTJ06USqwXo+pTRQxfapHzM0EIUSpyVKwQG41GiUajHBjKlypq1UOh0IhE8uksa5kK//ei5vzFjuELc1VVSwHEmpoaPvjBDwJw4MAB+vv7z+pY9xcUas3MmjVrzOuzZs0q7YSsWLGC7u7uc27zz4qcSyk5duwYbW1tpSI+O3fuvCAPyuH45y/eyZLUXOZIFwaQxEICHhSukFV0Uc5X/vu3fOUzf1/6zNLls1j6o0+yb+9JHv3V08i8yYwlzbzqry4b077wKsj8GRKBAIEGWGTK3OyJOfDl0tgyO/SuUqKBcsj922Ok2IFCNpvD5Spopd26g43zG6hScixevJj6+gJBPXz4cCkpDWBZfRmPHurHtGw0dfx+DabzBD06C2p87Ltvb4GYK0qBmA/vu6KAFNhGjnQyQTpWsFJsb2/n8OHDXH7DZcycOXP87y0EFRXXcurUnUPe5iMvZ4FAShtppwlV30IibNF9LIbTp48g5kU4XCqWYdG2J8rcNZW0nTpBV1cXq1evLlkmQeGBXYysAVQ2+Cif4SHckUSrcCFG6delLUnHc1Q2+mBHPwow8RUncGkBFpWtxZjjxX9VCKEoeILl5IRSso7RXW7c/jKSkX6cQw8LAaiqRj6fRlVVfAEfiUg/6A6272rB4/FQWVlJVVXVGaNhkwFdK6Oq6mYqK29CSgMhtFJS5UTo6elh//79zJ8/n4aGhhHvKX4/zmVLz/n8QghubrqZOm8dD7c/zOHBw6TNNJqisbJqJS9rfBmrqk7rOt3uJpqbPklP709JJFpQlEGcTpDSgZRLSKc2sH1bP+XlO6iqqqKysrLk5mSaJrt37yafz7Nu3bopt68bD2eLqo+XVFr8/+mAiaL4Ho8Hj8dDQ0MDlmUxMDBAJBLhyJEjGIYxgjSei7vWueKlHjk/E84WVXe73aUFkmma05KcT1VEP51OP2/VQYt4/PHHJ7W94r3W1tbG448/Tj6fZ9OmTSxZsgTbttm5cycPP/wwd9xxB9/+9rd505veNG3lS9MFCxcu5I477uDOO+8sLQrz+Tx33HEHCxcWigx2dnael8zxz4acG4bBnj17SlUciwlIoyUnF4IZqQbmSjd95BnuU2FgEQfq0NjIJezYvZ/Vy0/7OicSCSLRNtbfvJBly5ZNqK10r24g9Wgv0hYIZfxol6I4Udw5ZFM1dnsnip2DUl3N0xh6JKNKG0vAYNcJamcvwrIs9u3bRzQaZd26dZSVnbZ6VFUVwzBK/79pToifbnPRHc8yM+ge8wAzTJt4Ls+tC2cQ8jroOHKIgiH4eDf3kEegUDBzWSzLYv/+/fT29rJmzZqzSgNC5VcQiTxCOn0cp7PudBJi1kLpTWOrfbhnNlJZ8TJad8TJ5yz8/omdSpw+nWQkyzOPtOCsyrNx40ZIwsFfnSDcnsAyJZZq4ludwq4rTFhCEay8voFnf3mCeDiL06vhcGsgwcgUvM59FU5WvGwmiR8dLv0GE6FoxSn7LDLBCh4ZSPLwsR4Slo0mBBv8bq4P+WhetZaWB36HbVkoQ9dxLBYbqvBWhrQtVCFYec3LmLvhUqLRaKkqqG3bVFRUUFlZSWVl5ZRVGSzooM9MVqWUtLW10drayrJlyyYtUiOEYE31GlZXraYv00faTOPVvVS5qsYlXW73LJqbPkY220Eme7Lge+6aidtVqH6bTqcJh8P09/eXSEp5eTmRSASPx8OaNWumjaPBuVg1Dteuv9AP3nOR2KiqWrpepZSlqHp/fz9Hjx4dQRovdvH55xQ5PxNGR9VN0yxp1Q8cOEA+n0dVVU6dOkVFRcWU2LNeCKZSc/5ijpwX77MDBw7wgQ98gIMHDxIOh1m2bBl33HEHu3fv5oc//CG2bfPhD3+YG24o2MZOp/tgOuJb3/oWr3zlK5k5c2bJG75Yuf2+++4D4MSJE7z3ve895zanx5PkInG2ST0ejxc0rH4/GzduHGHHdrHk/PbPfINb5SriWIxnIGcDYSwacHL3r58pkfPu7m727dt3xgqkRXiuXE7mmd9hZzxIOzuCoEskSBe2zOO/Yg66348nn2FQc+A1sxO2mVOdBHMxMr3PkpnRxK5du1AUhU2bNhHuy/F0Sxt5S1Ll06kqkyPGyOfUeN+Vs/nSw0dpi6YJeRx4nRq2lMTSeZKGxdL6Mt64rhD9TA0OFmQsUpbkLCMx9Lpl09HTS23lDDZu3HhOE72uB5nd/BFa275MOn0ckcjj+FMOfVeKUNxCKA7c1SaZax7F8C4HzqyVl9Imk8lg5R1s2LCB9j92s+fxLrLGkBWmENiWTaQrQmx/njVvW4jm0gjWeNj8urkceqaH7mMxUtEcAJpToXFZiAUbawhUuEic9RudxlGP4AfHe+gy8rgUgVtRyNo2v48meDyW4q9nLyE4YwcDXadwBcpIZjK4XS68Xi+mYZCMRgjVN9C0YjWaplFdXU11dXXJuaG/v5+Ojo6SB3Uxqj7ag3oqUSz6FQ6HWbNmzQWVOT4bhBDUeM49YuFyNeByNYx53ePx0NjYSGNjI6Zp0tXVxbFjx5BSks/n2b9/f4k8vhDR84kwnvyltbW1RDReiAJIo3G++nchBF6vF6/XW/o9ilH1gwcPYprmCNvA87Wl+3OOnJ8Jo+eREydO0N/fT19f34gFUlGr/kLp0V+smvOpRvE++9rXvoaUki996UuEw2H+4R/+gQ984AOsWLGCT3/609x2221nb+wvKGHTpk20trZy1113ceTIEQBe+9rX8sY3vrEUCH7zm998Xm2+JMg5FCbR8TSUnZ2dHDhwYEISrKrqCMnG+SJIBV4UeshPeIyBREcwQ6nCtm2OHDnCqVOnWLJ4MYc6j7B7z09wyAEsNPLOOWxcdxv1VafJhOLQCb77Kga/+xh2xoW0BUh7iOgKIEdvXZK6q1YAsMno41euJqQUCDF2TGwEOc3B2sE9GBkfzz77LNXV1VRWNPIfDx7nOYdNUgMkqAPQ0CO51rRZuvT0hLdmVpB/uXEh9+zsZPepGPFYFiEg6NG5cWktr1lVR8A9tAhSBKgq2PZQn0Y98KQsvCcE3spq1q9ff14RSJergQXzv8DAiYeJff97yLY4wuXF8HrQHUFEMk/i7p/hLn8GreFVSDl+cmTeMBiMxVFVnbnzZ9P1TB+7Hu3EsiU+t1qQ4FDYhbFsaDseR/zwEGv/bjGKohCodLHulU0kB7LE+tNICf5KJ77gaWIggk5k2iwM7kTVWJEM6II75+r0G3lmOXWUYf2t1CT9eYsfD2T54KvehPfnPyLccRJd17Bsi1gyjlA1qmY1s/61b8TlG+knPty5oehBHQ6HCYfDtLW1oWlaSboRCoWm7AFrmiZ79uwhl8uxbt26KfX1nWzE43GOHz/OrFmzaG5uJplMEg6H6ezs5ODBg/h8vtJiJxAITBuSV6wK2Nvby9q1a/F6vS9YAaThuNjk1OI1W1VVhZSSVCpFJBKht7d3RILjudoGTjePc5h+fRJCoOs6Xq+XpUuXjlggHTp0iHw+P2Wyo7Nhqsh5Mpl8UZPzIp566ik++tGP8oY3vAGA733veyxevJj//d//BQqSDEVRpmWy73SF3+/n3e9+96S195Ih56Nh2zYHDx6kp6eHlStXUllZOe5xmqaRy+Uu+DyqUJHD7PDOBA2VHTt2kMvlmL94Iduf+wohz35qfFmQClJIBLs4uvWPbHe9hluueX3ps3ptiIpPvJL0E3vIbD+JTNkIVaDN8qNsXkxf2+HSsVfVOXmyL0q3v5LaZASV0/poC4UeXwU1qSirQvuJxZcyd9VcXI4Qn9jaxmGPIGBCfbbAqXNAu0vwY9uB/mgrb3jZaW/qRTP8/PONC+kYyNAbz6GrgtmVXvyukZeVv7KaSGwAodhI00QKAcWS6kViDgiXh7WXXnZB0gAhHNh370brVNBnLUfoOvlYDBw6WrkHmc+jt5+kPnUfvVVvK8hOhiGTyZBKpnCqbpxBJ9WNPp7+1j7ylj2CmEOhuqSqFzzdO9oSzD0ao2JB+dDXkbgDOg6vb4S2t4iKmxqJ3XkQlYl05xIFeKpKo69Mp3EUMS98V0G1Q+Nk1uBX4SSvWrme+ZddRbKrg2wyicvno27hEmrnLkA9h7F0Op3U19dTX1+PbdsMDAzQ39/P4cOHyeVyhEKhEtGcLAKdzWbZtWsXTqeTtWvXThs5yLmgqI1fsGBBKR+iuNgZXsa+v7+fnTt3IoQoRdQrKiqmrADU2WDbNvv27SORSLBu3brSztR4SaVSyiktgDQak+kcI4TA5/Ph8/mYNWsW+Xy+RBqH2waeqRjPdPM4h0Kfptt9MjyaP94CKRqNlmRHLpdrhOxoKonfVGrOXwoJkpFIhAULFpT+P5vNjiCWL9Qc9WLC7373O17+8pej6zq/+93vznjsK1/5yvNuf3rd6ZOE4oNfSsmmTZvOKI+4WFlLThaI/cRkqwABZDDQNI1LLrmEhx/4Jyp8LViWFytbXZJ7CEx0xwDlxl088JSXl196U6kNxaHju241vutWj2g7m80iWw+VJsoFSzbw5r7Pc1fqBnp8FShSolt58qqGLRRqkxHexMMEvSlqKzfS2NjIf957kMNuqMtJ9GKHASeF1/p1+ImVZWPbALOaRurAG8rdNJRPPMYLN1zKM63HUHQ30swjjSxyWEIlmgMhJTULl1BRU3vmAZ8A+dZWcvv2oYVCiKGJRQhRMqoRuo5eXUmg6yQ9nSexmppRNQVkIRqSzWXxef3kkjb1y4MkTyaIJ/K4HSOJ+XA4dEEyY9Pxpz4qFpSPcMsYj5gDuGZ4idR7cXSmUIeMIBmWrqtS6PJzczzoikCdgCBIKdFzWQ7YNrevWsvsYADYeEFjNxyKopQeoMUHbDgcpqenp1S4pBhVLysruyACE4/HaWlpobKykoULF06raOCZIKWkvb2d48ePn1EbP7qMfSwWIxwO09rayr59+wgGgyWyPpXVBoejmLRqmiZr164dN8fg+SyANBpTSYZ1XR8hxSjucnR3d5eu6dEl7qdblBqm54Jhogj18AXSaNlRMao+2iJzsvs1VZrzl0LkPJPJ8Itf/IITJ05QVVVFX18fO3bsIBAI4HQ6cbvdOBwOZs6cOe2uuemCW2+9lZ6eHqqrq7n11lsnPE4IcUEc8yVDzouylkgkwu7du6mqqmLx4sVnXT1fLDkvq4WBLosAGgPjqs7Bh0Iam26rkxUrbuPBZ+4n5D2AZfqwbM8IdYNEw8hVoLv6of/3wE3jtjn6O8DpKIa3di5Lamr5+/SPONC3khZlNgnNQ8BMsdJuY3GwDae/G5dspH7pNUTDKbaoFj4TJlovh3KSTo/g4QP9vHMUOQdIp6OYZha3O4Suj4yuLt10KfufepzBkydQnS4UlwdsC8s0CxG6vIHuD7D+xlvO+l0nQqZlN1ZkAFsPQk/BPtKpWth+BwxN/IrPh9sZpVZ2cnKgHkUFw8pg2RKn6iWflsyYW8bSq+ro2NKNZUvGvXwKhjcIVUFgkYhmR0gDJiLmRdS/cxFdPziE0pFCG7XvYgkBi8rJzHDgNMe/Lm3bIhaLowkBHg+WY3L0zZaVLtgeCg2HowohtNIDtmixVpS/7Nq1qxQRrqqqIhQKnVO0pVg5s7m5maamphfNxC+l5MiRI/T09LB69eoRCdNnwvCCO/PmzSOTyZTG8Pjx4zgcDqqqqkpb/1MR7cvlcuzatQuHw8Hq1avPOfo61QWQhuP58lwfnuBYLMZTtGoslrh/viUY54rpoDkfjXPt0+ioejGZNxwOc+zYMVwuV2k3YzIsMqdSc17UEL8YUfytli5dymOPPcbTTz+NlJKysjLuuusufvnLXyJEoWhbOp3mj3/845TkAb0UMNyxbfi/JwsvGXJeTHI6duwYCxcuHGPFNhEuVnP+ob/7G/7907/gGlmHD4UkI38kJ4IAKtvEIF/99PsByPU+RcBvYBll48uOhcDO+/C7T/Jky9NctmLziLftVJ7csRjkLdQKF0pDIXvcsqzSg3fWivdh7PgUa2c9y3p7D5r0Y0tJXiaRahKHrKZ54e2oupPDrWFiGlQbY3pSgiJAt2Fv/vRBBf387+ju/j2m1YpAAm78gcuZP+91lJc3AaDpOrf8v9u577vfINp6nLLBBFWxFP50GlAYKPNTc+m1zJwzcTn3M8FOJkk/sBs7LVG8wy5pW0WJgpnpR22oLJAHVWHOsjJcjZXsf+Yk0lLxebz4Qi6al1cwa2kIzaGiqGcmCnLYX0U9vTI+GzEvou7tC8kNZIn89iRWNFvweK7xUPnKWeg+ncDRLvrzY69L0zSJxWI4HA5Ut4eclHgnsLM8VxhGP+HwAwwMPoFlJkAIHI4aKkLXEaq4DlUpLLZ0XR83Inz8+HH27t1LeXn5iIjwaHR0dJQqZ9bWXtgOyQuBopNRMplk7dq1F0Xc3G43DQ0NJWvAooPOoUOHMAyjJCGqrKycFOeLYkGnYDDI4sWLL5jcTXYBpNF4oQoi6bo+psR9OBymr6+PfD7Ptm3bRkTVX8jF5HQl5+dLgsdL5i0WnipaZBaj6sWF0vmO+1SS8xezW0sR3/zmN0kkEmSz2YIBgmWRTCZJp9Nks1lyuRyJRGJaLlL/XPCSIed79+4lHA6zdu3a86r2qWnaRVspbr6+kWce6mGdXYkfhSwFFxUXCjaSFpGgx3+idLxbCSPt04V4xoNtuVC1CP39J4ECObeTBskH2jGOx5DG0CJAAaXMSSjgGPE93KF65q/5PJ37fkIs+yyGCGNjo+KmTLuCGQvfiH9GoRS5ZRVit8oEOYpDgWIUKO0N2LbFs8/+C5nsFoSwADeggkiQTP6GHTueYvHiT1NXV/CS9pcFueVd72PXB/8RT1sXQkosTUMokpl9YfjxT9h77DiXfOpTqOdp6xf//tNIOzTUTxNlyE+74GSjYGVU6IqgzgiBlBgujX7zKCtuqaexvhlFETi9Osowf/LKRUH0h0+Ry9u4nOM/EK0hQhJqHPIZF2d2ghkNZ7mLurcuGPe9y8u8HErnsKUsac6HT5gej4f2rMFqv5sZjgu/jTPZdtra7iCbbUdVvKiqD5Dksqc41fl94okWmmb9I6o6cpIeLyLc399POBwuuTYUo+plZWUcP3685Bk/WdV4nw8YhsHu3buRUk4oB7lQqKo6RqMbDofp7e0tyS2KRP1ckhhHIxaLsWvXrhEFnSYLF1sAaTSmQ7XS4YnSwWCQQ4cOMXPmTCKRCKdOnUIIMUKr/nzrcqcjOZ+MYj+apo2xyCzaNRZ3l86n8FRxsfgXt5aJsWLFihe6Cy8Z2LbNj370I371q1/R1taGEILm5mZe85rX8OY3v/mC57WXDDkvPoDO18JsMnzOL9+4jnmzuvjynffRLOqZZftRgCMiyVHRxZWbmljoWVE6XqLAOC4qIyBkwe96KHHSThoM/ugQVjRXYMu6UvhrSexolsaol9zTvXiuay414SqvpXnzBzm0exsDp/bTMHMmVY2LcVeMLOpTX+3FPTBISpUE7HFD+UgpMRRopDDh7d7zAzLZJ5DSBXiHrTM8Q9rIMAcO/Cvl5T/C7S5IAPb+y6fxHT9O1ucm71CH5BwCYYPXlKhPPsWhb3+bJf/wD+c28IDRcoh8zItaPRdxwo000uActu0obJAKdgqIRMi7XBxVtRHJfOPBX+djxkwv7W0JHPrYh6KUkmzWwu1UadxcO+kPzauCXn4biXPKyDPToZPNZEin0/j9fpxOJ5G8ia4IXlHhv+CbX0qTjvavk8124HI2jCgSpKpeLCtLPL6Vnp6fUl//jjO25Xa7R9gMDvdUL2b+Nzc3v6giMZlMhp07/z97/x0fV1bf/+PPW6bPaEa9WLKKJcu9yhWW3WWXXbZk6QmB0D8JSQiBQAqQACmEkJBvwm9DQkgCBJIQEghLW3Zhe2+2iq1my5IsyaqjOpo+997z+2N0x6PeZdno9XjsAzyauXPnzp1zXud9Xu/Xqxa3282+ffvWtYEtXaNrSojMbX9zcZCdnZ2SwCxGiEx5344dO+ZMrltLrCQAaa7f07Um5+kQQqAoyrSdokAgwMjICN3d3bS0tJCRkZHa6dgI+9HNSM7X+pzSq+rpwVOjo6O0tbURjUZnadVnXndzF2etf6/mwuFGqJxvYW0ghOC+++7jpz/9KQcPHmT//v0IIWhpaeG9730v3//+9/nBD36womPfMOQ8Nzd3RSR7tbIWE4VFRfztn/4GV65coaWlhcrKSu6a0tSaLgEmgpThkdqQhIGQ5h7YVDWMobnYvfd48jUPdSeJuSohqWmvkSWEKiFFNLSXR9AO5KPmJwnQZCDAw1/9FxyvvETW8DBXgJbCQhyvv4sTb3sbtinnjfKKTA6d7+NZJ3iicxf0QyrYDLitxIeuxxkZeYikZ/jsgUqSZITIQpL8tLf/hD17fpXan/4UtbmRsF0hqhqQptESQmBYVDISCvpjjxN597txpCVyLoToyz0gXMh2B2rRARJdLyJkFcniSFX8kQRGPIY2OMHoq05y+NZb8GZk0NvahP9yJ4au4fT6KNl3EJfvqp7+4Ft3MPHVJsYnE1gVA9tUqqiuC2JxgdUic+D2bdgz194CMNeq8vHiHP6m209bIIRFS5Dl9hCWVQaicWyyzDvzfLw6Y+Vkd3KynnCkHZs1f870TkWxoxhuxsaeIi//rVjUpemsTS9kn8/H5ORkqvI1NDREe3v7NfNUXw7MbIT8/Hyqq6s3/Bxnyi0CgQB+v5+uri6ampoWvIb9/f00NzezZ88eCgsLN/S8YWkBSOnP24wNmDMXC7Is4/P58Pl8KftRU6ve3d2NoigpwpiVlbUuriq/COR8JtKDp4CUVn10dJSOjg4sFsu0qnr6Tvh6nFcwGLyuNedbWFv8+7//O08//TSPPfYYt95667S/Pf7447zxjW/kW9/6Fu9+97uXfewbhpyvFGsha4GrYSr9/f2zrBtnVufLd91NuPN5VGuARMI361gSGpISZjR8kteUVmAE48QvTSTDNNXZA44kSRgKyJpB5MUBPG+oYKCvn5c/9jF2dF9GMgTa1GSR196B+Mo/8cSjj/Kq++/HM9XY9qsVOTT3+Om1QX78amOoEBBQBOOqzO0RmcMH8+jtfREYBuGeN+hSkpJG6UP+Z4ic3cnos0+SF48TzbAjz1iQGMJAFzoBu4RvcpLeRx6l8ld+edpzAsNDDHddxtB1nF4f+TuqUFQVIzTVlCZJ2Kpeg9AiaH1NiFgQ1KnqohYHWUWq2MWeP/xDwuOj/Ow//o2xgV4MXcf8EOcfe5jK46c58Lq7UVQVV4GT13xwL+e/30FfT5BgZGrQl8DlEniqEoRyxxketqxJE9NM7LervCsyzPOGzKWMTGKAIsHNPhd3ZnmocdtXRRonJxsQIoEsz7+4sKg+YrFegpPnyMy8acnHNrXOGRkZ7N27N3VtrpWn+nIwPDzMuXPnqKiooLS09JovHiRJwuv14vV6qaysnPMamgQmFArR2dnJoUOHyM7OvqbnDXPLX0yinl5VN/93sxDQxZxRbDYbRUVFFBUVpfovRkZG6OzspKmpCa/XmyKNa+XIs1muTTrWS9s9H0xJn1lVN7Xqly5dIhqN4vV6Uw2M6/G73aqc/2LgC1/4Ap/85Cf5yEc+wpe+9KV5n/ff//3ffOpTn5pFzAFe+9rX8olPfIL/+q//2iLnK8FayFpisRj19fVomsapU6cYGhvj4e8+zo6KAk4d3TPrPY7uOsh3L76OQttPsVqH0RIZGMKKJAwUNYyshohGSqg69L7k8dsmEAkDrAsMzFPjUKI7yMDAAM/+yaeovNxJxGFHm+HmocZjFFy4wDN//Mfc/eUvA3Bgfz6fiul8aWCUfisYUlJ5Y0gSLh1uGYvxB/fsR1EUotFxJAwM1AVC6AEUwmE/Pq8CiQACgTzPQC5LMjoGhjBIjI2mHg+Nj1H/0I/ovdBMPBJBIumSkpGbz95bbicz7XCSrGLfcxd6wR4SfY3oE73JY+cWYSk4jOvVRcRCkzz77W8QHBvFnZmNOiUPEIZBJDhJ81OPoicSHP2lNye3WAucnPztfQT7QwxfGENPGLjy7XirPKlqZktLC4lEguzs7DVLiAyHw0m9sNPJnx3ahy7LTOoGdlnGvcoGUBO6kWzIXQiSpCAAw5g/bXYmxsbGqK+vp7i4mMrKymmT5LXwVF8Oent7aW1tvWZV56Vgrms4PDxMU1MTmqaRkZFBKBTC4XBsKhnRfPIXTdMYHBzEYrGkSPpGBiDNheUQ4fT+i8rKSqLRaKqq3tnZOWd1d73PaaNwLc8pfbcCSGnVBwcHAXjhhRdSPQJrsZth9oXcCJrzLcyPV155ha9+9ascOHBg0eeeO3eOv/mbv5n373fddRf333//is7jhiHnK10lK4qSquKs5Bjj4+PU1dWRlZXFAw828LP/OsMlxU1IsaA820Plvz6K6lK5+Y4d0173tvt+l//7qZNM7UmstiFUeapypDkZmTxC+aHfYG9FsmETbWk2PUKCeCTG8489TsmlS8StllnEHECz2ojrOtnnz3H5wkXKqpPvc6KmiK8Fc3jybB/nJiLEhKBAVXh1qZce6rE7k7eL3e5DoCChAXNrXw3DQCKBRfWx/+B+/uc/A+Qt+gEEQujIU6QsND7GU9/8F0a6u7BJMi5FRbZYMBx2AkODvPR/32FvwW4K2I1hgCwnJTVqdjlqdjmGMJK6FqGCJGE/WsLLTz5KcHQEb17BNP9ySZZxZniJyjLtZ16k/Mgxsou3T52WwJFnZ1tOMrXVbPxMb2IKBoP4/f6UrGk10o2xsTEaGhooLCxk586dSWsrwLbGk6BF9QEL3/uGkUhe0yVKWkxJxWKaftgYT/Wlwowi7+7u5vDhw2QtUVZ1rWESw/7+fiwWC/v37yccDuP3+7l48WKqMTcnJ4fMzMxNRe5kWU454Qgh2LdvX0rispEBSHNhNRp4u90+bfFkVnfb29uJRCKLaqYXOqfN9P3B+oX9rARmVT0jI4OGhgZ27dqVkr+sxW5GLBZD07QtWcsNjGAwyDvf+U7+9V//lc997nOLPn90dJT8/Px5/56fn8/Y2NiKzuWGIecrhbmaTrchXCpMIlZVVcVX/+lhLkesDDoLsOkaNkMjIcmcdeVjNxKoP2zl0KFD077It9z9/whG38ETLzxELDyEJFkoqzjOTbumr9jkLHuq+RN5Ph0JCEMQUwxslzuxxhMEM+YfRGJ2O+7AJBd++APK/vAPU4873VbuvrmMu9Oem0gk6LlytUqybdsxLrblgjQIzNg6F6AbOroew2qVKS56HWEtzKVyhV21Cpa4TsI6fTCXpurvjqhO3KpScOoYAI2P/BR/cxOOSAQpoaecYiSrBUdOLjGHQqu/DZ/Ix042hohNOZsIhGCKmAOoqJ5JYtkeei80Y3d75g0WsrncTAwO0NVQS3bx9pQLhTYZQ+8NIyUEkk1B3e5GnkoZTfdOrqioSMkO/H4/nZ2dWK3WFFFfTP7S19dHS0vLksjtapGRcZwh/4/QjRCqMnc1KKGNYrXm4fYsXEUwrUy7uro4ePDgvIm882GuhsjVeqovFaYkbXh4mJqamutq8tU0jXPnzhGPxzl27Fhqx2ZmY65ZVV/L3Z3VIhaLUVtbi91u58CBA9N+FxsZgDQX1ooIy7JMVlYWWVlZVFVVTXMi6ejoWJYTyXoF66wGm/Wc0qvqppuUqVW/fPnytL9nZmYuaTwJhUIAW5Xz6wyBQGDav20227xj34c+9CHuuecebr/99iWR88V442p6Gn/hybk5GGqatmRybhgGLS0tDAwMcOTIEb71v0/SFbEwZHVREA0ipzmxePUY44qNV+y5fPnz3+Uv/n+/M+1YbruTX7r1LQu+n6Xcg+y1YYxFk82fM1b8QogkcUci+9R25B8lvaqZp9kUSP5NkjDGxxf9vOmaUQBFsZKbczf+4W8gRBBJmhqsBGi6hmFoWK1BoJAdO+5GlxW6qiyM5LrIH5gkoDoQMwZ0WdOxxeK07crjcGUV4ZFhOh/9OcpkEFlWwG6fCpoyEIkEWl8flpxsIg4bIzv9FPd6EYYNQ9KBRHIbAQugIFsieH55P0P+IRLRKJ7s+YmjJEkoqspYf2+yeheJE3lxEK19EhHRUvIh2WnBstuHvSYXaYbMJF12YLoNLCZ/EULQ3t5OT0/PmuuFE7EoekLD6nBMkxU5nTvJ8BxhfOI5ZEmdpT3XtAmEiJOTc0/K63wumL+HkZGRNSO3q/VUXyo0TeP8+fNEo1GOHz9+TaQ0K0U8Hqeurg5VVampqZk1fpmNuWYypunh3dvbS0tLC263O7Xg2WgP70gkwtmzZ+f1X9/IAKS5sF5pnGZ1t7i4eJpmeqa/91ypmZu1cr7ZzmkuHbzD4aC4uJji4uJpuxlmj0BGRkbqus+30xkKhZAkaVNJxbawOGZm3nz2s5/lT//0T2c97zvf+Q61tbW88sorSz62EIL3vve985L9WCy2rHNNxw1Dzlc6kJqD+lJ159FolPr6egzD4PTp0zgcDsYbexm055EXm07MTfj0GIOKi+G4gt/vnzf2ez7IsozzdD7Bh3sgZiCsMtJUBV0YBlpcQzYkRIaK81gB0iMOJCFAGPMTdGEgCYE0R9CJPh4j3hFAhBKgyKhFzmRFPO0a7d//Xl586Qrh8GNI+DGEHV03kGUNVdVB5LF332ew25PNObtydvOju4K87QcGvrEQCYtKzKYgCwlLNI6qG/Tnexh8x3GsipWeh39KNDiJU7UgpZEOSZKRrDaEpmGMjEJuNuMWjT335hB8vAc96ASmfiiShu4aIfPtJ1BLCpHaAszbwZp+aURyoaPFEoQfuYJ2OYhkV5B9NiRZQhgCEdaInfEjggkct25LfR8zke42kC5/MQmSOSmMj48TDoc5duzYmlRmhBD0X2yh4+xLDHW0I4SB1eGk/Mgxyg8fw5WZhSRJFJf8NoYRYzJYjxACVXEmiZARQpbt5ObcR27O/Cm1iUSCc+fOkUgk1o3cLsdT3efzLZksmMmZJrndaN/q1cC0efR4PCk5yEJI9/CuqKggHo+ndiZqa2unybTW28M7GAxy9uzZJTvhrHcA0lzYCCI8s7o7V2qm+Xefz7cpifBmkrWYWKxJNX03A5K/JXM3o6urC0VRpmnVzd+CGUB0rRvEt7A89PT0TEs5nYtI9/T08JGPfIRHHnlkWXPYe97znkWfs5JmULiByPlqsNSmULPRLTs7e5oDxZCwICNQFvAu9yTidNs9/N39P+Sv/uL/pR4PxGLc33ieZ/xB4oBPlXhPxTbeWDE9LdNRk48e1Ig8158k6BIYJCvmiiyTcEH8tgxki0zRbbcRf+QRLPE4CdvcN5olHidhUSm57fbUY0IzCD8/QLx1DBHVky7kElAnUaG70faEoTRJ5mVZ5uSJP6G9vYau7h+h6xeQJJClLLzeW9lZ9Ta83m2pY99afCt/56/jh+8opOalKOWtw9ijCZAg6LJxYY+Xl09a+J29r0/6yb5yBpDmbSCVVBWRSCBCIQxNJ169ncbQMHnhBCWKG0WVGcvNoitoo6Ak2djnyy/E5nQSDQVxZsytoU5W6DSySrYTbx1H6w4hZ1iRLOn6dAnJbUHEZBIXJ7CUZ2CpWDzieC75y8DAAB0dHWiahs1mo6enZ0nyl4UghODczx/kwnNPoWsJrA4nsqIQnQxw7pGfcrnuDKd+5V1kF2/HonopL/8kExMvMTr2ONFoF6Dgc58mM/MW3O79805GkUiEuro6HA7HnJXb9cJCnuqGYUzbmZjPD9x0k/F6vezdu3fTkZ6FMDk5SW1t7apsHq1W6yy3keHhYTo7O2lsbMTn803bmVgrQmL26JSWllJeXr6i4y43AGkl3+16Vc7nw1ypmWNjY4yMjNDa2koikcAwDIaGhlAUZU3SY9cCm1nWslQ4HI5pPQKm887ly5c5f/48n//85zlx4gS7d+9eN3L+V3/1V3z/+9+ntbUVh8PB6dOn+eu//muqq+cOqdvC0mEWJRbC2bNnGRoa4siRI6nHdF3n6aef5stf/jKxWGzOe+ob3/jGmp+viS1yzuK6ICEEPT09XLhwgZ07d7J9+/ZpP9CgbMFiLEzurUIjJFkgmkg99u2LrXyubZSIxY5QvUgCBBINbRP8beuT/M9NR9jmuXpTuW/Zhq3aR/iFAUKXRhCagTXPietwPu3WARyu5DntPXWKx0pKyOvsRFdVDGX61yzrGvZojMGKCo6dPpX6jKGneok3jyWrxFm21GcUCQPHgELssX6cb3ShZCUJvyzLOJ0HEYaFqsrtFBTk4HD4kjKUGTiWf4w7S+/kocsP0X+HTP5tO8gcB83QaFQHUTyCN1Xdw6HcQxjj49j8w6iKTAKBdb5qtyqjx2OoLjcvvvgi27dvn5aEKA0MICbHU093ZHjZvv8QF154GrvLPSfxD0+MY3U4Kdl3iMQz40n7Ssvck49kUzBCCeKt40si5zMRj8fp7u4mNzeX6upqJiYm1sT95XLdK7Q+8wQWux131lV5jM3pQhgGAf8QL37327zuNz+SlLrINjIzX0Nm5muW/B4TExPU19eTl5dHdXX1NZug55Ju+P1+enp6aG5unrMxd3x8nPr6erZt2zbLTWazY3R0lIaGBsrKyiibylFYLebamTCr6i31tcT9g9gUmQyvj9K9+yis2jXvonkhmBaVVVVVs7aaV3PusLoApLlwrSUkpsWomR4bDAZ55ZVXGB0dpaurC6fTmaqqryQ9dq1wo1XzZzrvjI+Pc9999/HYY4/x9a9/HcMweO9738tdd93FHXfcsWaN40899RQf+tCHOHbsGJqm8alPfYo77riD5ubmLevGDcBtt93G+fPnpz32vve9j127dvFHf/RH12R36IYh56uZpBbyOjcMg+bmZoaGhjh69OicP0ankWBgjjCedCQkBVUYCGtyi+zhrg4+2z5BwurAkogjJzsXEYAuK/Rafbz5mToee91J3JarxCzhlWjMH0DdpnL48JFUZVBuGk59BkVR2P3nf8Glj/0emX4/miKTmHqeNR5H0Q3G8nLZ82d/njqu1h8mfnECyaki26ffFpJFJu4Q2CcSROuGcd2W1O1dvHiR3t7eWb7uc0GSJN6z+z1sc2/jZ10/oy/YR1+WhiqrZMXyuLf8Xt5U/abk92gInEIiC5UhQ8ciz9bZA8SRkA2DgJA5smcPRUVF6IE42kAYdIGcSGDMcLrZc8vtDF1uZ7y/F0eGF6sj6Zagaxrh8TEMIdh/+114PTlMTlxCsi/8o5RsCtpgGGGIeaUtc8Hv99PY2DitgriY/GUp7i/CMGh78TkEArt7tvZbkmU8ObkE/INcaT5PxdHjSz7n9HM/f/78pvEBN5Eu3TCDYmb6gbvdbsbGxqisrFz35My1xuDgII2NjezatYtt27Yt/oIVwuFwUJCXS/8rzxE8X080FETXdHp1nZZnH8edW8CBu+6jbNeeJVdwBwYGaGpqYu/evRQUFKzbua8kAGkubHTlfCGYVXWA/fuTdramDKOpqQld11MyjOzs7A1r9DVddTajrGWtFgw+n4+PfvSjfPSjH+UHP/gBf/Znf0ZhYSF/9Vd/xTvf+U6OHz/OXXfdxTvf+U527Nix+AHnwcMPPzzt3//+7/9OXl4eZ8+e5TWvWXrRZAsrgykPTIfL5SI7O3vW4xuFG4acrwbzyVqi0Sh1dXUAnD59el4tUoGU4JIkowtpXmlLwGKjIjLOxz/1VgC+0NyFZsnEGo+k3EogqYhWDR0tIRhSPXy5sZFPHD4KJCO56+vrKSwsZNeuXdMGINMS0kRJVSXWr3yF2n/+ZzwvvYQ9EgEg7HQRPHWSI7/xQfLT3EDiF8YgYSB55taaSpIEdpl4RwD1aJjzl5qJRCKcPHkSi81Bbfc4Y+EENlVmT6GHLNdsOYEsydyx/Q5eW/xaLk1cIpwI47K48Lf4qcy5WsGUvRmoWVmUDg0w4VIJCR0HCopZyReCmDCI6xo5Fgen77wLn9VD8JEeEp2BpCRHAknoFCgy8YJxrFU+ANyZWdz87l+n9icPMNDeRmRyMPm+QuDMzGL3TbdSeeJViNDVituCkKQpVxjBUvTsAN3d3Vy6dIk9e/bMSVRW4/4y1t/HxGA/Dvf8lXyz6nml6dyyybl57nv37l3QQmozYKYf+IULF+jt7cVisXDp0iVGR0evqaf6ctDT00NbWxsHDhxYds/KcmHoOq/84Lt01Z/F5nKTVbgt9TuIRiIER4ap/cH/cvnIKXx5+alF5XwVXPPcV+LisxosNQBprqr6ta6cz0R6A+zM3aJgMMjIyAj9/f0pC1KTqGdkZKzb51jPJM7VYL2CkWKxGLm5uXzhC1/gC1/4Ar29vTz88MM8/PDDtLW1rYqcz8TExATAdWPpuoW1xxY5Z25Zy+joKPX19eTm5rJnz54Ff+yu6iJy2wL4ba6pptDpfw8oNmQhyFc0cnNzaRzx0yO5kXRtGjFPhyoMYpLMj/rH+aNDgq6uLtra2ti9ezcFBQVcfvh/mBjoQrXaKDlxJ4pimdUZnF9czF2f+xyhyUmuXGwDYPfOKlxzuGnow1FQ5XnJqCQBFgk9kqDh2bMohU5OnjzJk5fG+H5dGz1jETRDIAE+p4Wbq3J45/ESPPbZt5iMzGgnvNgyTCQ+iBGewObwpYiqpKo4X/taEt/8Jge8Xlr0MCFDRxhiigwLZF2nIKJR8/a347N6mHzwMvpgGMmhpiQ58VAU65hE8LEruOIGtr3Jgc6TncPN7/l1xgf6GLrcgRaPY/dkUFS9B4tZdXKoyC4VYyKBZJv/uxcxHbXIOcuxZS6Yuw2Dg4McOXIEn8+36GtgcfeXrKyslB94IhpB1zSURRr6FFUlGpxc0vtDkqxcvHiR/v7+ZZ37ZoDphDM4OEhNTQ1er/eaeqovB+a5X7lyZcOu+2B7Gz2NDVM7S9Mr43aHA2vRNgJDg2Sjsb28nOHhYRoaGhBCkJ2dTW5ubqqp1LTXvNb3zHzyl/msGnVd3zT3AEwn5+lIX8ibFqRmVf38+fMIIaZV1efrwVjLc7rWWK8m1WAwOE1ism3bNj7wgQ/wgQ98YE3fxzAMPvrRj/KqV73qmlVttwBPPvnkNX3/G4acr5WsRQhBd3c3Fy9epLq6mpKSkkWP/Ye/+1Y+9fv/hBGXGLB7cGgJbIaGLssEFStWoXMs7OdXf+u1ALw4OIghK6haYsHjykJnVFhpbGxMeTD3PvQfvHD+GSZDCQwjWaU/e/Ypcn1e8k++Beb4Mbs8HqqPHpn1+DRM+YMv9PdEQkMLx8jKzmbHkd18r7aPb73UDQJyXVZsFgXdEIyHEzxQ30/XSJg/vrsat+3qbdbW2ctf/u8LdIYkEsKsUll54oEWbjpzmU/82utwOGy4bnstkeeew9PWxomcHIbtMhO6RkLXIBgmfzJM3pGjZN/+OiIvD6EPhJEzbdNIsmRViDsMXALCLwygbnejeKYSQYUgI68Ad05eSjeZ/j1LioR1VyaR5wcQujEn+RaJ5ORk3ZW58LUl6WqSbtm30oauxdxfLFocTTeIRaM4FtAq6po2p+xlzufqOufPnycUCnH8+PHrykrMMAyampqYmJjg2LFjqcn1WnmqL/fcW1tbUxaVG+WvfLn+DIamzSLmJmRZxup00tt0joO3v56CggKEEKnE3K6uLpqamrBYLOi6zt69e/F6lxZitVFYrKk0Eolgt9vRNG1drBqXi6USYYvFQn5+Pvn5+akejJGRkdT44PF4plXVVzNvblZyvpLMkqUgHA5viP77Qx/6EI2NjTz77LPr/l5b2Ly4Ycj5amDKWnRdp7m5OUWEMzMXJ10mPv+3v82nPvs1qgYHaLNmEJFVFAQHQn6cDplb37Qfd5YPAHWJg5kQIIRBMBjk1KlTNP3n33Lu/Bl0TWC1SshWBYQgoQn6hsaZfPybVFZU4qvas+xroBY60fqCcybjCQTCEMTDURxeJ8WHd9IxHOY7Z3qxKTI57qsaR0WWyHZbcdsU6q5M8JNzA7z9WFI+c/nKEH/0n8/TH1fxKjo+WUOWIJ7QCAuVR7oThL72MH/9W/eieL1k/+EfMPqP/0i8pZWcWAyfrhOLxbC4XGS8+iayfvu3QKjEL00gOdTZBHpqvSG7LRhjUeJtEziO5F6tlmk6hj+CiBkIq4KS75h2DMsuH4n2ANpAGNltAas85bUuIGZghBKopW4sOxZuBjVdTex2O8ePH1+ziWMu+Yt/aIjBupcZH+wnEvNitVqxWq1YLFbMr9XQk7tExXsXjyeOxWLU19cjyzLHjx+/ruwGE4kEDQ0N6LrO8ePH560abpSn+nJgLohMe82NlN2M9feiLlJhtTocRCcnCY6OYnMleyC8Xi9er5eKigrOnz/P2NgYPp+PpqYmLly4kLqGaxGlvpZIr6oLIWhtbSUYDFJRUbFuVo3LhamBXw6ZTu/BKC8vJx6PMzIywsjICFeuXEGSpGlV9eX+tk1t92baYYDkea3lDoGJUCi07gvk3/md3+EnP/kJTz/99LqH0G1hc2PzjJBrgBRxWiYURSEWi/HSSy8hyzKnTp1a0WT4+T9Lbm898WwDL77SSk5OBr/+rqTHZV1dXao6/7ptxfxlZwu6qiLPUz0XQiBkmXw9xPHjtzPR1khT8xkMQ2B3KCmihSRhtUqoqsFkUOOF//lb7vqTr6eOEwuHeeahR3i+z8+EJJMhDE4X5PCae+7AllYBtVb7iDWOIsIakssy7TwmJycxNB2nbMe9Lw/ZrvLk2SsEYxplWXNX12wWBbsq80jLEG86VIjNovAfPztDf1wlR02gYIAhEJKMJIFH1rEKeHlI4cmXm7nt1H7U/Hxy//RPiTU30/fY44z2XiG/vIK8216LdcqVJX45gIhqyN7ZTVASEoKpRk1ZQusLIQ7noGkaiQvjxBvHMEZjCF2ADIrXhnVfJta9WUiyhOxQcd5ZQvjJXvS+cNL33Ty2RcZS5cXxmsJ53VwgaR3X0NBAfn4+O3fuXNdJ3WazUVxSwrE77+Gl738ndY8Eg0EMQ2C1WrCoKrHAOL6CIor37F/weMFgkLq6Onw+33VnN2j2i9jtdg4fPrzkbe718lRfDhKJRKqCf+zYsQ1fEEmSvNAeWhJT4+zMJmhd1zl37hzRaJRTp05hs9kwDIOxsbHUNYxEImRmZqZkRJtlJ8Zs/h8fH+fYsWM4HI4lWTWa/389sRYaeKvVOm0RaoZSdXd3z6qqezyeRUn3ZnRqgfXTnAeDwXUj50IIPvzhD/PAAw/w5JNPUl5evi7vs4XrBzcUOV8pEokEfX19bNu2jd27d696wLn11Qe59dUHpz2WHnS0zZPBbjXKeTIwkJg1FQpBQlGRDYP37yxGURSaH/4P4nGB3S4z15iZbBTSGRoZZbytGV/VHi6drePzZ5poz85D31aOYhjosszjhs6O//g+n6rZS+XRwwCoOQ5sh3KInhlCn4gju1UMSRAYDyBr4NCsiFwLjsPJZrSGKwHsC2jUAbwOC8PBON1jEXKsgud6wtiEgRSLY6Q+so4kCYQi47AqBOISPz3Tzm2nksRRAG1CMHxgP0fe+57Z2+Ni6r+5TiNdqSMlw4M0TSP6yhDx2pHkdXOqSKoMusCYiBN5ZgB9NIbjpsIkQfdYcN1bij4YQesOIuI6kl3FUupGzrEv+PkHBgZobm6msrKS7du3z/u8tUbZ4RqCo8O0PPMEeiiIw+nEEBALhwhHoyguN67dB7nS3z+v+4tp2VdSUsKOHTs2XXVsIUxOTlJXV0dOTs6sxunlYi081ZeDaDRKbW0tTqcz5cyx0cgrr2Cs78qcu2gmYqEQjgwvnpy81GOJRIL6+nqAaaFOsiynSF91dXVK7+/3+7l48WJqwZOTk0NmZuY1IXyGYUzbqTAdT9bLqnEl57eWx5VlObXTYTobmVX17u7uVBCP+Z3MtUDcrOR8vTTnoVBo3eRZH/rQh/j2t7/ND3/4QzweDwMDAwB4vd5N42m/hY3FLzQ5FyLZaDk0NJQKI1kvzHSE+WLNPt7yfCtBmwtZS6AayeZQXYBusYIksVdM8q6dhwDwj/QCC2vrVVUmFjPoefnnxBQnf1rbSmdeITnjY1h0DZPBxhSFC3mFfLa2hb/LzCS/ogwAx/E8ZIdCtH6YxFiUaDSKVVawZzgYd0RQatzIU1V1TRfIiyX7SVLSGtIQtHX3E9IELi0xS98uCRk0gSCOTZLpGE9uI5vx5Lquz7ubIWdYkawyIpYkzekwK+dCiKRu3GdB6w2RaBhFssipzzJ1skheK0ZUI9E8hlrkwlrlTV1ztcCJWrC0Cp8Qgo6ODrq7u9m/f/+6u2vMhCRJ7Lvt9eRsL6ez7hUGLl1AMQS+vHwqjhyncM9+wgkNv9/P5cuXsVgs09xfBgcHaWlpWXfLvvWAuahYTcjNfFiJp/pyEAwGqa2tXZNFxWpQdqiGjrMvEw1O4vDMlmzpWoJEPMbuwzWpBupYLEZtbS12u50DBw4s3EA/FbZTWlo6bcHT1NSEpmkr9vdfKXRdp6GhgUQiwdGjRxdcZG1EANJcWG8ibLPZZoVSzRVvnx5KtV4V6tVivc4rHA5TVFS05scF+MpXvgLALbfcMu3xb3zjG7z3ve9dl/fcwubGDUXOlyNr0XWdpqYmRkZGKC4uXjCEaDn4yF9/m2fceYQSKkKAbIHtWoC3Z8Q5deoq+a/OzObbx6v4rVeaGZDdxC1J4ikBlkSMU84EX7/p1dMqNovO9VN/1zWNnzzyJJfzSsgbHUaeCjeSpgixVdfJGR3hcnY+33vwp3zow7+dfLkkYT+Qw6g3StdL/RRnFZBVkIdlm5ue7lbSpOWUZjvoHAkteDqhmIbDqpDnsTF49hKYTo8z7SanvjOhCYRqIHE1BdHr9S5YQVSybKhFbuKdASSbMp0QmRrrSALJIqNWeEg0jyMSRipIaSZku4oe0Ym3jGGpXH7DlNm3MD4+Tk1NDZ45nHE2ApIkUbhzF4U7d6El4hiahmqzpyb4TJjl/tLc3Ew8HgegpKRkQ23v1gL9/f00Nzeze/fudZtETSzFU92UbWRlZS1KFszkzO3bt1NRUXFNdyqyirez8/RraHnqMfREAkeGF0VVkxamoSDRYJC88h1UnboJSPZUnD17Fp/Px549e5ZFIuda8AwPD6caGN1ud+o6rraBcS6Y1X5Jkjh69OiytPDpVXVTl75eVfWN9F2fGcQTjUZTVfWuri5UVU1p1Dfjjtp6pZaGQqF16zlZiRx3Czc2bihyvlSEw2Hq6+tRFIXTp08zMDDA8PDwqo97y/0P0qcUIYIClKTWQk8IOoWHvw5J/PKPX+Yvdu9OPf9Abh7P3Z3HTy+28K2mi+gWCztzsvjw/r0UuKaTOqfDxeh4FDHlJjgXDF0gKxLu3BIe7QdLIoEsSJFyExICixBYtARP2rN4fyiEw+VK2eX19PRw8NaD0yq+Su90H/VbdubwzKURwnEdp3U28TCEYDyice/+fLJcVvKHA7iEQURWsTKfzh7ihkyZR/Diiy9SXl6+qKRCkiTsNblog2GMsRiy13q1qVOAkpAwwhrWvVkoeQ6iP+tFmuN8px3TrqAPRRARHcm59J9IPB6noaEBwzA4fvz4tKpfKKYxHtGwW2SynBs7qakWK1jmrgaa7i9ZWVmpKmZ+fj4TExM888wzq64GbwSEEFy+fJnOzk4OHTpEdnb24i9aY8z0VDcXPBcuXCAWi6UkAnN5qg8NDdHY2LimyZmrgSRJHLj9LuwuNxdfeIbQ2CgIgUBgdTipqDnBodf/EjanK7WILigoYOfOnau6P9IXPBUVFcTj8dSCp7u7e1pQ10oaGGciHo9TW1uLzWZbtNq/GGZqz1cTgDQX1kuqsRTY7fZp9/b4+DgjIyMMDAwQi8Woq6tLyZacTuc1HyPWq3K+EQ2hW9iCiV84cj5XkM9CCaFLxRv/v+/TayR9tCVbeld9UutshAT/6yrlDS81UXPiagW9r68PS9cVPn9w/4Lb8JUHbqZ/6AE03cCizmHrJwTxuMDnteLde5qx8XrssdgsYp4ORyzGhMvFC688ymtefQ8NDQ2EQiFOnjw5axCSZXkaOT+63cfxskyeax8lx5V0ZzHPPa4Z9AeiFHpt3HewkERoAs+4nWPyCI8KH5pIoM7xMcOSgkUY7PDo7N+/f8lJgpZCF+47Sgg92YsxEU9WIaaSRlVJps8dwMgU5A7I2HVj0SRPSU5+Z+jGgs9LRzAYpL6+noyMDPbu3ZuaHDqHwzzUPMjz7WNENR1FktiZ7+aO3bm8ekfWNZ/I4KqriaZpnDx5MrWoSA8/mkv+shm2tE13jaGhIY4dO3bNdirSka6xFkIs6KkeDAa5ePHipgt1kmSZ6lfdTEXNCQYuXSQ6GUCxWMkr34E7K7n4Mav96yEhgmQD40ypxfDwMJ2dnTQ2NuLz+aa56Czn/U1tv9vtZt++fWteaV1NANJc2CyJpbIsk5WVRVZWFm63mytXrpCbm8vIyAgdHR1YrdbUvX+txoj1lLVskfMtbBRuKHK+0OBlVtcuXbrE7t27p9kUzZcQulRMTEzQas2CsEC2zx5gJVkCGxgRweeevcAPTuydVqU+dOjQorrk8rvfSfPZnzM0HAQMVOVqY6gQgljMQLVI7D14a9KFRQiMRSYcQ5aQBNSPBrG88AIOh4NTp07NWZFKb2gFUBWZj91WiUXp4KXOMYZDcRQJdJG0UyzNcvLR23ZQlu0kOjYIQuJNPhfNYyH6JBdu4tiFnuTQQFCyEEflFGP8yj2vJ2eZEd+W7R68b68i3hEg0R9CJHRwq7h2ZOC2JJLpml2XyYuAK25FlpIWg3MN4iJuINkVJMfSfh4jIyOcO3duVvNkbfc4f/94ByPBOB67isuqohsG9T0TnO8NcHEwyPtPb7+mk65p8+hwODh06NC0bf3lhB9tVGR4OtLtBlfjHb+ekCRpXk/1s2fPYhhGKgUwkUhsOqtKi81OyRyWm8PDw5w7d27Dqv1zueiY17G9vR2r1Zq6FxcjheFwmLNnz5KVlcWePXvW/fe33ACkuarqm7H50jAMLBYLxcXFFBcXo+t6qqp+8eJF4vE4Pp9vWlV9o85rvSrnG2WluoUt3FDkfD5omkZjYyPj4+McP358Vsf1asn5Z/75QXS5CMmygPxCTiZbXrL7UpXKSCTCyZMn+fkjD/BM608JKEEkIZEjsnjr6z5IzdFTqderqsrtv/k3PPrPf8TIWJBIXEeWQRiABBarRFHhDvb8SlI/Xjo8QFNxBZ7I/LrwkN1J1ZUuAhU+cnNzF7T6mytF1W1X+cSdVVwYDPJCxyjDwTh2i8zBYi8nyjKxWZIDpMXlRag6ecLBH+UbfHUwQDsugrI1KT+XwCXi3CyN855tGWTlrUwvLFkVrNU+lErPtGAhL8mu98rKSiat/cSeHSAajRMKBVEUNc0LXEUYIBI61gNZSReXRXDlyhUuXLgwS+c8HIxz/xOdjIcTbM9ypDXPKmTYLYxHEvzo3CBlOU5uq97YhlETExMT1NfXk5+fT3V19YIkZbHwo42Wv8Tj8ZRW+FrYDa4UFouFgoICJiYmUBSFXbt2EQ6Hr6mn+nJhavv37t275N2ttYbD4aCkpISSkhJ0XU81lba0tBCPx1MyopycnGmLtmAwyNmzZ9dEhrNSLNRUav5nPs/0Nt+s5Dz9nBRFSRFxcwE1MjLC8PAwly5dwm63p/7u8/nWraq+Hppzcwdsq3K+hY3CDU/Ow+EwdXV1qKqa8t2dCVVVV9UQ6peSYUAsIpcQMmiGzAsvvIDL5aJqVzWf+PJ7uZQ5QDzv6uKgQ/hpfOmPOPrYHv7sD/859bircBv3fPrfufzwd7jU8AShSAhFksjNLaHqtrdT2zOUsj/bL4K0Gjphqx1nPDr7uljtKIaOU9fxWmDXrl0LnvtMWYsJSZLYVeBhV8H8cgLFakepUBGNKkUeK58tsdIWjlAXjBM3BB7Z4KTLTpFRiLp75Z7B5sSWCEWRAjpkWFHc07XWrr250B5CHY6C14Vm6MTiMSYCE0iGhENTUXw2XNULBwvNjLOfGVj1zKURhoIxtvscc7ra+BwWgjGNh5uGuHVnzqLON2sNU+e8EpvHucKP0psh11v+Yv6mPR7PNAnR9QBd12lsbCQYDHLixIkUcbxWnurLRU9PD21tbRw8eHDTNAwrikJubi65ubnzyohMkt7W1rYpmm5NLGbVaI65iURi05H0heQjkiThdDpxOp2UlJSgaVqqqt7a2koikSAzMzNF1tdq18u8Zuvlc74ZZHNb+MXADU3Oh4eHaWhooKioiOrq6gWrwqupnDsNHWSS+oyFxgQBsiQoLCyksrKSD//122jJ6UPRJTwRK9KUvYghCcLWBC96G/nc3/4uf/L796cOoaoqlff+GpX3/tq0QycSCeh5LBVdfO9b7qLlvx+nYUc1EZudjFAAi2GQkGUCLg+aauFA+0Uu7TvK+8sX/+wzZS3LhffIQUY7ziIFHcjuKNVuJ1UOO5qeQELGEnYjMiJ4D55e9rGFSNolhs8OEn1+EDEWT3mfSx4LtmO5OF9VmPwcZrDQo1fQh6KogEW2I2QrhjCIeQy6iyYI1D6fkm3k5uZOW9Rpmsb58+eJRCLzxtm/0DGGRZaRF1iw+RwWOofDdI9GKMvemC1fIQTd3d20t7ezb98+8vLyFn/RIthI+cvExAR1dXUUFhZes8rnSmHumBmGwbFjx2ZZ9m20p/pykG4PeuTIEXw+34a+/1Ixl4xoZGSEvr4+Ll++jCzLhEIhBgYGyM7O3vDruBjmqqpHo1EGBgbweDypItJGBiDNh+UsFFRVTd27O3fuJBQKMTIywtDQUGohml5VX+lnMueo9dKcb9bdrC3ceLihyLk5UQsh6OzspL29nT179izq1bxacv7h1x/mmacGMeICSZmbLAghkAQU6CGqqqr4/gP/waXMARRdwpmYviUvCwlXzMKkPU6dtZHgZAD3HH7D014zNZiZ5LysZDfFu5pRWi7QnZvHaEYmuiyjGAZZgXF2DPZz5uApjjHKwR23LfoZ0+3CZkIfjxFvm0DrDyEMgZJtx7bTh5LnSH0nzoJSEneOM/nzS0hBOwIDJA2rcCAJibhzkpy7DmLPLlz0XNJhbgkHH+wiUTfCtP5XASKQIPpYH3pPEM/bq5KfxWfD/cZytK4giY4ARkhDsstYyjPILPdQYJFT1bf+/n5aW1vxeDzk5ubi9Xq5cOECNpttQTlFMKZhmedeMGFRZDRDI5JYXTPyUiGE4MKFCwwODnL06NF1CdRYTP5iXseVyF/8fj/nz59nx44dlJaWrvm5ryfSfcCXkli63p7qy0H6fXPs2LHramvfYrGgqirj4+Ps2rULj8fD8PAwXV1dKf/uzepGJMsysViMc+fO4XQ62bVrV6oyvJEBSPNhpRXq9AVUutf9yMgIzc3N6Lo+raq+nLRuc45aa3K+JWvZwkbjhiLncLWqOTExMae+fC6YxHOlW4YHD+2m4JlO+gwHQp9N0IUQiJhAskq8Nyd5yZ9p/SnxPB1PZO7KjYSEI2Yh4Ijyla9/jj/4yN9M+/uV+laGai8hEjqq10nF62oAphHoD9/+Wv5CfZFYwsOezovYEzF0xcLFHdWcKalib3yEPzi5e0nevnPJWoQQxM6NEHl5ECOiIckySJDoDhJrGsVWnYnzpsKUdttbdRBLdgFdTz+B2p/Ahh2cGvFCK35HHuVlu+d663lhTlTR88NXibnEdHmRIUBA4mKA8NN9OF+T1IVLqoxlRwaWHRloWoBw+BKaGETXc7BbyqZV30xLt76+Ptrb21EUhczMTAKBwLyJhlkuKz3jkQXPP6YZWBSZDPv666VnVvs3onlyLeUvV65c2ZSuJktBKBSitraWzMzMZfuAw9p7qi8HhmHQ1NSUGk83Y9PtQhgcHKSxsXGaPt7n803z706/jubCMisra1me5+sB01HGlG+l3zdrbdW4EqyVK8rMhWgwGExZNV68eBGXy5Ui6hkZGQt+Ll3XUzr9tUQkEsEwjC1ZyxY2DDcUOQ+FQrzyyitYrVZOnz695C1LcxBeTSPJV2+r4m1PdBMNyQhNIE15BQoD0AWSReJ4rI93v/MdAASUIEBKyjIXLEImIglGIoOpx/ztPVz+r+fIiLrxoiJQAY2u80+huMaIn4ylJlC3M5M/f93NPPjK4zyulNCm+gAo1YPcYuvinlOvxutemif0XLsL8dYxws/1I8kSSpZ92s6FiOrEGkdAlXDdlCTEsViMhgsdkF/K4dcfTlVEBgYG0Ds7l3QeJtKbqKLPDc5NzJn69xRBj57xp8g5gKZNMDj4f4yNP42mjSOEgaLYcbn2kJf7ZjyepEuF6eoSCATYsWNHqvpmJhqaBDMnJydVSb+pMov6KxNoetJZZy6MhRMcK/NR5F1fpxPTi1hV1WvaPLkS+YsQgvb2dnp6ejh8+PAsbf9mhynD2bZtG5WVlWtCGlbjqb4c6LrOuXPniMVi0yLtrxf09vZy4cIFDhw4MKcb1kz/7rGxsZTePxKJTGsq3SinERNmsJO5oJt536y1VeNKYLq1rCXSF/SmLMmsqp8/fx4hBFlZWWRnZ5OVlTXrnjTn8LUm5+FwGGCrcr6FDcMNRc5jsVhK07acgchc/eu6vuLBZteeKr5vtfLbD56jW/ZgxAABkgxOt8HNkwPcc+TqBCGJxQcPMaXRkEl+lpGuPnq/8RJZIpMYMWJSCKSkHaJN2CgLFtD8rz/j+MfemvpMVtXB/txqMsJd7NqdR2ZWJi7HwhKZuTCzci40g0itP6mj90xfBEmShORQMYQg3jKGfX82ITmWqh7u27dvWsVluXr29IqREAIxEps60DzXVJ7yeAxpaEMR1DwHmjZBZ+fnCYaaUBQ3VksBkiSj62ECgbOEw21sL/kwGRknUgE36Rrt3Nxcdu3alZIbmNvkpvfyoYJMSrMcdI6EKfY5UNPOTQjBUDCOwyJz7778dd1KDwaD1NXVrbhqu15YivwlJyeHQCDA5OTkdSengKt2gytpul0qluOp7vV6l3yvmcmZAEePHr1u3HBMdHd3c+nSJQ4dOpSyqlwI6dexuro6dR39fj8XL15MNeeaVo3r+TsyrR5zcnLYtWvXot/ZXE2lG1FV34jmVIvFQn5+Pvn5+Sl518jIyLRxIr2qvl4e58FgEFmWV7XY3cIWloMbipybP9DlwqwqrDaIqKqylJ//7nbqas/ynYca0FQrh4pyefc7X080GuXJJ59MuankiCw6hB9DEsjzEPW4YmDRZcrz9wHQ/t3nyDYyCEthhGyWikFIEJViWHSVrDEXXS+co+LVh69KfAYGKentJvD0EwQAR2UlRW94M7ZlaI5nkvPElWAykdMz/+6E5FDRR6MM1/VwTuukoqKCiooKog3DRF4YRJ+MJ5s2My2o+YsH/piNn+b3JMsyRjTBAjlLMw4AxkQM8hwMDH6XYKgJm7UIWb76GVTVjaK4iMX76LnyLyAkRkdj1NTUzLq3ZsoNotEofr8fv9/P6KVL3JZt54dBhe6REDaLisMioxmCcELHY1N5z8kSakp9Szz55cP0X99M7hRzYS75y9DQEO3t7SQSCWw2Gz09PZsq/Ggx9PX10dLSsqF2gwt5qtfV1aUSNnNzc8nKypqXcKfr41ebnLnRMPuNurq6VtVX4XK5cLlc0zTRfr+fxsZGdF2f1py7ljsKoVCIM2fOrMrqcT6rRnP8XKuq+noR4fmQPt6Wl5cTj8dTVfWGhobU/Z8M5IuvabOv6XG+WcfQLdx4uKHI+Wowl4/3cmHapE0EJvnjD7912sSQXp1XVZW3vu6DNL70R4StCVwxyyx5i0AQtWpsm8jg1z/4cQL+UVyjFjQSCGluNhojjgcPw89fouBINbW1tfDs02Q+8SSJySAmiw09+gSt3/5vvO94B2Xvfu+SPttMWYsRTJLiBb3ApWQFbqijjwP3HiAnI4uR+88hRmPTnxfUqOixMRFtw/u2qjkPZU4qk1OpnR5lauvSqiTXKEsh6FKyGTShTTA+/jSK4p5GzFNPkyQsljwCgQ7gJY4f/40lVUzsdnvKe1nTNEZGRijMGuTpSyM0DMeIxFRcdiu378rntl15VOWtX+d/b28vra2ts/zXrwcIIejt7U2lrZq7E5sl/GgxmDsthw4dIjt7abKx9YDFYqGwsJDCwsJpCZsLeaqHw2Fqa2vx+XybaqdlKRBC0NbWRn9/PzU1NWumD56rOXd4eDhVvXW73an7MSMjY8UEbnJyktraWrZt2zYtzGw1WIsApPlwrW0drVYrBQUFFBQUIIQgEAjQ09ODrus899xz06rqHo9nVdczGAxuuobhLdzYuKHI+Wp+OKqqrqpybiYtyrLM6dOnZ5GGmeS85ugpjj62hxe9jUza4zhiFixCRiCIKwZRq4Y7auX27HsAGGpsx4qVGLM9y01IEuhoWCbghRdewHO+AftDDyNpGrrHDepUlUPTUSZDBP7t61yWZcp+7d2Lfr6ZlXOz6dXcCZgJcxKTEhrFpSVk5ecz8g8NV4l5uj58ShMebxxj0taJ577yaccKazqPjgZ4eGSS3njyOyqxWbgzy81rM11I2TaEP5Y8zlzSFmOKubtUlFwHwUAjWmICm21u0qrpGoHAJLIsk5cXXdFWpqqqqe3Yk0cE4+PjDPn9DPv9RCLtTF4ZoyeWu2pd8EzM1GgvZUt/M2EuGY7NZlsX95e1hul9PzAwwNGjR1e0i7demCthc6anekZGBsPDwxQWFi4aSrXZIISgpaWFkZERampq1s3yLr16W1FRkWoWHx4epru7OyWPWWx3YiYCgQC1tbWpXa71wkoCkOYj4NeanKdDkiS8Xi/RaJRoNMr+/ftTVfWenh4kSUoR9eV8Lya2bBS3sNG4ocj5arAaO8XR0VHq6+vJy8sjICnc/5E/5HB7ExnhMIYkMZCZTd2B4xw4fnDae/zZH/4zn/vb36XO2kjAESUyVRG36DLbJjK4Pfse3vue3wXAEGKB1tGrEIAwDCq2bSPwt19E0jQMb0aSuZtQFXSvB2UiwMR/fZvEG96EZZEq00wrRbXAhWRVEFF9Vsy9bugEJgJIOrhdDtzlWUTPj2AMTxHzmRaDyfBUJCDaMIzz9dtRrMmFxERC4y8vD3JmMoIsSWRMNVe2hmO0hGM8OxHi468qQPphV/LDzyToU8QfwF6T1PwLI5G0cmT2xBJPxAkEJrHb7aiqA4gveF2WAkmSUsSoesrj1+/3Mzg4yIULF1KVt9zc3FVVeExnjfHx8etSoz02NkZ9fT0lJSVzVg6vdfjRQkh3NTl27NiGNxAuFzM91Xt6emhvb0eWZfr6+ojH49fMU325MK99IBCgpqZmQx1lrFYrRUVFFBUVzbk7YfagmLsTc/22x8fHqauro7y8nLKysg0796UGIM0nf9loWctSYJ6TzWabtWs0MjLC5cuXU1akJllfyqI+FArhdDqvqwXrFq5vbJHzKayUnHd3d3PhwgWqq6t5pK6V8vv/mjsnAyBAl5PNmjsG+ikb+hHNrQ2MHj08beL+k9+/n5HxUb7+zS8wEhlEJqkx//UPfnza+2TvKGbo0QFULMRJzD6RKQ6qoBB3GUh1Z1ECAXSXazoxNyFJ6C4XykSA3h//kLJ3/Nrs56RhpiZfybRhKXUTuziOZFVSlfSEliAwEcCiqjiFDTXbjqXUw/jXW6bed543MB/XBJFn+3G/thjDMPjyFT8vBSIU2VTsaRODV1WIGgYvTUb4Rpab3zyaS/xsskEVfbbGxbLTm3JqsVhzkGU7hhFGUa5WQyLRKKFgEJfbhd1mJxobxmZde0mIqWc1bRpHRkZSTaWmLd5yCWY8Hk8F3Bw/fnxTyj0WwuDgIE1NTezcuZPi4uIlvWYu9xczwn0j5S+apnHu3Dni8fh16WoyNjZGZ2cn1dXVFBcXX1NP9eXCdJSJRqPU1NRc02s/1+6EuXhsb2/HarWm7kfzt20WdqqqqigpKblm526e/3xV9bnkL5upcm5irgVD+veSbqE5MjJCV1cXiqJMq6rPZaFpylq2sDLsbf46ng1e5E/GV19Yu5a4ocj5amUty9GcG4ZBc3MzQ0NDHD16FEVR2P7lL5IbmCBqUTHkqwOEEAKrprOv5zIPfuozfPBbX592rGxf1iwf85nILi2i3RMlZ9JLXMSnE+6pRh+LUDEkHd+xMqKvPJIsR1sW+IotKiCIXLo0609CCAL+KLGwhmKRsXul1IBtXmfH6UL0sRj6UATJrpJQNAKTQVwWO9aEiuKx4LxlG5IqowWmfigLJGaariraYBjDMOgMRXkhECHLokwj5ibssoxPVXhuIsyv3lZE9jYHkWcHk9IZMyE0w4L9WB6O01eb8pyOKpzOSoLBRuyyEyQIhcJEoxEyvBlYLVY0bRJZtuPzvWqhr2XVsFqt0yo8M+0FzS3yhSqYZpy92+2e5YRzPaCrq4v29nb2798/p+XdUpDu/lJdXb1h8pd4PJ6yqaypqbnm3tjLRX9/P83NzdMaV6+Vp/pyoWkaDQ0N6LpOTU3NpnOUcTgcqR4UXddTia8tLS3E43HcbjeTk5NUVlZec2I+E4tV1ePxOIlEIkXgNzoAaT4spZo/00JzfHyckZEROjo6aGpqwuv1pu5vp9OZSpXdIudb2EhcXzPJOmI5lXPTN9owDE6dOoXD4eCzf/w53hSYIKZMJ+aQXDQkLCpKPM6hjgu82HSBk3url32ORXcfZOx/m3AJF1ERQZcFCIFhCKxYsUlWhmwjHL/tTi6eeWTJx51JVPraxrn0ip+R3hCGZiDJEq5MK2FFRUvoWKzJ20bJsOK5t4zwmSEmmwZJjMXJsDuxWKxYdrixH81FzUvuEkjyEno2TW24lBxkzwYjhHSD7bb5J12vItMdS/DKZIQ3HszFfjAXPaJjBGLIGSqKY+6Gz/y8txCJdBKL9xONOjF0A5/PhyIraFqQhDZKVuatOJ07l3wdV4uZdm4mwezp6eHc2TMo0RBup5PcwiJK9x3AYrUxPj5OfX39dRlnb2q0+/v71zSxdKPkL2bzZEZGBvv27dsU5GQ5SLcbnK9xdaM81ZeLRCJBXV0diqJw5MiRTb8oUhQltTgUQtDT05OyaLx06RL9/f2pxaXX691091J6VV3TNFpbW7FYLLjd7msSgDQfllvNl2WZrKwssrKyUrsdZlX9oYce4otf/CI33XQTmZmZ635//+M//iNf/OIXGRgY4ODBg/zDP/wDx48fX9f33MLmxeYe0VYASZIQYqneelexVHI+MTFBbW0tWVlZ06qU+5rrUAyDqFWdV7kRV1Uc8Tg//urXOXn/X6cej02Mc/knP+JK3Vli0QgOl5vSk6fZ/vp7UNP0k8UHq9GiccZ/3IrLcCEbcrJALENCJOi3D5P1xoMoqoprZzWBnz4MiQTMV1FKJECScFZfXSi01/o591gvWsLA7lZR3SqGLpgcjREMWKl9uJtj95Qjmw2hToVLmcNM7pzkwPbdOBxOFK8VxTd9e9lS5CY+MTZ306Y0JTqf+trU3UmSFjLMvtH5CacsSUhIBPWrenjFoaA4Ftb8ZmTUUJD/67R3/CMwiMPhQNeiJEQCWbaTlXkrxcW/ec3IrkkwLZLEcMMZgufqiAQn0XSdZsPA6vZQsPcgUm4hVVVV112cva7rNDU1MTk5yfHjx9dVo70e8pdAIEBdXd2qLO+uFYQQdHR00NPTw5EjR/D5fEt63Xp5qi8XptWjw+Fg//79191O0dDQEG1tbezfv5/8/HwSiUQqqbShoQEhRIqoZ2dnbyrNv2EYNDY2pmREqqpekwCk+bBaHbzD4aC4uJji4mIqKyvJzc3l4Ycf5sc//jF+v5877riDu+++m7vvvpuqqqo1u8f/53/+h4997GP88z//MydOnOBLX/oSd955JxcuXEhla2zhFwuSWAmT3cSIx+MrIueNjY1YrVZ27py/Utrb20tzczOVlZWUlZVN+2E+dOfr2TY6TGSRyd0Zi/HU/qP8zte/CsDgi8/z7L/8I5OxZNS7hIRAICGR6fbwmo9/Et/O6VX2eDTGme89QrRjGIfFhiXDQdFr9jImx1FVlerqarRImMa3vRV1dBzdlzFbdy4EyngAPcvH3u9+D9XhZHwwzFP/1YahC5zeGROCgMF+Pw6rm5q7Syk/lEM0Gk35Jx8+fHhBYqMNRxj7x/NgMGeSp6EbyEjgVMj8+EEkSeL7/gD/1DfCdptlXoJuCEF3LMHvbMvmjTlLd8eYnJykrq4On08hv2CYUKgRYcSx2bfh870al3P3NSdcsXCYZ//r6wy2t2FzubC73EiyjJZIMO4fIhGP49u5l8xdyXAkc0Lf7FVEM+BGCMGhQ4euGflId38ZHh4mEAgsSf4yOjpKQ0MD5eXllJaWXvP7ZDkQQnDhwgWGhoY4cuTImm3Vp3uqDw8PL9lTfbmIRCKp3YqZkfbXA0wZ0XyppUKIVFPp8PAwwWBw02j+DcOgoaGBWCw2bzDVTKvG9Ll4I6rqZkV/x44da3rcP/7jP8bv93Py5El++tOf8tRTT1FcXMxdd93Fpz/96VUT6BMnTnDs2DG+/OUvA8nrWFJSwoc//GE+8YlPrMVHuCYIBAJ4vV6a3vf+a6I53/uNrzMxMbGpnLOWis09i28gFrJSNAyDCxcu0NfXx+HDh8nJyZn1nLjFsribikgKoWOWJIkdv9DK01/9B0LxGE7VOm3Fr+kaI8EAT37xL3n95/8/7FMDuaZpNLe2EC92c+wNN0/z8g20tqY67FWHk5z/9/8Y/dL/L0nCXU6wTg2miQRKMIxhtZD1/vejTlWZu5vGiIc1PLlzbN9JIFsABJ0NI2SWqtTV15GTk7OkSVLNcWA/kkv0jP+qq0rquiT5uiGDdEtWStd+zOPArcgEdAOfOnc1ZEI38Cgyxz1Ld2jw+/2cP38+5Y6QnOzesOTXbxTaXnyGwY42PNk5KFMToQCisRiSzYHH6cQY6qXilteSsNjo6OigsbGRzMzMFMHcSOeKpcC0HHU6nde86rkS+cvAwABNTU3XpX/8TEeZtbw3VuKpvlyEQiFqa2vJzs5m9+5rv3heLnp7e7lw4cKCMiJJkvD5fPh8vlTz4kzNv3kd52teXA+YjbfxeHzBxNiFApCWa9W40vNcD/lJKBSiuLiYj3zkI3zkIx8hFArxxBNP8NBDD63aYjEej3P27Fk++clPph6TZZnbb7+dF154YbWnvoXrFDccOV+NrCUWi8163HTBiMVinDp1at7t94slOygfGkA2DIx5BhurphNXFeyvvR2Alu/+N8F4DLfFNmuAUhUVFxLj4SBtD3yX/b/x2ylioygKp0+fnlVxlGWZeFqHcvEb3wySxPDXvoY6MgahUPIPkoyenUnW+95HyZvfmnp+/6UJFKs876QnIWG1qwz3Bnjh6R52HdgxawdhIXh+qRzJrhB5eQjiMxJBnQrjh1V6Q50YT7WnSNFJt52fj4exy9KsptCIYTCu6dyd5aZoAV26CSEE3d3dtLe3s3fvXvLz85d03tcCiViMztpXsFhtV4n5VNCGYST18bIsMTE0wGhHG0fufRNVVVWEw+FpseOm1CA3N3dVASlrAVMKkpeXt6RY8o3GYvIXh8NBKBRi7969FBYWXuvTXRZ0XaehoWFDHGWW4qlu/r6T9/Hi5MwM6CksLFxTOcFGoaenh7a2Ng4dOrSs7AG73Z6SWZiaf/M6RiKRlOY/Jydn3aRh5r2TSCQ4cuTIkndBFgtASrdqNEn6aom6YRjrsuAPhULTmnZdLhf33nsv995776qPPTw8jK7rs+aj/Px8WltbV338LVyfuOHI+UoxV0KoOSFkZGRw+PDhBasUN/3ObxH6zTO4o1HCVussGYls6KiGTlv+Nj70K/cRDwToamtFXaByoCgKkibRceYlit/2q9TV1ZGfn8/u3bvnfM1ML3KA4je8icLX303/Qw8SungRAGdlJUX3/BLKjAlaTxgpLfmckCCaiBKNxKnZuYvy8qVZ3qXD/brtOF67jeiLgyT6QiBLWHZ5sVVnki1J7JgioH6/n46ODvaEI3Rk5NOm27AoKhmW5MA7qRkI4KTHyQeLFk9hNAyD1tZW/H7/mjYfrhcmh4eIBCawT8kOzGqkLMt4fb6UzEe1WhnqbE+9zul0pvyrTS2r3++ntrYWWZZTRH2jnTbMiO3puxWbF+nuLzt37qSlpYWBgQGcTidNTU10d3dvmvCjxWDKiIAFq57rhZme6qZryfnz5zEMg+zs7AU91c0+n9LSUsrLyzf1tZ4LZmLscvT9c2Fmw7ip+TcX4itZ9CwGk5hrmrYsYj7f+a9VANJC57sesplQKLQVQrSFDcUWOZ/CTFnLwMBASvqwlCjlk3ur+cwt93LvYz/EGY+jyQqakvQ5t+g6soARj4f+X30vAOH+PjRdR5UXJkiqLBEMh3jlhRfYtW8f27dvn/e58zW1KjZbsoq+CFxeK+HAPN6gU3aN8XCCDK+Hou0rrzrLsoztRB7WqR2O9MHUTHrzer1UVlYSDofZNTTEz/3jPBMRjKlWLBYLVU479+ZlcmumC9sig3EikUhtyR4/fnzTST3mgjAXWZKEpulMBCawWqy4Pe5p8ikJCcOYW45lsVhS8damZVi600a6TeN6VlL7+vpoaWlhz549113F2TAMWlpaGB0d5eTJk7hcrk0VfrQYNlvzpKqq5OXlkZeXl0oRXshT3QymqqysXHDs26zo6Oigu7t7XRJjzbyE0tLS1KLHlOzpuj5t0bOS37eu69TX16Pr+po74qw2AGmhc16vyvl6WSnm5OSgKAqDg4PTHh8cHEzZm27hFw83HDlfaVXFJLZCCNra2ujq6uLAgQPLkj78+V98gs9mZHDo6YfZPjyEVdcRSEStVlqKy4i++a3cdmA3ALLNNn8gzxQEAt0wkAUcPnZsUQ/omUFBy8X2fVkMdQfRNQNFvToQmlVbIUCVbWzfk4XdtbIKilktiYcCRPwXEXoCqycfR275nIOv0+lkZ1kZO8vg12MxevxJUhTqv4J12EJnWmDPXK8Ph8PU19fjcDg4duzYpm+WNOHKzMZitxOenCQuwOlwzLltrcXjZBYsrn1OtwzbmZZSavqAZ2RkpCrB8yUZLhdCCDo7O+nq6uLw4cPL2s7fDEgPuDl27FhKy7qQ/CUej2/YomcxmFaPPp+PPXv2bLrmSUmSFvRUl2UZTdMoKSlh27Zt1/p0lwUhBO3t7Vy5coWjR49O6w1aD8y16BkeHk79vs0U4pycnCXJ20xibhjGhlhVLjcAab57eb1kLeFweN0q51arlaNHj/LYY4/xxje+EUh+jscee4zf+Z3fWZf33MLmx/XBVDYApqyltraWUCjEqVOnVrRS/rM/+G34g9/mX7//MN0N5xCKyr1vuYf37q3mwoULKemMe3spXqeH0eAEVnU20TUtqTTDYPu27UsKZ1nIDvKyf5jH2jsJxBO4LRZeV1lOWe70xtZtu3x01A0z0hvCnWVDUWW0hMbExAQWi4V4VGDzKVQcWVlQjBCC6OQ4g43/w1jwSTR5DIFAFlaccjX5JW/Bt+PEvK+32WxUFm+jsnhbKtTD7/fT2NiIYRipipvpWHI9e4Db3W68JeV0vPICmYVFc1b7E9EIsqJQerhmWceWJAm3243b7aa8vDxFikwpkc1mm5ZkuBJSZ8qIhoeHqampWXdystaIx+PU19cjSdKCATdzhR+lk6L1Cj9aDKYk73qyekxf9PT19dHc3ExWVhZ+v58rV65cM0/15cL07x8YGKCmpmbDw2vSFz0VFRXE4/HUoqe7uzslj5nPSUfTtJSb0mJyzvVAelXdrKCnV9UXsmq8HivnAB/72Md4z3veQ01NDcePH+dLX/oSoVCI973vfev2nlvY3Ngi51NIJBJMTk5itVo5derUqnWZv/7m18ObXz/tMVVVU02nsiyz4+SrGH30IeJaYhpBN4SBpmkkDB1VUdj5uruW9J5zac4nwmE+/+xLPBeXCMsKCBDofP25cxw3Yvzpna8hc6oiYLWrnHhjOS//8DKjfSESCY14IobVYgWhYnHo7Loli8yC5TUeCVMSEwrQ8fKfE+IckmRDMTKRUDCIEBT1hLvaKIn/Njm7X7ekz5oe6pGuU29sbMTlchEKhaioqKCiomJZ53utIYTg0qVLJHzZZBdtIzoxjkVRUKf0uEl5UYhIMMj2/Yco2LG6oKSZleCZi570SvBSfhfpFefjx49vaiI1F8zGa5fLtazE1XT3l/RFz0bLX8bHx6mrq6OsrOy60PfPxJUrV7h48SKHDh0iJyfnmnqqLxdCiNSi9NixY+vq379UWK1WioqKKCoqmtNJx+fzTZO/mIvSI0eOXHMZlEm606vq6f/NrKqvh+bcvP/Ws8DwK7/yK/j9fj7zmc8wMDDAoUOHePjhhze1acEW1hc3nM+5ruuzGjsXg9/vTzVM3X777Ws60A8PD6esFzs7OxkfH+fw4cPJc43FeOpP/ojuvm5kScKmWABBIqGhYSBJMjv3HODEJz+9pAFnaGiIixcv8upXvxqAcCzOhx97hlps2GJxHNFYys0mYrcRtVmpGhziX992B760qkAirlP7dAuXG4fx2DPxeJ0UVnkZDHVQXrV9WRZy6Z35va/8G0Ph76Ea2SjSdMJmCIEm+1GEi11H/wGbd/agpI+PY0xOIjscyNnZc35Ppo9zb28vTqczVfHIzc0lLy9v0zfvmeE8gUCAw4cPE58Y4+UH/ofx/j50TUtJoax2B8V793P03rdgWSfym77o8fv9hEIhfD5falE0F/GIxWLU19ejKAoHDx7cdJHqiyEYDFJbW0tubu6aOsqky1/8fv+6yV9MzfHOnTspLl5+w/a1RldXFx0dHRw6dIjMzMw5n7NRnurLhRCC5uZmxsbGOHr06HXR2xKJRFLXcXR0FEj2quzatYvs7OxrTs4XQro+3TAMIpEIZ8+e5eDBg7jd7jULQBJCsHPnTh544AFOnTq1Rmf/i4Etn/OV4xe6cm4m5XV0dFBRUcHly5fXZDL+qz/+Ct1jY3Tbc4jKVpx6lNLYCBUF+bzm7kOp5yk2G6/587+i4StfpuNcLaFELKmZk2Uy7E52nrqJPe//jSUPLjMr599rOE+9sOIOh7Ho+hSxE0hSMgzJomm05+by9//yQ/7sY+8EkluajU3niVoC3PP/pm/Jjr3StSxNe7rHrRYJMhZ8Klkxl2aTSVmSUI0cEnI/I5cepejoO1N/izW3EP75z4nW1SISCSRFxbprF87bb8d+/FjqOzOJ7cTEBCdOnMDtdqe2dP1+P11dXVgslhS5XKlkY71gSikAjh8/jtVqxeVycfsHP8LgpYsMdl5Ci8dweDIo3rMfb37hui40ZjbnmhO53++nra0Np9OZupZer5dwOExdXR1er/e6DIgxmw/XwxVkI+QvZsDNvn37rruK28zU0oXclDbCU325MD3kJycnqampuW52ixwOByUlJRQUFFBbW4thGHi9Xi5cuEA8Ht/UUqJ0+UskEuH8+fMUFhbi8XhSc0/6c1dj1bjl1rKFjcYvLDnXNI3GxkbGx8c5ceIEiqLQ3t6++AsXwR/87heotRYSysjGYmjIwmDM6mXYlkXbxCTD//UkNTVXNcKqw8Ghj3wM+eWX8b/0AoVZmWQWbaPwpptnWR0uhnTNuWEY/GRgFCHbsOjGnM+3TD33lWwP/tYe3KU5KR/1U6dOzbI1m0s2Mx/SKxqyLBMevIAmj6EYmfM2wsqSDCgEAvUUkSTn4aeeZuLf/g0jGETOyEB2eyCRIHr2LLHz53G/9S143vKWlB89JNPWzHNP39Jdik79WiEUClFXV4fH45klpVBUlaJdeyjateeanR9cnchLSkrQNI2RkRE6Bzp58MUHGdaGMYRBua+ct+x4y3VHzIeGhmhsbNyQivN6yF+6u7u5dOnSggE3mxWr0Wivh6f6cmEYBufPnyccDnP06NFr2gS8EiQSCerq6rBYLBw8eBBFUVJSDr/fP01KZC56vF7vpvmNR6NRzp49S05OTmq3ay2tGg3DWHfN+Ra2MBM3HDlfSsXJrPCpqpoK84lGo9PI5Erwmd//EmdtRcRkK5nx8WQcPYAOOjBh9XI2IfF3n/s6H/uT9wPJgcX0oL75tz60qoE9nZxPRCL0ChlbPEEyV3Ju2OIxxjLcPP0/z5F5U7Lbf8+ePQQmYjz02CXa+yfRBWzPdlLgE2RmLk7O0wdFcyA09DgCA4mFiYYkZARRABJdXUx8/euIeBy1pOTqd+twIGdkoI+OEvze/6Hn59MIKVeK+cjMfDr1zs7OVLJmXl7ehleJxsbGaGhooKio6LoJWFEUhXPxc3xv9HsMa8NEY1FkWea8/zyP/uxRbs++ndeXv35TVtxmwtQ479u3b9Ux3CtBuubfMIyUD/hS3F/SK87Xg3//TJhSkNHR0TXRaK/WU325MPsrzEj7tTjmRiKRSFBbW4vVauXAgQOpsXNm07iZmTA8PExDQwNCiNR1zM7OvmafOxqNcubMGbKysqbJ0NbSqjEcDiOEuO6a2rdwfeOGI+eLYWRkJOXgsWvXrtQP0qyarqah5Eo4RjjDQWZ87Coxn4IC+OLjjFl9XOprA642buXk5KyJDCDdSlEIMIxF3RqRBBgSBCdjHK2ooLS0lJ89dplvvtzDSEK/SuuvjOOS4I4SjQ9uL0VR5reySl/kmIOlzZ2LLGwYRJGZf3tQSAmsatLbNfz00xiBwHRingYlK4vo5cv0/O//UvTRj1JRUbFkYjuXn7rf72dwcJALFy5smE7djIPfuXPntAS6zY4nep/gWy3fIp6I40w4KfQVYrPZ0A2dofAQjwQegXYov1B+zRxLFoNJbLu7uzl8+PC8GueNhCzLS5a/uFwuLl68yNDQ0DVxBVktDMOgsbGRYDA4zapyrbBcT/Xl3pfpPuDXItxptUgkEpw9exabzcbBgwcXnH/SMxOEECkpUVdXF01NTau+liuBWTHPyspi9+7dC77ncq0azf8PSXIOXHe/ry1c3/iFIedCCLq6umhra2P37t2ztq7NFbau6ysaZL/3zZ9w2VmATY/NIuYmZCRUQ+OyPY+WhnNcGRqkqqqK0tLSNRnMzO1IIQQ+p4PMcJgBrxd7fJ5gISBms5IzFsAtVMrKynji6S6+8kIXCSEosqkocvK8DCEYiSX4YXcI3w8v8o4375p2HPN9zYEunZgDOPIrcbRWEpTOIxvOVMJlOnQRQZJUMgtuSdouPv8CksMx77WJRCNEZBmff5htWVmruoZOp5PS0lJKS0s3RKcuhEglBx48eDDVNHw9IKJF+H7794nEIrgNNxm+jNRvRpEVCt2FDIQHOCed45dP/zKh8eT2uCnZ2Ayaf9NVw+/3c+zYsU058S4mfxFCIMsyO3fuvC6aD9ORXnGuqalZ98rrYp7qqqqmdieWkp6raRp1dXUAG+IDvtaIx+PU1tZit9s5cODAsn6HkiTh8/nw+XxUVlYSjUZnXUtzgZmVlbUu1yYWi3H27Fl8Pt+ixHwmFquqz7RqDAaDqKp63cmVtnB94/oaUVYIXddpbm5OeS7PVSEzf4jLdXoxcbmjH112ohrzE2EAVWhEFRv1Z1t43X23rSkpS/d6VVWVU6EY3/dJaLKMOodWXJNlDElm15UQuUUe4nGNb794hZgQbLNPX6DIkkSmqjCq6TzQMsid/u1k5ya3oE1SPj7Yz3h/H5IEnuxcsoq3T9tmzC95K5HudjR5CNXIndKYJ6GLCAl5BI90GF/FcTAMRDSKNMfALoBQMEgsFsPj8yHH44hodK0u4yyd+tjYWEqTnK5Tz87OXtFCLt0D/NixY9fddumZwTNcGb9CBhl4fV5UZfZ3lG3PZigyRONEI68qetW0a+n3+2lqakLTtGmSjY3aGtd1ncbGRkKhEMeOHbtuiK0pfykoKKC+vp5IJEJmZiYdHR20trZumvCjxZDuo32tKs4zpUTmfWmm5y7UCGlqtBVF4dChQ5va0WQuxONxzp49i9PpZP/+/ateINvtdoqLiykuLk5dy+HhYS5evEg0Gk1dy5ycnDWxljSJudfrZc+ePasubM2sqs+0amxvb09JRjeLzn4LNz5uOHI+84cajUZTFY5Tp04tuHWqquqKEzYzMz3I4QSGpADzE3xDUrDqMW667eY1r5amVwIAfuttt/HyD56iJz8XZySCLR5PWSnGrFbCDjvbhkbZPQBHP3szZ2oHuBKNk2OZ/7bwKRIDmsHTL/fypnuqEEIw1t9H3fd+wODFCyTiURCg2mzkVJRz4JfuIa+iEoDMylNo8d+ib+BrJOR+QElqzCUNSVLwSIcpP/oJZCU5Wcs+L1pf/7T3F0IQmAyg6wa+TB9MBMBqRV4jghvRItQP1zMSHcEiW9jp20lZdlnKb3m1OnVN01IVw+vRAzyRSPDKhVfQjWQ8+HyTlUW2IIRgIDyQeizdsWTXrl0pmUF3dzfNzc14vd5pko31On+TGG5ExXatYRJDWZY5ceIEFkvyOm+W8KPFEI/HZzUfXmuYoTzZ2dmLeqo7HA7q6uqw2WzTNNrXC9aamM9E+rWsrq5OXUu/38/FixdX3aBrnn9GRgZ79+5d8/t6JlEfGBjg93//96dJYLewhY3ADUfO02Fao+Xk5CzYKGhioYTNxfCBj76dx37n7+h0F+PUY3M+x0AQl63sDHZRXFq6ovdZCOmVc4CczEw+Khx85coA3flZROwZJOvOEhYtwY4rQ9zaYnCgKgNXlpf+4UEMATZl7gFPkpiS7Aj6RiMIIRju7uapv/8ngpMj2GUnbtkLUjJWfqCphfHuK5z+jfdTVL0bgNw9d+IpPMBo+2MEJmsRxLGqhWQW3IKv4niKmAM4br6ZwDe/hTAMJFlGN3QCEwFkWcbn8yIhoU1O4rrjDuRVyhKEEPys+2f85PJPGI4OJ2U6CByKg91Zu3nv7vdS4CxYlU7dXCjabDaOHTt23W2Fm+evyip2u31Jk1X67kg6ZsoMotFoyk+9vb0du90+zaZxLSZG8/zNrfzrjVjFYjFqa2txOBzs379/WvNeuvwlHo+nHEvS3V+WKtlY7/NfL2K4FkhvhCwrK5vmqV5XV4emadjtdkpLS9ctKn69YFac3W43+/bt25Dr73K5cLlclJaWphp0TS9+XdenNeguttsTj8c5c+YMHo9nXYj5TAwPD3Pfffdx8uRJ/uM//uO6+q63cP3j+mIHy8CVK1doaWlZlqZ7NeQcoFjR6DE0gooDtx6Z9jcDwaTqwaFHKXavvip4eSTMExf8PN8xSiSuk+uxcduuXDRDnvYZbnv/nfi+9QRPPN9Le46FmEXGmhCUDUsUBA127c/k5G/eASTJvSBJVBe7XookoWkaZ776bYKTo3gsWUiylOpAtQg7qmwlNDnBmW/+N3f/2Z+gWpJVSntmIUU1v0YRv5a8NrqONEOjDuC86SbCP38ErbcXkZfHZDCIzWbD5XaBAH1gANmbgfN1t6/6ev6g8wd8t+27yJJMniMvVfkNaSHODp1lKDLEJ45+gjzHVTeP5ejUg8EgdXV1qXCbzUhMFsLk5GSqefmmnJt4se5FoloUuzp35T+qRVEkhfKM8iUd3263T7NpNCdx0x4zXUq0kkVNKBSitrY21Tx2vV3/cDhMbW1typFoofO3Wq1zur+0trauW/jRYjADYpZy/psJpqd6ZmZmKszE4/HQ2dlJU1PTNfFUXwlMYm4S22tx/edq0DV3e5qbm1O7PTk5OWRkZEybD8yKudvt3hBiPjIywn333cfu3bv51re+dd0VUrZw/eOGu+NMa67+/n6OHDmyLM9fRVFWrDkH+MNPv5/PfOarnHdXMGr14tAiyEJHl1Uiih27EedwpIdP/d3vr/g9AB5pGeJfn73MRETDaZFRZZm2wSCtA5O4DJnKvWH2pVWSj7zrFhxNTVx+8DyMgKLIZFdlcvDXbsJivzo57yrzYjt7hZAucKtzD34JQyBLsKPIjb/xEqP+HhyKE2lmtV0CSZFxCDeTI8P0NpyntOZo6s+hsVG6Gmq5XH+GWCiEarNRsu8gZYdq8BUUAqBkZ5P50Y8w8DdfJNbZidPpxCJJ6IMhRCyKkpmF94O/gbWyclXXszfYy486foRVsZJtv3q/SJKE2+LGoTjonuzmBx0/4Df2/sacx1hIp65pGkII8vPzqaqqum6IiYnR0VEaGhpS4Ty60Nnu2U5HoINiV/GsiVIIgT/qpyKjgn1Z+5b9fjMn8YmJiVRF/fz582RlZaUWPkuRBU1MTFBXV0dxcTE7duzYNBKPpWJycpLa2loKCgrYuXPnspvf1jv8aDGEQiHOnj1LXl4e1dXV1931NxcWmZmZKY3zzp07r4mn+kqwGYj5TKTvnFVUVKSKG8PDw3R3d6fkMbm5uXg8HhoaGnC5XBtS8R8bG+MNb3gDZWVl/Pd///d158KzhRsDkhBifhPs6xCmb+vOnTuX3XzyyiuvUFhYuKoQkuHhYf7mz/+NbmFjwJGLgYwidIrDA5RYZF7z+r3cfPPNK25Cq+0e5y8fuoBuCPI9tmkTnaYbXOwbZWehly/9ymHcdjWlcQ4Ggxw5cmRBVwrDMPjDf3iZ+vEIJXZ1lqOKpmn0xw2K7Bb+4UM1dHzrIeprH8JtzUxWzeeCgMnYKNWHbuLYbyeDhfyXO3jhu/9JaHQExWJFsVgwNI1ELIbd4+HoL72F0gOHU44m3efOszMURKmrwxgdQ3a7cZw+jeOmV6MWFa3oOqbju23f5X8v/S8l7rktGwHGYmPIkszfnP4bsuxZSz52d3c3bW1tZGdnE4lECIVCKZ26qWHdzDBTJ3ft2sW2bdtSj7eMtvD3DX/PWGyMbFs2TjX5WwtrYUaiI2TaM/m9Q7/H7szda3o+ppTI7/czPj6ekhKZk/jM78/cQq+srGT79u1rei4bAVOaV1ZWRllZ2ZoS23T5y8jIyLrIXyYnJzl79izbtm2jsrLyuiPm5o5LesDNXEj3VPf7/eviqb4SmHaDZmrv9XD9DcNgfHyckZERhoaGCIfDWCwWSktLU/0o6/U5AoEA9913H9nZ2TzwwAPXXU/QZkMgEMDr9dL0vvfj2eDfwGQ8zt5vfD2143W94YarnFssFg4fThK75WK1shZIbr//+d98lGcef5a6l9qIx3XycrP4jY/9AQCPPPLIqt7jJ+cHCMd0tmfNthhUFZkcB3SPRXm2fYSbKzJSPrZHDh+m9mc/Z7i9DQxBTmUVJ+69B1va4CPLMh+8u4o/+79meqIamaqMR53yetUNRhIGLgnuqlAYHR1CC8YAaX5iDimZix5OAMmK+Qvf/U9CY2Nk5OYjpVVBhBAER0c4+6Pv4fT6GJwMMTo6ypHX3pp0NHnHO1Z83RbCxYmLWGTLggO+x+JhMDJIT7BnSeRcCEFbWxt9fX0cPXoUn88HMK9OfT5yea1gWo92dHTMafW4O2s3Hz/0cb7T9h0uTVxiNDYKgE2xsS97H7+681fZ6du55ueVLiUy9cBmU6nZcJqbm0tWVhaDg4O0tLSwd+9eCgoK1vxc1hvmwmK9UkvXW/5i5jiUlZVRXr40edNmQjAY5OzZsxQWFi4aDrbenuorgRnQk17xvx4gyzJZWVl4PB5GRkZSO2UjIyN0dHRgs9lSi56lJuguBcFgkDe/+c1kZGTw/e9/f4uYb+Ga4oYj56vBamUtkNxCr62tJb84j4/feeusgWM1C4CBiSjnrgTwOecnkqosI+nwSGMf1sEmCgoK8De38N0v/z16IoK5ZhlteIlLP/oe5a97A7e+6+2p11dVZfOnb9nL1392iabxMFeiyethlSX2eBy89Xg+RYWCvr4+pISUbMrUE6iyZc7EIzHlHONy+QDoaqglNDoyi5jDlIwkK5vxwQGe/fEDFB17FSdOnFh3XexSFnLS1IcTC6StmjCt+oLBIMePH5+2gzMXuRwaGlo3P/XFIIRguKuTroazjPR0AZC5bTtSZg4hZGpqauatOlRnVvOZY5/h0sQleoI9AJS4S6j0bkyF1NQDFxYWTrPDa21tJRZLNmVv376drKyl73RsFpg7Fvv27SM/P3/d32+p8heXRUU2dFSrDW9ePvI8xGhkZISGhgaqqqquq3AtE2bFfyVSqLX2VF8JrldibsLcAU/3Yd++fTu6rs9K0F3I9nKpCIVCvPWtb8VisfCDH/xg0+9obuHGxxY5T8NqrBQhOaE2NjZSWVlJWVkZsViM1jPnAdhxcBd2u31V5Hw8kiCuG3js82vgJElCFjod/cNUnqqm8+WXuPT972AIA1lSUpOpMHT0RJT2h76LiGq89td/LXWMyqosPrejho72cdouj2EYgqI8J3v35qQmkrKyMiZiBfReqSOkjeG0+EAk+bkkXW0MjWphrIqD7SeTevPL9WdRLNZZxNyEYRgkDINgXw8H9uzZkIa18oxyGoYbFmyEDSaCOFUnRa6FZTTxeJz6+nokSeLYsWMLbmfPJJdmE2RTU1PKySAvL2/FfuqLQdc06h/6IR1nXkKLx1CsVhASfe2XQJbZdfomXItIwyRJospXRZWvas3PbzkwNaomEe/v76egoICxsTG6u7vJyMiYZtO4mclKd3c3ly5d4tChQ8vqmVkrzOX+0lZfy7mf/B9j3ZcRhoHFYsGbX0D1qZuoOn56GkkfGhri/Pnz7N69m6I1kJ1tNMwCy1pV/Ffjqb4SmBr5pSRnbkaYAU9Wq3VWQJKiKKnfsWl76ff7p9lemovMpbo8RSIR3v72t6PrOg899NCmDCTbwi8ebkhybnp5LxcrJc6mhKG7u5tDhw4RHQ/ywG/9IYWXGrGHJwGoc7gY2LEX5fab0fesjJw7rQqKLJHQBbY5vjkB6IZBNG5Qvi2TvOwcHv3R95PEXFaR0mztJFlBFjKGkeDyUz8meOdduLdPb4as2OGjtMyT+vfMQd5zqpiqx2s43/cEUW0Sm+pGQsIQAmEI4noY3dDYUXgUz8HkxBQLBVHmIZqJRIKJQACbw4EqSWjxGLD+AT2nC0/z856fE4gH8Nq8s/5uCIPx+Di3bLtlmlvLTIRCIerq6lIevMupiKVXLnft2jWnn7o5Ka1VVaf5iZ9z8YVnsblcOH2ZCAGBwATWDB92i8rlsy/j8mRw4I571uT91htmHHwgEODEiROpHYtYLJbSqZvb4ua13EyNe0IIOjo66Onp4ejRo3i9s+/Fa4GBC820/uxHxMNhvJmZCEkiHo0x3NONv/s/uVB7lsO/9Gby8vMZHR2lubmZ/fv3k5c3/29ls8KU4lRUVFC6Tna3S/VU93q9yybWkUiEM2fOLKqR36zQNI3a2lpUVeXgwYML/jbTbS/Ly8tJJBKMjIwwPDxMQ0Oy2GKOqdnZ2XMWSmKxGO985zuZnJzk5z//+XWpTd7CjYkbkpyvFIqipLbDlwpN02hoaCAUCnHy5EmutHYw9OlPUzU6iAA01QJIuEIBKhueZ6KrjVaXi9x7lm//V+xzUJ7t5MJgEPcMdm5MBeTouoGkWrh1dyHP//hH6FoUWVKmEXMTyVRUBV2P89z/fp87f//XAVIRxv2dL9P94pNok2Ec3kx23P5GMnOvVpJkVabybbegfzvOhZGXCcfHpyrmycWRVbZR7juEfnA7jY2N5OTkoFitaMHJWecSjUYJBoPJqsWUu4llg2zeyjxl3FZ8Gw9efhBd6PhsvpQ/d1SL4o/6yXfmc1/5ffMew3Q0KS4uXnXjmyRJc/qpDw0NcfHixTXRqUcmA1x65UUsNht2lxtd15mYCKCqCh5PBpIEQtdof+UFqk7ehGOTT1rm71DTNI4fPz5tIrbZbKkEQ3Nb3NRzr0Xi61pACEFrayt+v5+amppNU70Ljo5w9sf/hxaLkZGXn7rXHE4X3qwsIsEg45cv0fTMk7TmJV2WCgsLcTgcS7Jk3UwYHR2lvr5+w6Q4i3mqS5I0rYdisXszHA5z9uxZcnNzr0tXHLNivhRiPhcsFgsFBQUUFBSkXJ6Gh4fp6uqiqamJjIwMOjs7KS0t5fjx42iaxrvf/W6GhoZ49NFHU31BW9jCZsAWOU+DqqqEQqElP9/0HrbZbJw6dQqLxULPX/4VBSMDxGwOjDRvVA0rsq7hGxti6KtfhRWQc1mWuHtfPheHgkxEEngdycE6SawmkCSJgK6Q5VR5TVUOT//0YlJqskAFV5IUQGe0uwORMECVGBm4wDP/+gXGR8bR9KtS8pba5yguLOfkb30ahyNJ1mx7stj1nrvI/1klfb2tTET9CMBt81Fcuoece/cQ8YqUrjpmdxHsu4Jkc2C325BlmVAoRDQaxev1YrFYmBgaoGTfQezujYm1lySJd+x8BzbFxiM9j9Ab6k39TZVUKr2VfGDPB9jumdvtw9QHV1dXr0vj3nro1Ptam4kGA3hy8khoGoGJADabDXeaB7/dk8Hk8BC9rY1UHj8NwER8ghcHXuTlwZcJxANk2jI5kX+CEwUncFuuDaGMxWKpbfCjR48u6Ek8c1t8I3YoFoNZ8Z+cnOTYsWObSu/afa6O6GSAjLyCOcmew+1Gi0YI93bhzS+itKyMUCjEK6+8siHa6rXC8PAw586do7q6epor0UZipszNJJemhajP50tdz5me6uFwmDNnzpCfn79su83NAJOYy7K8JsmxkiTh8/nw+XxUVlYSjUYZHh7mX/7lX3jggQdwu90UFxczNjbGU089dV32pWzhxsYNSc5XOjAtR9YyMjJCfX09RUVFVFdXI8syT3znx+QM9qCplmnE3IShqMQtNrKG+3j4a9/h9R94+6znxAIj6OEgisOFzZsz6++vrc7lkj/Eg+cHmIgkcFslwqEQKBYSkgWnJc6vHvCSn2GDqWbMJUEYGDGNwHgvj9z/WYKBGBarhMMqp2RCibjO5a4OYn/3Ce745JdTRNBa5SW/qoas7mq03jBIYCn1oBYmZQUWICMjg8rKSgYKC3jy6//E5IifkN2RDB8CPB4PFouF8MQ4qsXKjppTSz/3NYAqq/xK1a9we8ntvDL4CqOxUVRJpTqzmr1Ze1Hl2d+nEILOzk66uro2TB+8Vjr1yGQASAZJBQKTuFzOWaQw+f1KRCcDALSOtfJP5/+JgfAAsiRjla30TPbQMNzAT7p+wocPfJiKjIp1/PSzYS6QTau45VTbZu5QmL7VZtS4KTHIzc2dFYqyVtB1nYaGBuLx+KI9CtcCV1oakdWFnYwMRWV8sJ9jpSWUTGUObJbwo6XA1Mjv2bOHwsLCa306QPK3l5mZSWZmJlVVVQt6qlssFurq6q5bYq7rOvX19ciyzKFDh9ZlEWe32ykuLubf/u3f+Pu//3t+8zd/k4aGBmRZprq6mltuuYV77rmHe+65h4qKjR3DtrCFuXBDkvOVYinkXAhBd3c3Fy9eZPfu3dMqpROPPUGOliDimL+CqKkWHNE4sWefgzRyPnGxgWB9G/SpYMggG4gCDffBcny7r4b3yLLEb7y6jF0FHv7v5Q5a+yew2ux4nHZOlmey0xFkR3Zygs/YXsZ4awNC6FMV8rk+T/Lzuj0FGAqc+Y8vEwzEsDsU5DSLREmSsNpUEgmdweFBWr72Tfb++vumHcuy3YNl+8LV7oKyck6/7Z28/MD/MDE6imK1olqsjPmHMBJxrHYHe255HfmVa2/DtxRk27N5fenrF32eYRi0tLQwMjJCTU1N0upxg7EanbpqsaAlEikP2LnIkhAChECxWOkP9fMP5/4Bf8RPkbMIRb56P2mGxpXJK9zfcD+fPvbpaUFO64lAIEBdXd2SrO6WAofDwfbt29m+fXtKv+r3+6mtrUWW5dS1XKsqcCKRSFULa2pqNmUKoRaPzevIAkn7ubiWwGG340i7hzZD+NFSMDg4SGNj44a54qwU6fdmuqf6uXPnSCQSOJ1O3G43iURi0y3wFoKu69TV1QGsGzGf+X4f//jHaWpq4rnnnqOwsJCLFy/y4IMP8sMf/pCPf/zjvOtd7+JrX/vaup7HFrawGDbfbHANsRg5NwyD5uZmhoaGqKmpITMzc/rr4xGEJMFCvt9Tf1Nj0dRD/hcfJ/7CJGhOhCUOVg10GbnbQaivl/jwCHk33ZF6viRBgTHMGwoCfOimfTg9XjLsFnxOCy0tLRhTFfPTb3kTvY/9FF1PzDvoGYaOIqvUnL6TaHyc/t7LKKo0jZinw2JRCMc1uvpfZC/vm/M5i8FXWkHGgWPYB3uJ+wfRNQ2HzUZGUTGuknICVjtPP/00ubm55OXlbbot8UQikZoUjx8/vin8cOfSqZvyl5k6dbfbTVS1kjAMMuy2eauYiWgE1Wolr7ySn/c+yVB4iGJ3cUqPb0KVVba5t9Eb7OXZvmd5Q8Ub1v3zjoyMcO7cOcrLyykrK1vz46frV81QlJkOG+b1XEkVOBqNUldXh8PhYP/+/Zvq/k6Hy5fFxODArMcFEJycJJFI4LI7QBjYPXP3Jczl/mL602+UteBc6Ovro6WlhQMHDpCbm7sh77kWMD3VnU4nQ0NDKY3/lStXaGlpuSae6iuBWTEXQnDkyJF1/94Nw+AjH/kIL774Ik888URql2Tnzp3s3LmT3/u930sVOLawhWuNG5Kcr0bWMp/PeSwWo76+Hl3XOXXq1Jy6UM3qSOqzDTE/QTeS1UjNnnz95OUW4i9OgiEh3OGrr7PoGHYdwiqJM1Em8uvx7jxEIpGgoaGBSCTCqVOnZmkPFUUhHo8D4MnwUnD6Nvqe/Rm6Hp/m2CKEgWFoSJJEdskJMg9to7+7Di2ho1oWHiQVFQKRcRI9k1hKllcxNiPtqw4epqzsTSSiEeLhMKrNjn2qCS6dDJlb4uZkY27jrifCgQkmBvoRwsCTk4cn+6q8KBKJpEjVZq12QlKnnl4FNslQV1fSy1wIQX5FJRM9XdidrlnVUUPXCU9MULhzF+7CfJ559hmcqnMWMTehSAo2xcaTvU9yX/l960oIBgYGaGpq2jAZghmKkpWVxc6dO1P2bX19fbS2ti67Cmw27plWd5vFLWYulB48TP+FZvREIuWyJIDJQABd1/F6vQSH/ZTsP4g7c2m6XavVSlFREUVFRddM/nLlyhUuXrx4zewqVwszICndh30+T/X0ptLNsgg05VyGYXD48OENIea///u/z+OPP86TTz45b8Ov6U+/hS1ca2xOZnGNMJ/PeSAQoLa2Fp/Pt2CVK+uO16E1vYwlESNhm7uaqmpxdFXF8apXAzDZ0ApxG8ITnpvQOzUI2Amea8dSvJOzZ8/icDg4efLknCRVUZRU5Rzg7t/+IA9GNQbOPolhTF94yJJKdslxbv+192ApdCNdSf59cV4lgQBtJLZkcp6eOLl3797UFrLV4cTqmO6lPZMMBYNBhoaG6O7uprm5GZ/PR15e3po37QXHRml+8lGuNJ0jHgknHWPsdgqrdrHn5tuQXR7q6+vJy8tL9RlcDzB16rm5uTQ0NBAOh/H5fAzFqhkdHMB/pQeby4Urw4skQTwcJh6J4CssouYNbyOkhYhoEezqwjsEdtVOIB4gpscWfe5K0dXVRXt7+5yppRuBmfZt8Xg8pQXu7OzEarUu2KA7OTlJbW3tmklx1hvbdu8nq2Q7w12X8WTnIKsWAoEJDCHIyPASHh/F6nCy8+RNKzr+tZC/dHd3097ezuHDh2ftfl4PCAaDnDlzhpKSEioqKqZdk432VF8JTGKuaRpHjhxZ9wKHYRh88pOf5MEHH+SJJ55Yl522LWxhrbFFztMwl6xlYGCA8+fPU1FRMWsgnImb33YXP//v/6DwSju6os5qCpV1DUsizlBhGXd84JcxtARGN2BJLCiFEZYEXJF58dknKSwpX5AYzvUZ7vnYhxi+8Aae/9/vMjlwBQS4PPkcPfV6cmvKsBQmq+++qt2oFplEQsc2l5H6FAxdkOHwohYvHFCTer5hpGziluvfnL4lvmPHjllNe6ZcIy8vb1WTd3BkmKf/82uM9/dhc7lwZ2WDJBGPhOlqOEv/pYs4dx9kT81xSktLNz2pmgnT0cRisXDq1ClUVUXs28fg/v00PvkofS3nGe7vQ1EUHG4PladuYu/Nt+HyZRJMBJElGd1YuB9DN3QsimXO5tnVQgjBpUuX6O3t3VQe4FarNUWG0tML0xt0zSpwMBikvr6esrIyysrKrot7yGKzcfqX38Xz//sfjPR0EY3GkBQVh83K5PAgDk8GR+59M3kVlat+r42Qv1y+fJnOzk4OHz58XVrnmcmlJSUl7NixY8Hnrren+kpgGAbnzp3bUGL+2c9+lv/7v//jiSeeoLJy9ffpFrawEbghyflayFpMMnD58mUOHjy45ECN8s9+mv5PfhLfyADEQVNVQELVEkjAeFY+8Xe9EwAjEUHSJYS8sKuKgQ66RMX2Ysp27V7wubIsz1n9z6ku5r5P/x5GXEeLxBGqhGJTp10rj6+AfO82ugd7EBaBNMeCIaHpSDKU2A5jyVmcnKfrs0+cOLHqas3Mpr2ZtoJmRX254TK1P/0h4/19ZOTmTZN42F1uDElmfHAA9fJFSt745uuCVKUjGAxSV1eXivI2r4skSRSUbKfgXe8nFg4z3NvD2NgYwYROIBLhfOuFVNVyd+ZuXh56ec6QJhOhRIjXFrx2zcm52esxNjbGsWPHZkm5NgvSbRp37drF5ORkSkrU2NgIQF5eHvn5+dfVPeTOzuHV7/p/PPOTHxHs7cIuS1jsdop372f7/kO4s9dnB2Om/MWsAqfLX8wq8GLyl5kBT9ejdMEk5tu3b1+2o8hae6qvBIZhpJyJNoKYCyH4/Oc/z3/+53/y+OOPU11dva7vt4UtrCVuSHK+UqiqihCCeDxOU1MTgUCAkydPLsuJo+rgbpxfvp8X/79/oqDtPM5Q0oYumJHJQOV+tv/aW3Dak5ddtjoRFgMppiKYi6ALNE1H1qxIVkFJxeIR6TNlLakjCYEQAkMW4FBQZHlOgrD3+DsYefzvCIUS2GwysiJdtVJM6Oga5GflUHrozkXPJRwOU1dXh9PpXBd9drqt4MxwGTMdzrQVXKjKNj7Qz1BHG46MjFna62AwRCwWJSu/kOj4GAOXLrBt1941/RzribGxMerr61OVtvlIoc3pZFtVNabD80yderaRjZEwGA4Nk+3MnnWc0egoDtXBa4pes6bnb26Bx2Ixjh8/vqks+BaCJEkp/arD4aClpYWCggJisRjPP/88TqczReQ3qmq5UkSjUerPnadwz372/fKvXhM5V3oVOF3+MlP3n5OTMyuYyyy09PX1baqAp+UgEAhw9uxZysrKKC8vX/wFi2A1nuorgVkxN4n5evcNCSH44he/yL/8y7/w2GOPsXfv9TNmb2Hj8ZWvfIWvfOUrXL58GYC9e/fymc98hrvuuuuandMWOU+DSeBefvllrFYrp06dWpEt1baK7bzlH79ANBqlr70HXdPYXV2O3W7nypUr9PX1ASArKkqlBdGgIIz4dGmLECQ0DQyBatigPI5iXVxfPZesRQiRbLzq76X3iTriwwEsFhtFe/aSddPOaZNt4euOc7r/A5y59C0CwTBG/OpxVItEcU4hh7d/gIzXL1y5GRsbo6GhgcLCwg3x3p0ZLjMxMZFyKonFYil5QW5u7qzvdLi7k0Q0iiPjalVYCJicDKBpOj6fD0VRiE5OMNzVed2Q88HBQZqamti5c+eyw5FmTt4jIyNMtE7whP8JRkOj+Kw+HFYHKDCRmMAiW/jlql9md+bCOzvLQTweT/kf19TUXLP0ztWgu7ubS5cuTWs81DQtZdNYX18PMM2mcTM1GZs+8uauy2ZYRCxH/pKZmUl7ezuDg4PU1NRs2l2XhTAxMUFtbe26ORMtx1N9uTuSkCTm58+fJxqNcvTo0Q0h5vfffz/3338/jzzyCAcPHlzX99vC9Y/i4mK+8IUvUFVVhRCCb37zm7zhDW+grq7umi3sNs8ssIZY6QQyMTEBsKJAk7lgt9up2Du92j2z6dR76ACjF88iBe0IdxTkZJVaSyQACWvMg2GP4Tu0b0nvOVPWIoQgPDnJK9/4Nn3NjSS0GMnMT0Fzw1MUPFjB0be8Bc+Jq93rJe9+HVln9tP95M8YijWjiwQ2yUWx9SS5Nx3FebJgwXMwLcrWKzFzMaSnw1VVVaXcNUyrMa/Xm5K/OJ1ODC3pWmPeN4ZhMBEIICHhy/Qhp91PxjxuPpsNJincv3//qm3iTI/vj+R8hCN9R/hpx0/pnOhkMjSJJCRKHCXcXnA7t+ffvmbkLRKJUFtbi9vtZv/+/ddN860JIQTt7e1cuXJllkZeVVXy8/PJz89PVS39fj9tbW1Eo9Fp/vTX0qYzGAxSW1u76cNtFpK/xGIxJEmivLx8Uy16lgqTmFdUVFBaWroh7zmfp/r58+cxDCNlI5qTk7No8cok5pFIZMOI+Ve+8hX++q//mp/97GccPXp08Rdt4Rcev/RLvzTt33/5l3/JV77yFV588cUtcn6t0dPTQ2tra2ogXwsyEIvF+NFzFxkMhPFYrbzp5t2zyLMzv5T4HaMEH+lEmnQiZA1DSmARTmTDguGI4bx1G+6SxSUtMF3WIoQgGg7z7D/9K/1tLdhkB25LJtLUAiCuR7ky3krsv7/Fq6T34T5elDqOq6aA3TXvYTl1UJOQ9PT0bBqLspnuGtFoNNVQ2tbWhsvlQg6FMYRA1xIISSYwMYFqsSS3x6eOIwwDCXB4fdfw0ywOIQQXL16kv79/zRsnJUniNdtew01FN9ET7CGkhbDoFiwhC8PDwzz//PPT/NRnyguWCtPRJD8/n+rq6k1LCueDECLVAL2YjCK9aplu02g27a3F9VwJTIequRxBNjNM+UtWVhaJRIKxsTEKCgoYHh6mo6NjQfnLZsP4+Dh1dXUbSsxnwvRUz8vLQwiR6qPo6emhubl5QU91wzBobGwkHA5vGDH/2te+xl/8xV/w4IMPcuLEiXV9vy1cHwgEAtP+bbPNn+0BSSnld7/7XUKhEKdObWxSeTp+4cm56SRikhnTy3y1+ML/PEejJNHvdqLZ7ShC8JOHG9gRjvDaQjHtub7qw9iy8+h/4XnoTGAx7GDXkHeo+A4exZm3fcnva8pahBDous7lujMMtl/EpWSgqBZMtilJEjbZgSqrDIev0PHgM+w78jZkdWWLEl3XUzr9Y8eObVpdp91up6SkhJKSklQK5EBfHwlZwd/Xi+p0Y7XZ8LivEnOAaHASq9NFyb7Nu0Wa/h0cP34cp3NpbjrLhSRJbPek3ZM5UFpaOkunbsoL8vLy5rQVnAujo6M0NDRQWlpKeXn5piZPc8EkJJOTkxw7dmzZVp8ulwuXy0VZWdk0uYbZ8JzetLdeuwlmn8J6ySjWG+Z3EAwGp4WEbZbwo6XAJOY7duxg+/alj//rifQ+isU81X0+H62trYRCIY4ePbruqaVCCL71rW/xx3/8x/z4xz/m1a9+9bq+3xb+/+ydd3QTZ9rFryRL7r1hG2xsMO7dhhDSSAgd2+k9pG7ahvCls+mbvqRtGukhfZNgA6EFCJ2QApbccDfuRZKbbMmqM/P9Qd6J5G5ZFeZ3zp6zwbJmJEsz933e+9zHeRiaaf/MM8/g2WefHfa4srIyzJ8/HxqNBl5eXti8eTMSExNtdJbDOavFOfG06vV6zJ8/Hx4eHuNOCZ0Ij311EMeD/KDj8+Clo+Cpo0Dx+ZB6ukHq5Ybejl6cp9bAw/30TYOmaTTIFOjwCEDGjRlm+foIpDJP/ndq/1GABgSiv4W5MQKBEDDw0NJTgdlFMnjM+9uyotY0Q9F3DFpdJ3g8F3h6JsDP9xwIBKa+TTKgic/nY+7cuU4zPtp4CqRO1o6y3dvB6LTQgYduXTdEIhFEQhEYvQ46jQaJf0ULOiJ6vZ6dtmevv8FQnzpp0B0pVnCkKhrxyMfFxSEiImKEIzg2pHlVp9MhJydnyn+D0ewalZWV0Ov1Ju+npf7eZCS8OX0KjgBpPFSr1cjOzjZ5XyyZ/mJNent7IZFIEBsbO+qwHEdgrEx1tVoNgUCAmJiYEQMKLAnDMPjuu+/wyCOPYMuWLbjooousejwO56KlpcUknWm073ZcXByKi4uhUCiwadMmrF69GocOHbKbQOcxDMOM/zDnQ6vVjvlzsnXu4+ODlJQU1o949OhRxMXFme3T/WKnBF8DoMCDr04/7OdqgQBqoQAXdPfh+RsuZEWVVqtFZmbmlKqdDMNgcHAQR48ePd0M5eODP955Dzw1DdEYzaRagxqgGVx6yd3wvyoeNK1He8fn6OnZD4pSggc+GDAAeHAVhSIi4h/w9c0BcPp9LC4uHhbT5yyQiLWmpib4aFVoOvE7tColGB4PFGWAXqcDT+CCkLgkpC5ZidBp0xwuMcR4amlqaqpDVQABsNvhMpkMcrkcKpXKxFft7u6OlpYW1NbWWsQjbw/0ej0kEgn4fD7S09Ot6m9mGAZKpZK1Zw0MDMDX15d9P81tepRKpSgvL7fZ5FVLQxZHer1+Uokg5P0kVfX+/n672V+IMHfWxRHDMCgvL4dCocC0adPQ29sLhUJh1Uz1TZs24d5778UPP/yA5cuXW+x5OaZOf38/fH19cfLW2+Bt44LRgE6HpM8/g0KhMCs6ddGiRZg1axY+/PBDK5zd+JyxlXMS/zcSUqkUpaWliI6OHhYv5+Liwmadm8Pv3f0YDPVH8ODIiwN3ioJKJEC9SISenh6Ul5fD09MT55xzDgQCAerlKpzqUoFhgHA/NyRO8wZ/jAFFBGJjEYlEmDt3Lrq6utDa2gK9Xg8hBGAYBjzwRqyes89Bn45bbG//DPKu7XAR+MLN9e+BOwxjgFbXieaW/2Im/1FoNGEoLy93agsCyc+eO3cuvLy8EDd3PppLxehqbgRD0/CbFoHgOfHQ8V3QKZWiprYWPj4+bEOpvdMfyCLTkaeWGm+Hz549e9ggKaFQCL1ej4SEBLtM/ZwqGo0GYrEYHh4eY04QthTGaSUxMTHQaDSssKyvr4ebm5tJTONEPhMkkjA1NdUpF0cURbGWxMlG9dli+NFE6OnpQXFxsVML84qKCtbaSIoY1sxU37p1K+655x589913nDDnsCg0TY9b5LUmZ6w4HwlSJT116hRSUlIwbdrw1JGp2lrafDzhaqDH0sDw1FGQebpj094iXJgeiTlz5uBU1yC++K0ZZe390OhPH1/kwsfsYE/cNC8S6TNGb+wjUYk0TYPP57NCKDo6GooDv6K3rRVCxu109ZsBeDyYCHU9pYG/KBSu03yg0TSip3c/XFx8IXTxMzkOj+cCV1EENNpmnDq1Ed3dK5CYmDTi++jo6PV6doS0cX62d2AQkhYuHvF3oqOjodVqWWFZV1fH5lWHhITAx8fHpguU7u5ulJaWOtXESeDvNIjp06ejoqICcrkcAQEBqK6uRn19/aR96vZEpVJBLBYjICAACQkJdjlfNzc3TJ8+HdOnTwdFUWxMY0lJCQCwQigwMHDEir5x3GNAQICtT3/KGAwGVvRZYriNPewv3d3dKCkpcVpLFxHmfX19yMrKMnlfrJWpvmPHDtxxxx348ssvkZuba42XxXGWsG7dOixbtgyRkZEYGBjAt99+i4MHD2L37t12O6ezRpxTFIWysjL09fVh3rx5o25zTEWca7Va6AV88MdxCgkYGjoeH66ePoiLi0O9XIV/76hCp0KDIC9XhHid3v5R6ymc7BjAyz/X4OFLZyNn5nC/M6mYE2FuLNB4PB7mXHIh/vjqa9CUHi4uIjCnfwn0X0KdovUAA0z3i4d7Tig6+74DRang5jpKOgAPMOjdodNXIinpJoSGOp8wN7aBZGRkTKoS5urqygohklctk8kgFovB5/PZiro1G/aAv+MqndmCUFZWhsHBQcyfPx9ubm7DfOoGg4EVQaP51O1Jf38/JBIJwsLCEBsb6xCLI4FAYJKuQWIaiRAyjsFzc3NDY2MjGhsbkZmZ6ZTj7PV6PcRiMYRCIdLS0ixe1Z7I8CPyGTXX/kKEeXx8PMLDw8f/BQeDYRhUVlait7cX2dnZY8Z/WipTfe/evbj11lvxySef4IorrrDWS+M4S5DJZLj55pvR0dEBX19fpKamYvfu3bj00kvtdk5nrDg3trUQMSYQCDB//vwxqx1TsbW4urrCW6tHp6cbMNxuzqITCCCiaKTHRoJhGHxytBGd/VpEBXqYZGp7iFwQ5S9AS58aHx1pRGqED1yFf998SLV8JGFOmDk3B02H/0R7YxVcGXeIXNzB4/MAmoGWUkNHaRDiHglBdARqmuvAMHUABCM+F83QGOgfAEUL4O7Oh6ur2qz3yZ4oFAoUFxePGdNH0zQ6qiuhHVTCKyAIIdGzRnyuoXnVpMJWUVHBCksyodRSwpJhGDQ0NKCpqclh4ionC+mzAICcnBz2veHz+QgKCkJQUBDi4+NZn3pjYyNOnjw5zKduT5wh0WRo3v/g4CDkcjmkUimqq6vZmQuJiYkWjdy0FTqdDmKxGG5ubkhNTbX6rsVY9hfjdKLJ2F9IA25CQoJTLrJJbGhPT8+4wnwkJpKpLhAI4O/vz+4oHDx4EDfccAPef/99XHvttdZ4WRxnGZ9++qm9T2EYZ6w4J5AGm5CQkAk1LE7V1jJzUI12b3dQPEAwQgGdATAoFCBJ3ou0uExUdQ6gsnMAwV4iE2FO4PF4mObthjaFBn809uKC2CAwzGlvuEFnANWqBNU2CMZAg+8uhEu0NwTBbqzodBGJsOCBO3Fiw7doqz8Jpa4XPPDAgIGQ74pIn3ikXrwCVLYvZF1d6OnpA4+vgl4/AFfX02klPB4PFE1BoVBAwBfA19cPOp0KPJ5jWw6GQtJAZs+ePWI8GW0w4M8tP6D291+h7lcAYMDj8eETEoqURcuQeOEloz730AobEZYNDQ0oLy9nK5ZTGSxDYj+7urqQnZ0Nb29vs57HnkzUnz2eT93T05PdpbB1XrVcLkdZWZnTeYM9PDwQFRWFyMhIEztRVVUVampqTKaUOlpT8VC0Wi2Kiorg5eWF5ORku9iJpmp/6erqQklJidPufjEMg+rqanR3dyMrK2vKA7NGy1TfuHEj3nrrLcTHxyMrKwsFBQV46623cNNNNznEbhUHhzU4Y9Na9Ho9mpubUVlZiTlz5iAyMnJCX+SqqiowDIOEBPPGkBdXtuHflW2QerkhcFAL41scDaDHTQQvPYWrGAq35eZge1kn3jt4CpH+7mOeX2P3IK7JjsAt8yNBURQMXWpoDrSD6tYCFPN3frmQD5eZ3nC/IBx8N9MbrKKxAy17/oCmVwmhwBXhs+MQsDAeAt+/u6jl8u1obtkAmg6EXmcATdOndxMoA1xFrvDy9oJB3wvw+Iib8xZEIsdv4GMYBs3Nzaivr0dycjJCQkKGPYamaex882W0V50Ew5yOnuTz+KApCgaDHgKBC1IWLcU5V90w6eOTiqVMJoNCoYC3t7dJQ+lEPpcURbERcZmZmePeCA0yGTR//AGquxs8FyFE8XFwTUsDz47WEKVSCYlEgsDAQMTHx5stqIzz1Lu6uszKUzcXYidKTk5GaGio1Y5jLWiaZrPwMzMz4e7uDpqm0dfXx35GibAkVWBHSyfSaDQoKiqCr6+vQyZEjZb+Ymx/IRXzpCTn7NkhwpwM2rL2TlZzczM++ugjbN68GR0dHQgODsaKFSuwcuVKXHzxxVab6QAAhw8fxvr161FUVISOjg5s3rwZ+fn5Jo+prKzEY489hkOHDsFgMCAxMREFBQUOk1FvL5w5rcXenLGV86qqKrS0tCAzM3NSW/8CgWBKHbrpCRG4rqMH/+tTQ+Z5+qYmpBkYeDzQfB58NXrM6+3FZbmnxwpTNAMeMDGBRp9u/DT0aaDe0wa6Twu+twg84embE8MwgJaGvkYB6Gl4LJ0BnuDvG5fvzDD4/iN/zGP4+S2AVPYjKIMSnp6h0Gg0UKlU4PP50Gg1MFA6CAQ9CA5aPmVh3q5qx68dv+IP6R9QG9Twd/XHeWHnYX7YfPiKLLPNTtM0ampqIJVKx5yYWfRTAdqrKsATuEDk+vdFhO8iAF8ohEGrQdm+3YhISJ70ICJSsYyKioJOp2MrwKdOnWKTNUJCQkaNGNPpdKwty9gGMhKMXo/+//0Pg3t/AT0wwP47z8UFLpEz4HfXXRDNmTOp87cEfX19KC4uxvTp04clJE2WsfLUrelTb2pqQn19vdPaiYjPn2SAE9HN5/MREBCAgIAAkymlbW1tqKyshI+Pj0lMoz2rlWq1GidOnEBgYCASEhIcsnI6nv2Fz+dDr9dj5syZTpmMQ6YQ20qYA6c9wZ999hmeffZZ3H333Thy5Ai2b9+ONWvWoKOjA5dccgk2bdo05er9SKhUKqSlpeG2227D5ZdfPuzn9fX1OO+883D77bfjueeeg4+PD06ePGmVc+E4ezhjK+dtbW3w8PCY9Iq6oaEBCoUC6enpUzp+TYMMG4+cRLOrK9RCF4goGhEaDS5LjgKtbEV8fDyCg4NxvLEXz+2oQrCnyMRPbgxFM2jtU+Oe86OwNDEY2t9l0Em6wfd3Pe0fHwKjo0CrDPBcOgPCmMmvGHt6D6K1dQM0mn7odO7w9g6ESCiETt8LrbYXNB0KlTIPXl4R7DbkZCMFf+v8DZ9VfIY+bR9cBa5w4btAS2lB0RQivCKwJm0Non2iJ33uxhgMBlaMZGRkjHoToWka3z3+AJS93XAd5fNC0wx06kFEpWRg2QOPTum8CCRZQyaToaurCzweb5i1QKVSQSKRwMfHZ9zte4ZhoPjsM6h27gTfwxN8Pz/w/no8o9XCIJNBEBSEwHWPQxg9tfd2MhAbiLWHqhhvhctkshHz1M193vr6erS2tiIjI8Mp/dkGgwElJSWgKAoZGRkTXrSQKZByuRzd3d1wdXVl38+pDEszB5VKhaKiIjY21BGF+Xh0dnayNjeVSuVQw48mAsMwqK2tRWdnJ7Kzs61asSYUFxdjxYoVWLduHR555BGTvzvxvB8Zf7VQAACy0klEQVQ9ehR33nmn1c+Fx+MNq5xfe+21EAqF+Oqrr6x+fGeDq5ybzxlbOQ8NDTXLO26JCaE0TUM/KMei6QwyMhLg72+asnLsWAc7NS1tui9m+LujuUeNGf4ji4culRZ+7kLMj/YDT8/AUNsPnqtgRGEOADyRAFDqoavuM0uc+/qcjyaqE3r9Lnh69IOmO6HRAi4Cb4SGLkXYtBsA+LIiiFSAiVAfL1Kwpq8Gn5z8BGqDGjO8Zpg8lqIptKna8HbJ23h27rPwdTVPCGk0GhQXF0MoFI5bbe5qasCgog+CMSLY+Hwe+Hw+OutrzDqfkTBO1jC2FlRVVUGv18PHxwf9/f0ICwtDfHz8uGJE39CAwf37wff2gWCIgOS5usIlIgKGlhYMbNmCgP/7P4u9jrFoa2tDVVWVTWwgQ8eLj+RTJ7sUE/Wpk5u/XC5HTk6O3XPtzcF4QNJkowaNp0BSFMXuUpCGPeOYRmum6SiVShQVFSE8PByzZ892SmFOel5SU1NZXzXZpbBk+ou1YBgGdXV1NhXm5eXlyM3NxUMPPTRMmAOnv/MJCQlm21CnCk3T2LFjBx599FEsWbIEEokE0dHRWLdu3TDrCwfHZDhjxbm5TFWc63Q6FBcXQ6/XY/78+SNW64yPIXLh4/q5M/Dmvjq092kQ4iOCy1/VKAPNoFulhd5A4/rsCPh7uoLu1oLRUuC5j/2n44kEp/3oZpx/SUkJaDoaWZkbYDA0QKeTgcdzgYfnHLiK/hZY5KY9NFKQiM7g4OARPcB7m/eiX9+PGZ4zhl1sBXwBwj3C0aZqw7HOY1gWtWzSr2GyU0t1g4NgGBp83tjigsfjg57CgKqxGGotaG5uRm1tLUQiEdra2jA4ODhuBVh99CiYQTUEM0a2G/H4fPD9/KAVS2Do7ISLFb2uDMOwMX0ZGRl2yc82ToIw9qmfOHGC9amPFXtJ0zTKy8sxMDCAnJwcuyfEmINOp0NRURGbaDKVRk+BQMC+ZwzDoL+/H3K5nG16JrsUQUFBFhVuAwMDKCoqwowZMxATE+NQgnWikOmrxkOeeDwevLy84OXlZbH0F2tBdo/a29ttJswrKyuxatUq3HPPPXjiiScc8u8uk8mgVCrxyiuv4IUXXsCrr76Kn3/+GZdffjkOHDiACy+80N6nyOGknLHi3NwvskAgMDtKUalUQiwWw9vbG5mZmdDr9XhtRyWqdAZQYBAEPv4xb/qwBcD5swOhp2h8fqwZbX0a0AyD0x2eDPzchbg2Kxz5adNOvyYe+dE4biSGwWTDVJRKJYqLi+Hj44OkpKS/bgZJf/1vdEaKFJTJZCgvLwdN02y1MjAwEEqDEmK5GD7C0avrAr4ALjwXHO04OmlxTgbzREZGTvhG7h0UDD5fAJqmIBjjK0HTFNy8rJ+Q0traivr6eqSkpCA0NJStAMtkMtTU1MDLy4t9T728vNjXqG9oBE8oHPM18728QHV0wNDRYTVxTprFpFKpw6TKDPWpk8+oceylsU/dYDCgtLQUOp0OOTk5ENl4S9YSkMZJb29viyea8Hg8+Pr6wtfXd9Q0HfKeTmVcu0KhgFgsxsyZMxFtQyuWJens7GQr5mN5zO0x/Gii1NfXo62tDdnZ2TbZPaqtrcXKlStxyy234LnnnnNIYQ6A3QHPy8vD//21G5meno5jx47hgw8+4MQ5h9mcseLcXEj272QhE/kiIyMRGxuL93+pw7fQQu7DBwUBOzF0T3Ubzu0R4kFPpcnvXxwXjJwof/xa3416uRIURSPc1w3nxwYiyOvvCzHfTwS+txC0Qn/avjICDMOA0dMQREz8IkpE7YwZM6bUsGccKRgfH88OQamtrUVZWRkobwoqrQr+bsMHKhnjKnBFt6Z7UscmFoqEhIRJDfPwDZ2GgMgoyE/VgRaKwB/BLkTTDMAwiErPmtQ5TQaybdzW1mYyFGZoBZiIoMbGRtYDHBISAvB5E1q0nR4Ra52bnXG1ee7cuQ5ZbR76GSU+dZKn7uvrC41GA5FIhOzs7ClPnLQHg4ODKCoqslnj5NDPaHd3NzuuneTXE/vLRCvAJEs+JiYGUVGjDEVzcDo6OlBZWYm0tDQEBU28gX5oNKs97S9EmGdlZdlEmJ86dQorV67ENddcg5dfftnh0niMCQoKgouLCxITE03+PSEhAUePHrXTWXGcCTjfXcfKTNbWwjAMmpqaUFtbi6SkJISHh+Oj/XX4QKjDoIAPV5qBO3262G0AoHLhYV+IEIZKHT4eYpPzdnPBksQQUFTgqIOFeAI+RPH+UB/rBGOgwXMZfuFi1BR4Qj5Ec/wm9BpaW1tRXV09aVE7HsZDUGbPng2VSoWq1ipQ7RS6NF3wcfWBq8gVIlcRBHzTG7aBNsBfMLaAJ5At15aWFrMtFOlLVmL/x+9Br1FD6OZuItBpmoFePQhXTy+kLV4x6eeeCDRNo6KiAr29vWN6m4VCIVtdIx5gmUyGkpISePMFCFCpYNBq4CpyHXnAUn8/eN5eEFpB7JCmQ4PB4DTV5qE+9b6+PpSUlLDNpcePH5+0T93eEH+2vSaXCoVCTJs2DdOmTTPppaipqYFWqzXJ/B+tAtzT04Pi4mKny5I3hgjptLS0KaX7TMT+QoS6pe0vp06dQktLC7Kzs+Hl5WWx5x2NpqYmrFixAqtWrcIbb7zh0MIcOL3bkZOTg+rqapN/r6mpcdoFJYdjcMaK86nYWiYqzomgIs1ipNL5P50Gg158eOkZGJ+FCwAvA4NBAQ9HA12w9Xgz8nIiTZ5vvImfACBK8oe+RQlDsxI8NwF47i7g8XlgKBqMygCGYuCaGQTBtLGrliQSq6OjA5mZmcMaVy0JucFkxWUhdSAVZV1lcHVxhVarhVKlhIvABa6urhCJRBAIBNBQGswNnTvu85Lc5r6+PuTk5Jh9A4nJmocBuQzHf9oEvXrw9HvP54OhTm9bunp64eI77oNvqOWtIHq9HqWlpdDr9Zg7d+6Et6yHeoB7QkPRX1ICTUcnlF5eEIpEcBWJIBKJwOfzwRgMoAcG4LlsKQQW/ltrtVpIJBK22uzoQ2xGQqVSoaysDEFBQUhISABFUawIKioqMnm/R/Op2xuFQgGJRILIyEhER0fbfTExtJeCZP53dHSwFWDynhKLFskAd9Zx9oDlhPlI2Mr+0tDQgObmZpsJ87a2NqxYsQKLFy/Gu+++6zDfL6VSibq6Ova/GxoaUFxcjICAAERGRuKRRx7BNddcgwsuuAALFy7Ezz//jG3btuHgwYP2O2kOp+eMjVKkaRp6vX7Svzc4OIgjR45gyZIlYz6OZE9TFGUyFOazA3V4VaADn2HgSo/8uwwApQsP53cbsDE/lZ34OahUo+lAO1CjgIuOBiXggYr0woxLpsM7yLQBh9ZQ0ByXQV+rAKP+yyPP44HvI4JragBEKQFj3phJzODg4CAyMjJs0uBD+K3zN7xb+i7cBe7wdfUFTdPQ6XTQ6rTQaXXoRz+8RF54MvNJxE0bPTLt7+ZVGunp6RbxYcoa6lH2yy60VZ4EpddB5OGBmRk5SL10ObwDLT9wSaPRQCKRwNXVFampqVO2UCi3bEX/t9+CZmgYPL2gZWgY9AaIDHqIBtUQxUQj+Kmn4GLBfGUS9+jn5+eQQ2EmQn9/PyQSyahpIMY+dblcbtU8dXMh1ebRJuA6GsYV4O7ubgiFQnh6eqKnpweJiYlOK8zb2tpQXV2N9PR0mzZCG6e/jDb8aKKLNdLMnZWVZZOekc7OTixduhTz58/HZ5995lCL+4MHD2LhwoXD/n316tXYuHEjAOCzzz7Dyy+/jNbWVsTFxeG5555DXl6ejc/U8eCiFM2HE+dD0Gq1OHDgABYvXjyqyBgYGIBYLIaPjw9SUlJMBNXazWXYFiSAl8G0aj7sOVx4iFFS2LM0GTRNo7OmB6qCBnjpT/85SEsoAGj5POgvmIZZF0QMf50qPQxtg4CBBs/dBS7TPdmhRKNBBKFIJEJqaqrNhQXDMPiu9jtsb9wOiqbg5+oHF97pnHOFTgE3nhuW+S1DmDqMrVYOnf44ODgIiUTCju92pIv5RCENxMQXPJ6obRlowZH2I9DSWkR6RWJhxMJhv8MwDAb37oVy60+gpFIwDA2GpkG5CKGOjETn/HPgGhHBpulM1apBKrURERFOG3FHvM3R0dGYOXPmuI+3Vp76VCDxhnFxcYiIGH6dcHQoisKpU6fQ2NgIoVBoEtPoKIufidDa2oqamhqbC/ORGLr4maj9xdbCXCaTYfny5UhLS8NXX33llD0eHCPDiXPzOWO/BVOxtQCnbxYjiSWZTIbS0lJERUWNLEaMVfUEoCgK/d1qDP4lzHU8Hhjjw9KAK82Af6gTLb4izEgzrXjyPYUQzZl4FrhCoUBxcTGCg4OnNEJ9KvB4PFwXex1mes/EvtZ9qFfUY5AZhJAvxAXhF2BR5CIk+CeMmvzi4eGBpqYmhIeHY86cOU4pCHt6etgG4vFSZVqULXi16FWc7DkJPaUHAwYCngDvuL2Da2KvwXVzrmMfy+Px4Ll4MTwuvBCa4mJQXd3gCV0gio+HMDISs4wiBZuamiAUCtnFz2SHynR3d6OkpASzZs1yWn8l+WxNRtRONE89ODh43Mx/S0DSQJx1FDxwOmqQ9IwEBgayi5+mpiacPHkSfn5+rLB01Kz5lpYW1NbWIiMjw6oWwYlijv2lqakJDQ0NNhPm3d3dyM3NRUJCAr788ktOmHNw/MUZWzlnGAY6nc6s39u9ezcuuugik/G7JLe5rq4OycnJCAsLG/H33/q5Gu97UnChGYjGsbWc02PA58viUb2pDoHVA8OFOXk8DbgxDLr9hEhcM7nR8caQIRgk/cARRC3DMJCpZdBSWniLvOHvOvJNjeQqNzQ0QC6Xg8fjISgoCCEhIQgKCnKK5kMCEVPx8fHjCsIWZQv+eeif6FJ3wYXvAje+G8AD9LQeWkoLF74Lro29Fvek3DPp86Bpmm0olcvl7OKHpGqMdaPs6OhARUUFEhMTR/0ujERfZweaSyXok3ac/htGzkRkSjo8/W1fZWxvb0dlZaVFByQZ56l3d3db3adOLBQpKSlOOQoeGL/arNFo2MVPT08PPDw82Iq6n5+fQ1zHWlpaUFdXh4yMDLb3yFEZzf4iFArR19eHrKwsm0zB7e3txapVqzB9+nRs2rTJqa7hHBODq5ybDyfOR2Dv3r2YP38+2wRDmg67urqQmZk55oVLrVZj8ZF6tHsMbwhlHyM4/a+P6Pm45cLZOPWqGF46BlrB6DcZF4oBw+PB664E+IZMzh9OFhYNDQ1ITk4+HbvnZJBUnFOnTiE5ORkeHh6srWBgYAB+fn6sVcMR4/sA09eQmpo6oWi1tYfX4rjsODxcPIYl2jAMg0HDIFz4Lvj44o8x23f2lM6NxF7K5XKo1epRUzWamppQX18/qWY3mqJQsns76o//Bp1GDT5fAIABQ9Nw9fRG8iVLEHvOeTYTWuQ1WNN+YFytlMlkFvepk89SWlqa3S0U5tLc3Mz+HSZSbSYDz+RyObq6ugDAJKbRHpVX8hqcQZiPhE6nY+cS8Hg8CIVCq6W/EBQKBXJzcxEUFIQtW7bYPLedwzYQcX7n1jsh8rStONepdPg472OnFedn7B7SVG7yxoktxo2f8+fPN6mmj4S7uzuW6wT4ypWGyoUHN4qBy1/LHxqARsADzQOyegyY4daB33/vwnS9EOPlw1A8HlwYBv0dqkmJc5qmUVlZie7ubmRnZzvlh5SmaXaEuvFrINFiGo0GMpnMZEhPSEgIQkJC4Onp6RCVtaGDeSbyd+hQdaC0uxQufJdhwhw4/Rn3cPGAUq/E97Xf44nsJ8w+P+PYy9jYWKhUKshkMjZ1wtfXF8HBwWzFbbKfpfJ9P6P66EEI3T3gGzKN/ZswNI1BRR+Kd/0EoasrojPHT+iZCiR2s7W11eoVwqFZ1SNZNcxZUDIMw0bcjVcscGQaGhrQ2Ng4qddgPPDMeEFZX1+PsrIykwXleNdqS0AWSM78d5BKpejq6kJOTg68vb2tPvxoYGAAV1xxBXx9fVFYWMgJcw6OEThjxflUIOKcNH76+voiJSVlwhWEdSsToN96Epu9GQwIeTDemhAxDHK6KbxxYTT8POLQ1dUFLVogwF+Dbng88MAbNiOG99eTCEQT3xbX6/Vs7vTcuXNtcrOyNGRSo1arHXWojZubGzsAhTRByWQyNDQ0wM3NjRVAU5lUOBUoikJ5eTmUSuWkBvP81vkbdLQO7oLRH8/j8cDj8VDeXW6p0wUAeHp6Ijo6GtHR0dBqtez7qdVq4e7uDplMBoZhJuSpVvX1ou6PYxC6ucF9iI+Vx+fD0z8AA11yVBzah8iUDAis1PzHMAy7UB0rS94aWMqnTuJPOzs7bRZxZ2mMFxdZWVlmFwxGWlB2dXVBKpWiurqanaRrrUE9ZDfSmYV5a2sramtrTV6DNYcfqVQqXHXVVRAKhdi6davD7nJycNibM1qc83g8mOPacXFxQXd3NxobGxEdHW3WxMyn85KwumsA7x5pQpOAAcUDAgwM8mf4YemCv33G06ZNw0lfKYL69ODhtB+dYejTgx55PPD+eh0uYKB24WH6LL8JHV+lUqG4uBienp7IyMhwyjQT41SZ7OzsCdkAjJugjHOqJRLJqMkv1kSn06G4uBgAJj2YR0eftmXxeeOfp4E2mHV+E0EgEEAul0MkEiErKwtKpRIymQxisXhC72lLeQm0gyr4BI9up/Lw9cNAtxydddWISEi2+Gsgk0uVSiVycnLsvlAdOlGTfE6N39OhPvWhiwtbxp9aCjIFt7293eKLC09PT3h6eiIqKgo6nY61v5BBPeQ99ff3n/L1kFT9p7K4sDfE6z+aHcfSw4/UajWuueYa0DSNXbt2OWxjLweHI3BGi3NzYBgGer0eDQ0NSE1NnVL6QVSQN/6TnwSKosYcLOSREwJ6bxtEDKDnnx6tzjDMX0KdgYA+HQHTFyZE5ATuKT09PSgtLUV4eLhdJgRagoGBAUgkkgnHDI6EQCBgt8CNk19OnjwJiqJMGkqtsXhRq9UQi8Vmxz1Ge0eDz+NDT+shEows6klGfqiHZRoah0JsXS4uLuwoe09PT5P3VC6Xs+9pYGAg+54S/++gog/A6Sr5aAiEQjA0A1Vfn8Vfg/Hk0uzsbIdrPBMKhQgLC0NYWJjJe1pZWQm9Xo+goCAEBgZCLpdDpVI5xOLCHIi1SyaTITs726riTCQSjfmeBgYGst7/yX4eGhoa0NTU5NTCvK2tjRXmE02WmcrwI41Gg+uvvx4qlQp79uyxSRIMB4czw4lzI0h1TavVIiYmZsqxZAzDwGA4XdEca+Jn9PwwlFf2Iqh1ECKKgZ7HA8ADH4ALA/AByN0ARZQChw4dMhGVQxug2traUFVVhbi4OKcde00mBJLcaUssLoz9v/Hx8ejv74dMJkNdXR3Ky8vZm3VwcLBFxBsZahMaGoq4uNEHKY1FTkgOwjzC0KpshZAvHPE59LQeAp4AK2eunPI5D4UsLry9vZGcnDxsgTTUU93f3w+5XI6GhgaUl5ez/l+KHiW2yIjTO1wM+ALL7maQnQuBQICsrCyHj2obyadObBoURcHPzw8ymcyhG59HYmjV35bnPvQ9VSqVkMvlaGlpQUVFBdtPQWJax/qunjp1Cs3NzTaLGrQG7e3t7JAkcyMfh76nQ+0vEokEUqkU+fn5yM7Oxs0334yuri7s3bvXaS1AHBy2xLHvVFNkMrYWMn6cYRgEBARMKUmBVDNlLVL8+e43MAx0w0BrwePxIRR5ISQ1DfNuyzX5nYTVcajZcgpu1f1w/2uAEQNAx+dhINwds6+bjSQ3IWspIALIuFLZ3NyM1tZWZGRkOG16Q2trK6qrqycd0TcZeDwefH194evri9jYWPZm3draisrKyiknv5DFxVQjK/l8Pm6KvwmviV+DyqCCp8ATPP5fjZQMw8YpxvrGYvGMxWYdYzRIv8VEFxfG7+ns2bMxODgImUyGzs5OdCgGoNFqwe/vh4en54g7CDr1IISubgiKnGmx16DRaCAWi+Hp6emUg6p4PB48PDygUCjg5eWFhIQEtlppjzx1c6FpGhUVFVAoFHav+vN4PHh7e8Pb2xsxMTHQarWs97++vh6urq7sezo097++vp71yTurMO/o6EBVVZVFU4pGsr/09fXh4MGD2LhxI9zc3MDj8fDOO+/YbFF2+PBhrF+/HkVFRejo6MDmzZuRn58/4mPvvvtufPjhh3jzzTexdu1am5wfB8d4nNHifKIMDAygqKgIfn5+SElJYbfozYFhGNA0jdJN+1G/fw+U+l4woP+qgzNg9D1Q/iGFvKIKK197lP09gUCAhCtiYaAotPwhha5PC767C6bnhCDS6+8tQnJjmTVrFlutaG1tRUVFBfh8PqKiopzai9rW1obMzEybDvEwvrGQ5BcigCab/EJ2Liw1EGblzJXo1/bj08pPoTQoAfy96BTwBIjzi8Nr571mUf88GZA0c+ZMs3cuPDw82N9XJyVhV2sjFLJOaLRaCAQucHUVQSRyhVDoApqioO7vx/SkVPhNs8zIdpVKBbFYjICAACQmJjqscB0LvV4PsVgMFxcXZGVlQSAQwNvbe1I+dXtj7PXPzs52uGQOV1dXTJ8+HdOnTwdFUaxPvayszGRKaX9/Pzo6Opy2CRc4LcwrKyutHr0pEolw5ZVXIj8/H7fffjuqq6sxd+5cPPHEE7jjjjtw6aWXYuXKlVi5cqXVCjAqlQppaWm47bbbcPnll4/6uM2bN+P3339HeLhlrjscHJbirBfnUqmUrXKSSY3GUYqTgWGY002IrTLU79+Dfn03RDxXCPhCo8fQ0NEaKPobsXPdf7H85QdMnsNFIED0uRO7UHh6esLFxQVSqRQ+Pj4ICQlBT08PGhsb4e3tbSIqHRmKonDy5En09/fbPEVjKMbJL3q9ns2oJskvpPlxaPILSaBobm62+M7F9XHXY+H0hfhf7f9QIi+BntYj2D0Yq6JXYWHEQosKMTKoKj4+3mI3LHcPD5x39Q049v1XGFT0QiASgqIo9Cn6QGu14FF6+IaGI22JZaw5/f39EIvFiIiIGHmKrxOg1WohFovh7u4+YlLUeD514x21qeapmwtN0ygtLYVGo3FIr/9QBAIBe800jmmsqqqCXq+Hr68venp6IBAInMpSBJwefEaE+URnE0wFiqJw7733orS0FAcPHkRYWBgYhsHJkyexfft2bNy4EY8++ihkMplVPp/Lli3DsmXLxnxMW1sb7r//fuzevRsrVqyw+DlwcEyFM1qcj3VTZhgGDQ0NqK+vR0pKikmV0xxxTirmNE3jz/e+hVLfO0yYnz4nPkR8N2ipQWj62tHf3292UxFpmiTVQT6fz24rElFZX18PT09P9qbj5eXlUGLFOM1k7ty5DnUDFwqFJskv3d3dkMlkkEgk4PP57Hvq6+uL6upq9PT0ICcnxyqVtTDPMPxf+v9Z/HmNIePHJzttUktpUdlbCZVeBU+hJ+L94+EmMLUuhMTMxvk33o6TB/dCdqoWevUgRAD4Hu7wjoiD64wYFJWfRGBg55REJan6k34FZ0StVrM7eeR7PRYTyVMni0pbiUqKolBSUgK9Xo+srCy7LRDMhdi0yDTizMxMdqfSmSxFwN8LblsJc5qmsWbNGvz+++84cOAAWx3n8XhITk5GcnIyHn/8cahUKrsuHG+66SY88sgjSEpKsss5cHCMxRktzkeDVGp7enowb968YeJYIBBAo9FM+PlIxZwkshgGusGAHibMCTweH0K+K9RUP/5890cs+tftk34NZOt1pKZJkUiEiIgIREREwGAwsLnfx48fh0gkMhGV9rypqFQqSCQS+Pj4ICkpyaE9wcZVtaEpJTqdDgKBALNnz3baFA0ymCczM3PCUw4NtAG7m3djT8seyAZlMNAGCPgCBLsH49IZl2J51HK48P++xATOiMQFN90OhbQTA92nRY9fWAQ8/fzBMAzbT0FEpb+/PysqJ/K+ymQylJeXIy4uDhEREeM+3hEhdpygoCDEx8dP+vs5Vp56bW2tTUSlwWBAcXExGIZxiibckWAYBrW1tWyevKenJwIDA9kdNWJ/EYvF4PP5JpYiR7qOSaVSlJeXT3gi8VShaRoPPfQQDh48iAMHDmDGjBmjPtaeO6SvvvoqXFxcsGbNGrudAwfHWDjfVXOKkO1iAJg/f/6IHkgXF5cJV85Jtdw4KtFAa//ymI8OnyeAntZB298/qfNnGIYdF52UlITQ0LEj9FxcXDBt2jRMmzYNFEWhp6cHMpkMxcXF4PF4rOC0Ve43obe3FyUlJU5pPSCVSi8vL/T29sLV1RV+fn5oaWlBTU0NAgIC2IZSR9oJGAkyQbanp2dSflqaofFF1RfY07wHQr4QQW5BEAlE0NN69Gp68XX11+hQdeD2xNtNBDoA+IZOg2+oqR/fuFHPWFQOnfoaHBw84u5Pe3s7KisrkZKSgpCQ0fPUHRnShBseHm6x78TQPHWy+2Mtn7per2d3ljIyMpxWmNfU1EAqlSIrK2uYiBQKhew1laZp9PX1QS6Xo7q6Glqt1iSm0Z4ee7JYTU1NndROmLnQNI1169Zh586dOHjwoMPuXBUVFeG///0vxGKxU913OM4unO/KOQWIF9Xf33/M9IaJ2FpIIgt5nHFUIo93uvlzbJjTk0AnER1nPMbenNHjxjdjclMxzv0mVcrAwECrVn86OjpQUVHh1HGPpMLp7+9vYj0gY+8tlfxiTSiKYj3Bk03RKJIVYV/rPviKfOEt+ju5QsgXIsQjBEq9EgfbDiI1KBXzp82f9LkZi0rj4ScNDQ1sokZISAj8/PzQ3NyMU6dOOXVKUV9fHyQSCWbOnIno6GirHGOoqLS0T500sAqFQqSlpTlUBXmikCx2uVyO7OzscZvr+Xw+AgICEBAQgDlz5rDWl7a2NlRWVsLHx4e95k6kodxSkJ3VyVrUzIWmaTzzzDMoKCjAgQMHMGvWLKsf01yOHDkCmUyGyMhI9t8oisJDDz2Et956C42NjfY7OQ6OvzijxbnxhXCkxs/REAgEbD75SBBRTmIah1achCIvMPoeMAz9l1Afjp7RQ8h3Rewl50/otej1epSWlkKn001qBPxoGN9U4uLi2OanmpoaaLVakyx1S/kCGYZhR16npaXZZJvVGvT19aG4uHjEqr/x2HuNRjNi9XeiyS/WhFQ4eTzehKevGnOw7SAMtMFEmBvjJfRCn7YPB1oP4JzQc6b0WodOfSW7PyUlJez3cPbs2U6bn9zd3Y2SkhLExsaOaQOwJJb2qet0OhQVFcHd3R2pqakOkxYzGYYK88leY0eKFCSWolOnTsHV1ZVNf7HmTqVcLkdpaSmSk5NtsovEMAxeeuklfP311zhw4ADi4uKsfsypcNNNN2HRokUm/7ZkyRLcdNNNuPXWW+10VhwcppzR4hz4O0Xj1KlTSE1NHdcGAoxtazFu/BxtsFBIahqUf0ihozUQ8d2GCXSaMYBmDPBwDUXsxZnjns/g4CCKi4vh7u6OnJwci28V83g8+Pn5wc/PD7Nnz2a9v42NjTh58iRr0wgJCTHbpkHsE2QIibPmBJPmqokIKTc3N8yYMQMzZsxgk1+Mq7/28v6T/G8PD48Rk0DGQ0tpUd1XDW/h2H9Db6E36hX1GDQMwlNoGX8p2f0JCgpCRUUFurq6EBQUhNbWVtTX17Pix5zJj/aAWA8smY4zWabqUyefJzIJ11mFeVVVFbq6uswS5iNh3PtDFpVyuRzl5eWgadrE/mKpAgiZsZCcnDyhe91UYRgG69evx0cffYT9+/cjMTHR6secCEqlEnV1dex/NzQ0oLi4GAEBAYiMjBzWGEt2lRx9YcFx9nBGi3Oybd/b2zti4+dojGZrGdr4OZqgmndbLuQVVVD0N0JLDULIdwWfJwDAQM/oQTMGeLn4Iy53/PgmUqUNCwvDnDlzrC7ihnp/yTAZMvmN2DQm2qQHDK/6O2PTJAA0Nzejrq7OrIrUeMkvpEpp7YxqpVLJNhwmJCSY9XmimNPVav4ou0IEPo8PA2OAgRl9F8ocaJpGWVkZVCoV5s2bBzc3NzAMw1qKyORHe6SUTAZi77KVkJoo4/nUya5aQEAAtFotmyyTlJTklB5eMr2U9F1Y47NibClkGIadpksKIOSzSqaUmgMR5hPpRbIEDMPgv//9L95++23s3bsXqampVj/mRDlx4gQWLlzI/veDDz4IAFi9ejU2btxop7Pi4Jg4Z7Q4l0qlUKvVozZ+jsZI4nykxs+xWPnao9i57r/Q9LVDTfVDT+vAAw9Cvis8XEMRl7sCcZfmjPkc5OY9Z84cm213D8V4mMxQm8ZEstTVajWKi4vh6upqlaq/LSDJDe3t7WZ5/YcyNPmFeP8rKipAURQrfgIDAy36fhFfc2Rk5LjWrrFwF7gjwC0A7ap2+IhGX/AOGgYR7B4MTxfLpTIYDAaUlJTAYDCYZGcbWwpiYmJMPquk+ku8/97e3nYXka2traipqXF4e9dYPnWdTgcA8PX1tUnhwBowDIOKigr09vYiOzvbJoWDodN01Wo121NRW1sLDw8PVqhPdFetu7sbpaWlSEhIsMjws/FgGAbvv/8+1q9fj59//hlZWVlWP+ZkuOiiiyY8HRwA5zPncDh4zGQ+wU4GRVHQ6XSTrkQODAzgzz//xCWXXDKs8ZPH403qJtTffzouUdvfD56Aj9hLzh/XymI80CYlJcUhb96kSU8mk6G7uxvu7u6s4CTip7+/HxKJBMHBwYiPj3fK7W4y4bC/vx8ZGRlWjf8yrqjJZDKo1WqLJb8Q+4SlfM07G3diY9VGhHmEDUtjAU7HLLar2nFj3I3Ii8mb8vGA0585iUQCFxcXpKWlTXjhYjxNs6urC0Kh0KSh1NafS9J3kZ6ebtNJuJZEqVTixIkT8PDwAE3TUCqVDr9TMRQizPv6+pCVleUQO3oGg4GNaezq6gKPx2OtWqM16vf09KC4uBgJCQlWm7hpDMMw+OSTT/D0009j586dWLBggdWPyeGc9Pf3w9fXF3duvRMiT9vaDHUqHT7O+xgKhcLsWTL25IwW5zRNQ6/XT/r3BgcHceTIESxevNik8XOywtwcSAa7QqFARkaGU4yKJjcUqVTKih9vb290d3cjJibG7BHw9kav17NNhxkZGTb3MBObhkwmw8DAAHx9fdkF0GTED6nSWrJBTKFT4OUTL6NeUY9Qj1C4Cv7emdJSWkgHpZjpMxNPZD8BP1e/KR+P+Jo9PT2RkpJitqCmKAq9vb2QyWSQy+VgGMbEp27NhJGhefLOeMMATgvzoqIik8hHUv2VyWTo7e11+CE9ZFqlQqFwGGE+FJqm2UZ9uVwOjUaDgIAA9rPq5ubGCnNb9SwwDIMvv/wSjz76KLZt24aLLrrI6sfkcF44cW4+Z7Q4ZxiG3XqdDFqtFgcOHMDFF18MABOysVgCrVaLkpISAEB6erpTNLQNhaIo1NTUoK2tDXw+n/VahoaG2jxLfSqo1WpIJBI2fcLesXDGNo3e3l54eXmxVcrRpr6SKbhNTU1WqdJKB6V4t/Rd1CnqYGAMEPAEoGgKLnwXxPjE4L7U+xDuOXXBQGIrAwMDzfbJj4TxiHaZTMaKH2tk1JMkEJlMhszMTKdYdI8EiaOdMWPGqNYo4yE9XV1dw3zq9r4G0DSNkydPYmBgAFlZWXbNIp8MJKZRLpdDoVDA3d0darUa0dHRU7KpTRSGYfDtt9/i//7v/7B161ZccsklVj0eh/PDiXPz4cT5COj1euzbtw+xsbGYNm2aTaoqSqUSEomEHdltbzFoDmR4R0dHB9LT0+Hj48P6qWUymU2z1KfCwMAAJBIJO6XR3mJiKMSmIZPJ0NXVNWLyC0mfkMvlyMjIsFo6joE2oKy7DEWyIih0CniLvJEZnIm0oDQIR5mQOxmIGLTFsCqyUyGXy9mbCvm8mtukB/ydVNTb24usrCynsHyMhEKhgFgsZqcSTwRjn7pcLmfz1ElV3dbj24lNTalUOpUwH4pMJkNpaSm8vLwwODjIWrWsGdP4448/4t5778WmTZuwbNkyiz8/x5kHJ87NhxPnQyBNn62trejo6GA/XObYCSZKV1cXysrKptyoZ08oimJvehkZGcPEDPFTy2QySKVSq2WpTxXSWEWaYB39b2Gc/GLsUVWpVNDpdE4tBnt6elBSUjIpMWgpNBoNuwDq6emBh4cHW1GfjE3DOFkmMzPTIe0TE6G3txfFxcWYNWuWyfCWycAwDBvTKpfLTXzqU0kpmShEmKtUKmRlZTnlziRwurFbLBZjzpw5mD59OmiaZmMa5XI5DAaDSUyjJV7n1q1bcccdd+C7775Dbm6uBV4Fx9kAJ87N54wW58Bpq8hEGK3xU6vVspXf3t5eNqEkNDTUIjcTMvI9MTHRJs081kCr1aK4uBh8Ph9paWnj3gxI7J1UKmVv0pbIUp8qZAR8QkKC3TKnpwJN0+jq6kJVVRXbCG28AHKmpBzSwBoXF4eIiAi7novBYDBpKCVWrZCQkDGrlBRFoaSkBDqdDpmZmU4rBsmQJCIGLcVQq5Y1fepkkTQ4OOj0wlwikWD27NkjNnYzDMMOlCLXVrIDRKaUTpYdO3bglltuwZdffokrrrjCEi+D4yyBE+fmw4lzmA4WAkZv/CQT30hCCYlnCw0NnfTER+JB7ezsRHp6Ovz8/Cb8u46ESqWCRCKBj48PkpKSzLKqkCx1mUxmk52KoZDJpY2NjUhNTR02oMJZ0Gg0kEgkcHNzQ0pKCutRtXTyi7Uhmfq2mnA4GYhNg1R/SfQlqVKSBZDBYIBEIgFwun/EUXaGJguZNmntBetQn7px9r+/v/+ULHA0TaO0tBQajcapF0nEVjSaMB8JsgMkl8vR09MDNzc3k5jG8ewve/fuxQ033IBPPvkE1157rSVeBsdZBCfOzeeMF+c6nW7MvFPjwUI8Hm/CXr2hvl83NzdWqI+Xo2wwGFBWVga1Wo309HSrb+daC2I7mDFjBmbNmmWRStdIjY+hoaFjZqlPBZqmTRr1nHVyKWmaDAgIQEJCwrDP8Uh+alsugCYKiRlMS0tDQECAvU9nTIZGXw4ODiIgIAABAQFob2+Hm5sb0tLSHLa3YjxkMhnKysqQlJRkk+xsgiV96sbCPCsry2kXSUSYT8VWZDAYTOwvAExiGofurB04cADXXHMN3n//fdx0000Ob/HjcDw4cW4+Z7U4n+jEz/GgKApdXV0mUYJEqA8dIkGG8ohEIqSmpjrtzYIMSIqLi7PoVrcxZOT9WFnqU4FMkFWr1cjIyHAokToZFAoFJBLJhJsmzUl+sTYMw6Curg5tbW1OGzOoUqnQ0dGBpqYm0DQNHx+fcYd0OSrk+52SkmLX3Yup+NRpmjaxFTnrtba/vx9FRUWIiYlBVFSURZ7TOKlILpdDpVLh3Xffxfz583HllVeio6MDV155Jd566y3cdtttnDDnMAtOnJvPWSvOLSXMh0JRFHp6elg/tfE0SD6fj5KSEoSEhCAuLs7hUkAmgvGAJFtaQEiWOrlJkwUQGSQz2b8fGWjD5/Od2nZARnbPnj3brIraRJJfrA0Zn97d3Y3MzEynE7IEtVqNoqIi+Pv7IyYmBj09PWxDKdlZm8zUR3tBbEWpqakONwCNLCyJTWO0Rl3i99fr9U4tzAcGBlBUVMQ2qFuLvr4+vP3229izZw9KS0vh6emJBQsW4LnnnkNWVpZN7lWHDx/G+vXrUVRUhI6ODmzevBn5+fkATl+nnnzySezcuROnTp2Cr68vFi1ahFdeecUp+4POFjhxbj5nvDjX6/WslxwYvfHTGpDtWalUCqlUCoPBAB8fH8TExCAwMNDpxDmJhOvp6UF6errdLCAknYD41Hk8Hlv5nUiO8uDgIMRiMXx8fJCcnOx0fwcCaWC1lO2AJL8Q8TPZ99UczpQ0E6VSCbFYzC68ja8pxlMf5XK5iZ/aEXK/jWlpaUFtbS3S09Md3lY0mk89MDAQra2t7PAwTphPnBMnTuCaa67B4sWLodVqsWvXLnh5eWHVqlXIzc3FxRdfbLXv6K5du/Drr78iKysLl19+uYk4VygUuPLKK3HnnXciLS0Nvb29eOCBB0BRFE6cOGGV8zGGYRiHXlA7Kpw4N5+zSpxPtPHTkpBmw1OnTiEmJoZNf3GWzG+CXq9HaWkp9Ho90tPTHUZE0TQ9LEvdOKFk6PtKLCDh4eGIjY11ygsuwzBoampCQ0OD1XYvjN9X4vu1dPKLwWBASUkJDAaDXSawWgqSxT59+vRxey9Ge19JQ6k9hWRTUxNOnTqFjIwMp2tQN27UbW9vB03T7PXVUnGCtkSpVOLEiROIiopCdHS0TY5ZXFyMFStW4F//+hcefvhh8Hg86HQ6HDlyBD/99BN++ukn5Ofn480337T6ufB4PBNxPhLHjx/H3Llz0dTUZLYPfyTIbvrAwACrHxxtB8lZ4MS5+Zw14pxUy8nLtUW1iqZpVFRUoKenx2QQDPH7EUGp0+kcOvLOeFpmSkqKw50fwThLnUx8NH5f+/r6UFZWZrYFxBEgg546OzuRkZFhk4sOiWcj7+vg4CDboGdu9CWxFbm4uCAtLc1hP1PjQfK/zcliN469k8lkUKlU8Pf3Z20atlwANzQ0oLGxEZmZmfD19bXZcS0JRVEoLi4GRVGYM2cOW1W3dZ76VCHCnMy9sAXl5eVYtmwZ/u///g9PPPHEqBOHNRqNTXpzJiLOf/nlFyxevBh9fX0Wuw4SYV5eXo41a9ZALpejra0NL774Iu655x6ugj5JOHFuPme8ODcYDDAYDFbxl4+FTqdDSUkJaJpGenr6qJPohgoftVqNwMBA9gZt7y1ZhUKB4uJip/PJkyx18r4ODAwAACIiIjBr1iynnAxIxo4rFApkZmbaTWQYRzSak/yi0WggFovh6emJlJQUp/lMDYXkf8fGxk442m4s1Go1W1Hv6+uDt7c3uwCabFTrRGEYBvX19WhtbUVWVpbTphVRFAWJRAKGYZCRkWGy2JuoT90RUCqVKCoqYndhbEFlZSWWLVuGu+++G88995xDvB/jiXONRoMFCxYgPj4e33zzjUWOSYR3dXU1FixYgNtvvx3z589HRUUFnnzySRw4cAAXXnihRY51tsCJc/M548W5SqUCAJsKc5L97e3tjeTk5ElZVkgygUwms/twHjIIhsR3OcJFe7IQ8dHc3IywsDAolUooFAqHjRIcDWIB0ev1yMjIcJjFxVDhQ7L/R0t+IZGPgYGBSEhIcMrPFPB3zKC1hofpdDq2Ube7u5tt1A0ODjarAXokGIZBbW0tOjo6kJWVBS8vLwucue0hmfI8Hg8ZGRljXm9H86kHBwcjICDArvZClUqFEydOsKlLtqCmpgbLli3DzTffjJdfftlhFspjiXO9Xo8rrrgCra2tOHjwoEWFV39/P6677jrExMTgnXfeYf991apVCAsLw0cffcRqCY7x4cS5+TjnXvIE6evrw+zZs7Fw4ULk5eVhyZIlVk+CINnf06dPn1Cs3VC8vLzg5eWFmJgYdjgPSU/w8/NjhY+1t7ybm5tRV1eHpKQkhIaGWvVY1oLYinp7ezFv3jz2b6/VatnKb21tLby8vEwi7xxNMOp0OojFYgiFQmRnZzuUBcTNzQ0zZszAjBkzTJJfmpqaIBKJ2Mqvn58fBgYGIBaLJxz56KiQRlxrxgyKRCKEh4cjPDzcpFG3pKQEAEwaSs0RlGQImlwuR3Z2ttMm5BBhTlKXxnsvhEIhpk2bhmnTppnkqVdVVZnkqdvap24szG1VMT916hRWrlyJa6+91qGE+Vjo9XpcffXVaGpqwv79+y0uutrb29HT04O1a9cC+LuoFxMTg/r6egBw2usWh3NxRlfOGYbBiRMnsGnTJmzevBltbW249NJLkZeXh2XLlln8i93a2orq6mrEx8dbfOS4RqOBTCaDVCplV4IkS92SlV/jyaUZGRlO6z+daKV5aJY6ibwLCQlxiC1vkizj6+uLpKQkp7iBAn9HihKbBun5CAsLG3FIkrNA0kzS0tLsMkmWpmm2X0Uul0Or1Zo0lE5EUDIMwy5as7KynGLnaCQMBgPEYjEEAsGEhPlYjJSnTnbXrO1THxwcxIkTJxAWFmazRWtTUxOWLl2KlStX4p133nG47+NIlXMizGtra3HgwAEEBwdb5dh79uzB4sWL2WMKhUKsX78ex44dw+bNm9nHyeVyq53DmQJXOTefM1qcG0MmxRGhXl9fj0suuQR5eXlYsWLFlLaKyfZwe3s7UlNTrR5BRiq/UqnUolM0KYpiY+0yMjIcvnFqNMgYe1dXV6Smpk640kyGSZHMbxcXF/bm7O/vb3Oh3t/fD4lEgmnTpmHOnDl2XyiYi1QqRXl5Ofz8/DA4OGiV5BdbQJomHSXNhAhKsrgkjY/kMzuS6CZ9C/39/cjKynKY1KXJotfrTRqKLW1HsZVPnQjzadOm2Sw9qq2tDUuWLMGiRYvwwQcfOIwwVyqVqKurAwBkZGTgjTfewMKFCxEQEICwsDBceeWVEIvF2L59u8lubkBAgEV2OYY2exrbV958801s2rQJv/76KwDg4YcfhouLC1544QWnuX7ZA06cm89ZI86NIUNPNm3ahMLCQlRUVOCiiy5Cfn4+Vq5cicDAwAlfJI0FbXp6us23h0nlVyqVoru7Gx4eHqxQn8y0R61Wi+LiYggEAqSlpdm9EdVclEolJBLJqGPsJ8rQLHUAbEXdFtnUxB4VHR2NqKgopxXmbW1tqK6uRnJyMkJCQkwaoMlkQtJXERwc7DBeemOMp5c6ctOkWq1mBeVIk18ZhmGvVVlZWQ75Xk8EvV4PsVjMTlm2tk/cYDCgq6vL4j51tVqNEydOICQkxGaL787OTixduhTnnnsuPv30U4eK8D148CAWLlw47N9Xr16NZ599dtRIyQMHDuCiiy6y6rn997//xddff43jx4/j8ccfx/r169kJ2Ryjw4lz8zkrxbkx5MZLhHpxcTHOO+885OfnY9WqVQgNDR31oqnRaFBcXMxWb+wtaA0GA1tFI9MeiVAfq9pDBK2/vz8SExMdppIyWYigJRFklrrZMQxjkqVuMBjGzFKfKp2dnTh58iQSEhKcevpdY2MjGhoakJaWNupu0kjJL0RQOsLODcMwqKqqglwuR1ZWltN4s439/93d3ey1icfjIScnx6mFeVFREVxdXZGWlmbza9VIOfXm+NTtIcxlMhmWLVuGjIwMfPnll1zFF+MPFyLV8w8++AB79uzBvHnz8Oyzz+L48eNITk4GRVEOtcBxNDhxbj5nvTg3hgwMKigoQGFhIf7880/Mnz8feXl5yM3NRUREBPtFPnr0KL766iusWbPGIT20o1k0ho677+7uRmlpqcUFra0hgjYuLg7Tp0+32nGMK79SqRQajcai0ZekEdcRR6dPFONKc2Zm5oQvjMaNuhNJfrE2pKG4r6/Pqb3ZOp0ORUVF0Gq17L+RxaUzDEAjkMZoNzc3pKam2v2aO5KtaCI+dSLMg4ODh02TtRZdXV1YsWIF4uLi8N1339m9kGQviNg2FuVdXV1wd3cfc+H9+eef4/bbb4efnx/27NmD7OxsTphPAE6cmw8nzkeBYRi0traisLAQhYWFOHbsGLKyspCXlwcXFxc888wzuPvuu/Hvf//b7jeJ8aBpGt3d3Wy1h8fjISQkBAKBAM3NzUhMTHTaCi3DMGhubkZ9fT1SUlJs3qAzNPqSDJEJCQmZVHXSWNA6cyMusYx1d3cjMzPT7EozqfwSK8HQ5BdrCxrSo6JWq5GZmem0lWaDwYDi4mI2/1sgEEChULCCkiwuiU3DUSdpkgWGh4eHw2bjj+RTJ59ZsnOp0Whw4sQJBAYGIj4+3ibCvLe3FytXrkRkZCR+/PFHh/0b2wqKovD4449jzZo1oCgK2dnZ2LVrF3Jyckb9nX379uHSSy9FUVERMjIyOGE+QThxbj6cOJ8ADMOgs7MThYWFeOutt9DY2Ij58+dj0aJFyMvLc6pYOBIfVltbi4GBAQgEAtb6EhgY6JA3vdEwnpaZnp5ud0FLhsjIZDKTRJ3xLBo0TaOyshI9PT1TErT2hqZp1tOcmZlpsWbDockvwNSjBMc7XnFxMQwGAzIzM522ykiaJkdLMyGDuohQHxgYsFlCyWRwBmE+lJF86gEBAejp6UFQUBASExNtcs9QKBTIzc1FcHAwNm/e7LSLTEuyZ88ePP300/D29sbx48dx77334qWXXhr393p7e+Hv788J80nAiXPz4UxnE4DH4yEoKAglJSVQqVTYuXMnmpqaUFBQgBdffBFxcXHIy8tDfn6+zaohU6GjowN6vR7nnHMODAYDZDIZqqqqrO6ltiQURaG8vBxKpRI5OTkOISTc3d0RFRWFqKgoE4tGXV3dqFnqFEWhtLQUGo0GOTk5TpueQaIrDQYDsrOzLVqdEwgEbGXXOEqQZFMbWzSmKqSJoOXz+cjKynJaXy6xgJDEopG+yzwej52rEB0dbVL5ra2thaenJ7sI8vb2tst1jQhzT09PJCcnO4UwBwAXFxeTPHWZTIbKykowDAOpVAqDwWD1PPWBgQFcccUV8PX1RUFBASfM/2Lx4sVobGzE3XffjejoaFx33XUATi9WgeE55sQCQ4o/jnxf5Dhz4CrnE6C3txdXXXUVurq6sG3bNnZUN2kU/Omnn1BQUIC9e/di5syZyMvLw2WXXeZwudR6vR7FxcWgaRrp6ekmF2uGYdDf3896qUl+MqmiOZJI0el0KCkpAcMwSE9Pd/htWuPmvK6uLjZL3d/fH/X19U6fkKPT6Uxi7Wz1WbF08stEBK0zoNVqIRaLp1RpJpM0SUOpQCAwiRW1xXVNq9WiqKgI3t7eDnctnQxarRYnTpyAn58fEhISTHYrrJWnrlKpcMUVV4DP52PHjh1OuxtnaUhu+RdffIHDhw+jvb0dPB4PTz75JM4991wA4zeJckwcrnJuPpw4nwB33XUX2tvb8d1334054rq/vx/bt29HQUEBfv75Z4SFhbEV9YyMDLveXAYHByGRSODp6YmUlJQxhYfxQA6pVIrBwUEEBgYiNDTUIk2PU0GtVkMsFsPLywvJyclOJ6DItMf29nbI5XLw+XyEh4cjNDQUfn5+TidANBqNyd/D3p9xYivq7++fsK0IcKzXMRWs8TqIFY4sgiiKMtmtsMZi7EwS5kVFRfDx8UFSUtIw0TeaTz04OBi+vr5miUS1Wo2rrroKOp0Ou3btctjoT1tCrChDhXdhYSE++ugjAMATTzyB888/HwBw8uRJhIeHw9/f3y7ne6bAiXPz4cT5BBgYGICHh8ekhKBSqcSuXbtQUFCAnTt3IiAgALm5ucjPz0dOTo5NRaVCoYBEIkFYWJhZsV0qlYoV6qTpkQh1W26VkqE8oaGhNks5sAYDAwOQSCSswDGeoklsBM7g/1epVBCLxQgMDERCQoJD/T1GS34JDg4eZtEYHBxEUVGRQ76OyaBWq1FUVMRGolrjdRjvsMnlcnbhTgSlJa4HGo0GRUVF7FRcZ/176HQ6nDhxYlRhPhSDwcDuVpibp67RaHDddddBoVBg9+7ddu/DcQSIMO/t7cXTTz8NoVCIyMhIrF27FgCwZcsWfPTRR2AYBvfccw90Oh2uvvpqNs6Ww3w4cW4+nDi3AYODg9izZw8KCgqwfft2eHp6YtWqVcjPz8f8+fOtagOQSqU4efIkZs+ejcjIyCk/n1qthlQqNcmlJg2l1vRLd3V1obS0FDExMU49lKe3txfFxcWIiopCdHQ0+zqGZqkTL3VoaKjVqpNTgSz4pk+fjlmzZjn032No8otQKGQr6i4uLhCLxU4/hZUsMIKCgmza90IsGnK53KQJOjg42CwrBUkzseYCwxYQrzzZwZjs6yB56mSBqdPpEBQUNKZPXafT4cYbb0RHRwd++eUXruqLv6MTVSoVEhMTMWPGDAgEApw6dQpz585FQUEBAGDnzp345JNP8Oeff4Kmabzyyiu4+eab7Xz2zo+ziPOXX34ZhYWFqKqqgru7O84991y8+uqrdh0yxYlzG6PRaLBv3z4UFhZi69atEAgEWLVqFS677DKcd955FrOMMAyDpqYmnDp1ip3OaGk0Gg0rJvv6+iZlI5gMbW1tqKqqQmJiIsLCwiz2vLZGJpOhvLwcc+bMGTOL3dhLLZPJoFarLZqlPlV6enpQXFyMWbNmISoqyq7nMlmMk1/IQClvb2/ExMQ4Vea3MSqVCkVFRQgNDbXrAoPsVhCLhru7+7AowbEgwpxM93V2YW6pJlbjPHW5XM6m6lRVVSE9PR0pKSnQ6/VYvXo1GhoasG/fPqedkWBJiIXFYDCgrKwM77//Pj7++GP09PTg2LFjuPXWWzF37lzs2LEDAFBbW4vBwUEAQFpa2qgNohwTx1nE+dKlS3HttdciJycHBoMB//rXv1BeXo6Kigq79Wtw4tyO6PV6HDx4EAUFBdiyZQsMBgNWrlyJ/Px8XHTRRWY3OtI0jerqashkMptFDOp0Olbw9PT0mKSTjOXTHwuGYXDq1Ck0NzePOWXSGWhtbUVNTY1ZCyViKyJxdyRLPTg42ObpLjKZDGVlZU4/vbS3t5e1evH5fJPdClKdtPciaCIMDAxALBYjIiLCoXYwiEWDCEpi0SDxl0MFK7HkOLswJxNM3d3drRb7SHzq999/Pw4cOIDw8HCEh4ejs7MTv/32G6ZNm2bxY47G4cOHsX79ehQVFaGjowObN29Gfn4++3OGYfDMM8/g448/Rl9fHxYsWIANGzYgNjbWJufHMAyWLl2Kmpoa5Obm4r///S+A03+nffv24dZbb0V6ejp27do14u866+fQUXAWcT4UuVyOkJAQHDp0CBdccIGVznBsOHHuIBgMBhw9ehSbNm3Cli1boFQqsWLFCuTl5WHRokUTFmGkSqBWq5GRkWGXqYZ6vZ7dju3u7oa7uzsr1CcayUayv7u7u5GRkeG0TU3GC4yMjAz4+flN6fnUajXkcjmkUumkstQtQVtbG6qrq622E2MriEXKeAfDuAlaJpNNOfnFFvT390MsFrPTfR0V0lBKhPrQRZDBYMCJEydsbsmxNLYQ5kPp6urCmjVrcOLECahUKri6umLVqlXIy8vDJZdcYvXr/65du/Drr78iKysLl19++TBx/uqrr+Lll1/GF198gejoaDz11FMoKytDRUWFTQoL/f39+Oijj/Duu+8iMTERO3fuZH9mMBhw6NAhXH311Zg9ezb++OMPq5/P2YYjiPOWlhYTce7q6jru9byurg6xsbEoKytDcnKytU91RDhx7oBQFIXff/8dmzZtwubNm9HT04OlS5ciLy8PixcvHnWbRaPRoLi4GEKhEKmpqQ5R+SPDOEiTk0gkYsXkaGkEBoMBpaWl0Gq1yMjIcNrsbzIts6urC5mZmWbvIIzG0N0Ka467b2xsRENDg9PvYEilUpSXlyMpKWnMCiNJfhnqpbbFImgi9PX1QSKRIDo6GjNnzrT36UyYkeIvSYZ0UlKSXYoJloAIczc3N6SmptpEmFMUhfvvvx9Hjx7FgQMHMG3aNBw9ehRbt27F1q1bIZPJcPPNN2PDhg1WPxfgtP3DWJwzDIPw8HA89NBDePjhhwGc7lUJDQ3Fxo0bce2111r8HEYaEKRQKPC///0PDz744LD3g6Io7N+/H729vbj66qstfj5nO44gzofyzDPP4Nlnnx3192iaRm5uLvr6+nD06FErnuHYcOLcwaFpGidOnGCFent7OxYvXoy8vDwsW7aMrSj/+eefWLNmDd58803MmzfPIZM+SIwguTGT7GSS+c3j8aDVak0ysx1hgWEOZEiSpadljsbQLHVXV1e2UXcift/RYBgGdXV1aGtrQ2ZmplN2vRNI5T8lJQXBwcET/r2Rkl/sOZyHWHJiY2PZmQvOyODgII4fP84udhQKBby9vU0aSp2hiq7X6yEWiyESiZCWlmaTay9N03jwwQexd+9eHDhwYNgCjWEYlJeXo6WlBcuXL7f6+QDDxfmpU6cwa9YsSCQSpKens4+78MILkZ6ezlpMLIXBYGAb5zdv3oza2lrMnz8fsbGxmDZtGj799FP861//Qm5uLj7+eLhoAzgri6VxBHE+2cr5Pffcg127duHo0aNj9oZZG06cOxE0TaOkpIQV6g0NDbjkkksQHx+PDRs24LbbbsPLL7/skMJ8KDRNmzTm8Xg8+Pv7syOSnTlrmgx7YhgGGRkZNl9gjLUImkyWOrEW9fT0IDMz06kHmTQ3N6Ourg7p6elTqvwP3QkiyS9kOI+1b+zd3d0oKSlBXFwcIiIirHosazJSE6tOp2Pf2+7ubri6uo67y2ZvDAYDxGIxhEKhTYX5unXrsHXrVhw4cACzZs2y+jEnwlBxfuzYMSxYsADt7e0mjfxXX301eDwevv/+e4sd21hUX3TRRVAqlRAIBKBpGj4+PtiwYQOmT5+OH3/8EU8++SQuuugifPXVVxY7PsfIOII4n4zn/J///Ce2bt2Kw4cPIzo62spnODaOlc/GMSZ8Ph8ZGRnIyMjACy+8gIqKCqxbtw5vvvkm4uLiUFNTg6+++gorVqxAYGCgQ97MCHw+H0FBQazPtLW1FbW1teDxeOju7kZFRQVCQ0MnnO/rKGg0GkgkEnZ72x7nbizGjQfIlJWVmWSpj/XeGlf+c3JynNpa1NDQgKamJmRlZU25OXroWHbS9FhaWgoAE3pvzYUcx9lTi4gwnzZtGmJjY9nrlEgkYpsbyQJTLpejuLgYPB6PnQvgKNcEIsxdXFxsZmWhaRpPP/00CgoKcPDgQYcR5vaGfIbuuusu6PV6/PLLL/Dz88PixYshlUohEong4eGBa665BjweD3fddReuu+46m+0qcDg2DMPg/vvvx+bNm3Hw4EG7C3OAE+dOC8Mw+Oabb3D06FHs27cP4eHh2LRpEz799FOsWbMG559/PvLz87Fq1SqEhIQ4tFDv6upCXV0d26CnUCgglUpRVVVlkvcdFBTkEDfl0SBDeUjihCNU/vl8PgIDAxEYGIj4+PgR39uQkBAEBQWxW8IGgwElJSWgKArZ2dlmpwbZG4ZhUFtbi46ODmRnZ1u8qdh4SExCQgKbU19dXQ2dTsfGX1oi+YV45ZOTkxEaGmqhV2B7lEolioqKEB4ejtmzZ496XRq6wCSZ38bvLXnv7WF9MxgMJvY7W1yXGIbBiy++iG+++QYHDhzAnDlzrH7MqUB6OqRSqcliUiqVmthcLIVGo0F9fT0eeOAB+Pn54cEHH0RFRQW2b9+OmTNnorGxEb6+vrj66quRk5PDDRjiYLnvvvvw7bffYuvWrfD29kZnZycAwNfX1259MJytxQnRaDS45ZZb8Oeff2Lnzp2Ij49nf0YqhQUFBSgsLMSJEycwf/585OXlITc3F+Hh4Q4l1IndYKQEEOPmMalUCo1GYyImHcmP3tfXh+LiYqcYygP8nU5CBkqp1WoEBAQgMDAQbW1trH/W0YYfTRTSjNvd3W1zS85oyS+kqj7Z5JeOjg5UVFQgNTV1Ul55R4MI86nEPhpnfstkMnZiMRHqtriRUhQFsVgMPp+P9PR0mwnz//znP3jvvfewf/9+pKamWv2Yk2W0htCHH34YDz30EIDTNoeQkBCLN4QyDAOVSoWVK1diw4YN2Lx5M9555x1s27YN2dnZ6O3tZfuxVqxYwf4eGVLEYR2cxdYy2rXo888/xy233GKFsxsf57zznuXs3bsXTU1N+P3334cJWh6Ph5iYGDzyyCN4+OGH0dLSgsLCQhQWFuLxxx9HdnY2cnNzkZ+fj8jISLuJSFLVbG9vR2Zm5ogRgzweDz4+PvDx8cGsWbOgUqkglUrR2NiIkydPmgzmsWd1Vy6Xo6yszGJTWG0Bj8eDt7c3vL29MXv2bKhUKrS1taG2thY0TcPf3x8dHR12yVKfKjRN4+TJk+jv77eLJcf4vZ01axYGBwchl8vR2dmJ6urqSU3RJE2s6enpCAwMtNErsDxKpRInTpzAjBkzEBMTY/Z1x/i9jYmJYaNF5XI5ampq4OXlxS6CLJ1YBJwW5hKJxObC/L///S/eeecd7N2716GEuVKpRF1dHfvfDQ0NKC4uRkBAACIjI7F27Vq88MILiI2NZaMUw8PDTeIWzWFoKguPx4OXlxfCwsLY2R6HDh1iq+MNDQ0oLCwcVrHnhDkHADhijZqrnDspxp3pE4FhGHZIRGFhIQ4fPozU1FTk5+cjLy/PptVeIp4UCgUyMjLMqmqONpjHnMrkVGhvb0dlZaXT2w2IDzgoKAjR0dFsZdKak1+tAUVRKC0thUajQWZmpsPlkxtP0ezu7oaHh8eoMwBaWlpQW1s75SZWezMwMICioiLMmDHDqh5p48Si7u5uiEQitqI+mUbo0aAoyqTR21bC/P3338dLL72E3bt3Y+7cuVY/5mQ4ePAgFi5cOOzfV69ejY0bN7JDiD766CP09fXhvPPOw/vvvz8lS46xMP/555/h6uqKadOmISEhAV1dXbj++utRU1ODY8eOQaVSobu7G1deeSUuv/xyvP3222Yfl2PyOEvl3BHhxPlZCMMw6OrqYoX6/v37ER8fzwp1aw4C0ev1rJ85IyPDIhVvtVrNCnWFQgFfX19W8Fhrm5thGDQ2NqKxsdHps78VCgUkEsmIlhydTmcyUMqaWepTxdgrb4+UnMkyUvILqfoqFAo0NjZaZHCVPSHC3NaDkiiKQk9PD7sQIo3QwcHBCAwMnLSwJsKcpmlkZmbaTJh/8sknePrpp7Fz504sWLDA6sd0dIxTWa6//nr8+uuv6O7uxrx583DllVfinnvuwfHjx/HAAw+goqIC3t7eCAwMxLnnnov3338fAGdlsSWcODcfTpyf5TAMg97eXvz0008oKCjA3r17ERMTg7y8POTn5yMpKcliFzKNRgOxWAx3d3erJZlotVpWqPf29rK5ySEhIRbzHTMMg+rqakilUmRmZjrt9FLg72i+WbNmISoqaszHmjNQylbo9XpIJBIIBAKn9MobR4t2dnaCoigEBwcjPDzcLDHpCJAJplFRUXZNP2AYBgqFgr0uaLVak4bS8QoEFEWZLPps8dliGAZffPEFHn/8cWzbtg0XXnih1Y/p6BgL8z179uCJJ57Ad999h7a2Nnz//ff47bffsHr1aqxduxYAsG3bNvj4+MDLywtZWVkARh5SxGE9OHFuPpw45zBBoVBg+/btKCgowO7duxEeHs4K9fT0dLOF+sDAACQSCRudaIvKxWhV39DQULMHnNA0jfLycgwMDCAzM9NpJxoCfyeAJCQkIDw8fFK/OzRLnc/nmwyUsmVlSqvVsou+lJQUp735MgyD+vp6tLS0YM6cOax1y9LJL7agv78fRUVFDjfBlDQOkuvCwMAAu9MWHBw8zLZF0zSKi4thMBiQmZlpM2H+7bff4sEHH8SWLVtwySWXWP2YzsSXX36Jn3/+GQkJCXjqqacAnJ5g/Pbbb2P//v245pprsG7dumG/x1XMbQ8nzs2HE+cco6JUKrFz504UFBRg165dCAwMZJtJc3JyJnyh6+npQUlJCVtBs0eFdegETTc3N1aoT3TKI7FNGAwGi1ly7EVraytqamomPS1zJIyz1GUy2YSz1C2BWq2GWCyGj4+PRXd5bA3DMKipqUFnZyeysrLg5eXF/vvQ5BfSX+GozboKhQJisRgxMTHj7sbYG41Gw1pfhk5/9fT0RGlpKfR6vc2EOQD8+OOPuO+++7Bp0yYsXbrUJsd0FlpaWnDHHXfg+PHjuPLKK/HRRx+Z/Oydd97Bvn37sHDhQrz22mt2PFMOgBPnU4ET5xwTYnBwELt370ZBQQF27NgBLy8vrFq1Cvn5+Zg/f/6oAow0TJpTnbUWFEWhq6sLUqnUZMpjaGjoqPYMrVYLiUQCkUiE1NRUp7NNGNPY2IiGhgakp6fD39/fos891EKg0+lGzFK3BCRXPjAwEAkJCQ7lf58MDMOgqqoKXV1dyMrKGrPpdmh/xWSSX2xBX18fJBIJZs2a5TTJRQS9Xs/uBnV1dYFhGAgEAiQmJiIoKMgmC78tW7bgH//4B7777jusWrXK6sdzdIiVxdjScuLECaxfvx6///47nn/+edx8883s49vb2/H8888jICAAL774or1Om+MvOHFuPpw455g0Go0Gv/zyCwoLC7F161YIhUKsWrUKl112GRYsWAChUAiapvHUU0+huroaH374ocPGwJHGMSJ4Rhp1Pzg4CLFYDD8/PyQmJjp1dZYM5cnIyLD6BWukqq+l4i8HBgYgFovHHWbj6DAMg4qKCvT29iIrK2tSNqmhtq2xkl9sgTMLc2NomkZJSQm7S9HV1QWapk0aSq2xON++fTtuvfVWfPXVV7j88sst/vzOhrENRaFQQCAQwMPDA3w+H2VlZXj55ZfR3NyMO+64wySLmoQCAKY+dQ7bQ8S54uPL4ONhWzte/6Aevndu5sQ5x9mJXq/HgQMHUFBQgC1btoCiKCxfvhxyuRx//vknfvjhB8yfP9/epzkhiD1DKpWyCQ9+fn7o7e1FeHg45syZ47QXepqmUVlZiZ6eHpsP5SEYe337+/vh5+fHisnJ2DOIbWLmzJmYOXOmU/9NTp48yfYvTMWiMlbyiyViBMejt7cXEokEsbGxmDFjhlWPZU1omkZZWRnUajWysrIgFArBMAz6+/vZ/goysIuIdUvEde7evRs33XQTPvnkE4sO53FWjEX1G2+8gcLCQnax9PrrryMjIwMVFRV4+eWX0dDQgNtuuw233XbbqM/BYR84cW4+nDj/i/feew/r169HZ2cn0tLS8M477zhcpqyjYzAY8Msvv+Dee+9FV1cX/P39cf755yM3NxeLFi1ySH/saDAMg6amJtTV1bGWHSJ2nC09g6IolJeXQ6VSTVkEWgqNRsNW1Pv6+iacqtPT04Pi4mKnGvg0EkQEDg4OWjyP3Tj5xRIxguNBhPmcOXMwffp0iz63LSHN3iqVCllZWaPu7AxdZE7VWnTgwAFcc801eP/993HTTTdxgtKI1157DS+88AKef/55GAwG7NmzB7/++is+//xzXHHFFSgvL8frr7+Oo0eP4p133uE8+g4GJ87NhxPnAL7//nvcfPPN+OCDDzBv3jy89dZb+PHHH1FdXT1sAifH6HR1dWHVqlUQCoUoLCxEVVUVNm3ahC1btqC3txdLly5FXl4eFi9e7PDDbMjI9MTEREybNg39/f3sqHtr+qgtjcFgYPOZHTX7e6JZ6mQSa3x8vMP0L5gDGZSk1WqRmZlp1cbikWIEjT+7U/08kMXS2SLMh2I8VKqnpwfu7u7sIt7Hx2dcoX3kyBFceeWVeOutt3DbbbdxwtyIrq4uLF68GPfeey/uuOMO9t/vuecefPnllygpKcHs2bNRXl6O3bt346GHHrLj2XKMBCfOzYcT5wDmzZuHnJwcvPvuuwBOX6hnzJiB+++/H48//ridz845qK+vx7Jly5Ceno4vv/zSpDpL0zSOHz+OTZs2YfPmzejs7MSll16K/Px8LF261OFywpuamlBfX4/U1FQEBQWZ/Iz4qIlQV6vVJj5qRxK/Op0OYrEYIpEIaWlpTlHtHy1LXSAQoKGhASkpKU49iZUMs7HHoCTjHgC5XA6lUjml5BcizOPi4hAREWGls7Y+DMOgvLwcSqVyUsJ8KAaDwaShVCAQsDsWAQEBw6xFv/32Gy677DK88soruOeeezhhPoSOjg5kZWXh448/xooVK6DX69nvy/z585GVlYW3337b5H3lcswdC06cm89ZL851Oh08PDywadMm5Ofns/++evVq9PX1YevWrfY7OSfiH//4B7y9vbF+/fox/a0kN7igoACFhYVobGzEokWLkJeXh+XLl9t1mA3DMKirq0NbWxsyMjLYpqKxMG54VCqVCAgIYKu+9oxaJBGD3t7eSE5OdsomVtKs29DQAIVCARcXF0ybNs0uWeqWwGAwQCKRAIDNhtmMxUjJL8YxgmNBhlc5+y4GwzA4efIk+vv7kZ2dbbHvLOlfITtCOp0OH330ES699FJcdtllaGxsRG5uLp577jmsWbOGE+ajMH/+fISHh6OgoADA6e8Qn8/HlVdeieDgYHz44Yd2PkOOseDEufmc9eK8vb0dEREROHbsmEnj4qOPPopDhw7hjz/+sOPZOQ8Gg2HSYoPcGDdt2oTCwkJUV1dj4cKFyM/Px4oVKxAQEGCzmxZN06ioqEBfXx8yMjLM8o4ODg6yYmcqDY9TRalUQiwWIzg4GPHx8U594yexj2lpaQDAvr9kgqaz9AAYTzBNT093uPM1thYRewapqA+1ZxBhnpCQgLCwMDue9dQwFuZZWVkW9f0PPU5HRwfWr1+PvXv3oqWlBb6+vrjgggvw9ttv29UORFEUnn32WXz99dfo7OxEeHg4brnlFjz55JM2u24YN24ODg6Cpmk25//bb7/Fa6+9hosvvtgkt/ySSy5BZmYm1q9fb5Nz5DAPTpybj+OaZTmcCnOqgDweD8nJyUhOTsYzzzyDmpoaFBQU4OOPP8b999+PCy64AHl5eVi1ahVCQkKsdrMg47m1Wi1ycnLMvkl7eHiwCSLGDY81NTVs01hoaKhVp4oqFApIJBJMnz4ds2bNclphzjAMTp06hZaWFmRlZbEX14CAAMTFxbE+6pqaGov7qC0NsRe5uroiNTXV4YQ5AIhEIkRERCAiIsLEniEWi03iRSmKQllZ2RkhzCsqKqBQKJCdnW01YQ6cvs6Fh4fjzTffRHl5Oa699lokJCSgq6sLM2fORFZWFjuF2dZ5/a+++io2bNiAL774AklJSThx4gRuvfVW+Pr6Ys2aNTY5B/J6v/32W2zcuBH19fVYuXIlLr30Ulx//fVob2/HF198gf3792P+/PkoLy9HW1sbtm/fbpPz4+CwB2d95ZyztTgeRJgR60tRURHmz5+PvLw85ObmIjw83GI3MJ1Ox1Y009LSrCLsSNMYqUp6eXkhNDR0QvaByUAqms6eZDLatMzRHjs0S91RrEXA6b+9WCyGh4cHUlJSnM6KY5z8IpVKYTAY4Ofnh6ioKKfYsRgJIsz7+vqQlZVls12tyspKLFu2DPfccw+effZZ8Hg8yOVybN++HVu2bMGePXtw55134u2337bJ+QDAypUrERoaik8//ZT9tyuuuALu7u74+uuvbXYee/bsweWXX441a9aAz+fj999/R1dXF+677z7ceeedOHz4ML744gsMDAwgPDwczz//PLy9vTmPuYPDVc7N56wX58DphtC5c+finXfeAXD6hhQZGYl//vOfXEOonWEYBi0tLSgoKMDmzZvx22+/ITs7m600zZgxw2yhbg9ftl6vh1wuh1QqNbEPhIaGmiSTTBapVIry8nKHmsRqDsZDeTIzMyed6uMo1iLgdFxkUVERfHx8kJSU5HTC3BiZTIbS0lLExMTAYDCYJL+QpkdH27EYCYZh2Lz/7Oxsm30mampqsGzZMqxevRovv/zyiN9zlUqF3t5em9pcXnrpJXz00UfYs2cP5syZg5KSEixevBhvvPEGbrjhBpucQ0dHBz777DO4uLjgscceAwCcOnUKH374Ifbs2YNXX30VixcvHvZ7nDB3fDhxbj6cOMfpKMXVq1fjww8/xNy5c/HWW2/hhx9+QFVVlVMnQ5xpMAyD9vZ2bN68GYWFhThy5AjS0tKQn5+PvLw8xMTETFjckgmToaGhiIuLs4v9gySTSKVSdHV1wdXVla2oTySGjdDa2oqamhqkpKQgODjYymdtPUicnVKptEgeu0ajYXcsent7J5ylbgnUajWKiorg7++PxMREp7UXAaeFeVlZGVJSUthoWYZhoFKpTJqhp5L8YgsYhkFVVRW6u7ttKsxPnTqFpUuX4uqrr8Zrr73mUIs0mqbxr3/9C//5z38gEAhAURRefPFFrFu3zurHZhgGzc3NiI6Oho+PDx555BE88cQT7M+bm5tx1VVX4ZJLLsFLL71k9fPhsDycODcfTpz/xbvvvssOIUpPT8fbb7+NefPm2fu0OEaBYRjI5XJs2bIFBQUFOHDgABISElihPpbg7unpQUlJiUNNmKQoCt3d3axQd3FxYYWkn5/fiOfIMAwaGxvR2NiI9PR0+Pv72+HMLQPx/et0Oqtkf+t0OnYhZLxjYY1R94ODgygqKkJQUJDTN+SSHRljYT4SarWaXQhNZqiUrWAYBtXV1ZDL5cjOzrZq34cxTU1NWLp0KVatWjUs9s8R+N///odHHnkE69evR1JSEoqLi7F27Vq88cYbWL16tU3O4b333sP999+PFStW4MMPPzTZ+bv//vtRUlKCX375xe4WNY7Jw4lz8+HEOYfTwzAMent7sXXrVhQUFOCXX37BrFmzWOtLYmIie1P8/PPP8fPPP+ONN95w2GxmmqbZhjy5XA4ej8cKHRIhyDAMamtr0dHRgczMTIfLip8MxhGD6enpVrdHjDTqfryF0ERRKpUoKipCWFgYYmNjzwhhnpqaOqkdmZGSXyYzmMfS2EuYt7W1YcmSJVi0aBE++OADhxPmADBjxgw8/vjjuO+++9h/e+GFF/D111+jqqrK4sejaZq9fhl/Dj7++GPcddddeOyxx3DvvfdixowZAIDLL78cIpEIX3/9td2jRzkmDyfOzYf7tHM4PTweDwEBAbj11ltx6623QqFQYNu2bSgoKMBbb72F6dOnIy8vD1qtFh9//DHeffddhxXmAMDn81kfL8lLlslkKC8vB8MwCAoKglarhUqlQk5OjsNPWx0L0pArFAptNiiJ5KVPmzaNzVKXyWQoKSkBj8dDcHAwQkNDJ52lPjAwgKKiIqdPygGAzs5OnDx5ctLCHJhY8ktwcLBNsupJc7GthXlnZyeWL1+OCy64ABs2bHBIYQ6c3uUZem4CgQA0TVv8WESYFxcXY9OmTfDy8sLKlSuRlJSEO++8EwBw11134ddff0VaWhoMBgOOHTuGw4cPc8Kc46yDq5w7GIcPH8b69etRVFSEjo4ObN682SRFhmNyDAwMYMeOHfj3v/+Nuro6JCcn4/zzz8dll12G7Oxsh71pjgTDMOjp6UFlZSU0Gg0r4kmEoLM1R2m1WhQVFcHT09MhkkxomkZfX59ZWeoKhQJisRhRUVGIiYmx4Vlbno6ODlRWVo44IXcqGC80ZTIZaJq2alY92V3q7OxEdna2zRaxMpkMy5YtQ2ZmJr744guHFpa33HILfvnlF3z44YdISkqCRCLBP/7xD9x222149dVXLX68srIynHPOOTj//PNx7NgxZGRk4IYbbsBtt90GFxcXfPvtt7jxxhsRERGBp59+GkuWLEFkZKTJdFAO54GrnJuP4141zlJUKhXS0tJw22234fLLL7f36Tg97u7u2LdvHwYGBvDbb7+hqakJhYWFyM/Ph7e3N3Jzc5Gfn49zzjnH4cUtRVFoaGiASCTC3Llz2QmPdXV1KC8vZ7O+g4ODHVoQAH83TPr5+ZnYjuwJn89HQEAAm6Xe398/oSz1vr4+SCQSxMTEICoqyo6vYOoQYZ6WlobAwECLPjefz0dgYCACAwMRHx8/LKs+MDCQ/fxOVYiRab+2FuZdXV1YtWoVkpOTsXHjRof/Hr7zzjt46qmncO+990ImkyE8PBx33XUXnn76aYsdw9jCsmfPHqxduxYvvvgi5HI57rvvPnz55ZfQ6XT4xz/+geuvvx5ubm648sorUVNTg2uuuQYAOGHOcdbBVc4dGB6Px1XOp4Barca1116L+vp6/PzzzyYRZRqNBnv37kVhYSF++ukniEQirFq1CpdddhkWLFjgcDdVMshGJBINs3+MlPVNhE5ISIjD3dhUKhWKiooQEhJit6ScyUCSSaRS6bAsdaFQiJMnTyI2Npb1yTor7e3tqKqqsoowH4vRkl9IVX2yqSoMw6C+vh5tbW3Izs62WUNqb28vVq5cicjISPz4449cAyP+jjvs7u6GwWDAV199haCgINxyyy0ATs9meOCBB3Dq1Clcf/31uP322+Hu7o7CwkJcd911uPnmm/Hvf//bqQdenc1wlXPz4cS5A8OJ86nx1FNP4cCBA9i2bduYSSZ6vR4HDhzApk2bsGXLFjAMg5UrVyI/Px8XXnih3W+yk81jJ0JHKpWaRNyFhIRYdRLiROjv74dYLHZqXzbJUm9vb4dKpYKHhwemT5+OkJAQm3maLU1bWxuqq6uRnp6OgIAAu57LVJNf6urqbC7MFQoFO8l48+bNdv+eORJVVVXIzc3FwMAAenp6cMMNN+Czzz5jf97f34+1a9fi999/x91334377rsPAoEAP/30E/Lz8/HHH38gJyfHjq+Aw1w4cW4+nDh3YDhxPjUGBwfB4/EmJZgMBgOOHDmCH3/8EVu2bIFarcbKlSuRl5eHiy++2Ob5zUqlEmKxGMHBwWbF8hHri1QqZS+UJEvd1q+F2D9mzpyJ6Ohomx7b0pDsb5LIQrLUrTX91ZqQnHxHEOZDGZr84ubmxgr1kZJf6uvr0draOu5kWUsyMDCA/Px8eHl5Ydu2bQ6Z8W5rSMVco9EgPz8fsbGxWLFiBb755hsUFRXhuuuuw1NPPcU+XqlU4sEHH8QDDzyApKQktnm0o6ODq5o7MZw4Nx9OnDswnDi3LxRF4dixY2xFva+vD0uXLkV+fj4uvfRSq/tYFQoFJBIJZsyYMakBS6NBhvJIpVK2IkmEpLVfS3d3N0pKSs4I+weJGExOTjYZUkamv8pkMnR3d1s1S91StLS0oLa2FhkZGQ6fk2+c/NLV1TUs+aWxsRHNzc3Izs62mTBXqVS44oorwOfzsWPHDqdZkNmC7u5uvPbaa5DJZHjhhRcQFhaG3t5evPDCCzh69CiWLFmC5557jv1eEG86TdPg8Xjg8XjDIhc5nAtOnJsPJ84dGE6cOw40TePPP/9khXpnZycWL16M/Px8LFmyxOI540TMzp49G5GRkRZ9buB0RZJ4fHt6euDp6ckKdUsLG1JlTkxMdPoqGGmYHG8aq7GQlMvlFs1StxQtLS2oq6tDRkYG/Pz87H06k2Jo8ovBYADDMIiNjcX06dNt0tytVqtx1VVXQafTYdeuXU49a8DSMAyDDRs24Pnnn4eLiwsaGhrYPp6enh688sorOHbsGObNm4dXX33V4Xp8OCwDJ87NhxPnDgwnzh0TmqYhkUhQUFCAwsJCNDU1YdGiRcjPz8fy5cunPGiFVGZtJWatWfHt6OhARUXFuBMmnQFi/5hsw+RIQ6VIs2NAQIBdkmqam5tRX1/vlMJ8KA0NDWhoaEBISAgUCgU0Go1Fk19GQqPR4LrrroNCocDu3bvh6+tr8WM4G0Or3O3t7fj666/x0ksv4brrrsOGDRvYnykUCjz33HM4fPgwvv32W8yZM8cep8xhZThxbj6cOHcwlEol6urqAAAZGRl44403sHDhQgQEBFilgsoxNRiGQXl5OTZt2oTCwkLU1NTg4osvRl5eHlauXAl/f/9JiVsiAMerzFqLodMzRSIRK9R9fX0n9VqIZcLW6R/WoLm5ma0yT8X+MVKWunFEoy0qvk1NTTh16hQyMzOdXlQ2NjaisbERWVlZ8Pb2tnjyy0jodDrceOON6OzsxN69ex3eDmQLDAYDXFxcWK84ySXv6+vDJ598go0bN+Kiiy7Cu+++y/7OwMAA2tvbERcXZ8cz57AmnDg3H06cOxgHDx7EwoULh/376tWrsXHjRtufEMeEIWPCCwoKUFBQgPLyclxwwQXIy8vDqlWrEBwcPKq4ZRiGFRrp6ekOccOnKMqk4ks8viEhIeMuOhoaGtDY2HhGVGYbGxvR0NBg8dfCMAybpS6TyaDRaEbNUrcU5LWcCcKcLDKysrJGvfmOlvwSHBxsln1Lr9dj9erVaGhowP79+51+0WkJSPPn4OAg7r33XsjlcigUCtx///247LLLoNfr8eGHH+Lzzz/HhRdeaCLQOc5sOHFuPpw45+CwAiRrmVhfxGIxzj33XOTl5SE3NxdhYWGsuKUoCs888wzOOeccXHjhhQ7pXaVpmh1zL5PJAIAV6sbWDDL8pa2tDZmZmU55USQwDIOGhgY0Nzdb/bWMVPElWerBwcEWieYjwnwsMessEFvOZBYZOp2O3RXq7u4eN/llKAaDAbfffjsqKipw4MABp7dpWRK9Xo+UlBTMnDkTGRkZkMlk+Oabb7BmzRo2leXzzz/Hu+++i3nz5uGrr76y8xlz2AJOnJsPJ845OKwMwzBobm5GQUEBNm/ejN9//x05OTnIy8vD8uXLsW7dOhQVFWH79u1ISEiw9+mOy1hj7ru7uyGXy5GVleXUyRVkkdHe3m7TWD4CicCUyWRQKBTw9fVlhaQ5WeoNDQ1oampy+gUT8Hcj61Sq/xRFoaurC3K5nN0VIp9hf3//YX0AFEXh7rvvRlFREQ4ePIhp06ZZ4qU4PcTG8p///Afff/89Tpw4wS5yNm7ciDVr1uDZZ5/Fgw8+iN7eXnz++eeIj4/H8uXL7XzmHLaAE+fmw4lzjnF5+eWXUVhYiKqqKri7u+Pcc8/Fq6++ynkFzYBhGLS3t6OwsBA//vgjTpw4AT8/P9x666247rrrEB0d7RBJHhOFYRgoFApIpVK0tbWxHurw8HAEBgY6ZQoDwzCoqamBVCp1iEWGVqs1yfr28vIyGcoz3ufl1KlTaG5uZn3Zzow1EmaMk1/kcjkoikJJSQn8/f1x2WWXwdPTE2vWrMHRo0dx8OBBREREWOS4zoZxwycR5YSnn34aR48exf79+6HX6+Hi4gIej4fXXnsNr776KkpLSxEWFsZaYDjODjhxbj62jwngcDoOHTqE++67D7///jv27t0LvV6PxYsXQ6VS2fvUnA4ej4eIiAjcfPPN4PP5SEpKwsMPP4zjx48jMzMTCxYswH/+8x9UV1fDGdbNPB4PPj4+0Gg0cHV1RUZGBry9vVFXV4dDhw6huLgYHR0d0Ov19j7VCcEwDCorKyGTyWw6YXIsXF1dMX36dGRmZuLCCy9EZGQk+vv78ccff+DYsWOora2FQqEY8fNSX19/xgjz1tZWNpPdkt5/Pp+PwMBAJCQk4Pzzz0dmZib6+vrw0ksvISoqCgsWLMD27dvx448/OoQwb2trw4033ojAwEC4u7sjJSUFJ06csOoxjYX5Bx98gPvvvx9r1qxhfx4YGAixWAypVAqhUMh+3+fNmwcPDw9oNBoA4IQ5B8cE4SrnHJNGLpcjJCQEhw4dwgUXXGDv03E6ZDIZli5ditDQUGzatAmenp5gGAY9PT3YunUrCgoKsG/fPsyePRt5eXnIz89HQkKCXSL3xoNUGfV6PTIyMiASiQD87aGWSqWQyWRQqVQICAhAaGgogoOD2cc5EgzDoKKiAr29vcjKyjLLPmJLiDWDJOu4uLiwHnU/Pz+cOnUKbW1tdrHlWJq2tjZUV1fbdFgSRVFYu3YtDh06BHd3d1RVVeH888/HZZddhvz8fLsM0+rt7UVGRgYWLlyIe+65B8HBwaitrcWsWbMwa9YsqxzTWJiTIs2NN96I2NhYrFy5EsDpa9o111wDg8GA77//HuHh4QCAHTt2YO3atdi5cydiY2Otcn4cjgtXOTcfTpxzTJq6ujrExsairKwMycnJ9j4dp2JgYADZ2dnIysrCxo0bRxSpxCqybds2FBQUYM+ePZgxYwZyc3Nx2WWXITU11SGEul6vR3FxMYDTsZ9jWVgGBwdZoT4wMAB/f3/WmmGJZsepQtM0ysvLoVQqkZmZ6XQj2Ic27FIUBQCYM2cOIiIiHOLzYi7t7e2oqqqyqTCnaRpPP/00vv/+exw4cABz5sxBS0sLtmzZgs2bN+PIkSNIT0/Hvn37bHrjf/zxx/Hrr7/iyJEjNjsm4cknn8Rnn32GvXv3IikpadjPd+3ahddeew01NTW48847odVqsWHDBqxduxZPP/20zc+Xw/5w4tx8OHHOMSlomkZubi76+vpw9OhRe5+OU7J9+3YsX758woJpYGAAO3bsQEFBAX7++WcEBwezQj0rK8suwkun00EsFkMkEiEtLW1S29Uk3k4qlVqk2XGq0DSNsrIyDA4OIisryyGr+hOFYRjU1taira0NwcHB6O3thcFgsHmWuqUgwjw9PR0BAQE2OSbDMHjhhRfw+eefY//+/UhMTBz2mO7ubuzfvx9XXXWVTc6JkJiYiCVLlqC1tRWHDh1CREQE7r33Xtx5551WPW5VVRWuv/56PPnkk7j88stNfmZcWS8tLcWnn36KQ4cOISoqCgsXLsTatWuHPY7j7IAT5+bDiXOOSXHPPfdg165dOHr0KKZPn27v0znrUKlU+Pnnn1FYWIgdO3bAx8cHubm5yM/Px7x582wivDQaDcRiMby8vJCcnDylxYFWq2Wrvb29vfDy8kJoaCjb7GhtiC1Hp9MhKyvLKtnitoII887OTraRlWEYDAwMQCaTQSqV2mR6pqXo6OhAZWWlTYdYMQyD//znP3j//fexf/9+pKSk2OS4E4Xs6Dz44IO46qqrcPz4cTzwwAP44IMPsHr1aqsd9+jRo1i5ciVOnDiB2bNnD/v50AZRlUoFd3d39t+G/pzj7IAT5+bDiXOOCfPPf/4TW7duxeHDhxEdHW3v0znrUavV2Lt3LwoLC/HTTz/Bzc0Nq1atQn5+PhYsWGCVpJTBwUGIxWL4+/sjMTHRopUwnU7HppJ0d3fD09OTrah7eXlZvOpGURSKi4tBURQyMjIcWqiOh3HCTHZ2Njw8PEZ8nFKpHDY905HsRQR7CfO33noLr7/+On755RdkZmba5LiTQSQSITs7G8eOHWP/bc2aNTh+/Dh+++03qx13x44dyM3NRV1d3ajX/m3btuHrr7/G999/byLGuYr52Qsnzs3H+XLOOGwOwzC4//77sXnzZhw8eJAT5g6Cu7s7cnNzkZubC51OhwMHDmDTpk1sBW3lypXIz8/HBRdcYBGrhlKpRFFREaZNm4Y5c+ZY/IYrEokQERGBiIgI6PV6ttmxsbFx0gNjxsNgMEAikYDH4yEzM9MpIx8JZDKtXC4fU5gDgJeXF7y8vBATE8NmqXd2dqK6uho+Pj7sezzWc1ibzs5OVFZWIjU11abC/L333sNrr72G3bt3O6QwB4CwsLBhNpuEhAQUFBRY9bghISFwc3PDDz/8gDVr1oxoP5PJZAgMDBxWJeeEOQfH5HHeOxKHzbjvvvvw7bffYuvWrfD29kZnZycAwNfX1+ETLc4WRCIRlixZgiVLlmDDhg04fPgwfvzxR9x9993QaDRYuXIl8vLycPHFF5tVIe3v74dYLMaMGTMQExNj9RuuUChEWFgYm41MhHpRURGEQiFCQkIQGhoKX1/fSZ+LXq+HWCyGUCictF/e0RgqzCfzfXR3d0dUVBSioqJMstTr6uomnaVuKaRSKU6ePIm0tDQEBQXZ5JgMw+Djjz/Giy++iF27dmHu3Lk2Oa45LFiwANXV1Sb/VlNTg6ioKKseNycnBytWrMArr7yCOXPmYOnSpSaftfr6erz//vu46aabOPsKB4cF4GwtHOMy2o35888/xy233GLbk+GYFBRF4ddff8WmTZuwZcsW9Pf3Y+nSpcjPz8eiRYsmVCHt7e1FcXExoqOjMXPmTOuf9BhQFGWSSsLn81mh7ufnN64wII2srq6uSEtLc2ohwTAMqqqq0NXVNWlhPhbGuxZdXV0W37UYDZlMhrKyMqSmpiI4ONgqxxgKwzD44osv8Pjjj2Pbtm248MILbXJcczl+/DjOPfdcPPfcc7j66qvx559/4s4778RHH32EG264wSrHJJVwmUyGa6+9FhKJBE888QRWrVoFHx8fFBUVYc2aNTj//PPxxRdfAOCsLByn4Wwt5sOJcw6OswSapvHHH3+wQl0mk2Hx4sXIz8/HkiVLRszCLi4uRk9PD+bMmeNwDcBksqNUKoVcLgfDMAgODkZoaCgCAgKGCW+tVouioiKLNLLaGzIsqaenx6qZ7BRFobu7m52eKRAIWKE+kcXQRCHCPCUlBSEhIRZ5zvFgGAbffvstHnzwQWzduhUXX3yxTY47VbZv345169ahtrYW0dHRePDBB62e1kJoa2vDI488gsLCQlAUBZFIhNjYWJx33nl49913AYCbAsrBwolz8+HEOQfHWQhN0xCLxSgoKEBhYSFaWlqwaNEi5OXlYfny5fDx8cHGjRvx8MMPY+fOnZg3b569T3lMGIZBX18fm6VOURSCg4MREhKCwMBA6PV6FBUVwdfXF4mJiU4vzMmwpOzsbJtlshtnqRsvhsh7bO57KpfLUVpaanNh/uOPP+Kf//wnNm3ahKVLl9rkuGcKR44cQV9fH/h8PmbNmoX4+HgAnDDnMIUT5+bDiXMOp2TDhg3YsGEDGhsbAQBJSUl4+umnsWzZMvuemBPCMAzKy8vx448/orCwEHV1dcjOzkZRURFef/11rF692qm2qBmGQX9/PxsfqNVqwePx4OPjg7S0NKdPZamoqEBfXx+ysrLsNiyJLIaIvUiv1yMoKAihoaEIDAyccIMtEebJyckIDQ218ln/zZYtW3DnnXfif//7H1atWmWz4zoqxk2cer3e5DtibFEZKxKRi0vkGAonzs2HE+ccTsm2bdsgEAgQGxvL+kbXr18PiUQy4vQ6jonBMAyefPJJvP7660hJSUFJSQkuvPBC5OXlYdWqVQgKCnIqoa5UKnHixAm4u7uDoiio1WoEBAQgNDTU4XO+h8IwDE6ePAmFQmFXYT4U4yx1mUwGtVo9oSz1rq4ulJSU2FyYb9++Hbfeeiu++uqrYQN1zkaMxfd7770HiUQCPz8/3HfffYiKigKfz+c85BxmwYlz8+HEOccZQ0BAANavX4/bb7/d3qfilDAMg5deegmvv/46m1pRX1+PTZs2YfPmzRCLxViwYAHy8vKQm5uLadOmOfQNm0Q/hoWFITY2FjweDyqVirW+KJVKBAQEsB5qR54MStM0Tp48iYGBAWRlZTlUJvlQVCoVK9QHBgbYLPXg4GB2QdHd3Y2SkhIkJiZi2rRpNju33bt348Ybb8Rnn32Ga665xmbHdQbefPNNPPPMM7jqqquwZcsWzJo1C0888QSWL18OoVDICXSOScOJc/PhxDmH00NRFH788UesXr0aEolkxHHbHGPDMAwee+wxfPnll9izZw9SU1OH/bypqQmFhYUoLCzEH3/8gblz5yIvLw95eXmYPn26Q924BwYGUFRUNGb04+DgICsi+/v74efnxwp1R6lKA6eFeXl5OZRKpcML86Go1WrI5XJIpVL2Junl5YWOjg4kJiYiLCzMZudy4MABXHPNNdiwYQNuvPFGh/q82oOhYvv+++/H0qVLsWLFChgMBixZsgT9/f14/PHHsWrVKohEIk6gc0wKTpybD5dzzuG0lJWVYf78+dBoNPDy8sLmzZs5YW4m/f39KC4uxpEjRxAbGzvs5zweDzNnzsSDDz6I//u//0NbWxsr1J944glkZGQgPz8feXl5mDlzpl1v4AqFAmKxGDNnzhxzYJaHhwdmzpyJmTNnQqPRsEK9pqaGHcgTGhpq1yx/IsxVKhWys7Mduro/Eu7u7oiMjERkZCS0Wi0aGxvR3NwMHo+HxsZGDA4OWm0CrDFHjhzBtddei7fffpsT5jAV5hKJBFqtFhRFsYslFxcXbNu2DZdffjleeukl0DSNVatWOdSilYPjTIarnHM4LTqdDs3NzVAoFNi0aRM++eQTHDp0iBPoNoRhGEilUmzZsgUFBQU4dOgQkpKSkJeXh/z8fNZOYitIJntMTIzZg1l0Oh0r1Ht6etiBPKGhofD09LTwGY8OTdMoKyvD4OAgsrKynE6YD6WnpwfFxcWIj49HcHCwSZa6q6srQkNDrZKl/ttvv+Gyyy7Dq6++irvvvvusF+bGvPbaa3j11VdBURT6+vrwr3/9C8899xybuKLX63HFFVfg+PHj+Oabb5wmbpLDMeAq5+bDiXOOM4ZFixZh1qxZ+PDDD+19KmclDMOgp6eHFer79u3DnDlzkJubi8suuwwJCQlWFUZE/MXGxmLGjBkWeU69Xs/aMnp6euDu7s4KdWtWe2maRmlpKTQaDTIzM51emPf29kIikSAuLg4REREmP7Nmlvrx48eRl5eHf//737j//vs5YW5EZWUlbrnlFjz22GOIiorCSy+9hJaWFtx6662444472EZemqbx5JNP4sUXX+TeP45JwYlz8+HEOYcJ5OPgjBfhiy++GJGRkdi4caO9T+Wsh2EYKBQK/PTTTygsLMTu3bsRFRXFCvWUlBSLxq51dXWhtLQU8fHxCA8Pt9jzGmMwGNhqr1wut1q111iYZ2VlOVWizEj09fVBLBZPaJAVGSxFdi6Ms9QDAgImlaEtkUiwcuVKPPHEE3jooYec8ppmLQ4fPoxPPvkEQqEQH330EQQCARQKBf75z3+irq4O119/Pe66665hi0Iux5xjMnDi3Hw4cc4xKjRNg8fjOeRNbd26dVi2bBkiIyMxMDCAb7/9Fq+++ip2796NSy+91N6nxzGE/v5+7NixA4WFhdi1axdCQ0NZoZ6ZmTkloU6mSyYlJdks+WO0am9oaCj8/PzM/s7QNI2SkhLodDpkZmaeEcJcIpEgNjZ20hNmyQKPpOuQLPWQkBAEBQWNmaVeVlaG5cuX46GHHsK6desc8hpmLzQaDdauXYutW7ciIiICJ06cYH82MDCANWvWoLa2FkuXLsWjjz7q9Ls2HPaDE+fmw4lzDpbnn38eTU1NyM3NRW5urr1PZ0xuv/127Nu3Dx0dHfD19UVqaioee+wxTpg7ASqVCj///DMKCgqwY8cO+Pn5ITc3F3l5eZg3b96kKnOdnZ04efKkTadLDoVMzpRKpZDL5eDxeAgODkZoaCj8/f0nvPCgKAolJSXQ6/VnhDAnjbmzZ8+ess2IYRgolUpWqJO8ejKd1LhRsbKyEsuWLcM999yDZ599lhPmf2HcBNrZ2Yk333wTX331FW699VY8//zz7Od0cHAQN998M1xdXfHFF19MeKAUB8dQOHFuPpw45wBw+mJ9yy23oKSkBHw+H729vbjuuuvwxBNPICYmxt6nx3GGolarsXfvXhQUFGDbtm1wc3NDbm4u8vPzce65544pDNrb21FVVYWUlBQEBwfb8KxHh6Zp9PX1sSJyoiPuiTA3GAzIyMjghPk4GGepP/roo6BpGitWrMA555yD22+/HbfccgteeuklhxPmr7zyCtatW4cHHngAb731lk2OSUR5X18f3N3doVar4efnh+7ubrzyyis4cuQIFi1ahH//+9/s51On04GiKLi7u3PxiRxmw4lz8+Fm7XIAAP78808MDAxg/fr1aGtrw+7du9HU1IQ33njD3qfGcQbj7u6O3NxcfPHFF+js7MRnn30Gg8GAm266CbNnz8Y///lP7Nu3D3q93uT33nzzTXz55ZdIS0tzGGEOAHw+HwEBAUhISMAFF1yA9PR0uLi4oKqqCgcPHkRZWRmkUikoimJ/h6IoFBcXw2AwnBEV8/7+fojFYsyaNcsqwhwAPD09ER0djXnz5uHTTz/FsmXLsHXrVqxatQoA4Ofnh/r6eqsc21yOHz+ODz/8cNgMAWtCrIk///wz8vPzMW/ePFxyySX49ttvERgYiCeffBIXXngh9u7di6effpr9nolEIri7u7O/z8HBYVs4cc4BAPjjjz/g6uqK5cuXAwDOP/98nHPOOdi2bRuKi4tNHktRFGiatsNZcpzJiEQiLF26FJ988gk6Ojrw3XffQSQS4R//+AdiYmJw99134+eff8bzzz+Pl156CZmZmQgMDLT3aY8Kj8eDn58f4uLicN555yErKwtubm6oq6vDwYMHUVJSgra2NkgkEtA0jczMTKe3EPT396OoqAgxMTGIjIy0yTFnz56NG264AX19fbjlllvw73//G4cPH0ZSUhJSU1Px7LPPoqSkBPbcJFYqlbjhhhvw8ccfw9/f32bH5fP5OHToEPLy8nDJJZfglltuwQUXXIAbb7wRTz/9NHx9fbFu3TosWrQIP/zwA15//fVhv8/BwWF7uG8eB7q6ulBSUoKSkhJ888036O7uhl6vR319PRiGgZ+fn8njBQIBe9HmRProvPLKK+DxeFi7dq29T8XpcHFxwSWXXIIPPvgAra2tKCwshJ+fH2677Ta89dZbWLZsGbRaLdRqtb1PdULweDz4+voiNjYW5557LubOnQsPDw9UVVWht7cXAoEAUqkUOp3O3qdqNgMDAxCLxYiOjjY7Y94c2trasHz5cixduhQff/wx7rzzTuzYsQMymQzr1q1DRUUFFi5cCIVCYbNzGsp9992HFStWYNGiRVY9zuDgIPv/GYYBRVH4+OOPceONN+Kpp57C2rVr8eabb2Ljxo144YUX8PXXX8PPzw+PPfYY7rzzTtx+++1WPT8ODkfl8OHDWLVqFcLDw8Hj8bBlyxa7ng8nzjnw559/QiaT4dxzz8UPP/yA8PBwREZG4vvvv8fFF1+MmTNnAjidivHAAw/ggQcewKFDhwBwlZXRsMcW9pmKQCDABRdcgMDAQAiFQmzYsAFRUVFYt24dZs6ciZtvvhmFhYVQKpX2PtUJwePx4O7ujr6+Pvj6+uKcc86Bv78/WltbcfjwYRQVFaGlpQVardbepzphBgYGUFRUhKioKPZ6YQs6OzuxfPlyXHTRRXj//fdNrke+vr647rrr8MMPP0AqlQ4rMtiK//3vfxCLxXj55Zetfpwbb7wRjY2NAE5/zmiaRltbG+u5pSgKFEXh5ptvxgMPPID3338fvb298PHxwSOPPILg4GCu4MJxVqJSqZCWlob33nvP3qcCgBPnHAB+//13uLq64s0338SRI0fw/PPPw8fHB6+88grWr18P4PQwlubmZri6uqK3txdXXXUVli5dira2thGfk2GYs/Yib68t7DMVhmGwbt06fPDBBzh48CBuueUWvP7666irq8OBA//f3p3H5ZS/jx9/3ZVSaZEWEUXWkkIy+BjbWIsYZP9kHYxlrDOMz2CyjX0ZYx1MRIxknYyRsW9psTRkSQrTglIUpeX3R9/OT5jPx4x0t1zPx6PHQ6fu+1zndnfOdb/P9b7ex6hRowZeXl7Y2NjQt29fduzYQUpKirrD/kuZmZmEhYWhoaFBgwYNMDAwUOqnmzdvjqmpKXFxcZw6dYqLFy8SExNTpO8QPHv2TEnMq1WrVmj7TUhIwNXVFRcXF3788cf/2uVHXXX89+7d44svvmDbtm35Osp8CDY2Nuzdu5epU6cqCXqZMmVo1KgRBw4c4MGDB/leI0tLSzIzM9+YLCcDLqI06tSpE3PmzKF79+7qDgWQ5LzUS0xM5Nq1a1StWpUaNWoA8OWXX1K5cmW6deuGmZkZWVlZlClTBmdnZxYuXMiWLVu4efMmDx8+ZO3atcpzxcXFERYWBuSO2uSd5EtbQ6DCuoVdWsycOZNt27Zx4sQJ7O3tle0aGho4Ozvz3XffERERwblz56hfvz5LlizBxsaGXr16sXXrVpKSkorMezAzM5PQ0FA0NDRwcnJ6I6HU1dXF2tqaxo0b06JFCypWrMjDhw85c+YMFy5cICoqKl/pgrrlJeZVq1Yt1MT80aNHdOnSBQcHB7y9vYvswjghISEkJCQo8wm0tLQ4ceIEK1euREtLK9/E4PeRlZXFRx99xOXLl/nll1+YNGkSERERAHh4eGBlZcXEiROJjo5WXquHDx9iZGTEixcvCiQGIYqilJSUfF/F5Y5k8Z59JN7bmTNniI6OZtCgQUBuDXl6ejoGBgb4+/szdepUNDU1iYqKwtfXl5s3b9KgQQPGjh3LRx99RFxcHM+fP0dXVxdfX19Wr17N559/TkZGBjVq1KBHjx6larZ/3i3sixcvqjuUEqNXr14MHjz4vyZ/GhoaODo64ujoiJeXF9evX8fPz4+1a9cyduxYWrZsSbdu3XBzc8PU1FQt78mXL18SFhaGlpYWjo6O/zOh1NHRoUqVKlSpUoWMjAwePnxIfHw8kZGR6OvrK4se6evrq+V4UlNTCQkJwcrKqlDbrSYlJeHu7o6trS0+Pj5FehJt27ZtuXr1ar5tgwcPpk6dOnz11VcF9qEi78Ong4MD27Zto1u3bujr6/Ptt9/i4uLC8OHD2bhxIx9//DFt27YlOTmZw4cPc+LECfT19aVdoiixXu8YNXPmTGbNmqWeYP4GGTkXmJqa0rRpUyB3ZE9XV5cKFSoQGhoK5NakDxkyhK1bt2Jqaoqvry8GBgbs3LlTGVUHuHTpEjExMQQFBfHw4UPGjBlD7969SUpKeut+8ya/3bhxg2rVqnH79u1CONoPpzBvYZcmDg4Of2tUVqVSYWdnx4wZMwgNDeWPP/6gTZs2eHt7U6NGDVxdXVm/fj1xcXGFNqL+8uVLQkNDKVOmzDsl5q/T1tamcuXKNGzYkJYtW2JjY8PTp0+5cOECZ8+e5fbt26SkpBTa8aSmphIcHEzlypULNTFPTk7G3d2dSpUqsXPnziK/eqWBgQH16tXL96Wvr0+FChWoV69egewjJycHLS0tbty4gZWVFYGBgTg4OODn58fIkSOJjo6mf//+LFq0iKFDh5KQkEDlypU5deoUjRo1IisrSxJzUWLdu3eP5ORk5WvatGnqDumdFN0hB1EounTpovQGBpSLnb6+PtHR0QCcO3eOtLQ01q5dS8uWLYHcEWIvLy9q166NlpYWt2/f5vLly/Tq1YuNGzeio6ODh4cHLVq0YMKECXz00UfKPm7duoW1tbWyLx8fH3JyctDR0Smsw/4gXr2FnScrK4uTJ0+yatUq0tPTi+zt95JKpVJRs2ZNpk2bxtSpU4mOjmb37t3s2rWLyZMn89FHH+Hu7o67uzuVK1f+IElKXmKura2No6Pje9f0lilTBktLS6Vm+PHjx8THxxMcHIy2tjbm5uaYm5tjZGT0QY4nLzGvVKkStra2hZbYPX36lO7du2NiYsLu3buL/fmioKhUKp49e0afPn1wd3dnxYoVvHjxgj/++IOOHTsyePBg1q1bR6NGjZRkPO88lJ2dLeckUaIZGhrKIkSi+PmrmscuXbrw6NEjMjIysLOzIzo6Whkhf/bsGYcOHQKgWbNmABw5coSyZcvSu3dv5aKpr6+PlZUV8fHxQO5qkGPGjKFz586UL1+erl27ArB9+3Z69uyJhYWFsv+iUiP8d+Tdwr506ZLy5ezsTP/+/bl06ZJcBNVMpVJhY2PDpEmTOH36NHfv3sXDw4ODBw9ib29PmzZtWLFiBXfv3i2w99/Lly8JCQlBR0enQBLz12lpaWFhYUH9+vVp2bIltWrVIiMjg7CwME6dOkVERASJiYkFdjxpaWmEhIRQqVIlatSoUWiJeWpqKr169UJXV5c9e/YU6ztTx48fL/DVQbOzs8nMzKRFixaoVCp0dHRwdnbm2LFjhIaG8vXXXxMSEgKQ7zwkkz+FKJpk5LyU+6uEsX379rRv3x4AZ2dnmjRpovQSfv78OceOHaNdu3a4uLgAcOLECeW2e55Tp05hZmamtDAbM2YMhw4dwsvLi2bNmrFp0ya+/PJL7t69S/v27fPdos676Od1fCkOF5G8W9ivKuhb2KJgqFQqrKysGDduHGPHjiU+Pp49e/awe/duZsyYgYODA+7u7nTr1u0fJ6EZGRmEhoaiq6uLg4PDB38Pa2pqKqPm2dnZJCYmkpCQwJUrVwCUn5mYmPyjWNLS0ggODqZixYqFmpg/f/4cDw8PcnJy2L9/P/r6+oWy3+IiOzubnJwckpKSlFVRVSoVmZmZODg40KxZM3bv3k18fDyHDh2S10+It3j27Fm+0tqoqCguXbqEiYlJoS2o9ipJzsVb5d36zMnJoXz58uzbt4+LFy8SEhKCpqYmcXFx2NjYoKOjQ1RUFDExMXTs2JHKlSsrz3Hu3DnMzMxwcnLi2LFjBAYGsmrVKj799FMgd3S+Q4cONGvWDFtbW2W/0dHRXL58mRYtWmBqaqqW4xelh0qlomLFiowaNYqRI0fy+PFj9u3bh5+fH/PmzaN27dp07dqVbt26Ubdu3XdKSjMyMggJCUFPT69QEvPXaWhoYGpqiqmpKXXr1iUpKYmEhASuXbtGVlYWZmZmmJubU6FChXe6o/P8+XNCQkKwsLCgZs2ahZaYv3jxgr59+/L8+XMOHz6MgYFBoey3KHv13JzXFcvIyIgJEybw3XffUbNmTTw8PJSJsk5OTgwbNgxzc3NJzIX4C8HBwbRu3Vr5fuLEiQB4enry008/FXo8kpyLt8q7YOctZKGhoUHjxo1p3LgxgLJCI0BAQACxsbE4ODgoj7916xZRUVF8/PHHGBkZERQUhL6+Pm5ubkBu2UrLli2pUKECjRs3xsrKCoCpU6dy4MABMjMzuXfvHl27dmXp0qVvzLh+9TZ9UZ7MdPz4cXWHIP4GlUqFqakpQ4cOZciQITx58oT9+/fj7+/PkiVLsLa2xt3dne7du1OvXr23Jt1Pnz4lPDwcfX39v/ydwqRSqTAxMcHExITatWuTnJxMQkICN2/eJCMjA1NTU8zNzTE1NX1r55Pnz58THByMmZkZtWrVKrS/t/T0dAYOHEhiYiJHjhzByMioUPZblOUl5k+fPmXRokU8ffqUzp0706RJE4YOHcrt27eZMGECMTExNGnShPDwcJYvX05wcDB2dnbSlUWIv9CqVasiVU4rybn4n17vV55XEpDHw8ODihUrKh1fAAIDA8nMzMTZ2RnI7chSqVIltLW1yczMREtLi8jISGJjY/nkk0/Q0dFh/fr1rF27lsWLF9OjRw+SkpLo3r07u3btUj7FRkdHY2homG9xH7ngiA9BpVJRvnx5PD098fT0JCUlhYMHD+Lv788nn3yChYWFUvrSsGFDNDQ0uHfvHh07dmT8+PEMHTpU7Yn561QqFcbGxhgbG1OzZk2ePn1KQkICd+7c4Y8//qBChQqYm5tjZmZGmTJllBFzMzMzateuXWh/Zy9fvmTQoEE8ePCAo0ePymJe5J7nNDU1ef78OY6Ojsp8niNHjtChQwemT5/OnDlzqFq1KvPmzcPIyIjMzEw2bNiAnZ0dULQHMkTJNfrlWLQzyhXqPjNePgP2FOo+C1LRunKIIk2lUr315G5mZkaPHj2oWLGisi0hIQF9fX0aNGgA5E5cS0lJITU1VRmdW7duHVWrVqVx48Y8ePCAgIAAunTpwogRIzA1NaVmzZp8+umneHt7K0uzr1y5EldXV7Zt28aWLVuIjIx8I6bMzMwi9QlY3WbNmqX83+V91alTR91hFTuGhob069cPPz8/4uPjWbBgAbGxsbi5uWFvb8/48eP55JNPqF27Np6enkUuMX+dSqXC0NCQGjVq0KxZM5o0aYKhoSHR0dGcOHGC4OBgLly4gLGxcaEm5pmZmQwbNozIyEh+++03KlSoUCj7Lcqys7OVu5i+vr60bt2a48ePc+PGDQYMGMDp06f55ptvePnyJdOmTVNWzz19+jT9+/cHiuckeyFKq6J99RDFwttO+jNnzsTf3x9ra2sAxo4dS2JiIvPnz+fq1auMHTuWVatW0aVLF8zMzIiMjOT+/ft06NABQCmZqVy5MnFxcZQrV44nT54QHR3NtWvX+O233/j555+pV6+e0vkgb4lzLS0tGSF6jb29PbGxscrX6dOn1R1Ssaavr0/Pnj3x9fUlPj6eWbNmsXPnTgCuXr3KtGnTOHnyJJmZmWqO9N2VK1eO6tWr07RpUxo1asTTp0+B3JV/Q0JCuHfv3gdfTTIrK4tRo0YRHh5OYGAg5ubmH3R/xYWGhgY5OTlMmjSJTZs2UaVKFeXD39SpU/Hw8CA4OBgvLy9u3bqFiYkJNjY2yvlX7i4KUbxIWYt4b6+f9POS9Vcnb9nb2zNz5kzmz5/P2bNncXJy4sWLF7Rr1w6A8uXLc/PmTT7++GMAZXT94MGDSrnM5cuX+eOPP+jTpw9Lly5FT0+Pb7/9lsWLF2Nra8vevXs5ffo0//73v5kwYQJ6enr/Ne68C1beqFRJvnhpaWnlu7MhCk7eh85PP/2U1atXc+zYMXbv3s2AAQPQ1NTEzc2N7t2706JFC6UdaVGWnp7OtWvXMDc3x87OjvT0dBISEoiLi+PGjRsYGhpiYWGBubk5urq6BbbfrKwsxo4dS1BQEMePH5f362uys7N59OgR4eHhGBkZkZ6errStnTRpEtra2mzevJlZs2axbt06ypX7/2UEJfncJkRJJCPnosC9LdHV0NBg4MCBXLt2jUOHDjFkyBA8PDywt7cHwMTEBC0tLQICAoDcCanh4eH88ssv9OvXD4AzZ85Qvnx5hg8friTexsbG/PnnnwQEBNCnTx8mTZqEt7c3Bw8efKc482J7vXVjSXPr1i0qVapE9erV6d+/PzExMeoOqUS4d+8eLVu25OOPP2bjxo3o6urSuXNnNm7cSGxsLNu2baNMmTIMGzaM6tWrM2rUKA4fPqzcGSpq0tPTCQ4OxtjYGDs7O1QqFWXLllXKz1q0aIGlpSWPHj3izJkznD9/nqioKFJTU99rv9nZ2UycOJGTJ08SGBiYr+tTafX6uUhTU5MtW7YwfPhwoqKiWLhwYb7Vl8eOHcuAAQPw8PDIl5gLIYofVY4UoolCkpmZiYaGxl/W4i5btowVK1YwbNgwMjMz2bp1K9WqVSMwMJCUlBSGDRsGwM6dO5Vkum/fvsTFxeHr66uMtNWvX58WLVrwww8//OXt3MePH/Pbb79x+vRpEhMTadu2Lf379y/QkcCi4tChQzx79ozatWsTGxvLt99+y4MHDwgPD5fWdO+pc+fOVKlShTVr1vzXGvOsrCxOnTrF7t272bNnD8+ePaNz585069aNtm3bFon3XXp6OiEhIRgaGmJvb/8/R1szMjJ4+PAhCQkJPH78GH19faWXerly5d55tDY7O5upU6eyf/9+jh8/TvXq1QvicIq1vEnzALGxsWhqamJoaKgsvjR+/HhOnz5Nly5dGDt2LCYmJuoMV4i3SklJwcjIiAGrf0dbt5AnhD5/hs/nbUhOTi6WK4RKWYsoNK+2aXv14pMn7yLz448/oqmpyYQJE+jSpQuQ24M0Pj6eLl26KBf9mJgYIiMjcXNzy3cLPC0tjSpVqryRmOe1ITty5Aj/+c9/uHTpEp07d8ba2prly5ezYMECPvvsMyZMmPDWlnLFVadOnZR/169fnyZNmmBtbc3PP//M0KFD1RhZ8efj44OxsfH/nPypqalJq1ataNWqFcuXL+f8+fPs3r2br776ikePHtGxY0fc3d3p0KGDWnpR5/VlNzAweKfEHEBbW5vKlStTuXJlMjMzlUT97t27lC1bVknUDQ0N//L5srOz+eabb9izZw/Hjh2TxJzc81Te+adPnz5ERUURGRmJp6cn3bp1o0WLFixfvpzJkyfzyy+/kJGRwbhx4/KtsCyEKN5KTgYiipW3Jb9aWlpK27q83up5fv/9dxISEpSadMht1wgoHWEALly4QEZGxlsXSslbuGP06NGUKVOGsLAwpcUY5I4wz507l3r16uVLaEsaY2NjatWqlW81NPHP/JMRS01NTZo3b07z5s1ZvHgxISEh+Pn54eXlxYgRI2jXrh3u7u506tSpUEZ88hLzcuXKvXNi/jotLS0sLS2xtLQkKyuLR48ekZCQQEhICGXKlFHaMxoZGSlrKOTk5DBnzhx8fX05duwYtWrVKuhDK5byXh9XV1fi4uJYuXIlMTExzJw5k0uXLjFlyhQ6duzI4sWLmTJlCr6+vnTs2FGScyFKEKk5F0VKVlaWkpi/WnH16aefMnz4cKVvOsCRI0ewtrbGyclJ2ebn50eVKlWoW7cu8GYnGR8fHyIjI5k/f36+xBygY8eODBw4UKl3fbXTRl5cJcGzZ8+IjIzE0tJS3aGUenmLey1YsICIiAjOnDlDvXr1WLx4MTY2NvTq1QsfHx+SkpI+SCu8vMS8IBdM0tTUxMLCAgcHB1q1akWdOnXIzMxUujd5enqyb98+5s+fz8aNGzly5Ijy96pO8+fPp3HjxhgYGGBubk63bt24ceOGWmL54YcfSEhI4OjRozRv3pw7d+4QHx/PixcvmDt3LkeOHAFg0aJFbNq0iRYtWqglTiHEhyHJuShSNDU1lQTh1RG8hg0bMnHiROVnT548ITY2Fisrq3yrhx4/fpymTZtStWrVN54D4MCBAzRo0EBZ6fT1lUZHjBhB/fr1gdzRwJs3b74RV3EzefJkTpw4wd27dzl79izdu3dHU1OTvn37qjs08QoNDQ2cnJyYM2cO4eHhhIaG0qRJE1avXk21atXo3r07P/30E48ePSqQRP3ly5eEhoaip6f3wVYy1dDQwMzMDHt7ewYOHMiqVavIyclh1KhRLFiwgObNm3Pv3j0yMjIKfN9/14kTJxg9ejTnz5/nyJEjvHz5kvbt27/3ZNd/wsnJCU9PT4yNjZk3bx6rV6/m9OnTzJ49m8uXLzNjxgy2b98O5K5sCCV3MrsQpVHxzDZEqfP6hcfY2Jjjx48zffp0ZdvFixe5cuUKDRo0eKNbQV4yExQURKNGjZSlwF9N3nNycpTfu3r1KgMGDMDV1RUDAwN69uzJ9evX3xpXUZ9Tff/+ffr27Uvt2rXx8PCgQoUKnD9/HjMzM3WHJv6CSqXCzs6OGTNmEBYWxh9//EHr1q3ZvHkztra2uLm5sWHDBuLi4v7R++/ly5eEhISgq6uLg4NDoXzw1NHRwd3dHRcXF1QqFatWraJatWqMHDkSMzMzBgwYwN69e5X1Cgrbr7/+yqBBg7C3t8fR0ZGffvqJmJgYQkJCCnxfr/6fhYeHExwcTHBwsLLN2dmZIUOGcP/+ffbu3cvy5ctxcHCgYcOG1KxZE+CNnvPFdfBACPEm+WsWxcLrF568ZN3U1FTZZm5ujpeXFw0bNgTeHBVPTU2lfPnyxMfH/2UPdJVKxb179xg8eDB37txhwYIFnDlzhqSkJBYtWqQ8Z2ZmplJ+k5fgF9XSlx07dvDnn3+Snp7O/fv32bFjB7a2tuoOS7wjlUpFzZo1mTZtGkFBQdy8eRNXV1d27txJrVq16NixI6tXr+b+/fvvlKjnjZiXLVu20BJzyP173LBhA3PnzuWXX35hxIgRLFu2jOjoaAIDA7GysmLKlCmMHDmyUOL5X5KTk4F/Nq/gf8k7Zyxbtow+ffrQvn17+vXrx+zZs4HcDzJ6enqkpaURExOjzNG5f/8+tWvXZvHixQwZMqTA4xJCFA3SSlGUCnmdW6ZPn86aNWu4fv065ubmb538tnr1ary8vLh06ZLSBSYgIICBAweyf/9+mjdvzokTJ5g9ezZ9+/alWbNmWFtb50v4c3JyyM7OViZ3CVHQcnJyuH//Pv7+/vj7+3P27FkaNWqEu7s77u7uWFtbv/H+fvToEWFhYZiamuLo6Fioibm3tzdTp07l4MGD+SZ2v/57aWlpaulY86rs7Gy6du3KkydPPthquosWLWLWrFn4+Pigp6fHmjVrOHnyJAcPHqRZs2bk5OQQGRnJiBEj0NfXx8nJCR8fH9q1a8e6desAWflTFG3SSvGfk5FzUWL8t1HrvAvYqFGjsLOzY/LkyTx48ADIvcC9fPkSyF3t8cKFCzg7O1OxYkVlUmjLli158uSJkszcvn2b8PBwvL29mTlzJuXKlWPcuHFkZWUp+5PEXHxIKpWKKlWq8MUXX3D8+HFiYmL497//TWBgII6Ojnz88ccsXryYW7dukZOTQ2JiIp06dcLX17fQE/Nt27bx1VdfsW/fvr9MzPOOSd2JOcDo0aMJDw9nx44dH+T5t2zZwldffcWxY8fo3r07HTp0oGfPnjx58oSEhAQg97WoUaMGI0eOREtLi6NHj+Lu7i6JuRClgCTnosR4l2TDysoKLy8vbt++jb29PR4eHsybN4/GjRsTGhqKiYkJly9f5qOPPgJQku3ffvsNCwsLDAwMSEtL4+zZs2RlZfHVV1+xZcsW9u3bx44dOzh58iQ///wzPXv25Pvvv39r/Wzec4pcDx48YMCAAVSoUEGpgX61/lb8byqVCktLSz7//HMCAwP5888/GTVqFOfOncPFxQUXFxdat26Nnp4eK1euLNTEfNeuXUycOBE/Pz9at25dKPt9H2PGjOHgwYMcO3YMKyurAn/+pKQkpSQpLi5O2f7TTz8BsH//fmbMmMGSJUt4/vw5vXr1wt/fnyNHjrBs2TIg9xwiibkQJZck56LUadOmDefOnePkyZPUrVuXx48fM3PmTKVWXVdXlxs3bpCdnY2Ojg4A69ato1GjRlhbWxMZGcn169cZNmwYrq6ulC1blpo1a/LixQumT5+udNlYuXKlUkP6qlf7PL/arrE0SkpKonnz5pQpU4ZDhw5x7do1lixZQvny5dUdWrGlUqkwMzNj2LBhBAQEcPv2bTIzM0lNTSUiIoKWLVvi5eXF1atXP/gcib179zJ69Gh27NhBhw4dPui+3ldOTg5jxoxhz549/P7771SrVu2D7Kd8+fJ8++23NGrUiCVLlrBr1y7c3Nx4+vQpmzdvplevXsTGxrJ582bs7OywtbXl8uXLStlcTk6O3JUTooSTRYhEqZO3UqijoyOOjo5v/HzmzJmMHTuW9evX07BhQ9avX8+xY8cICAjAwMCAkJAQHj9+TPfu3ZXHXL16FQsLC/r378/o0aOB3H7iW7Zs4ZtvvkFXV5f79+/Ts2dPdu3ahb6+PiYmJiVqJdJ/YsGCBVSpUoXNmzcr2z5UUlQapaWlMWDAAKysrDhw4ACZmZkcPHiQ3bt306ZNGywtLXF3d6dbt240aNCgQEfUDx48yGeffYaPjw9ubm4F9rwfyujRo9m+fTv79u3DwMBAGdU2MjJCV1e3QPfl7OzMlClTWLhwIePHj0elUnHjxg2lpKdDhw5oaGjw008/kZiYmO88JSPmQpR8MnIuSp1XR67fVmLSunVrvvjiCxYuXEi3bt2IjY1l7dq1tG3bluTkZEJDQzE1NcXFxUV5zPnz56latWq+JCQ9PR1bW1vi4+MB2LdvH0FBQcyePZuWLVtSo0YNfH1939phozi0aCwI+/fvx9nZmV69emFubk6DBg3YsGGDusMqEdLS0nBzc0NDQ4MDBw6gp6eHoaEh/fr1Y/fu3cTHxzN//nwePHiAq6sr9erVY+rUqZw/f/69S68OHz7MkCFD2LRpU74PsUXZmjVrSE5OplWrVspqp5aWluzcufOD7M/JyYnp06fTunVrKlWqhJ+fn/KzvDtqgwYNYuLEiYCUwwlRmkhyLkqtv5q0qaOjw5gxY7hz5w5XrlzB19eXwYMHA3D9+nVOnz6db1LbvXv3iIiIwNbWFmtra2X75cuXqVatGsbGxgBs2rQJQ0ND7Ozs8Pf3p0ePHixYsIBr1669EcOrLRqLYnvGgnLnzh3WrFlDzZo1OXz4MKNGjWLcuHF4e3urO7Riz9/fn+zsbA4ePPjW1qHlypWjV69e7Nixg7i4OJYvX05SUhI9evSgbt26TJo0iVOnTv3t0qvff/+dgQMHsnbtWjw8PArqcD64vHUOXv8aNGjQB9unvb0906dPp27duqxbt47169cDoK2t/cbfvZSyCFF6SHIuxGvyasFzcnIwNTXN14bJxMSEOnXq4OrqqmwLCgoiOTk53xLaFy9eJD4+Hjs7O4yNjYmLiyMsLIz58+czfvx4atasyaxZs7hz5w5BQUHK4+Li4vD29mbOnDlcvXoVeHOia0kaUc/OzqZhw4bMmzePBg0a8NlnnzF8+HDWrl2r7tCKvQEDBnDkyJF36n6ip6dHt27d2Lp1K7Gxsaxbt46MjAz69+9PzZo1GTduHMeOHVO6Gv2VkydP0rdvX1auXEn//v2lBOMd1K1bV0nQt2zZwsKFCwFZVEiI0kz++oV4jUqlQktL662JRa1atdi+fTv/+te/lG1nz54lKSmJZs2aKdsCAwMpV64cTk5OAPj4+GBhYUHbtm3zPZ+zszMREREAREZG4uLiwpIlSwgMDKRFixYMHTr0jY4vr46oF/dRdUtLS+zs7PJtq1u3LjExMWqKqGTR1tb+248pW7Ysrq6ubNy4kdjYWHx8fNDS0mLo0KHY2try+eef89tvv5GRkZHvcefOncPDw4NFixYxePBgScz/hlq1avH1119jYWHBvXv31B2OEELNSvdsNCH+puzsbFQqVb7EY86cOfTo0SPfqpsBAQFUq1aN+vXrA+Dn54eNjQ3m5ubK71y+fJmsrCwqVarEs2fPmDx5MpaWlhw4cABzc3NOnjxJv379OH78OJ06dQLg0KFD1K1bFxsbmxIxsta8eXNu3LiRb9vNmzfzlQcJ9SlTpgzt2rWjXbt2rFq1itOnT+Pn58eYMWN49uwZrq6uuLu7U758eXr16sXcuXMZMWKEJOb/gK2tLatWrcLS0hKQPuZClGbF/+ouRCF6tRY8j66ubr5R8ydPntCwYUMcHR2pUKECiYmJBAUFERUVpUwOBfj1119JSUmhY8eOnDp1igcPHjBp0iTMzc3JysqiadOmODg4KBPSYmNjmTdvHoMHD2bDhg2MHj2ac+fOFc6BfyATJkzg/PnzzJs3j9u3b7N9+3bWr1+vdLwRRYeWlhatWrVi1apVREdH88svv2Bubs6kSZNo3749X3zxBWPGjJGE8j3kJeZ5gwBCiNJJknMhCpixsTErVqxg3LhxAHh7e2NlZYWnpyfff/89J06cYM6cOSxevJgePXpQu3ZtwsPDefnypbJIS1ZWFmXKlCEhIUGpeb9y5QoPHjwgNjaWhIQEkpOT6dmzZ742hJC/Jj0rK6tIl740btyYPXv24OvrS7169Zg9ezbLly+nf//+6g5N/Beampo0b96cZcuWER0dza5du5g1a5YklAWkJNwVE0L8c1LWIkQByxv1yuuusGPHDtq0acPAgQPx8vKiY8eONGjQgK+//pqvv/4ayL0YJycnY2ZmRk5ODtra2jx58oTw8HCmTp0K5Na2Z2dns23bNho1agRA165d2bNnD3379qVs2bJAbgvHu3fvUqdOnWLR4cHNza1Y9MEWb6ehoUHPnj3VHYYQQpQY8vFciAKWV/qioaFBSkoKFy9exM3NjXr16vHzzz/z/Plz9u7dqyTmADVq1ODFixccOXIElUpFfHw8c+bMwcTEhM6dO5OYmMiVK1do0aKFkphD7oI9OTk5pKSkALB7924GDBhAz549KV++PP379+fu3btvxCg9k4UQQoiiSZJzIT6gW7duKbXjgNKK7tWJoZA7Au7m5sbAgQMZMmQI3bt3Z8+ePXz33Xfo6+tz/vx54uLiaNKkifKY2NhY/vzzTwwNDTE3N+fq1asMGTKEzp07s3//fg4cOMDTp09ZsWKF0lkjLS0NyN8zOSsrq0S1ZxRCCCGKM0nOhfiAGjVqxJkzZ6hduzaQ2/3ibVQqFevXr8fb2xtNTU0+/vhjAgICGDhwIJDbS11HR4eWLVsqj7ly5QrR0dHKtvXr1/P06VMyMzNRqVT861//YtmyZaxfv55Hjx4BuStyWlhYEB4eztmzZ3n58iWampqoVCplND0qKoo///zzg70mxYWNjY3SmefVL5msKoQQ4kOSmnMhioC8tmkdOnSgQ4cO+X6WnJzMmTNn0NXVVUbgAcLCwsjKyqJNmzY8fvwYPz8/evbsiZ+fH5MnT6Z69erUr1+fGjVqEBERgZmZGVevXuXhw4esWrWKsLAwIiIimDJlCv/5z3+U0XQfHx/8/f3ZunUr9erVK9TXoSi5ePFivvKf8PBw2rVrR69evdQYlRBCiJJOknMhioBXFxaC/N0ajIyMWLVqFQkJCcq2uLg4Lly4QLVq1ahRowb3798nPj6ehQsXYmNjQ0xMDAEBAezbtw89PT1MTExITk7G398fNzc3hg0bhrOzM0uXLmXjxo0MHDgQExMTVq5cyb59+6hWrdo7J+Zv6/1eEpiZmeX7/rvvvsPW1jbf3QshhBCioElZixBFiIaGxlvbqNWuXZsWLVoo36empqKhoYGzszOQWzdub2/PDz/8AEDVqlUZOXIkhw4d4tChQzg5OREUFER0dDRz585VHufi4kJqaipBQUEYGBiQnp5OWFgYAQEB1K5dm40bN/5lK8b09HQl5pKWmL8uIyMDHx8fhgwZUuKPtTj54YcfsLGxoWzZsjRp0oSgoCB1hySEEO9NknMhioHXJ2za2tqye/duJk2aBIC1tTVffvklv//+Oxs2bODhw4fcvn2bu3fvYmxsTFpaGidOnKBy5co4ODgoz5eWlkZcXBwuLi4AGBoa0qxZM/z8/Bg2bBixsbE8f/78jXhSU1Px9fWlR48ejBs3jpCQkA/8CqjX3r17efLkCYMGDVJ3KOL/7Ny5k4kTJzJz5kxCQ0NxdHSkQ4cO+e4wCSFEcSTJuRDFwOujtXmj2a9OMO3RowcDBw5k7ty52NvbM2zYMPz9/UlJSSExMZGTJ0/SpUsX5fkyMjI4fPgwlpaWWFtbk5ycTHBwMObm5ri5uSm16Pr6+m/E8+LFC9LS0nB0dGT79u306dOHqKioD/gKqNfGjRvp1KkTlSpVUnco4v8sXbqU4cOHM3jwYOzs7Fi7di16enps2rRJ3aEJIcR7kZpzIYqht5W+6OnpMX78eMaPH8/du3cJCwvD0dERQ0NDfv/9dy5cuKCUvQA8evSIgIAAevfuDUBoaCj3799XFgTKysr6y0WMKlSowOeffw7k9lb/17/+hYWFRUEfZpEQHR1NYGAg/v7+6g5F/J+MjAxCQkKYNm2ask1DQ4NPPvmEc+fOqTEyIYR4f5KcC1FC5OTkKAm1jY0NNjY2ys/Mzc3p2rUrDRs2VLZdv36dyMhIhgwZAkBwcDAqlYpWrVoBb47Wvyo7OxsNDQ2SkpK4evUqXl5e6OnpfZDjUrfNmzdjbm6Oq6urukMR/+fRo0dkZWW98YHQwsKCiIgINUUlhBAFQ8pahCghVCoVWlpaqFSqN2rUmzVrxt69e5XvMzMzCQgIAKBWrVqkp6dz7949ABo3bgy8fXQ+T15Zjbe3N5UqVaJ+/foFeShFRnZ2Nps3b8bT0xMtLRnLEEII8eFJci5ECfT6qPer/boBtLS0mDFjBqdOnQJAR0cHa2trEhMTefz48Ts//9atW2nfvj0VK1YsoMiLlsDAQGJiYpS7C6JoMDU1RVNTk/j4+Hzb4+PjS+x7UQhRekhyLkQp8LbacSMjI5o0aaJ87+rqSvXq1alYsSLTp08nIyPjvz7fkydPCAsLo3Pnzujq6n6QuNWtffv25OTkUKtWLXWHIl6hra1No0aNOHr0qLItOzubo0eP0rRpUzVGJoQQ70/u0wohAKhTpw4HDhwgJSWF2NjYfJ1gXpVXb+7r64u5uTkNGjQo5EiFgIkTJ+Lp6YmzszMuLi4sX76c1NRUBg8erO7QhBDivUhyLoQA/n/pi6GhIYaGhm/9nVu3bvHjjz/Su3dvvL296dSpE5UrVy7MMIUAoHfv3jx8+JAZM2YQFxeHk5MTv/76a4ntGiSEKD2krEUIAeSWqvxV68Q8ZcqU4eTJkzRt2pSgoCAiIiI4duwYaWlphRSlgNwPUt988w3VqlVDV1cXW1tbZs+e/cZE4JJuzJgxREdHk56ezoULF/KVaQkhRHElybkQ4p3Z2Nhw7tw50tPTCQgIwNDQkH79+rFixQp1h1aqLFiwgDVr1rBq1SquX7/OggULWLhwId9//726QxNCCPGepKxFCPHOsrOzyc7ORktLi44dO9KxY0cAWTK9kJ09exZ3d3el97qNjQ2+vr4EBQWpOTIhhBDvS0bOhRDvTENDQ+n3nZWVRWZmJpC7yJEoPM2aNePo0aPcvHkTgMuXL3P69Gk6deqk5siEEEK8Lxk5F0L8I/+rPl18OFOnTiUlJYU6deqgqalJVlYWc+fOpX///uoOTQghxHuS5FwIIYqZn3/+mW3btrF9+3bs7e25dOkS48ePp1KlSnh6eqo7PCGEEO9BknMhhChmpkyZwtSpU+nTpw8ADg4OREdHM3/+fEnOhRCimJOacyGEKGbS0tLQ0Mh/+tbU1CQ7O1tNEQkhhCgoMnIuhBDFTJcuXZg7dy5Vq1bF3t6esLAwli5dypAhQ9QdmhBCiPckybkQQhQz33//Pd988w2ff/45CQkJVKpUiREjRjBjxgx1hyaEEOI9SXIuhBDFjIGBAcuXL2f58uXqDkUIIUQBk5pzIYQQQgghighJzoUQQgghhCgiJDkXQgghhBCiiJDkXAghhBBCiCJCknMhhBBCCCGKCEnOhRBCCCGEKCIkORdCCCGEEKKIkORcCCGEEEKUaj/88AM2NjaULVuWJk2aEBQUpLZYJDkXQgghhBCl1s6dO5k4cSIzZ84kNDQUR0dHOnToQEJCglrikeRcCCGEEEKUWkuXLmX48OEMHjwYOzs71q5di56eHps2bVJLPFpq2asQQgghhCjxXj5PVds+U1JS8m3X0dFBR0cn37aMjAxCQkKYNm2ask1DQ4NPPvmEc+fOffhg30KScyGEEEIIUaC0tbWpWLEiOyd1Ucv+y5UrR5UqVfJtmzlzJrNmzcq37dGjR2RlZWFhYZFvu4WFBRERER86zLeS5FwIIYQQQhSosmXLEhUVRUZGhlr2n5OTg0qlyrft9VHzokqScyGEEEIIUeDKli1L2bJl1R3Gf2Vqaoqmpibx8fH5tsfHx1OxYkW1xCQTQoUQQgghRKmkra1No0aNOHr0qLItOzubo0eP0rRpU7XEJCPnQgghhBCi1Jo4cSKenp44Ozvj4uLC8uXLSU1NZfDgwWqJR5JzIYQQQghRavXu3ZuHDx8yY8YM4uLicHJy4tdff31jkmhhUeXk5OSoZc9CCCGEEEKIfKTmXAghhBBCiCJCknMhhBBCCCGKCEnOhRBCCCGEKCIkORdCCCGEEKKIkORcCCGEEEKIIkKScyGEEEIIIYoISc6FEEIIIYQoIiQ5F0IIIYQQooiQ5FwIIYQQQogiQpJzIYQQQgghighJzoUQQgghhCgi/h82Mzib+sDpaQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply MDS to reduce dimensions to 3D\n",
    "pick = random.sample(range(0,X_digits.shape[1],1),3)\n",
    "x = X_digits[:,pick]\n",
    "\n",
    "# Create a 3D scatter plot\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# Scatter plot in 3D, color by digit class\n",
    "scatter = ax.scatter(x[:, 0], x[:, 1], x[:, 2], c=y_digits, cmap='tab10', s=50, alpha=0.7)\n",
    "\n",
    "# Add color bar (legend for digit classes)\n",
    "cb = fig.colorbar(scatter, ax=ax, ticks=range(10))\n",
    "cb.set_label('Digit class')\n",
    "\n",
    "# Add labels and title\n",
    "ax.set_title('Random projection of the Digits Dataset')\n",
    "ax.set_xlabel('Random Component 1')\n",
    "ax.set_ylabel('Random Component 2')\n",
    "ax.set_zlabel('Random Component 3')\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dfc54a8b",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
