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 "cells": [
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   "source": [
    "# Machine Learning\n",
    "\n",
    "I highly recommend [_Machine Learning for Physics and Astronomy_](https://press.princeton.edu/books/paperback/9780691206417/machine-learning-for-physics-and-astronomy) by [Viviana Acquaviva](https://www.drvivianaacquaviva.com) (Princeton, 2023). Acquaviva is a seasoned teacher and machine learning practitioner. Her book is written at an introductory level, offering clear descriptions, insight into a broad selection of techniques, and practical examples in the form of [downloadable Jupyter notebooks](https://pup-assets.s3.amazonaws.com/public/resources/9780691206417/Notebooks.zip). Her writing also comes with a certain _joie de vivre_ that is often lacking in academic texts. Our brief intro will be just a sampling of select methods, with my own unique demonstrations. If you enjoy the appetizer, I recommend investing in the full meal.\n",
    "\n",
    "__Machine learning is the use of computers to find patterns in data__. We imagine the data as something like a table:\n",
    "\n",
    "| Index  |  _W_  |  _clr_  |  _typ_  |  …  |\n",
    "|:------:|:-----:|:-------:|:-------:|:---:|\n",
    "| 0      |  0.1  | 'green' |    4    |  …  |\n",
    "| 1      |  3.5  | 'blue'  |    4    |  …  |\n",
    "| 2      |  1.2  | 'cyan'  |    5    |  …  |\n",
    "| …      |  …    | …       |    …    |  …  |\n",
    "\n",
    "Columns (_W_, _clr_, _typ_, …) are called __features__.\n",
    "\n",
    "## Supervised vs. Unsupervised ML\n",
    "\n",
    "In __supervised__ ML problems, you have a data set for which you know the desired outputs as well as the inputs. You use that data to train the algorithm and then evaluate its performance. Examples include _classification_ and _regression_ problems.\n",
    "\n",
    "In __unsupervised__ ML, you turn an algorithm loose on a data set to discover patterns without prior guidance. Examples include _clustering_ and _anomaly detection_.\n",
    "\n",
    "___Even in “unsupervised“ ML, human insight and interaction are essential, as we will see!___"
   ]
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   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# %matplotlib widget\n",
    "from sklearn.cluster import KMeans, DBSCAN"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57cc7291-2faa-4a07-8fbb-cfc995892e3f",
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   "source": [
    "## Clustering\n",
    "Clustering is a type of _unsupervised machine learning_ in which the algorithm attempts to __categorize data based on its featues__. Because this is unsupervised ML, the __categories are not defined in advance__; rather, they emerge (perhaps deterministically, or perhaps not) from the algorithm's exploration of the data. Clustering methods are either __partitional__ (dividing data into non-overlapping categories) or __hierarchical__ (having categories and subcategories)\n",
    "\n",
    "In this demonstration, we will look at two partitional clustering algorithms:\n",
    "\n",
    "1. [K-Means](https://en.wikipedia.org/wiki/K-means_clustering)\n",
    "2. [DBSCAN](https://www.geeksforgeeks.org/machine-learning/dbscan-clustering-in-ml-density-based-clustering/)\n",
    "\n",
    "There exist many variations on the above algorithms, which we will not have time to explore.\n",
    "\n",
    "### Data\n",
    "\n",
    "Assume that we have $M$ data points indexed by $0 \\le i < M$. The features are components of vectors $\\mathbf{x}_i \\in \\mathbb{R}^N$. \n",
    "\n",
    "Both algorithms require a measure of __distance__. Typically employ Euclidean distance between points in the data space, e.g.,\n",
    "$$\n",
    "    \\left| \\mathbf{x}_j - \\mathbf{x}_i \\right|.\n",
    "$$\n",
    "Alternative distance measures are sometimes used, but I'll assume Euclidean distance below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22547e51-02b4-4ad6-b838-686dc7f5d6ce",
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   "source": [
    "### K-Means\n",
    "\n",
    "`from sklearn.cluster import KMeans`\n",
    "\n",
    "#### Parameters:\n",
    "\n",
    "- $K$, the number of clusters (keyword: `n_clusters`)\n",
    "- Initial cluster centroids, $\\mathbf{z}_j \\in \\mathbb{R}^N$, $0 \\le j < K$.\n",
    "    - Can be chosen by hand, at random, or by some algorithm.\n",
    "    - keyword: `init='k-means++'`,\n",
    "- Since initialization is pseudo-random, it helps to try multiple times.\n",
    "    - keyword: `n_init`\n",
    "\n",
    "#### Procedure:\n",
    "\n",
    "Repeat until centroids don't change:\n",
    "\n",
    "1. Form $K$ clusters, $\\mathcal{C}_j$, by assigning every point to the closest centroid.\n",
    "2. Recompute the centroid.\n",
    "\n",
    "This procedure has the effect of minimizing the following cost function:\n",
    "$$\n",
    "    \\mathrm{Cost} \\equiv \\sum_j \\sum_{\\mathbf{x}_i \\in \\mathcal{C}_j} \\left| \\mathbf{x}_i - \\mathbf{z}_j \\right|^2\n",
    "$$"
   ]
  },
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   "source": [
    "### Density-based spatial clustering of applications with noise (DBSCAN)\n",
    "\n",
    "`from sklearn.cluster import DBSCAN`\n",
    "\n",
    "#### Parameters:\n",
    "\n",
    "- Neighborhood radius, $\\epsilon$ (keyword: `eps`)\n",
    "- Minimum number of points, $\\mu$, within the neighborhood to form a dense region (keyword: `min_samples`)\n",
    "    - Rule of thumb: $\\mu > N$.\n",
    "\n",
    "#### Procedure:\n",
    "\n",
    "1. Identify all __core points__, which have at least $\\mu$ neighbors (including the core point itself) within radius $\\epsilon$.\n",
    "2. Neighboring core points belong to the same cluster by definition (iterate and merge!).\n",
    "3. Non-core points within $\\epsilon$ of a cluster are __boundary points__ belonging to that cluster.\n",
    "4. Remaining points (neither core nor boundary) are __noise points__ (outliers, which do not belong to a cluster)."
   ]
  },
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   "id": "19a6a2dc-b840-4b04-a3b0-ae0bca6a7e7f",
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   "source": [
    "## Example: Clusters of Varying Density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ac26a635-2cd2-406f-8fc2-448e2181b267",
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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Blob parameters\n",
    "Npts = [20, 100, 500]\n",
    "x0 = [-1, 0, 1]\n",
    "w0 = [0.2, 0.2, 0.2]\n",
    "\n",
    "\n",
    "# Make data\n",
    "bx = np.empty((0))\n",
    "by = np.empty((0))\n",
    "bcolor = np.empty((0))\n",
    "Nblobs = len(Npts)\n",
    "for i in range(Nblobs):\n",
    "    bx = np.append( bx, w0[i] * np.random.normal(size=Npts[i]) + x0[i] )\n",
    "    by = np.append( by, w0[i] * np.random.normal(size=Npts[i]) )\n",
    "    bcolor = np.append( bcolor, i/Nblobs * np.ones((Npts[i])) )\n",
    "bdata = np.array([bx,by]).transpose() # 2 columns\n",
    "\n",
    "plt.figure(figsize=[7,3])\n",
    "plt.scatter(bx, by, c=bcolor, marker='o', alpha=0.5)\n",
    "plt.title('Native Categories'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "48303cd0-0941-4475-bacb-416dbd04159b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# K-Means\n",
    "kmeans = KMeans(n_clusters=3, n_init=10).fit(bdata)\n",
    "bclusters = kmeans.predict(bdata)\n",
    "bcenters = kmeans.cluster_centers_\n",
    "# Plot\n",
    "plt.figure(figsize=[7,3])\n",
    "plt.scatter(bdata[:, 0], bdata[:, 1], c = bclusters, marker='o', alpha=0.5)\n",
    "plt.plot(bcenters[:,0], bcenters[:,1], 'o', label='centroids', \n",
    "         markerfacecolor='white', markeredgecolor='k', markersize=15, alpha=0.5 )\n",
    "plt.legend()\n",
    "plt.title('K-Means'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "024aa52a-cb64-4150-bdb3-f1c7850f0f2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 2 clusters, 4 noise points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DBSCAN\n",
    "db = DBSCAN(eps=0.25, min_samples=7).fit(bdata)\n",
    "labels = np.array(db.labels_) + 1\n",
    "n_clusters_ = np.amax(labels); n_noise_ = list(labels).count(0)\n",
    "print( 'Found {:d} clusters, {:d} noise points.'.format(n_clusters_,n_noise_) )\n",
    "\n",
    "# Plot \n",
    "plt.figure(figsize=(7,3))\n",
    "plt.scatter(bx[labels>0], by[labels>0], c = labels[labels>0], marker='o', alpha=0.5)\n",
    "plt.plot(bx[labels==0],by[labels==0], 'kx', label='noise')\n",
    "plt.title('DBSCAN'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.legend()\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f945e183-0911-4ac1-8b66-8f3b87e1c897",
   "metadata": {},
   "source": [
    "## Example: Arbitrarily Shaped Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4529c5ba-54bf-4de9-aaed-6fc46e8364d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Nface =  500 # _approximate_ number of points in the face (subject to rounding error)\n",
    "err = 0.025  # standard deviation of position error\n",
    "\n",
    "# (1) Elliptical outline\n",
    "Noutline = int(0.8*Nface)\n",
    "theta1 = 2*np.pi*np.random.rand((Noutline))\n",
    "r1 = np.ones((Noutline)) - 0.2*np.cos(theta1)**2\n",
    "category = 0.1 * np.ones((Noutline))\n",
    "\n",
    "# (2) Smile\n",
    "Nsmile = int(0.2*Nface)\n",
    "r2 = 0.6 * np.ones((Nsmile))\n",
    "theta2 = 1.5*np.pi + 1.5*(np.random.rand((Nsmile)) - 0.5)\n",
    "category = np.append(category, 0.2*np.ones((Nsmile)) )\n",
    "\n",
    "# (3) Eyes\n",
    "Neye = int(0.04*Nface)\n",
    "r3 = 0.5 * np.ones((2*Neye))\n",
    "theta3 = np.pi/2 + 0.6*np.concatenate([np.ones((Neye)), -np.ones((Neye))])\n",
    "category = np.concatenate( [category, 0.3*np.ones((Neye)), 0.4*np.ones((Neye))] )\n",
    "\n",
    "# (4) Eyebrows\n",
    "Neyebrow = int(0.1*Nface)\n",
    "r4 = 0.65 * np.ones((2*Neyebrow))\n",
    "theta4 = np.pi/2 + 0.3*np.concatenate([1+2*np.random.random((Neyebrow)), -1-2*np.random.random((Neyebrow))])\n",
    "category = np.concatenate( [category, 0.5*np.ones((Neyebrow)), 0.6*np.ones((Neyebrow))] )\n",
    "\n",
    "# (5) Nose\n",
    "Nnose = int(0.1*Nface)\n",
    "r5 = 0.2*np.ones((Nnose))\n",
    "theta5 = np.pi * (np.random.random((Neyebrow)) + 0.5)\n",
    "category = np.append( category, 0.7*np.ones((Nnose)) )\n",
    "\n",
    "# (0) Concatenated arrays for the whole face\n",
    "r0 = np.concatenate([r1,r2,r3,r4,r5])\n",
    "theta0 = np.concatenate([theta1,theta2,theta3,theta4,theta5])\n",
    "x0 = r0 * np.cos(theta0) \n",
    "y0 = r0 * np.sin(theta0) \n",
    "N = len(r0)\n",
    "\n",
    "# Noised data\n",
    "x = x0 + err*np.random.normal(size=(N))\n",
    "y = y0 + err*np.random.normal(size=(N))\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(x,y, marker='.', c=category, alpha=0.5)\n",
    "plt.title('Native Categories'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d52e1ad8-42bd-4aff-b000-04a183013689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dataset\n",
    "facedata = np.array([x,y]).transpose()\n",
    "\n",
    "# K-Means\n",
    "kmeans = KMeans(n_clusters=5, n_init=10).fit(facedata)\n",
    "faceclusters = kmeans.predict(facedata)\n",
    "facecenters = kmeans.cluster_centers_\n",
    "# Plot\n",
    "fig_face = plt.figure(figsize=[8,6])\n",
    "plt.scatter(x, y, c = faceclusters, marker='.', alpha=0.5)\n",
    "plt.plot(facecenters[:,0], facecenters[:,1], 'o', label='centroids', \n",
    "         markerfacecolor='white', markeredgecolor='k', markersize=15, alpha=0.5 )\n",
    "fig_face.legend(loc='outside upper right')\n",
    "plt.title('K-Means'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "05e107cd-f9ff-4b31-b532-1e686c8d2897",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 5 clusters, 0 noise points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DBSCAN\n",
    "db = DBSCAN(eps=0.1, min_samples=3).fit(facedata)\n",
    "labels = np.array(db.labels_) + 1\n",
    "n_clusters_ = np.amax(labels); n_noise_ = list(labels).count(0)\n",
    "print( 'Found {:d} clusters, {:d} noise points.'.format(n_clusters_,n_noise_) )\n",
    "\n",
    "# Plot \n",
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(x[labels>0], y[labels>0], c = labels[labels>0], marker='.', alpha=0.5)\n",
    "plt.plot(x[labels==0],y[labels==0], 'kx', label='noise')\n",
    "plt.title('DBSCAN'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.legend()\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51890e4f-464e-4561-8238-7dad81cfd97e",
   "metadata": {},
   "source": [
    "## Feature Engineering\n",
    "\n",
    "Sometimes it helps to replace or add to the features already present in the dataset. In the face example, I found it somewhat helpful to change my representation from $(x,y)$ to $(x,y,\\pi\\,r)$. The new coordinate doesn't add new information, but it makes the clusters marginally more distinguishable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2a9a155c-747f-4f48-95ab-a27b415035d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prospective new features for the dataset\n",
    "pir = np.pi * np.sqrt(x**2 + y**2)\n",
    "theta = np.arctan2(y,x)\n",
    "cos = np.cos(theta)\n",
    "sin = np.sin(theta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "576e1b16-0992-49b8-badb-4a6afe0b9663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WV5RUyuWLeeLj6y3Jw50VlC2v75Kq0mqtalClOLjuqAybMkiShyV1mDVMP52lmcegsEAZMnGgeHl73dBzqCqrkjW/3SipJzJUcjFm9nBZ/Ny8Tjf349tOy/4Pj0h4bJgGNTxunvOMByff0GMxDOPehnVx1d8+oJWRi0dS9Xv9RyfLii8svma1o7GhUXatPiAe4iEDRveVmspaOb37rK6vAcH+ekkennRVMogG/nUvbpELR1IlOilKinNKZe3vN0l0UqT1yRjGNbBgxTB6Oce2npK89AIZMKYfkYSknszQzXHOY9NbXY/rrP7FWslNzdOAYMS0IRoQIGsIjQzWA39IZLBWN6oraju8v0MbjsumP22Xuuo68fTykkn3jZWln15wQ5UYZF+nd5+TuH4xOl/lwNqjWmEZN29Up1lICI8J1X/LCsu1z8UwDONGiU2Olu/86ety7tAlaWpo0n66mD5R1/w91q/GugY1BwHfAF8pK6zQHhga9ales2ay9rqvmQQ1rNFRCZG6HiM1o8m/OKeky8EKM6qObDwhxbklGvBMWDRa/AKcj8Mw7mYsWDGMO8BBiwqEpydCBad0qr6u4aps3yv/5005vj1FIuLCJDY5Rk7tPiuDxg9Qm+CUPWdb+j/4eUyfyHbvq7a6Tnav3q+bbP9RffX6x7adkrHzRkrS4ITrfg4FWYW6uVOpATZbZGmdER4dqtlIZrPwnBvrG7slfzMMw+gMqiijZgzr1ovkF+Cr6+rB9cekvrZeqsqr9UJFZeDYflJZUqU/GzJpkFZeXPgH+klweKAUZBRJSESQlBaU6+8EhgZoEoaqM+vc4An92x2Ui4z2w99skBM7zoi3j5c0NjZJfkaBPPDFJbetB9EwbhUWrBhGL2fQ2H5aScFBi0GKbG79RvRpdZ2D647J6T3n9edIvtIrM7UiQTZv6afm63VyLuZKbL9o1Ul3NDWezbehrlGam5rl9J6zUlNZpwFDZWn1DT2HmD7RkrL3vFZ5CKzYXMOinRWTjhi3YLRknbusmU805SOmD9GGfMMwjFsFSR7WIPpM6HUZNWu4LH52jgQE+6lctu+IJA1gAkMCNNgIjgjSqnBNRWtLdqS0i56ZKx/+dqNknMnW3pgBrO17z8uBjw5rUgppWfyAWFn1jQe0cuL+GA6sPSLb/7JX1/+YvoniaBY5e/CizMorMxmZcddjwYph9HLYHBvqG+XkjhSpLK+SgKAAyU3P18AjNDJEr3PxWJpm6xhy5uPno1ULZAaxfaMlPCZMnvjmSt0MkSh0loXjd2KSo2Tjy9ukubFZmh0ivv7ecu7ghRtqBJ3+wETdwNOu9KxMXjpORs3qPKNJJvKhry5T6QTBSly/aHPPMQzjllFTWaNVEoKEktxSrTzTj/KFHz4ji5+d1xJIvP3TNSrXpapSnFemAUtkO9KuQeP6y7P/8ri6M57aeUYDlcxz2VKaVyajZg6TPkMTtcJyes85mbtqRsvvnT1wQRv6C7KKNOih4q0JK08q7d1/Xjzm6vJq8fT2koAg/xt7kQzjFmDBimHcAsqLKjQ7R8WCRk700l2FbN34BaOlMKtIXvyX16W8sEI3LCQH33zhSxIaHSql+WXioIKRHK2BiqePl0xeOl6v47oNDv/XgkBm5Iyhsue9g+Lt66XZwtDoEN1AkSFcb6N9UFiQPPY3K1SfTbDCRt4V6QLytxuRnxmGYXQVKsus1f7B/nJie4rs++CQnNh1RntavHw8pamhWY5sPC6/+rsmeeLvH1IbeNwJ73tunlZZqH6Q5InuEyn71x6RFZ9fLF5erddMpKyspReOpklQaIBExkVIZVGVZF/I1Z4+1mqSU+6c3HVGJcD9RiZLXlq+FGQV6zp63yfnqwFJdyDgIhnFfsRt0F8z6+GpJiUzejUWrBjGTYJeCzY/NqZ3fvqRZJ+/rAEFzZSPfH25ZtEuHU+XQ+uPSm11vQyfOlgm3jf2qs0N2Ajf+NF7Ul7g3EibGhrl4rF0+dP335LIxEjJPHtZSnIJBLwkYUCsTH9wkqz80pLrmkvCPBP6XOL7xWifyeWLudpE6qE9M9cPgUds35gbug3DMO49qMpufGW7lOWX6bo5+9Fp15SRXo/r4oe/3aQuiFShK0sqJbpPlFYu6LGj345gIvt8lRzZdEINP0bPHqGWxcjDci7l6RoZFB4olSXVsuGP22T8/NHSd/jVrov1NchtG9QqOTIuXCW6VEuQh1Et7zeytcwXuO0hEwdo3wvr/aTF42TpJ+d3O8jYt+aQVouQAtMHuP3NPbonjexm745h3EosWDGMHoYS+/6Pjsje9w/qhkQfCdWOwRMGaCYr7WSmHNl8Qv8b9y42KaRbBCTAHJS28PsMEqNsjz66wdNDmqrqJO10plSV16hEC+00cwOGTR0sT3zzIa2K8FjI2Lka6+P7x17z8fcf3VcDJ6Y7I78i4OJ3N768XcbMHSEJA+Janic/8/b1bjfAuh3QD0P1x4ZHGsbdAUHAjz/3S8m+kKNrH5Xk4rxS+cS3HpbSvFLJOHNZG845yFPB7VL1pLhS10curkGN2ArTI0dAcuFoqt4vRiVRSZGSl1ag6y/28biBEbgQLJ0/nCp73j+oB/2CzEKtlHj7+kh1WY02v9M4316wQmU5rn+sZJzOUofG0JhQtZsfPm2ITFw0VuVi7oyeNVxSj2dI5pnL+lhHzx4uyz63sNOZU6kn0rWnhbVwxPShLY8j52Ke+Af4tbgs4i5ZdLmk238Xw7iVWLBiGD0Mk423vL5TKwkBIYFyeu9ZaaxrlGFTBjs/dL7eOkE5IyVbg5ABY/rqhkJQwebSXrASGhWsOmiuT8WGag0pv4i4cA16yLoxoMzL21MP665AhY1059v79HfoaUFnPW7+KP1Zblq+NuNHJoS3arhnEvPKLy+VoZMHyZl95+XEzhTJSy/U+S3nD12UJ771sLrYbHh5m84M8A/yl0XPzJGR04fetvcSz2/zqzu0UsWwtTmPTpPhU4fctsdjGEbnYNxRVVatfXQd2e+yTr3/6/Va3UXuhDVwdVm1nDt4SY5vPy27390vxbmlun4ir33sbx7odPq8e/WENWzBU7M1ECAQcVkIs3by7/lDlzSp5Bfkp5VlLy9P7Zlr8GnUn9MAzyE/NzVfq9kM7M1LcwYzPG4fP29JP5khkxaPvSp5giSXyvfm13aqvJf1auFTs3U9BwISqh4EI/wuewfr+qVj6eLl66X9LZ1VqVkH3/mfDzVJxWMh8bTqGw9qVSo8NlRqq2s1keaSm7lcGg2jt2LBimH0MGx6lPkTB8br13j3k7GjxK89Hx6iVRY2CvYw+lgIONg8/Px9Oqx2rPq7B+XV/3hLCrOLNZM4dt4oHWK24aVtcmj9Mc02um4r5sUo7VfZ894BzdhhoUl2cOsbu2XQhP7aDLr73QPaQBoWEyr3f2ZRqwZ6Dg/MQDm164w29KPNpkKUdjJDN0Kez7o/bNHn0NzQJJlnsuWvf/n529ZfwvM6sO6omgnkpxfKh7/bpM/LVQUyDKP3wPDatS9ukYyULF2fZj8yTSYsGnPVoZ71pTS/XOWo/AwnLCoYzU1NcnJnipTklenaRoCQdiJTzuy/IJM7cAxsWz3hdmlaj+8fo0ECvXkkZEi+EISwVrOWIrkNiQhWk5C6mgY5u++8xA+I0wpNaUGZDrxlXSSRVFdTp4kjHitVntSTmSoXK8wq1vsl+Bg5c6iuUwQ7VMAJJtyfNwmrrX/epU6OrLv3PT9PAyikZlTNcQujwrTng0Ny7sAFlQUvfm6uRLklnM7sPy+VxVUt1sms2fSoEKxMe2Cy5KYVqJSMAGz0nOHXNDsxjNuNBSuG0cMERwTrRudq1AQ24ojYcJUpkRVjbkllaZWc2JGiGzZyKw7Xk5aMb/c22czmPT5DopMiNHtHFpHJ8nyfjfDi0TQJiwqVkMggybmUL6/94G0ZOK6/utMMmzxYr0cvSnlJhW5Su1cf0MpP3xF95PKFXK1KUOGhqtL2ftlMnTj/5csDHx3RqgzZTqo8mWez5fDG47clWOHxpR5P1+dPxjMyPlyrWwQtFqwYRu9j6593q7shiRyqGvSjRCVGaAO5OwQyVC0YnqhOWzmlOm9qzNyR0lBbr4d21iiSN6xPJHw6oqV6khh55fDvLxkpmRq0EDjc9/x8tRXOzyyQhvoG6TcqWQaN66cJIBJEfoGs5R4SHBksuWl5Ih4OrWSDf3CA+Ab4SG21t1Z2qKrgssXj4Xnufu+gVn+pDKXsOy9P/P1KDYCA6sfu9w5IQWaR2iFfOpEhDbWNWkk/vu203r+Xj5ec2XdB/xs3ssAQf/ng1xu0mk6cc3jDMfn2n/5agyAXjivrdVto8P/EPzysFSH2qcRBcboXGEZvxt6hhtHDMNRryv3j5cjmk5pVSx6aKA9+eelVDmA0UuKnT58JbjP0nCQOclZj2kLG7oNfrZczBy7qhoUsgtsjI0iVhqCDTf3o1lOaLSMLxybO/bPR4xJGkyiNm2ywtZW1mmXTeScxoWpjyffcgxWCAOQHHPzJzFFZYWMbOslZFQLtn6lr1Dimtqr+tryXeJ7ovotzsvTAQ0aSTZjXwDCM3kfW2cuaPHFdXH0TbYMVPttUFvIyCnRyOxWV6D4xMmTCAJVJpZ3MkpzUfA0KCCL6DO04WYLsi/simYMMi6pIYGigrh2AFfDz//aEVmtO7z6jAQZzT1gjuf2zBy9IaESIJAyKk8LMIhk8vr/eFg5hBAxBIYFSX92ggZO3t5dWXpKGJMi5w6nSWN8kA8f008QO8l+SSzg8EhR98Ov1ugcQQGFJT1A286Ep2gdIcEPA4untqYkXgopLx9K0H6WpsVmShsRLfW2D3uaudw+o+xjQo0KVCRdH1nF6ZIZN+bhyTiDlPrDSMHo7FqwYRg/DJrP4uXkq08JVJjY5SgKCnY2cbSFgmbK0/WqKO6d2nZWTu85qgzw9L2mnslQGsPyzi1TSwDyV1FOZWq2BcG2mj9FAIrZvlGbgsNREq73jL/vE289HKyoEKmQNB47r10q3XF/XIFte26mDIdmoqegw7wX3G/pbxs8fJeszC1V65nHl/gaNd9ok3w7mPDZdygrWa2BFFpIG1EHjWzepGobRO6BPjgCEZAtSVD6zHfVNcNAODPZXKSwHdoYtbntjtzzzz6tk0bNztK+OnpKpyyZI8rCrm9ldkMDA6lerJxkFWvVm3WD9dBEUGqiX6KRITXrQG0MgQiCDmUlzc5P2zDjlaEUSPzBOTu86q1bF/sF+4lvuo8MePTw8ZfyCUfLgl5bK2z9Z01KBcToqOjTxA6y96SnZmqQimCI44XapAFHtIXAhUCFocpkB+Ab46b5CZYjvU31Ss5Oaj5NFBCJYxSP94j7p3zMLeONOxoIVw7gOcIrhYIzGmWw+TiuuRnkgG0dggezr8MYTqmlmM2b2ifvm2FVoRKV6wYYGAYF+Ul5Qrv9NtpBNcdOfnNaebINx/WNUl9xnSLxu6mt+u1GHkLGJYqHs4+crIdEhmv0jUFn22UWtZqgc3nBc9n5wSB1jkCsglUA+gWwDHvjiEqkqr9aKC05mDHkkkLkZoDUnAETnTlMthxUyh+6bL5vz0999TKUNvOZs8mQaqQRReTJ3MMPoPcx9fIb2eODwxWF78n1jZfDEAe1el897dUWtJA2OV4lVUFiAZJ3P0aBh5sopeukIAqETO87obTDsFret5//1ca2esB67GtrbQuWFNZXrsUZuenm7pJ4gEeKpfSeOpmaZ8eBkWfzMHKmrqtP9gB7BWQ9P0wo5az/JEtadMXNGyPqXtmrPIpWUuL4x0n+U05qYSgmBDAkh1nYCqJg+kVJRUiWVpdXqwjhi2lDZ99FhTTRxfeRvTL5nT8FtjN+lOtRvVB8dGokMlrWcKlXbStW1DA+oxJDwQk5L5d0wegsWrBhGN2Ga8Or/XauNllUVNVodYaNa/vnFMnbuyFbXxY1r6+u7xMvbWzc9+kWe/MeHW2mLuwL2md5+3roZsbnX1tRJwuCPJWN9hiTIJ//tE7Lo6TnauFpWUCYJA+Nk6acW6MaVcyFXohMjtceEjSg9JUsefu5+zUQGhPhrMEA1BZCCsfmyMbo2c6w+yfi54Puf/PcntWkf2QP3db0DI9Fy11bVatDlrp3muW760w7dkEMjg1UqgnwCKQVB1Of+81mZdN/HzbQ8L6Rff/nx+7rpAgeA+z+7UM0CDMPoHVAheeafHlMrYB9/X00qdDQvhCoGldvL53O04Z0AgsP5tYYhst6+97/rtEdE+1p8vWVBQbkGN12xOObxENCse3GzbH9rjwY+6rzowcVDIhPpj4uQp779iJQWlGuA054T2aQlY9XxjMQO6xP9iy73RRJdY+eMkAPrjklRjrOpf9nnFms/Yl11ncp3CVj8gnw1gUSwwxDHmQ9Pkb/89we6B/EY+wxLks2v7lSJMEmz5Z9bpM+RiguGBDVVdVotomrUHlxvy2u7ZP9Hh1VWRhVn0bNzZeKiMdd8nQzjVmDBimF0Axb1HW/t1aZ2mi2jEqOkrqpWm+kZtkUWzZXF57ond5xRCRgyLTYSggS88rsbrDD3ZP4TM+Xg+qPS2NikFZppyydedb2I+HBZooPCPNQ1hsM/lQaygTxGZF/IG2gAZUNic6VysfWNXdpjwwZN8z/NnWz2BDBkEZEnMIzMHXTP/Ud1PXPXHriSbXtzt1o5Uw1ik0X+wH2j5c44nS1h0SGyb81h7dOJ6ROtmdW89AL5y/97Xxtt3ftsaLSn4kV2k+eO1O3AR0dbgkiqM0C1yKothnH74DA9YEz7QQOff6zcWXcYUHv/pxfKR7/bqIEKaxNW6R1VRVyQGEIGRQWW3jqSHgfXHdW1s62RSEcw/HHTn3aq4xfrBb/H+qOJnytrOOsMX3cEiSD6U7i0hfWWxv6kIYm6PhOADZ82+Kq5VXMfmyGTl4zXRA1rNo/lr/7ref0ZJi3v/vwjCY8O1YDs5M4z+tosfHq2bHtzjxxce1RfTwIfBliSWGoL6+mhDce07yYi1lfyswplx1t7ZMT0IbrOG8btxoIVw+gGlMqrK2vVYhi5la+/t9RUOK0nXU3nrT5gvl5apq+uqFadsjZsenVv4rBrU5v18FSZtGScblgEGm0P2xzSP3phk5Tml2lFYeHTc/SQzmaKNhurYe3p8PaS8QtHS59hzjL/e79Yp8MpCXCobpTklmhWDRkDgyr5PpsWQUxPwswDZrXQS0OmlBkC2DA/+Y+P6KGEDTR+YKxulujBsSdFD87zIUOJVAJ5h/vBo6mpWeVyrtcYLXxTY6MGXZte2S6ndp9VbffImcPkgb+6T+cmGIbRe6DSynpEFZWED5Kph76yTD75vU/ogZ6meFf/RmeQHCLYcfWL0PTOGuxobm51PdZTbIVZv5FvuVdHGO6LLCo0Mkj7RDTR4++j0lKq6V2Bagi9LzwvklZIht3XbtZjklzXoqPnzHrPcyURpeAOtvG4mrIc2nBcXRKRhiGd2/TqDnn2n1ZddRtUcXhuSM2Q/PJakJzCqawou1irU/wtqPj0ZGM+1aTywnId9Ell3DA6woIVw+gGZLzYqOiN4BCv04DJPHl4aAO6+ybEfzPZ+KV/f0NO7kpxDveaOkRthzuCQY1k89g4KOcTILhn2ZAatAeH8fV/3KIbC5ORS3JL1Q4UNxqGgOHPT9UFSQCbHs8BJxvmDHCIZ0gY05o5DDQ0NKqe/Im/f0hyLubqsDOymwQFNVW16sLjyu7dCDxGenGoznBbZANdGmyCEqpB2CNrsBLkr4eNkrxSrVRxcBgyKU4lIu7gihbbL1rSTmZqLw2bOEHe0c0nZec7+3Vjx/mMzZe+lmf/eZVVWAyjF0G1FScrpK00h184kqYV5YVPzdGqa1dhzSIhk34qU9dN1sgZD05qNYCSQGLNbzbK6d1nNRmSMDBWHvrqMnVaJDHFgZ9DO0EOiRzWD5rhH/ry/V0y8KCqze1T/WAtQnK79JMLdDBvT8F8GJJZrN0k0i4eTVcLe/aokvwymblysq6FYVEhOkDT1QPoDhIxnNYwbmF4cCMJtvIaObD2sFw4nNYyeBMb5ke+vlwGjLlxMxX6D9mj2AN4je97bt5N63s07nwsWDGMbsCGMHTSQM3OXzicKqX5pZIwOEG1vdgVt6Uop1iCw4IkJilKrSbZ9JAmkaFqC9bCb/90jc4HoZx/eu851Q+3J/dqCwfw8qJKdc5B8kAzKZk0Ah+mzJM5GzC2r06wJ1gpvFws7/7Ph/oz+kXqaht0Y+Z+OcQjk2KDd21KZNWYBcB8FWRog8b1l6Wfmt+hy1lXoJpChYSghf8uKyxTa2U21nB/X21g3f7mHu1VYaNd8NQsOXfoogZyOJ1RZWJDDYv2aTVD4NG/XqGHG36GgxB/G4ZE4rzDJhwaFaqv9YG1R7TidKNSNsMweg4kVySCWMeAfg/WNkDORKWDZAnJjM6gP+ORry3T6gjrNnKwyW3WaGaXnNieousl90cledc7++SRr6/QAICePtYNXBVrKmh47yuf/89nZOjkwV16LkjRGKyLMQnrLr2Au97dp0MYe2q2CXO7ss/nyMldZzRJ4x/oKxMWjtGqM8mv84dTdY0rKSjTYKBtoKKvVViQ7kkYxuCsFt0nSnx8veT8oTRNELmqSNw++9KNBivlxRWy+bWd+roSlNK7RNWH2Tau+TOG4Y4FK4bRRbDx3fDydqlis4wM1tkp7lPf2yM3tUA3QvTCPj7ecv7wRdny+i7NtKEd5sDtkjGR1SrIKNLKCxslGxtTmrsSrNBkiQyASg+yAjYYNnwaJpGeBYQEyOENJ8Tb10ftjpk4zybMBl5WWCEVRRUqvWLDpt+DJlB30H4zyI2fc3g4svmEascXPzO308eFYxgyi/Z6RHCboeqB6xibKi5pi56d13K96Q9M0uwoVR76VqiaMHwSK1AyffvePyiZKVny6N880EpCwO2s+Px9er+upv+wmBDdvF36a33NPTw0UyoWrBjGLYFKBgEBh1SqGO317rFWMisKSRJVXa14XBkMiZSV9QpTkyWfmn9NSRLVWkxGOkvyUEFxSawIcGiWd7Hwqdl6HSSpvn5xGuwMmdT5mu8OySYev6siToXY9T2CFQIzrIuBRE1HDfCdwe3c/5mFMuX+CfLOz9boHsL9sU4jO2MvYa3HxGDhU7M6vB0CEKpY7FdoyQqyCrXiwV7S01BNIekUnRChazR/p+K8Ek0wWbBitIcFK8Y9C9UCMl+uzL4rSOgoE0TJuqa8RmL7xWj1Y8NLW3UIWUcbDFnAouwi7ZMICg/SA3Px5VK14SzIjNCAhYwfDfEc0Aku0BujsxZPp+a6qw5b9F7c/+kF8tHvNmnpn+AleXiiHNt6ukVmxeE9/WSmPm9ul/sLiw3TgwADIf19vNQS+MlvPaSSB3c4OFCVIAsGPAcqRB2B1GDn2/vUtpnnMWTiAJ1x4N6syWMiWGHwJBtXVEJ4K5cefs58AxnROmgqyS3TAWv0DGHfiTRh3hMzW67DwQIbZzZoZwA0V13D1g3fLJeOZ2hlKDAsULOdBEGGYdx8kGG9/6t1krLnnFaZOUiv/PLSq+Z/MCOJJALSTdYqKqwjZg6TV7//ljoSIllCzrr2hc3y/PeeuK4DvgsqCCRgWDP4t7K8WsYPHd0i4eJQPWXZRD34RydGqH17d+SvrK2sQQRorMlUhXDz4r5Yp9/52YeaOOI2SRJRFW679nYF9i3WswmLxsq6F7eoGQmDKDFZ4X6Lc0qlJK9c9rx/SCvi7fXqTbxvrA6lRDHA4yFhRS8Njmo4menw3ahgtVK+UXBzjIwLk5y0fIlKiNT9BYMVJG2G0R4WrBh3PMiXKOfTwMjG4D7vpDNwhqEUjU8+TZOTlo6XqPhwPYjjdc8h2nU7SKPYuNBMk5WPSoqQ0rwyrbJ0tFkeWHdUKkqrVXbEJkXGLjgsUN1e/Pz9NGN1es85lSKR2UMDTbWBJni02jTJu1vzXgskC89/7xM6mZneFeRTZPEIBMjoUeVg8+I50bOCRMo5J8VbhkwaqJUMJG7YFCMp4DqujKAObPP00NtAfkGVAkvNjuDvseOtffp7bPQELWxE859ondnjsbhmt3QF5Gw0zbsa6Pm3trqu5ef01OAiRhCKO07K3vM6EPOp7zwqX/2fz8obP3pPgxgys9MfnKSvgWEYN59zBy7I6V3nNEihJy1DJVf7tTfOHWRK8x6fKVOpKDscunYhE2JdY31HOopdOlLW8sKKq9Zf1gACHX6G5fu4+SM7NNJA3kQyY+8HB7UXb+LiMTL7kakaWLGOnN59Tns5uN+VX7m/2/1tBB4PfeV+dZAsKyyXMXNH6HrP7VCdpp/GOQvFoXbr9Ovw8+uFx0+yK2XvOd3Tmhqa1KiAdZ//pvGehFN7zmQkkh7+yjJtenfZKvO3WPW3D6j0i9tlf3CXgLHnknBDlteebXNHIB/GolkrZQXlkjAoTpNt5jxmdIQFK8YdDZvKe79cr9k6snAcrsngX8sfnvL7rtUHdDHmwMoCvfp/PpSwmDDNetE3seDJWZrVAzLwYdGhmoEjs4d1MVOLqch0BJIsgpPB4wfo4f7CkUtOt6orZjRUHNS3X6caO+10mcKMWw3PBYtNsozdgcd+audZ2ffhIQ1UKoor5OLRVAmOCNbH7doICY6YcHx673lpqG1QuRX3SRaNIIzHRABDMyWv6cgZQ7X/hUMAfTdUSmY+NLXDx0GmjM3RJc9iwBkNnzcCj49DA68ZmUNKKwRCycM/nlpNlYyDTdKgePEL9NMha0jM2BCRwi15fr6+Z6iIMevA7IsN49ZA0kSbzIP99b+xEScpMmXZhHblXO4HV+RIfJ16Il0luHVV9RLdJ0KC2tipa0P7rzeofa8mNBzOtchVvW4L35uydLw2vBOs8Nj4HlVv1lENrAJ8dXo9gdWqbzzY7eeN3LdtQKavR3mNSrgIvIDHiwyqvXWPgID1HLOUzhwM2c/YQ7jA6z98R9dBl8xNA7yiio5/39tLzQXcIYHmPiCSoIsA6PKlPDl34KIqCEhKEfSNnN71qguuaJ/690/oc8YoxZwZjV4brPzyl7/US1pamn49atQo+Zd/+RdZtmxZh7+zbds2+cY3viGnTp2SxMRE+da3viVf/OIXb+GjNnoTlNDP7DuvlpNk3DgQ733/gIzDRasTCRVuUhzSXdkgZAn0bFCVwRULuQEN2JTsqSQgT1r66QWy/g9bdbEnUOHrzhrMKXVzPwQfBD8hUSE63JD5AQQDPL45j01r2ZQZNkmmiSoOGxR6bRrZuyML4PnTXB4SHqyVDAINAqQH/mqJygxoQHfBc2KjdvHqD97WjQg5HI5c5w9dlHMHL6r9cfb5XDULIDhodjhUUsZ1OkLdwjzRhNeofTNN/Nca4tYZHGxwLkNO0VjfoK9dXP9obSQdMW1Iy/XYmPl7VZZV63/jJsZhg4Bl2593SXFemb4m0x6YJHNvIINpGEb3QD7LoTTtVIZknc+VsvwyrXy89d8f6PwPKtkdwWfZL8hPJ97T78JaP2XZeK2QupObViDnD1/SSgIHdORkBEQzVk6+6rruUC13t0DXwKrZGVgB80folelJcGpkthXJFdZ7gpaI+DC1USaxQqKH7+9avV/2f3hE11ucyLBcp8eDwIyggcoySRz2wLYQeFDlprJPnwwB0Y2sw6gBmG9F5ZqqEAMyqVyRjMJ2PmlwvCb1ugoBirtBimH0ymClT58+8p//+Z8yeLBzkfrjH/8oDz30kBw5ckQDl7akpqbK8uXL5fOf/7y88sorsmvXLvnyl78sMTEx8thjj92GZ2DcbsiGka2j5A0cptnM3Jur24MAgNIzTinIhXLT8tTS0lUpwRWLAIbbcUHg8KnvP+lssL/iluUOJXEqLwQmNI/SjElgknEmW/tDsDa+7/l5cv7gRaekrE+UusK4wBMfyRIBE88pIyVLN16XVTIbF9ksKjY8fmw421p5snGRgWN4omqMI4L1ewNGJ18z6Kkuq5aAQGdmkefgaHY2iAKN/pXF1focgJkoBDLtbZBARYgBmASSPBckbsjMXFAZwVmGGQhDpwxuFUS1x9Y/75Lj207r8DX/oADx9vGUJZ9c0NJD44J5AtNWTJSd7+xTGRyHjVmPTJE97x2U0oIK6TssSeV4e98/qH/Ptr9vGMaNgdMe8zk4FLsfXOk/I8Hz1k8+0LlTgyYOlEHj+knOhTw9tHcWrJCkoJqNIQnGGByaCVwIKNr2GToc0lKt1n9pbnN8XKVghoiPr3enVVUqKqwdOan5muxA/jph8dXSqRsBSRjJHORgMHzaEJXLbnx5uwZn9PPR7L7jL3t1r+G1vHA0VQ1a6PVZ89uNcmL7ad2n2LdWfH5xq9dQq/PLxutrdfFYugYqmLXgHna9EPhx4TVGbsceSwKo/8g+zgp2YUW7wQqPhaAMswL6frqagKP3keQd+/qNOE8adz63NVh58MHWJdX/+I//0ErL3r172w1WfvWrX0nfvn3lJz/5iX49YsQIOXjwoPzoRz+yYOUehYAj/opTDItZTWWNLsjXsrWk/M7ivulPO3Q4IdUDpEJYN1Lp4ICPFbHOUHGDn7Wnqy3IKpL3/net/j4bIRsRU5ef+NZDknspT6skDDj08/eVaSs+PrS7Q6aMWSLabO/lqfsrCzzWm/zLDJLG2kbpN6qPBhF5aQXy1LcfbtWUjtSLHpCsc9maSUTnzQbWVi7RHoMnDpBtb+zR+6I3hGZKHGSA6gwbP4+NjQcjAIIQd3AvIwhhc0dCtvJLS7Vyw++q1vxKcEcQsfrnH+nwMZff/qq/W9lhwML94ZjDJojjGRUj+noKs4quCjZcTfvJw5gIzYEpVO2c97x/UH+f15VeG36fjdMwjJ6DngssaJG9UkmmD2Gom3sWB3Jkuo4Xt2iywLXW0RfSGax3JI7CosM08eNocugaRbXA1+/jYCWuX7QGQPSqkXDi51PuH6eHedZC3BwvX8jRJA5DczuyLceZC+nY7tX7pb6uURNPsx6Z1oOvlFOyNfOhKTLtgYm6xr38b2/q2kv1hOr99rf2aOWYiorLhIA1PTc1TxM9SNVIVhFUZZ3Lke1v7ZWhkwfpa8oau+2N3dp/iNHKk//wsP49qPbfiPT1/KFLkpdeqH1CJAoJtsoKyqQgM0ATeO0Zlmh16N39ugaTjCOhtPzzi6/p5IapzUcvbFb1BH2VMx6conuySXfvTXpNzwoR9JtvvilVVVUyY8aMdq+zZ88eWbJkSavvLV26VF544QVpaGgQH5+ry4l1dXV6cVFe/rEtoXHnw+L98FeX6QwQGiqxt6Xk3xUopaNBdmXn6FvZu+aQBi2U6KevmNhqYeQ9yiRisoYsuFQLXD+ngTLzzGXtn2BBPrLxhC7GDIVkMBnOWDRskiEiWCE4arvokvGivM4Fi08O2Rz+C+jBGBqvmUTkCfjgo4OmYkNw5D6zhU34gS8ukc2v7tAKAr76i5+b2663flvoQSEOoRE2pm+0Vm7YOGH41CGqT+aQz+tF1tR9KBoVoPd/tV4qiirFw8tDLZ0f/tqyVlpnF0c3n9AMnFaQmh3q6HV2/4VWlRd3eJ3YZC8dS9PXnQoWkom2AyHdr+9sWnX2NFEB4qCDRMTDM0knJhP08PoahtEzkMHf/NoOPcTGD4iTvLR8lQaxJtKcTWLo0vE0aWpw9upxoCY5g2EG62RnkJBizTm1+4wmPTgAs466S7dcsiLWP9YtghNkULhacX1csjA0YQ2h4v3Br9bLs/+yql37ZNYQmtBxwyKJ5D5IsqdhbaZKgQSXhA17BM3tarTiIVrldg3DRQ5LIIW8mJ5AV49NUGiABoiscwQ6a369Xkryy1WOe3TTSa0ssU/e6EGfCpMPBieeHhISGSLFOSX6WALDA2Xxs3M1IcR1UAIQLJJMouKye/UB/VtFD4nUmTAMIv70fzzV6b5E4oxhnfwN2fe2vLZTK03XCnKMu5PbHqycOHFCg5Pa2loJDg6Wd955R0aOHNnudXNzcyUuzpnpdcHXjY2NUlhYKAkJV0s6fvCDH8j3vve9m/b4jdsPWftHvrb8un/fJSNAI7zic4vbvQ4HdBbY/R8d1Q2BDWXOqukyZMJAObHjtDqLeXp56SGaCcBFl4tU6gVURijdB4YGiqOpWTdNggrXoC0XbKps4gxqxC1n4qKx8tELm/T3WNRZ7OnBaKxrVCkDEqr2pG5sEM/9y+Pdsj4Gbn/BJ2bppS24wOCGc+7gBX2Mo2cNV/cxF2xGNIzS70IWlKAOz/72JAf8nMqW067ZeTBwl9u1x/xPzNIgEWkZr/34RWM0M0vAtuf9A3L5fK7K6mY/OlX6j3K6wRHwYZWKow89M2zi+RkFGuiRVUVSZhhGz1BRUqWSHWzaqXCHx4Vpr4RzEvoRHbZIhZlKAT0nw6YNluDQQBk8YWArOWx7sK421NVr5YF1jeZsnK/ag6x/W0ctDtAEKFQi1CwlJlRltkjL2gtWXLB+dmcNvV4IwKiKXziapsGJ02ErUGW3HPoPrjsm1TnFGqjMf9K5PlMhzkjJ1uZ2Ah2qDqyrVD6KckpbLOvZ33Be43W/luLgWsT1j9ULwR/VMHowV3zhPpn96DQNjFAYrP75Wrl8KVcD0REzhupcGoIN9mkeD6897xUGK3cm7SKoIRlJVYwLwRvBkQUr9ya3PVgZNmyYHD16VEpLS+Wtt96ST37yk9pE31HA0jYzoJKUdr7v4tvf/rY25LtXVpKTbWK10T1ouD+65ZRTihQdova3O/6yTw6tO6YbA575NHMiAUNy5ePvq5l7gpwtr+1SzTUNn2TMOOyTeWobrLCpUPbn4oLNadfqg1oGR5Lm6VWh91VXW68OXVRtOvqc9OQmy+1RLeloCCabEQ2wXE+b8JubO2zAR5Z28ViaNpIi02D+DM+zMwjAnvnuY3pYobKUNCRenb/e+ekHcmLXOakqqdS14OiWk/LsP6/S1xArUFziyMxxOMo8ly0RcRHy2R88Lb5+Xd+0qWjx9+P1HD51cLcaSA3jbgJ5LBl8BsK2dW9iC6Znr3jfeWdDfACT1Edr8gZ5GIdolZGS5nc4tH9lzqPTW/f7+XqrtNc9487nGsvxI5tO6u2S6KFiShKi7YyWjnD2PPir02FoVLBUFFfpOsK60BvgdUF21lC/Ufca1tL5n5gpCQPitC9wzJyReriPTAhvqfI8+KWl6nxGH2N8/xgZO88pnWeCPa+jy2UL50uMDAh6rhdUBTisYUqDYYrTxcxb9x+UDC6jGpJWrOsoHHAJU6nalR4V5nKFRodK0eUSlRwjUWON5u/Sd2Sfq6os7JVUZQh6ec+RnENqZtyb3PZgxdfXt6XBfvLkyXLgwAH56U9/Kr/+9a+vum58fLxWV9zJz88Xb29viYpqf1aDn5+fXox7B7L0VDWwrW0rE7heOHgjb3Btbuo8lp4vFSXeqsnuOyJRs1956fkyLG6wzHl0mgYjyA6yznMob9QNCW0xmzeVk65AhrCupkEP9wPH9lU7ZTJTBD4jZw7rsed3o1B52f7WPnE0F6gMDsmGq9+lLWPnORMRNN97+3lrBak9uVhb2PDcGzOpQB3efEpK80t14jWHD+QSO97ep8MtnTr3Zv1bqVQiJNBpvNAFSZwLrFLf/flalQbCie0p8vg3H7SAxbinoF9u7weHNOjQyejJ0dp3QLbcxfEdKZpQIeNfW1WvPSWDxg/QbD6Zf6RODEmk4lmYVaLBCRRmF8nqXzj7/aigIF1d9tmFehgGpLAMfqVnLiwqRA+5VG7KS7ruzkVgRXWWSjUZep4DE9+xbO8txPaNkWf+aZVWVTjAu+bHsHa5LODdIemlfY4+XhoAIDNG1szBf9yCUWozz9+NqsS8x2d0OPC4K9Bzsv2NPdLc5FBJH9UzJHLsZbyerP9USUiksTfxmLx9AvS6BEn3f2ahbHlth/7dkA+T9HrtB+/oukpgRZWMXib3tZnHjJSZXkiSdVj5D57wsfTYuLe47cFKW8iiuPeYuINc7P3332/1vfXr12uQ016/inHvweLMhkTzOXIB/OanPzi5xWf+ekFiRMYv/VSWZpHQDscmR+nGiSAYBzIqBBy6P/uDZyTwSnk763wOveialWfDpuKAUxhVka7ABoCtJ1mqWyVJuB6QAbCp4laDbG3mysm6+bYHmyZ68PYGk3WHs1f6h9S9zNdHM4n+AX6a/eP1Qu6FPl2rWqEBKlGZumJit15D3Hm4D5dDGxszBzayiQSiZA7Rb4+bP1r/ptb8adxtMDj2zR+/p+91PgPx/WL0s7b295u158N1wKTSiblHTHK0JncIMlzWv6yLBCP0qlGBwSTDFeiQXKBPD1kp1QMO2bgXErQAn1sO5lRVqitrxOFolobaRonrYH3pCCzOoxLCtSrOGoWV+40c4G8G2tfRRXkqTmCYlCCHRWBCYoXePxJcmLsMmzxYK944m7kHld2FtZSqFq8ZUjWSQBeOXtIBkzorzNNDBo7rr3O7mF9FtYQgg78lQSHvCRwtMT4gkRUQ4i9/+OfXVdKMVA3b48ObTsiwqUNaSbw0ePvuY1KQWagBLxPub8bfC+ka94FdNBX+3vaeMHpBsPKd73xHZ6ogy6qoqJDXX39dtm7dKmvXrm2RcGVnZ8tLL72kXzNP5ec//7nKurAvpuGe5vrXXnvtdj4No5dAqZoNlIw7myKLEAfKc4cuyif+4ZFr2uNeS1NM2f3PP3xXG9ADw4J0cc1MyVZ5GNlBFm6qfCd3nNEgCcnEsS0npTi3TBdtNmkWfFxlumvDeKNa45sNj2/BU7P1citAmoWdMrppgpPG+iZ1KPP09lRpAgElmw4Wnzvf2a8BB3bKWGym6FyeGDVY6MpG7eqvITOceTZb3v35R7Lhpa3aNxQaGaoJFipm/I3dzQ4M425g17v7pPhyqToZInEtw2UvPkyHLdZU1LZIgBIHYgV/SV32SN7weYiId37GcGjE4ILPE317HKBdk9CRz1L1JMPOpSCrsKXfD7gNKiB8Bhlyy20PnTJIpi53Dj7sDhyAO0qi3GkgoUUa5UyQOOXwrt4/EjIECNcLaxr9gPSIsLaTZHO3gy7MLpGoZtEEDesg1sj0Kc56aIr+/elX9A1w9nW6jFi4HS68Bwh2dRaXh4f25rB/Esi0hSSjyyzlZsDZ4MPfbZKy/HLx8afCM1bleBaw9D5ua7CSl5cnzz33nOTk5EhYWJiMHTtWA5X77rtPf873MzIyWq4/YMAA+fDDD+Vv//Zv5Re/+IUOhfzZz35mtsX3OCx+bHgsmuh9pdkhlcWVEpsUpRUQFs5D647K4ufmdbo4M2CLDZiAYvi0wVdpslm4yfLhdEOm7/jWU1qaZrox/SkchHG32vn2Xi1Xk8FjUUYiVppXLtVVtRr04LJlXD/o29f8ZqPUVdWpVKLet143ab8gf91sln1mYctmw0bHhZ+zKb31kzW6yaOHJvhk9kNnEJBeOpEhGWcuS+rxNA16+P3UE5UqcSCLSebw0ol0tc+2YMW42yi8XCIeFE88PZzSyqYmKSuokPj+ca16PqhglxVVqGufDrxdNV17vGD8wtGa/T+z/7z4+fvIxPvGtdiOM0iQijUJJrLxNJgzi8MFkrOln1qgJiX0LlDRXvFXS7rVd3Y3gk0xg4QxHcHKGXnwgDZ9kNcLVRPc20jQkKzBbYy/LUEkVTPkX8wnc1a1vXXPpY/IqQRYqms0328vycbfl4QSc7MIsmi2RzaM05f7fnxq91l9HMivqbJNWjK2WxLea8H7eOufdzsrPKOTdW8/sumEOl92ZGlt3KPBClWRzvjDH/5w1ffmzZsnhw8fvomPyrjTZF8f/HqD2vuijSU4YdMjz8TiybBIeleccq2OwbELu182Yw66Y0+MlAe+cF8ryRDZcxbvgVcygmSeyAi5GgjJAvH7OE4RpHCY9fTykKFXyvHFOaUSGh3crYn0xtUU55bq6z5i5lD14Ef7zoaGZSmucC6tuzu47CDfQvuscwhOZKgV5qf+/clOX+LxC5xNq0e3npTMM1kabLokhTgJkUlGasbf2ucePzwZdx9nD17UxmicsyhdOpqdPWBYCTPg1v2zxufioa/cr4c+7IhdPRfAIXPyknF6aQuV5qqyGg34vf28ZNYjs1vZogPug3yvtrJWezDa+4zfayBrIwJM2YdDo4eMmzfqmsmXrkBfCT0qrJMDRvXV/bSyrFKt5VEL8PoTsOz74JDKretq6nRfI+gkyHBaKXc814uf896hQsP6HT8gRhY8ObuV/I0ezQ9/u1HXdfbg9S9t1bXb3XzmRtE5MVfMIrTCExEkhZeL1TnS6H3YJ97oVZABx9GJXg/KxGTKOxsWuPHlbbqR4prCJskChPa0ILtI5QbxA+PEx9dLF1IXNCWW5JVpEyAZHSoz+9Yc0koK7jLYXJ7adVYXRiwyXSBr4FDKY2ShZcEOiwmTuup6nbFCtr44z6nbRrpAoylabXomyDCh7Z2wYPRVFRujewSG+Kt+vaa8Vs0NOCTRXL/sM4s6PMRwyGGyNlaqSMb4myPbw1UNeUtHELgidcDcIOdCrk5vRnPdpLMXfLRBFE1/0tCEa9qvGsadBIdQ7Nqxp8V+NudinoiHQx79+gqZ+/gMdeVq7/PiSsaQuWZ4IdUQ+lg66pvgYPvQV+/XyvWx7adV4rnl9Z0yddnEFolZZwN571U4YDOf5lozaroLCTcurjlW/Eu/JVUylyQLkwTWXXpkMIthMDGWxeyLk+4bK5OWjOtUSoUlMe8jTSj6OhNI7mSfy9GEn8sxE/ktCaaeDFbYk5OHJsjx7Ska9FHhYc/mvWr0PixYMXoVO9V1ZHeLHz/+8EyBby9TQ9BRkFWswQyNnFwqy6pkxRcWazMnWW8y4ZSQJ943Vn+HygsZGxqlydjgSoIjFQdONl8aCLHc5DBK4OMOPQ+U3fG2x36T7CIT2nXg2B+2qCML2uolz89vebyPfH25uoRxvwQuHc0GMLpOZHyEzHpoqmz/yx4NBJkzsOiZOa0ONm2JSopQl53ayjo9TBFwMsyMnqO22m4qY1vf2K09TzgaMXyNqh2Wxbyf8tMLtVoXPzBWkof10fvGDacrPTCGcadQXVGr/QdIsvhs0fSOMxOzP9oLVNyhx2HDH7dq4zQ9JmTjl39ukUpsOmLPewfl0Mbj2mTOZ5MeF9yteovj4b0CFYbkYYlyeu95TcQxSZ5kHyYzLki4YTvNheQiTmRYKpPM2/DyNpVStzdjqy0d/W2RirGvOhODnhrUYOfckzgrPPPVcxu7ZVeFpz3nNeP2Y8GK0Wsg+KAhnYWO6gS9AWRUss5e1tkcbSGLTjWDhnqqKVRWkCgQFMx4cIoucMgW3KcP4wNP0z2BBs2hq/93nepvKW8z+4TMO4dSFmvcR9xheNjj31wpl46la28Km7frgMpsDxoEuX93XS0/p+Rt9CzTVkxU3TM9JOGxoVpZ6wyyuslDE3UwHI342CoTgPAeaSuBeP+X6yVTZ8A06nsrKiFSh3+i3Z/x8BTJvZSvVRkmcyMVvBGnHcPorbAuEqhocsbhbIQPjwlV2eO1QN5zZPNJXUsJdLLP52p/AD1d7bnx8TlGcuaS1LKWpp3MkPz0gi7Zmhs9B/vXss8uUhvq7POXJXHwEJ350pG0iz2a94drHUw9maHVMVewUlpQphU2oFLSFRn0yJlD1QiF9x59LTi/TVzU84k+Hstjf/OA7gMoLayxvvdiwYrRayDTQRbFNehT/6U83MHAT82MPDdPs9/5DNLy95F5j89s2dzay9owVJDyNQsvWaPKUioeCVo1Ob33nFSXVcuMh6boFPf2FmfK1+1Z7rLAd6bTNXoW/vauBt2uQCZw6vKJOiuCTRgjBYLh03vO6qEM21SgUscgMrVavZCr7yEqKwGh/qpvjogJk2e+85hKWxhw1lnWFxnMmX0X9JDHIFFmv3Rmm8z1ObRR2WvPLY4sI5agyCbIVJtNstEW5DlIUjEbISC/VgWkM0gGLfvcIrWCR6JFdXLxs3O7dNisra6X+poGlQe5HJ/oBdAm7HY+A8iHkMkyFwlIBrAXuByojFsLf2P6j1w9KJ1BopDqGesTWzZ/O9f6RW/h2z9ZoxU5skSJg+Pksb99QKvjneFMDD6opjdUa/qNSr6pFQ+r3vV+LFgxeg0c5CYtHiubX9+pmRgObzRV4offEWRzGKTFMEAdSHYNe2IcR8iWc/CkisJCzOGQw2yfwQlqfbvyS0tV7mPcXWCrzN/64PpjUl1RLWHRYWozTVDy+N+t1Lks9CUhQaDqRkMnhyc2bNzlGPgZ288phYhOan8IrQt+Z8truzQ4YhPHPQ6pwZJPLWg3e4cmHLey7PM5ev+zH5mq/VqugwJSjI9+t0mdfzhETl46TmY/Ms0ygUYL9GG9/8t12nDNe47388NfvV+telnv6K9CMtkdgw+mpz/3L487Zxh1Y8gujl1RieGadSdgYn0eO3dEh+sq1xk7d6Tsef+gBvekq8bOG6H3b9w+upIQoY8k7USmGs4ATlr8reHYttNaVWNOFX9T+k4YrDvviZnXvF0Sgz3Zo2Lc2ViwYvQqpj84SbPGOal5Wqlg2vm1mirZAK8lA3Ix86Ep6iZFU763r5fKy3DqooeFhXn2Y9MsULlL4X2y8Ok5aoKAJh7nHIKKlP0XZMdbe2XWI1P1gDdh0Rg58NERvQ7D61ybLjIBgui//L/3ZdXfPqBZ446gAnJs60l9LxNA0y/DhO9JS8arxLEtm1/bqc2qBNMcDLENpdHTZfDA41P5Yv9YlSzufHuf/jcGA4YBKXvPy6nd51S+SvNw+qlM2bX6gEy6b5x89LuNuu7R14cuf9x8p8tdVyA47q6DIfLXB764VBvlqRZiXUxvV0eHX75PMoG+CB4nnxsOvL11CK7xMVQ8PvEPD2n/IH/H/qP6tKyNVNNwhiNZA97eXrp+GUZ3sWDF6FWQdR4zZ4RebgZkax7/uwe1GZ7DJ9UYLG3pd2GTv1n3a/QevLw8VVpAoIJ8EH098j8CVgKWBU/N0knGvCdCooI1cEg9ni5DJg8SD/GQtBMZcvbARa18dAQGDVRlAkOcmWiqJU04kTU0qisZQ9SAqc4c7KiocCAkw8yFx4L0xhWs0E+F9p/MOJe0U5XqaGcYLqie8J52JXeQ51ClWP/HrZKXXigJA2J14vnGP22XpCHx16wO3ihk2LEGRxbUlaCD67QnsTV6P6xZ2Eu3hYQQ+yuGN/SeePp4avDLTKqEQfG3VX6FsgLjG9Zdk3D3fixYMXolzM5gIBRZmAGj+2qFpaea35B8ucsLZj08tUdu17gzGDNnpFw6nqFyQIICXz9vHQJaV1Uve1Yf0CZgKhbM1LlwOFWnG6sExtfpUAM41XUGAUjioHidV+Cyup56/wQNkt74v+9pXwzwPnz0b1aoUQSZcf9gP3Who+qHK48LMs70IvB5oNeKTCXZZ8NwwVR4bGR5b1FZ0QGKfaO1b4rsN3bfVO7OHrqocitsaIdMGnhT7YDJtFt15N5l5MxhWqHGbKGhtl7tgXet3i97PzgogycOlJVfWtJuf15XQBq7/8MjKjEk0YjVdVfl2zTv41rGkMuwqBC5/zMLW2ySjd6JBStGr4PM81s/+UAtYnFsYpItvu9Tl01o9/pIxsgykyHBYrErOlv6Ychme/l4S3z/mB6djGv0brAqpsnz5M4UlQCScQ4OC9KNDhcwAhj0/9v/slcuHL4khdkluiHSaO8f6C8hvM+u4VCkDcNemENcMY7woHm4SU7sOK3Npmi4xaXh3nFawuPCNEAniAqNwuZ1cavNc+5j0zUrznuWQGbqsvEybIpJwIyP4f2C4QiBCOYRU5ZPkHmPz5Dc1ALn+8bPW92VqNLtef+QTuvmwIi9us0vMW4GJBiRIXLZ9OoO2f7mHnVRpNqWsvec9B/ZR6atmNTt22V9fu9/18n5Q87xBMxFK80rkwe/tPSa+z+S3A0vbdVBpNGJEWq6w+iBT3//KZOA92IsWDFuK2SqybzQ2OyqnKSdypKCjCLpPzpZv8fhjgNde8HKkc0nVKZDhgQ99txVM3TSbmdgpfjzr72gmXUWtrHzRslf/ej5lsnkxt0PEhVc4IpySiT1eIYOlWTTop9l7Qub1GGuvKhSK3psrse2nNJhoSOnD1VXsWs5kbEhIn0YPXO4DlVjZsuFY2kaaFAVcb3X+e/LF/L0MEkFkc9DaWG58GP3SiKVmif/4SEpzC5WSRnzgMxm03CH907/0X0lcXCCus+51rOln17g7FnJKZXS/FKt4jFfCgcnKodcTP5qXIuqsio5vPGElBVVSFzfaO1D6s6AYwweqPiRtGG9u3wpTw5tOK634z5eoCuQ2KFHhnWYimFZYYXOVWPdxS67M7gOEt/YfjEqQ4tKirzyvUoLVnoxFqwYt7WCgp5a9fgRQbLombl6YMPCEpDMiKfTCrE9KQGaUzI1jiaH9hiw6f7hX/+sjc1ka2gibS/L8voPV6sLFP0IzY3Nsv+jI3pwxRHKuHdAO00Fg6xaQWahbli898Jjw7SXBXtj3mPMWUkakiBhMaHy9Hcf69JtYy/Me7a6qkbSz2RJXmqB2sr6+ftecQbL0esh22GuEAE7733n7/o458G0gQ09aXDX7ZqNewfeWxte2qZVaNZNeqGWfW6xBiwc6J771yekvLBc3vjRe+p0x7qI2x3XvZak0TCwnH7vl+vlzL7zqnZgT8YIYckn53fZQh3zEgZIkvgpLyrX9x4Jw41/2iHLP7uoW1bszoTPx1bXruGRrkZ+V1Jy2xt7JDc1T81KcCBDDokCg/NGQUahBiokgEj+BN+Azbdx8+mZJgDD6CZMOF774hbVjpIhZtDeml9vUAtX7IoZ+Icch8ny2Am318yMhIdDHkEHWcOctHypKK6QrPM58tHvN6t7Untkn7usCy7N9hxMPcTRcng07i1w5nr6O4/KlPsnaGCCnJANGWkBEsHMs5c1i0fz8tDJA7t8u7jhYC+cl1YgGaezVBJGMOLh5aF9A8nDE/VCsDRi2mANbGj2ZD4GVcJrzSEwDHdO7jwjB9cdU5kiRgw4z+3/6HDLz3k/Y2FMBYX3sr4vU7IlLDZUA3HD6AzUDZeOpWngS9M8c1AIjKvLq7v8wk1aMk57pFjneI8OmzpY+o5MknMHLuh7sjvQ6zd86hDJyyjQIZTcJslJzEewiEeJ8doP3pFDG45phXz7G7vlv7/wK5WiIdElyAqODHLOD0qIkKWfmm9VlV6OVVaMWwpuSHvXHJJTu87I8W2nJXFwvAYMZDsyzmarXGbweHoKVqgOlV4Vqh70GbSFTDeHTWZPVJVWS1Vplc5dQeKDt3vaqYyWKbruIIM4d+iSNlCTIWpuds5fMe5NyBDu+/CwVjiampql5sr0bAaYMRySg97U5RNkxsop3ZLkqN0rQ9KaHRIRHyEDx/XXLB7OOcyucEFWcNJ9Y+XYtlPaG8P7fc6q6Tfp2Rp3IryfkLmQiaYiOGrWsFZVNiQ2XAf5F9DfVJBZdNXtuN7DaP2pusxYObll8nhXoNePzPi5gxe1KjjxvnF6eDXuATxI67n4+L+6CpKrOY9O1wQkvSIhESG6Hnp5t66IdAWSO8s/v0gluuz7EfHhutfTcL/9L3vUOp6gZeCYvlJVXiOlRRWSn1Wk0seci7my6u9Wyme+/5Q2/LNOmwS892PBinFLYUje5ld3qu6+srRazh28pFkampcZ2OdaNPjetVy6WPxWfGGxSsmOb0/RnhWCGhYyDoDcXntgXZyTmq+LGaXnETOG6CBI496ESkZtZa0MnzpYG96LL5dIbXWtVlse/esV19UbQrCz7sUteqALCPJTKQLSMN7fMX2j1LGJIF0rON5e2ldAZhBJDpIF2zwNd84euCDv/XKdSrhIsJzZf14e/+ZKDTSoBJKwIWBB+sLaWldTp9KW9tbMeY/P1EtXqt9q611Rq7dFYujwhuOy7g9b9TOB9IzK4xN//5ANb7zLQcI1eHx/Ob33nM5KcTQT+E7WBE93wDJ71IxhWpXBuITxAXMfn3FdBg/IYicvGdfyNYme3av3azBPwpJhv2mns/QcwPs1NDJY+gyNl9STmfozDCk6m5Vl9C4sWDFu+abrH+Snm5uvv7cc2XRSzh9OlfgBMdpnwqLYFjbeo1tO6cyAyPhwGbdgdIs/O9IGJtgvuJQrH/xyvQYhNE3HD4jVicjtkTQkUb77+t9qdhAXsJEzh4ifv02sv1fhPUXgUJJbJnEDYrS65+vnKxePpsnmP+2QBU/P7rZbXM6lfLWOHTp5kDZ8cqCkQXXwhP6Ssue8HN96Wit8K75wn1ocs5nyr2G0BWnsmt9s0MCBAxZZZEwheH9SIWZgaENtg8pi+RpZ1+jZw9UI4nohUCGpdGDtEa1uU8Ve9tlFzp4Fby+tiFPJQYKDnKyzSfNcj2ZoJDf0CiDzNffFOwv2W5y2koclSVlRucQmR3fYE9oZ9OM98MUlagRBkoggeMT0Id26DWTeu9/dr9IvpLUzH56qSR+XLJz5Qb4BPtJ3eKLOs6qvqVdJb78RSeKPTXJBRTefvdEbsGDFuGWQiUOeQFaD0i+HuL4jkmTGg5M1AEkelnjV4ofs4MPfbdLDHVpTNr68jEJZ/rlFLRlvficyLlyGThmsziAcPOc8Nl21qB0RGhEsk+/7OCtj3Lsgy1r++cVqZ4n0kMbN0XOGi4+Pj+xdc1gShySoC5jLFKIgq1gCQ/xVItbRZk1FBaEEsgNmXaDJHjAqWQovF0tzk0N7UnALo7n/+X97wg5vRrvQR/XWT9bImf0XdBI8M3YGTeivP+NgdmL7aQkKCZSoYRE6a4L+KoKK0bOGaYb5esGt6eC6o84hpZHB+vWW13ZqdhopL+swFR5gLe+MA2uP6u/yeJlmPuX+8bL42bnmZneHQbV35kNdl8J2BIGFe0WkO5Tkl8l7v1grhVlFOvSUyh7N//d/eqEG8cyj4nyBMsPT20vltUERwXLxivNn1tnL2jdDhaen4LPAZ5N+w/CYUJsrdJOwYMW4JRB0rH1hs26mHNj4l6zKtBUTZdGzczuUvRRlF2sFhJ4SmvJwbMKfnQDHFYxQeXn352u1UY/BFjQDcpDsLFgxDHfI0OGz/8K3X9VMdnSis4epJL9UKoqcmbgLR1Plw99u1CZ8ghGGPC54ana7AcvQKYNkwK6+kn4qSzczMpGDJw1UWQISBX6H9ye3VVtVZxOUjXa5eCxNKyrDpgx2DigtKtfKHOYNWLsf3XxS7WBd2W8uEXFh1x2osL4ij8WNjkx1/IA4fa8StPD1rEemqoQRuSTQM8DhryMI0ve8f0APcLzvuX3mu9DonzDg6iq6YXQGgQiVbwaaklQqulyi5wPmCyEle+Cv7lNXvJLcUpWEL3hytlw8miqleaWaOBq3cLQsenpOt62SO6tAUtnEgpkgnsdFIpXPi9GzWLBi3BJwn0GnyoaFzTClXC8vT1n66YWd6vN1YLjDOWQP9F+HM5vhAokBw/uQP7Bxs5nu//CQTFg02jLWRrckCjh05X6UpzNVyGIjH0ACQ7CNLKaiuKrl0IXlNQc1pBHunD14Ubb+eZdm26KTIrQJmbkWyGn2vHdQ57lwm8gVqSwiizSMdtc/7NsdDk3s0PNEkICLEUNNkV4NnjhAjmw8oRU/ZkcMGNtXK3nXAwmkd//nQ8lNK5DG+gYpK6hQF7vw2HCVcDGNfPSs4VoRJ4DCUXHEtCHqqtjZ8D4OiQEhzp4E+gpJBiDNMYzugt02zfi8r6jQ1FbXqYzXdT4gAMa8hN4/ere2vrFbxxtwXfpYqaxQ4SPx2RNgVLHznf0SFBKgg4VP7z6rQ32XfWaR/XF7GAtWjFsCE5VZLBj+SECRNCheFxq+7gw2aXT+J3ac0c2R7MWEhaN1gXKB1zqOSxwsgU2d+9ON3gbTG90AtxqsLjNSsjQ7PXPlZO07YYPDphMZDJlmHGSwy64ub225mZ9ZqNUXvo8+n8Dk8sVcmX5lSvPCp+fI9jd36+EvcVCcWmiaft/oiH6jknV4HUGKDgPtE6USKldVgvcP77Vd7+5XWRZNxgQvND93t59g34eHtNeKYJx1FvMTnW/lcGgPzH3Pz9Pb7Ds8SS9dAQkZ8l5s5Kkg0mdAUgkTCcPoLvS6DJ82RNUV7O8M3J318JQWSSGVjkvH0vV9RoUxZc85tTOmss0ZIf1UplYOe0p1QWW8qb5RIq/cHq6kzI0zeh4LVu4CyDLQfO4f5O+0S+2FkO1DmpV6Il0CggOkurJGxs8frZsZVRICF0dzs1oOsyEmDU3Qsq7TonCxxPWP1Y04KjFSZ664OzRh9crBj4WInhVeD5zE2kohuJ/ubuDGvQWfH9zi2ITI4pFF5j1DZg7zh9N7z6M01IAmPC5UD4/uYBdL1cUl9WJDzTxzWfu1qNxMXDRGXXWQx9RW1aokZvfqA7oJ8zPeuxwS+ZcmZhsCeW8TERumjnRHNh1XVy7eJ+PmO41DeA8dWHdUjmw+oY5Hw6cPUZOIne/u0yb27lgSA5UZ3udkrn29fCUoPFBdw7DtJsF0PWsngTg9NP7B/nL5fK5WLuc/MdPc7oxu96qc3X9BE56T7xsrw6cM1vWTc4ErcGZ/3/LaLg266R/hM9FQ26iOY9BY36gVGJKZPQXnFz4vrPm+Ab5SVV4lw5O6ZxhgdA0LVu5wyOTiFJOfXqgfFg7pNDD2tkM5m+DKr9yv1oJkpBMGxcnMlVNUc0qTMVpUek2QxCALGzCmrzz01WWq/SS4mf3ItA5vm+s8/LXlsv/Dwyq9SR6RpLazLtjUt725W1KPp0tIZIjMXTVdtaWG0R4Eudi0usPnacmnFuh/0xgf3SdSFj41+6oMHY33bIY0RiM14ADIe909cCYgInP99k/XOD+3/j66EVO5oZEZdzyd0xIZrM45QycNsj/UPQxBx/1tZCUEv+//cp1atrN2EhSzluoBrb5BZ1l0N1jpO7KPvveYfYGMhr4sAvQb1ffzfn/oy/ff0G0Y9y7Ycf/lx+/p4GatakeHyENfuV/7ntyhin1o4zEJCQ9WmS1nIwJ8b18vuXQiXX93yMQBOu+qPcqLK7T/JOdink62n7tqxjUrMNjdT75/vM6MKy+u1Nue/WjHZxXj+rFg5Q6GA83GV7ZrEy+bCgcjtPJUGahi3E7oScH2EokCmWSm15IlXPH5+zQ7Ql8J02e3vLpTrS/JknAIjOkTqTp+Ns1jW091GqS4w+ESG9j22PzqDs1Aoq0uvFwiZQVl8tR3HrMGfKNb8P5lpgTvVTLNKpFp58A3cfEYObzppB76kCsueHLWVckD3vMFGYXaJE2VkM/Drnf2q3yRagpVHfTVe94/1K1gBRkEXM9sGKN3QuBLEMv7jbVR+/JS89W6GIkVQS7BCQELhzTea/vXHpHxC0ZpoqerTF02Ueqq6uXUnrPaY4KVPBUaw7idnD1wURUXVBVpqqdH9fCmEzKoTdCBVBcLb5wWAWUGnw0kuD7+PjoTZsS0we1OqudM8tHvNqlckSQTgRFqlae+/WjL9XEdO7kjRasoOI4ijSQJhRSTqjjVHGTrPdW8b7TGgpU7GLKzWPjxwaFxkQu+90xvvZ3BSmF2kTZqkuljY710LE0aGhpl9sPT1LlrzW836gJUV1UreemFqkEtyCyUoNAAlYM11jdpuZZMCXIYl9vN9b5GbOQRMWGqK412REraqUzJS8u3YMXoNhwEOzsAInuhAjNi+lB1T0L+6No83dGJzR4e2mdAYMFQVJ0Q3dysgQr3Q6WUz0jb7B+BDj8n0Am6MpSNIOXQ+mPqSsN/I7Gc9sBE64e5jdCrdGJHilYpBo0foFnY7la8cU5892cfyeWLzqwyhg5klV3w3ukzLFEPcLx3qGJgYFJdVq1Sxu4EKziJLXpmjsz/xExdfy3gNXoDBBJAoMJngACBz1RbohLD9WfHt56SoPAgPYcQ4O95/6AqNZgT09HnAdMH1lWqkQQrBD5UWDhfcZbCYIUhv8gx8fZxJZiWfmqB/jfz3oybiwUrtxl6Nw6uOyYleSVqlzpm7ohO3VXc4YPJAfzCkVRtNFPNcZCfhEWH3JYqj8uBI+PMZSnKLtHmUBYYnMBodCNYQbZwfFuKxPWLluaoYLXmTDuRoTMCcI3xcnhpIJF9MU/qquu0lLv0k/NlwJh+1/W4OBTSy8Oigw87B0i8/jkIGsbNgM3rWjLDQeP66aEy7WSm9sAgfZz+4GQ5uvmEHjx1yFlVrfYLuB9c3/npGq1AeoiHJI9I1H4G+mpS9p6XDS9vE29vbz1obn5tp2bHJywc0+XHTeawqrRK1xLLDt4YrFtv/2SNFHBg8vLS+T1Njfepm1Z32PfhYW0I5r1C1Q254MnxZ3UgH1UPMsFAooeqyoTFY6Ukp1R8grz173g9tFcxNIzbaSsfHhuqSUbOPB6eoi50bc8fzPOpLKvSdTM/s0A8PDxVooVLF8nR2L6HNRh3QSKUAIWEJtIy5GKcOTRYqa5TQx/OM64RCqf3nNWeWWTnZQXlcnLnGZm2fKJExH1s9mPcPCxYuY3kZxTIb//xFeeG43DKTM4dGqdSE1fGtDPIMuAv7jzUF4mfv4/qLG91VYUMIgel0rwybThGmsABjIyIp6+3HoJc1RFmVpBcdD0/5GsEEDjFMEuFci1D91gwkocmSWFWsXz0wmb55PeekKCwoOs6ODIg8sPfbdTFDrvk0XNGaAO0YdwueC8/+jcr5PTucy3N9MgaaBbdt+aQWicPmThQpj/gdBEDAhnkCbx32ZwJdMjcI5XMuZSrzaR9xjg/+7iZZZzJ7nKwgmxz7e83q4kFn73Fz81VGQVTpkmItO3hMVqDdTAZXDVm8GUNK5SUfee0wkbyKfNstpzcmaLBCllaKmpc71rQg0cfCgGEBhEeHlJTUaNVEPqZcNZCrjJ82mDJOpuj0kHcj+Y8NkMH4xnGnQ5nBHpSqWpg/87MobHznCYT7lLJwxtPSFR8hAyZMFDO7D+v+z3JWxQnfIaKLhe3XB8Fx+pfrNUZLXwW4wfEqtz2+PbTknYqQzy9nMNLOZNAU1OzyixdgTwJz+bqZv2+cWuwYOU2sunVner8Q+afD1NNda1mSLGp7GoGjrLlM/+0Sg8Z3A4Bz62E5vUPfr1Bm+ORo+E7jk4UbTUZYkQPbJ5TljkzxBx8qLawqTP5GB0pARYDnIJ1kJJDXv7emyqdYZHxDfDRQAxp2/UEK0AWhsmyzBFg8SIjeSPTnQ2jJ+AQ6x6MAIFIR4F0VXmNNu+7NkwCcfpngM8+8i+yhCQx6usaNdveFQiWGNhK0oGghE399995TYLCAqSpoVmzjvd/ZuFV2UzDSU1ljR580k5lSWNdo/Ow4+mhB6vTe8/J6JnD9aBDQmb9H7dqhtbD01OGTR6oQ0U7q2KR+KGagqSWvy1mDK45KiR8WHO5PW6736g+MnLGMNXNM4PlWvB+ofcFrT23SXBqGL2RztZFoOrY3NgkfldkXsjAoCy/XBPBtTX1EtvvY7tsEsRn9p2XxEHxWkHBSZSz1KpvOJ0gsZ0fOnmgJlK5LrJKJJZqAsR8l5o6DZiwRzZuDXZiu02wUZB9I0PGoZ2NorayVu31dD5IN1Bb1RucBkz1g4pHV7J97hTnlqo2NGlwvFZPCLr4sD/1jw9LbnqhNryRNXYtNDh4IMkig9FQ75BJi8fK4ufmtTSxEfwQtHC7SMVoiCeTuOlPOyQkIkjGLxyjZeHryc5wMYw7FaouJ7anaNDNGkEVks0Wxs4dqXJQZA1UXbjuhEVju3S7FSVVUpxXorMIkA4RvJzZf0GGTx2ifTG4TW15bacG+axXdxu8XhxKsDi9nv44DvyZZy9LdGKEZnM9vDw0eAyJCtHKMAEL0pFTu87Ixpe3a08SEtl9aw6LX6C/GjB0BK6GNeU1zqZ3f3/9mswyUK1Z+8Imlc+ShKFKRzKoK4kuAp91f9wqJ7af1n6phEHxsvLLSyU6MbLbz98wbvZZiSCBIb0E1e0NdET6PmBsP10fqbLUV9fL0EkDxdvPW88U4+ePUsmWC85awHkFSIwioydpSrWauUWbXtkuZYUVUl9Xr1JO1gea/IPDA7Xiwu3ZjKxbhwUrtwmyookD47WywoeErCmyKZy80CffKti0tv9ljw5dROsemxzlbHKva9SJxfqB7ETD7Cyx+qlcAT2nS7bAppk8/OrnwW0tenauTF0xUQ9cZCvcm07R7jP0jAwk2nweC9OOmVXBYyV7+cTfr7T5E8Y9B5k8DtXHtpzSA/Gk+8apzKhlPsw3V2qGkAZQKpsckLsCAQpZeqRMBEBk8flIRiaEtwzAdEo1a++6YIWqCBJWnLUYKjvjwckyecm4bjXCOwQzkAKtJLOWYyLC64k0i6rIwDF9dUhdRV2DHp64H17jxIFxkn46s9Pb5vUmmTP3iZlarXGvCDNpvqqsRgNKHi/ZZfr/ugIa/iMbjmsfH7OpMk5nqRude/O+YdxukEwSNBzZdFKTKAQrNMq7kjTu5ymqvwQtuakFEpkYITMenKSfC2ReVCDdDSOosnBOIdFAX0pNVZ2OPMCMBzksg6aryqp0XWB+0YBRfTVp01BXL6u+8YkeHQ3B2kACqqaiVtdcqqLuZy5eg/raBk3o9raRFLcSC1ZuIwufnq3adDJiHATIZD72jQd6bLBjVzKG6Dx3vr1fqxZkEZhVQsBEsz/VDDbHqVckXO2BNSsb/I6396p8DenInFUzOpVs6QGoExMB5CYJA2O1iY1G4csX8lQOwfO5dCJDtfo2LM+41yCLx2wiPm/QduPigIwMqLtQ1WU6OZt0bmqeBIYFyKBxA6T4cok01TdJUU6JDJ44QOWcdxtkUA9tQOseLnVVdWoFj7SD/iHWZA4N16q2YIXeWNckDbX14unloZUODh6YjFAFmfnQVFn34mZN4CDX9fXz1oCmorRShkU5qySd3n5huSZukABije0KGPXw4uWhGWcMQ8ggE6R2hcqSStXbuwJa/rbumn7D6A2kHs+QA+uOSVhUiAYqmWeyZcvru+SZ7z521XVZ/xY/O69Lt8vnG8vhvR8clIb6Jpm5cpLMeGCS7P/oiKo6qDB6e3uhINMELJBo4LPdk8OlMRhCQooBEdIypGjMylvx+cW67lw4mqpV7aqyaq1+8phvtdS/t2DBym2Evoynv/OoBglE+V3NhHY1Y7j+pW1y6Vi6ajLRxreXMcy+gH+/p1ZFqO5QUaGPhIYzvP2xHe4sWOH2ZqycrJsk/uM4Y/SE3IrmUC44HVFVYYFwyuM+bnIzjDsJZDt73z8olWXVOjyMoON6KhXXu1HyGXJZgbe9DZpL2Shp1mYqM2sSGU0kFUOnDFKLzrtR8qAN6aEBmnkFrN+xLKX37uyBC+omOHnJeJn+4KQOrXwrS6slbkCMVoXJgCLvZY3CXcglb3W+puXa/5N7KV+rGX2GJOja2Rn0EXGYwcaddZqEFnIt/obDpgySkdOHSsq+85o9pleFg05XIHCi/4VZQOw9/J1xojSM3gSH9Kb6xpYELp8jAn6kYTdirc36N3HxWBm3YFQrswuqJwREOJKKp4c0NTRKeWGFfh+pPPPiesrSm7WYqi7VnPp6hrD6SWl+ubqa9RvRRyumH/52o1QUVaqk9PTusyziasB0L1ZYLFi5zfAhuRk6YTKGTneMcNVncvCgCtJ2kBIVFTzFKUUit+JAwwbd3MzBpkECQlo36VKS5MOLGwbBFR8aLtdyIKOCxCLgkqh0xe0MJiwcrVIJqjY8Nnpj2KQN404C2+HVP1+rUiv/QH/tLWluaNIG61t1/x+9sEkNPAj6Jy0dJ0uen9eqwsnnuLa6XqrKC3STnrp8oiYtaLq/mzZHTXywznl6SlhsmEpLkeCyDiKFTTudKZeOpqtdKg5rW/68S+VSHRkMYN5BBTowOEBfz7z0fD10EJSc2n1Ojm49JfMen6kVbh8/X5V/TV0+Sde2a1XRd60+IPnphdo8X1/jbNgfOnmQ9igRsKz8yv0qDyTjS0W8qzaqaPN5TPs/OqxWr/QSdnUAr2HcKqISI/QMglwLuSpGOxMWjemxgIEEjCsJg+Sc5G1wRKB+nriQgBi/cLQmM+i7nbx0nCYxkG0hgWcwZHdmGblz/vAlDVQ4n1HFCQkL0nMYfcv0EeKKSv8v9+vBOUuTF3la8b3e+7yTsWDlLiWzTcYQhxoa29sGK2je1/9hq+xefUCzFf4h/iodSz+VIVFJkZpJcIGG88MXNkvayQzNHLJozHt8hmYmoCOHLTKK7/zsQz2gQfLwRHnk68u7ZK3JfJXHv/mQavG5TwIV8zU37jSoUtKn4Jo9xByOlP3nZX470+17Gnq91vxmo+x4a4+UF1Xq55XZHeUFZfL0d1dp9t+Vwedx5qDj9vWW+P4xkjTUOcslKuHqwZYuclLz5OC6o1JVWq3D11gzeqvbHocDevSoJNCQS3aV6gLrJcEEh3ayuciqXOsM1RbWTukgWBk5Y6haRzNDqrykQk1FcOeiYsHriIyEg8kXf/y8JoJoEO5qIz9W7xyYOJzRRC/NTmmvCypzVMW6C++5mQ9N0cwyhyMy1jYE0uhtkARForrj7X1SV1uvfbQLb1KCh2QtvSpIaQlU+FwgrVz22UUtpj7IxJCK8hl3iEMuHE2TR/96eZfnUlGd2b16v5prcI6qKKZfuVp/1lDfID6+vvo5j0oIl8AQp0ssipXQqBApL66U6D6RNzQk+06md+4oxlVQ0WAz6erBhiAl3T1j6OG0CW4LtnxszAPH9dODijbSVtbIxEVj1KUmOimqVZbv5I4UndbKAMidb+9Tlw42eyBTyAbYVi5ydMsprYy4jAPoOaFJeN4TM7v0XJBLcDGMOxUOrWTtG9mQ/Hx0Y7xVQTeH5TP7zl35nHrorCGyc2cPXpKci7maEKDnDKkRG2FjXYNWX+hjQCbFfAO04PRZHNpwXLOKVGmRlVJ9JRFB9p+N9dyhS2qFe71ZeqQR3CZZ1J4+PBdkFcn7v1rvDABCA7U/j8P/099+pCVAY27Jhpe2yfnDqRrkNdY7p2d3NmCRJMp9z8+XyUvHS0l+mfzfT/9CDzkcdoAAhefFv0h/uwOHJObl0DdEb4p/sL/K9XqKrla4DeN2MX7BaBkxfYiuC6xJNyuoDgoP1Ook6yJ9IdXlNSppR14JnKWoRLJOcB7hXHXhsNOBkZlYbedW0QPG4x04tl/LY8bEgmQJsrLy4gr9OX2+BZlFGigNGJMg85+YKSNmDNXfwf3vwFpnHw2VXgK1rsrgb1Qq19uwYKWXQzWDJnMO+GS/qGR0ZZr7rIemaDawJWM4d4QMm/pxMycyCKC8SqZPM4fiIb5+DCDzVmcbDh3uaCk2JEClY5CRkin7PyyW5GHOps6tf96tt9V2EF11hTNzQDbTNdwsNy1fh6RR4kWbeTfq4Q3DBT0qQyYN1CFkdG2yMdKvcCvkVcwqKsopdc4hoIfCQVDQoBe1/boyj4CDq35GtSri0IM3B+Ts87m6Xmx4ebtWUNis+V0kCUiSCjKK9DPMxkggw2Rneie6+9xO7joj297YrXIM3H6WfXZhjw42RIdOT06LrMLDQy4eT5f7P7tQBo8f0HK9aSsmavBC9YnADtkqFZljW09Jn6EJMvvR6boOusNt0V9XkF2sgR6yjqZGbOhFg1SeDz/vLjMemqJBIgeosJgQTQbdSrdIw+gNULnoavXieuEMQhWFHl/OOkgvFz09p6WXmMM/AYWrasy5iu+5lCUuWCfWv7RVLcdpyieJgcMp6+O5gxd0ndUqqVZTGmXg2GSJSorS69AfHBDir+suyZ8FT83SfaO6vFoHbnelZYBAaeufd2lvD5UpnkNPmTbdTixY6eVsfGWHHN54XDdtGs3JDDIEsjNZBlD9oHnflTHkTUuQwKEDH/H9Hx7R6ggZP8qLaCT5OZsutn5IIdBdu89vQRaGlR+HCZU6VNerbtM13ZreEiotbYMVPpw0F+N8wQeWOQNswMxyYGFAE3r/p+/OBl7DAKRWD39tmVrZkpEjg+cK8m82bPIJA2KlLL9M+xOAzzqHXh7HuUMX9THx+fUL8lMNNZILqgMopbEz3vPeATm7/7yuOxy6uZ3UE+kqFWPNYBP39PVU+1zWm7ZQpeD2OOS3JxFDSrbuxS26JpHw4L5YGx7/xoNXJW+QspG4aW/egktOwfrFfbkkE3zv1O6zmoQpyS3V4IrHQ2N82+wj1Y8n/+Fh52yHmnrZ+fZeObXrrK5jZFExInn4q8taBWNkSWmGpbLE7bJWUqFqaGhUJyOkLNdjDML75v7PLFK7dyoz7a2RrKUEjjwe/p73qkzEMG4Uqt1PfPMhXa9c5yH3/uJRM4aqwoTKdF11nfQZlqTVWPfP4va39kpzk0NnsiDhOrLxhIyaOUwdTP2DA7QXhWqNNtbX1qs8eMDoZJWgcrZyGmoU6Pq26Jm5WpnpKqxD7/9ynVbJQyKD5Ojmk7qmMuzyTq+yWLDSi2GDZcgYHyBkF3hw8zUZwmsFK4B9sHvGENx9xDlUlBeVa6WENzcVEFwoyCYShIRGBV9VrcHOlMCDD/KQiQOkJLespQLDQaU9y+K8jAJnNiHQOWG7rKhCfwetNYeKY1tOqqvN9Qx7NIw7BSyCkTTcatR+fPkE3WBrKutU6okN6ON/96BWQXANLM4p0cM5drYuhzKCEoZLckDeu+aQmm5wAaoHaqwxLEn6j0mW1OPpzucYEiBTlk1otcnTtEogQrMocxCWfGqB3q47bNhUdVxVD9aSyxdypCS/tGXWC86Ga1/crLI2NnICANyx3OG+1v6e+yrVKdT3PTdP+/R2v3dQXbPQgbMeIasaPm2IzFs1o90KEIEOv0dAlpdeqNUVXkf673iurFvuwdKOt/bqROyY5GgpiA2XwkxnUzyVrDGzR3Q4fRtpCdUqHhuv++T7x7fbg9LRsF4acjncoH+nMs7gTtzCTN5lGNdPRz13zDsKCA1QxQoJk2nLJrRaB5wV63rtFwZkXqxFVEpg5srJ8v7lYh3LEBIZIn5BvjJx0VitRHO+e+nf3lTJLu6sVKlJgDz3r493uSrLGn56z1lpanLoGocNO48VSVtHyZ07BQtWejEEBAQN6Bl50/GGo/TIdOTr7XvBihjr1MFXGu2JupOHJ8nSTy9QCQbzAZCGzF0146rBS1R3PvGthyQ/s+jK4/DTjZJsJdISMgD0rbSFgKbfyGQtY3II2fbGLt18OSTwYUZLTkOqYRg3B7TObMD0jrHJzn50mjp94VDmSXBQ36SHe0KRqPgIlWmSDeQzzwGdxtDhUwfLkc0nVTLmcDSrEw4ZwcSBsep65aoYuWcCyTSy4dIDwkC1M/trdEP9xu++1OpAzTpALw+ZSDZV7pOA6MV/el1lFgQ3/B42wQRayFbpLSGryRrJkEN+B6MQgp7Y5GgpynI6oD3/b0/IuQMXJCgkUPovTdZNPPtcjg68bas1bwvVHadstUAfR1VplcT0jdbvu4NshEQNkhGmZR/dfELi+sXKxPvGypSl4zUoocmext2kIfEtvSv0ABEsEqjws5y0fHnimyu7XHWj6o7NsnMOlciZ/ec14YRczDCMngVzFD7f2M63V6lgHUMqyuw8Ps8kE+L6RevEe2C9oWpLJRTrcGS0LntzEg7MfSGwwfUsrn+MFOeVaiInrIvBCkPGuT5rYoOXp1aRWbe5rzsdC1Z6cVUFGRbOOugPqahgF8wH5Xo0y2zQbNyndp3R5q7g8EDd0DlgUEEhuidLSSMXb/SOKjdIDNyb3dlYM85c1v/uOzyxlaUeNq1kILEfpHmf2yWry2GJBmOyuRwsqBrxgTYM4+bA55JZKe5oA3lDo/ZU1FbXSkBooA5GjOkbpetFZkq2BjEEAUMnD9RMIAEOiQpcBJF7EgB5h3U8OJZ5LWT2dDZCUzP97Gr9iRuOu6sPa9qk+8ZqAMIGTzKDpnaMQjjIH950QmUXVEPQcpP4KMwu0gwlleIDHx3Rai09IyRiCHioajDkknWUtScvrbClt4Sgg6DnWpCwYX2kMoOdM7I4Xq/XfvC2NtDzeJhhxeNhHQyrrtPHGdc/VidqY3eMtOOd//lIzh24qBp31kMmxROQEMDwGtLIi0SXAwuvlytYYV4WBxcOQe0N0iW4I8hzSb+ogvH6GYbRsyCX3fzqTpV5In9d+umFV52TCGCWfWaRfh7pecO4CKMi9xl6rCnuiWDWBBIzOI0hweWcR+Lh4tF06T+qj/awdJXK4kqtynA7ut42NasD5d0gDbVgpRfCxv7BrzeonSgRMQcDAgQ2XLKW3dU+swmu+8MWuXDokvay4Ap0YnuKVlTIAuA44ZI+tG0c7cohaNjkq2ULB9YdlfV/2KKHFYITNmMCE/pVCHBo3mXuSuLgeP0wd9clxzCMG4ND8qiZw9UJjKCEg29UUoQ0NzarnCi+X4wGM/1GjdQkBpOUtW/Cx0uGTxnSkhHsDOQQSCOoiLDBUx3GEQ25ljtO6VejNvdHxkVISUGZFOcUy/Bpg8Xb21uCC8r0dwsziyQ6OUoKs4q14TwtJVOTMFRsCaKQul06kS6JgxN0sjyyNBIz0x+crBVcjEoYWMCcERpXuwIHifj+sfr61FRUqxEAfX5UMLa8tktfk7mPTdfAKetcjg6DRHZHgAcEZ/TgJAyM18ACY5I97x2U5L9P0tcQ2QhrNNUX4DqAC9iHv9sopXk8D39Z+NQc1bW7w+M60nRC/z6ccFC0dSUIMwyj+8neypJqlbKSeIAn//GRqyosSFYf+drya7pxufqHd793QNfInAu5kjQkUTJSsvT+mhqapKkxocvN8U1NTZKfXSRF2UXiydyWiCCdD9Xe+exOxIKVXsiW13fJhaOpktA/TqP441tPyYipg1tcwKiyMPSR7OCg8QNk9qNTO3XKoJqy65196kzjE+CrA+EOrTumgUniwPgej7ppDlv98480s8DJgA28ZnSt/O1vviBBoUEtARGbMxv93TRwzjDuJOasmi7+wX4qW6A/g2oEcrD5T8yScfNH6YaKg9mf/2u19B3RR/vc6G87vOm4umZdK3GCNIrbITFB4oLkC442basEVGCRciUNitNqCn1xBAU6ud3LU+cZBIcFSn5WkRTllqiEbMGTM7VpniCGQzuPlf9mk7984bJu8tiAkghxNs0/ok45Kr+YNFB7iK4FPTz099VU1LRMuub2ebwkYfge9qWzHpqqElkSQax36SlZ8pcfv68zG5C4svZyv6x1AUEBmrgBhswRuCHPYxkkC4psg8o6CSaeP88NOcfGV7Zpcsc9m4s5Cb1AvA78/syHp+rASMMweg5siKnQunrqqHzQU8Jnu6ME77Ua2pHPUxVmDaFajOQLuS2VW1clhuotFusLnmw9WwbVCr1uGCORyEZuemzraUnZc07XlqZGh64Lg8c7XSjvBixY6WWw4SJdCIsKVRkEl9RTGVKSXy60yiN9eO9/1+oHhw8JWVEieBpJAV13y4Y8eZAUZRfrpkcvCpIvNOSZKVm6qbMBH9l8Qqdbo6PsqQYsPnQ4l/n4e+uBobKkSgOX4sulEpP0cdbvetxxDMPoOZBYcdDmQoafgIIKrmstcE8kOJqdwySzL+SKX6Cv9mm4O+F0xNJPzZf89ALJPHdZD/tosccvGNXqOmzQ3BcbNxlCpFRUQNR9sKpW/AL81ZkQty0qOwQryCYarvTaUOnguXCIGDRugEx7YLI2rBIouaC6y6W7r8/AcX21Uuzt4ynVFU6ZBlUg1k8kXjTtAwkjdOq4h1WX14qnl4dcOpEhExaOUhezA2uP6mNlrhWN9EAv3ye+9bBmU6kqEUS5enao1BDYUX2hWsK6Xl5Y3ipY4fXEaIAeJP5U9+Jka8O42TCXiR5dzl1UdKmy0odCkNFVSEDkXMrXMx7ujBglsYa4ktD0nVH5rW9qktDoUA1CSObmpRW0uh3Wknd+9pFWXlmfTu08q4MltZG+gtkw8bp28hiBdaQnLeBvFxas3EZ48+JsQ8O8Kzpnw8ZRBqtMNjaCCt6QlB6BgwIRc8usgCwPzXwuemaOuuW8/6t1Ul5YKR6eTqkDhwk+YETXZDeRX9XXNMiAsX1l6JRBKvngTc8FR65rwQcN5xpuiw/qmLkjr9Jtkk319PZUaUnjlUmwSDQMw+i9UGF12ZC702dYom6kBzccUzdAAovIhAh575frVAbBALXOoKqhTe4HL14ZfNb3qqCB4GPc/JGy8539GpAgg+BQgFSNwGXKsvFaXWhubpKAAH9dv7LO5qitMo+5qrRaN2rsOrkO2UjWHBrx6R3pii06FWt6SDggUN3AahSYf7Dn/UPayE5AwLrLQQCZLlLaqSsmtdxG+qlMnUrNc+R6F45ektU/X6fXJxgsyfeViYvHyoyVH/8OQx7bDnokSRUWE6rJJ5r5ee7I2TjEtIX76a581zCMrpM0OF570+i1y0gpU4fWhU+3HtCI9Tu9dZx3cPRjtp2rukLvGWMnqMJyhsLWWM9wnh6aREYe39SAackITUhjfc5nOudinkQmtj5fUbnNPn9Z+o/so/dPNRdXR3rhSPZw9iLBQdWHxMrdggUrtwnekGt+u9E5+TnQV6e5j5vnzALSw0Epj8wl+mWGx7H5uQ4UfAB4gxMskHVEl8iGteeDg1JVWqMzBMjwXTiSps2ZfIjI5nFbfAgcTc2aqaNZFCtSPjC4XHQFBh6h3URjyQeDzf2Jv3+olVsFH+wJi8Zo0ysZTx4vmz8ZVcMw7iwIJB7++jI5f+SSDjtEikRWkeopSQsa0A+tPy4ndpzWzZPDOL0V7lUZNvdpbod6oBEcsw82VCRm8x6fKcHhwfLmj1brtGYkrlgXH95wXM04WG9IgJC8IfjgXxrZcSBEQoZcjCCHdZFgCKnW8W2nVYpFVpRAiXXPZc3sDhK4d372oVaWXNJZZhPQCBsYEigTF46W7HOXNXAgmKGCM3rOCB0ih1GJC7TiHEb0Ig7JPJejgUZUQqSuwaz1yMhYP/0DO5ahUTHBEIG1ludOzwrD3bpiWW8YRs/iccUhFTcvEsico0jSMNcE9QrrBkZI/EuChXMRa4DLqh6JFlLbhEFxKt/f9Mp2vQ2CCh0F4eUpsf1iZMXnF8uxbafVfpgmeRLKBEmuNYrqCb13BERIVFlvNUDx8tG+PNwauQ6P1z/QV9fhtokhAifcDUnmsL7dKQqX2xqs/OAHP5C3335bzpw5IwEBATJz5kz54Q9/KMOGDevwd7Zu3SoLFrR2tYGUlBQZPny43AnwJl7/x62SejxDM2oc6De+vE3/G31ydFKUDnQszinVzCEblGvjHzSunzadntl3Qd+kZBJd06KZmMpmyH8TqdfX1esb11flCQ1SVVKlmbmln1moXt7opHksOFZ01WEM2Rg1Rmai8GEhEGJ2i/sgSIKTT/7bExLbJ1IdcpBjIFO7G0qRhnEvwmcXuQKN7cixcN4i2cFGR0DAxGYfH29dkz5K36RSss5sgelre/fna7VywOF/2JRBsvLL92s2koZTEir0x2iTaFy4arO5bW6XSnTaqQw9GPQd6bTppbJMAue333qlZZgbmUlmqmz803Y9UDCojXXuwS8tuapn5vTec1oRcdkus6ZRCXK59gSGBWo2lGFuBBrnD13USkvfYUkS+tCUFrOBEdOHaKCDnAOpWFN9ozp5ceF5ojWnAtQVsGt+/l8f1+fJ77s7ChmGcWtxDl392MWLIAMjJKq3fEb5XOOKyPkHuSxzl1zBCokZV1I49WSmDtVlsDbrRlzfaJ3fwuBuAqAkNT0ar+sdLoMkV1L2nZcPfr1eK8j0+iL74vzm6+ct3n4+KgMdNLa/rhcbXtqut0/SaN6q6a16kll/GDeBOyvrJOZNyz+/uN0ETm/jtgYr27Ztk6985SsyZcoUaWxslO9+97uyZMkSOX36tAQFdd4/cfbsWQkN/TibHxNz52TtkQMwqwTLXjYhSv5IEJB3EazQZIXOUKUAbcr+vPGwvRwx/ZLKI4iaXR+gYVMHy9Y/71aNI1pq9Mt1VbUydu4InfpMNM4HZvYjU2T4lEFaufEP9teGzK5qnQluXAlTV96ULGNbeNxP/uOjKnUj02BN9IZx58Lnl7kkZPrJ8MGAsf204kuTKANaXBk83LjYDDsLVvZ8cEirKjSUM+k9Ze95GTxhoExcNEb7WXa+tU+TODhxYSAyYdFYXb+wPj+65aQOkuXwjyvPGxU1suobD+iawwyT49tOOafYl1aJp4enZJzKVB036xAByP41h2XxlR4/FwQq5SUVWokOjQ6+al3T3/f1lqqyGrl0PE0PH1S0t/1lj661VFiAHpPHv7lSAxm+j7EJMxUqSyo1uUPFm2G6XQ08WJetD8Uwehecgza/ukNn4CGRratOU6MMznCc63An9HKbxUSSg0CFM1dpQZkmXJjXFBYVIrU19SoJc60JVI05B7pzaP1RHfdAMoVghTUWW3TOflSLsVDnDMn5D1UOayMVFJ8rgQqSVR4bc5lST2ZIv+F99Jx5fPtpTTy79/b1Vm5rsLJ27dpWX7/44osSGxsrhw4dkrlz53b6u1wvPDxc7kQIOOhBQUZBsMKmjEyBLCLN7mt+vcEpAfP30eFDlAHdD/v8/uhZV1eRZqycogMdLxy+pJadNGu++oN3JG39MY3g2Wx5gzMvITY5RuUR3WX8/NHasM8Hgw8NkhCXRK09Opq8bBjGnQWSAtYrDt9IrUbNHKrVC6odBBKueQFcXNk8ZhMc3XxSqwysN2PnjdTMY/mVRn7kD15XqhLIHmDOY9O1mkIVh/vjd9x7MmhMzT4XpZUOmv7TTmeqGxbuXmQ0MfSoKncmaVjrDm84pgkW30AfXQeRirmD8yLBBWvu5fO52isybMrgVi464+aN1ABl6+u7VAtOBYXm+NLcMn2Oi56d25KdpBIedUW6gdHJpj9t10MN1ahJi8fIo3/zgCVvDOMOhrMP1RQMhKhQJA9PVAOMjDNZmmgOjQ5pNSCbhDDDGhn6yPrHGkGTPetCUHhgS6M+1RmcXpGchsWGyexHpmlPXiPBj7fzuO7h6an3OWTSIB046wJjD5ItBD4kSpCdjZg2VJPayM6qymu05zkkPEjPgrQFFDQXqlz2TqBX9ayUlZXpv5GRkde87oQJE6S2tlZGjhwp//RP/9SuNAzq6ur04qK8vFxuNwQeyKLW/GaDTorGLpQyHs3wb/xotZb3XJrr7W/u0anQbIzXgs1y3qoZeiH7SaDCm55sHh8uL090kdFdsuzsCHpR0F5jzcnGz4fwWg22hmHc+bBuDRrXXy9t1wSydSQwuA79JyNnDtWv3//lOnUi9PTykrRTWZrxY81AvoUhCIEDElU2a9d8EDKLrv699mAjRuaqfXaeXipHoz/v3MELmhwZOG6A9gTiqrX/w0Nydv9F7WmJHxgrUQnhrXrnCLAIQLgtNv7sC3lSW1kj0x+Y2Gr4LYcD1lWG177xX6slvn+cVm2QnmFh7OXdvk0pySayqjTBEni5Zq84K9Rm2W4YdyI6yHVQvJzameKsuJZW6Wcb2RcJEoY5uga7utYPpKrYvW97Y48c335KJfqsCfTqkdxhTdjw0lZt0qdPkPWSfjVMTEbNHKbBEL9D1Zg1haDEHWZZBYUEXulX8ZPmxiY1Vzqw9rBap1NBocJLsonBv8hZ6+sbWirJvZ1eE6zwh/rGN74hs2fPltGjP45I25KQkCC/+c1vZNKkSRqEvPzyy7Jo0SLtZWmvGkNfzPe+9z3pbaBPfPafV308MT4xUl8DGu7J7PE9LhwCiJadSuquQRnwoxc2q10odprICAJD/bUnhqznjcAHgapOe5UdwzDuPZAsYH2uwYinhw6URNJAL4u7MxaOgzSeEqxMXzFRKyln9p/XfpAZD0zS32sP+uKObnFKu4ZNHqxSiLP7L6i0gSQMEuKjm09o/ws9eTTs05Oy8eXt2qDvH+KvFqGZKdnSb0SSytlckLFE/43zItUcLgRZbeW3LgjUODic2n1O12sq4higuLuNcXvI1ci6kkDCGQhJHOYkL3znNZW90Se4+Nl55uJlGHcouARSUUbOSnWEoKPt0FZ3WANZF5d/fpGMnDFUk9E4eCHlQpJVmleq86SiEyL1DEg1Gjktsv6J941Va/OLR1N1zUEW29a5ceDYvrJ79UGV+rP+hESFSERsaEtCRa8zrr/2/5Eo4vu4Op7cdVYGju3f69eiXhOsfPWrX5Xjx4/Lzp07O70ezffuDfgzZsyQzMxM+dGPftRusPLtb39bgyD3ykpy8rWrFLcCLH65uHDZFtOYRWTNm5mMY0cbZ0eU5pfpBZca3pjcRkNto9RW1unANcMwjJ7ENXixbfZRXbFIkHgSGDSqLApIouB2teCp2U4pWAeONAQk6tJVUKFByPnDqbL8swtlyacWyMmdKboxZ5FtrHM2siMLw6GMoKOyvFozjBiWcN/IvNCJu/eAEExgP3xsyyntwiPRw0GhoynwVG4e/NJSGTxxoAZbXA85Go2r3D6D3tCBZ5/P1bksSHOxTkYCgqkKfTAcNg5tOK6Pbckn21cEGIbRu0FR8sTfr2w5p3U2mNsdZGAuIw9g+O32N3fr7VA5iR8Qq2sQwQQBCpUbLy8v7efj0hFzVs1Qd9cLR1IlNCZE5jw6XQOYuL4xqtZhTaRfhsoy/S8oeVjPGCSJTfucR6dJb6ZXBCtf+9rX5L333pPt27dLnz5dc6VyZ/r06fLKK6+0+zM/Pz+93ClQKkS3yHRUNvbZj03rslOXi6DwILW6ZJ4K0XfW+ct6cBg8aaCWAnHuISNAlpDBkSZHMAyjp6Gv4+SuFK1UAK6ALnccF9dyoWGTJfGCExnrFA48SLqwS0e2RR/Jb771siZ0kIblphao1GHg+P4aKGWdzdasJesdtsJRbQIqV4aUgIqgJ7ZvlMz/xCwNcDoCyYa7TI3KD3K37It5Wr1pbHTaKxMgUeFGaoaMl14Xl3QDJ6CMlOxuv6aGYfQeCCLaOgt2h5zUPFn34hZdD6jugkq96hqdktl5I3UURFdA3n//pxdK0/NNGhC5znUrvrBY1r+0TQoyC3WsBYHVuYOXWh43roussb2d2xqssJkQqLzzzjsq4xowgBnt3efIkSMqD7tTQM5AFo4omCYrd2s5gotnvvuoysPIvFEJ6W4wQcS/4MnZ6lZBeZLG1pkrJ8ugCQPkvV+s1aYuPggndqTIg19ccl2N9oZhGJ2uQ3Hh8vg3H9LmdWw4kYNxcF/z2w3ax8LX4xeO7nBgIxIv1kiqEa7qDLNSyDa6wDEReSvD1pj9wpDboNHJ8tw/r9Jp0X/4l9d1zglrKIYAi9q4gAGb9qN/vUJ7Z3SOypVBbl1l+1/2SnFemTbNZpzOUskZco8Q/2B1fkRygX6dx0Aiih5FpGL9RnU/MWcYxt0DFVequa4h3yRlSLYsfHqOykgZU9HdOShebdZTEi9P/eMjavBBYEJVF1dE2gs4WjYyfyq54+RMb+G2BivYFr/66quyevVqCQkJkdzcXP1+WFiYzl1xybiys7PlpZde0q9/8pOfSP/+/WXUqFFSX1+vFZW33npLL3cC+F/jzX3+4EUN1rDuXPnlpa2ic8qJzDK4EchgMnm6orhSAx4CGOYXEKhQgnRpyClBWrBiGMbNgHWH2QOAVOr1H77rrBr7+cqZ/Rc0g+gaeuaCdZENleZ4mkY58F88lqZN+ky1x9qYCsv+D4/o4R/TECKagqxiDYColCBr4IImnJkpSK8mLRkn/h1INVgP3ZNGXYXHynT64LAg8Q3w0ayla1p9c1OTfo8KOc6MZDbRh1Plie8fo6YqhmHcuwSFBmhFmHMaihj+7TsiSWdH9aTixYP17UoVe9z8kVKQVahuYXjOT146Tk1Seju3NVj55S9/qf/Onz//KgvjT33qU/rfOTk5kpGR0fIzApRvfvObGsAQ0BC0rFmzRpYvXy53AjSdMjSMYITqBlnHg+uOysKn5vT4feH5z8WF681PppL/NEcawzBuFfRzFGQUqRSV6gXVZabetw1W0FzjikNGEU01Vp3IqBgcSXIH45E///AdKcop1eCAAYzzPjFDHvvbB9Sp0D2zyH1xuVloNnRsP53dEhYbqhf6BGurarU3JjI+Ug8CGKis+MJ9MnbeKK3goEu/EfmIYRh3PqxnDG9kHERpXpk2wtMKcDOl+T6+PioXm/XQVD0DUsG5E1oBbrsM7Fr84Q9/aPX1t771Lb3cqTADAKtNNlwgm4cvd4/fT2lVS98Ls1DYwAdPGKCSidTj6dqYSkNqZ+4VhmEYPQXJGSbJMkkepZXaqbtJulywbmGrOWC0U9pbV1OnbobMXwGsPZFP0NjOJotbDu5gcx+bcVv+WPOfmClNDY1y6XiGDJ8yRFb93Uqpr67TjBDrLUEWj5O+wZsZOBmGcWdB0obB3KhpcIhljTyw9oi6Bd6ouqYzWI8IUu4kekWD/b2ETjL18tSeFP5FRxjXZlrpjcLslvf+d53+i0aRgARHGvphyD6e3nNO+2YGjunXoV2oYRhGTzJ4fH/pOzxJKyyufhP3oWYuXIkc3HDoIaEx3WW9Cd4+XppswXaY/66urJHqimp55ft/UStOZpvcytlPWH4++MWluqZSDepuz4thGPcuFw5dUuMPXLpI4DOuAjfBmxms3IlYsHKLGT17uE6pP77tlDTWN8mU+8fJ5CXjevQ+Nry8Tc4duiRJg+N0SikzCvDXHjl9qGb6uBiGYdxKsGl3JUsIRJKGxF81YBJGzhymUjAca2jIpzI8bcXHUjEqxFRVqBCzuSMH8/H3kayzOXLh8CUpyCiUT/zDw2pQcitBXmEYhtHdZAdmIKxl6gLm6aF9LEZr7BW5xZB5W/jUbB2KhtMNU5Z7Ui/IYLS97x1Up4eygjKJ7Rujb/zq8poeuw/DMIzrAelB2x6V9iw4H/n6cq3AIBVjHgDuWu6bO0EP86hY53a+vVeiEiL1tmlszzp3WaVk/UaY25ZhGL2baQ9MkvzMQq2oEKiQjMGQw2iNBSu3AYIT92GQPcn2t/aoJpxMI42p6acyJXlEksrPegI+ULtXH5Cq0ir9UM16ZGqXhyEZhmF0BXr5mPreEQzNnXTfOLUAPrH9tDatg2Ymvb26bfdpGIZxO6C6TCX48oVcVcIMmTRQEzZGayxYucsoyy+XvqP6aNM+Fx0sNHdktwdLtgfRP70w5YUVqivf8dY+dRbDvcIwDONWQ9Ay8b6xsuMve6X8ZIb2soybP0rnVxmGYdwJ0J9iPSqdY8HKXQZVlOwLNGfFqnTC08ujxzy7ifyZdOoaYMTMFoYLLXx69h1hfWcYRu8EuVdJfpkagnTXSnP2I9N08FlxTonKaul5scqKYRjG3YMFK3cZc1fNUPccZg8wQI2NHAeengAbZDSV2Iry38wSiO4TaYGKYRjXTXlxhXz0u03ao+Ll46VzB+Y9PqPLrlpcD/MQwzAM4+7EgpW7UBbx8FeXaSCB7WdPOtRgczx0ymA5e+CCOJodaic6Y+XkHrt9wzDuPXa+s18dwuL7x6pLGD1xVIaHTx1yux+aYRiG0QuwYOUuBAkF05N7GhrpH/7q/XL+cKrU19RLwsA4vRiGYVwveWn5OqDWdSkvLJfS/J4flGsYhmHcmViwYnQ7YBk9a7i9aoZh9AgMq8W1sKaqVuprGtTNKzTqY6tiwzAM497GghXDMAzjtjHrkWlSklem81G8fbxl6rLxMmzKYPuLGIZhGIoFK4ZhGMZtIyI2TD7xrYekMLtY++yYCdXV5nrDMAzj7seCFcMwDOO2D4FMHBRvfwXDMAzjKix9ZRiGYRiGYRhGr8SCFcMwDMMwDMMweiUWrBiGYRiGYRiG0SuxnhXDMAzDMHqc+qZqKai7KM2ORonwTZZgn2h7lQ3D6DYWrBiGYRjGPU5VY5EU1F7U/47xHyxB3pE3dHt1TZVypPhtKapLFYc4JNg7WsZFPiwRvn166BEbhnGvYMGKYRiGYdzDlDfkyZHit6SiIU+/DvWJlwmRqyTEJ+a6bzO3JkUK6y5pcOIpXlJcny5plfslItKCFcMwuof1rBiGYRjGPUx29XEpb8iVKN/+eilryJHL1adu6DYbHfX6r5eHj3h4eIqXh580NNf00CM2DONewiorhmEYhnEP0+RoEE/x1KACPMRTmhx1N3Sb4b5J4usZJCX1meLl4av3Ee03qIcesWEY9xJWWTEMwzCMe5gov/7i5eknJfVZGlz4ePrr9270NsdErJBw3z4S4BUmw0IXSr/gyT32mA3DuHewyophGIZh3MPE+4+Q5vBGyao+pnWVPoHjJNZ/6A3fbkLASL0YhmHcCBasGIZhGMY9jIeHhyQFjtWLOw5Hc4s07HppdjRpA7/D0SQhPnHi7el71XW4n4rGAr1OsE+M9rkYdw91TQ1yuaZEPEQkKTBSfDzt6Gl0D3vHGIZhGIbRQm1TuZwt2yzF9ZkS6B0uQ0MXXJflcGNzvZwq/Uhyak9rQBLp11fGRqxUWZgLellOla6TnJpTeh2nfOwB8fcKsb/IXUBFQ428mb5XLlbmiod4yNDQRFnVd5oEevvd7odm3EFYz4phGIZhGIrD4ZDTpesko/qINDsapLD2khwveU9qmsq6/QoRgGTVHJUAzzAJ9o6R/NoLklq5r9V1cB3LrDokfp5BEugdIbm1KXKpcq/9Ne4S9hael5TybInzD5cYv1A5UZohh4pTb/fDMu4wrLJiGIZhGIZS31ytFZVg7yitgAR4hWvTfUVDfquKSFeobaoQh0PEzytIv/bx8NPhk62vUy4OkZZKio+Hv1Q3FupQyUIdKNkskb79tMJj9D6qGuuktL5KQn0CJMQn4Kqfl9RXiY+nl/h7+bRkyMsbqm/DIzXuZCxYMQzDMAxDoV/E29NP6hrLxd8zVIMXrIcJIroLlRJPD0+paiwWLw9vaXDU6W1drNglnh5eEuc/TIMQrlPdWNpyHT/PEDlU/IYU12VS67kypPJRCfGJtb9SL+JiRa6szjqowUqQt78sS5wgYyP6trpOQkC4HCpuluK6SnGIQ3ugYv27F/QahsnADMMwDMNQaIAfEjJXPD28pbghXWqaSiU5aILOTekuOIENDJ6ph9SG5lqJ8E1WWVlK2XrtZTlc/KaE+STJgODp0iQNUtNUoS5kBEZFdWkS6dtHqyplDZclo+rwNe+vprFMyuovS32TZe5vNrVNDfJ+1mEprKuQaL9QqWqslQ8vH5aS+spW15sWPURmRg+VJmnWCtrc2BEyIeLGbLHb41JlnrxyaYf85vwm2Z53Whqbm3r8Pozbh1VWDMMwDMNoISlwjAR5R0plY6H4egZKtN/A63IFo3rCfJX+wVPVFexM2QYpa8iWKN8BKu8qrk+XgrrzMjx0sQR6Rcj5iu1SXn9ZCmsvSFNzgwZMrmpPQ3NNp/eVWXVUzpVv0esFekfKmPAVEuGXbH/Vm0RlQ42UNVRpHwoSrzj/MLlcUypl9dUS4Rvccj1fT29Z2WeyLIwfrQ32Qd5+6j7Xk+TWlGoTP4GSr6ePpFbmaWg0P25Uj96PcfuwYMUwDMMwjFZQSbmeakpbOJi6+lGapVE8xdt5WHU4gx+CmOqmErlYuUsamqu1R6asIUdqmyqlpC5bvK7Y3Eb69evwPioaCuRs+Sa9rWDvaClrzJXTZetkesynVFpm9DzBPgES5hMkeXWlkuARrhWWEB9/CfcNavc90F4/i7upw/HSDG2+9/LwlImRA2RYaGKXH0t6VYEU11XIwOA4vS9skk+WZlqwchdhMjDDMAzDMHoMLIjpU6GZngDCRZz/CP2Xhn0kZgQmWBVzvZrGUgn3SdLAJspvgAYdAd5h2pwf4ZMspXVZ2utS306FpbD2opTWXxYv8dGemCCvCHUvu1Y1xrh+qKY82GeixPqFSWFdpQT7+MuKpIntBivX4kRppryVsU9Ol2XJsZJ0eTN9j1ysyOvy79PALx4e0uho0sCnvrmxpaHfuDuwlINhGIZhGD0Cs1XoScmpSdHm+Fj/ITIqfJn4ePpLnytDJ/Nqz2hg4eqFKavPER/PAK2wEMAQaET695UZUZ/RCklm9SEpqc+QJmnSnpRxkY+0VEyyq0/ImfJNUt6Qq5co334asET6J6uEzbh5DAqJly8MWazSL6oqHVVP6B9h3gpGCoHevlcNhTxTni0NzY0yIDhWg40LlbnagzIoJK5Lj2NYaJIMDomXC+W54vBwSKh3oMyKGd4jz9HoHViwYtxVZGcVy/49F6Smul4GDo6VydMGibe31+1+WIZhGPcE2TXHJaPqkPaN0KOQWX1Ugr1jZXDoLO17SQ4arxd3cPuiEf9S5W4pqc9SF7ERoYulwVEl+bVnJEhtlJ3OZMxqya1J0Wn3ZNPPlW+VRke9hHonaD9MYV2a9A+eLCPD7teeGaNrNDua5WhJumRUFWpfCVKsKL+rB3MSVOTVlklJXZUwkj7E21/6BcV02IdSUFsub2Xs1dkqFY010j8oRh5ImiSzYoa1/A6VkSZHswYqzv+JeHt4SnZ1sZyvyBVPDw8ZHprYoYsYj/ep/rPkdGmWVlWSg6KlX1C0/envIixYMe4aigor5N03D0hhfrn4+nnLxXO50tjQLLPnW4bFMAzjVlDdUKxSrbq6TGl01EqTg2pIdqe/w6F1UMgsifUfLHXN2OBGasBS3Vhy5RqOln/qmivlRMn70ij10tzcpNUUmvWRnnl6+IhDmqR/8HSt2FChwRKZgZPBPnZ47YzdBefko8tH9e/V6GiWc+U58vzAua2qJVRHkGsdKUmVrOpilVoNCIqV2bHDZWnCuKsCFoKP97MPyd6iC1JaV6VBx/nyXHnXcUAi/YJlZFgfvd7EiAFytvyyXKhE+uWQxIAI7Yd5OXW7FNXhLuaQ/f7hMilyoLqKhXoHyLiIfuLnJvUK9vaXqdGDu/t2Ne4QLFgx7hoy04s0UOk3IEY8PT0kL7dMTp3ItGDlBmhqapbyshrx9fWSoODuz1kwDOPupLguXS7XnNKMfJz/ELUc5rDq5emrVsMcML3EV+qaK6S4IUMPrp25QBFwEKCEeDibpAFJWHzACEmvOqhBB4EI12tyNEiETx8pqc+WyoYCaZZmCfehIbter0GQUlB7QU6WfqT/7esZIENC5km/4Mlyr5NWmS+7C89JTWO9DA1NkBnRQ7Wp/WDRRa1w9AuIVqevlLJs7R8hEHHB79G4rlUVh0h9U6NUN9XLnoJzMiKsT6tqBlURbuN4Sbo0NTdJgLevVmFKG6rV5jivplSDFSohZyty9LY8xUNGhSfrvJadBWd0Nsvg4DgNVfcUnpOU8myt9vDuwPHrsb7TxdvTS/Jry2R7XooU11dJv6AomRs7Uu/PuHuwYMW4a/D29tRNjgO2p6eXNDQ0iY/PvfsWLy+vkUvn86TZ4ZD+A2IkMupjO8muUFFeIx++f1Qy0wpUSjd1xmCZMcd5IDEM496jydGoTes0zx8tfltnsCD1yq05LWMjVkp8wHAJ8Y7VOSmsOywVIT7xGqhQZfHxuLqnobG5TqVcBCRYFMf4D5IRYUu00Z61hv9mGCQ2ytgbM2+lvqlS8uvOS0VDvgZLBDBUZIJ9ovQ2PMVTUso2aKAS5hOvFZrzFdu0mf9ur7BQ/SCAiPANUttgF2fKsmVXwVnZV3heD/jRfiEqsUJ+NTdmhE6ax9GL/hMO/2UN1TrwkdvDXau6qU4KayvVlQmhVrCPn9Q01atci5kr1Y11LfeVWpkvf07fLYU15ZJZVSiVjXUS6OUrXhqOeIi3h5cEevvpdXfln5FNOSe0QZ9gKa2qQCoba7XPhR4X3gP1TQ06eDIpIFKDl6rGOjlZliXTa0okyi9Y3kjfKxlVBXof5yty9PcfTZ5me9VdxL17kjPuOgYOjpP+g2Ll0gWni0hQkJ9MnXlvloVLS6rkrdf3SVZGkWal4uLD5NEnpkpcQniXb2P7lhRJOZElMXGhUlfbIFs3nZbYuDAZPCz+pj52wzB6HwxpPF22XuqaKqSuqVKDgwT/kXog5Gd5NWc0WPH1CpQIv77aMO/r4S/VTUym99Kgoi3IxfYVvKzzVZodODgxXLBYPMRLxkc+3DKkkjktH/9OtTbd02jPHJYgn0hpaq7XgMjfM0z8vYIlxCdOsquPqysYwQuystKGyyohC5a7N1jZX3hBNuWelLrmBon3D5dHkqdIXEC4nCu/LG9m7JXM6iLJqimWSJ8g6RsYLZ4eDVop8fXw1j4U+lUqG2vE28NbqyT0p/zh0jbpGxQtwd5+klFdIM3NzRoE4QBGMEow0z84VmL8Q1s9jrSqfKlvahIvTy916aptbpSmxmqJ8QuTyZGDVMYFBBcEP2X1VVpdqW1u0McxPCxJH1taZYE+HwKsCD+n0xgBEu8nLperiyWrukh7YbgOs1bOludowEYvi3F3YMGKcdcQGOQnj31iqpw+mS31dY2S2CdCBgyKlXuRU8ezJCO9SPr3jxYPTw9JvZQvRw6myf0Ptm5s7Yyc7BIJDvaTkBB/vaReKpCSkqqb+rgNw+h9EJycLF0jlY3FEugVLhWNBRq0xPkNE0/x0sOma2gkU+qTAsZopSS34bLKt6iSbM37uYwMWyJJAeOktrlcfwepVm5tijp7BXtFS02z024Y5y8sj2mQ576zqo/rsMhQ3wRJDhwvFQ15Ut6Qp8ENE+5rm8qlqqlIncf6B0+RaP+BTgexuiw6YtRljOsiK7tb4cC+9vJR/e8wn0B101qTfUQ+PWi+nCm7rM3tSQERUlJXqQEBVRQ/L2+tduwoOCMJ/uH6e8dK0rSiMTCYaladVlTi/cO0d6WpuVmKGiol3CdQ+1r8vXw1qEC2RaXGBYFPbnWZ+Hv7iJ+nj7p/jQ5LloeSJ2mTPMHPmfLLWnUhsMCymMfB46lrbpRLFXk66d7R16GzV6jGMEOFAIiAi0oOEraEgHCt+hC8ICcjWKlratReFr6nj4VBlQ3OQZXuAZVxZ2HBinFXQV/FlOmD5F6nrr5Bs15e3s4F28fbS2pq6rt1G1HRIZKVUSzhdY1SW9sgXl6eEhxifSuGca9BtaO0LlvqmquloiFXKx+UbJFi+Xj6aSAQ4h0nB4te1+Ak1CdBA5TCujqtfjCNPr/mnP6bU3NarYobHXVa9W1udujtNThqtTpS3pAv3p7+crZsiyQEjpAjxW9LetUBaWyu1e/3C5oik6IeV4tk7l9nuUijjAxdImMiHmyR/owKW6Y9Kzx2emGGhy2WQO+7N1gprquSqqY6GRTstPuN9A2W/LoyPcTT2M5ry/eQh3HgL6gtk8GhCTIlapCsyz0m/t6+2g+SW1uqTe0Nzc1S1lgtvp5e2tPC7zdIkzbDP5w8RftG/D19xc+b2TatR/ZxO1RTpNlH6j0atCoT4O2jdsL8fehxWXP5sFTU16ptcXljjfh6eEmtw1uifUO0r4XrjY3opxeobaqXnflnJbumWKJ8g7WXhmCJCtHo8GQ5WpKm7yeqPgtjRmvAguRtfc5xlY2F+gTIA0kTW27PuLOwYMUw7kL6JEdJQICvZGcWi6eXh1p8drfKNGfBCJWTXc4u0Z6VyVMHytDhCTftMRuGcXPgoJlfe077Ppg9khAwSuVVgFUwkilkWDH+gyXef4QeFKlwXKjYKUV1qdqrwvWodvh5BUtNU5FKq4aGLBBvTx8J9YmT8xU7NJDx9QyWtPq9UttYLr4egSKeDudB10HFJFMrIP6eIVJan609JQQq3B+ysiZHvTbli87a2CFpVfu0kZ/Meqh3olZILteclL61E2VgyAzJrT0jVfqcgrXJvlmaxOvKsSbMN1GmxzyvlRmes7fn3S0JCvMNlAAvX7UK5mBe0lCls0c4vI+J6CenyrIko7pIe0Vohp8TO1wmRPRX2+FLVXlyoOii1Hr7t0in6AMaEhyvt5FTW6p/k3C/YJkbN6JdS2N3xkf0kx35KSoj8/f00ep+n6Ao/TvzXthXeEH7VgiE6FPxdniqxKvJ4dDApr2BjgQmixPGXPV9qimPJE+VISEJGqzF+oXKsNBEKaqrkI25J/T++gdFawVmbc4xnQ1j8rA7DwtWjHuK4qJK2bPjnBQXV0pSUoTExodJSXGV+Pn7yKgxfe4ax6shw+Jl2YPj5fCBVDUcGDU2WWVyhw9ckvCIIA1crtUoHx0TIk8+P0sK8yvEx9dL+1VwWevNNDU2y4XzuVJVWStRMaHSt59zgzSMe5WqxhI5UPgnya45Id7iK4E+kVJQd0nGRayUqoYibZSnOuEhnlr1cIQ3S2LgaK1spFbuUectghykVsxO4WsO/0yYHxI2V5228mtpds+TCN++Kt3iM1den6s9BdxHkzToY6mVCgnzS5D6pmq9HoGPM0hpkADPMGlwVOtARybX06jPY25opgLTJHWOSp3rgUUxTflZ1cd00CTzWQisLteckPiAYeoe5oJ+Faoq9wJ9A6NkYdwo2Z5/RvLryqVPYJQsT5ygfwv6T54ZMFvtgTm8I7XKri6SzXmnZGrUYFmRNEmDmIyqIhkamiizooeKt5e3hHkHqCQMFy4Cj+TAaEkMbP164iqGjAtpGffJfREsLI4foxbHyMWQiC2Kcw80nFbUDRr8+mh1hkAFW2L+yNPcLIh5vJgAEJR0BLcxKWpgq9/JqSlV1zJnb46nVpVcTmQWrNx5WLBi3DMwKHL1Wwcl7VKBBAb4yKH9qdLQ0CgxsaG6dp5LuSyPPTldAgLvfMtDLaFP6KcXFu6tG0/JX9aflEYc0ny9Ze7CETKzC85eVGeS+0Xd1MfK4+NvgntZRESQ3t/1BBjISdZ/dEz/rgRoAQE+svj+MTJxysebmGHcSxAUHCl+Sy5V7lXZTpNHvfg2B+hQxX5Bk7RJnUAlyneAfuaK6zPUjjguYLjk1Z6TmqZyqW2u0AZ2Bi8i6Yr3H66BS4hvrAYD4O3hqzNOGpprxc+LDHmjhPsmSkHtJWmSej2aasXDwyE1jWX6ewFeYVeClFCVgA0KnqnBCb0wNNFzdKVJv7w5T2qasS12qJdUpG9/naFCgMT8FFfQU9lUqIHPvQp/vzmxI2RkeLIGELhkuRy3gECCCxWUdzMPiJeHhwYS9Lo803+2DmoEgpINOSfkeGm6yrumRw/RAY4c+NuCNAvXL/pPCEzpa6HKgSwLqRiSK5rj6YcJ9glosa+eHDVIZ7rUNDVo/0m4b6BOnedN+nDyVJkQMaDF/pjrUSUhSGrbG9Meut/lnZLt+SmSUV2otzE6vI+UN9RKclCU9uUYdx5Xv/tuIT/4wQ9kypQpEhISIrGxsfLwww/L2bNnr/l727Ztk0mTJom/v78MHDhQfvWrX92Sx2vc2eTmlKo7Vt9+kRKfGC61NXVSWV4jfZIjJblfpFy6kC+pF/PlbhyWeWj/JXVH6z8wRvz9vWXf7vNqTXy7YWPZtum0vP7yLln95gH99+C+i9d1W8jVjh1Ol4iIQBkwMEYPZ7u2n5O6OmdW1zDuNZh3UlKXKX6egdpXQiWiurFM5VbIvoReBA0lnJlubZRX41++36yBjI/4a2M6gUNtU5nKuAgOBofM0cZ4CPftI0mBY6WqqVgnyCMZ6hM4QSskfp4hEuGTJJG+fcXfM1QrMdwTtscB3s7bJXjhvmneJ4AhoClryNU+GKRnBDpe4qOPjaGF0b6DtJG/trlSpWQ023t7+Gu1x0VdU5UU1l7S589t3AsQCHCY51BOoIJTF432OTUlutYCwx55/QlccNCqaKhVu2AXewvOy7a80xp8EPSsyzmmErL24LboOaFxn14ZAg/kX0AlJDkwSi5W5Ml/nl4t3zn6qvzuwmZteJ8ZM1Qe6ztN7k8YpxekaI3SpP00PDYezwsXNst3jr6mj6WuqUGOl2RokIWlcWecq8jRihHyshGhSVLvaJRLlQXSPzhGAyn3QZLGncNtrawQdHzlK1/RgKWxsVG++93vypIlS+T06dMSFOS0qGtLamqqLF++XD7/+c/LK6+8Irt27ZIvf/nLEhMTI4899tgtfw7GnQN9FzSJN9Q36X83NDSLp5fTx72osFJyckrl0P6LkpAULhGR3ZtJ0pvBGY2ZM2FhgS3VEqoY9fWNt/uhSWFBhQYngYF+EtEnSPLzyjXAGDm6+5K8hvpG/du6KmP8y3Pk+fv52QZl3Ht4eHhpNYRgo7KxQCseHAbDfZK0CZ7vZ/rES2F9qspv6CXpEzhWnb2ovGRWHZE6R5V4OrwkwidZfL0D1dGL3haqGy6obowOXyax/oOkpqlC8qpTVFJGwNDkqNMAxOkY5iH9g6apW1da1X7tRUGmxVyW8sZ8bcofGDJTYv2GqiVxRX2epFftkwjvIeLp6Sk1OhiyWeod1TIkdK72wWCbTBA2KGSWOoMB81eOlazWRn4CKmRto8KXtwRX9wLpVYXyTsY+lYT5eXrLzJhhKs3CcQv5FcELE2qAvhZmk1Q11GpgUlBXfkUu5a+N8rk1pTImvO9V99HQzAhO5+/zt6XXhNkrzrk6TfJa+i5Zk3VIbYsJHnAgK22o0l4YHhdf1zbW6wwVAif6Ugg0tuSd0t/h+7h6FdVXSL/AGLUpZh4MgRRVoVh/AvDWf1MGSTola05FAOYCPI/PD17UqZTM6N3c1k/u2rVrW3394osvaoXl0KFDMnfu3HZ/hypK37595Sc/+Yl+PWLECDl48KD86Ec/smDF6JTEpAgZOaaPHD+SrotpSKi//ptyKlsb0X39vCTlZLbU1TXKE8/OlNDQqweY9QRVVXVy4WyONDY2q+SJXpCbSVRMiMQnRkj6pQJ9zgQqQ4YlSFh4+wmBWwnzW+rrmyT8ymOh+lNRWavuYx0FK64MYVupGHK+uIQwycwoVsvl8vJaGT327ulDMozuQlBCH0d29QnxQTLlqJWEwNEyIfIxlWtxmRj5uMrCqLQwNJFAAggacmqcQQfBBA3qfYLGyaCQ2RqctIXv0S+CPKu4IVOrHEFBkXKxapcGLVRZqL4wPyXUN14GBE/T7ztdwVyH5gAJ9olpCSqcj9tfqzk+zQFaSYn06++Uf3l6yfiIR6W+uUorM+4N9BgDlNZnaQ+Nq78l2m+gBi33AqyR6y4fldzaMj20U2Gh4jEoJE57VBjaeLEqTwtq9JgQEPzvufVS0VAtp0uzpKKxVq1+6fvw9SLY9VFXsaPFaWoDjMRsbHg/reBQyUmtKmgJVKZGD9a1+XJViZwoyVD5GNbHBDY1jXXq0EW1BXtjgopwnyAprq/UqgrVHgZSEhzRg1JaV6lBCU5nyMQCvX1lU+4J7b2hxwV75Uf7TlNDAXejAeb6ENRgOID98vDQJAtU7nB6VZqhrKxM/42MjOzwOnv27NHqiztLly6VF154QRoaGsTHp3UGta6uTi8uysvLe/xxG3cG2PguXzlBp7lXVdZJeESglJVVy19e3SfRMcEyYnQf8fHxkhPHMtS9ZPzE/trzwfd6Chq///L6Pkm7lI9SQiIjg+Whx6dIv/43b1AZVYUHH5mkfSsF+eU6PHP+4lE9+ryup7/kwrlcKcgv08eRlVWslZ/S0moZMjROwsKv1hXTh3Jg7wU5eihdv54wub9MmT64pekfW+UHH50k2zalSElRpQwdkSjzF43s9aYAhnGzwPGLyfIEIPSvML2dnhPXTBQI8YnRS1sIAKZFPyuplXu1wZ6G9/7B09oNVNyh2Z3AhyZ8Dq19Aydpv8vUqGclzDe+xYWMKkpq1X7JrDqslRem1I8LX9mq+pEYMFpGhi6Tk2UfSEVjrloXJ/qPUNcv5rtw+0jS2lLdWCy+nkF6W15eVA0K7ql+FqoaDEekP4OKBoFASWWVVDbUah/J8wPmyqXKfO1JYe7J6+m7pKqhTvw8fbVRnmoE1QuCSAKZxMAoeS/zoBwoRqLrkMbmZlnrd0wDIRr7sRvm95h9Qt8MuH4X1y8a+uk3qmqsF29PT4n2C9YAxQ9ba2nWx0jwMjAkTgMYpFpe4qG3Tz+My36Z+SxHS9I1WPLx8NIqUGx+qCxPmtjy3GnunxUzVA4UXdJq0eCQOFkUf28EqXcz3r0pE/CNb3xDZs+eLaNHd/zGys3Nlbg4p4+4C75GRlZYWCgJCQlX9cV873vfu2mP27iz8PX1lvGT+rd63508lqmOYEiRUk5lSV5OmZzyypLsjGLJzyuT+x8Y32OOUlRx6ItJ7hsl3t6ekp5WKAf3XujRYKWxsUmOH82QgrxyCQ0L0KALZ69VT02X3oA2QG44JXt3nZeGxqYrzfC+GkyOGZcsC5eMVpme+/NBGrZt0yltxMfBLSIySDZ+dEL/ZmPGfyxPSEiMkCefm3lTgit6f3iszJ+5nYGeYXSEc05JjtQ310qwT5Q2sVOZ6Bc0+bpeNAIB5pNwu1QwrhWoANPj6Y8pbcjSgIEGfSRlUf6tZUQFdRclvXK/Bi2+nlFqjXyuYqtMjnqy5ToqGwuZqoMjcRSj56WoPl0uVe6WoaHzO3wM9LMU12dqPwuVFRzG3PtZ7nYIEBICInWgIvbAVFaCffxbLIeZas8F6Gnh54kBkdobEuTlL80Oh4wIS9JqCIEDUq0TZRlqC0y1Yl/ReTlfkSuloVUq5ZseM0Qe7jOl1T6ZEBChFslIvQhMCKBowA/18dcqDL9HoBLmFaiBDP0u6ZWFMiw0SUK8/eV8Za7K1KgGTY4aqDNamHZ/vDSjpUmeik9+bYX+N8HZ9rwUya8tl8SAcHluwByViDEIsj0rZOPOotcEK1/96lfl+PHjsnPnzmtet+3BsSNZCHz729/WIMi9spKcnNwjj9m48+E9M2HyAFn/4TE5m3JZMtKKJDI6WEaMSpTamgY5eihNZVPlpdUSHROqLlocVq8XekeAQIX79vXx1mGNOJVhpxwY6HtD/TLOQOC07Nl5VjccR7NIZnqRPPLE1F5zwObQf/jgJQkO8VMbZb7mI/z8Z+dqMJmdVazBIwGdr5+39rRs23hKiosqpLamXooLKyU+IVzqahokK7OoVbByMyBY2vDRcTlxLFOam5ql34AYeeDhiRJyk2SChnG9n/3zFdskrXKf2v0SrIwOf0Ci/G5sCB5SrdNl63TeCv0vA4JnSP+g1gdTd5i5MiZ8hZyr2KZVlr6BE2RY6MJ2brdSe2gIqLgPcvEl9dktjlEusERGShTjN0y/LqpLl4yqwxLp10+b9tsLoJCq4ShWWHdJvDx9ZXDQXJWB3Svw+i1PmqBVCuaLBPr4y+L40ZIUeLVqhYN/sLe/yq+w98VGuLqhTiVdyKkmRQ6UEB+nZJqvKxprtCk/0MtXEgMJcJzWxfTDEIy4IMh5vN906RMYKalV+RLk5Sejw/vKtvzTkl5VoJUS3MC8PD1laFCiDqekCZ5qCgHR6bJs7Zuh8oPci+dE4MPvIfGiasPvxwfw/mmQtzL2ydnyHH1c5youS0lDtTzVf9ZVAyuNO5NeEax87Wtfk/fee0+2b98uffr06fS68fHxWl1xJz8/X7y9vSUq6mqLVT8/P70YRkdMmjpQbW6pRlRX18uAQTEqnaqpadCDPr0PUVFBkp1ZIuVl1Tp75HobthnWGBLir7fLQZzghSrBy7/frs3m/v4+MmveMJk6w6n77S7VVXVy/Fi6hIYF6u0SCCG3yskukb43UWp2PQ3/PEbwD/BVZzKClu1bzkhmeqE4mh1aXaHfJj21QLy9PDWIKyurVbvpsuIqqayqk/KyGqmsqFUJ2M3i1IksObjvktoqe/t4yZnTl7VSdd+ysTftPg2juzBwEYtiX1yxfGOktCFbzpZvkhnRn2ol++ouFyp2SHb1MQnyjtIqBbdJlSLmSm9Le8QFDJNY/yEqvaJJ/1TpWgnywX1qSotsi6GSVH2yq0+q6xjXDfNN0OGV/L4LrkM6kvuua66R/LoL4uvpLwcKX5WkwHHa2N82YKEXZ1zEw1eqQd56G/ca9JJ8cuA8DS6YNB/g3b4lP9WW+xPHq+tXYX2FNtIPDUnQWSQEL+Mi+qmka2BwnMqucONC1kUQQWWjurFWKyPtWRsTvCxJHNfqewQvx0rTVZKGZWOcX7gGUfS/uDM24uok1Njwvtpkf6QkTWodzTp8kkn2VFMwFEgOjNQmfSpF9MUQ1FzL6ti4M7itwQqROoHKO++8I1u3bpUBA5ze2p0xY8YMef/991t9b/369TJ58uSr+lUMoyvQ0zB6XF8ZPipJvLy95PSJLD0AV1fVq3tYfHyoBIUE6OE6O6tEg4qkPh33VXUGDfUPPDJJ9u+5oIf2YSMT5fyZHLVVTkgM18P3ts0pWlVIvI770CKjQwfWO5/blYnBztpj+yBLu3g+TyfdjxiVpFKqtpQUV6oJAYd1BkreiLsWAQhmB9xvcEiASu3oEXrhl5ulpKRaJkzsJxnpRXL6VLb06xelwSKmBFTAQkL9JC+nXC5ezBMfH2/tL8KymOAOW2Zut6Mgj8Bt/56Lkp9bKpFRwfo7XamOUFVDBoakDghs6f0xjN5EXXOlNDXXSoBvvNOZyTNEahrLtR/E28PvhoIg5FxUQMRL1JqYqfEx0nmlglUnpWyDNrczh6Wppl6rJBMiV2kvCc3v/YKmyP7Cl7U/IsKnjz7mM+WbtNHf1TBP0z4zX/Jrz6rzFwfjRP8xGqBkVR+RWP/BEh8w/Kr776if5V4C9ysa5a8FfSzRfqHS6GiUGL8wlYy1BavhuPww7S2hoZ3GdSRkVFsYRtnVQYvR/qGyKH7MdT+fFUkTZUbMUFUO0IvD9whOqKDQ20Kwwr+ufhnj7uC2BivYFr/66quyevVqnbXiqpiEhYVJQEBAi4wrOztbXnrpJf36i1/8ovz85z9XaRf2xTTc01z/2muv3c6nYtwFkMlH3pOYGC7FxVV6KP3wvcNy9HC6+Pv7qpNWT/QrDBuRqBfXAfrg3osSHh6oAUB0jLekXSpU6ZnzGh9DvwSVHdJRmAO0dygPCvaTEaOT9FDObTTUN8uwkQmSkODUJ7eFqguDMqlsUM0gUHv8qekS53Z9gqlXXtzh7OsJ8pUJkwaoKQBVoOuB50nAxnwVKkzas+LnK6XF1VJaXCUZGcXaaM/fIyjEX/r2j5ED+y5KVkahhIUFaSN+ZWWdBifI53j9eNxDhsXL7PkjZMbsIVe9NgQbaz84JscOpYmfn7c6vuXllmkfD9KzzkCq5uXpIaUlVfq3r6luuOkObobRXah8+HmFSFlDjvaBVDeVSJz/cO3XuNHbLa3PVslWY3OtZtAJXq4Fc1QKai9IiDeWtCFOWVZtqlQ2FGgFhc8o1RnkXDTv+3oFSn1TlfPSXNMSrFAVGR/xiBTWpcqh4jd05kqAd6gmYWicZxClcf3k15TJi5e2qEMY8qtH+06XObHD262SLEua0DIM8khx2v/f3n1Ax3WYZ8J+B9MHjehgAQl2ir2pkBRJUbKqVS3LkmPZsmNlI6c50e/8u9bmz8Z7klXOic/GSdziXceKu2zLkiWry1anKFGsIsXeQBIA0TswmBnc/7zfBSCQBIhCgBgA76ODQwEEwDszwMz97tesgZ09Ib2NNR4p/Lnp6r3pUhDKxPKsYps0VhlttEBlQ8FCZPYoS5OxbVSDle985zv25zXXXHPeCOPPf/7z9v9lZWUoKSnp/jtmX5577jn81V/9Fb71rW9hypQp+Nd//VeNLZZ+y6M4DpdX0i8UbHB07vpN7jQTLk5MJBw70W1qbEVNdZNdXS85XmUz/1kKdLF4wp+dm46jh88gEPSjsb4FqT16OfbvLbWsy8mSKjuxZ/nUlClZWLpyhpUhnXtb+ER+3Y1LbMpYeXm9BUEsc2PJWW/27j6J5sY2W6JIRw5X4OCB8u5ghRmN73/39zh2tNL6aVpaonhvy2HLCHUNKuDSxRPHqizo4ILNgWQrGPR94t4rLcj45c/ewYziPJSerrGAoPRUDbxej6WJ2EAfDPksI3XV2rk2yYy9Pb97cY+NJz64r9SyXzw23hfvvHkA8xZMPu+xqa9rxpGDZcjNT7eR1AwS2azPDElfWTIGZ2+/vh+VZxoRjgTR3NJuQQvHITMgEkkm7BVZmHmTNamzVyQ/NA8LJ9140cNB5qRfbWVaDFiYEeGyx55lWn2z4iA4bJyzrG+HHUvPkrSIN8uCIS6T5NYPTh3LDk4/LyPCCWIcwcz+l+PNW9ESr7WAhkFTb5PMZGCY0fq/R36PdyoPWmaC+1e+ffBF5AfTMT/zoz0652L2gtmNZMEA+tapK20Mc0OsFdnBNCzKnDZsg3FkjAUriUQCTz31lI0OZibkYnU1xl/IY489dt7HNm7ciO3bt1/0vy8TA/eq8Co+g5X8ggzcfPuK7ivjnMb19hsH0NzYioLCSbbZnlfeWepUUV6P/PwMzJ5TYCOOD+4rs76V3z613T5+5z2X91uqxRPv2tpmpKeH7YT73CdPvn/jLUvx7NM7bHoXgxc28fMYfvmTLRYknD5Zbb00LNNiVoL9G8wmFBRmWiByHgcWTKy8YlafgRkDMJa/MZXunkB4LDDhMbz79iHbcr9y9SwcPXQGZ840WFYpMyNimR2OBeZ9ye/BPSlP/XKrZWj4vZiVuvNTV9jOk4HwBzig0mPBA3fBcBJba1vMvg8DTB4TsydLlk7H9bcstdvP8jHeT2Wnau1+IY46ZpDEr29qajsvWGFwydvIgMpuf6LDbn9fY40ZgD3z6/dx9HCFZZM46nrW3ALcfOsy5ORm2OQykWQzJbLIekXiTpudyA9keld/OFL48pw/sBIuNqtn+icP6PtyGz33mhxves+CEWaEiyLLz5rKxd0r7DnZV/+KlbFxh8rizJv6XN7ICWAsa2M5WMSXiTnpG85aTimD05Joty30LKXigsWOjg6cbq3F9trjFwxWkhFvw4rs/lsJZAIEK16vF/fffz/27t07LMGKyEhjwPHyCx8gHotbzwlP/l96dhc+84X1trX+mSfetyv1PJF96/UDlllhEDC1KBtTp2UhHnestKqutsXG7HK7/fQZuTh+rBLbtx47L1hhAM4T9/LSOpwqqcbx41XWm8KT/3UbF2DdhvnnBSzMYtz/+fUWEHGEL5vF2dNSWlqLnNw0lJfV2kk1y7TYnM9AgRcOmOk51+ED5Xj5hd12cp2dk4qbb1uByVM/6kEpK63Fqy/vtdvO2zdjZq59zaGD5Th5vArxRIeVYr3wzC60tMSQkRFCKjMqze3d2Sn2lzDrxCldvC1nyursPuEJPDMs720+jI/f+dHc+74k4h0oOVaF6uomu88YcHAIwMduWoJFS4vssSsrrbPAjTtTuvpkWP7Fz3nr9f32sY6Ag4xJEezeUWIb6xk8XbVuju1gYSaKk9eYEVu6fIaNS+ZjSctXzuiznKuyohGnTtbYfRQM+a2Hicfj8/sUqEhSYxbCh4sr/TqXu0BycNO0+NzAscfM+DTHa9ylkOGl5wU6eaE51r/CbfTBlLQLBkLMuLBxnoskuQdmOIKxiSyU4rft8+xV4cUmTtdiduVA/Wlsrjxgk8A41Wu4saeEGZA0X9CyNCLDXgZ2xRVX4NixY5g1a+KMAZTkxJKh9987isb6VkyZloWVl5+fSWAg0tTQhuJZuW6ta06aNcjzpJsTsqqrG21J5LEjlYjHEtaYPm16jmVceCJbNCMbZafrLDvC8iGWDDFw4L/D73Eujjp+8dldtvyRgRFLlS5fMwcNda12orxg4dRey8dYptUzG8GsBcugfP4UK3PicTFw4ujeYChgt6VrmlYXZj1e+O1O1Ne1ICsn1Ta5P/f0DnzuwY12vMxSPPPrbXa7efK+a8cJuw23fWK1nfhXVzZaLw2niLE8ihmpe+9fg3kLpuDAvtNobm63zn32jHAQAAM7Zh442nfOvEI7BpZssf9lIHbtPIHNbx50S8fSQxYMsd8mHu/AlrcOIb8wA6uvnNVrNooZJY4s5m1587X92L/3tGVU+FjG2uN46dndFrww88Lel7Ub5mHT9YuQPznTMkPMwixZNt3u2974fe79Hm2PW7DCIIjBGAcMiMjAMENSlOr2OQxXgMXff79n4k33GqlsxO1Fq/DYkddR2lpju07Y78EpWk+d3IrSllp8YvoVvU76GqpTLdX4zcn3bQwxgxX2wSzMvPAU2HNVtjWgLtaMSf5U65mR8W/Qwcpf/MVf4JFHHsGvfvUr7SuRUcPSIF5BP3a0wnaVcCpUY0ObXXHviSel4YjfshD8fwYdHB/MK/LMTkTb4hbQtMfilhXhhCn2S9TXNuONV/dZYMFm9tVrZltzNvtHWIbFCkaWBfXEr3/3ncOcxmiZGX4uy5uYqWDWoOJMgwUbA8EekuycdAumeEwp7MsI+OxEviArgmUri7F81Uf7E9hMz8WJR49UYNacPKSlhew4OMWL/TYc+1tV0WDHwGCMwQt7ZEpP1eKKq1KQl5eGcCRgJ+ZdwRLvB/aW3P3pK7F1yxHLLgT8XpvSNb2zpI2BCcuyGDT4Az7E2hMoGuCIZH4Na9aYyeIbS862vXvMpgjx2Nn4fu2Ni3Hl2t77Q/j33HnCbMwTj79nGRi+T+9uPozy8jrMXzAFLc1tePm53TZ6eNmKge2cyCvIxNIV07Ht3aOWheJjfvU1Cyyo6m+3k4jIWPHxKSttRPHmyoPYVXsCs9PybX9KQ6wFe+tPYmN04VkBgVUPNJWjvLUeqb4AFmUWDTj7wr0vT598HyUtVSgMZaI62oRnTm3D5PCkAU0to+01x/B86Q4bfcypZbdMWaHyrwlg0MHKPffcY38uWrQIt99+uzXHr1ixAkuWLEEgoHSeXBoco8uGc5Yf8cSbJ5RsFl+/acFZY3U5ypYToth4zelPBQWZ1pjOXR7MQhw6WIYPdpbYSXog4LVG7aOHKiy4mTErz4IM9kHk1Tbjtk+sspNXlkotXlp03okvz19Z2sTxxzwGjuVlMMAsBMuy2A/Dkbm9YYM9swlsYJ+7YDLWrp+PT9x7hWVqmP1geVjB5EzLEvDP/PzM7nIkZlR+9bMtOHzwDM6U11nGadnKGRZcsNE+khrszt7wNjKDwdvFPzkV6+lfv29fw6CK5WfMHjFwYfaC2QW+P/WTbrkby7XYgM8grGvr/Ox5hUjLCFs/yNoN83H5VbMH9BgyoGLw5S7KdNDY1IZ4rAOLl02z+4+PF4MkHkfPjfbnYsDAgJLfi/c/yxmam9m3kmFZIjqwr8zK1vj3xbPzLvj9iNmzG25ehqIZuRaQ8fsww0Tbtx61nwP+O7yfWW7WW4aG2TVmuRgka4GkiFxKrfF2/P7MHhxoKLVJXpsKFmFOupsBP/f5c23efNujwp0sGT43Y89eQjp38P3WmiN49tR2y8LwWs3SSaW2/JHb4vvD6WHV7U3ID2Yg1RdCMMVvmZaaaPOAgpX69ha8WLoLsY4Epqfmory1zvbDzE4vtHHKMn4NOlhhCdjOnTuxa9cu+/PRRx/F8ePHrZ9lwYIFtoVeZKSxb6LnFW42Bnq9vl5Lhji5ad6CQhs5yz4OZhS+928vY9/eUvfp2ONmanLysi1A4RSo3PwMzJ0/2f6eJ8LMSCy4bCoWLSk66/vzBJ1LC3nyzjKuRUum4Y3f77NSJPapTJk6yXpQ2JfysRsXdwcOPTED8zTHBze2WXbg9Vc+tI9vvHahZUEGsrSw5Hg15jJoSA9Z0MYpYtyZct1NS7qDN25954k/sw411c0IpwaszIzHz5PxWXPybYIYl2JetW6e7Z05F/tFliwvwgc7Ttp9npYRwsdvX4k58wvtsegvCOhpxepi6/3hv88XRt5WBok+r/s9+P35PqevFc/K77MZnlZdPhMnjlaipKTaXkC5K4YBBB8flv2dLKlGa2vUghb2w3BENT+P/TUH9pUiGA7gyjVzMLszW8aSOQ5HYPDK6WJd440/3HMKLz67GzwU/gy+8sIeG2vdNRmtC4O6F3+7Cw0NLUhNDeFjNy/BwsWDK3UQERmqV8p3482K/RaoVEYbUB1txBdmb7Ixv73h8sQFGVMtc+GPehF3EliVM+usMcFcCPnmmX32ujo7vcACoj31J3F582zMTZ/c7zFFvEGk+9zjCXn9llmJ+EIDDjQY7LQmorYThtPLOPWrJtpkm+4VrIxvgw5WZsyYYW933HFH98caGxstcFGgIpfKtOnZmD2vAAf3l1lAwWwGy4V625nBJ1ZeZe/CTERVVaNNskrEHZssxXKw+toW64OYMjUbP/vh29bbwKv/9fWt1pNx7gQongi/9Nwua7TnVX32gdx06zLc+PFlOHasEmmpQeu54GhiZn/6Khliloj/RvHM3O6Gde42YbAyECy94p3A42P/B0vNWIZ27/1rbQRyz/th0/WL7cSfpWEcx/vtb7xo/SkMlHhyzz6URUunY+GSs0+seZ+xP4Wu3rjAem/47zAIYxA0FOy5+dQfrMGpk9X2PkvVfvOrrThxvNJtvj9RbcMNfv6jzVh5+UzLiPXVY8Kvve+za+1reDczgGDvEN/noAPuzGGgyb6kvbtKMP+yydZo/7uX9sDvT0Es1mH3+333r7UMFEsMT5+qsQBp7oIpuOPu1fZzwkxZezRm0+KIgRT7m3oGKwxcWXZWW9tk5W3VlU145fkP7LE5t89IRGQkRhIfaChDhj9iU754IeloUwVOt9T0Gaywf+XOaZdbSRb7SfKCGbgyd44FBV0SToc14Ac7sygBr8/9WAez4/1judgtU1fg6VNbUdpah4gvgOsLlw6474RLILOD6ShrrbXgikHP5HCW9a7I+DYse1Y4GWz9+vX2JnIpMFtwxycvtyZwljOxGf7cE+y+MLvBKVuc0sWAw5/itRN99oUwq7Lm6nlYt3G+XXWvqGiw5v3rblx83vfhv/3Mk9us+TAnL80a/d98dT8e/JPrcOW6ge/hsECGQUcsYf/P0iyWYbGpm2VZ7AlhEHHVurm9jkrmSGT+PbMH7K1g5oilWD0DlS48+e7KHnDHCXtTWAJnDfhN7nI13t6emN144udb7ESdmLX4xH1XnBUADhVvJzNYXfiY8ja//ru9FjRwkhczJhxywJK/Cz3GqWkhyyZ1+fQD62wq25O/eK97KAK/X6LDsdI6loWdOlFt45MZaPJjvA8ZvDHImVGcY0ETm/dnz8nH6itnIxT2233GoQIM/viYRcJu+StPCFjyx69nRoX3jy36zE+3zBz/TsGKiIw0Zqoj3oA1yvN5qa0jZs+BzGZcSNgXwDUFiy4YbDD7wklh0Y64ZVYmR7IwNXzhEf49zcuYjD+a8zHUtjchzR+2oGOgIr4g7py2Gs+c3o669mZMi+Tgtqmr7LhlfBt0sMLt8X/8x38Mv3/4x9mJDAZP0BlYDBZLle685wp8uOe0jc5FzN3TkZOTjkmTUu0kdP01C7Bw8VS0tcVtghhPqntigPTy8x/YVXN3UWQ1MieFkTEpbFfv+1rCSHaivOWIlX8xoOCCR2ZuWDrE+mCe0DJLxIWEDH5YGsavKS+rx6c/t9ayCD3xKj9HBVs/TTxhZU5swO8Pey7Y08Im+prqRstIsEfj3CWJ7OnhZDE2/fNzODmNk7auveH8AO5icaDBTbcux67tJ1BR3oBWhxkjDyor6m14wUADUuL0Nr4x68GpY76qJssGcUIbMzYM1srP1FnGhOOT+fPEgJVBJ0v4+HPSVdbGMkHiBDFm89gvxWpuZktWXF5sQc2rr+zFru3HLYBhwNLWGrM+JfZTsTyP45VFREaaZdELF+PXJ9/F0eYKW8/JLfO99awM1k1TliHs9eNYUyUmBSLYkL8QmYHBPbfx8wf7NV2K0/LxpbnXoyketWlizAjJ+DfoYOXLX/4ypk6diquvvhp5eWdvjn3rrbfs4yLJjhPB/r+//wQe+z9voLK8wa6Yc2zvkhXTey0dOxebv3n1nD0wPDnlZnMuVLxy7Ry7Us+rWb2VffHjLBHatvWolawxu8PvxR4K9m+w14UlXFxQyTImnlSzF4ZX81kedaqk5rxghebMLbTRwywp44kyG+YZhFwIp2hNLcrCqZO19m+w/WfjdQvP6w1hoMTb11WCxT9Z6jQUDKZ4W3or12OPCDMazH5w6hiHDfA28GuY/eFtGooNmy6z73Hk4Bnk5KVbGVt1RaN9P1tI2RKzx4X/Jnt3phRlY/++Usso8euYkckrcH8WGNSydO340Qq7HezhYXDJgO6dtw5a4BoKB1BV1WSPLf8NjnpmzwoDJxGRS+GyzKn4vP8alLbWWkZlfsYU26lysbgX5cYpyzGaGKAwUJKJY9A/uXxRv/fee23sK4OVpUuX2hv7WP7u7/4O1dVu/blIsps8JRt//vBN1nfAOizu6OitAb43PGGPRIJwchwcP+o22GdmRTBn7mT86Ptv2M6PWXMKrO+kZ1aGk6UO7i+1MjSexLJvhie+LBHqOV3MTp4DXjTUx+19njSz3Ky3zen83N+/tMcyD8GAzzbAs/zpvs+ts2xBX3jyfNenrrSeG5aAMXhZ3ktGpmh6DrZzzPHpWitX466RGQMcT9zzGFnetfWdI0h0dFi51jUfW9QdtBw5dMaGDHB6FjFgSU8Pu8FCwIf0jIiVn/WFJXPWnO/z2n3bM1Dk/f/xO1a692FKigVjT/1qq31OfoEbCDLAa25px69/tgXFs/OtR4Y9Oiyp48hiBrJdmCVZvMwNahmQsIGfAWdHosPGI1NuTpoFgjd+fDlS00MXfBxEREbC1Ei2vYmMdUMKs48ePYqqqqruiWDbtm3DL3/5S6xbt274j1BkBPHEczClRV148skr7izd6johZu/Cr3/xrgU8nCLFUcQ8Eb7l9o+WovFkmVOkWDZEPHHnyXPXdLMuPJHmRK7nf7vTdskwmpo7v9ACoHMx87H/w9PIzAzbaGSelDMDU3aq1qZ09Vd2dcMtSy/4OVzU2BaNYcf7x1j5ZGVVC8+Zitafg/vK8PsX91igw4DinbcO2f3ELAdte9fd48JJZOwj4kJN/rvcH8PbnpefjrXr55016plTzdxhAjkoL6u1nhoGOctXzbQFkOc24/ecVMbbzeCSmSyWa/HxyM2L2OO4Z/cpXL1xHr705evt8Tp30WgXNu4//8wO63Pi8smWpqgNKuAxtLa5wwfyC3tvZhUREZERDFa4T2X58uX29sADDwzlW4gknVMna6wUiVf7eSX93D6VnssMeWWefQucAsYr+WwSr65qtNG/11x7mQUbDEKYMeDJd9eJM8u6mEHZ/MZBmwDGjAMnkBVOPv+klh9nMFVWyr4KHy5bNM36K87F781eC17lJx4T3+8tCzMUvC0rV8+0t6GqOFOP9ljCStyIQQZP9ru0RePdE9N4e/jGvh02p3PaGZv+uatky9sHceDDUuzZfdL2vLCpfus7h20aHHffRKMxbHn7kH3+hUYFM7OzbPkMHDlcjpqaZqR1hLB0+XQr6WpubkdZab01x5eV1lrGhjtzuhZhdmVyuKen9HQdCgoz7H3e7252J8V2slw1hH4qERERGYZgZd++fcjKylKTvSQl9pC0tkTtyv1A935w18azT21HY0OblYRxZ8ld915hJ8Tn4skwy34mT82yvhWeTDMgYRbF7/VapoNBRUtzOwqmRM7qAeHJ7jXXLbI9LhyNzJNtbkrv6zjZPN81JrcvDK44/evVl/daRoIWLpraHRgMJwYd3FXCHSizZhfYJLLe8L5gszl3wDDwsF0vjmPBBPeocOJZz0WJCxZOwbHDZyxTxa9lbwmnlvE+JgZ1HBO95e3DVip2+mS1ZVTYM8Kv4aJOBpd8q61tsbK6C2EvzKfuX2OBz9EjFbabhmV3DDqYJWHvyq4dJ/Dy87vRzP03Ib8tvOTgBT6GLJtjRiU/P8PKAadM9VnPz8dvX2Hfu6SkykrzOLCB46sZdIqIiMglClauvfZa+Hw+zJs3zzbXd/Wt8G3aNC0+k9HDnRcvPbvL9oJkZqXaZClObOrPlrcO2sSn4lm5FuwcPlSOIwfLu3sTemKpTzjkR05+BqoqGzozMrXW6zB3QSHKS+vtZJ4n410ntz0x49GzP2U4cKwxT7DZ5M8gjRPBemtiv9hA5Zc/3WJ/0vasY7jrnissYDjXB7tK8PwzO63HhYEcy784XpoTzZwOx/bkMHPSZeq0LCuFKz9VB3/Abz0jnKTVhY8Np7dNmhSxQJDTy9i8zqDE7/MiyiCjOWpBEDMbXOTZH05im79wir2xf4eBFY+Vt4dLJn/183fdjfedi0LfffuQBVW8HbyPGYDUVDXZQAU38AzaUlEGVFu3HLbjam9PoPR0DT756auG/fEQERGZCAb96jl//nw8+eSTKCsrw549e2wRJN//+7//e7S2tlrjvcho4Mnq80/vsGbp7OxUm4z1/G+247MPbuy1fKonjijmuGEGFixH4gk1g5becIQvd5/U1zZjUnaqff66jQssu8Gr6rzSz8b5gsmZF2wKH05us3imZSV4W3miPNyYUWGgMnNWvo0w5mCBD3ae6DVYYaDHhnM27ROb1S+/cjKun7XUAgIGkMwqdWVNmBXifc77kL0rhw6UW99NV+aGgQxvI4NAZl04lYujjdn0P2N2nvUQsayOgQrHWbMMiwFO12JHTn/rOU6a/8ZzT++wCWzcTbNsVTHu/8J6+/7sM2GZGntZvF6PZcjYJF9RVo/W1ph9PTNFN9yyzHpWmGVj8HLt9e7AAPYP8eePwRCzbPxZ4cCDrvtCRERERjBYYQkYLViwAJs2ber+OE84jhw5MthvJzJseKW9tqbJ+j94Msmr+TU1TWioa0Gon0ZnbjR//ff7bPcJTzA5HrivMioufGS50L49py17ctUnVlt/SVcGpediwsFgloZX91lWxslks+cV9Ln1/lwMHH775DbbF8KT76UrZlhj/3D1rRBP5ImH1NWTwwWLveH9z9IsPi8wgOJ/HOnLfTLnYq8Hj5sn9/w6vrGcrb6+BUVwgxWW4y1fOQNvvbYfDQ1tdr/PmJlngQnvK04MY5lYTVWjZdVOnqjCa698aOOeeawsKePCya6pXG+/cQB7PziJgoJMeyyZWZsyNav7seOuHPaflByvRCDgt9HWfIxzcz8aG83v+cCDG60sjYEXM1sMgnj/sCSMGIB13VciIiIyeMNWl8AX5Dlz5gzXtxMZNJ4w8qSWJTvcG1JX04xwxF0A2B/2I7ApnRkBXiVnWRUzFb3h1fPrblxio3dtktcAA4oL4Ynxr372rmUK+D23bz2KW+9adcEm8Z5e/92HqK1tRvHMXOu5YL8Fy5vmLfhoO/zFYo/K9knHLDDiMbKPo+dI356YqeDELi6QZC3YtGnZWLik9yCO2RA+Xly2yO/Z1NhqvScMXnpav+kyZOWkoaqiwR5rltLx8zj97Bc/eccyP+lpQezYdhw7t53oLuliwMC/4y4UPq7ETAd7Tbp6SVhOxp+bLvwefFzzCjItY9feHrNJbF3ZoC4Mmnr23vBnbemyGdj81gELYhioLVo6zSaDiYiIyOCpiFrGDZYGcWTt717cYyVEPBG99oZF551g9hWAcHkg3wbq3NG4F4OlY8zqzJqdb4FAyYkqa1AfSLDCE2Lub2HWgCfYHJtckUgMeXFjX1iSddenrrDSL2ZUGKiwh6M3LPO69/61liHh7eHY5XODjy485utvXtq9IDMY9FlZHftYzr2/e+v1YUaNk8WYUeN9kNEaxs7tJ2yMc9fYYSY22BTfhVPGjh45Y+Ve7CthmVlGxkc/J1ywyU33CxZOtvuXu3j6GmF87m255vqFyM5Ls+/BXpilK2cM6GtFRETkfApWZFxZtrLYyrd4pZzBS39b3JOFlQ31qKhKsf6M3kuszsVggBmE9989av/PTAAXKhaMwI4P/jt8Y8nae+8csWzF9OIcrLpi9nkn5Oz9GOieEWZW/uDzV1s2gj03PbMV/fH7fTZNjX1CDFZYxsdAlfcpM1bu6Gi3wb/Lug3z7e84fpqZHU7s4mjo7uMpyEBsewJNTdHuUq6BNO0Tj+VixjyLjDeN0SjeKDmOiuZmTE5Lw4YZMxHxX7iPUESki4IVGXdy8zLsbbSwT4OZjkTCsYBpIP0Ks+bk2wk7F0B6uYgw4MOSXiaR9WXTDYttwSRLtHLyMrDxustQOEKlR1zU+OTj7+H0qVprWt+/97Q1nm/62KKL+r7MbvE+6A+DjzNldTYAgQFIRmYYq66cjbdf34+G+krr02GZHgO+vXtOWe/SxuvmnLX8k1meez+zFpWVDdbjw3Kvno/Tqitm2WS1QwfK3D0zV8y0PiARGZxYIoGf7tmF7WWlCHp92JJIoLypCZ9dutye60RE+uNxeGY1gTQ0NCAzMxP19fXIyBi9E1oZnzjq9tVX9mL3jhOWGZk9rxA33bqs130t5+ICwt07StAejWHW3AIrARtsPwybxXllv68Aif0d3CnT1Bi1ZZZsEh/sv/HhnlM2wphLElmaxelrgaAff/LlG4a1ob+v43/x2V2W0WFjPpvib797FbJz3ClsLAlj8MIlnTw2ZlkYtHRNAmNpHIOctLRQv0EkgyL2sfDu4cAFNcmLDN7J+nr885a3kR2OIC0QQH1bG5rao/jrdeuRn/rRwAoRmXgGek6uzIrIMOKEqXfeOmi9CoFgCnZtO25jbDdet7Dfr+WY44sddXyhXR48+ebW9Z3vH3cXWAZ8Nm6X080Gg1dDGeC45VUpnX96rO9jpDHQ2rH1mDXah0I+6yV587X9tu+lt2ECXSOreU3mvXcO20JPTvoqnpmPG29ddsFljbxtuXljo4xQ5FKKxuM4VldrlavFmZMQvkBJFy8WMODvcNxpgh2OW1Y5HINJRGRiULAiMox4JZ77RTjGlhrrW61kKRmUldbhg50nrfGcJ+kVZxqwZfMhawAfSOanCxcfsmzt8IFyOwlh1uKKNXMuSeaBGSEGWumdQQanb7H3pD/cdcJdLsw6MYDZvesEwqkBG+8sIgPXEI3ix7t34sPKCnt/Xk4uHli2Apmh3gP/wrQ0LC+cjM0nS1DW1AgPPNhYPBO54YH1gMnYxYtEdc1tiMUTyEoPw+/VoBEZGgUrIsMoPSNkVww5eYpX5rlRnSVKyYAZBS5t5XhgYmYi2p6wsqjwwPvZ7WSfU8H27DqJtrZ2FBZOwrzLhm9E8oXkcMJXwGulZzbmuClq+0/6U13VZNPGWDZGnAJWeqrmEhyxyPiy5VQJdp0pw6xJ2TaWfG/lGbx98gRumTu/z0zspxYuwYzMLNS2tiA3NRWXTxl8iauMLbyo9OrOw9j84XELVmYUZOET65ciK20QLzYinRSsiAyjxUun24SpfXtP25P13AWTccW65Ng/lF+QYWVmJ0uqbWoWsxRLV063/o3B4tdfufbS3y4uyuR+m/c2H7bpX0uXTcf6axb0+3XMwKR4PWhsbLNgq7k5iplzCi7JMYuMJ/XRKLyeFAR97umDP8WLuraPxoITh32camhAvCOBKekZVia2YUbxKB2xjIaDpyvxu52HEAkGkJEawt4TZ5AROYh7Ni7TAyKDpmBFZBixJIrLHFkWxV0kDBAu1EdyKXHZ5e13r7Yt8CydYkaCJ/pjqXGcV2O5tZ77Vthsn5YeHtDxz18wBStWz7TG/NqaJkybnoP1m/oPckTkbFPTM6z8s6KZ5ZceK/WZlvHRWPD2RAK/2PuBTf+Kd3RgZlYWPrt0hX3e6yeOWYP9zElZuHpGMQIqCxq3ahpbLKOSm++WRGdEQjhd3TDahyVjVHKcRYmMIyz/mtxZbpRsOBqYJVxjHQOvweCUsptuXY7lq4oRa+fI44xBfw8RAa6YOg3VLc149/Qpa7C/fvYcrJlW1H3X7CgrxTunSlCQmo6g14v9VZX47cH9qGppwaGaKhtfvK28FA3t7bhzwcCX8Eryq6xrwsvbDqKirskuInGYAoOWSNCPxpY2LCjKG+1DlDFKwYqITJggcuq07NE+DJExzZeSgtvmX4aPzZpjwcq5yx3ro212kpoRdC8GpPmDFqTUtrZhbnYOfClenGlqwray07h5ztzucjIZ27t0jp+pxRNv7MKZuiZkRsKobWy2XWNV9c0I+r2YMzUXH1s5b7QPVcYoPUuIiIjIoPQ1rpi7U9jHwjIxlnk1xaKYmVWA+raolcZyFVPC6UAAKTbWWMa25rZ2PPHmbmw/dAqHTldham4mJmen40hpq2VVZhXmYN60PHzm2pVIjyibLUOj9bEiIiIyLJbkF2BT8SzUtrZie9lpG3Xs9XiREQhi15lymx7WFo9jw4yZGmU7RrDfiEMTerNl3wnsPFKKnIxUhAI+lFY34L39J1Fe22jvT87JwJHSahw8VXnJj1vGD2VWREREZFiWRf7mwD5sOXUSR2prEPL5kZ+aiif27bEsS2oggIA3hE8uXIyrp8/QPT4G7Dpaitd2HUFbNIZFxYVWysUgpEtNQws6OP2tsg4NLVHUN7fCcQCfNwXhgB8OiwUdB42t0VG9HTK2KbMiIiIiF+31E8fx6vFjaI3F0BqPoy0eQ2VTs00IY8HXisLJNiGsuT1qfS28Yi/J63h5DZ56aw/O1DQiGk9Y0PLqrsNnfQ6XPR4rr8G+kjPWRM8+FS7+TA25i4Y/OFpm/YK5me5UMJGhUGZFRERELlpJfZ1lUNIDAWu8b0/E0dgZmAR9foR9fgtQnj98CO+cOolJoTBun78Ac7JzdO8nIY4aZkZk9pQcGxufSHTg0KlKzCzMRm1jKyalhTA9PwspnhR0OEDQ74MHCfi8Hivx86Z4EE90YNPyOVg4XXutZOgUrIiIiMhFywqFrRRsclo68iOpVgoWSOmwE93scBhnmptQUl+PoM+LoDcP1a01+OkHu/Cnl1+FnEhEj0CSYbkXH7toLI6A32fN9Aw+fvjy+4jFO6zUa/nsKZicnYZoLIbM1DDKaxrQHk8gEvJjcnYGLl9QhBtXzx/tmyJjnIIVERERuWjXFM/EiYY6HKmpQWYohOtnz8bVRcU42VCPY3W1qGpptkxLe8KHwzXVmJ+bi/KmJpQ1NSpYSUKLZhRicXGBbZ/v6HCQEQlapoVBCZc9Vjc0Y9+JM1g5rwil1Y0oq2m0iW9+nxcFk9KxbtFM3HqVdunIxVOwIiIiIkPGSVHsRWF25I9XXm7lYCkpKSjOnGR7VNizcqSmGj/Ysc3KxDiyuCXebtPBZmVlI6xdK0mbWblv0wocPl1l2ZKAz4ufv7rDljxSJBhAdbQZG5fOws7Dp9HQ2ga/12eZlnWLZ+Lea5bbckiRi6VgRURERIZke1kpfrR7J47W1iAzGMQd8y+zpZEMSqimtQU//WC3jSzeV1WJ3HCkuwG/PRHD4vx8zMzSstZkxT4UTgGj9lgc0/KzcOBkhWVZyqobkJEawg9feh+HS6uRHg5akMo3Ntwz85I3KW20b4KMAwpWREREZNCO19Xi+zvex96KChtRW9ncjG+//y7eO30K83PzsGZakQUzeyrOoDA1Dce8tVb2xQClJRa3Lff3Llqi5ZBjQFt7HM1tUdyxZiFeiwRtt0pLNGaZk91HyxBtjyMnIwK/LwV1TW3Iymjn0GILcEoq6mzIQlHeJIQ7szIig6FgRURERAattLERFc3N9v/sVWA/SmVLM840NeGNkuO2c2VaegbSg0FMCoexavIUvH2yxLbZz83JwV0LFiI7rMb6ZMcsybPv7kNjSxR5mam4c91i1DW3WfM9t9XXNLbaeGPuXGHpGAObOVNyEQ748JPf77BMDKfAzZqcg09dsxxZaeHRvkkyxmjPioiIiAxaqt8PtiTUt7Whub0dbbGYXUGHx4PC1HTUtbZa/0p1S4v9PUfczszKwqysLAtgGOywJEySV21jC556ew+qG1qQHgni+JlaPLV5j03/4v4UNtNPyclAIOC1CWAsG7tifhHu/9gqy77sOVaGwux0TM2bhAOnKvHOh8dH+ybJGKTMioiIiAzawrx8XD5lGvZVVlqDPYMULzzwcSeH0wFvSgqywhHbo8JJYCwL8nlSUNXSYj0rR2tq0BBtw32Ll9pVekk+NY0tlkVhCRdHFRdkAVX1zbjqshkoqz6CE2dqwY2fS4onY+WcqZiWNwmr5xfZUsj65jY0tUVR39RmgU7A70VdU+to3yQZgxSsiIiIyKBx8R9HE//20AE0RdvtYy2xGGIdHahqboYnJQXRRBxBrxfXzpxlDfg/+2C3NdTzaxnAsJ+FX5MacDeeS3LJiISQGvRbgJKbGUF1YzNyM1KxYeksZKdHcPB0JcIBP65cMN0ClS6xeAIflpyxfpVTlfXWq5KVFrHGfE6PYyB7srIOL287aAERF03esGoe0iOhUb29kpwUrIiIiMigNUajeOXYYeRFUi1j0hRrR7ongKxwyIIRZlsyAkFbBHmqsQEbZxTD5/VaMMO/jyU6bEGkL0UV6cmK07xuWD0fL207aEEH+01uvWqhjS2+YsF0e+vN/pMVqKpvwrypeaioa0JFXaM15L/z4Qm8u/+kjUE+dLoKIb8PU/My8fbe49ak/+lrVyjLJskVrLzxxhv4p3/6J2zbtg1lZWV48sknceedd/b5+a+99ho2bdp03sf37duHBQsWjPDRioiISJea1lYr6WLjPHtPatva0BaP4283bMKWUyfxwpFDmJuTa2OMD1ZXoSEaxbKCQmwrK7WSMH78xtlzbBeLJC+WfM2enGMLIZlNmTSABnk22bMycMH0fGSlh9HY2oaQ34/mtnbsK6mw71Hf3GoLJmf6cpCXmYYjZdUW0LCETKSnUX2GaG5uxrJly/CFL3wBd99994C/7sCBA8jIyOh+Py8vb4SOUERERHqTHgxYkz0DlsK0dDS2t6MwLQ0hnw87zpRhf3UlzjQ1YlpGJhJwEPb78alFi7EgLw9N9rnpWJpfoDt3jGRYBrMzhVPCMlNDVgbW0NKG9ngH5kzJREtbzLIq7H/hXpbWaAz1La2WaeP7fq+ybJJkwcrNN99sb4OVn5+PSZM+qo0UERGRS4tjh7kAkiOKuXOFe1PuWHAZdpSXobShwUrA6qJtqCxvRkFaOraVnbaPXz97DtYVzdDDNY6xf+Wuq5fgdzsO2a4Vjjxm9uREtBbRWMIdX+wAh8uqUFHThKL8Sbh2xRwE/MqyyfnG5E/FihUr0NbWhoULF+Jv/uZvei0N6xKNRu2tS0NDwyU6ShERkfHtqmlFmDkpC7VtrcgJR5CXmorv79iGjGDIpoBx78ruM+XWv9LR4eBQbTXO7G7Cl1ZfiaLMzNE+fBlBi4sLsWhGgQUnL2zdj22HTiEU8CN/Uqr1pXA62LpFM7F+ySwUF2ShuDBbj4eM/WBl8uTJ+N73vodVq1ZZAPKjH/0I1113nfWybNiwodevefTRR/G1r33tkh+riIjIRFCQlmZvXXLCYbQl4tY4n5/qfjw7FMaU9AxbDniwphrH62sVrEwADEq4KPL2NYusGZ9Twrj1vrS6wUrBFhTlq0dF+uVx+MyRJD/Q/TXY9+a2226zr3366acHnFkpKipCfX39WX0vIiIicvFqW1vxo907cKimGinwWClY2OfH/JxcRBMJnGyox+eXr7AdLSIycTU0NCAzM7Pfc/IxlVnpzVVXXYUf//jHff59MBi0NxERERl5WeEw/mjl5RaUpHg8Nins8b0f4GBNlQUviwsKsThPjfUiMjBjPljZsWOHlYeJiIhIcuDkr3k5uWc147P0K+j1YVFevv29iEjSBytNTU04fPhw9/vHjh3Dzp07kZ2djenTp+OrX/0qTp8+jR/+8If299/4xjdQXFyMRYsWob293TIqTzzxhL2JiIhIcpqakWFvMrFUNzTb7pSc9Agi2p8iYzFYef/998+a5PXwww/bnw888AAee+wxWxRZUlLS/fcMUL7yla9YABMOhy1oefbZZ3HLLbeMyvGLiIiIyNnYDv323mP4/c4jiLbHbEfL3euXoihPaydkDDfYJ1szj4iIiIgM3snKOvzf596FN8WDjNQwTlfVYVZhDh66bY0NRRKZUA32IiIiIjK6ztQ24nh5DXxeLxIdHWiOtmP25BwLTrLTI6hpbEFbLI5wQP1KMjgKVkRERERkyI6V1+DxV3egsqEFzJsUZKUh6PehvKYRmakhVDe0YO7UXIS0oV6GIGUoXyQiIiIiQm/vPY7qxhbMmZKDGQVZKK9tsuCEW+prm1pRXJiF29YsUgmYDIkyKyIiIiIyZC1tUcuksOSLm+mZXZlZmI27r16C5rYYstLD9vciQ6GfHBEREREZsvlF+ThcWo3S6nq0xxJIjwQxPT8L6ZGQvYlcDAUrIiIiIjJkaxcVI5Fw8MHxMutLWbd4pmVWRIaDghURERERGTK/14trV8yxN5HhpgZ7ERERERFJSgpWREREREQkKSlYERERERGRpKRgRUREREREkpKCFRERERERSUoKVkREREREJCkpWBERERERkaSkYEVERERERJKSghUREREREUlKClZERERERCQpKVgREREREZGkpGBFRERERESSkoIVERERERFJSgpWREREREQkKSlYERERERGRpKRgRUREREREkpKCFRERERERSUoKVkREREREJCkpWBERERERkaSkYEVERERERJKSghUREREREUlKClZERERERCQpKVgREREREZGkpGBFRERERESSkoIVERERERFJSgpWREREREQkKSlYERERERGRpKRgRUREREREkpKCFRERERERSUoKVkREREREJCkpWBERERERkaSkYEVERERERJKSghUREREREUlKClZERERERCQpKVgREREREZGkpGBFRERERESS0qgGK2+88QZuu+02TJkyBR6PB0899VS/X/P6669j1apVCIVCmDVrFr773e9ekmMVEREREZEJFKw0Nzdj2bJl+OY3vzmgzz927BhuueUWrF+/Hjt27MAjjzyCv/iLv8ATTzwx4scqIiIiIiKXlg+j6Oabb7a3gWIWZfr06fjGN75h71922WV4//338fWvfx133333CB6piIiIiIhcamOqZ+Wdd97BDTfccNbHbrzxRgtYYrFYr18TjUbR0NBw1puIiIiIiCS/MRWslJeXo6Cg4KyP8f14PI6qqqpev+bRRx9FZmZm91tRUdElOloREREREZkwwQqxEb8nx3F6/XiXr371q6ivr+9+O3ny5CU5ThERERERGcM9K4NVWFho2ZWeKioq4PP5kJOT0+vXBINBexMRERERkbFlTGVW1qxZg5dffvmsj7300ktYvXo1/H7/qB2XiIiIiIiMs2ClqakJO3futLeu0cT8/5KSku4Srs997nPdn//QQw/hxIkTePjhh7Fv3z78x3/8B77//e/jK1/5yqjdBhERERERGYdlYJzitWnTpu73GYTQAw88gMceewxlZWXdgQvNnDkTzz33HP7qr/4K3/rWt2yZ5L/+679qbLGIiIiIyDjkcbo61CcIji7mVDA222dkZIz24YiIiIiITDgNAzwnH1M9KyIiIiIiMnEoWBERERERkaSkYEVERERERJKSghUREREREUlKClZERERERCQpKVgREREREZGkpGBFRERERESSkoIVERERERFJSgpWREREREQkKSlYERERERGRpKRgRUREREREkpKCFRERERERSUq+0T4AuTQcxwFi2+G07wY8XngCV8DjX6C7X0RERESSloKViSK2A07LzwGnHUAHnPhBIPUL8Phmj/aRiYiIiIj0SsHKBOHEdgNOFPDNYZoFSBwA4ocABSsiIiIiY4ITPw4kyoGUNMB3GTweL8Y7BSsTht8yKhaogG80/n/ARURERMYDp/09OC2/BpwmwOMHAmuB8CfGfcCiBvsJgj0qSMlyMyqJg4B3GuBfMtqHJSIiIiL9cJx2OG0vAkgAvnmAJwdo3wIkToz7+06ZlQnC458LpD4IxPe7GRX/Eni8BaN9WCIiIiLSH6fdLef3pLnve1KBjjOA0zbu7zsFKxOIxzcD4JuIiIiMCU5HPcDyn45meHxTAf9KO2l12l5wL0CmTIIndAM87EmVcctx4gAinY/5VABNgHcy4J2C8U7BioiIiEgScjpa4LT8EIjts6oIp90LBOsBpwaIvgZ4MoFEGZyOKiD1S/B480b7kGUEOIlSoPlHQEcJ0NEI4DgQWANP+HZ4UiaN+/tcwYr0yeEvhNNovS4eT3hM3FOO0wrEWb+ZAviK4fEERvuQREREhiZxFIixz3QWm08tMEH7W+7AHE824M3nizWQOAIkTgITNFhx4ofhtL0MMAvlmw9P6EZ4UiIYL5y2V4BECeCdD3iLgcRpeIJXweMrxkSgYEV65bRvg9P6W3fiREoeELkHHt/MpL63nI5aOC0/BmKHWfQG+BcCkT+Ah+P9RvvYnATAQMoTHvdTO0REZLh0Te/0fPQnp3qmhIGOys4Jn22AJwXwBCfk3e4kKuC0/BRIVLr9HNFX4CAOT+Sei/u+HS1AbCucRAM8vkIrv7vUr992DB1ngHiJ26Ni/z6DMAfoaMZEoWBFev/Fb33KPblOybWrNU7rE0Dal+HhqLwk5UTfBGIfAl4uuuwAYruA9rlAaNPoHlec99+v3RcWTmTjmMEegZ/jxNydN2ye806Dx5s7qscrIiJJwjvT3YfGRc62gsABQjfB450Kp+VxIHHIHZoTWAn45mJCYkYpUQF457hBWyIFiO2F49wFj8c39MlbDIBiOyxAdKJeIFQBT/jjw374fR4Dy/tafgLES929KhaUBt1zBVa7eAsxUShYkfN11LipVD5JMopPKQASNZ1zvbOS9x7rqAMQclPlxmOlbF3Xo0aDwybI1l8A8WNuhip+3H2BSfszy/i4T4iPA7FtjGrclH7kM/BoWaeIyIRnlQGpn4MT3Qw49fCwBChwpXsSzl6FxGn3xNW/aOKWPfME3jIObYATBpwWIIVN50PPgji8gBh9z31N5ms3Lza2b4ETvAaelNRhPfw+j4HVLTx38M4APCG3sZ7nOd58eILXAr4FmCgUrMj5ePU/JR3oKHMzKx28YlHkpiCTGY8R7wGJKncOObxu6nY0ddQCiTPu5A4+wXki7v3aUe1un2XTZPv7QEqhm9ZPHLU56p60Pxnd4xYRkaTgScmGJ3zr+R/XhE8Xd474lndmQdjLkwFP6Hp4PEO7VOkkqoGWXwLxA0DHaXcvXUp+Z0leV1neyHJY3tdRDngmuYEKsygdDUD4bniCaydcYKpgZQKx2kdLJccB3yx7AuyN7V8J3Q6n7bduraS3EJ7IXUn/y+EJrrO+FfcJixNTbgT8q0b5oBig8EpPLeAwUKlxA5auwM9hzWmi82OezrnpzBCJiIhIvy+zPDdJ/QwQW+aWr7Oc+iLWNDhRNuqXdwYIlW5Gw9sEhO+8ZBdtGWg5vACbeA/oiHT2D4et/C/Zz8VGgoKVCcLpaILT8p9A7IB7ZYCzuSOfg8c3rdfP9wSvBPzz3BF5vKqTBE3q/bFf4PBdQOhGq1sdjQlmvCLjRH/vBiXe6fCErrErYk7LU25tsSfdgqjuvhTvVLsKZBto+STocJLJKAdYIiIyZE7sEJz4AbdUy78UngmwByMpXv/ZtzMcWA3B1+XALHe6KMcFB1a5Y4KHmK0ZCk/oNji8oBlnc33AvQA7QXfpKFiZKJhtsOZzNnZ7gcRhONHX4fF9ps8v8Vg5WBL3qPTCnkhGqVzNnYf/487sVQiI7Ybj1METvg+e9Glu6Zdn0lkBol39idxjpV92RSiwAZ7QTaNy/CIicnGc2Idwmn8COHVwWJLEMt/UB+EZQDO0wxHEiNrrx0idFFt5kVPHAwVScsbldEqHpeCJ4+5AAv98eFhGNRgs+2IJmJNhF2uREoAneB08A5i25pZvsdS72cZIX8wOFI83B0j9L245uScET0oGJioFKxMFT4TZat6dPgwBTsOFf+E4Tcua9yJAYDU87GMZ6j8fPwKn7Xfu3hbfvM560kE+gSS7xCkgfrRzMEHAza7E9gChJnhsy+zkXr/ME1gB+JdZed5ETO+KiIwXDoMTvrZ657lVDImDQOyDfic3ObGDcNqe7hxuM82dGjnEnSm26dwujvltKE5X4MNgyGl7HmCzvpWDz4UTvh1o3+X2ZjB4CW6AJyUTY5UTL3GXaNr0rBQbPIDIZwe1c4XnJ1ZSHj/sNu4Hrgf8S/r/tx3H3YcS/V1nORrXPtwHz0VkQ2wCq5f9MoN57Os6g5vkr4gZKAUrE4U1yIc704kcf9h+wTGHzLqAT5wckcerQ/EPgdQ/HFJplTsD/SedM9AjAHe4tG8DQh9zg6DxErTYFSqve8WKQYf9yY+l9P+1nF4S22XTweAruqgnNxERGS0dnRcGuQ+l58f65nTUwGn9eWeAkeW+FvBrUv8YHo7iHQSnowFOCydQcqSxD2BJd+jjbgaFQVP0FQDp7vkAX4dZCWC9k7xQFoXDxYPMBI3RnS1Whs1AhWOMEXMvGPLCa3DNgL+HZTBSv9DZY8qAL3NgmS7ed+x34X3pnW7l3U7Lk0D6wwPOYDmJM3Cib7gBh2+mGzx6AgMvQ7fpoywrDwKh64HAuktaujZSFKyMUbapPfoOHDbAe/Lc6RAXunLgWwBP+JNwoq+5v8D+q+2XoPfvnQDa33RTqNyOyhPo2H73KsMAri6ch/0YXTPQE4fdJxL+QjJVGz/ijuod4iz0pMInJ/9Sdwxxh8MaLyBwc79jDp2O5s5+og/dD7BWNnIvPIHll+a4RURkWHj8y60UzA0WOtyxt77LLvxF9ppY9dG6AF7gip/qXBcwuNIfq2Bg2XcKM/ntAE/eebGSGfyOKndEvq+zZ5Lvs4+Vf8dyJ55XcKkyqwTG6vh89tkyELMgjwGX01lZMjgWXAw2s8WMGi88Wi+qxzJV7se4EDptgIHmj9wKja5S8o5meCJ3DOyfb3vGDc742DtNcFqfdqs6xupj2cM4OEOceBhMOC2/spnf7kMYh8Mnl9T7+zzpt8iaV1gCV9gv74Wv1nQwRO8xozyl8xf+wleH+hbozDg0AvGT7vfjSGT+QsV2A4mNblCUJCxYY/kb7wfv5POuMPEJxW4L0+s9AkRL16be5y6itMkdBW7w0p/4PjcYtH4iv9XaOtFXFayIiIw1/mXwRDxw4nvt9dnD6gHf9I+W/EXftX0glj23jejcPJ/mjqdlLwmyO3dp5LgfG6yu0u2u/oY496ZxnD9felneldJZJhTs3EcS+ei1nX/aucHgsjlJhRUj7DdhAOhE3R5WW2twYU6iFA73qiAKD0ch+5cPPiPBwNR235S4/b5c++Bf6D4eA8E+G2ZFvHPdoJWN/rEdcJyb+82uWOk+l2Ny1LE99hlu1oxBsIIVGRUcpdcVPfOHklcS+MRo+1CmnL0ZnUEMR+NylB9rGO2X78K/gDzpdgKXA20vAHFekYjaqGOmJIfEv8DNyHTV8vJqB79fCk/M+STJwGjkOPETcNq32lUmj2+h+2LSx5OQLXHkfPXYTveJ2z8HiPxBd5Oc074dTuszncFILhD55FkLHK2kLbhusAfYObud6WZP54vI4K8EXXSAxlQ563R5hY0TbMZh46WIyEiy15bAMngC7EM8p0Sn+TH3RBZ+OO3vwROOuq8XPJkObgRY+WA7uCbBE7p1aD2MXD3Asm0GIlbGzcXOnU3e/uVA8BjA10MGRv7F7gl2+ztuUMPXIf9qt2dmjPKEroVj5V9cYcD7cVO/E7SsVL35B53nS77Ox6bdvcA7mH+bfUnhuzvXPjTbuY+He1HOuThs/177u1Z+5+G5kH915+f43HMA9hPZxeJ4Z8CaMrBRx3wsE3sAJ6szKxf4KGgd45RZGZO6TrSdHn+eHYSwTMxp/jkQ/4DvdJ50f2bAkyk8oRvg8IoEI31POjzB9UOeRGGZidT74bCJvO05dyOr0+Z+bza/MWU6QuxqCUuseIUCKRZseCJx65XpFQMqPonYkkafBYVO22vwRO60sjWn9Umgg41zuXYFy2n5NZD+5YtrjGdWiQ10LJGzq2ttgH8jLhVrCmx9Gmh/3c2oWUPhNUD4jnFR6yoiMursav8pt/Gez7FsBG9/1/aD2fNs6Bb3wl5HkxtwpGSjo/UVN/PuSXXH4PPEth+e0HVweOHSSonYs3K1G6TYa7HPTqYRXOteJLOmf69dPOQJtMfLcb1XuFUCYxRfiz3h2+CEPm7nRAN6DbPHphTwznczS/HjbsAyyGDlo4E5l7nBIpdTnlPt4nTUueckPA+ywOhdINRij697UXihezHa/WZAYP2Ay+QZ4DpWwXK6c9QxA7X5GA8UrIxFjJ554t/+tptNYblSYE3nhtVOvHIS42Z0bl5lY91ea9rinPCB4JOV/fJcBBvDGNtmmQ17srUytP8XTtsb7pM2J4/wCXgkG+xZj2vNdnwS8tgTBJv7mZrvFSexMPjrnnwWdjNZ9ndMp3PKywy3H4X3Nz9mVzB6X7A54KsxkfvhtDFYaLL6Zk+o936iEcGfIT5hMn3sZQlCtfu+XfEb2jQaERHp6dyTZuesK+Z2Ut0jS9/R+gLQ9mz3BSyng6Xe/6XfEci27Dn1j9zXPQYdKQVnXdm3/z/3AiFfm1kyxRNovkZ6Z/Tba5nsBjeYoJLcW84AABJ/SURBVK8LwEP9t0N9l/Cxl+msUq9TVtLvBDe6Xxf5rNv3aiV6kwdWSt7J1iKkfsld5s3vlTJl3FxwVLAyVn8JI3cDvql2td9mcQeuOrtshyfV/GXrfsIJuifWfXDYzMcrOPwa/yK3KesifTRRjCnNOJz4fnhSH0RK+MaL/t6Dmykf7Uytp3WWnF3gScxOzr2dNb789XC34RrbO5PubrZlCZhTAaSwkS7t4oM6DiCwhrx8ePzzLvEI43jn/dLVm8M/Wzo/LiIiF80/373QxeXAfA1iWTYvMvaFpcjWbzHFrY7g1zGYGMC+Fnv96OyTGfjS6J90Dnlx3KApleN+h34RbkzhAATbFn+w87GJDCmrMnAMILpHxZ0VGFmQ2Mfwo4GwccXjaGRxFwUrY5SVVjES7+sTbC63t3NcMIOYdvfEuq+eDtbSWpbGcetXI1/oc7v9gE/A+X3YXM9eFwYsTEtzohjTpJcsUKkHEmVuhoX3GXe82JCBPvhXAMFSoJ2NdjHLWHlYS2wZkDwrjbKeFV65SCmEJ3L3xQcW7ZvhtD7hviAhBodNcal/NKAlYsPCptXMcsdaOmludoeZOwZkIiJy0dyMxxfcaoOO1s5ehQtcNbeMSrT7dcEdhzxC5VlWibHbDaZ43hA/YBUQLH+eCNzli593Vyo47fD4ZwO+IUw+HQiWZbH0m+dCvK9ZxcJpruMkAzJSFKyMV/6VQOiMW87DRnv2nITW9/qp9gtqzflcYsWL7AfgxHZdVLBy1rz50WLp1XdtbLObXWGAken2yfTBrem9HQhtdPs3UrLOTqFz8ACnjTBzlZI9LEuX3CVirBue7jb12xW0wwO6gjYcLNiK3AenLbezbndK59LOsVu3LCKSbOyCl/emAb0qeoKb4CQe78zEsO/0sv5HIA+RY3tWPD1Kl4Kdk8kmDl4c9IQ/PvL/Dnt/IwyM3rNBOh4GLp09RdI3BSvjlJ10h24Fguw76ehs9OrrKbLrqk3X33OZVewi//0UOExxc+63XUHgbHderbiEyw5tvjmbFee4TXMdzDa1d848T7/AsfO+6HsQgQ0pGOCgggGx5rlEn8MSLgUPg7LIPZf03xQRkd7ZNDFeDLNFzgF3iuUI9ZHwRN3h65BtfWclRqwzyyIjc3/nwBO+WXfuIChYGcfck+70/j/Pv9CmZLlBhbuU0MOpJBf77zNQ8qTBsYliafCwr6a7cf0SsF0uWe7s8e6Z5wvcOuAk4gmshcP9M5xIYvXCLA9YONqHJSIio8jG4l+KHRlW/szBKps7B/ZcZ1PKRJKFx7HC/omjoaEBmZmZqK+vR0bG+Jg/bVtP237vljlxiWFw06CCAvsR4KZUBiwej7vEivPXxwGnfae71ZUzz3nfRO6Bp8cummRg9398v9s8aaMKV06cxkYREUkK3DPGYMXDDfAyiPutw91RZgs+J6n/ZATOyZVZGeO4+NFp+bk7OYRjdmO7bF46m8UGPJu7jyVWlxqXZqGjzK2b9c4a5OjB3nkCy90pLB0cA5iRlH0Ydv+zHplvIiIio/Ja1DURUgbK6WiB0/rrzt0o3FG2GgjfNuDzLxkY3ZtjnS1/OtS5TyWtc5v9QXc3yDCMH75UnNghOK0/6xzhG3T3xoTvGpYt6naVyKsrRSIiIjJ8uL/OJp+mFLi9p9HX3HHTIzr6eOK5+EvXF+nb3/42Zs6ciVAohFWrVuHNN9/s83Nfe+01uwp97tv+/fsxcXk/aogz8c6H9eJP8i/pBvW23wKJqs5m+Elu7SyDsAnC7gMGbNG34LTvgmO7aURERCRpJU6709Ns8E6OG7DYnjYZN5mVxx9/HH/5l39pAcu6devw7//+77j55pvx4YcfYvr0vhcaHThw4Kzatry8Cbxlm1vUA6uA6Judm9a9NqbYdmeMGXF3c7wn0635RIbbf8NJXsNYLudu9PW6+1GGocRsWLW/Daf1N52TynxAYB0Q/sSwZJZERERkBHAcdazN3TjPdQe2jHsYp4XK6Acr//t//2988YtfxIMPPmjvf+Mb38CLL76I73znO3j00Uf7/Lr8/HxMmqQfBrKT7vCdgG+Gu6Gejdn+FWOqwYt9JA4XR3InSge3xze4gcswlbE5HY1wWn7mlscx68SllOFhWOY4TBynFU7bK+6x+ea5gRvvC9vpUjzahyciIiK94NJoh/vJ7PyCPStXun0rMj6Clfb2dmzbtg3/7b/9t7M+fsMNN2DzZo7P69uKFSvQ1taGhQsX4m/+5m+wadOmPj83Go3aW8/JA+ONNY1faCv7GODhZniWPnHMsTcXntAt8HinDsv3dlhDygEEKUVuFie62Z0hH1yLpOBw90sM8ETc9/kn08g2mUVERESSkYeLplP/EEiUuVkVLlVWc/34CVaqqqqQSCRQUMCmpI/w/fJyLiY63+TJk/G9733PelsYgPzoRz/CddddZ70sGzZs6PVrmKH52te+NiK3YTxyeOJs9Zaswcy+ZBkaW7TIX3imUj3B4f1lZ9M+QkDXQi2WmHHMYLLgLhzO0o9xkz3TyY1upizJRiyLiIhMJN2rHWI7LBhxVzssOutzrEqDr9kyfqeBnXsyzB+Mvk6Q58+fb29d1qxZg5MnT+LrX/96n8HKV7/6VTz88MNnZVaKiniFXc7lJCrhtP7c3ZiLABDcAIRuuHQBiy2xHIGFjSwni21zy8u6BhBYI1wSlfJFPgmnLQLEjwMps2277SVdoCkiIiJni++B0/JTt58UHIRzAEh9AB6uRJDxH6zk5ubC6/Wel0WpqKg4L9tyIVdddRV+/OMf9/n3wWDQ3qR/TtuzQGyfWy7lNAPRlwDf9DG//8MT3AAnccZdvMhAhUEYhxIkEQ93wETuG+3DEBERkU5O7EP3fIj9pBQ/ACe2X8HKJTZqI5ECgYCVc7388stnfZzvr1078F6CHTt2WHmYDAM2iXFsMMulvPluLwWb9sc4T0oaPKmfgyf9YXjS/x94rLk++ZZDioiISLJd03dY9uO+8f/VkzKxysBYnvXZz34Wq1evtpIu9qOUlJTgoYce6i7hOn36NH74wx92TwsrLi7GokWLrEGfGZUnnnjC3mQYpEwGElsBh6ODmwGe0KdkjYu71kYAeweesRMREZGJzRNYBSf2AZA44H7AOxke/7LRPqwJZ1SDlXvvvRfV1dX4n//zf6KsrAyLFy/Gc889hxkz3EYlfozBSxcGKF/5ylcsgAmHwxa0PPvss7jllltG8VaMH57wx+E4DUDiZGfPyvWAb2yXgImIiIgMhYfrA1K/CMT3udO+/Ivg0fCbS87j2KiDiYMN9pmZmaivrz9rsaS4HI7LTVTaRC6k5I6pfS0iIiIiMr7OyUd9GpgkFw+DFN+00T4MEREREZHRa7AXERERERG5EAUrIiIiIiKSlBSsiIiIiIhIUlKwIiIiIiIiSUnBioiIiIiIJCUFKyIiIiIikpQUrIiIiIiISFJSsCIiIiIiIklJwYqIiIiIiCQlBSsiIiIiIpKUfJhgHMexPxsaGkb7UEREREREJqSGznPxrnPzvky4YKWxsdH+LCoqGu1DERERERGZ0BobG5GZmdnn33uc/sKZcaajowOlpaVIT0+Hx+PBWIo+GWCdPHkSGRkZo3040g89XmOHHquxRY/X2KLHa2zR4zW2NIzxc0OGIAxUpkyZgpSUvjtTJlxmhXfGtGnTMFbxh3Es/kBOVHq8xg49VmOLHq+xRY/X2KLHa2zJGMPnhhfKqHRRg72IiIiIiCQlBSsiIiIiIpKUFKyMEcFgEP/jf/wP+1OSnx6vsUOP1diix2ts0eM1tujxGluCE+TccMI12IuIiIiIyNigzIqIiIiIiCQlBSsiIiIiIpKUFKyIiIiIiEhSUrAiIiIiIiJJScHKGHT77bdj+vTpCIVCmDx5Mj772c+itLR0tA9LenH8+HF88YtfxMyZMxEOhzF79myb3NHe3q77K0n9wz/8A9auXYtIJIJJkyaN9uHIOb797W/b7xOf/1atWoU333xT91ESeuONN3DbbbfZZmqPx4OnnnpqtA9JLuDRRx/F5ZdfjvT0dOTn5+POO+/EgQMHdJ8loe985ztYunRp9yLINWvW4Pnnn8d4pmBlDNq0aRN+8Ytf2BPJE088gSNHjuCTn/zkaB+W9GL//v3o6OjAv//7v2Pv3r3453/+Z3z3u9/FI488ovsrSTGQvOeee/ClL31ptA9FzvH444/jL//yL/Hf//t/x44dO7B+/XrcfPPNKCkp0X2VZJqbm7Fs2TJ885vfHO1DkQF4/fXX8ad/+qfYsmULXn75ZcTjcdxwww32OEpymTZtGv7xH/8R77//vr1de+21uOOOO+wcY7zS6OJx4Omnn7arINFoFH6/f7QPR/rxT//0T3Zl5OjRo7qvkthjjz1mJ8Z1dXWjfSjS6corr8TKlSvt96fLZZddZs9/vDIsyYmZlSeffNIeJxkbKisrLcPCIGbDhg2jfTjSj+zsbDu3YCXHeKTMyhhXU1ODn/zkJ1a2okBlbKivr7cnFhEZXMZr27ZtdrW3J76/efNm3ZUiw/w6RXqtSm6JRAI///nPLQPGcrDxSsHKGPVf/+t/RWpqKnJycqwE4je/+c1oH5IMAEv2/u3f/g0PPfSQ7i+RQaiqqrIX5oKCgrM+zvfLy8t1X4oME+4Kf/jhh3H11Vdj8eLFul+T0AcffIC0tDTbXM/zCWYuFy5ciPFKwUqS+Lu/+ztLlV/ojbWJXf76r//aarZfeukleL1efO5zn7MnGEnOx4s4BOGmm26yfogHH3xQD1WSP16SnPhY9cTnvXM/JiJD92d/9mfYvXs3fvazn+luTFLz58/Hzp07rceI/ZUPPPAAPvzwQ4xXvtE+APnoyeG+++674N1RXFzc/f+5ubn2Nm/ePKvZLioqsh/a8ZwGHMuPFwMVDkbg4/O9733vEhyhXMzjJcmHz3e8MHNuFqWiouK8bIuIDM2f//mfWx8sp7mxkVuSUyAQwJw5c+z/V69eja1bt+Jf/uVfbJjPeKRgJUl0BR9D0ZVRYYO9JN/jdfr0aQtUOGb1Bz/4AVJSlNAcS79fkjwvzvwd4qSiu+66q/vjfJ+TcERk6HgewUCF5USvvfaajQeXsfX4RcfxOaCClTHmvffeszfWkmZlZdlEqb/927+1/R3KqiQfZlSuueYa24vz9a9/3SasdCksLBzVY5PesQeMgyv4J3skmGonXsVijbCMHtbRc68UryR2ZSn5OKkHLPk0NTXh8OHD3e8fO3bMfpfYsM3nQ0kuHFv805/+1PpfuWulK4OZmZlpO8IkeTzyyCM2sp0VNY2NjdZgzwDzhRdewLjlyJiye/duZ9OmTU52drYTDAad4uJi56GHHnJOnTo12ocmvfjBD37AtFevb5KcHnjggV4fr1dffXW0D00cx/nWt77lzJgxwwkEAs7KlSud119/XfdLEuLvS2+/R/z9kuTT1+sUX8MkufzhH/5h93NgXl6ec9111zkvvfSSM55pz4qIiIiIiCQlFc+LiIiIiEhSUrAiIiIiIiJJScGKiIiIiIgkJQUrIiIiIiKSlBSsiIiIiIhIUlKwIiIiIiIiSUnBioiIiIiIJCUFKyIiIiIikpQUrIiIyJjyL//yL5g5cyYikQjuvPNO1NfXj/YhiYjICFGwIiIiY8YjjzyCb37zm/jP//xPvPXWW9ixYwe+9rWvjfZhiYjICPE4juOM1DcXEREZLlu3bsVVV11lf65cudI+9r/+1//CY489hoMHD+qOFhEZh5RZERGRMeHrX/86rr322u5AhfLy8lBVVTWqxyUiIiNHwYqIiCS9aDSKZ555BnfddddZH29tbUVmZuaoHZeIiIwslYGJiEjSe+edd7B27VqEQiF4vd7uj8diMWzatAkvvPDCqB6fiIiMDN8IfV8REZFhw54UBioffPDBWR+//fbbsW7dOt3TIiLjlIIVERFJeg0NDcjPz8ecOXO6P1ZSUoL9+/fj7rvvHtVjExGRkaOeFRERSXq5ubkWsPQcYPkP//APuOWWW7Bw4cJRPTYRERk5yqyIiEjS4xSwtrY2/OM//iM+/elP46c//SmefvppvPfee6N9aCIiMoKUWRERkaRXUFBg+1S+853vWCZl8+bNthSyqKhotA9NRERGkKaBiYiIiIhIUlJmRUREREREkpKCFRERERERSUoKVkREREREJCkpWBERERERkaSkYEVERERERJKSghUREREREUlKClZERERERCQpKVgREREREZGkpGBFRERERESSkoIVERERERFJSgpWREREREQkKSlYERERERERJKP/H4s9zb97tYbIAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "plt.scatter(theta,pir, c=category, marker='.', alpha=0.5)\n",
    "plt.title('Native Categories'); plt.xlabel(r'$\\theta$'); plt.ylabel(r'$\\pi\\, r$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ba244cd3-006c-42f1-9aab-c36c41387cca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = fig.add_subplot(projection='3d')\n",
    "ax.scatter(pir, x, y, marker='.', c=category, alpha=0.5)\n",
    "ax.set_xlabel(r'$\\pi\\,r$'); ax.set_ylabel(r'$x$'); ax.set_zlabel(r'$y$')\n",
    "ax.set_title('Native Categories')\n",
    "ax.set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "953cee01-735a-432b-a52e-8b426fdfa8a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Revised dataset\n",
    "facedata2 = np.array([x,y,pir]).transpose() # use any of [x, y, pir, theta, cos, sin]\n",
    "\n",
    "# K-Means\n",
    "kmeans = KMeans(n_clusters=5, n_init=10).fit(facedata2)\n",
    "faceclusters = kmeans.predict(facedata2)\n",
    "facecenters = kmeans.cluster_centers_\n",
    "# Plot\n",
    "fig_face = plt.figure(figsize=[8,6])\n",
    "plt.scatter(x, y, c = faceclusters, marker='.', alpha=0.5)\n",
    "plt.plot(facecenters[:,0], facecenters[:,1], 'o', label='centroids', \n",
    "         markerfacecolor='white', markeredgecolor='k', markersize=15, alpha=0.5 )\n",
    "fig_face.legend(loc='outside upper right')\n",
    "plt.title('K-Means'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b6ef84f5-4edb-449d-aba7-3f07cc0e4fcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 8 clusters, 1 noise points.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DBSCAN\n",
    "db = DBSCAN(eps=0.13, min_samples=3).fit(facedata2)\n",
    "labels = np.array(db.labels_) + 1\n",
    "n_clusters_ = np.amax(labels); n_noise_ = list(labels).count(0)\n",
    "print( 'Found {:d} clusters, {:d} noise points.'.format(n_clusters_,n_noise_) )\n",
    "\n",
    "# Plot \n",
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(x[labels>0], y[labels>0], c = labels[labels>0], marker='.', alpha=0.5)\n",
    "plt.plot(x[labels==0],y[labels==0], 'kx', label='noise')\n",
    "plt.title('DBSCAN'); plt.xlabel(r'$x$'); plt.ylabel(r'$y$')\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.legend()\n",
    "plt.rcParams['figure.constrained_layout.use'] = True\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.14.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
