{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Programming Exercise: k-Means Clustering\n",
    "In this exercise you will have to implement the k-means clustering algorithm. \n",
    "\n",
    "A basic datastructure is already defined as well as a function for plotting the result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Please enter your names for identification\n",
    "name = \"Fabian Langer, Yannik Bretschneider\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "# Tell matplotlib to plot inside the Notebook\n",
    "%matplotlib inline\n",
    "\n",
    "class Point:\n",
    "    x = 0\n",
    "    y = 0\n",
    "    cluster = -1\n",
    "    def __init__(self, x = 0, y = 0, c = -1):\n",
    "        self.x = x\n",
    "        self.y = y\n",
    "        self.cluster = c\n",
    "\n",
    "    def distanceTo(self, point):\n",
    "        # Compute Euclidean distance\n",
    "        distance = np.sqrt((self.x - point.x)**2 + (self.y - point.y)**2)\n",
    "        return distance\n",
    "    \n",
    "    def __eq__(self, value):\n",
    "        # Check if two points are equal\n",
    "        assert isinstance(value, Point), \"Unsupported operand type(s) for ==: 'Point' and '{}'\".format(type(value).__name__)\n",
    "        return self.x == value.x and self.y == value.y\n",
    "    \n",
    "    def __mul__(self, other):\n",
    "        # Scale vector by a given facter\n",
    "        assert isinstance(other, (float)), \"Unsupported operand type(s) for *: 'float' and '{}'\".format(type(other).__name__)\n",
    "        return Point(self.x * other, self.y * other)\n",
    "\n",
    "    def __add__(self, other):\n",
    "        # Add two points\n",
    "        assert isinstance(other, Point), \"Unsupported operand type(s) for +: 'Point' and '{}'\".format(type(other).__name__)\n",
    "        return Point(self.x + other.x, self.y + other.y)\n",
    "    \n",
    "    def __repr__(self):\n",
    "        return f\"Point({self.x}, {self.y} <c={self.cluster}>)\"\n",
    "\n",
    "class Cluster:\n",
    "    centroid = Point()\n",
    "    points = []\n",
    "    cid = -1\n",
    "    def __init__(self, points = [], centroid: Point = Point(), cid = -1):\n",
    "        self.points = points\n",
    "        self.cid = cid\n",
    "        self.centroid = centroid\n",
    "\n",
    "    def addPoint(self, point):\n",
    "        self.points.append(point)\n",
    "        point.cluster = self.cid\n",
    "        self.centroid = self.getCenter()\n",
    "\n",
    "    def replacePoints(self, points: list[Point]):\n",
    "        self.points = points\n",
    "        self.centroid = self.getCenter()\n",
    "\n",
    "    def getCenter(self):\n",
    "        cx = 0\n",
    "        cy = 0\n",
    "        for p in self.points:\n",
    "            cx += p.x\n",
    "            cy += p.y\n",
    "        cx /= len(self.points)\n",
    "        cy /= len(self.points)\n",
    "        return Point(cx, cy, self.cid)\n",
    "\n",
    "\n",
    "def get_random_hex_color():\n",
    "  \"\"\"Generates a random hex color code.\"\"\"\n",
    "  def r():\n",
    "      return random.randint(0, 255)\n",
    "  return '#%02X%02X%02X' % (r(),r(),r())\n",
    "\n",
    "#We can reuse the plot2 function from the SinglePass exercise\n",
    "def plot(points):\n",
    "    x = []\n",
    "    y = []\n",
    "    cl = []\n",
    "    for p in points:\n",
    "        x.append(p.x)\n",
    "        y.append(p.y)\n",
    "        cl.append(p.cluster)\n",
    "    \n",
    "    plt.suptitle('k-Means')\n",
    "    # Our colors for plotting the data points\n",
    "    colormap = ['black','red','blue','green','orange','purple','yellow','pink']\n",
    "    # In case 8 colors are not enough\n",
    "    while len(list(set(cl))) > len(colormap)-1:\n",
    "        colormap.append(get_random_hex_color())\n",
    "  \n",
    "    colors = []\n",
    "    for pc in cl:\n",
    "        colors.append(colormap[pc])\n",
    "    # Plot the data\n",
    "    plt.scatter(x, y, c=colors, s=40)    \n",
    "\n",
    "\n",
    "def plot_clusters(clusters: list[Cluster]):\n",
    "    x = []\n",
    "    y = []\n",
    "    cl = []\n",
    "    cx = []\n",
    "    cy = []\n",
    "\n",
    "    for cluster in clusters:\n",
    "        for p in cluster.points:\n",
    "            x.append(p.x)\n",
    "            y.append(p.y)\n",
    "            cl.append(p.cluster)\n",
    "        cx.append(cluster.centroid.x)\n",
    "        cy.append(cluster.centroid.y)\n",
    "    \n",
    "    plt.suptitle('k-Means Clusters with Centroids')\n",
    "    # Our colors for plotting the data points\n",
    "    colormap = ['red','blue','green','orange','purple','yellow','pink']\n",
    "    # In case 8 colors are not enough\n",
    "    unique_clusters = list(set(cl))\n",
    "    if -1 in unique_clusters: # Ensure -1 (unclustered) maps to black or a default\n",
    "        unique_clusters.remove(-1)\n",
    "    while len(unique_clusters) > len(colormap)-1:\n",
    "        colormap.append(get_random_hex_color())\n",
    "  \n",
    "    colors = []\n",
    "    for pc in cl:\n",
    "        colors.append(colormap[pc if pc != -1 else 0]) # map -1 to colormap[0]\n",
    "    # Plot the data points\n",
    "    plt.scatter(x, y, c=colors, s=40, label='Data Points')\n",
    "    # Plot the centroids\n",
    "    # Centroid colors should match their cluster colors\n",
    "    centroid_colors = [colormap[cluster.cid if cluster.cid != -1 else 0] for cluster in clusters]\n",
    "    plt.scatter(cx, cy, c=centroid_colors, s=100, marker='X', edgecolor='black', label='Centroids')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we need of course the k-means clustering algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "MAX_ITERATIONS = 1000\n",
    "\n",
    "def kMeans(points: list[Point], k: int) -> tuple[list[Point], list[Cluster]]:\n",
    "    # Write kMeans here\n",
    "    # choose centroids randomly\n",
    "    centroids = random.sample(points, k)\n",
    "    previous_centroids = []\n",
    "    iterations = 0\n",
    "\n",
    "    clusters = None\n",
    "\n",
    "    while centroids != previous_centroids and iterations < MAX_ITERATIONS:\n",
    "        # print(centroids)\n",
    "        clusters = [Cluster([], centroid, i) for i, centroid in enumerate(centroids)]\n",
    "        for point in points:\n",
    "            # assign point to the closest cluster\n",
    "            distances = [point.distanceTo(cluster.centroid) for cluster in clusters]\n",
    "            closest_cluster = np.argmin(distances)\n",
    "            clusters[closest_cluster].addPoint(point)  # also updates point.cluster\n",
    "        # update centroids\n",
    "        previous_centroids = centroids\n",
    "        centroids = [cluster.getCenter() for cluster in clusters]\n",
    "        iterations += 1\n",
    "\n",
    "    return points, clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we setup the parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filepath  = \"./clustering-datasets/\"\n",
    "filenames = [\"Aggregation\",\"Compound\",\"D31\",\"flame\",\"jain\",\"pathbased\",\"R15\",\"spiral\"]\n",
    "fileextension = \".txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can cluster the data using k-Means:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished clustering dataset: Aggregation\n",
      "Finished clustering dataset: Compound\n",
      "Finished clustering dataset: D31\n",
      "Finished clustering dataset: flame\n",
      "Finished clustering dataset: jain\n",
      "Finished clustering dataset: pathbased\n",
      "Finished clustering dataset: R15\n",
      "Finished clustering dataset: spiral\n"
     ]
    }
   ],
   "source": [
    "results = {}\n",
    "\n",
    "for i in range(0,len(filenames)):\n",
    "    datapoints = []\n",
    "    f = filepath+filenames[i]+fileextension\n",
    "    file = open(f,\"r\")\n",
    "    line = file.readline()\n",
    "    while(line != \"\"):\n",
    "        a = line[:-1].split()\n",
    "        x = float(a[0])\n",
    "        y = float(a[1])\n",
    "        datapoints.append(Point(x,y))\n",
    "        line = file.readline()\n",
    "    file.close()\n",
    "    points, clusters = kMeans(datapoints,k)\n",
    "    results[filenames[i]] = (points, clusters)\n",
    "    print(\"Finished clustering dataset: \" + filenames[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And visualize the result: (You might want to execute the plot function a couple of times if the random colors are too similar.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: Aggregation\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: Compound\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: D31\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: flame\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: jain\n"
     ]
    },
    {
     "data": {
      "image/png": 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7mrJ6TDaaaj8kFTPVqlWjWLFiTJkyxayNlpbMEpKa9wjE0sv27ds5fPhw3AW+cuXKeHl58fXXX+Ph4UG1atWszmHp9aWWOnXq0KpVK2bNmsWqVauSPR8TE8OYMWMAyJMnD40bN+a3334jODg42Vh73ktzZMuWzaHX1bx5c1xdXZk+fXqi78Hs2bMJDQ2lTZs2Fvd99dVX0ev1/PLLL3HbDAYDP/74Y6Jxqf2bS14upOdDkqZoNBoWLlzIa6+9RteuXfnnn3/i0mbtxcfHx65+Jl9//TU7duygVq1aDBgwgLJly/L48WOOHz/O1q1b4y7Abdu2ZcWKFXTs2JE2bdpw7do1fv31V8qWLWv24mqLixcv0qxZM7p27UrZsmXR6XSsXLmSe/fu0b17d6v71q1bl59//pnBgwdTunTpRBVOd+7cyZo1a5g4caLF/bt3786HH35Ix44dGT58OBEREfzyyy+ULFkyUfDshAkT2L17N23atKFw4cLcv3+fGTNmULBgwTgPVLFixciRIwe//vorXl5eZMuWjVq1alGkSBFmzZpF69atKVeuHH379qVAgQLcvn2bHTt24O3tzdq1a9PtPQIhPhYtWoSiKHH2arVa6taty6ZNm2jcuLFFYWqicuXKaLVaJk+eTGhoKG5ubjRt2tRs2raj/PHHH7zyyit06tSJdu3a0axZM7Jly8alS5f466+/CA4Ojqv18fPPP1O/fn0qVKjAgAEDKFq0KPfu3ePAgQPcunWLU6dOOXz8atWq8csvvzBx4kSKFy9Onjx5rH7P/Pz8+Pjjjxk/fjytWrWiffv2XLhwgRkzZlCjRg3efPNNi/u2a9eOevXq8dFHHxEUFETZsmVZsWJFsrif1P7NJS8ZGZZnI8kyJEy1NREREaE2atRIzZ49u3rw4EGr+ydMtbWEuVRbVVXVe/fuqUOGDFEDAgJUFxcXNV++fGqzZs3UmTNnxo0xGo3qV199pRYuXFh1c3NTq1Spoq5bty5ZSqEp1dZcqiAJUl4fPnyoDhkyRC1durSaLVs21cfHR61Vq5b6999/W30NCTl27Jjas2dPNX/+/KqLi4vq6+urNmvWTJ0/f36iVEiSpNqqqqpu3rxZLV++vOrq6qqWKlVKXbhwYbJU223btqkdOnRQ8+fPr7q6uqr58+dXe/TooV68eDHRXKtXr1bLli2r6nS6ZGm3J06cUDt16qTmypVLdXNzUwsXLqx27dpV3bZtW9wYc3/7tHiPzp49qwJqmTJlEm2fOHGiCqiff/55sn2Sptqqqqr+/vvvatGiRVWtVpso7bZw4cJqmzZtks3RqFEjsyms5oiIiFCnTJmi1qhRQ82ePbvq6uqqlihRQh02bJh6+fLlRGOvXLmivvXWW2q+fPlUFxcXtUCBAmrbtm3VZcuWxY0xpckeOXIk0b6mz37ClOG7d++qbdq0Ub28vFQgzmZLc5j46aef1NKlS6suLi5q3rx51XfffTdZyrC5dO5Hjx6pvXr1Ur29vVUfHx+1V69e6okTJxJ9ZtLieyF5eVBU1YEoJolEIpFIJJJUImM+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVKT4kEolEIpE4FSk+JBKJRCKROBUpPiQSiUQikTgVXUYbkBSj0cidO3fw8vJCUZSMNkcikUgkEokdqKrK06dPyZ8/PxqNdd9GphMfd+7cISAgIKPNkEgkEolEkgJu3rxJwYIFrY7JdOLDy8sLEMZ7e3tnsDUSiUQikUjsISwsjICAgLjruDUynfgwLbV4e3tL8SGRSCQSyQuGPSETMuBUIpFIJBKJU5HiQyKRSCQSiVOR4kMikUgkEolTyXQxHxKJRCLJ3Kiqil6vx2AwZLQpEifj4uKCVqtN9TxSfEgkEonEbmJiYggODiYiIiKjTZFkAIqiULBgQbJnz56qeaT4kEgkEoldGI1Grl27hlarJX/+/Li6uspikC8Rqqry4MEDbt26RYkSJVLlAZHiQyKRSCR2ERMTg9FoJCAgAE9Pz4w2R5IB+Pn5ERQURGxsbKrEhww4lUgkEolD2CqdLcm6pJWnS3o+JJIknL1/lj///ZOHEQ/J75WfXhV7UcS3SEabJZFIJFkGKT4kkudExEbQe1Vvlp1bhk6jQ0HBqBoZt3McfSr34a1Kb+Guc6dyvsq469wz2lyJRPKSM27cOFatWsXJkycz2hSHkb4zSabgwsMLjN85nuEbhvPNvm+48/SO023otbIXK86vAEBv1BNrjMWgGlBRmXtyLk3mN6HO7Drkm5KPT7d9Sowhxuk2SiQSx+nTpw+KoqAoCi4uLuTNm5cWLVowZ84cjEajQ3PNmzePHDlypIldjRs3jrPL3d2dsmXLMmPGDLv3HzNmDNu2bXPomIGBgXz//fcOWpr2SM+HJEOJiI2g76q+/H3ub7SKFo2iwaAa+Hjbx4ypM4ZJzSehUdJfI5+6eypOeNgiNDqUr/d9zfHg46ztuRadRn6NJBKH+O8/WLYMQkOhSBHo0QN8fdP1kK1atWLu3LkYDAbu3bvHxo0bGTFiBMuWLWPNmjXodBnzPR4wYAATJkwgIiKCP/74gyFDhuDr60uPHj1s7ps9e/ZUp7xmFNLzIclQ3ljxBsvOLwPAoBqINcZiVI0YVSPf7P+GL3Z8kWbHMhgNrL2wlo+2fsTHWz9m3cV1GIyiSNLC0wsdEhFG1cjGKxtZeHphmtknkWR5wsOhUycoUwbGjYMffoChQ8HfH6ZOTddDu7m5kS9fPgoUKEDVqlX55JNPWL16NRs2bGDevHlx46ZNm0aFChXIli0bAQEBDB48mPDwcAB27txJ3759CQ0NjfNYjBs3DoAFCxZQvXp1vLy8yJcvHz179uT+/fs27fL09CRfvnwULVqUcePGUaJECdasWQPAjRs36NChA9mzZ8fb25uuXbty7969uH3HjRtH5cqV437v06cPr732GlOmTMHf359cuXIxZMgQYmNjAeFpuX79OiNHjoyzH+D69eu0a9cOX19fsmXLRrly5fjnn39S83bbRIoPSYZx9M5RVv23CqNq2e357f5veRTxKNXHOnL7CEV+KEL7v9oz7cA0ph6YSrs/21F0elGO3TnG/QjbJ4mkaBQNPx3+KdW2SSQvBaoKr70Gzy+sGAwQGyu2R0fDmDHw889ONalp06ZUqlSJFSvivZ4ajYbp06dz9uxZ5s+fz/bt2/nggw8AqFu3Lt9//z3e3t4EBwcTHBzMmDFjAIiNjeXLL7/k1KlTrFq1iqCgIPr06eOwTR4eHnEpzR06dODx48fs2rWLLVu2cPXqVbp162Z1/x07dnDlyhV27NjB/PnzmTdvXpy4WrFiBQULFmTChAlx9gMMGTKE6Ohodu/ezZkzZ5g8eXK6e1Skv1iSYSw4tQCdRofeqLc4JtYQy7Jzy3in+jspPs7FRxdp+kdTImMjxZzG2Ljnbofdpsn8JvQob9vFmRSjauTf+/+m2C6J5KVixw6wFZ/w6afQrx+4Oy+gu3Tp0pw+fTru9/feey/u58DAQCZOnMigQYOYMWMGrq6u+Pj4oCgK+fLlSzTP22+/Hfdz0aJFmT59OjVq1CA8PNyuC7nBYODPP//k9OnTDBw4kG3btnHmzBmuXbtGQEAAAH/88QflypXjyJEj1KhRw+w8vr6+/PTTT2i1WkqXLk2bNm3Ytm0bAwYMIGfOnGi12jjvjIkbN27QuXNnKlSoEGd/eiM9H5IM437EfateDwCtRsu9Z/esjrHF13u/JkofhUFN3ofCoBqI1EfyKPKRVRFkCVeta6psk0heGubPB1tFqUJDIZ3d/UlRVTVR7YqtW7fSrFkzChQogJeXF7169eLRo0c2y8kfO3aMdu3aUahQIby8vGjUqBEgLuzWmDFjBtmzZ8fDw4MBAwYwcuRI3n33Xc6fP09AQECc8AAoW7YsOXLk4Pz58xbnK1euXKLiX/7+/jaXf4YPH87EiROpV68eY8eOTSTG0gspPiQZRh7PPDaDSQ1GA3mz5U3xMWIMMSw+s9iqsNAb9ay/tJ4e5Xs4FNyq0+hoW7Jtim2TSF4qbt8WSy3WUBS449xMt/Pnz1OkiKjjExQURNu2balYsSLLly/n2LFj/Px8KSgmxnJ227Nnz2jZsiXe3t4sWrSII0eOsHLlSpv7AbzxxhucPHmSa9eu8ezZM6ZNm5aqIm4uLi6JflcUxWZGT//+/bl69Sq9evXizJkzVK9enR9//DHFNtiDFB+SDKNXpV42vQ0uWhdeL/t6io8RFh1GtCHa5rgofRTTXplG70q9UVDiMm+sYTAaGFFrRIptk0heKvLmte35UFXIk8c59gDbt2/nzJkzdO7cGRDeC6PRyNSpU6lduzYlS5bkThIx5Orqmqyb73///cejR4/4+uuvadCgAaVLl7Yr2BTAx8eH4sWLU6BAgUSio0yZMty8eZObN2/GbTt37hwhISGULVs2pS/ZrP0AAQEBDBo0iBUrVjB69Gh+//33FB/DHqT4kGQY1fNXp0OpDlYv8u/XfZ9cnrlSfAxvN29cNC42x7lqXcnlmYs5HeZwZfgVvmzyJSNqjqB2gdoA6JT48ChTAbLf2v5GrYK1UmybvYTHhPPHqT/4as9X/Hr0V+4/czw4ViLJcN5807bnI3t2aNMmXQ4fHR3N3bt3uX37NsePH+err76iQ4cOtG3blrfeeguA4sWLExsby48//sjVq1dZsGABv/76a6J5AgMDCQ8PZ9u2bTx8+JCIiAgKFSqEq6tr3H5r1qzhyy+/TJW9zZs3p0KFCrzxxhscP36cw4cP89Zbb9GoUSOqV6+e4nkDAwPZvXs3t2/f5uHDh4CIc9m0aRPXrl3j+PHj7NixgzJlyqTKfltI8SHJUBZ3XszrZYRnQ6fR4aJxifM6vF/3fSY0mZCq+V21rnQr381qGq1Oo6Nn+Z64aIVIKeJbhI8bfMy0VtPY328/G97YQKsSrciTLQ/5vfLzVqW3OP7OcQZUG5Aq22yhqio/HPyBvFPy0ntVb8buHMvg9YMpMK0AIzaOSFGMikSSYbRsCbVrW/d+fPYZZMuWLoffuHEj/v7+BAYG0qpVK3bs2MH06dNZvXp1XIxEpUqVmDZtGpMnT6Z8+fIsWrSISZMmJZqnbt26DBo0iG7duuHn58c333yDn58f8+bNY+nSpZQtW5avv/6aKVOmpMpeRVFYvXo1vr6+NGzYkObNm1O0aFGWLFmSqnknTJhAUFAQxYoVw8/PDxDBrkOGDKFMmTK0atWKkiVLOlTsLCUoqqqq6XoEBwkLC8PHx4fQ0FC8vb0z2hyJk/jv4X/89e9fPIp4RIBPAG9WfJP8XvnTZO6z989S/ffqxBhikgW4ahQNblo3jg08Rhm/9FX6jvL9we8ZuWmk2ecUFPpW6cvs9rOdbJXkZSYqKopr165RpEgR3FOSkfL4MXTuDDt3gqmol6qKxyefwIQJIu5Dkmmx9hlw5PotxYcky6CqalzWSp5siYNZd1/fTeclnXkY+TBuGSbWGIufpx8ruq2gfqH6Dh3r/IPz/Hr0Vw7ePoiLxoWWxVrSv2p//L380+S1PI1+Sr6p+YiItR5hv6P3Dmrkr0E21/S5W5RIEpJq8QFCaBw5AkuXxlc4festKFAgbY2VpAtSfEgkz1FVlXkn5zH1wFTOPjgLgH92f4bWHMrI2iPxcPEAIFofzfLzy9l3Yx8A9QvVp3PZzg6ny07eO5mPtn2UqEaJRtHgonFhaZeltCvVLtWvad7Jeby9+m1UbH89NYqGtiXb8kn9T5wSgyJ5eUkT8SF5oZHiQyJBCI9B6wcx89hMFJREF2uNoqFOwTps6bUlToCkliX/LqH78u5mn1NQ0Gl0nHjnBOXylEvVcb7c9SUTdk+wO65Dq2hRFIXlXZfTvlT7VB1bIrGEFB+StBIfMuBU8kKz8r+VzDw2EyCZl8CoGjlw6wD/2/O/NDmWqqpM3DMRjYWvjfr83/RD01N9rJweOW0WYEuIQTVgMBrosbwHoVGhqT6+RCKRpCdSfEheaKYfmo5WsRw9b1SN/HL0F2IM1gv92MP10Ov8e/9fjFgWBXqjniVnUxeNDtCpTCcUHAu8U1GJjI3kj1N/pPr4EolEkp5I8SF5oTl466DZsukJeRz5mKtPrqb6WOEx4XaNsxUkag/+Xv4MrDbQYQGiUTQcuHUg1ceXSCSS9ESKD8kLjWJnWp6jF3FzeLl52XWcor5p05Tph1Y/8EaFNwCs1ilJZoNMVZRIJJkcKT4k9mM0wt69sGgRrF8PUVEZbRENCjWwuuwCkCdbHorlLJbqY32560ubIkZFZXCNwak+FojS8gs6LeDkOycZWmMojQMb29zHqBppWKhhmhxfIpFI0gspPiT2sW4dlCgBDRqIMslt20K+fDB5ssjbzyBG1BphddlFo2gYVnOYQ54DczyJfMKC0wtspr7m9MhJvyr9UnWspFTKV4nvWn3H9re2UylvJYtiS6No8HLz4o2Kb6Tp8SWStOLp06fo9eYzuEJDQ832HJFkTaT4kNhm1Spo3x6uXUu8PTQUPvoI3n8/Q8wCaFOyDe/XFcdPeFFWnv9rXrQ5H9T7INXHOXrnqF1Bq95u3ulW8EtRFP7u8je+Hr7JBIipNP3yrsvJ7po9XY4vkaSGs2fPUrxIERrWq0dYWFii544ePUpgQAAtmze32br+ZWLnzp0oikJISIjFMfPmzSNHjhxOsymtkOJDYh29HgYNEj9b8nBMnQoXLjjPpiRMbj6ZZV2WUatAfIGt4jmLM731dNb1WOdwEbHUkBaxJdYomaskJ985yYhaI/B2E3n0rlpX3qjwBkcHHqV50ebpenyJJCWcPXuWJg0akDskhHPHjtGqRYs4AXL06FFaNG1K4WfPOLB7N+3btEk3AXL37l2GDRtG0aJFcXNzIyAggHbt2rFt27Y0O0bjxo1577330mSuunXrEhwcjI+PT5rMl5lInS9akvXZsAHu3bM+RqeD33+HVDZSSimKotC5bGc6l+1MjCEGg9GQZkXFTFTxr4KLxoVYY6zFMTqNjkaBjdL0uOYo4F2AqS2nMuWVKTyLfYaHzgOtxkarcokkgzAJD/+wMLYZDFwDWjwXIP/7+ms6dehAqYgINhmNnAJaPxcga9avx9PTM83sCAoKol69euTIkYNvv/2WChUqEBsby6ZNmxgyZAj//fdfmh3LFqqqYjAY0OmsX4JdXV3Jly+fk6xyLtLzIbHOpUvWu1CC8I5cuuQce2zgqnVNc+EBkNszN93Ld7ca3Ko36hlSY0iaH9sSiqKQ3TW7FB6STEtwcHAi4ZEbqAFsMRg4d+wYTZs2FcLDYMAHaAhsMBo5sHs33V5/PU1tGTx4MIqicPjwYTp37kzJkiUpV64co0aN4uDBgwCEhITQv39//Pz88Pb2pmnTppw6dSpujnHjxlG5cmUWLFhAYGAgPj4+dO/enadPnwLQp08fdu3axQ8//ICiKCiKQlBQUNzyyYYNG6hWrRpubm7s3buX6Ohohg8fTp48eXB3d6d+/focOXIk7njmll3mzZtHoUKF8PT0pGPHjjx69CjR6zx16hRNmjTBy8sLb29vqlWrxtGjR9P0vUwLpPiQWCdbNpHlYg2tNt3aYGcmvmv5HcVzFk8mQEwN7CY1m0T1/NUzwjSJJFOiqiJEW3n+MFED2GYwMBjihIcJ01ijrfOOAzx+/JiNGzcyZMgQspk5V5liJrp06cL9+/fZsGEDx44do2rVqjRr1ozHjx/Hjb1y5QqrVq1i3bp1rFu3jl27dvH1118D8MMPP1CnTh0GDBhAcHAwwcHBBAQExO370Ucf8fXXX3P+/HkqVqzIBx98wPLly5k/fz7Hjx+nePHitGzZMtHxEnLo0CH69evH0KFDOXnyJE2aNGHixImJxrzxxhsULFiQI0eOcOzYMT766CNcXFxS+xamPWomIzQ0VAXU0NDQjDZFoqqqeuuWqmo0pqbXlh9Ll2a0pU7hSeQT9ZOtn6g5J+dUGYfKONR6s+upq86vymjTXjj+e/Cf+um2T9V+q/upH2/9WD17/2xGmySxQWRkpHru3Dk1MjLS7n3OnDmj5vb1VStptepDG+eR3aBm02jUJg0bqs+ePUszuw8dOqQC6ooVKyyO2bNnj+rt7a1GRUUl2l6sWDH1t99+U1VVVceOHat6enqqYWFhcc+///77aq1ateJ+b9SokTpixIhEc+zYsUMF1FWr4s8T4eHhqouLi7po0aK4bTExMWr+/PnVb775JtF+T548UVVVVXv06KG++uqriebu1q2b6uPjE/e7l5eXOm/ePCvvRuqw9hlw5PotYz4k1ilQQKTWLlxo3gOi1ULhwtChg/NtywByuOfgf83+x4QmE3gU+Qh3nXtc4KfEPmIMMQxcO5D5p+bHNcQDmLR3Et3Ld2duh7m462TTsqxC+fLl2bF7N00aNqTZ8+WXXGbG7QFaazTUrF+fdRs2pGm8h2pHOYBTp04RHh5OrlyJrYuMjOTKlStxvwcGBuLlFV9w0N/fn/v379tlR/Xq8Z7RK1euEBsbS7169eK2ubi4ULNmTc6fP292//Pnz9OxY8dE2+rUqcPGjRvjfh81ahT9+/dnwYIFNG/enC5dulCsWOrrHKU1ctlFYptffoHmz7MoTPEfpiqaBQrA5s2QGd166YhWoyVPtjxSeKSAIeuHsOD0AkA0xNMb9XHde/8++zf91qRtnRRJxlO+fHm+mz6dUwYDv1sY86GiYHR1ZfGSJWkqPABKlCiBoihWg0rDw8Px9/fn5MmTiR4XLlzg/QTlBJIuYSiKYvcSkbkln7Rm3LhxnD17ljZt2rB9+3bKli3LypUr0/24jiLFh8Q2np4i6+Wff4SHo1IlaNoUZs2C8+chE6pqSeYkKCSI2SdmW+zYa1SNLD6zmAsPMy51W5L2HD16lGGDB1NLq+VdC2N+UFVcY2Pp1KFDsjogqSVnzpy0bNmSn3/+mWfPniV7PiQkhKpVq3L37l10Oh3FixdP9MidO7fdx3J1dbWrWFqxYsVwdXVl3759cdtiY2M5cuQIZcuWNbtPmTJlOHToUKJtpmDZhJQsWZKRI0eyefNmOnXqxNy5c+2231lI8SGxD40GWreG5cvh5EnYuhX69RPCRCKxkz/P/BkXoGsJnaJj8ZnFTrJIkt6Y6ngkzGoxR8IsmIR1QNKKn3/+GYPBQM2aNVm+fDmXLl3i/PnzTJ8+nTp16tC8eXPq1KnDa6+9xubNmwkKCmL//v18+umnDmWLBAYGcujQIYKCgnj48KFFr0i2bNl49913ef/999m4cSPnzp1jwIABRERE0K+fee/f8OHD2bhxI1OmTOHSpUv89NNPiZZcIiMjGTp0KDt37uT69evs27ePI0eOUKZMGcfeLCcgxYfE6ey7sY/uy7pTcFpBCn1XiN4re3Pk9hHbO0peeO4/u29TfCiKwv1n9q2hSzI3N2/epEXTppQ0Izz2Ab2BhImiJgFy9tgxOrZrl6a2FC1alOPHj9OkSRNGjx5N+fLladGiBdu2beOXX35BURT++ecfGjZsSN++fSlZsiTdu3fn+vXr5M2b1+7jjBkzBq1WS9myZfHz8+PGjRsWx3799dd07tyZXr16UbVqVS5fvsymTZvw9fU1O7527dr8/vvv/PDDD1SqVInNmzfz2WefxT2v1Wp59OgRb731FiVLlqRr1660bt2a8ePH2/9GOQlFtScSx4mEhYXh4+NDaGgo3t5yPT2rMXbHWCbsnoBOo4tb5zf9PKXFFEbXHZ3BFkrSk2/3fctH2z6yuOwCokz+2EZj+bzR5060TGIPUVFRXLt2jSJFiuDubjso+P79+1StWJHsjx6xQ6/H//l2U3DpM6ORSlptoiDUTUAHjYb2HTvy97Jl6fRKJCnF2mfAkeu39HxInMayc8uYsHsCQJzwSPjzmC1j2Hxlc4bYJonnWcwzfj36K7Vm1aLQd4WoNasWvx79lWcxydfKHaVnhZ42xxhVI29WfDPVx5JkPHny5GHHnj2E58pFE52OYBJntRw6dIg73t4002p5RLzweKV1axYsWpSxxkvSFSk+JE7jm33fWHW5axUtU/dPdaJFkqTcCrtFpV8rMXj9YI7cPsLNsJscuX2EwesHU/m3ytwOu52q+Qt4F2B4zeEWe+AoKAysNpAivkVSdRxJ5qFEiRJxAqSBVpsonbZmzZps372bO97e1NNq44TH0uXLcXNzy2jTJemIFB8Sp/Ak8glH7hyx6m43qAa2XN2SyCsisR+jamTdxXW0W9yOEj+WoNrMakzeO5mHEQ/t2l9VVdr/2Z7roddRn/8D4n4OehJEh7862FUzwRpTXpnCe7XfQ6to0SgaXDQuaBQNGkXD4BqD+enVn1I1vyTzUaJECXbu3Uu0nx+1GzZMVMejfPnybN+9myc5ctDy1Vel8HhJkDEfEqdwN/wu/lP9bQ8EIj6JSJf+LFmZaH00r//9OusurUOraDGoItVPo2jwdvNm85ubqVGghtU5dl/fTaN5thvj7e27l3qF6tkcZ4vgp8H89e9fBIcHkydbHrqX705B74KpnleSfjga82Fuf1dXVzSa5Pe9UVFRuLm5xRWdk2RO0irmQ1Y4lTiF3J65yemRk8eR5nsWmCjkU0hWt0wB7295n38u/wMQJzxAeEOeRj+l5cKWXB1xlRzuOSzOse7iukSBwObQaXSsvbg2TcSHv5c/I+uMTPU8khcHa4IlJWJG8uIil10kTkGn0fFu9XetdoXVKBqG1hgq73wc5EnkE2Yem2lxScugGgiJCuGPU39YnSdKH2UxFsOEgkKUPirFtkqyBpnMYS5xImn1t3dIfEyaNIkaNWrg5eVFnjx5eO2117hwIXElwsaNG8e1EjY9Bg0alCbGSl5s3q/7PqVylzIrQLSKlmr+1RhS03kt6bMK269tJ9oQbXPcqv9WWX2+rF9Zm/E2eqOesn7mqy9Ksj6m0uIREREZbIkko4iJiQFETZHU4NCyy65duxgyZAg1atRAr9fzySef8Morr3Du3LlENesHDBjAhAkT4n5P6zr9khcTH3cf9vbdy/tb3mfh6YVxF0wPnQf9qvRjUvNJeLrIz4ojGFUjR+/Yrr6oovIo8pHVMT0r9GTUplFE6iMtjvFw8aBH+R4O2ynJGmi1WnLkyBHXSM3T01N6Kl8ijEYjDx48wNPTE50udVEbDu2dsIwrwLx588iTJw/Hjh2jYcOGcds9PT3Jly9fqgyTZE18PXyZ1X4WU16Zwqm7p1AUhcr5KmfpBm1G1cjmK5uZe3Iu10OukydbHnpW6EmnMp1w1bqmeN7d13fTd3Vfrj65atf4/x78x/kH5ynjZ77UsrvOna+bfc2ITSNQUOKyXYC4339p8wtebl5m95e8HJjO7fZ2cpVkLTQaDYUKFUq16ExVtsvly5cpUaIEZ86coXz58oBYdjl79iyqqpIvXz7atWvH559/btH7ER0dTXR0vMs4LCyMgIAAme0iyRKEx4TT4a8ObL+2PS6Y05SNUiZ3Gba+tZX8XvkdnvfQrUM0nNcQvVFvNX05IRo0VMhbgRPvnEh04ggKCWLy3snMPzWfSH0kCgrZXLIRHhseN6ZUrlJ83fxrXiv9msO2SrImBoOB2NjYjDZD4mQsZSuBY9kuKRYfRqOR9u3bExISwt69e+O2z5w5k8KFC5M/f35Onz7Nhx9+SM2aNVmxYoXZecaNG2e27rwUH5KsQLel3Vh+fnmiDBQTOkVH+bzlOTbwmM1+J0lpMLcB+2/ut1t4JORQ/0PULFATgHMPzlF/Tn2exjxNFO+h0+hQVZVPGnxCx9IdqZyvsnSvSyQSqzhFfLz77rts2LCBvXv3UrCg5dz87du306xZMy5fvkwxM63XpedDklW58vgKJX4skWj5whyb39xMi2ItHJq3+I/FU2STRtEw7ZVpjKg9AlVVqfRrJc49OGdWHCkouOvcuT3qNr4e5htdSSQSiYl07+0ydOhQ1q1bx44dO6wKD4BatWoBYonGHG5ubnh7eyd6SCyg10NEBMg0txeCVf+tsukt0Gl0LD+/3KF5r4deT7FNqqrGeVkO3DrAmftnzAoPEEGqUfoomym6EolE4igOiQ9VVRk6dCgrV65k+/btFCliu//CyZMnAfD3t6+6pcQMe/ZA+/bg5gbZskH+/DBhAoSFZbRlEiuEx4RbrWsC4jv1NOapQ/NaKxRmCxWVRoGiiun+m/vtam+/7+a+FB9PIpFIzOGQ+BgyZAgLFy5k8eLFeHl5cffuXe7evUtkpEjNu3LlCl9++SXHjh0jKCiINWvW8NZbb9GwYUMqVqyYLi8gyzN3LjRqBBs2gPH5+v7duzB+PNSqBY+sp09KMo5iOYsRa7QdkFfc17EllMr5KlPYp7DD9ugUHfUC6lExr/gu2iooZkLGekgkkrTGIfHxyy+/EBoaSuPGjfH39497LFmyBBBRsFu3buWVV16hdOnSjB49ms6dO7N27dp0MT7Lc/ky9O8vlln0SYo/GY1w6RIMHZoxtkls0qlMJ5spxEbVyNtV3nZoXo2iYWyjsQ7to1W05Mmeh0Wd4tuU1y9U32bAqqqqNCjUwKFjSSQSiS0cqvNhKzY1ICCAXbt2pcogSQJ+/RWs3XUaDLB0KUybBnJZK9Ph6eLJxCYTGb5xuMUxH9X/iMI5HPdi9K3Sl+DwYD7b/hkaRYNBNaBBgxEjvu6+1A2oy5arW4gxxJDTIyfvVHuH92q/R55seeLmqFmgJlXyVeH0vdMWA049XTzpVbGXw/ZlFKZTlHTWSCSZG9nVNjNTpQo8j5mxyooV0LFjupsjcYyQqBBq/l6Ty48vm8148XX35cLQC/hl80vxMa4+ucrvx37nzP0zuOvcaVOiDd3Kd8PTxRNVVYk2ROOmtdwp9NKjS9SbU4/HkY8TCRCdRoeCwuruq2ldonWK7XMGqgrLlsEPP8ChQ0J41KsHI0ZAhw5SiEgkzkJ2tc0q2KsLjY7XepCkP98d+I6rT65aTLUNiw7j2/3f8k2Lb1J8jKK+RZnUfJLZ5xRFsdkhuESuEpx45wRT9k9h9onZPI15iovGhdfLvs4H9T6gcr7KKbbNGagqDBgAs2eDRhP/VdizB3buhOHD4fvvpQCRSDIb0vOR2QgPh4MHISZGLKksXJg83iMhigLXr0NAgPNslNhEVVXyTsnLg4gHVsf5uPnw8IOH6DQZfx9gVI2Ex4Tj6eKZKeyxh9mzRViUNZYsga5dnWOPRPIyIz0fLyLR0fDppyLO49kz+/bRaqFtWyk8MiHhMeE2hQdAaHQojyMfJ4rFyCg0iuaF6rGjqiLcSVEsOwk1GjFGig+JJHMhxUdmQK8Xi9NbtiRfQjGdWRP6lEEIj4IF4ZdfnGurxC7cdG5oFI1d5c89dB5OsCjr8fgxnDtnfYzRKOJAoqNFmRyJRJI5SFGFU0kas2QJbNpkPnbDJDxy5ozf5u0toumOHJFZLpkUV60rrYu3tlpkTKtoaRLYRHaJTSEG84VZUz1WIpGkP9LzkRn4+efkno2EGI0QEiLqfnh4gJ8fuLg41USJ47xf933+ufSPxecNqoEP633oRIuyFvfugaen6DhgCUWBEiXEOIlEknmQno/MwLlztjNW9Hp4+FCUVpfC44WgUWAjfm/3OxpFk8gDolW0KCj81PonWhZvmYEWvrgsWQJVq0JUlO2xwy2XWZFIJBmE9HxkBtzdITTU9jgPGRuQnqiqyqYrm/j5yM8cvn0YF40LrYu3ZmjNoVTKVylFc/ar2o9GgY349eiv7Li2AyNGGhVuxLvV36VU7lJp/ApeDi5ehDfftJ4EBsKZ2LIlDBzoHLskEon9yFTbzMDgwfD779bPpgULwubNsHy5WIIpXBh69oRcuZxmZlZGVVUGrR/EzGMz0SrauIJbOo0Og9HAzHYz6V/VRk6nxCm8955YqbSVgT5+PHz0kXQUSiTOwpHrtxQfmYHz56FiRREVZ+nPUbmyqHaq1YpbOoNB/DxuHHz8sayilEp+PvwzQzdY7pOjoHCw/0FqFqjpRKsk5ihaFK5dsz1u925oINvSSCROw5Hrt4z5yAyUKSMWsXU6IShM6J6vigUEwOnT4meDAWJjRYxIbKyoDTJ1qvNtzkIYVSPf7v/W6hitRssPh35wkkUSa8TEpO04iUTifKT4yCx06gT//QejRkHp0lCkiNg2fTrcvGk9IHXcOPsLk0mScfnxZa6HXrc6Rm/Us/aC7M6cGahWLV6XW0KjgXLlnGOPRCJxHBlwmpkoWhS++UY8TAwcKM601ha4nz2D1atFDIjEJs9inrH8/HKuPrmKj5sPZfzK2LVfrDE2nS2T2MPgwbBmjeXndTpRsy9fPufZJJFIHEOKj8xOcLDtsH6tVoyT2GTmsZmM3jya8JhwXDQuGFQDRtWYKMjUHBpFQzk/eSudGXjlFXj7bZgzJ/lzOp2IwZ42zfl2SSQS+5HLLpmdPHls+5gNBjFOYpU5J+bwzrp3CI8JB4Qnw1T+3KAaULActGtUjQytaTkgVeI8FEUkh02dmrjAr04HXbqIwr+FCmWcfRKJxDYy2yWzs2MHNG1qfYyHB9y9K8quS8wSY4gh/9T8PIp8ZHWcuX4sGkXDK0VfYW3PtS9Mt9eXBb0e/v1XFBsrUcLxzPP79yEyUogYV9f0sVEieVmQ2S5ZicaNoVGjxFkwSfnoo5dOeJy9f5YfD/3Idwe+Y8/1PdjS0Jsub7IpPLSKlsAcgbho4gtD+Lj58GG9D1ndY7UUHpkQnU5kodeu7ZjwWLIEqlSBvHkhMFB0LBg9Gh5Z/4hIJJI0Qp5NMzuKIoJJu3YVRcZ0OrHNaBQ1QT74AD7/PKOtdBp3nt7hzRVvsiNoBwoKiqJgVI2Uzl2aRZ0WUdW/qtn9boXdQkFBxbJIMagGCvsU5nD/w5x7cA6dRkflfJXxcElcWTbGEMPDiIdkd81udwt6o9HIqFGjuH7zOosWLMIzQbMRvV7Pu4PfJSIigrlz5uIqb8HTlS++gC+/FBkxJsLC4IcfxFftwAEhRiQSSfohxceLgI+P6Hp7/Li4ZTNVOH3rLVH59CUhJCqEBnMbcCP0BgAqapzH49KjSzSc25AjA46YzV7J5ZnLqvAA4fnw8/Qjl2cuGhROXp3qztM7TNoziTkn5xARK7qZNS/anA/rfkiMMYYrj6/g7eZNm5JtyO2ZO24/o9HIO++8w6zZs9C4aGjTrg3r167H09MTvV5Pr169WPL3EhSNQlhYGMuXLZcCJJ04eFAID0ievW4wQFCQyHZfsMDppkkkLxUy5kPywvDVnq/4fMfnyWIyTOgUHR3LdOTvLn8ney48Jpy8U/LGiQZLrOq2ig6lOyTbfu3JNerMrsPDiIeJsmI0aDAi7DHFi7hoXHin+jtMfWUqOkUXJzzoAOQAzWINDes3ZM2qNQwcOJAlfy9BfV0FF9D8reHVVq9KAZJOvPmm0O/WEsh0OrhzR3o/JBJHkeXVJVmSwO8DbRYD0ypaHrz/AF8P32TPfbnrS77Y+YXF/crnKc/RgUfNxnY0mteI/Tf2o1dtpD0/R6No6FSmEzm35mTm7zOF8Kj8/MkgIUByeOXgyZMnQniUff7cpXgBsnrVajQaGZaVlhQpIrwbttiyBZo3T3dzJJIshQw4lWRJbj+9bXOMQTVw5+kds8992vBTxtQZg4KCVtGiVbRxQqOKfxU2vbnJrPA49+Acu6/vtlt4gEjNXXZmGYuXLEaTSwOlEzwZCMaeRkIISSw8AIqA6q+yefNmHsnoxzTHXi0nNZ9Ekr7Ir5jkhcHL1cuucea8HiC8Ed++8i2Xhl3io/of0a18N/pX6c+2t7ZxuP9h8mbPa3a/g7cOpshenYuOxp82xjPGE+1iLUQleDIQjMOMiYWHHjRLNeju6li9ajV+0u+f5rRoYbtsjru7KOEukUjSDxlwmtUIChIVmM6cATc3aN0auneHBNkVLypvVHiDX4/9it5o3gOhUTTUKlCL/F75rc5TLGcxJjadaPdxrRUfs4beqCckdwjbt26nafOmRC6OxNDTAO7mBgvhob2mZc3qNbRq1SpFxzTHuQfnmHV8FhcfXcTLzYuOpTvSsXRHXLQipVhVVWIMMbhqXVGc0B3ZYBDx03/9JVJbCxUSFUtr1Ej3QzNkCMycafl5rVbY4uOT/rZIJC8zMuYjK/HNN6Lmh0YjzvAajQjp9/ODf/6B6tUz2sJUcfnxZSr+UpFoQ7TFoNN/ev5D6xKt0/S4lx5douRPJR3eT6NoaFOiDWt6rOHgwYPUrVsXtYIKncwM3grshRUrVtCxY8dU2wxi6WfkppFMPzQdnUaH3qiPKyNfJEcRfmr9E3+f+5u//v2LaEM0OT1yMrDqQEbWGUmebOlTMff+faGHjx+Pb1lk+r9rV/jjD6GZ05NffhH9YRK2TFIU8aheHbZtg+zZ09cGiSQrImM+XkYWLIAPPxS1PwzPszFMuYSPHwt/8927GWdfGlA8Z3E2vLEBL1cvUePj+T+NokGn0TG7/ew0Fx4AJXKVoEXRFg4XGTOqRrqV64Zer+f7778HhcTLLAkpCRpXDdN/mk5EhPWMHHv5eu/XTD80HSDOW2TK1Lkecp02f7Zh0ZlFRBuiAXgc+Zhv939Lld+qEBQSZPb1pOZexWiENm3g9Gnxu+nCb/p/2TIYPjzF09vNu+/Crl3w6qvxtfuKFIEpU2DnTik8JBJnID0fWQFVFbWlr1yxPEajEcXIxo1zmlnpxdPopyw8vZDtQdvRG/VU969Ov6r9yJfdsTamUfoodgXtIiw6jGI5i1ElXxWLyw53nt6h7uy63Aq7ZbUBnQmdoqNQjkKcHniafn368ffSv5MHlyYlKD4N11QHJKVExEbgP9WfsOgwh/fVaXTUyF+D/f32E2OIYfbx2fx05CfOPziPTqOjVfFWjKozisaBjR2ad8sW0RTOGlot3LyZuGdLemLS6rbiQCQSiW1kqu3LxqlTosa0LYoVg8uX092czI5RNTJ572S+2fcNIdEhcdsr5KnA9NbTk11UVVXl4K2DzDo+iwM3D/Dfo/9sFiwr5luMLb228MmQT1iyZEly4aEHzgBlSBwDEhQvQLZs2oIuhVfFtRfW0v6v9ina18SBtw/w8faP2RW0CyDuNZuWcL5v+T0jao+we74BA2DePOs1NhQFfvpJLItIJJIXC0eu31LvZwVCQuwbFxqarma8KAzfMJyfj/ycbPvZB2dpsaAFm97cRNMiopnf0+indP67M1uubkGn0WEwGmwKD4ANb2ygYPaCbN22FcVXQQ1MsM/z4FLjBSPaE9rEQaj5gbxw6OAhQkJCyJ07t7npbRISFZKi/UwoKLRZ3IbHUY+TPWdawnlv03vUDahLjQL2RYqGhMSvCFpCq7X/4yyRSF5cZMxHWhIZKW7t+vUTIfO//w7PniUeExYGM2ZA377Qvz8sXgzR0ak7buHCtsdoNKKD1kvOybsnzQoPEB4Rg9FAh7868M66d1h/cT2vL32d7de2A+Kia4/w0CpaVv23ChcXF3Zs24GP6oN2oRYiSJTVMmXKFDxCPOLTcGNA85cG10eubNywMcXCAyAwR2CK9wXh5TAnPBKi0+j48fCP9tsUaL0/IgiviD0fZ4lE8mIjl13Sil27oFMnEdxpcpXr9aLb7JIl0KoVrFgBvXoJkWI6C+v1kCcPrF0LNWvad6zISJg7V4TtX74M2bKJfuD37iVvWJEQLy+IjRX9YAYOFI+XLKdw8PrB/H78d4vpuiZMWSEpwUXjwpi6Y/iq2VcA/PvvvzRs1JAw9zDU7CraoPh02iNHjog03ByRqDoV17uubNqwiYYNG6bo2CaMqpHi04sTFBJkl2BKKfmy5yN4dLBdY8+dg3LlrI/x8hJx0VkgM1wieemQ2S7O5tw5IS5M/mK9Pn5hOzwc2reH2bOhSxchHFQ18ZhHj0QtZ3vqPoeGQsOGMHQonD0LUVFi//v3hfCwVqfh6VMx/vJlkZJbvToE23fhyCqce3DOpvAAUiw8QHhIArwD4n4vX748u3ftxjvKO5HwAKhRowbbt27HI8QjzYQHiDTfH1r9AKS8Tok9GIz2v09lywq9a+0j+u23UnhIJC8DUnykBd9+K4SEOa+D0SjExiefiLOuOUeTwSBEyQ8/2D7W0KFw4oSYJ+FcpsV00zaNxvpZ3miEa9fgjTdsHzMLkd01e7pejAFcta50L9890bby5ctz/Nhxjhw+kqyAWI0aNTh+9DjHjhxLE+Fhol2pdqzotiKucqtGEV93raKlSWATNIoGrWJjHcQKOkVHnYA6hMeEs/fGXnYF7eJxpPWlmhkz4IMP4mt5mByAOXKI4l/vvJNicyQSyQuEXHZJLQaDuFWLiUn9XL6+YtnGEvfuiSUTW+kCvXuL7JcjR2DRItvH/fdf2/7wLMLs47Ppv7Z/uh7jq6Zf8XGDj9P1GI6gN+rZdHkTlx5fIrtrdtqWbEu+7PnYc30PX+35ik1XNqGi4qpxJcbo2Oe4c5nObLy8kWexIrbJVetKzwo9mdJiCrk8c1nc78kTWLNGfNwDAqBtW1HWXCKRvLjIVFtn8vSpiOtICxRFiBlLHou//4Zu3WzPU68e7N0rxi5bZj0ORKOB775zTnWnDOJW2C2CQoLwcfOhqG9Rik0vxsOIh6laWrHGzt47aRTYKF3mTg9Co0IJjQ7Fz9OPWrNq8e/9f+2KE/HP7s+9Z/eSVZvVKlqK+hblYP+D5PTImV5mSySSTIaM+XAm2bKJR1qQN6/1pZLYWPvmMXlhYmPNL/MkRFHsn/cF4+Tdk7Rc0JKA7wJoMLcBFX+tSKVfKzGs5jByeuRMl+UXBYXzD8+n+bzpiY+7D4V8CuHh4sHwWsNtCo/cnrnpWb4nd8Pvmi1zb1ANXH1ylf/t/l96mSyRSF5wpPhILRqNSKu1VgxKpxP5g9byDLVaUYXJGlWr2rZHp4vPmqla1bqYAeFpsWfeF4zDtw9Td3Zdtl3blmj71SdX+WzHZwyqPojvW31P7QK1cdW62pzP3tgIFRV3nf3rB0EhQXyw5QOKTS9G/qn5afZHM5adW+ZQIGda0qdyH9qVbGdWmGnQUCVfFYJGBHE0+KjVeQyqgVknZhGtT2UauUQiyZJI8ZEWjBkjcgTNiQutFjw84McfwcVFiJWk6HSi+dvQodaPU6YMNGhgXcTo9TBokPi5Xz/zx0toW/Hi0Lix9eO+YKiqSp9VfYg2RCdbWjHd1X+5+0taF2/Ngf4HWNltZVyfmKRoFS0V8lTg6oirNCxkOxhUg4ZXitmoIf6czVc2U+bnMkw7MI2rT64SHB7MrqBddFnahQ5/dSDGkAZxRA6i0+hY3nU5k5pNwj97fI1zX3dfPm7wMXvf3ou7zp2Ljy7a9JCERYcRHP5yZVNJJBL7kOIjLShUCDZsEJFzIMSEyRNSqJDoVtWuHWzdCvnzJx9Ttizs2SPqfdhi1iwRY5LU02LycEyYAOXLi5/9/UV6ASQXIVqtqA2ycKFt78gLxoFbBzj/8LzFzrcgRMXMY6K3+qslXmVpl6XkcM8BiDodJk9H48DGbO+9nQDvALsupDUK1CC/V36b4+48vcNrf71GtD6xQDL9vOHyBj7Z9kn8dqOB/x7+x+l7p3kW8yzZfGmJi9aFD+t/yM2RN7k07BL/DfmPu2PuMrHpRDxdPOMa+dmDmzadW9RKJJIXEllePbUEB8Nnn4msElOl0uzZRdDnsGGim6zpwl+vnqjlsWGDyETR6aBJE7HdXgFQsiQcPSqOuXRpfOZL6dLw6afJU2cHDBAiZPx4sR+IY736KkycCBUrpvotsEhsLKxbBydPCqHTsqWoLZLOnL53GgXF6p25QTVw8t7JuN87l+1M25JtWXF+BecfnsdD50Hbkm2pkLcCAMeDj3Pp8SWbx7YmeBLy29HfiDHEWLTRqBr55egvfN7wc+acmMPUA1O5/fQ2AB46D/pW7suEJhOsZpSkFq1GS/GcxZNtVxSF1sVbs+HyBos1UzRoKJunrMPN/iQSycuBFB+p4c4dqFVLlGRMmP4aGgrr14t60knbeGq1Iq+wbduUH7doUVGW/aef4MYNIXaKFbMsYEzHCwoSOY4FCtjnZUkNW7bAm2+K4mc6nQh8/ewz8X4tWyZShtMJV62rzSUBBSXZXbmbzo0eFXqYHX8v/J5dx74bfteucWsurLGZbRMRG0GnJZ3YHrQ90fZIfSS/HfuNzVc3c6DfAXJ7prwMe0oZXWc0ay+utfi8ESMf1P3AYpdgiUTyciOXXVLDyJHJhQfEZ5j8/LNYckkvcuYU9TyKF7fPcxIYCFWqpL/w2L9feFYePBC/6/XxRdCOHRMVWtOxyV3zos3tymR5tcSrds+ZJ5vt90xBwd/Lvl7wUfoou8YlFR4mDKqBa0+u8dn2z+w61pJ/lzBx90S+P/g9155cs+vY1mgU2IjpraYDJFqCMf38ft33ebPim6k+jkQiyZpI8ZFS7t2D5cutF/zS6YQAedn45JPkFVhN6PXCAzN7drodvpBPIV4v+7rFDBUNGnzcfRy6OFb1r0qJnCVsipq+lfvaNV/lfJXtipuwlmVjUA3MPzWfsOgwi2MWn1mM/1R/ui/vzvhd4xm9eTTFphej29JuhMeE22WrJYbVGsbq7qspnbs0LhoXdIqOwj6FmdN+Dt+0+EZ6PSQSiUWk+EgpZ87Y7g+u18Phw86xJ7Nw44Zosmfrvfn993Q1Y2a7mRTLWczsc0aM1A+oT3bX7HbPpygKk5pNsrico1N0FPEtYregebfGu1Z7zGgVrV3N7aL0UVx8dNHsc8vOLeONFW8QEhUCiEqnRtWIisry88tp92e7VKX0Ljy9kE5LOnH+wXlijbHoVT3XQ6/z9pq3mbx3cornlUgkWR8pPlKKi4t946zV/8iK3Llje4yqwu3b6WpGRGwEt0JvWfRUrLu0zuELZOeynZndfjYeOg8UFHG3/9x7US5POXb23mm3oGlQqAEDqpqv66JVtGRzzWb3XDqNDoPRwLqL6+i4pCNVfqtCiz9a8M46y41SDKqBnUE72XRlk13HSMqhW4fovao3BtWQSCCZBNVH2z5ixfkVKZpbIpFkfaT4SCnVq4tAT2vodNC6tXPsySzktjP4MVf6ZWmAyCaJNkRbDTydcmCKw7U03q7yNsGjg/np1Z8YUHUAI2qNYGfvnZx45wQBPgG2J3iOoij82vZXvmn+TaJ4EgWFV4q9wqH+h2hbsq3NpZncnrkp7FOY5gua0+7Pdqy9sJaTd0+y7do2m03etIqW2cdTtvw17cA0NFZOHxpFw9d7v07R3BKJJOsje7ukhjFjRF8US71TNBqxPFO2rHPsiYkR2SxeXhnbl7xqVTh1yvL7otXC55/D2LHpZkK5GeU49+CczXG7+uyiYeG06ySbEmINsRwLPkZEbAQlc5WkoLfIBDp8+zC1Z9W2KKAUFCY0mcC/9/8VVVFT0Kummn81jg60Xq00Kaqq4v4/d7uE293Rd+O66kokkqyN7O3iLCZOhKZNxc8Ji3jpdOL3uXOdIzyCgkRV0xw5IF8+IT5eey3j4k2+/NJyTxmtVthpqsKaTtgbTJneBbvswUXrQu2CtWlapGmc8ACoWaAmP7b+EUicUaJRxGetQ+kOdC/fnb/P/p0i4aFRNClK0zWqRrs9RhGxEQ7PL5FIsj5SfKQGd3f45x+YM0ekvLq7g48P9Owpioi99Vb623DunPA0zJ4NkZFim9Eo6ozUqwerV6e/DUlp00YIL1dXkQKcsJqrvz/s2CGa6KUj5fzK2dWPpWSukulqR2oZUnMI+9/eT+cynfFy9cJD50HN/DVZ2HEhy7os459L/6Q4q8SoGnmjwhu2ByZBq9ES6BNoc5yni6csMiaRSMzykkVDpgMuLtC3r3g4G1WF7t0hLCx5doleLy78PXqIINAcOZxrW+/eoqT8/PnxFU5btYL27e0P1k0Fg6oPYsPlDRaf1ypaGhRuYDEjJjNRJ6AOdQLqmH0uPCYcjaKxu7KqCZ2iI9A3kC7luqTIpnerv8tH2z6ynP2j0dGnUh88XDxSNL9EIsnaSPHxInPggIgpsYSqQlQU/PEHDB/uPLtM5MwpCrFlAG1LtqV9qfasu7gu2YVZq2hx07nxQ6sfMsS2tKREzhJWU3ZNKCgoioJG0aA36imZuyQb39joUAdeE8eDj7PozCKracd5s+Xl80afOzx3QlRVOPNcXV++pDGJJKsjl11eZPbvt97hFoT3Y98+59iTidAoGpZ2WcrI2iPx0CW++65ZoCb7395Pxbzp2NfGSbQv1R5fd1+bxc8G1xhMl7Jd6FWxF+Mbj+f9Ou9z/uF5Yg2xDh3vzL0zNJjbgLMPzloc06JYCw72P5jiJZewMBE2lD8/ZMsGbm7CibZnT4qmw2gU+/7xh1iFjJBhKBJJhiPvJ15kZAVJq7hqXZnyyhTGNhrLruu7iNJHUdavLGX9nJR95ATcdG7MaDODHst7WGym93H9j/mq2VfMPDaTz7Z/xoOIB3HP5cmWh0nNJvF2lbftOt4HWz5I1ok3KV3LdU0UOOsIjx9D/fpw4UJ8spTRCBs3ijCm33+Hfv3sn2/9euH0u3o1fpuXF4weLRKukjZ7lkgkzkGm2mYW9HrYvVs0YsuXDxo0sO3VOHQIate2PkZR4McfYciQtLNVkulYcX4FozaN4nro9bhtvu6+fNbwM0bWHsl3B79j9ObRFvef3mo6w2oNs3qM22G3CfguwGrtFI2ioXr+6hzqf8jxF4FoyrxkieUCuRoNnD8vmjvbYu1a6NBB/GzuLDdoEPzyS4rMlEgkZnDk+i3FR2Zgzhz49FPRpM5EwYIwebLInLGEqkK1anD6tPmztaKIeh937sDL8l6+xBhVI3uu7+Fm2E1yeeSiaZGmuOnceBjxkPxT8xNrtLzE4qZ14+6Yu+Rwz2FxzN4be2kwt4FNO3J65OTRB48ctv/ePfGxt9YuSauFYcNEeR1rGAxQqBAEB1vO+gYRC12pksOmSiQSM6RbnY9JkyZRo0YNvLy8yJMnD6+99hoXLlxINCYqKoohQ4aQK1cusmfPTufOnbl3z7525C8lP/wg/Mh3k7Riv3VL3AZa64GiKOI20dc3uZfElN66dKl14XHrFqxZA+vWxXehlbyQaBQNjQIb8WbFN2ldojVuOjdA9GCxVQckxhDD4jOLrY7xcvWyyw57xyXl4EHrwgOEqNhuvtFvIrZsEZrbmvDQ6WDWLMdslEgkaYND4mPXrl0MGTKEgwcPsmXLFmJjY3nllVd49iy+UNPIkSNZu3YtS5cuZdeuXdy5c4dOnTqlueFZgocP4f33rY8ZMUJE4FmiRAlx+zZsmFjMBpHK2qWLKDJmqbz7nTvQsaO4PezQQUT05c8PffpASEgKXowks3Lp0SWbNU90Gh2XHl2yOqZC3goE5gi0GtyqVbT0KN8jRXba64O1VDg3IZcv2w6J0uvhovmefBKJJJ1xSHxs3LiRPn36UK5cOSpVqsS8efO4ceMGx44dAyA0NJTZs2czbdo0mjZtSrVq1Zg7dy779+/n4MGD6fICXmgWLLDa/fUWMDIykru//ZbsuStXrjBq1CgeP34MBQoIP3RICISGinD+xYtF4TNz3L8PdeoIb0fCM75eDwsXQuPG8CzjK39K0obsrtmtxmkAqKg2G9lpFA2fNfjM4lwaRYO7zp13a7ybIjtr1LAdAKrTQUMb1fANBrESaUvMaDTxet0Sx45Br17CeejmJpZoZs4UnQwkEknKSVWsd2hoKAA5c+YE4NixY8TGxtK8efO4MaVLl6ZQoUIcOHDA7BzR0dGEhYUlemQJVFWkwo4cKQqQjR8P168nHnPxosWg0ltAY+B7oMlXX3E3wbLM5cuXaVy/Pt999x3NGzcWAgTE2dTb23ZRhP/9T3SVNefjNhhE7ZAZM+x8oZLMTqcynWzWAtEb9XQu29nmXG9XeZsvGn4BJC75rqCQzSUb/7zxD4V8CqXIzgIFhBPO2sdXr4d3rWgbvR5ef936aqUJoxE6W3nJCxdCzZrw11/w9KkQHGfOiEDVFi3iCwpLJBLHSbH4MBqNvPfee9SrV4/y5csDcPfuXVxdXcmRpJpm3rx5E108EzJp0iR8fHziHgEB9ncGzbQ8fiy8B/XqwU8/ibPYl19CkSLw4YfxfuNs2czenpmEhx7YAjwNDaVJgwbcvXuXy5cv06RBAzwfPGATcPPcucQCxBbR0aIUuxWPC0Yj/PyzI69YkompWaAmDQo1QKeYv6prFS3NijSjcr7KNudSFIXxTcZzdvBZ3q3+Lg0KNaB50eZMfWUq19+7nuomfTNmiKDTpJrc9Pu0afD8dGOWb76xr6OAVguFC4OlFeELF8QKpNGYWKOrqnjs3Qsff2z7OBKJxAJqChk0aJBauHBh9ebNm3HbFi1apLq6uiYbW6NGDfWDDz4wO09UVJQaGhoa97h586YKqKGhoSk1LWMxGFS1dm1V1WpN56nkjwkTxNg9e5I9dxPUYqAWBvXa820XQS2g06mlixdXC+bLp5bUatXnsXTqaVBza7VqlQoV1EePHtm2LyjIsl1JH7Gx6fteSZzG/fD7auVfK6uMQ9WO1yb6v/pv1dVHEXZ8dpzEgweqOmqUqnp7x38UGzRQ1XXrrO8XE6OqefLY99EOCFDVixctzzVihKrqdNbn8PRU1bCwNH3pEskLTWhoqN3X7xSJjyFDhqgFCxZUr169mmj7tm3bVEB98uRJou2FChVSp02bZtfcjhifKdm40faZz3TWMhpVtUaNRGe5waAC6q4k+5gESELhYXoseb7P+PHjbdt3/759Z2edTtgnyTLE6GPUpWeXqm0Xt1Wr/VZNbbe4nbr83HI11pA5RWZMjKrevq2qSU4nFjl1yr6Ptqenqj57Zn2uEiXsm2vFilS/TIkky5Bu4sNoNKpDhgxR8+fPr140c9sQEhKiuri4qMuWLYvb9t9//6mAeuDAAbuO8cKLj169bN8ygaouWiTGBweratmyYptGo14HtSioRUANSrJPCKjPkmz7F1Q/rVatVK6c+uDBA/tsrFFDVTUa68Kjc+f0e48kknTg2DH7BIOXl+25AgPt1+hvvaWq9+6l/+uTSDI7jly/HYr5GDJkCAsXLmTx4sV4eXlx9+5d7t69S+TzyCsfHx/69evHqFGj2LFjB8eOHaNv377UqVOH2rYqcWYV7t+3XaxAo4mvqZEvHxw/LuJCmjalUPny7GjUCCV3bprodCQMUfUBPBP8fhZootWSv3Rptu7cSe7cue2z8aOPrOcrGgwwapR9c0kkmYSSJcHDRhNdrRaqV7c9V+3a9jWz0+tFYlmtWuKrL5FI7MQRVcNz937Sx9y5c+PGREZGqoMHD1Z9fX1VT09PtWPHjmpwcHC6KKdMydtv2+f5+Ptvq9Ncv35dLRIQoBbR6dRwM/vfTYnHIyFffRV/62aaV6sVHpE5c1L44iWSjGXwYOvhVqCqy5fbnsdMOJbVh1arqoMGpf/rk0gyM45cv2V59bRm925o1Mj6GB8fUffZym2aKasl28OHnNDrSTryIVBZp8MrMJAde/aQL18KOoieOiXSC/buFd6Y5s1FHqM9jTMkkkzI48dQt64oMmYuoatXL5g/376ejGPGwNSpYqw9Z0l3d+HQzG69XIpEkmVJt/LqEjto0EBUFbVWLWniRLuEh+fDh+wwIzwAcgM79HqeBgXFpeE6TKVK8NtvcPasKGDw3XdSeEheaHLmhAMHRB/FbNnitwcEiI/3vHn2N4P+9ltRfr14cfvGR0XBtWsOmyyRvJRI8ZHWKAosWybKm4NYZHZxEdvd3cWt1NChFne/cuVKnPDYqdfjn+C5B0BIgt9LkAYCRCKxgqrCjh3QtSsUKwblyomQoaCgjLYsMSdOiBZJJUuKeI2YGNED5t9/Rc2OoCB47z3bFVQToihizgsXEgsZa7i5pcR6ieTlQy67pCdXrgghEhoKgYHQrZtYcrHCkCFDmDFjBjuBhIs3Z4GmOh3ZEIKjcILn/ga6ARMmTODzzz9P29cgeWkxGkU1z99/F8GXpjhqrVY8li6F9u0z1kYQzZ8/+iixjTqdWHaZPt2q1rebnj3F67UUS64oomjZlSuOCRyJJCvhyPVbio9Mxr1792jSoAEh166xU6+nJPHCI1+pUjwNC4Pg4DgBchRoodVSumpVNm7Zgo8NcSOR2Mu0aTB6tPnnFEVc4M+eFb0NM4o1a0RJdmts3QrNmqXuOIcPC4+KtbPlTz+J5R6J5GVFxny8wOTNm5cde/aQo0gRGut0rEIID/9Spdi2cyc79+4Ff3+a6HSsRAoPSfqg14uYB0uY8jwyugr/5MnWPQ1aLUyZkvrj1KwpwqNMosuE6eeBA2Hw4NQfRyJ5WZDiIyMwGEQDivbtoWJFaNoU5swR3WhJLEA6Av6lSsXV8ShUqFCcAOkEUnhI0oVTp8BWCJFeDytWOMcec4SGit6NtkrWbNoEsbGpP96AAaIkz1tvQf78kCcPtGwJGzbAr7/aH8gqkUjksovzefoU2rSBPXvEbZnBIG7djEbReG77dhEfgliC+fHHH3nvvfeSFRC7efMmM2fOZMyYMakTHk+fCiF07x7kzSt82Lb6jEuyPH/9BT162B6XO3d8vTxnc/cu+PvbHgcQHm5/0KhEIkkZMuYjM/P667BqlfkiBDqdSCk4ezZ5W8+0RlXh669Ft93IyHgh5OEBn34Kn3wib+VeUk6fhvr1hS61hlYrxu3c6RSzkqHXg58fhIRYH5c/P9y6JT/OEkl6I2M+MitXrgg/taV29nq9yOvbsCH9bRk/XgiM56Xx42yKjITPPoOxY9PfBkmmQ1Whe/e4FUCrGAwZG+eg04lsHGs6XaMRNkrhIZFkLqT4cCZr19o+C+p0sHJl+tpx7x7873/Wx0yaZHvRX5Ll2LsXzp+3rI9NKIpYPezc2Tl2WeKDD6BoUfN9WLRaUZdk+HDn2yWRSKwjxYczefbMdhEAo1GMS08WLrQepWeyY8GC9LVDkuk4fNi+OhUlSwonXnqvDtrC11cEnXbrlliAuLqKwNDdu2UIk0SSGbGjb6MkzShZ0nbHW0URhROePhUVUV1c0t6O69fFVcOaANFqxTjJS4U9wkOjEZX5XV0dm9tgELo6W7a0FS25cws9/d13cOyY+ApVrw65cqXdMSQSSdoiPR/OpH170XzC2tKLwSCqFXl7C/HRoQPs25e2dvj62vZ8qKoYJ3mpaNTIvo+Grd6JCblyRcRmeHmJAr/Zs0P//nDxYupsTYqfH7RqJdJfpfCQSDI3MtvF2fz9t4joA/PlEpO20DTViZ4/X7TkTAvOnoXy5W2PO3PGvnGSLEXt2sKDYM5Jp9EIz8Xt2/YtZxw7Bk2aiDjmhPPpdKIPyrZtUKuW7XkSlk2XSCSZE5ntkpnp2lUslj+v5RGHi4s4sycVJHq92Pb223DjRtrYUK6c8MJY8n1rtdC2rRQeLyl//SUKaCX9eOh0Yqll5Ur7hIfBAB07isyZpEJGrxddYF97zXIBMKNRdKGtXFl8PVxchDD66y/7WtxLJJLMixQfGcFrr8Hly6LQ2J9/Cq9GbKx1f7eqivrOacWiRaKyKsTfTpr+b9IEFi9Ou2NJXigCA0WX2I8+EvEUIMq/9O4tPBn29kn55x+4edNy5ozBIBKqVq9O/pzRCG+8AX37CgeciSNHRPGzwYPFV8JgEP1devcWmTcffCCy1SUSSeZGLrtkBhYvFmdaW5QpAxMmQKlSUKFC6o+rqiKe5I8/xFUgb16RIlC/viyMIIkjNlboUkc/Eu+/Dz/8YL20uYsLvPuuGJeQX34RTdqsnZ2mT4cZM+C//+JXJzUa8f/IkaKni+wwK5E4D0eu33IFNTNgr/47fx66dBE/16ghAlNr1kz5cRVFCI369VM+hyTLkx4JVwlJ+vFXVdFR1xqKIsSNyatiWtYx/f7ddyLo9NNP09ZWiUSSNsj7gsxA7dqO73P8uEg5OHw47e2RSNKAOnVsN3SLjYW6dRNve/BArEpa0+SqCtHR1jPXJ09OXqn1xg1Yt040mwsLs26bRCJJP6T4yAwUKybyAx0J5TcYxJl7yJD0s0siSQXt24vGb5aWPjQaEVPSqVPi7Wm1EPz0KWzeLH4OChIVWQMDoV07kZKbN6+ofmrqMCCRSJyHFB+ZhVmzIF8+x6ovGQxw9KjoBCaRZDJ0Oli+XKTUJtXVpsyZ5cuTFyvz84OAgLSx4ckT4e2oVUt4OxIKm6go+PlnePVViIlJm+NJJBL7kOIjs1CwoBASI0Y4Xg9ahvdLMil16ogMmR494mNHXFxExvmRI9CwYfJ9NBoYNsx2sKg9waQBASLu4/Fj81k3RqPoyrtoke25LHH5MnzxhSic9tFH8l5AIrGHlyvbJSwMTp0Stz+VKolyi5mR2FhxtmzXTpyhbbFunfApSySZmKgoCAmBHDlE8V5rxMSIUjPbtiXOQDdl3NSrJ5rgWaNgQZEy7O9vPTZEo4GqVe37qiVEr4ehQ0UGvFYbb5teL+qbLFwInp6OzSmRvMjIImNJCQsThQHy5hW3Wo0aiSWOd9+F0NCMti45Li7C1q5dbd/eZc8OjRs7xSyJJDW4u4uvnS3hAWIpZt060Vy5QIH47YGB8P33sH07tG5t/esxbZpYcrHVTsloFOm6jjJ6NMycKX42GMRxTMdas8a+7HmJ5GUl63s+wsOhQQNRqSip31WrFVU89+4VF/HMxqNHIhj16VPzBcgURfh5v/rK+ba9xKiqyobLG/j58M8cun0InUZH6+KtGVZrGFX9q2a0eVkOo1GUoVEUIV5MHobISNEzZuFC4cw01fjImVNkoffoIbLTy5a1fYzcuUWWjb0EB4slHUsF1EycOCEqtEpeYlQV7vwDF3+Cx0dAcQH/VlBqOOSsktHWpSmOXL+zvviYOBHGjrVcPVSjEc9/8UXqj5UeHDokMmESChCdTtxidesmzryy4YXTUFWVd9a9w+/Hf0eraDGo4uqj0+gwGA3MaDODQdUHZbCVLx4nT4quA+HhULw49Owplmfs4dYt4WkIDxdavV27+CBWo1HMFxRkOYtGpxPdCxwpIPzDDzBqlPWixDodvPcefPut/fNKshiqEQ4NgKtzQNHC8/MFik78XPM3KD4gY21MQ6T4MKGqkD+/uG2yRt68cOdO5i2H+OgRzJkDy5aJM2y5cvDOO6I8uqxE6lRmHJnBkH8spzcrKOzvt5/aBVNQu+Ul5PFjsbq4bVt8FVW9XoiHb78Vgaep5bffhIfEHIoiHKAnTjjWyujTT4V91uqYaLVi6WX+fMfslWQhLkyHYyOsDFDglYOQOxXFIjMRMubDRGiobeEBcO+eiITLrOTKJco5HjokOtL+/bdosCGFh1Mxqka+3Wf9Nlar0fL9we+dY9ALjl4v6m3s3Bn/e2xsfAGx4cOF5k4tAwcKLwUkdhJqteL3P/90vIdi/vy2l1wURYyTvKSoRjg/xfoYRQsXfrA+JouStcVH0gIC1nBzSz87JFmCq0+uEhQaZHWM3qhn/aX1aXbMU3dP8c7adyg+vThFfyhKn1V9OHI7cVpGeLjocVKzJhQqJArmzpyZvLpnZmPtWpFhYu0i/vHHtquk2kJRYOpU0caoWzcoUUI4D0eNElnqr7/u+JzdutkuyaPXi1ZJkpeUp5cg4qb1Maoe7qyzf85nN+HUZ7CuLKwqDDvbwu31QuiY48E+2NcTVheBNSXg6DAIPW//8dKRrB0s4Okpgk3377d8htNqRTGCbNmca5vkhSNaH23XuBhD2lSs+vHQj4zYOAKtRoveKNIobobdZP6p+UxsMpFPG37KjRsi2SkoSOyjqiIG4vBhccHduVOkmmZG5s8XXz9r4uP+fZHZ0rJl6o9Xt27yUu4pJXdu0UH3f/8z/7xGI5ZcypRJm+NJXkAM9p0vMFo5Xxii4dYqCD0LEbchaJEQLKbYkcjbcGc9BHSGen+C5nkxHVWFkx/C+W+fx5c8T8O69CtcnAG1Z0PRPil9ZWlC1vZ8QOLuU+YwGGDMGOfZI3lhCcwRiIfOw+oYjaKhfB4Hffhm2HZ1G8M3DkdFjRMeQNzPn+34jBXnV9K2rWhbr6rxAZWmn69eFfUmMldUVzy3b9teugD7Vk4zggkT4JNPxNKNRiMy5E31Pt5+WxQtlrzEZC8KWlt55RrwKiO8EdGPEj91cyWs9Id93eHfSSJo1RgdLzwg/uebK+DMuPjtV+cJ4QHxwiPuZyMcfBseZmxfsKwvPtq1i789Sbjga/r5yy+hQwfn2yV54cjmmo2+lfuiVSz7242qkWE1Ux8lOWX/FKvH0SgaPtvwDWfOWK5jodeLMKHM2nvQ3m4CefOmvy0pQaMRp5bbt0VNkffeE1nv167B7787tuoryYK4ZIcivUVch0WMEHIC1peF5X6wqz08OQl3NsKezhAT8nycjWI1qHDhR9BHiLuNc5MBazGBChwfBWnkpU0JWTvbJSEHD4rkf1N0W6NGojxhnTppdwxJludhxENqzapF0JMgjCRfZ1VQGFZzGFNbTkWnSdmqpt6ox22iG0ZL67gJ0E55jCHc1+LzOh18+KHIOM9sLFsGXbpYH5M7t0hEM5Vml0heKKLuw6baIvZDtSUgeC5UdOCZH55dBzPnGKs02QxeJWBNEfvGu+aCWjMhoJPtsXYgs13MUbu2qIlx65Z4LFokhYfEYXJ75uZgv4NU8TdfHEhF5cfDPzJ4/eAUHyPGEGOX8ABQXKKsP6+IsuaZkfbtRYCsNSZOlMJD8gLjngdaHoTAN0FjhytMNYAaA8+u4bDwADBEgcGBNs0xj2HP63D7H8ePlUpeHvEhkaQRLloXzj44a/F5FZXfj//OhYcpa/jnofOgoHdB2+OUHOhD/ayOiY21r8JnRvDpp6L8uSXGjRPlbCSSFxr3PFBnLnS6Cy32Qen3beyQisUInzKQrZAdsSZJjnVitNODw6T4kJgnOlqUnPz+e5g3T1SDkgCw9OxSm5kvOo2OeSfnpWh+RVEYUmMIGsXy11OraBlY9R3cXa0v7WTPLtJCMxu7dsEUKyUQtNr4DB4QjeZWrYr/OD56ZH4/iSTzooHwK/BgF1j5bqcIRQt5GoNXcdBlgyJ9bMSaJESFsP/g8dG0tckGWTvVVpIy5s0TXbMePxZRdUajiJ4bNgy+/vqlL+d+M+wmOo2OWKPlAhSqqnIzzEaOfwIuPrrIb0d/49DtQ2g1WhoVbkTZ3GU5//B8XAl3E1pFS7GcxRjb7EMq/CRauStK4hsXU/25X3/NnFnkP/0U3yXAHAYDLF4s0oXXr4eRI4XgMH0cXVxEr8hvv5XLMpJMjmqEM+Ph/DdiWSStUbSg9YTqP4nfox6AW674Eu72EnETctVIe/ss8HJfRSTJmTcP+vaN/93UvCImRoT0P36cNmUnX2ByeuRMJgiSoigKuTxy2TXfdwe+Y/Tm0WgUTdy8e2/sRafoaF6kOTuv7yT6ec0AnUZHj/I9+K7ld/h6+NKvH/j4iJTPS5fi5yxdWujE9u1T9hrTm/37bXebjYkR4iNh30TTxzE2FqZPFx/HP/5IPzslklRzfAxc+C795s/bBKr9AD5lIXgL7H7tuchxMGbE1b7zVVrx8mS7SGwTHS3yH22Vmj91CipWdIpJmZFbYbco/H1hm0GhB/odsNnjZeX5lXT623ykuYKCTqNjR58dRMZGoqoqVfyrkNszNyAqmP75p1iOCA8XmSGNGkH9+lCpUuauvh8QIOK+beHjI7okWOPoUahWLW3skkjSlPCrsKY4qYrjAOB5ARlVD9mLQcUvwTUneJeC7IGiGNnFn+HE+6QoUNU9H7x2E1KYoWfCkeu39HxI4lm71rbw0Olg9mzR1vMlpaB3QfpX6c+sE7PMChCtoqVxYGNqFahlc66JeyaiUTRm51Gf/5tzYg6z289O9NyZM9CihWhLZFqK0OlE+uqQIcIrkJnFR4sWwmNhrciYq6tt4WH6OErxIcmUXJ0n4jscWf4wR576oHEDr5KQuzYY9RB5C1y8xHrrjhYiniSlVBiXauHhKFJ8SOIJCrJd71qvTxwJ+JLy46s/8iz2GYvOLEKn0WFUjWgUDXqjnoaFG7K863IUG1f/W2G3OB583OoYvVHP0rNLmd1+NqoKkZEidbZ58/igS9NShGkZ4+efoWBB+Oij1L7K9GPYMJg71/oYVY0XVpaQH0dJpiY8KG3meXwM9OFwdzNc+inxc4qL5d4uZtGCogLPA8UqfQnFB6aNnQ4gxYcknhw5rJ/pQdxq5sjhDGsyNa5aVxZ2WsgH9T5g3sl53H56m9weuelZoSd1A+raFB4A4THhdh3rWewzvvhCBI8+eGD7ggwwebII0sys/RLLlAEPDyGmLGFPQzmtVn4cJZkY1xxYrzRqCwVQhfCwhOpg58UCr4oAVe/SUKwfZAtIhX0pR8Z8SOK5fx8KFLAdCbh+Pbz6qnNsysKERYeR+5vcVrNmAHRPi6F+f9muPigJ2bQJXnklFQamI5s2QatWtsclzeIxx6pVskOCJJNyfy9sbWDHQA3JYzXMbUslihY63gX33Gk773NkhVNJysiTBwYNshwsoNOJQNO0aDEqwdvNmx4Velgvw65qMB5812HhARAWlnLb0ht7bfP1tf5xLFcO2rRJO7skkjTFrx741bdSc0MDhbtDyaGgSVIYzD0vaXqJVrRQsGO6CQ9HkeLjRSM8HH77DXr2hB49RNWlJ0/Sbv5p08S8EF/Pw9T9q0wZ2LjRvm5gErsY33g83m7eZpvIaRUtPCiN8UjK1mOLFk2tdemHPbZptVCvHrz5pvg96cexVCnhQXnJy85IMjOKAg1XQc7n9TMUXeL/C7SBWnOg+g/QKRgarIC6i6DVccjfKg2LkWlE8bFKmafJk1x2eZHYvl30SH/6VCz8m3qnu7uLvjWd0qY5ECDyF+fMEdF8OXNC9+7QurUUHklQVZXDtw9z5+kdcnnmol5APbQax96ji48u8vbqt9l3c1/cNgWFatk6cvSLmRDpWP69RiM8AqdOZd6MF1UVTrRz56zHr5hW+I4fFx/Ha9dEjEe3bmK7FB6SFwLVCHe3QtAiiH4AHgWhaF+RuWLpS3p0BFyaYV9DOlvkrAm1Z0OO8qmfywqOXL+l+HhROHdO5BPGxCQ/WyuKuOLs2iVuFSVOYc2FNYzZPIZLj+Ore/ln92dCkwn0r9rf4fnO3j/L0TtH0Wl0NCzckF1rA+jVy7E5NBrx2LIFGjd22ASnsmOHiEkxGpN/pDUasbq3bp34WSJ56bi/G7Y2Sv08BTqAizdotJC3GRR63YHeL44hxYc57twRt4I6HdSqBS+CsNm0SdTT2LlTFAAzeTrModWKs/X69U418WXl77N/031Zd0DU40jK5OaT+aDeB6k6xqVLULKkY/sULQozZ0KzZqk6tNPYtg0GDoSrV+O36XTQr59YUXRPn3NkpkRVYcMG8br37hW/160LI0ZAu3aZ14slSSdUFTbXFT1X7PF+KLrE41x9ITZcbFM0iNRaPbj5QaN1kLtmmpssxUdCbt2C4cNh9er42ysPDxgwQNSf9vBI/THSg08/FXWlbdXdSIiiiCJhL4KweoGJ0keRf2p+QqJCzAoPEPEaN0beIL9X/lQdq0ULoT1tJSBpNCKtdvt2qG29qGqmQ1WF0+7CBdGHpmVL8LPerDfLoarwwQei2V7Cr7zp5yFD4McfpQB56Yi6D9tfgZBTmM9+0QIGKDkcKoyH4I0QGyoeJz8kLlU3IaZeMK+eFtVR0xBZ4dTEnTvCy3H/fmK/bmSk6Gx18qTwT7u6pv2xY2JE3EREhLh9LVTI/n1Xr45vaOFImoOqSvHhBFaeX8mTKOtBvioqc0/M5dOGn8ZtO3v/LNMPTWfF+RVE6iMplbsUQ2oM4c2Kb+KqNf8ZnD0b6tQRlUytfRSMRuEca9kStm6F6tUz/4Xq6VPx+mbOhOvXxcf2zTehgT2ZiVmMZcviu/wm/Dubfv75Z3Eqc3QZTpLJiXkCl2fC5d8hMhjccoJfAyE6Hh8R53S/+lCwPYT8C5F3wJSar/WAHBVEgbCcVcS2QOGNZWvj55VVzQRUqQYwRMCF6VBtmlNepjmytuejXz9Rw9nabePMmcILklYYjeIs8u238PCh2KYoYnH7u+9ExogtGjWCffscEx4gRNSTJ+Dp6bjdErsZu2Msk/ZOslqfQ6to6VGhBws6LgBgxfkVdFsmetvrjeLzaCqr3rBwQza8sQFPF/N/t+Bg4aSbOVNUN7WH8uVFobHMWo7l/n3xMb9wQfxuOgtptcIZuWmTWHJ4WahTBw4fthx8q9FAhQrifkmSRXh2A7Y0gIhbWK3noWiFYCgzBip/Y/uuIvIurPS3fXzXXPD6Q4dMtoWs8wHitmrRIuvCQ6MRtxRpharCO+/Ahx/GCw/T9q1bxa3L2bPW59DrYfdux4WHTifSb6XwSHc8XTxtNpVTFAVPnfhbBIUE0X1ZdwxGQ5zwAOLm2HtjLx9ssRwf4u8vQn+++MJ+b8bZs9C2Lfz1l33jnc1bb4mYlqRhTAaDcBa2bSuyyl8GIiPh4EHrWT9GowhZs9V6SfKCoKqwp7PwZNgqJGbqC3N+Ctz42/bcMY/tsyHmSbwXJQPIuuIjKEj4oa1hNMbfeqUFu3fDrFnmnzOdVYcMsT5HSqpJabVCdHz6qe2xklTTrlQ7DDYaRemNejqUFmU3fz36K0bVaDE+xKgamX18NqFR1ruoPXhgu9qnCdO4gQPFxy4zceGC8GxY+qgbjeIiu2iRU83KMGzF86R0rCQT8+iw/YGkcWjg/FTrQ4x6eHQU+0q6G2FlATj7NRhT2fguBWRd8WFvIGlaNr/49VfrhQcMBhFZd/GidXtKlbLvFtdUc6N4cSF8ihd3zF5JiijrV5ZWxVuZLQwGoNPoKJ27NC2LiUqw6y+ttylWogxR7L+53+xzkZHCJb9ggWN2qqpwAC5Z4th+6c3WrfZ9vLdsSdn8qgr//CMqn+bNK5rsvfOO6AScGcmeHYoUsf2eFCggSu5IsgDBm61UPbWEUcSBxD41//TDw7C6MBzsbf+U0Q/g1CdwsK/9dzZpRNYVH8WKiYuxtW+0TieKdqUVJ0/ad2ty7pz154cPt/68oog0iP/9T6RCnD8PlSrZa6UkDVjcaTFV8okgL83zKoTK83/+2f3pUrYLH279kEl7JhERY5/rIWkMSWSkWMHLl0+s2D1MwfKsi4vtlT5nExtr+0KrqvY1lkuK0ShCvdq0Ed6V+/fh9m1RoKxyZZg/P0UmpyuKYvsrr9HA0KGy5kmWQY0lxZdfc0slTy/D9mYQdc90AEeMgaAFELwpZfakkKyb7aIooqd4fyvFnoxG2996R7DX22KreMGAAbBmjbj1S7oQrNWKVIZVq2R8Rwbi6+HLvn77WHF+BbOOz+Jm6E38PP3wdvdm85XN/G/P/9AqWoyqEYNqQEGxuOwCQrhUzFsx7veoKBGjvH+/7Q621jAaM5+rvkoV269JqxXjHGX6dJg7V/yccFnH9B68/baorJqSudOTwYNh7VpxL2Gu4FrduvDeexlhmSRd8K3ieDdaAM+CzzvlJuHcN2CIio8PcRRFJ6qp5rej22MakbV19Ntvw+jR4ueEyyE6nTi7/fFH2p6FOnSwXX7c0xPq17c+xsVFiI/x40WzNxM5csD774tiDlJ4ZDiuWle6l+/O1re2cmHYBZoWbcqGyxswqAaMqpFYY2zccos14aFVtLQq3orAHIFx2z7/XCQ8pUZ4gLgAT58uilRllmWHhg1F9rm1r4qqWr9vMIfBEJ+uagmNRrwfmQ1XV7FU9MUXkDtB36+cOeHjj2Hz5per4FqWp0C7FDSO04gGdEn7vRgNELQwdWXYVT08PpHy/VOAw+Jj9+7dtGvXjvz586MoCqtWrUr0fJ8+fVAUJdGjlT29s9MDRRFno717oUsXUf6xVCnhvzx/Ht54I22PN3CgOItY8ilrNOIWJ3t223O5usJnn4kiaefPC9/53bswaZIUHpmQRxGP+Hrv1zbHKUkCwbSKFl8PX35+VWRdPXokPB5TpqTdEqypcmatWiJ2xBaxsbFcuXLF7HPR0dFcu3YtVfYoiohfcXVNLkBMX53p00WshiOcPy+WWKyh18OffwrxU6qUaOJ8+rRjx0kv3Nxg7FhRnujcOfEIDoaJEzNvLURJCtHoRAM5RWtf7Ieihdy1RDGxpBiegSEy9TZp0zD+0Q4cFh/Pnj2jUqVK/GwlRbVVq1YEBwfHPf78889UGZlq6tWDxYvhyhX47z9Rb6NEibQ/jr+/8Fi4uyc+q5p+fvVVEafhCC4uULo0lC2btsGxkjRl6bmlidJozaFRNHi5ecX9rtPo6Fa+G0cHHKWIbxFiYoTw2L497e0zGETdu169rIuaqKgo2rZtT8mSJVmUJN0kPDycpk1bUKJESVavXp0qe2rWFOmlrVsn1uoVKsDy5baTwsxhK7kt4bhLl0Tc9+zZIlwqM3lDXFxEOaAyZdKn/qEkk5CvGbTYA3maJN7u7i8qkJpw8RE1PppuBV0SFRoTAkF/xXfJTSmKFgp2SN0cDuKwxa1bt6Z169ZWx7i5uZEvX74UG/VC07y5EDi//QZLl4o8x7Jl4d13oX172RU2ixL8NBidRme18JiCQpsSbfi84edE6iMJzBFITo/49IXly0X31vTCYBAX3D17xNJHUqKioujQoSNbt+7CaGxFr15vAfDGG28QHh5Oy5avcujQSYzGpnTu/DrLly+jQ4eUn7AqVhRxDvfuCQdfjhzCOZnSyqzFiwt9bq8IgfhYkBEjxPHr14fCheXXVOIkcteCZlsg4vbzCqe5RclzQxSEXQBU8C6dvBGcqsK5yXBmPBgd+MCbRQE0UOLdVM7jGOkScLpz507y5MmDr68vTZs2ZeLEieTKZb4teHR0NNEJzhZhYWHpYZJzKVRIeDgc9XJIXljyZMtjM51WURTyZstLGT/zVW5nzxYrc6mN87CGRiMETlLxkVh4rAWaoKr96dXrLSIiIpg3bwGHDp3EYNgEVMdofCNNBAiIdNi8eVM1BQA+PqLO3h9/pKxcTu/nGYr+/jBsmAgXk54HiVPwLCAeJrTu4Gslg/Hc1yJFNiWYKqZCvMek/l/g5dxSDWkecNqqVSv++OMPtm3bxuTJk9m1axetW7fGYOFsMGnSJHx8fOIeAQEBaW2SRJLudCnXJS7l1hJ6o55elSw357h1K32FB4gbJheX5Nv79u3H1q07nguPZohTwyxUtTcDBw5MIDzqAC6o6iKMxg507vw6R44cSV+jbRAZKTJcmjWDAwfE60tNSmpwsAi3at8+Zem+EkkyDFFwdT5sawH/VISdbeHmClEUzFFiQoTHw2G0kLcZ5GkkOtt6BghvR5t/IaBTCuZLHWnu+ejevXvczxUqVKBixYoUK1aMnTt30sxMn++PP/6YUaNGxf0eFhYmBYiziYoS/u8bN4TvuUOHxCH3EpvkyZaHEbVGMO3ANLOZLVpFS5sSbajqX9XyHHnEskh61vpRVbEymJTAwMIYjdHAZYT4AJMAgXIYDI2A6gn2CEejuU727N74+vqmn8E2uH4dmjaFq1fjvUam/xUl5e+l0SgyTH79VXhBJBKHiAmBW6sg+hFo3OHC9xB+mbjOtKHn4M56yFUbmmwwnz5riRtLwRjjuE0K4JEP6i50fN90IN1TbYsWLUru3Lm5fPmy2efd3Nzw9vZO9JA4kVmzhJ+5a1dR0ap/f8ifH0aOzHwFIjI5k5tPZkjNISgoaBUtLhoXdBqh79uXas/izout7v/WW7YvlhpNyu/qdToR0FqqVPLnvvrqfwwdOgwYBPyW8IjAaBILjydota+QPftVdu7cRvEMqqxrMIiA1Rs3xO8mr5Hpf0URHXL37k15ZdAffnB64UfJi4zRAKc+hRX5RNXQE+/DsaHPhQfE9XExLXs8PgL733TsGBG3UhZgqqrgbUdjUyeR7kXGbt26xaNHj/D3t6PLnsS5zJqVuKOvaWksNlacdUNC4is2SWyi1Wj5sfWPjKo9igWnF3A77Da5PHPRo3wPKuStYHP/nj1F99rr1y3rvpQsy5gCOIsVs1yiXVEUpk//AYCffhqEuE0aaGZkSCLhUblyZccNSiM2bhTptZYwGkVwbd68IqV28mTHYkFUVSTIhYeDl5ft8RIJx0fCxZ+IrzBqQ7mqBuEBCT0PPnYKA7dcKSsmpihQ7G3H90snHL6HCg8P5+TJk5x83tv52rVrnDx5khs3bhAeHs7777/PwYMHCQoKYtu2bXTo0IHixYvTsmXLtLZdkhqiomDMGMvPqyrMm5d5iiC8QBTxLcIXjb7gt3a/8VWzr+wSHiDKt2zcGN+iR6cTD41G/N++vf2ZIIoiYh88PERNi2nT4MiRxDXrku+jMGnSV+TNmw+NxlKw9EYMhqOMGjUiQ4UHiCK/1lopgXjv1qwRtfmKF09ZFovMfJHYxdPLcPFHHCttDqCBWw6krge87uD8z6k8GTwyjxPAYfFx9OhRqlSpQpXnlUFHjRpFlSpV+OKLL9BqtZw+fZr27UWdgH79+lGtWjX27NmDm6xRkTacPi08FnPnioXulLJmDYRa76KKTidSMCTpztmz8OabIiv7v/+EcChRQgiOr76KD0a1ZwlAoxGN1O7cEZ1hR44UjctsZW6Eh4fTqlUbHj58htH4l4VRXYG+jBs3PlkdEGfz7JltT5BGI8blyCEqxvboYVuwJNy3alVZ009iJ1fnpaBZHIiGcUly7A0xcHsdXPoNbiwHfYL+UJ75ocQ72Ne59jklR0CZ0SmwLf1weNmlcePGqFbOgJs2Obc5zUvDhQvQp4+ozGRCUUThstmzHc9VvH5d3NJZ80Pr9WKcJF3ZtQtatRJvt2m5JTZWFMK6eVOU1z58GNats2++AgXEx6RwYVFmxkSOHCL7e/Dg5PuYhMfBgycSZLWYw5QFQ6I6IBlByZK2PUF6fXw9wVy5xLLTtGlw7JhonTRtmuV9jcb47gwSiU2epeJceXMpBP0JgT3gyhw4+SFEJ+gkqfOCcp9A2Q/Fh77aD6CPhGvz7JvfyWm09pB1G8tlJYKCRGeppJ4KVRV++gYNxNUpRw775/T1tX3bqNOJcZJ0IyoKOncW1UeT/jn0epFG2rmz+DPYm71x86Z4JCUkRFQOjYxMflF9660+HDhwGKNxO4mFxxMUpR+q2hYwrRebBEgsvXq9RWBgIPXq1bP3JacZb78NEyZYfl5RxFciaeNqPz8h9lq2hKdP4fffE+tw089DhghPiURiF66+OOSNSMqB3hBxA05+lPw5/VM49THEhkLlSaBxgTpzIfIu3N2EzaUe18x3Hs/ajeWyChMmQFiYeS+FwSCi4n75xbE57WmCp9dDt26OzStxiOXLRT8XSzrQYBDZHKdOpV3WxSefwJMnibdVr14VozEK2Jdgq8hq0WrXAf1InAXzEK32BLly5aGgo01Y0ohChUQvFHOYhNqMGZa7EihKfCHiOnXiY2zq1RN/lx9/THm1VclLSOFuqW/udupz62POTU7sYSkxEJvCQ+MOBdqm3K50QoqPzM6zZ2Lh3lraq9HouPjw8xMl3y2dXU09zV95xbF5JQ6xb5/5ol/pSWys+Egl5OOPP+azzz4D3gemkDCd9vDhQwwbljAN9z5abVN8fR+xZ88OChcu7NwXkIAvvhB9WZIWUC5cGFasgARlh8yiKPD66yIrJiZGPHbtgk6dpPCQOEjuuuDXgJRfVlVQbVS1UzRwJUEGYoF24FPWSuqtAqVHgKtPCm1KP+SyS2YnOFicEW1x82Z8hSV7mTpV3AIvXChu+fT6+P8rVBCtUFNTKlKSKdHpkscqK4rChOdrGBMnvo+iTCd79mdx6bSmzJYffxyERjMRX189e/bsoHTp0k62PjGKIoqAvfMO7NwpvEgBAWKV0tGPrhQbklShKNBwFexqBw/3p3QSbHoywhN8eTU6aLIZdrSE0LPxpdMVnfCkFHsbKmbONh9SfGR27C265uHh+NnWxUVE4I0cKbJnrl8XwQXdu4sFcSk80p369R13WqUWo9H8x8okQDQaDTNnzmbDhvg6Hoqi8MMPP6DT6Vi2bCWbN2/JcOGREFdX6aSTZALcckKLvXBvu1giebAPDBG29wPsixdRwCXJl9ezALQ+BXf+EdVPY0MhWyAU6we+FR18Ac5DUa2lrmQAYWFh+Pj4EBoaKqudmqhXT6QvWAoM0OlEnqYsCPbCER0NBQvC48fp39clIadPC+eWJVRVRbHgCrD2nEQiSYCqwoO9cH0JXPrZ+liTt8IWzXZA3sZpYl5a48j1W97avgh8+qnlK5OiiEeC/jiSFwc3NxGb4OZmf/2J1KDRiJLk1oQHYFVcSOEhkdiJokCeBlDjJ2h1DHTeJPNwKFpAA3UWQKGulmuFKDrIWUM0hssCSPHxIvDqq8I3r9EkzlDRaOKvXrauJpJMS4MGcPQovPFGfPCpuzuUL5/21TXLloU//0zbOSUSiR3krArtLopiXy6mAFCNyERpsRcCu0PtOZC3iXjKFERqEiM+5aDxuiwTnCSXXV4kgoJEUYKDB8VVqVkzUezAzy+jLZOkEbGxovaEt7cIwalQQdQCSatv6V9/yexpiSTDMRpAHwZaT9AmyQVXVREzcnWeqPvhlhcCewqRosncYZqOXL+l+JBIMjHbtokS61FR8StvppbxKeHAAahdO+3sk0gkQNglCFoAkXfAzU+IhRwvnzfaket35pZREslLTrNmwgMyZ47IfI6OhmrVRDfXbdvsn0dRRJnxWrXSz1aJ5KXDqIcjg+HK78+XR54viZz7GgI6Q50/QCebA5lDej4kkheMyEjIl08UvbUH0xLxunUifEgikaQRR4bCpRmYrc2haKDAa9BwubOtyjBktotE8gJx+zZ89hkULSoqdVarBjNnCpFhjuPH7RceALlzi3LhUnhIJGlIxG249AsWi4KpRri1Ap6ctj1X2EU4OhxWFoRluWBLI5Gea7TS+NPsMVUIuwD398LTK47t62TksotEkoEcOiSKYz17Ft+658kTUbHz11/F0krS3n6xNiowm/Dygj/+gDZtnF/CXSLJ8lxfYnuMooOgRdaLfd1aDXu6IMqrP6/z8WAvPNgN+V+FBitB62r7WLfXw6lPIeRU/LbcdaDSV5myLoj0fEgkGUR4uPBGhIcn7hloWgg9fRr69Uu+X7ly9tUEqVQJXntNCg+JJF2IfmC5JkeicfctPxceBHu7CtGRqMDY84jyOxvh9Ge2j3FtgSjrHnIm8faHh2B7c7i11vYcTkaKD4kkg1i8WHg5rHW0XbVKZFgnxM/PviWUK1fSLkVXIpEkIeK27UZwqPD0Epz8GG4sA2OS8Zd/Fb1YLPZzMYqYEv0zy4eICYFDpu62SU8mRrH8c7APGKJt2OpcpPiQSDKIjRttj1FV2Lw5+fYiRWzvGxwsmq1JJJI05uwkkVprC9UADw7C+amwt4uI6bibIE3t1trn4sMK+mfw8IDl568tAKM1YaFCzGO4udK2vU5Eig+JJIOwp3iYophvapy0K605NBqxdCORSNKQsAtw6hMHdjDEe0iiH8KO1vDw8POn7Gw6Z8lrEfPkeeyJjaqnikviWJBMgAw4lUgyiEqVhFfDYOXGR1WhoplYNRcXIUysiRdVFd1eJRJJGnJ5pv1N4JJhBBQ4MxaabLC82pIU75JwbRFcnQ3PboCrH3j4QfAmMJq5O0mGCprMdTKQ4kMiySAGDoTJky0/r9FA8eKi90tCoqPh0iX74jlkm3mJJI15fDSFwuM5qkGIhpB/IfKm7fFepWBvd3hyXNQOUY2Ag2m0qh7yt06RuemFXHaRSDKIIkVg0iTxc9JeUVqt8FrMm5f8uTFj4OxZ63NrNCLFtlixNDNXIpEAaNxsj7GJKlJsbcV7gMiWMS2ZqCnoq6DoIGd1yJW5yhtLz4dEkoF8+CEUKADjx8Ply/Hba9eGevVgzx548EBkt+h0Ijtm5kzbvV3y5YP5820f//59kVHz5AkULgwdOoCHR6pekkSStclVA+5uSf08Gjtz4GOepOIgCngGQIMVma4brhQfEkkG8+ab8MYb8O+/IkNl+nT45x/Yv194MAwGyJtXiI6YGPMBqEkpUQJy5rT8fGwsjBolCpkZDPHH8faGb78VS0ISiSQJoefh4s82BilYDeZQtOBXH/zq2XFAzfO5UpgzX7gb1PgVXH1Stn86IpddJJJMgKJAmTLw5ZciBVdVxcMUjHr/vigYduiQffNZKs1u4u234eefQa9PfJywMFFd9fffU/xSJJKsy4G3QB9ufYxXSXDxsVCA7HmUeIXxkLuuiOewehk22lfIzBLX/xLLO5kQKT4kkkzC6tWwd6/57BdTcOlff9meR6eD8uUtP3/8OCxcaD1g9f33bQsYieSl4vHx58Gm1uI0FNHNtvku8PB/vslFxF2ggNYT6v8NeRuJO47as0Gjsy4wUhPcCnBidPLiZpkAKT4kkkzCrFki0NQSqgq3btmeR68X3gtLzJ1ruzx7aCiszXwVmSWSjEE1wrWF9gyEJ8fAtxK0vwYNlkPx/lC0L9T4BToFQ8HXRNn0izMg/Bo0Wpe+waDRD+HOhvSbP4XImA+JJJNw7Zr1mh/28s47ULOm5edv3BACxRparRgnkbz03NsBh/pDuB2V/SDei6HRQUAn8TBxcwUcHQaRd4iLDdG4QeAbz6uYpkc/BEXUBslkSPEhkTiBy5dh3z7hvahTB0qVSj4mVy7bhcNsodPBtGnWx/j6inHWBIjBIAuUSSTc3w3bX3EsxdWrpPntN1fAntcTbHj+RTdGw9U52KxSag7vshB2HuuiRQVXXyvPZwxy2UUiSUdu34aWLUX2SZ8+0LcvlC4NzZrB9euJx77xRuqPp9eLtFlrdO9u2/MBIu5jxAj7smskkizJsRHPhYcD4uPqfHh2K/FdhNEgPB6AZaGQgrsO/xa299O6Q4G2js+dzkjxIZGkEw8filod27cnf273buEBuXs3fluvXpAnT+rS8RVFpMsmJTQUVqyABQsgRw6oWtV23EdMDPz0kxArsjuu5KXjyWl4chKHhAdA7BNYHQCrC8HZr0VjuHvbni+1pOUXSXleMt3GCaPkCJlqK5G8TEybJgJEzXkZ9HqRPmsqr37vnqj3cf9+yi/0Wq3wsnh5xW+LiYHRo0XRsc6d4a23hOgJD4eiRW3PaTTCypWwY0fKbJJIXljsjfGwRMQtOPUxrMwPpz5PG5sSocKdf7ApPnJWSYdjpx4pPiSSdEBV4bffrAeQGgwwe7YQHPXqwfr1qfMwqCp88kni33v0gO++Ex10E3L5suiMO3y47Xl1OlHgTCJ5qUgrb0FsGDw+bOdge92eCrjng9CzWPfMaEUjvEyIFB8SSToQHg6PH9se9/Sp8H4EBaU800WjEV1uFy5M3IRu61ax1GJO0BiN8V4NW+j1cPFiymyTSF5YctcD11zOPWZ2UzMmOwqLFR9kx4QGeHopNRalG1J8SCTpgLu7EAX28McfjgsPRRHekvbt4X//E8s7PXokHjNzpvW4DqMRbtrRVNNSHIlEkqXRukK5T2yPS0u8SkLjjeBlqyOkaseY57h42R6TAchUW4kkHXBxEcJg9WrrSyk5cojAVHvRaMRjzhwRoGqN//6zL6vF3T35skxSunWz30aJJMtQeiREBcP5Kc45XvA/UORNeHbd+jhFBw/2gnteiLpnZaAGCvew8nzGIT0fEkk60bev7RiOkBD7PSRNm8LYsSJF15bwAPu9FR07Ws6w0WpFBs6bb9o3l0SSpVAUqDQJdNmddDwtXPhB1P6whqqHu9tseGY0wutRbECamphWSPEhkaQTQUG202Z1OtHK3tryiFYrhMdHH4ng1M8+g2++ERky1ujSxfbxvb1FYGzfvvH2QPx+fn6wbVviDBqJ5KUi5ontZnJphWqA8CD7x5YcBmXGiN8V00lEEQ9XH2iyGTzypoOhqUcuu0gk6cTjx+JiHmulp5OqQrFiQqhYwmAQpddfeSVeHBiN8Omn8PXXIpXWHH36wMSJwrtiLqZEUWDkSCEsZs2K72b7339iW6dOIo4kWzY7X7BEkhXRejj3eK6+EPPIekM5RQd+9cSXuMq3ENgLLv8GIWeeFxVrD0V6Zcr6Hiak+JBI0omAANsxF4oiCn717h2/TGMSClqtEBm5c8f3WUk4n9EIY8YIsfDjjyJ2IyE5csCWLdCiRXzmjarGl1bv3Rs+/1xksixcKLwq+fPDBx+IiqwSiQRwyQ55m8L9XTY62qYFGgjsKUqm3/jb8vFUPZQcGv+7b0Wo8XM625a2KKqauWoXhoWF4ePjQ2hoKN4yxF7yAhMaKop72QrmPH9elFy/fl1kqOzYIYRFw4aQMyd8/LHtY+l04OEBbm5CbAwfDrVrx9uxYIFIu336FMqVgwEDoFo14e344w8hdDQacVyDQXhNfvtN9neRSAAI3gw7WjqwgyK8E2qsiONQDaBxh9y14f5OC/toQOcJ7S6BooHNdUTgaSIBogGMUP4LqDg+xS8nvXDk+i3Fh0SSjkydKrwT5lAU6N/fegGvxo1FKXZHvqUmz8a0aWJZxRJ9+ghRYjRTo0ijEZ6YWbPsP65EkqW5OAOODhXCwB4PiHs+qDpVlFV3yw0FXwMXbzg8EK7Mfi5OTK5MDeiyQeN/IE99sSn6Efz7P7gyC/RPxTbfKlD2QyicOdPPpPiQSDIJqipEwBdfQESEEAYGg/A0DB0K335rPdi0TBmxrJJStm+HJk2Sb790CUpaaL5pQlHgyhUoUiTlx5dIshRhF+DMBLi+2I7BCnQNF96MhKgqPNgHl399HqORDQJe4//tnXd4VFX6xz93ZtJDAiEhCYRAKKG3UCJdBASUKioIrigqYu9td9V119/iqqtrwd6VIkWwAdKL0ntvSYBAGgTS68yc3x8nPVOTIY3zeZ55yNx77jnvyQ1zv3POW2gzEzwDK3djyoe8JLlyUkedR4tx5vmtfD4UiquIpkmH0Fmz5LbH+fPQtKmssxIUZP/6sDDpk2FpdcIeBoNMrW5JfMyfLwWQreRmOp1s97e/OT+2QtEg8esgHTwdEh8CTrwHXV4of1jT5OpG8QqHPfQe4NPKaVPrOkp8KBQ1QKNG0sHTWWbOlGnSq4LRCCtXwuOPw6+/yiJzvXvDQw/JMF2dzr74SEmp2tgKRYNCmOWqhykXfNtA8HBZqdYeJz+Q2yTVKVXdQFHiQ6Gow4wZA76+slZMVTAa4cMPS6NkkpJk1tWoKPsp3c1mCA2t2rgKRYNACDj1IRx7szTrqM4dgoY4dn3uBemv4aZcCCqikowpFHWY55+H7Ozq9VE2PLf457177W/lmM0wfXr1xlYo6h1CQGYMXDkMOx+QTqZl052bCyB5g+P9bRoPeU7UULhGUCsfCkUd5dIl+Oor5yJdnMHbWzrBWkLT5PZMy5ZXZ2yFos4hhIwsOfofyIpBCPjHUigwwv/dXr4Mgtls4vmF4OcFf59oZ1fl4p+wfjiM2in9NxSAEh8KRZ1l3Trb2VGrS04O3H47LF5cWrCueCvmoYeks6pCcU0gBOx9UtZVQUMIeOI7eO93KSwuZ8NH95Tmwrnvc/i6KAQ+PQfenGZDgAgjpB2UScMiHCjKdI2gxIdCUUfJt1Nbqhh/f9m2OJlZ48byZ3vJzUDmAXnrLViwQDqhhoTIlOphYVU2W6Gof6RsLhIeIIQoER4fzwQPA8z8TDabezfM+gK+2QzfPQhXsuHRb+Q5mwIEHZz+QjqrXtwqDwUNhMD+16wzqhIfCkUdpUsX+20MBpg6VRaaO3ZMRrQ0ayYThO3YYduvw2CAdu1k+vbnnnOd3QpFvePk3JKkX09+Xyo8Hhhe2mTmZ7DhKMQkw7cPwvSBpece/UZqiDenWRvADJe2wppBMuMpyERl/t1g0A/g3+lqzazOohxOFYo6SlQU9Ogh83FYw2iUKdKTkuCDD2D4cJmqfds2+8Ljttuk8FAornlSt4MwkpEDc9dAdFu49/rS03cPha9mQcKVysJj9nCIai0FS7at1UZRtIcqTKUZUjOOSkGSHe/iCdV9lPhQKOoomibTm7u7WxcgTz0l/+3TBxYudMxHxGCQic5ef911tioU9ZqicvR+3rDgYdgdBzM+BmOZcPQZQyD98/LCw2iCaXM1DsbDokfBp0JxR7sIExRmyFDeawwlPhSKOkyfPvDnnzB4cPnjISHw7rsyPfvUqdJ51F4FXZAOc+PGyS2Z8PCrY7NCUe9oPqZEgNwaDQsfgR+2VxYg+jJPzGLhsWyPjiUfPs6EPlUcWxgh9kswX+2KuXUL5fOhUNRxevWSlW5jY2WtlUaNpCgxGOTxkyft9/HIIzBhgvQjUYnDFIoKRD4Mpz4ueXtrNMwXMOV9aBUI/7ZQx+2FhbB4h+DHl9szof0JcLsN4pfJbKhakUoRDnwjADBmQ2E6eAS4YDL1AyU+FIp6Qps28lWWnTvt12gBmWb93XdLcxWcPy9DeQsKpF9J377XrNO9QgH+neG6L2D7TEBgNsOqg6DToE8by5f0bSP/z6z64zgT2h9Hp9PAvTFE3CW3UvReEDoGNk8A7GT00wxg8HXxpOo2SnwoFPUYnYMbpzExMGeOXAF54AGZ26OsQ2q3bjKhWe/ejvUnhEz57uEhfVIUinpF/mWI/VrWZxEmCOgrc3B4BGHOTeG+z2U47bcPwi19LXcxpT/kFcI9n8r3H90j0BVmQNx3MO4keDSVJ1pOhvPLrK+CaAbZRn9t/Udy2udj8+bNjBs3jubNm6NpGsuXLy93XgjByy+/TGhoKF5eXowYMYJTp065yl6FQlGGoUPtr3oU8+abMhpmyZLKkTBHj8KQIXDwoO0+0tLg5ZdlOK+fH3h5wdixsGVLlcxXKGqexNWwvCXsewYSVkDi73B0DvzaEZGXwv1lhEdZ59JCI/x+sLIT6lez4LMN8NBXSCFTkAYxX5Y26vJ80Q+WlhY1+ep87cW6Oy0+srOz6dGjB3PnzrV4/o033uC9997j448/ZseOHfj4+DBq1CjyHMl4pFAonKJvX8dXK9LTYc8ey2LFZJKJyl580fr1KSnQrx/8+98y9TtIEfP771IEffWV8/YrFDVK+jFZa8WUB5SpWyBMgCAzF+ZthagIuC269HShEaZ/CKP/U9kJdcp10LMVfPtHcaitGc4uLG0Q0BuGLJfbMGjIx65O/qz3hiHLICDqqk25rqIJUfXKEZqmsWzZMiZOnAjIVY/mzZvz9NNP88wzzwCQnp5OcHAwX3/9NVOnTrXbZ0ZGBv7+/qSnp+PnpyoBKhT2iI2FyEjHV0BsoWkQHw8tWlQ+N3ky/Pyz9aganU46v7ZtW307FIqrws4H5KqEDUfQVQdg4jswqhssflzKhekfwrLd8NiN8O7vUnB8M1uKkMnvwvoj8PPTMLJbUSe+bWH86fIdF6TLLZlLf8r3gQOhzV0NquKtM89vl/p8xMXFkZSUxIgRI0qO+fv7Ex0dzbZt2yyKj/z8fPLL5JHOyMhwpUkKRYMjLQ2+/15udQgBXbtCRAScPm33UrsIAWfPVhYf58/D8uW2E5dpGnz8sdzeUSjqJGcW2o1AGd0Dlj8pBcht74KHmxQeSx6DCX2gf3uY+kFRXZdcC8JD00OjyNIOs85AzBcyoZjeC8ImQtika87HoyIuFR9JSUkABAcHlzseHBxccq4ic+bM4dVXX3WlGQpFgyM/Hz77TKZRj6+QDHHxYteOZekLy/bttoUHyJWXDU5UGlcoahxjlkPNygoQk7lUeEBRHhCkAHHTVxAeILdw2j8g1cmR/4ODL8vQ2+IQ3DPzwLslDFsN/h1dPsX6Qq1Hu7z44os8VZymEbny0VLV8VYoSsjJgVGjZLKxqm+S2kfTZChvixbw3nsyEZleD9dfryJaFA0E75aQc9ahpqN7wMa/gdEMgzqUP3drNKzzA2936Ftum1EHISOg+ViI+QwOviQPF6dTL/43NwHWDYOxx2R47jWIS8VHSEgIAMnJyYSWyWSUnJxMz549LV7j4eGBh4eHK81QKBoUf/sbbN3qOuGhaZb7EgJGj5biIy+vNIz3u+9k5Vx76PWVM7EqFHWK9rPhwN+wm3ejiOvaWz83tGItOM0AbWdC1P/k+4P/sH6xMEFeEsR8BZ2edMiWhoZL06tHREQQEhLCunXrSo5lZGSwY8cO+vfv78qhFIprgqws+PRT+1sezuDpKQVIcVIxQ9FXkPvug48+ksJDCLmNUuzEmpkpxYitIndCwOzZrrNToXAJpnw4Mx923Afph2T+Dc3GH3JV0NxhUiL0+wQMXrJQXV6i/ev2Pw+x37rWlnqC0ysfWVlZnC7j2RYXF8f+/fsJCAggPDycJ554gtdee4327dsTERHBSy+9RPPmzUsiYhQKhePs3Su3XVxFkyZw7Bj88IPMepqfDz17ysRjjz8uBYkloWM2S+Hh5QW5ueUja4ozrL7/PnToUPlahaLWuLQTNo2D/JSS2i3S4dTFZc3c/cGzTIno/MuOXScKYfsMKLgMHZ9wrU11HKfFx+7duxk2bFjJ+2J/jRkzZvD111/z3HPPkZ2dzaxZs0hLS2PQoEGsWrUKT09ny/0pFApXrngAvP02BAfDY4/JVzFXrsDq1ba3dkwmac8TT8hqu+np8viQIfDCC3Djja61VaGoFllnYP0IMBWp93JRLi78j6UZIPy28sd8nKzauO9ZaHUHeAXbb9tAqFaej6uByvOhUJSSmioLwRUWVu36Yv+OgAApPGbMsNwuNtbx/BzFtqSmgre3LHSnUNQ59jwBJ+c6XtzNIhrlkpFZOq9zgzEHykeuCAEre0LaYRwTOjroOafeZzqttTwfCoXCtTRtCnfcAfPnW0/uZQm9XjqJPvmkrGR78822I1aCgqTvR9kxNAQRxNGOUxgwkUQwiU27YTDIjoKvnS9pivpI3LfVFB5Ak55wZZ+VkzrQucPgJZVDZjUNot6G9Q4uB2o6yDhWHUvrHUp8KBR1nLfektEucXG2s5gWR6eYzTIN+sKFEO7g6m+jRnDbbbBokRyjCZeZxgKCuISpaH9chxkyfufwwvF0ndq1mrNSKK4iWWdljZXqYGgE6UeR/iEWVi+aDYWB88ArtPI5gJDhMPQX+HOKY/lF9F7Vsbbe4WKvG4VC4WqCgmSSr8ceK7/FERICU6bA5s0yudd//iOFyt69Uqw4KjyKefll6VDqo8vlHr4mgFQA9JjRY5YlsIyFLJ22lNOrXJBOVaFwNZf3wLoR8HNrbG+XOIApD8yFWN02SdkAhXZERYubYMQm+2MJI7QY77SJ9Rnl86FQ1CPy8+HCBRkuGxpaGi7rKvbsgVdH/kGvK+usfzPRQWjPUEa9M4qdc3cS/2c8wizwCfIh90ou5kIzTTs0pc/sPnS+tTM6g/qOo6gBLm6FdTfIB7mwsUToEHrATh+aHjo+Bb3esN/duhGQstGyXZoBGrWHmw/L7Zd6jDPPbyU+FApFCceWHWPpHUsx5Tv24a0z6DAbLXwzLPLT82/lz4j/jKDz5FIRknIkhePLjpOVlEX2xWwaNW+EX5gfXad2xa+F+j+vqAJCwC+RkBWL6yJZ7DmbAqGjYNgq+13lXZKRN2kHKN3GKfrm4NMKhm8A39bVsrYuoMSHQqFwml0f7mLFwyuuSt++ob6M/2I8O9/fyemVFrZsNFklu8+DfRj9v9FqtUThHMkbZbpyuxQ9+D1D5LaKMauCU2qR4AgdDYn2RIUmt0qGLnfMRlM+nFssi8zlnAOPYGgzA1pPBzdfx/qo46hoF4VC4RSZCZmsfGzlVes/KymL+TfPR9NZ2ScSIIRg14e7ECbBzR/dfNVsUTRA0g5i1TG0LL5toffbEDoGci/Agb/D2YUy2Vfx+S4vQrCDfiMtnPg71XtAxJ3ypVDiQ6FQwN4v9l7dAYo+w4XJzoe5gN2f7GbAcwNoEtHk6tqkaDjo3LHvYKpBk27QYqx86xMOA76FPu9B9hnQe0vfi2JHqvDbIH6pFT8NPbg1htbTXDeHawy1tqlQKEjal2RfGNQgP9/3M7s/2U3OJRfmllc0XEIdyach5IpHRdwby3wefpHlPbijP4OA3kVvyj4qdTIMd9hKMPhU2eRrHSU+FAoFWYkO5CGoKQSc2XCG3x78jf82/y9rX1yL2eTiPPOKhoVvG+l/YbVgnA7cm0LrO2z3U5AOmTFQcAXc/GDEZrjuawiMBs9gaBQJ3V6BscegaV9Xz+KaQm27KBTXCEIIzm05x4WdF9D0Gq2vb01or1COLj3K+e3na9u88hQtwpgLzfz5nz8x5ZsY9fao2rVJUbe57ksZapt2sOhA0R+RpgeDL1y/wvpKxZUDcPhfEL+MkkiU5jdB15elU2gbK3UJFFVGRbsoFA2E5GRZ8G3FCpkPpHdvWeK+Vy9I2p/E0juWcun4JTS9Jh08zYIW17UgIz6DzAuZtW2+bTR44uwT+Lf0r21LFHUZYy6c+Q5OfSz9ONz8ofWd0H42eLewfE3KFpkGXRSW9+/Q9IAGQ36SycIUdlGhtgrFNcbq1TBxohQdxZVwi2u1/PWBVHznf0phTmElvw5Nrznn61EUiahz12EucH4rxOnxylx3/avXM+RvQ5y+VqGwitkIy1tCXgqWI2U0cGsEkxLB4F3T1tU7nHl+K58PhaKeExMDEyZAXl6p8IDSInHHP9lEQXZl4QEORJ9UugAMngab1+nd5b67zqArydfh3sidid9NJDSqqA6Gs5lZNciIz3DyIoXCDhd+gbwkrIfoCijMkOG4CpeifD4UinrOBx9IoWFpDdOdfLpwBMyuW+A05tmuFGoqMHHT3JtIOZyC2WSmRb8WdJ3aFXcfd7pP7865Lec49uMxMi5kkJuaS05qDikHU2z2KYzCecGiUFQkPxUSVsjkYr5t4dJ20NxK83xYQjNA6g5oO7Pm7LwGUOJDoajnLFpUuspREV+y0bss3bSDaNK59eYPyydgys/I58C3Bzi14hTGPCPB3YMZ9s9h6N30vN/+fbvdqpWPeo4Q8qGv6a5+iKoxF84tgvgfoTBdCg1jlnQoFYWU7B8aGtkWHiDbWo2iUVQVJT4UinpOdrb1c3l41pwhRWg6jcLs8h/o57efZ95N88hLy5MHBJzdcpYd7+5gyMtDMHgZMObaXlGJ+T2G/Ix8PPw8rpbpiquB2SgdQE+8C1lFqfUb95BF2SL+4vrqiBknZR2VnHhKsp6mVKwsW7QSaHTA0VoUQrPrXWujQokPhaK+Ex4Ohw5ZPpeDN7G0pjVn0VnLAKmBu687BZkF8rNaUK1q5MIkCGgXUPI+MyGT70d9T0FWQbl+hVG+2fzPzQ71azaayUrKUuKjPmEuhM23QMJv5Y+nHYLtM+DiFuj3afUESPpROP0ZZBwHnYfsszC92ICq91uMZoCWk6rfj6IcSnwoFPWc666zLj4ANjOECL5FYMVtQkBBZkFJJIpXoBe5l3KrbI93oDeRYyNL3u/+ZDcF2QUIW34nDhQQBfDwV8KjXnHi3SLhUfHmFomCmM8heDi0nup836ZC2HqHTIGu6YvCZB38Q3IGYZSrNzo31/Z7jaOiXRSKes7gwbbPnyGCH7kFoemtF3ajNPIlNzW3JGLFKTT5uunDm8pdf3j+YYdqumh6299+vQK8WP/39ZzZdIY6liFAYQlhhhPvYVMMaDopUJwl5itYGiCFB5TJz3GV/i6qujIjzPKlqIQSHwpFPWfwYPufjUf13TA+9iTD5wwnbECY7cYCTIUWimkVo5MrEB6Ny69CNG7VmCnLptDlti7ljudn5NserwhNr9kUR7mXcznw9QG+uf4bvr3hW4f7VdQSuYlFfhc2EGYZSWK28fdWkZNzYcdM6UB61dFk3Re9E75TQsCZ+fD7dbDAIF+/94czCy2HpF2jqG0XhaKe07o1jB0rM5uaynyGu1NANw7SmrNoZhjo14Ko+6O4eOQiCTsTMBttfCMT0CK6BRd2XEBn0GE2mku2ZRqHN+bO1Xfi39KfuPVx5F7Jxb+lP+GDwi2KhyZtm5BzKcf2tgsw4YsJ/PbgbxRkF5TYUJFim89uOcuSKUuYvnK6vV+Pota4Cg/agjTY+4zr+7WKgA5PONFcwI77IPZLSh2ogMs75RZR8nro94nrnWzrIUp8KBQNgE8/hQED4Nw5KUAiiGUKi/AgH4GGDtj12mH2vbWOZl2b2RYeRaSeTGX2wdns/2o/qSdScfd1p+MtHek0qVPJtkr7m9rb7afP7D6c32a9doym12g9tDXd7+xO5LhIDnx7gJM/nyR2bazVa4RJcHrVaRL3JRLaK9SuDYpawKs5eIdBjq26QToI6AO6om06sxEu/iELu3m3lFVlyz6ozy4Acw2ueDUbChF3Od4+9usi4QHlnF2Lt15iPoOgQdDGiT4bKEp8KBQNgJAQ2L0b3n4bfvjgIlPT56PDXOSGIUojC/OMJOxOKIlAtEXelTzSz6VXu6Bb16ld2f3xbi7svGAxvbveTc/IN0cC4OnvSfSj0eSn5xO3Ic6mr4jOoOPID0eU+KiraDqIfAz2P4/1VRAzdHxcrhic+ggOvQr5ZRLO+XWEqHeg+Wj5PvO0jD6xm5vDpmE27CnbzAC+HWDrnVJEtZkB/p1tX3P8bWz/59LBiXeU+ED5fCgUDYaAAHjtNXhz0lbcDMJyaG1xyIsDPnA6Nx1nNp6ptl16dz13/n4nXad0rbQtE9ghkBkbZ5SmXS8iLy3Ppv8HABrkXql6VI6iBuj4BISOosQbuYSinyPugVZ3wOF/wu6HywsPgIwTsPEmOP+TfG/wpcrbOV4toeMzEDZR5u3Q+9hOHiaMEPclnP1BiorfusD2mTJ8uCKFmXD4/yD9MLb/c5nhyn4w2kjOc42gVj4UigaEEIIjCw8jbG2rOOF8b89Pw1E8Gnlwy7xbGPnmSGLWxGDKN9GsWzPCrgtDs7D/7R/ubzdCRpgFjVs1dol9iquEzg2G/gwnP5RRLdlx8rh/Z5lkrM09svrsoVetdFCklnfMkiXuW06SQsX+wBA0GNreB6ZsaNQOgofJ1ZhiMk7AuuGQe4GS1QrNIEVHyfDGUjMAYr+S1w35CTwD5bG8i7B2iDzuKCoCRokPhaIhYco32a294ijmQlmXxZU0at6InjN62m3XbVo3Vj+z2rb4EdDjrh5WT+dezmX3x7vZ+8VespOy8WrqRc+7e9L3ob74hvhWwXpFldC5ya2VDo9BYRqgA3f/0vMxX0hRIKxFvAi5InLhN2g5UfpMXNyKTRWtGaD5jRA2rvxYZfHrAONOypWN+CWygJzBHxJ/s9y+mEtbYVko9Hkf2s+WkTeZp3BsRUaTqd4N6u9PbbsoFA0IvYcezyb2wwJ1bjq8Arysbm1oOg3vQG86TerkahMdwjvQm6GvDLXZZsCzA/ALs1y2+0rcFT7q/hEbXtpAWmwahTmFZMRnsOXfW/iw64ekHLFdyE5xFdA0cG9SWQxkHLe/EqAZZIr09SOlQ6q95TtRAAf+Dqt6Q06C5TY5CTIPSeoO8O8Kvf8HjSLkWPYQRtj1oLz+wm82hJMFOjyuol1Q4kOhaFBomkbUfVE2E3bpDDq6T+/OrYtuRWfQVWqr6TV0bjpuW3wbABd2XuDslrNkX7S/Ty2EIPlQMmc2neFK7JVK56/EXeHMpjMkHUiymyhs8F8HM+KNEbh5u5XYBWDwNDD0H0MZ/u/hVm34YdIPZCVnVVo5ESZBXloe3934HXHr47h49KJKWOZqhIArByF5E2TF2W+v97ZfuE0YpUNq8gZnDIGsM/BnheypQsCBl2B5Szj4d4j5Uvp0rOoD5xY7kYtDk34eDvugaHLrqP1sx6fQgNFEHfufl5GRgb+/P+np6fj5Wf5Wo1AorJOVlMXHPT8mJzWnpH5KMZpew83Ljb4P96UwpxBjvpErMVc4s+EMwizQdBodJ3Vk0AuDOLXyFDv+t4Pcy9KpU2fQ0WlyJ0a+ORL/lpWXsg8vPMzGVzaSejK15Fj4oHBGvDECTaex9vm1nN10tuRcQLsAhr4ylO53drc5n4KsAo7/dJysxCy8g7zpOLEjnv7WV3fO/XGOrwZ/5dDvCqBZ12bc8H830GF8B4evUVjhzAI49ErRNkQRQYOh1xsQ0BcSV0LyRrlS0DQaWt4CF36GP26z33dJCvUqMHwDBF8vfz7yOhx40dogXJX8JDoP6PGaXPVowGnanXl+K/GhUDRALsdcZvFti0nal1SyYiBMAq8Ar5LKsppew2wyg1lGpHj4e9BmRBuue+I6tszZwonllR3oNIOGT5AP9++8v9yWx/Z3t/P7E79X+uwuHlvTNIQQ5Z1Ii9qOfHMkA54Z4LK5b3h5A3/M+cOhXCZl7Zjw1QR63t3TZXZccxx/B/Y+ReUHuE76dHg0hbxk0IoevqJQHhswH3bOltlQhSV/JQfiwu3hEQhjT4DOHZaF1HC0iQ46Pw89/12DY9YOSnwoFAqEEHLLZNNZhBCknkhl/1f7bV5TnMXUFjqDjs63dWby/MkAZFzI4H/h/6tyZIym03gs9jGXRa6sfXEt2/67DXOhcw8sg6eBpxOfxrOxE6m0FZLsePipNc6LBB3oDDBwEex5BHIuFB0XpSsdjSIh82Q1DdTkqkPTaJlp1F5bZ1Y/GnWArNM2VmV0MCEWfFo53mc9xZnnt/L5UCgaKJqmERYdxsDnBtLngT4cWmCj9G0RdgvAIVOcH118lJxLOQDs+2JfNQ2FvZ/vdbh5fmY+ifsSSTmSYnF1I7RXqNPCA8CYb+TAdwecvk6BrE5bJSdKs3xox30NNx+FvnMh8DopOIKHw6DF0PN1FxgopI0lYbV22nq3dKCdBv7dYNCiIr+Vio6qRdf3/t81ITycRYXaKhTXAMd+PIYpv4r75RYwG81cOnGJ8MBwUg6lVMtpU5gEKQdl9El2SjaHFx4mKykLn2Y+dJnShUahjQDIuZTD+r+v58A3B0rCiX1Dfen/VH+ue/I6dHr5Yd9xYke8A73JuZzj1BdxnV5H8sHkKs/jmibtUNVzVwgTnP9ZXt/+QfkqS0G6LOxmyquejcasoi0fByJrQkZA6E2wdZqVbKpFQqvXG9CkO4zeBQdfllV2i1dAmvSEri/J8GBFJZT4UCiuAbKSs9DpdY77QTiAwUN+fOg99Gg6+9s11tB0Gjp3HWtfkNslwixKtn9WP7Oafg/3Y9CLg/hy0JeknUkrN05WYhZrnltD4t5Ebvn+FjSdht5dz6TvJ7Fg7AKEJpyyq3hOFcnPzCf9XDoGTwNN2jSxmBitviHMgssxlzEVmGgS0aQkqqiKvVE9Z00zFKRazsnh7g/tZsuw1ur6foSOAoMfGDOstxFG8Osst2esCSq9F/T/tjTtu18HGPQD5F+Wqytu/uATXj1bGzhKfCgU1wC+wb7SudRFeAd5E9wjGIB2Y9pxaJ79LR1rCLOgMLuQP//zZ7ljxex4fwexa2MrCY/SxnB4wWE639qZTrfIvCTtRrXj7k13s/7v6zmz4YxDdpiN5kqF8jITMtnw0gYOzjtYsnLUNLIpA18YSM+7e9ZLESLMgp1zd7LtrW2kn0sHwM3bjZ4zezLs1WF4BXg53tnFrXDwFUheW02rNHBvav10z9el30fCiqr33ygS/CKh+6uw90krzfSymNyx/xStYFgRU0JA6MjKxz0C5EthF+VwqlBcA+Sl5fFWyFsu23q54d83MPjFwYD0lXi39btkX8x2evVD02l4NvYkLz2vyisnIB1lWw1pxYz1MyqdyzifQWZiJr/M+oWUwymVwo8B0IGnnyd+Lf0wG82EXRdGp8md+HXWr2SnZJdfMSr6gj/guQGM/E/pA0gIQeaFTApzC/Fr4VfNlYSrgxCCn+/92aLjsabXaNKmCfduuxfvpt72O7vwG2yeCIiqh8AWo/eEW9NB7269jdkkx0v4jSqtsER/Dm3vlcLh2Btym8RsLMoxUuR7EjZJ1n7ZXvnvqDya9E+puEV0jaMcThUKRTk8G3sy6MVBLukruEcwA58bWPLe4GFg+qrpePp72i8GVwFNr8kU6dX8CiRMgsS9iRbP+YX50aJvC6b9Ok1G1FiqcWaWWysph1K4dOwSB787yIKxC8hMzKy8VVVk69Y3thK/LR4hBAfnHeTj7h/zTst3+CDyA94MepMVj6wgKzmrehNzMSd/PWk14kmYBFdir7Dur+vsd2TMldVehcmO8HDwEWPKg/gfbbfR6SFoYPn6LPYodgKNfBTazCw6psnQ10kJ0Ptdmfa96ytw8zEY8iNkHCsNB7barx4uV9PR+hpHiQ+F4hph6EtDGfTiIJl7o4q7BZpOo9XgViXOncWE9AjhoaMP0er6Vk71bTaaQcNmRlZH0Rlsf5z5tfDjgX0PMPrd0QR3C8arqReNIxqXnC+78lIiOGyIIp1Bx665u9jw0gaW3bmsXMr2wpxCdn+8m8/7fU5mYmaV5lMdzm8/z/K7l/Nxz4/5vP/nbJmzheyUbHa+v9Pm71qYBAe/PUh+Rr7tAc4tLqrTYkc1+oRD+BT7Bmt6uPCL/XatbfhhlMUjCDyayYyiw1ZD99cg+6ys31LSpil0eASi3oJuL4F/R3lc54Z9Naw16GRhNYHy+VAorhE0ncbwfw+n36P9OPj9QVJPppKwO4GLRy46HpqqgXczy0vyOz/YyZn1Z5wzSoBXgFe1q+fqDDraj2lvt51HIw+iH40m+tFoAJbfs5yM+IwqOeKajWbObDpD5rwicVFhCsIkyEjIYNXjq7htkQMZPF2AEIKVj65k19xd6AylDsYJOxPY8n9bQLMfTm3MM3Lp+CXbRQUv/Ynd5F+am9zCSDvogOFmMOXKLZHUHXBpu1zhaDYUmpQpHujTSlaqjfkcmwLBMwg6PgMBveHwa7BxTNEKjU4Wm+v6kjxniZAb4fC/7NhbCCEWfD4UDqPEh0JxjdEotBEDny3dNslLyyP5UDKZFzJZesdSm9cKk6DbHd0qHc9KyuLP1/+0cIVt/ML96Da9GxtedqZmR2XMJjP9Huvn9HXHlh6rVgRQQUZBuYd8RYRRcOzHY2QmZpaEDF9Ntr+znV1zdwGUs0mYBcZco8MiL+NCBoefOkz81nh0Bh1tRrQh6v4o/Fr4yYiOc0uwH3ki5HZK8kYHRtRkFtIVPSD9EKWL8mYI7C+zoPq2lof6zpVCIvZL6ynX04/JarOaniLFVdrfhV/hwgq4/lcIvbHytUEDoXEPSD9iOeOqpgevFtBirAPzUlhDbbsoFNc4no09aTW4FV2ndqXbtG42K912v7M7Ae3Ke/NfOn6JFY+sqFI0TUC7AJpENKHnPT2t+4to4N/aSln0Im7+8GZa9LXxTd0CmQmZFGQWOHVNObOKtq/siRdhEiTtT6ryOI5iKjSVixiqZEex8LDzqe/m7caiyYvY8f4OLuy4QPyf8Wz+12bejXiXo0uPwv7noSDNvkHCWFRYzpG/CzOc+wEyjpa+L74udResGQR5RdtaOje47gsYexKaRGF5n69orsJUWUAU+6n8MUX6rlRE02DIMvAMptIvS9ODW2O4/jeZmVVRZZT4UCgUJYz/Yjydb+sMyK2M4hdAl9u7MO7zcSVtMxMy+XbEt8ztNJdjS49VyWn0zMYzZCZmMvajsXSb1s3iuIGdAkk/k265Aw3c/dzpcnuXSqcKcwvJSc3BbDJjNprJuZRTkpxMmAXzxsxz3uAKeDVxLCy1oo9MMcZ8IzmXcjAVVj8KKXFPItkpDtQssaMFCnMKZQBLmaggYRaYjWaWTllC4vrV9jtBA/dASPrdvj0g2xpzLK9iCCPkJcHRN8sf9wqVqxNV8lY2S5+Vc4ssn/aNgJsOQI9/gU+EzOvhHQZd/go3H4bGXaswpqIsSropFIoSDJ4Gbl14K0P+PoQD3x0gOzkb3xBfuv+lO826NCtpl3s5ly8HfknGeRvJmhxAQ+PAtwcY9PwgJn03iUEvDuLAdwfISpQZTjvf2pnvbvzOegcCCrMK2ffVPgY8LYvTnd18lj/+8wenV54GIYvmCSEwF5rRdBqRYyNpfUNr57KZlsmfpTPoEGbBpG8ncX77eXZ/tNvm6ofeU1/JfyL5UDJ/vv4nRxYfwVxoxuBpoNv0bgx6cRABbauWJ6Ig27FVHHc/90rbRZpOQ5gFHo09KMgosLw9U3Ro+4ooJj14zs4oQiYNcwgNCq/YjpoRJjj+Flz8Azo9A+GTIeM4mHIcHMPSsG7Sv6SNlbBaj6ZSbHT5a9XHUFhFiQ+FQlGJZl2blcthUZEd7+8gPT69Wrk5QG5dpJ8tXdUI6hzEiDkjSt7HrI4hP9125IUwC44uOsqApwdw4NsDLL97udzCKTLNVGAq1/bkipOc+PmEQ0X03HzcGPy3wRxecJjUE6noPfR0nNiR6564jtCoUEKjQkt8LKzNr9c9vcoVq4vbEMe8MfMQJlHy8DfmGTnwzQGOLj7KjA0zCI0KtWmXJSpuh1mzp3nv5gz71zB2vLuDUytOYS40E9w9mO53dWfVY6tsXm82CY7u6MKkB5fbHkjvBeZCK1VqK+JEnpDUHfDHrdDl79BykmPX2EQt/tcWSnwoFAqn2fPJnmoLDwAEeDaxXkW2IMuxb/PF6c9/mvlT0bPMum1mo5l1rCPflM9oRqNHX3oOM7/zOzp0jGQkve7txeAXBzP4xcEkH0omcW8iejc9viG+AAR2DGT8F+P5aeZP5dPXF7khtOjbgpFvlIq4wtxCFk1ehLnQXGl1wWw0U5BdwKLJi3gs5jG7OVPMJjNx6+PIOJ+Bd1Nv2oxsQ5uRbYhbH2d1/sIk6PNgH8IHhhM+sHz678sxl+2KDwBjoRvCrKHprPyONYMUHyYL/hSWaD4OEn7Fse2TojZHXgP/zqDzALOdsGCrXRVC8NCqXauoNkp8KBQKpzCbzGQluiZ5ltlopusU6/vnDn2bN2g0jWzKnk/32G0rEKxgBbvYhYZGLrlMYhJ69Jgx8xM/cZCDCAT55DMxaiIXj13k53t/5vy286Vj6jQ6396ZsR+NpefdPQnsFMj2d7Zz4ucTmPJNNGnbhJBeIZjyTSydtpTQqFCi7o8idm0seVesF0gTJkHamTRiVsfQbnQ7q+0OLTjEmmfWkJlQmkPEw9+DXjN7Eb81HmOesZIA0XQaESMiSlLQV8QnyMeh8iz+oWbpbGstObYwgmcIFFy23REAOuj0NIgCSFrrRKZUPWy/B8xVdBjW9DIPSNjEql2vqDZKfCgUCqfQdBoGLwPGXPtL6n6t/MiMz7ToQ6DpNdqNakdw92Cr1wd3DyY0KpSk/UlWw0SFURDSM4TDCw/bXPEoKzzGMQ4vvFjCEgAmMpFf+IWDHGQykzFi5Cd+4q2f3qLr410pzCpf2VSYBUcXHyX1RCoz/5hJWHQYty68FYAzm8+wcPxCji4+Wjwwp1acYvNrmwm7LsxmaC5In5Jzf5yzKj4OfHuA5TOWVzqen57P9ne20+veXlw8cpHz20vFkt5TT+/7ezPyjZFWnV/jNsQ5tPjQY+ZACBwAF4sja4ou0gxSeES9DblJkHnCMTGxdRr0/x4SV9tvW4JJplu3h95LCpSydhSvzAz9SSUKq0WU+FAoFE6haRpdp3Tl4PcHrT5ENb1G+KBwpv02jUWTFxHze0zpt+qif1sNbcXkhZPtjjfm/TF8M+wbzMbKWxXFY216dZPdfsoKj97IBFO3citLWEI88WSQwWQm05XSlZgFyxYQpUUxVoxFqxDSWRxCu++rffR7WOYYuRJ3hflj5suoGlG+LUD8n/GOZXO10qQwt5CVj620eem+L/fxeOzjFGQXkHI4BYOngdZDW5fzO7HE0cVH7eYNA/AJbQw3rIXTn8LJ9yHzFKCTFWM7PgUhN8gQ2+P/td0RyMFyEyBlY1HODkd8RJwg8hEpPGK+lNEthkbQ5m7o+KSMaFHUGsrbRqFQOE3/p/tXrpFSBmEWDP7bYDRNs/qw1XSaQ1VhWw5oyV3r7yKwU6DlsRzwPSmggH3sI4QQelCaMbMznbmVWymksJLw6EY3mtOc/WI/+Vj3K9j90e6Sn3e8twNjgY1kXg5kGDUbzfg088FSzc/jy47bdcDVdBr7vtxHsy7N6DqlKx0ndLQrPADy0vPsR9DqkMUJ9R7Q4VEYdxKmFsIdRpm0K+QG2c43AqK/sDumxABH5ziWNt1Zjr0pt1ZuuwJTC+C2dOjznhIedQAlPhQKhdM069qMqT9Nxc3LrZwA0fQaOoOO8V+Mp+3Itiy/e7lc9YDSlYCif89sOMPSabYzqhYTPjCc2Qdml5a8d7IUjDvuTGEKF7nIIhZhpPQbdmc68yzPlhMeJkws1ZaSSCK3czueWHl4C7gSc6Xk7aH5hyxXzS3THrDrTLrqsVV81PUj4tbHlTt+OeYyOjfbH9vCJLiw84LNNpZoEtHEbn0czJSrhwPIZFuWRGSbGUV1XezdLLOMjHEoGZmTaAY48Z78Wedm2U5FraDEh0KhqBLtx7TnyfgnufGtG4kcG0m7Me0Y+vJQnjj7BL3u6cWl45c4uviozciLk7+cJPmQY/k2dn+0m1MrThVdXAV7ac9UphJLbCUBUnZLpVh4nNSdZApT6EAHm/26+5aWgS/IcMwB0pGtl4vHLvLdjd8Rszqm3FiOrPTEro0lYU+CQ7YU0+veXnaztXo19SLy5kjHOw2fjP2bZcZxNenkI0sYIXm9c9coagQlPhQKRZXxCvCi/1P9ueOXO5i+YjpDXx5Ko+ayhsmRRUfsPmR1Bh1Hfjhis42pwMSa59fY9XWwht5Dj95dhtNG6iJ5uv/TnOQka1hjsf061nFUHGXR4kUM6jLI5nNRZ9DRZUppdlW/cD/7Bmlw3RPX2W8n5PbVL7N+KdnG6Tixo8XtmEqXCsHKR5z7fYX0CCHqviib8x39v9Elv0uHCJtoOU15CToZLuuo+AjsD4N/LCoK5+Djy4Hfl6LmUeJDoVC4lJxLOcSujSXpQJLd7QU0yL1iPR+EMAsW37aYrW9urVoWbWDkmyP5a85fee7yczyf+Tznws6hodGa1hbbt6Y1OnT88MMPDHhxgPVxNbmC0e/R0oJ2vWf1tjlnTa/RYXwHYtfEOva8FZB+Nr1k+6VJRBOZSt6BnYzz289z8ehFBwYp5eaPb2bg8wMxeBbFIhSPo4HOTcfOD3ZKR2NH6/jo3GDwUukjolWIb9AM8njb+3Ds5urkVk7LSbLQnHtj+5doBgga4JitihpFiQ+FQuESsi9ms+wvy/hv6H/5buR3HP/xOOZCO0XXzAL/ltaLxp34+QQnfj5RZeEBsPrp1eSl5eHu5879s+9n4eKFTGYynbCc7yKSSBkFs2gJr//yOkNfk4moNEPpE1/TaRg8DUxdPpXADqWOsL3v701AuwCLKz6aXsPgYeCG124g9WSq43PS4NKJSyVvx38xHoOXY4GKZa9zBJ1ex4g5I3g66Wl6zuwJgpJsseZCMwm7Elj2l2UsumWR4/VoggbCqF3QaqpMaQ7y31ZT5PHu/3Rw9cMMO2dB/I/gFwlj9oN/5QrL5RBGiHzUMTsVNYoKtVUoFNUm93IuXw74kitxV5zKfCpMgn1f7EPvoSfqvig8GnnI42ZZiv6XWb9U2zZhEhz49gAf7/+Yed/PqxTVYsLESU7SnvYYij4SO9MZBCxZJPOAvH/0ffZ8socLOy+gd9fTdlRbou6NwqeZT7mxPPw8uGfLPSz7yzLpq6HJ0GRhFjRt35RJ30+iWddmGLwMsoCbQxMAd59SvxJ3H3cCOwaStNd+pdyy1znD5dOX2f/Vfjl8mcid4p9P/nqSLf/ewvWvXG+5g8IsiPlChuPmnJOrFK3vhLFHweAr3+vLOPEO+A7+nFq0RWJLsGqw73lZWdbgCyM2wrphkH64QrRMUcxwh8ch9EYnZ6+oCTThyAZiDZKRkYG/vz/p6en4+Tmwf6pQKGqd1c+sZvv/tlct5XrRF96AdgHcs/kevAO9WTptaWmSrmqiM+jodFcn7l54N43yGjHTPBN35EPZhIklLOEYx4gkktu5vUSAFFLIV9pXXPa4THJystOfR6knU4ldF4u50ExoVChh/cOIWR1D7JpYYlbHcOnYJeshuRWYtXcWob1K67388fofrP/bepvXe/h58HTS0zIiyUmW37OcQ98fsumA6hXgxdOJT1f2AclLgTVDIPNk0YHiEB89GHxkjpCmfSt3ePFPWD8KTA5U5i3GM1gKDGM2nPq4tJidf1fo9CxE/EVFuNQgzjy/Xb7t8o9//EPG9pd5dezY0dXDKBSKOoKpwMTez/ZWvdaLkK8rcVdYesdS/nzzT44ucY3wAOl86dvIl5WrVpLhnsECbQEFFJQIjxOcYAhDiCGmJAqmkEIW6RZx2f0yv/32W5W+CDWNbEqHcR3ISspiydQlvOb+GvNvms+O93Zw6bjjwgONSk65ve7thbuvu3X/Eg2iH4/GzcuN1JOpnPvjHJdjHEl3Ljm94rTdyJfcy7mWI5W2Toes05Tc2GKESYqEjTdBZqwUG1f2l65YBA0Eg7fDNgKQlwwH/goFV+CWJJgYD7ckw00Hoc1dSnjUYa7KtkuXLl1Yu3Zt6SAGtbujUDRUspKyyM+oYnGvMgij4MzGMyTtT6qWj0elfk2CgPYB9Bvcj1WrVzFq5Cjm58/HCy9OcKIknDaccBawgEUswoyZ827n+W3Fb9xwww1VGjd+azzfj/qewtzCcsLMaZEmYP/X+xnxemm1X58gH6avnM68MfMoyCooETKaQUMYBd2mdaNFvxZ8EvUJSftKt2daRLdg+L+HE3GD7SRbjvpzVPLpST8ma7RYnYsJ8i/BL+0oucneLaHzC9D+QfAOk+ed/QM49SG0nq6cS+sRV8Xh1GAwEBISUvIKDLScmVChUNR/HHV+BMfyW+SlWS+8VtU+Vz+9mv+1/h87p+zk6e5Pk6hP5AQnmKpNLcnj0Y52TNNNI5ZYzunPMSt0Fvum7+PTPp+y++PdFGQ7XsQsPyOf+TfPpzCn0CXVf3NTK0cEtRzQksdiHmP4nOGE9g6lcZvGRNwQwZ2r76TdmHYsGL+A5APlVyYu7LwgnYGXH7c5XvM+ze3+XvXuegI7VvhsT1qDY4+VMr+TnHjY/TDsf64o8qUKaAa57aKoN1yVJYlTp07RvHlzPD096d+/P3PmzCE8PNxi2/z8fPLzS781ZWRkXA2TFArFVcInyIeQXiEkH0i2upWgM+jwDvImO9mJ/XwHceThbso3kX42HQC3FDfuMd1DQNcAwt3DSxw3dQYdY8aMofGWxhSmFxJwJoAssshKzuK3h35jx3s7mLFhBr7BvnbHO/DdAZmu3EUrOD7BPhaPG/ONpBxKIflgMuZCM2mxaaQcSiHnUo7ME1LRpa/o2I93/sizF5+16g/S79F+MhzYCppeo9v0bpXTtpsL5FZHVeZ97C0YvgkatYesWOfqvAgjXNlXhUEVtYXLVz6io6P5+uuvWbVqFR999BFxcXEMHjyYzMxMi+3nzJmDv79/yatly5auNkmhUFxlBr0wyKYPg9loJnKsE5kxryLCJAghBPcj7kSOjeTJ+Cd56OhDPJ30NCmHUwjKCiJEhJS5QL5ST6ayZMoSh8Y4vfK0y+zV9Bq97u1V6Xh6fDqf9f2MwwsPl9v+yErMshviXJhdyMpHrSchixwbSY+7e1g8p+k1/MP9GfGfEZVPNunpWCVbix0bIO4bGLFJJhOTg8mXI+jt169R1B1cLj7GjBnDbbfdRvfu3Rk1ahQrVqwgLS2NRYsWWWz/4osvkp6eXvKKj493tUkKheIq0+X2Lgx9RebDKFsfRGfQgQY3zb2JYf8a5lhF15pCwI53d+Ad6E1QpyDObTlHWlyaVUdLYRKc3XRW+qTYoWJVW4ew8KvRGXR4B3qXVM0ty+9P/U7OxRy7jqHW2P/VfrIvWl6J0jSNCV9MYNQ7o/ALK3W2NXgaiLo/ivt23IdPkIXVmOAbwCeCKj1ahBEu7wGvEBi5GUbvgW6vykq5FROUVbYYwiY4P6ai1rjqnqCNGzcmMjKS06ctfxPw8PDAw8PjapuhUCiuMtf/43rajWnHrrm7OLflHJpeo82INvR9qC/B3YMBuOmDm/j1gV/RdFr5lRINlzqZOkp+ej4Xdl6g1ZBWnFpxCp1BZ/Nhruk1Tq04RUjPEKttjPlG/MP9HSpPX9xns67NyErMIjslWxaOE3K1qGlkU6Ysn1Ipn0hWUhbHlx2vlj+JMAs+7PIhHSd0pO/DfcvNqTCnkEMLDnF06VF07jpC+4TSYVwH+j7UF+9AGxEpmk7m7Fg3XIoJZ1dB9GWeBQFR8gXSidXmtoqQqdwV9YarLj6ysrKIiYnhL3/5y9UeSqFQ1DJh0WGERYdZPd97Vm98gn3Y+PJGkg+WOkMGdQni4mHnUoG7CmO+9C0w5Zvs1k3RdFpJ+4rkZ+Sz6V+b2PvZXrtl7yty0wc30SK6BSd+PkHC7gR0Bh1threh1dBWaBbCRVOOpLjEkTXnYg77v97P3s/3Mvz14Qx6fhAZFzL49oZvZRbWIlGYfiadxN2JHF54mBnrZ+AbYsPvJWgg3LhVhsAmrsYpVdn8psrHCjNkFI1NNLjwCzTuaqedoq7gcvHxzDPPMG7cOFq1akVCQgKvvPIKer2eO+64w9VDKRSKekjHCR3pML4Dl09fJvdyLn5hfnj4efDfkP86nvXTVWgQ1CkIAP/W/nZzb5gLzTTr2qzS8fyMfL4Y8AUXj110ujK8Xws/mnVrht5NT+fJnek8ubPda5wq7maH4pWedS+so2mHpmz51xauxF6RJ4t+HcW/l8unLvPDLT8w88+ZFkVRCQFRMGwV5FyAnPOwaTzkp9g3pmnl7SVSNoPZXgSUgPhl0OVF+2Mo6gQu9/k4f/48d9xxBx06dOD222+nadOmbN++naCgIFcPpVAo6imaptG0fVPCosPwa+GHRyMPBv99cM3aoNeIvDkSvzA/zmw6w9a37BSv02RJ+Y4TyidNTDubJoXHEeeFB0DGhQw2vLzBqWua926Ou1/VUqdbQ9NpbPj7BhL3JlrdejIbzZzfdp4LOy841mnqLtj9qGPCA2TK9IqYrBcerFI7RZ3A5eJj4cKFJCQkkJ+fz/nz51m4cCFt27Z19TAKhaKBMeiFQQx5aQiaXkPTafYr4tqgcdvGNp1bNb2Gp78no/43isyETObfNB9Tnn3/hPGfjy+36nDpxCU+ifpECo8qUlzfxplVHzdvN/o+1Ldav6NKdpgFF49cLOcwbAmdQSeL/dnj2H9hyyTpROoQGvhaeFb4d3HgUgM07u7gOIq6gKpqq1Ao6gSapjHsn8N4Mv5Jhs8ZTpcpDjx0KuAd5E2L61qQFptm3SdCg8ibI7lv530EtA1g9ye7MeYb7ac7F7D87uWseW4NuZflt+zldy932r/DEoXZhaSeSnXqmmGvDqPtaNd/sbP7e9DAmGsnB0f6Mdj3TNEbR5eDBGy7S6ZgL4t/Zxl6ayvkVhih/WwHx1HUBVTec4VCUadoFNqIgc8NBGT9kLh1cQ6Hk3oGeHJhu+0tAZ27jt6ze7PxHxu5fOoyKYcdd97MT89n29vbOL7sOGM/HWt3LGewt+JQEb27nv5P9SdhVwI5F3NcZocjfi+VMptW5NRHcjXCmURhACkbYMcsGDiv/PG+H8HqAWDOtxxB0/ZeCBrk3FiKWkWtfCgUijrLpG8n0aRNE4s5MCxx+YT94mnmfDPzb5rPkYVHuLDjAoXZzjm5CpPgcuxlfr7vZ6eus4VPMx+aRjZ16pr4bfHMGzPPYur1q82ez/ZwdKmN4n8XtzovPEAWmTu7ALIr5Htq0gNu3AbNhpQ/7t4UesyBfp+qInL1DCU+FApFncWnmQ/377qfG9+6kYDIAIdFiCNUNTmXvBjSYtNcY0hRBVq9m3MRLKufWY0wCcer47qQpL1JLL51MRteseIoq6tmNM4FC8KuSXcYvh7Gx8D1K2HEZpiUAF1ekPlFFPUKdccUCkWdxsPPg/5P9efRE486vTVRV2g3ph1QvghesbNoh/EdSraZHCX1VCrnt56vFeEBpVszm/+5mXN/nKvcIGSE42nRK6LpwJhl/bxvG2g+GpoNBr1rI34UNUf9/J+sUCgU9QBNp3H70tuZvmI6d62/i/Y3tcfgaUDnpiOkVwgTv5nI7Utvd1pUpZ1Jc4l9nSZ3qpag0xl07PxgZ+UT7R6gyo8XYZLF5RQNGuVwqlAo6g2thrYibm1cbZthl+KaNrcvvZ0O4zoAEDEsgohhES7pv1I12aqgQcsBLTn2o73sodYxG82c3XS28gmfcJlmfet0OZAz/h8egdB8bJVtUtQP1MqHQqGoN1z3+HW1bYJ9NOh0Sydm7Z5VIjyqgxCikn9K897N8WvpZ+UK+2h6jXaj29F1atfq5wqxdnmrKTBqB4TfDroiseTTGpoNtdGRBn0/VNsp1wBq5UOhUNQb2t/cnshxkZz85WRtm2IVTadxfsd5GjVvVK1+kg8ls+2/2zjywxGMeUZ8Q3yJmhVF9GPReDf1ZugrQ/nlvl+q1LcwCyLHRZKRkEHr61sTtz6uSoX9dAad7dWcgN6lYbPCLP05hIDj/4XD/weFaaVtfVpB1DvQcqLzhijqHZqwV0mphsnIyMDf35/09HT8/Kqu7BUKRcPEVGiSWUVrqRCdI2h6jQHPDGDE6yOqdP2pFadYOHFhSXXbsv36t/Tnnj/uwa+FH5tf28yGlzfIKsEuKDRXqdqwA9y77V7CrrNeTNAqpjxIWg8FV8CnpczToaJW6jXOPL+V+FAoFPWOwpxCVj62kgPfHKheyKyDuDdy58a3b2Ttc2vJS89zKGmnZ2NPnr30LDq9cw/UnNQc3gl/R2YRtfDprDPoCB8Szox1MwC4EnuFPZ/tIeVQCnp3PfkZ+Zzbcg5TQWkyLp2bDnOh635Pml6KnRv+fQODX6zZmjyKuosSHwqF4pog+2I2J385yfq/rycr0UZ4pg2GvDSEuPVxnN9mP3S11fWtSDqQRP4Vx1KqP5f6HF4BXk7Zs/Wtrax9fq1dWx46+lBJRd6K5F7OJXZtLAXZBRg8Dfw47UenbLBH6+tb0/+Z/kTeHOnSfhX1G2ee32qNS6FQ1Ft8gnzoNbMXsw/MxjvI2+nrdW46oh+P5s7f76T7Xd3tJjE7u/Esbp5ujnWuyQJw1hBmwfkd5zn520kS9yZS/D3wzMYzDm19nN1sIcqkCK8AL7rc3oVe9/QiYVeCa/KjaDDk5SH8Le9vzNgwQwkPRbVQDqcKhaLe4xPkw/B/D+eX+x13wNT0Gt2mdcO7qRQtE7+ayIWdF7h07JJN50tHVlg0vUbbUW0xeFr+iD00/xDr/76etLi0kmOBnQIZ+eZIh7eRHPXNSD2R6pqtKQFHFh1h2KvDqt+X4ppHrXwoFIoGQdc7uuIb6lsui6g1NL1GQLsARr09quRYXnoel47aFh6OIszCatbSnXN38uP0H8sJD4BLxy6xYNwCCjILHBqjWZdmDrVz93V36HfiCLVRR0bRMFHiQ6FQNAjcfdy5a+1d+AT5lKSMACrlsfBs4smAZwdw3/b7yvljuCRaRK+h6TTGfzGe1kNblztnNpk5OO8gqx5bZb0DAed3nHdorIwLGQ616zCxg0vmhg78w/2r349Cgdp2USgUDYigzkE8eupRDs0/xJFFR8hLzyMwMpCoWVE069YMU74JnyAfiz4Qnk088Q/3J/1cepXG9g/3p+sdXen9QG+aRDQpd+7i0YvMHzu/0mqHJRwVCjmXchxq1+mWTviH+5NxIaN6IsQMvWf1rvr1CkUZlPhQKBQNCndfd3rP6u30g1LTNPo91o81z65xeutFZ9ARMTzCYl6PrKQsvh76NblXnNiy0LBrg1+YY9GABg8Df1nzF7654RsyEzLlQUt9F49pYWzNoBHUKYjud3Z3aEyFwh5KfCgUCkUR0Y9Gc+rXU5zZeMbpaw1elj9Od324i9wruc6tOthp6tnEk/Y3OV58rWlkUx45/ggH5x3k8PzD5F7JxaORB+ggLy0PT39PutzeBb+Wfqx8ZCWZCZnoDDqEWSDMgjY3tOGWebfYjN5RKJxBiQ+FQqEoQu+uZ/qq6SydupTjy487fJ3ZaLZax2X/V/urtN1hK9voiNdHYPBw7uPb3dedPg/0oc8DfWy26zC+A6dXnib5UDIGDwPtxrSzmk9EoagqSnwoFApFGQweBqYsm8KuD3ex5tk1FOYU2twG0QwaTds1pe2NbS2ed9Q3oyJdpnTh8MLDaJqGptcwG824ebsx8o2RV9X3QqfXETk2ksixKo+H4uqhxIdCoVBYoO9DfekxowdHlxwl5XAKh+YdIisxq3RFoiiIxq+5H9NWTLNaHdYn2If0s447sWo6jbD+YUyeP5nhc4Zz7Mdj5Kfn07h1Yzrf2hl3X1XxVVH/UenVFQqFwgGMeUYO/3CYfV/sI/1cOj7NfOh5d0+6/6W79J+wwqZ/bWLTPzY5VbBtyvIpdJzQ0RVmKxQ1hqrtolAoFHWEnEs5fNT9I7JTsm36fugMOsxGM8NeG8aQvw2pQQsVCtfgzPNbbbsoFArFVcQ70Jt7Nt/DwgkLuXj0oswxooG50IzeXY+HvwcGLwOth7am3yP9aNGvRW2brFBcdZT4UCgUiqtMQLsAHjz8IGc2niF2bSzmQjMhvULodEsnp6NWFIqGgPqrVygUihpA0zQihkUQMSyitk1RKGodVdtFoVAoFApFjaLEh0KhUCgUihpFiQ+FQqFQKBQ1ihIfCoVCoVAoahQlPhQKhUKhUNQoSnwoFAqFQqGoUZT4UCgUCoVCUaMo8aFQKBQKhaJGUeJDoVAoFApFjVLnMpwW17nLyMioZUsUCoVCoVA4SvFz25F6tXVOfGRmZgLQsmXLWrZEoVAoFAqFs2RmZuLv72+zjSYckSg1iNlsJiEhgUaNGqFpmlPXZmRk0LJlS+Lj4+2W861vNOS5QcOeX0OeG6j51Wca8tygYc+vLs5NCEFmZibNmzdHp7Pt1VHnVj50Oh1hYWHV6sPPz6/O3AxX05DnBg17fg15bqDmV59pyHODhj2/ujY3eysexSiHU4VCoVAoFDWKEh8KhUKhUChqlAYlPjw8PHjllVfw8PCobVNcTkOeGzTs+TXkuYGaX32mIc8NGvb86vvc6pzDqUKhUCgUioZNg1r5UCgUCoVCUfdR4kOhUCgUCkWNosSHQqFQKBSKGkWJD4VCoVAoFDVKgxEfc+fOpXXr1nh6ehIdHc3OnTtr2ySX8I9//ANN08q9OnbsWNtmVZnNmzczbtw4mjdvjqZpLF++vNx5IQQvv/wyoaGheHl5MWLECE6dOlU7xjqJvbndfffdle7l6NGja8dYJ5kzZw59+/alUaNGNGvWjIkTJ3LixIlybfLy8nj44Ydp2rQpvr6+TJ48meTk5Fqy2Dkcmd/1119f6f7Nnj27lix2nI8++oju3buXJKPq378/K1euLDlfn+8b2J9ffb1vlnj99dfRNI0nnnii5Fh9vX8NQnz88MMPPPXUU7zyyivs3buXHj16MGrUKFJSUmrbNJfQpUsXEhMTS15//PFHbZtUZbKzs+nRowdz5861eP6NN97gvffe4+OPP2bHjh34+PgwatQo8vLyathS57E3N4DRo0eXu5cLFiyoQQurzqZNm3j44YfZvn07a9asobCwkBtvvJHs7OySNk8++SS//PILixcvZtOmTSQkJHDLLbfUotWO48j8AO6///5y9++NN96oJYsdJywsjNdff509e/awe/dubrjhBiZMmMCRI0eA+n3fwP78oH7et4rs2rWLTz75hO7du5c7Xm/vn2gA9OvXTzz88MMl700mk2jevLmYM2dOLVrlGl555RXRo0eP2jbjqgCIZcuWlbw3m80iJCREvPnmmyXH0tLShIeHh1iwYEEtWFh1Ks5NCCFmzJghJkyYUCv2uJqUlBQBiE2bNgkh5H1yc3MTixcvLmlz7NgxAYht27bVlplVpuL8hBBi6NCh4vHHH689o1xIkyZNxOeff97g7lsxxfMTomHct8zMTNG+fXuxZs2acvOpz/ev3q98FBQUsGfPHkaMGFFyTKfTMWLECLZt21aLlrmOU6dO0bx5c9q0acP06dM5d+5cbZt0VYiLiyMpKancvfT39yc6OrrB3MuNGzfSrFkzOnTowIMPPkhqamptm1Ql0tPTAQgICABgz549FBYWlrt3HTt2JDw8vF7eu4rzK2bevHkEBgbStWtXXnzxRXJycmrDvCpjMplYuHAh2dnZ9O/fv8Hdt4rzK6a+37eHH36Ym2++udx9gvr9/67OFZZzlkuXLmEymQgODi53PDg4mOPHj9eSVa4jOjqar7/+mg4dOpCYmMirr77K4MGDOXz4MI0aNapt81xKUlISgMV7WXyuPjN69GhuueUWIiIiiImJ4a9//Stjxoxh27Zt6PX62jbPYcxmM0888QQDBw6ka9eugLx37u7uNG7cuFzb+njvLM0PYNq0abRq1YrmzZtz8OBBnn/+eU6cOMGPP/5Yi9Y6xqFDh+jfvz95eXn4+vqybNkyOnfuzP79+xvEfbM2P6jf9w1g4cKF7N27l127dlU6V5//39V78dHQGTNmTMnP3bt3Jzo6mlatWrFo0SLuvffeWrRM4SxTp04t+blbt250796dtm3bsnHjRoYPH16LljnHww8/zOHDh+u175EtrM1v1qxZJT9369aN0NBQhg8fTkxMDG3btq1pM52iQ4cO7N+/n/T0dJYsWcKMGTPYtGlTbZvlMqzNr3PnzvX6vsXHx/P444+zZs0aPD09a9scl1Lvt10CAwPR6/WVvHuTk5MJCQmpJauuHo0bNyYyMpLTp0/Xtikup/h+XSv3sk2bNgQGBtare/nII4/w66+/smHDBsLCwkqOh4SEUFBQQFpaWrn29e3eWZufJaKjowHqxf1zd3enXbt29O7dmzlz5tCjRw/efffdBnPfrM3PEvXpvu3Zs4eUlBSioqIwGAwYDAY2bdrEe++9h8FgIDg4uN7ev3ovPtzd3enduzfr1q0rOWY2m1m3bl25Pb+GQlZWFjExMYSGhta2KS4nIiKCkJCQcvcyIyODHTt2NMh7ef78eVJTU+vFvRRC8Mgjj7Bs2TLWr19PREREufO9e/fGzc2t3L07ceIE586dqxf3zt78LLF//36AenH/KmI2m8nPz6/3980axfOzRH26b8OHD+fQoUPs37+/5NWnTx+mT59e8nO9vX+17fHqChYuXCg8PDzE119/LY4ePSpmzZolGjduLJKSkmrbtGrz9NNPi40bN4q4uDjx559/ihEjRojAwECRkpJS26ZViczMTLFv3z6xb98+AYi3335b7Nu3T5w9e1YIIcTrr78uGjduLH766Sdx8OBBMWHCBBERESFyc3Nr2XL72JpbZmameOaZZ8S2bdtEXFycWLt2rYiKihLt27cXeXl5tW26XR588EHh7+8vNm7cKBITE0teOTk5JW1mz54twsPDxfr168Xu3btF//79Rf/+/WvRasexN7/Tp0+Lf/7zn2L37t0iLi5O/PTTT6JNmzZiyJAhtWy5fV544QWxadMmERcXJw4ePCheeOEFoWmaWL16tRCift83IWzPrz7fN2tUjN6pr/evQYgPIYR4//33RXh4uHB3dxf9+vUT27dvr22TXMKUKVNEaGiocHd3Fy1atBBTpkwRp0+frm2zqsyGDRsEUOk1Y8YMIYQMt33ppZdEcHCw8PDwEMOHDxcnTpyoXaMdxNbccnJyxI033iiCgoKEm5ubaNWqlbj//vvrjUC2NC9AfPXVVyVtcnNzxUMPPSSaNGkivL29xaRJk0RiYmLtGe0E9uZ37tw5MWTIEBEQECA8PDxEu3btxLPPPivS09Nr13AHmDlzpmjVqpVwd3cXQUFBYvjw4SXCQ4j6fd+EsD2/+nzfrFFRfNTX+6cJIUTNrbMoFAqFQqG41qn3Ph8KhUKhUCjqF0p8KBQKhUKhqFGU+FAoFAqFQlGjKPGhUCgUCoWiRlHiQ6FQKBQKRY2ixIdCoVAoFIoaRYkPhUKhUCgUNYoSHwqFQqFQKGoUJT4UCoVCoVDUKEp8KBQKhUKhqFGU+FAoFAqFQlGjKPGhUCgUCoWiRvl/GhqLEELEcTEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: pathbased\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: R15\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting dataset: spiral\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for result in results:\n",
    "    print(\"Plotting dataset: \" + result)\n",
    "    # plot(results[result][0]) # Old plot call\n",
    "    plot_clusters(results[result][1]) # New plot call with clusters\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hopkins Statistic\n",
    "In this exercise, you will have to implement the Hopkins statistic.\n",
    "\n",
    "The part for selecting the data points and random points has already been implemented.\n",
    "We recommend to use NearestNeighbors from sklearn.neighbors for the implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import NearestNeighbors\n",
    "\n",
    "def hopkins_statistic(data, p, trials):\n",
    "    np.random.seed(1)\n",
    "    n, d = data.shape\n",
    "    results = []\n",
    "\n",
    "    for _ in range(trials):\n",
    "        sample_indices = np.random.choice(n, p, replace=False)\n",
    "        X_sample = data[sample_indices]\n",
    "\n",
    "        mins = np.min(data, axis=0)\n",
    "        maxs = np.max(data, axis=0)\n",
    "        random_points = np.random.uniform(mins, maxs, (p, d))\n",
    "\n",
    "        #Write hopkins_statistic here\n",
    "\n",
    "\n",
    "        act_neighbours = NearestNeighbors(n_neighbors=1).fit(X_sample)\n",
    "        dist, indices = act_neighbours.kneighbors(data, return_distance=True)\n",
    "\n",
    "        # print(dist)\n",
    "\n",
    "\n",
    "        rand_neighbours = NearestNeighbors(n_neighbors=1).fit(random_points)\n",
    "        rand_dist, rand_indices = rand_neighbours.kneighbors(data, return_distance=True)\n",
    "        # print(rand_dist)\n",
    "\n",
    "        # print(rand_distances)\n",
    "        # print(act_distances)\n",
    "\n",
    "        # Compute the test statistic\n",
    "        results.append(np.sum(dist) / (np.sum(rand_dist) + np.sum(dist)))\n",
    "\n",
    "    return np.mean(results), np.std(results)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 6.60549014]\n",
      " [ 6.01373428]\n",
      " [ 6.9139352 ]\n",
      " [ 7.44916103]\n",
      " [ 7.11705698]\n",
      " [ 7.67675061]\n",
      " [ 8.42763312]\n",
      " [ 6.93469538]\n",
      " [ 6.181626  ]\n",
      " [ 7.32290926]\n",
      " [ 7.94386556]\n",
      " [ 8.37749963]\n",
      " [ 8.61887464]\n",
      " [ 5.63848384]\n",
      " [ 6.41658009]\n",
      " [ 6.74481282]\n",
      " [ 7.88669766]\n",
      " [ 8.85720046]\n",
      " [ 9.43927963]\n",
      " [ 8.60232527]\n",
      " [ 9.04267659]\n",
      " [ 9.72753823]\n",
      " [10.02060377]\n",
      " [ 8.70703738]\n",
      " [ 7.91343794]\n",
      " [ 7.57792848]\n",
      " [ 7.13950278]\n",
      " [ 6.26617906]\n",
      " [ 5.25594901]\n",
      " [ 5.71773557]\n",
      " [ 6.52092785]\n",
      " [ 6.60018939]\n",
      " [ 7.51082552]\n",
      " [ 8.35703297]\n",
      " [ 8.98359616]\n",
      " [ 9.53532905]\n",
      " [10.62191132]\n",
      " [ 9.44788336]\n",
      " [ 9.10411995]\n",
      " [ 9.43663075]\n",
      " [ 9.17877988]\n",
      " [ 9.97308879]\n",
      " [ 9.77778093]\n",
      " [ 9.37616659]\n",
      " [ 8.90449325]\n",
      " [ 8.40773453]\n",
      " [ 7.80544682]\n",
      " [ 7.80928934]\n",
      " [ 7.36647813]\n",
      " [ 7.36698717]\n",
      " [ 6.77421582]\n",
      " [ 6.48845128]\n",
      " [ 5.8345951 ]\n",
      " [ 5.26307895]\n",
      " [ 5.07961613]\n",
      " [ 5.39560006]\n",
      " [ 5.99437236]\n",
      " [ 6.48151217]\n",
      " [ 7.77190453]\n",
      " [ 8.29005428]\n",
      " [ 9.02025499]\n",
      " [ 9.53428026]\n",
      " [10.4558596 ]\n",
      " [ 9.68968524]\n",
      " [10.14852206]\n",
      " [ 8.88608463]\n",
      " [ 9.48182472]\n",
      " [ 9.15478017]\n",
      " [ 9.80127543]\n",
      " [10.58229654]\n",
      " [ 8.45      ]\n",
      " [ 7.99312204]\n",
      " [ 7.3624045 ]\n",
      " [ 8.76184912]\n",
      " [ 9.58344927]\n",
      " [ 9.97120855]\n",
      " [10.0623059 ]\n",
      " [ 8.62046982]\n",
      " [ 8.96688352]\n",
      " [ 7.96303962]\n",
      " [ 8.01030586]\n",
      " [ 6.85930026]\n",
      " [ 7.07477915]\n",
      " [ 6.37024332]\n",
      " [ 6.5743821 ]\n",
      " [ 7.31454031]\n",
      " [ 7.83342199]\n",
      " [ 8.33141645]\n",
      " [ 9.07771998]\n",
      " [ 8.06535802]\n",
      " [ 8.34520821]\n",
      " [ 7.22928074]\n",
      " [ 7.02602306]\n",
      " [ 7.2680809 ]\n",
      " [ 6.73238442]\n",
      " [ 6.25799489]\n",
      " [ 5.82516094]\n",
      " [ 5.66259658]\n",
      " [ 5.18844871]\n",
      " [ 5.05099   ]\n",
      " [ 5.49181209]\n",
      " [ 5.8951251 ]\n",
      " [ 6.45368112]\n",
      " [ 7.00178549]\n",
      " [ 7.00446286]\n",
      " [ 6.57305104]\n",
      " [ 6.05743345]\n",
      " [ 5.3509345 ]\n",
      " [ 5.27730992]\n",
      " [ 5.03587132]\n",
      " [ 4.33416659]\n",
      " [ 4.10182886]\n",
      " [ 4.06109591]\n",
      " [ 3.6       ]\n",
      " [ 3.35410197]\n",
      " [ 3.19530906]\n",
      " [ 3.63661931]\n",
      " [ 4.21544778]\n",
      " [ 2.80178515]\n",
      " [ 2.82931087]\n",
      " [ 4.29796463]\n",
      " [ 4.46542271]\n",
      " [ 4.82700735]\n",
      " [ 5.23259018]\n",
      " [ 5.2497619 ]\n",
      " [ 4.53679402]\n",
      " [ 4.80832611]\n",
      " [ 4.11096096]\n",
      " [ 3.93573373]\n",
      " [ 4.30174383]\n",
      " [ 4.7563116 ]\n",
      " [ 4.60977223]\n",
      " [ 3.95031644]\n",
      " [ 3.41247711]\n",
      " [ 3.46446244]\n",
      " [ 3.08868904]\n",
      " [ 2.70416346]\n",
      " [ 3.71651719]\n",
      " [ 3.14006369]\n",
      " [ 3.49857114]\n",
      " [ 3.21442063]\n",
      " [ 2.6       ]\n",
      " [ 2.26384628]\n",
      " [ 2.17082933]\n",
      " [ 2.8       ]\n",
      " [ 2.61007663]\n",
      " [ 2.01308221]\n",
      " [ 1.25      ]\n",
      " [ 1.71026314]\n",
      " [ 2.00997512]\n",
      " [ 2.45458754]\n",
      " [ 1.86681547]\n",
      " [ 1.07354553]\n",
      " [ 1.0511898 ]\n",
      " [ 0.        ]\n",
      " [ 1.0511898 ]\n",
      " [ 0.72801099]\n",
      " [ 1.83847763]\n",
      " [ 1.60078106]\n",
      " [ 1.30384048]\n",
      " [ 1.56524758]\n",
      " [ 1.5435349 ]\n",
      " [ 1.15974135]\n",
      " [ 1.37568165]\n",
      " [ 1.9830532 ]\n",
      " [ 2.91247318]\n",
      " [ 3.55598088]\n",
      " [ 2.30054341]\n",
      " [ 2.60768096]\n",
      " [ 2.40831892]\n",
      " [ 7.9115422 ]\n",
      " [ 7.35679958]\n",
      " [ 6.75370269]\n",
      " [ 6.14674711]\n",
      " [ 7.14317856]\n",
      " [ 7.55049667]\n",
      " [ 7.84171537]\n",
      " [ 8.13265024]\n",
      " [ 7.60591875]\n",
      " [ 8.2643814 ]\n",
      " [ 7.65571682]\n",
      " [ 7.71573068]\n",
      " [ 7.39340923]\n",
      " [ 6.84580163]\n",
      " [ 7.07106781]\n",
      " [ 7.06894617]\n",
      " [ 7.12688572]\n",
      " [ 6.84853999]\n",
      " [ 6.32653144]\n",
      " [ 6.33028435]\n",
      " [ 6.71118469]\n",
      " [ 6.46548529]\n",
      " [ 6.06506389]\n",
      " [ 6.18809341]\n",
      " [ 6.26438345]\n",
      " [ 5.91100668]\n",
      " [ 5.40300842]\n",
      " [ 5.53398591]\n",
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      " [ 1.30862523]]\n",
      "[[ 3.2596012 ]\n",
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      "[[ 1.8973666 ]\n",
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      " [2.3430749 ]\n",
      " [2.84692817]\n",
      " [2.39426398]\n",
      " [2.43823707]\n",
      " [1.72626765]\n",
      " [1.0198039 ]\n",
      " [0.98234414]\n",
      " [1.9       ]\n",
      " [1.3892444 ]\n",
      " [2.2588714 ]\n",
      " [2.17082933]\n",
      " [2.1662179 ]\n",
      " [1.81176709]\n",
      " [1.81176709]\n",
      " [1.7       ]\n",
      " [1.36473441]\n",
      " [1.71828403]\n",
      " [2.20227155]\n",
      " [2.34093998]\n",
      " [1.93132079]\n",
      " [1.94164878]\n",
      " [1.54029218]\n",
      " [1.15108644]\n",
      " [0.98488578]\n",
      " [1.60701587]\n",
      " [1.91049732]\n",
      " [2.45967478]\n",
      " [2.5622256 ]\n",
      " [1.84458667]\n",
      " [1.45773797]\n",
      " [1.06887792]\n",
      " [0.65764732]\n",
      " [0.        ]\n",
      " [0.54083269]\n",
      " [1.00124922]\n",
      " [1.07703296]\n",
      " [0.87321246]\n",
      " [1.49164339]\n",
      " [2.0808652 ]\n",
      " [1.94743421]\n",
      " [2.22036033]\n",
      " [1.79234483]\n",
      " [1.20415946]\n",
      " [1.08166538]\n",
      " [1.42302495]\n",
      " [1.58902486]\n",
      " [0.81394103]\n",
      " [0.        ]\n",
      " [0.47169906]\n",
      " [0.71589105]\n",
      " [1.58113883]\n",
      " [1.75285481]\n",
      " [0.99624294]\n",
      " [0.64031242]\n",
      " [0.91923882]\n",
      " [1.56923548]\n",
      " [1.07935166]\n",
      " [1.99060292]\n",
      " [1.77200451]\n",
      " [1.63248277]\n",
      " [1.8069311 ]\n",
      " [2.47386338]\n",
      " [2.65      ]\n",
      " [2.33773395]\n",
      " [2.34360833]\n",
      " [2.52438111]\n",
      " [2.22766694]\n",
      " [2.22991031]\n",
      " [1.55322246]\n",
      " [3.19765539]\n",
      " [3.78021163]\n",
      " [3.39484904]\n",
      " [3.48173807]\n",
      " [3.35037311]\n",
      " [2.86225436]\n",
      " [2.70416346]\n",
      " [3.43292878]\n",
      " [3.26534837]\n",
      " [2.72855273]\n",
      " [2.5019992 ]\n",
      " [2.75544915]\n",
      " [3.26955654]\n",
      " [3.41796723]\n",
      " [3.1515869 ]\n",
      " [2.70185122]\n",
      " [1.91637679]\n",
      " [2.34360833]\n",
      " [2.90946731]\n",
      " [2.94491086]\n",
      " [2.64007576]\n",
      " [2.182888  ]\n",
      " [2.10059515]\n",
      " [2.26384628]\n",
      " [1.87416648]\n",
      " [1.47648231]\n",
      " [1.31244047]\n",
      " [1.57003185]\n",
      " [1.40801278]\n",
      " [2.05548048]\n",
      " [2.42744722]\n",
      " [1.97989899]\n",
      " [1.56604598]\n",
      " [1.14127122]\n",
      " [0.60207973]\n",
      " [0.        ]\n",
      " [0.25      ]\n",
      " [0.35355339]\n",
      " [0.94339811]\n",
      " [1.16726175]\n",
      " [1.40801278]\n",
      " [1.91049732]\n",
      " [1.96086716]\n",
      " [1.21655251]\n",
      " [0.9617692 ]\n",
      " [0.75166482]\n",
      " [1.16726175]\n",
      " [1.30096118]\n",
      " [1.70660482]\n",
      " [1.2083046 ]\n",
      " [2.07183494]\n",
      " [2.44233495]\n",
      " [3.02696217]\n",
      " [3.04055916]\n",
      " [2.25      ]\n",
      " [1.56604598]\n",
      " [1.02956301]\n",
      " [1.52069063]\n",
      " [1.80069431]\n",
      " [2.1       ]\n",
      " [2.61963738]\n",
      " [3.25      ]\n",
      " [3.40587727]\n",
      " [3.60034721]\n",
      " [2.86574598]\n",
      " [2.57099203]\n",
      " [1.76776695]\n",
      " [2.53031619]\n",
      " [2.70185122]\n",
      " [1.97040605]\n",
      " [2.40104144]\n",
      " [2.84253408]\n",
      " [3.01537726]\n",
      " [2.30217289]\n",
      " [2.58311827]\n",
      " [2.55783111]\n",
      " [3.15356941]\n",
      " [2.88444102]\n",
      " [1.91441897]\n",
      " [3.65820994]\n",
      " [3.08706981]\n",
      " [2.7513633 ]\n",
      " [2.28527898]\n",
      " [1.90065778]\n",
      " [1.83371208]\n",
      " [1.15108644]\n",
      " [0.85440037]\n",
      " [1.24197423]\n",
      " [1.66508258]\n",
      " [2.21415898]\n",
      " [2.66176633]\n",
      " [2.63153947]\n",
      " [2.75181758]\n",
      " [3.59235299]\n",
      " [3.56265351]\n",
      " [4.22640509]\n",
      " [3.21636441]\n",
      " [3.78846935]\n",
      " [4.22403835]\n",
      " [3.24229857]\n",
      " [3.40073521]\n",
      " [3.35596484]\n",
      " [3.66230802]\n",
      " [4.45112345]\n",
      " [4.46374282]\n",
      " [4.6481179 ]\n",
      " [4.11096096]\n",
      " [3.95790349]\n",
      " [5.657959  ]\n",
      " [5.15460959]\n",
      " [4.86543934]\n",
      " [4.96487663]\n",
      " [4.27200187]\n",
      " [4.25734659]\n",
      " [3.77259857]\n",
      " [4.41021541]\n",
      " [4.71831538]\n",
      " [4.12825629]\n",
      " [3.61247837]\n",
      " [3.21908372]\n",
      " [2.73724314]\n",
      " [2.3286262 ]\n",
      " [2.40416306]\n",
      " [2.32002155]\n",
      " [2.        ]\n",
      " [1.83847763]\n",
      " [1.59138305]\n",
      " [1.90394328]\n",
      " [1.2980755 ]\n",
      " [0.93407708]\n",
      " [1.22576507]\n",
      " [0.63245553]\n",
      " [1.23693169]\n",
      " [1.71828403]\n",
      " [2.60768096]\n",
      " [2.98872883]\n",
      " [2.45203997]\n",
      " [2.2192341 ]\n",
      " [0.15811388]\n",
      " [0.        ]\n",
      " [1.07004673]\n",
      " [1.78044938]\n",
      " [2.19317122]\n",
      " [2.18403297]\n",
      " [2.82311884]\n",
      " [3.07001629]\n",
      " [3.29279517]\n",
      " [2.69536639]\n",
      " [3.06471858]\n",
      " [3.72055103]\n",
      " [3.60555128]\n",
      " [3.82785841]\n",
      " [3.7513331 ]\n",
      " [4.65537324]\n",
      " [4.35459527]\n",
      " [4.78591684]\n",
      " [5.29457269]\n",
      " [4.7381431 ]\n",
      " [5.16139516]\n",
      " [5.16163734]\n",
      " [5.49386021]\n",
      " [5.87962584]\n",
      " [5.49044625]\n",
      " [4.64784896]\n",
      " [5.30377224]\n",
      " [4.38463225]\n",
      " [4.58393935]\n",
      " [3.88329757]\n",
      " [4.07982843]\n",
      " [4.75078941]\n",
      " [5.34462347]\n",
      " [5.45206383]\n",
      " [5.64003546]\n",
      " [6.4422434 ]\n",
      " [7.10017605]\n",
      " [6.15223537]\n",
      " [6.54006881]\n",
      " [6.36592491]\n",
      " [5.89957626]\n",
      " [5.48292805]\n",
      " [6.10982815]\n",
      " [6.86603962]\n",
      " [2.79508497]\n",
      " [2.16448608]\n",
      " [2.34093998]\n",
      " [1.83575598]\n",
      " [2.15058132]\n",
      " [2.42538657]\n",
      " [2.05243758]\n",
      " [2.88617394]\n",
      " [3.04138127]\n",
      " [3.93859112]\n",
      " [2.8640007 ]\n",
      " [2.37170825]\n",
      " [1.5008331 ]\n",
      " [1.0511898 ]\n",
      " [0.6363961 ]\n",
      " [0.        ]\n",
      " [1.17153745]\n",
      " [1.2       ]\n",
      " [1.60701587]\n",
      " [1.63783394]\n",
      " [0.88600226]\n",
      " [0.97082439]\n",
      " [1.94743421]\n",
      " [2.49649755]\n",
      " [3.25038459]\n",
      " [2.6537709 ]\n",
      " [2.28035085]\n",
      " [2.29401395]\n",
      " [2.0006249 ]\n",
      " [1.37568165]\n",
      " [1.65529454]\n",
      " [0.91241438]\n",
      " [1.29711218]\n",
      " [1.38293167]\n",
      " [1.10113578]\n",
      " [1.72409396]\n",
      " [1.91049732]\n",
      " [2.3119256 ]\n",
      " [3.12169826]\n",
      " [3.75832409]\n",
      " [4.2074339 ]\n",
      " [3.78582884]\n",
      " [4.98196748]\n",
      " [4.59619408]\n",
      " [4.27141663]\n",
      " [3.59200501]\n",
      " [2.82179021]\n",
      " [2.31624696]\n",
      " [1.20208153]\n",
      " [1.03077641]\n",
      " [0.90553851]\n",
      " [0.74330344]\n",
      " [0.        ]\n",
      " [0.61846584]\n",
      " [1.10679718]\n",
      " [0.98615415]\n",
      " [0.71589105]\n",
      " [1.5       ]\n",
      " [1.06066017]\n",
      " [0.76485293]\n",
      " [1.48660687]\n",
      " [0.60207973]\n",
      " [1.2980755 ]\n",
      " [2.2192341 ]\n",
      " [1.80069431]\n",
      " [3.15634282]\n",
      " [3.37379608]\n",
      " [2.39269722]\n",
      " [4.10182886]\n",
      " [5.00899191]\n",
      " [5.39675829]\n",
      " [5.01223503]\n",
      " [5.26711496]\n",
      " [5.69231939]\n",
      " [4.94216552]\n",
      " [3.99249296]\n",
      " [4.1761226 ]\n",
      " [2.99666481]\n",
      " [3.52455671]\n",
      " [4.16173041]\n",
      " [4.32666153]\n",
      " [5.20048075]\n",
      " [4.82700735]\n",
      " [4.35574333]\n",
      " [4.18001196]\n",
      " [3.86167062]\n",
      " [3.36340601]\n",
      " [2.3307724 ]\n",
      " [1.92937814]\n",
      " [1.52397507]\n",
      " [0.88600226]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [0.90553851]\n",
      " [1.70660482]\n",
      " [1.95256242]\n",
      " [2.12426458]\n",
      " [2.98328678]\n",
      " [3.13847097]\n",
      " [3.57770876]\n",
      " [4.53679402]\n",
      " [4.9489898 ]\n",
      " [4.68721666]\n",
      " [4.3063906 ]\n",
      " [3.84219989]\n",
      " [3.51069794]\n",
      " [3.06471858]\n",
      " [2.70416346]\n",
      " [2.44131112]\n",
      " [3.18904374]\n",
      " [2.9538111 ]\n",
      " [3.62801599]\n",
      " [3.31058907]\n",
      " [3.78318649]\n",
      " [3.62008287]\n",
      " [3.21014018]\n",
      " [2.97699513]\n",
      " [3.15356941]\n",
      " [3.6138622 ]\n",
      " [3.95506005]\n",
      " [2.86574598]\n",
      " [2.5       ]\n",
      " [2.26550215]\n",
      " [1.90065778]\n",
      " [2.7202941 ]\n",
      " [2.21359436]\n",
      " [2.01121854]\n",
      " [1.8179659 ]\n",
      " [1.87416648]\n",
      " [1.97800404]\n",
      " [2.34360833]\n",
      " [1.95256242]\n",
      " [1.25896783]\n",
      " [0.9486833 ]\n",
      " [1.18848643]\n",
      " [0.9656604 ]\n",
      " [1.35830777]\n",
      " [1.20415946]\n",
      " [0.80777472]\n",
      " [1.439618  ]\n",
      " [1.35      ]\n",
      " [1.07703296]\n",
      " [1.76776695]\n",
      " [2.51097591]\n",
      " [3.26266762]\n",
      " [3.69898635]\n",
      " [3.03191359]\n",
      " [2.40104144]\n",
      " [2.12249853]\n",
      " [2.3521267 ]\n",
      " [2.04266982]\n",
      " [2.35053185]\n",
      " [2.98202951]\n",
      " [2.17830209]\n",
      " [1.04403065]\n",
      " [0.85586214]\n",
      " [1.36014705]\n",
      " [1.90591186]\n",
      " [1.41155942]\n",
      " [1.45773797]\n",
      " [1.20933866]\n",
      " [1.27475488]\n",
      " [0.68007353]\n",
      " [0.        ]\n",
      " [0.78262379]\n",
      " [0.76157731]\n",
      " [0.        ]\n",
      " [0.83216585]\n",
      " [1.37295302]\n",
      " [1.2509996 ]\n",
      " [0.60207973]\n",
      " [1.14017543]\n",
      " [1.88215302]\n",
      " [2.55538647]\n",
      " [1.83983695]\n",
      " [1.35369864]\n",
      " [1.39283883]\n",
      " [1.92353841]\n",
      " [2.56124969]\n",
      " [2.08925824]\n",
      " [1.45773797]\n",
      " [1.48660687]\n",
      " [2.75363396]\n",
      " [2.10297408]\n",
      " [1.69779268]\n",
      " [2.0006249 ]\n",
      " [2.50049995]\n",
      " [1.78885438]\n",
      " [1.06887792]\n",
      " [0.53150729]\n",
      " [0.        ]\n",
      " [0.60207973]\n",
      " [1.45602198]\n",
      " [0.65      ]\n",
      " [0.76321688]\n",
      " [0.89442719]\n",
      " [2.08865986]\n",
      " [2.38537209]\n",
      " [1.69189243]\n",
      " [1.55724115]\n",
      " [1.32003788]\n",
      " [1.48070929]\n",
      " [0.68007353]\n",
      " [0.53851648]\n",
      " [0.        ]\n",
      " [1.06301458]\n",
      " [1.25399362]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.74330344]\n",
      " [0.95131488]\n",
      " [1.06887792]\n",
      " [1.96786687]\n",
      " [1.35092561]\n",
      " [1.45344419]\n",
      " [2.3753947 ]\n",
      " [2.74089401]\n",
      " [3.60034721]\n",
      " [3.36786282]\n",
      " [2.49649755]\n",
      " [1.9830532 ]\n",
      " [1.61012422]\n",
      " [1.96468827]\n",
      " [2.75      ]\n",
      " [2.5       ]\n",
      " [3.28024389]\n",
      " [3.85032466]\n",
      " [4.31566913]\n",
      " [3.63902459]\n",
      " [3.04138127]\n",
      " [3.3977934 ]\n",
      " [2.36484672]\n",
      " [1.32003788]\n",
      " [1.01242284]\n",
      " [1.39283883]\n",
      " [1.4       ]\n",
      " [1.55      ]\n",
      " [1.43178211]\n",
      " [1.59138305]\n",
      " [1.03077641]\n",
      " [0.7       ]\n",
      " [0.        ]\n",
      " [1.03077641]\n",
      " [1.20104121]\n",
      " [1.00623059]\n",
      " [0.90138782]\n",
      " [1.27769323]\n",
      " [1.        ]\n",
      " [1.47648231]\n",
      " [0.99247166]\n",
      " [0.        ]\n",
      " [2.00561711]\n",
      " [2.20056811]\n",
      " [1.27475488]\n",
      " [1.83847763]\n",
      " [3.64485939]\n",
      " [3.00832179]\n",
      " [2.28965063]\n",
      " [2.28035085]\n",
      " [2.63153947]\n",
      " [3.19452657]\n",
      " [3.82099463]\n",
      " [4.50693909]\n",
      " [4.7381431 ]\n",
      " [3.49463875]\n",
      " [2.75363396]\n",
      " [2.03531324]\n",
      " [1.78675684]\n",
      " [2.60432333]\n",
      " [2.35053185]\n",
      " [2.27705951]\n",
      " [2.75408787]\n",
      " [3.60034721]\n",
      " [4.2145581 ]\n",
      " [3.87330608]\n",
      " [3.92746738]\n",
      " [3.75765885]\n",
      " [7.73724757]\n",
      " [6.82220639]\n",
      " [6.30634601]\n",
      " [7.00446286]\n",
      " [7.33842626]\n",
      " [7.78074547]\n",
      " [7.5267855 ]\n",
      " [7.24862056]\n",
      " [6.81212155]\n",
      " [6.49326574]\n",
      " [6.42203239]\n",
      " [5.64025709]\n",
      " [5.70306935]\n",
      " [5.91607978]\n",
      " [5.79504098]\n",
      " [5.8146367 ]\n",
      " [6.41190299]\n",
      " [6.97728457]\n",
      " [6.67008246]\n",
      " [6.164414  ]\n",
      " [6.08789783]\n",
      " [5.23282906]\n",
      " [5.15388203]\n",
      " [4.84484262]\n",
      " [5.96405902]\n",
      " [5.26426633]\n",
      " [4.50555213]\n",
      " [4.82338056]\n",
      " [5.33221342]\n",
      " [4.91172068]\n",
      " [4.98322185]\n",
      " [4.35258544]\n",
      " [4.56344168]\n",
      " [4.35430821]]\n",
      "Aggregation: Average_H = 0.4167, Std = 0.0370\n",
      "[[3.1004032 ]\n",
      " [4.31393092]\n",
      " [4.92569792]\n",
      " [2.01246118]\n",
      " [3.22800248]\n",
      " [0.        ]\n",
      " [1.74427635]\n",
      " [3.09556134]\n",
      " [2.39269722]\n",
      " [3.79011873]\n",
      " [4.2145581 ]\n",
      " [4.56535869]\n",
      " [2.52586619]\n",
      " [5.91607978]\n",
      " [3.95600809]\n",
      " [2.45203997]\n",
      " [3.66196668]\n",
      " [5.17493961]\n",
      " [6.4793904 ]\n",
      " [6.80091906]\n",
      " [7.06063028]\n",
      " [5.68264903]\n",
      " [6.04669331]\n",
      " [3.03850292]\n",
      " [1.95576072]\n",
      " [3.68137203]\n",
      " [3.06675725]\n",
      " [3.5160347 ]\n",
      " [5.74565053]\n",
      " [5.36772764]\n",
      " [4.92569792]\n",
      " [5.12103505]\n",
      " [6.49076267]\n",
      " [7.68521307]\n",
      " [8.74199634]\n",
      " [7.13617545]\n",
      " [7.98529899]\n",
      " [9.55405673]\n",
      " [5.44541091]\n",
      " [3.69763438]\n",
      " [6.14186454]\n",
      " [5.57157967]\n",
      " [7.53077021]\n",
      " [6.03158354]\n",
      " [3.66776499]\n",
      " [4.10487515]\n",
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      " [0.        ]\n",
      " [0.83815273]\n",
      " [1.0404326 ]\n",
      " [1.80277564]\n",
      " [2.34787138]\n",
      " [3.03726851]\n",
      " [3.25729949]\n",
      " [2.5811819 ]\n",
      " [1.99060292]\n",
      " [1.57876534]\n",
      " [1.45086181]\n",
      " [1.85      ]\n",
      " [2.17082933]\n",
      " [1.65604952]\n",
      " [1.05948101]\n",
      " [1.80069431]\n",
      " [1.74140748]\n",
      " [1.35369864]\n",
      " [2.39269722]\n",
      " [3.04630924]\n",
      " [4.50693909]\n",
      " [3.84480169]\n",
      " [2.62488095]\n",
      " [1.80623919]\n",
      " [0.        ]\n",
      " [1.41155942]\n",
      " [2.73358739]\n",
      " [1.52069063]\n",
      " [2.19317122]\n",
      " [2.51047804]\n",
      " [2.15232433]\n",
      " [1.76776695]\n",
      " [1.85      ]\n",
      " [2.09403916]\n",
      " [1.7613915 ]\n",
      " [1.67630546]\n",
      " [1.57003185]\n",
      " [1.21655251]\n",
      " [1.34164079]\n",
      " [1.64012195]\n",
      " [2.16333077]\n",
      " [1.86681547]\n",
      " [1.98116128]\n",
      " [1.85539753]\n",
      " [1.14236597]\n",
      " [0.61032778]\n",
      " [0.61846584]\n",
      " [1.06066017]\n",
      " [0.6946222 ]\n",
      " [0.        ]\n",
      " [0.58309519]\n",
      " [1.40356688]\n",
      " [1.05475116]\n",
      " [2.02237484]\n",
      " [1.57003185]\n",
      " [1.41509717]\n",
      " [1.2       ]\n",
      " [0.76321688]\n",
      " [0.        ]\n",
      " [0.6041523 ]\n",
      " [0.58309519]\n",
      " [1.01242284]\n",
      " [1.28549601]\n",
      " [2.07183494]\n",
      " [1.67705098]\n",
      " [1.68077363]\n",
      " [2.10059515]\n",
      " [2.32647802]\n",
      " [2.15696546]\n",
      " [2.61007663]\n",
      " [2.5811819 ]\n",
      " [2.32647802]\n",
      " [2.37697286]\n",
      " [2.60048072]\n",
      " [2.93470612]\n",
      " [2.75771645]\n",
      " [2.9538111 ]\n",
      " [3.1144823 ]\n",
      " [2.64811254]\n",
      " [3.0536863 ]\n",
      " [3.6100554 ]\n",
      " [3.42381366]\n",
      " [3.57561184]\n",
      " [4.06232692]\n",
      " [2.68001866]\n",
      " [2.53229145]\n",
      " [3.07611768]\n",
      " [3.6935755 ]\n",
      " [4.19076365]\n",
      " [3.90288355]\n",
      " [4.41588043]\n",
      " [3.38304596]\n",
      " [2.82311884]\n",
      " [2.38379949]\n",
      " [2.11246302]\n",
      " [2.58311827]\n",
      " [3.17686953]\n",
      " [3.70978436]\n",
      " [4.18718282]\n",
      " [4.03732585]\n",
      " [3.48317384]\n",
      " [2.86356421]\n",
      " [2.53426518]\n",
      " [1.95256242]\n",
      " [2.17370651]\n",
      " [2.32647802]\n",
      " [2.97993289]\n",
      " [3.1376743 ]\n",
      " [3.58643277]\n",
      " [3.74766594]\n",
      " [3.40624427]\n",
      " [2.96858552]\n",
      " [2.61772802]\n",
      " [2.60096136]\n",
      " [2.90258505]\n",
      " [3.34738704]\n",
      " [2.62488095]\n",
      " [1.44308697]\n",
      " [1.65      ]\n",
      " [1.32853303]\n",
      " [1.00124922]\n",
      " [1.16297033]\n",
      " [1.28062485]\n",
      " [0.90138782]\n",
      " [0.68007353]\n",
      " [0.45      ]\n",
      " [0.76321688]\n",
      " [0.47434165]\n",
      " [0.        ]\n",
      " [0.585235  ]\n",
      " [0.99247166]\n",
      " [0.71589105]\n",
      " [0.47434165]\n",
      " [0.        ]\n",
      " [0.47434165]\n",
      " [0.90138782]\n",
      " [1.3462912 ]\n",
      " [1.28549601]\n",
      " [1.00124922]\n",
      " [0.73824115]\n",
      " [1.30384048]\n",
      " [1.49164339]\n",
      " [1.74427635]\n",
      " [1.81176709]\n",
      " [1.99123078]\n",
      " [2.06155281]\n",
      " [2.20227155]\n",
      " [1.7613915 ]\n",
      " [1.40801278]\n",
      " [1.22065556]\n",
      " [0.60207973]\n",
      " [0.79056942]\n",
      " [0.        ]\n",
      " [0.58309519]\n",
      " [1.17686023]\n",
      " [2.15058132]\n",
      " [1.84390889]\n",
      " [1.31244047]\n",
      " [1.0511898 ]\n",
      " [0.83815273]\n",
      " [1.40356688]\n",
      " [1.85      ]\n",
      " [1.75570499]\n",
      " [1.37295302]\n",
      " [1.65680415]\n",
      " [1.00124922]\n",
      " [1.20933866]\n",
      " [0.71063352]\n",
      " [1.11803399]\n",
      " [1.71172428]\n",
      " [1.31529464]\n",
      " [0.7       ]\n",
      " [0.        ]\n",
      " [0.64031242]\n",
      " [1.32003788]\n",
      " [1.71828403]\n",
      " [1.2509996 ]\n",
      " [0.63245553]\n",
      " [0.80156098]\n",
      " [0.84852814]\n",
      " [1.09658561]\n",
      " [1.3       ]\n",
      " [1.96468827]\n",
      " [2.30488611]\n",
      " [1.81176709]\n",
      " [1.97040605]\n",
      " [1.90262976]\n",
      " [1.75855054]\n",
      " [1.92353841]\n",
      " [1.49164339]\n",
      " [1.36473441]\n",
      " [1.33416641]\n",
      " [1.30384048]\n",
      " [0.61846584]\n",
      " [0.77620873]\n",
      " [0.90138782]\n",
      " [0.97082439]\n",
      " [0.75166482]\n",
      " [0.42426407]\n",
      " [0.        ]\n",
      " [0.4472136 ]]\n",
      "[[1.61012422]\n",
      " [2.46981781]\n",
      " [3.75799148]\n",
      " [0.        ]\n",
      " [2.37697286]\n",
      " [2.01246118]\n",
      " [2.68001866]\n",
      " [2.60432333]\n",
      " [4.17432629]\n",
      " [4.23703906]\n",
      " [6.0251556 ]\n",
      " [5.60089279]\n",
      " [3.60589795]\n",
      " [7.13670092]\n",
      " [5.21751857]\n",
      " [3.25038459]\n",
      " [2.37118114]\n",
      " [5.41133071]\n",
      " [7.24499827]\n",
      " [8.82510623]\n",
      " [7.01034949]\n",
      " [4.63087465]\n",
      " [3.7013511 ]\n",
      " [0.        ]\n",
      " [1.95256242]\n",
      " [2.03531324]\n",
      " [3.52597504]\n",
      " [4.08044115]\n",
      " [5.4801916 ]\n",
      " [3.35894329]\n",
      " [1.71828403]\n",
      " [2.18002294]\n",
      " [0.        ]\n",
      " [2.11896201]\n",
      " [2.5811819 ]\n",
      " [2.46272207]\n",
      " [4.62871472]\n",
      " [4.07062649]\n",
      " [5.823444  ]\n",
      " [3.6568429 ]\n",
      " [6.03841867]\n",
      " [5.01422975]\n",
      " [6.90307902]\n",
      " [4.88876262]\n",
      " [2.70785893]\n",
      " [2.7676705 ]\n",
      " [3.47742721]\n",
      " [4.94418851]\n",
      " [4.66904701]\n",
      " [3.45398321]\n",
      " [1.97800404]\n",
      " [1.85067555]\n",
      " [1.5041609 ]\n",
      " [1.05948101]\n",
      " [1.2       ]\n",
      " [1.55241747]\n",
      " [1.62249807]\n",
      " [1.20933866]\n",
      " [0.83815273]\n",
      " [0.5       ]\n",
      " [1.56204994]\n",
      " [1.18532696]\n",
      " [0.71063352]\n",
      " [0.        ]\n",
      " [0.38078866]\n",
      " [0.95131488]\n",
      " [1.35830777]\n",
      " [1.68077363]\n",
      " [1.84390889]\n",
      " [1.98116128]\n",
      " [1.60078106]\n",
      " [1.10113578]\n",
      " [1.43178211]\n",
      " [0.95524866]\n",
      " [0.50990195]\n",
      " [0.61846584]\n",
      " [0.53150729]\n",
      " [0.        ]\n",
      " [0.92195445]\n",
      " [0.47169906]\n",
      " [0.9656604 ]\n",
      " [1.3       ]\n",
      " [1.74642492]\n",
      " [2.20056811]\n",
      " [1.63783394]\n",
      " [2.00249844]\n",
      " [1.73925271]\n",
      " [1.30096118]\n",
      " [0.98488578]\n",
      " [1.16297033]\n",
      " [0.585235  ]\n",
      " [0.47169906]\n",
      " [0.5       ]\n",
      " [0.79056942]\n",
      " [1.09658561]\n",
      " [0.        ]\n",
      " [0.55226805]\n",
      " [1.15433964]\n",
      " [1.45344419]\n",
      " [1.70293864]\n",
      " [1.93002591]\n",
      " [1.54029218]\n",
      " [1.74928557]\n",
      " [1.2083046 ]\n",
      " [0.85146932]\n",
      " [0.75166482]\n",
      " [1.3313527 ]\n",
      " [1.40801278]\n",
      " [0.61032778]\n",
      " [1.10113578]\n",
      " [1.52069063]\n",
      " [2.09344214]\n",
      " [2.68793601]\n",
      " [2.46829901]\n",
      " [2.15058132]\n",
      " [1.88281704]\n",
      " [1.61012422]\n",
      " [1.30862523]\n",
      " [1.09658561]\n",
      " [1.16726175]\n",
      " [1.1335784 ]\n",
      " [0.72801099]\n",
      " [0.54083269]\n",
      " [0.9486833 ]\n",
      " [1.03077641]\n",
      " [1.21655251]\n",
      " [1.15433964]\n",
      " [1.68077363]\n",
      " [2.24722051]\n",
      " [1.88281704]\n",
      " [1.63248277]\n",
      " [1.48492424]\n",
      " [0.95524866]\n",
      " [1.10679718]\n",
      " [1.55724115]\n",
      " [1.12805142]\n",
      " [0.63245553]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.78262379]\n",
      " [0.6264982 ]\n",
      " [0.585235  ]\n",
      " [3.25038459]\n",
      " [1.55080624]\n",
      " [0.        ]\n",
      " [1.52069063]\n",
      " [2.97321375]\n",
      " [1.65529454]\n",
      " [1.59530561]\n",
      " [2.43772435]\n",
      " [3.57945527]\n",
      " [4.46346278]\n",
      " [5.1732485 ]\n",
      " [4.13672576]\n",
      " [3.66196668]\n",
      " [4.32001157]\n",
      " [3.28100594]\n",
      " [2.70416346]\n",
      " [2.58311827]\n",
      " [3.23187252]\n",
      " [3.04384625]\n",
      " [2.53031619]\n",
      " [2.3194827 ]\n",
      " [2.66176633]\n",
      " [2.596151  ]\n",
      " [2.6856098 ]\n",
      " [2.40520269]\n",
      " [2.3753947 ]\n",
      " [2.07424685]\n",
      " [1.96786687]\n",
      " [1.7613915 ]\n",
      " [1.16726175]\n",
      " [1.88215302]\n",
      " [1.05948101]\n",
      " [1.75570499]\n",
      " [2.70185122]\n",
      " [0.        ]\n",
      " [1.27475488]\n",
      " [3.35633729]\n",
      " [2.43310501]\n",
      " [1.70293864]\n",
      " [3.95632405]\n",
      " [4.66261729]\n",
      " [5.55202666]\n",
      " [6.63795902]\n",
      " [8.07294866]\n",
      " [6.75148132]\n",
      " [7.9115422 ]\n",
      " [6.57000761]\n",
      " [6.4807407 ]\n",
      " [5.67031745]\n",
      " [5.30683522]\n",
      " [4.47353328]\n",
      " [4.51497508]\n",
      " [4.9560569 ]\n",
      " [4.55878273]\n",
      " [5.59039355]\n",
      " [5.92135964]\n",
      " [5.76736508]\n",
      " [6.55324347]\n",
      " [6.164414  ]\n",
      " [6.58502088]\n",
      " [7.12355248]\n",
      " [7.38054876]\n",
      " [8.07975866]\n",
      " [7.77238702]\n",
      " [7.22841615]\n",
      " [6.91520065]\n",
      " [6.99303225]\n",
      " [7.31573646]\n",
      " [7.49082772]\n",
      " [7.17722091]\n",
      " [6.69047831]\n",
      " [6.5001923 ]\n",
      " [5.46671748]\n",
      " [4.22018957]\n",
      " [7.00927956]\n",
      " [7.84633672]\n",
      " [7.12776262]\n",
      " [7.17530487]\n",
      " [7.15978352]\n",
      " [6.26498204]\n",
      " [4.61221205]\n",
      " [5.77970587]\n",
      " [7.20034721]\n",
      " [1.92937814]\n",
      " [1.89274932]\n",
      " [1.93196791]\n",
      " [1.76776695]\n",
      " [1.21757957]\n",
      " [1.2349089 ]\n",
      " [1.52397507]\n",
      " [1.98494332]\n",
      " [1.56923548]\n",
      " [1.03077641]\n",
      " [0.60207973]\n",
      " [0.96046864]\n",
      " [1.1045361 ]\n",
      " [1.36014705]\n",
      " [1.32003788]\n",
      " [0.75      ]\n",
      " [0.68007353]\n",
      " [0.65192024]\n",
      " [0.50990195]\n",
      " [0.        ]\n",
      " [0.61846584]\n",
      " [0.51478151]\n",
      " [0.61846584]\n",
      " [0.92195445]\n",
      " [0.        ]\n",
      " [0.6726812 ]\n",
      " [0.        ]\n",
      " [0.86313383]\n",
      " [0.87321246]\n",
      " [1.27475488]\n",
      " [1.38293167]\n",
      " [1.01242284]\n",
      " [0.72801099]\n",
      " [0.79056942]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [1.27769323]\n",
      " [0.70178344]\n",
      " [0.70710678]\n",
      " [0.82764727]\n",
      " [0.80156098]\n",
      " [1.28160056]\n",
      " [1.25399362]\n",
      " [1.02591423]\n",
      " [0.50249378]\n",
      " [0.51478151]\n",
      " [1.00124922]\n",
      " [0.46097722]\n",
      " [0.        ]\n",
      " [0.60827625]\n",
      " [1.06887792]\n",
      " [1.07703296]\n",
      " [1.03077641]\n",
      " [1.27475488]\n",
      " [0.75      ]\n",
      " [0.82462113]\n",
      " [1.15108644]\n",
      " [0.57008771]\n",
      " [0.        ]\n",
      " [0.60827625]\n",
      " [0.60827625]\n",
      " [0.65192024]\n",
      " [0.        ]\n",
      " [0.53150729]\n",
      " [0.54083269]\n",
      " [0.50249378]\n",
      " [0.5       ]\n",
      " [1.2083046 ]\n",
      " [0.93005376]\n",
      " [1.15974135]\n",
      " [0.58309519]\n",
      " [0.79056942]\n",
      " [1.52397507]\n",
      " [1.63248277]\n",
      " [1.55322246]\n",
      " [1.85067555]\n",
      " [1.60078106]\n",
      " [0.72801099]\n",
      " [1.20104121]\n",
      " [1.63248277]\n",
      " [2.12190952]\n",
      " [2.25      ]\n",
      " [2.12190952]\n",
      " [1.59452187]\n",
      " [1.02591423]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.61846584]\n",
      " [1.04403065]\n",
      " [0.67082039]\n",
      " [1.27475488]\n",
      " [1.33416641]\n",
      " [1.55724115]\n",
      " [1.41155942]\n",
      " [1.74140748]\n",
      " [1.94164878]\n",
      " [1.54029218]\n",
      " [1.3462912 ]\n",
      " [0.96046864]\n",
      " [0.97082439]\n",
      " [0.47434165]\n",
      " [0.67082039]\n",
      " [1.15433964]\n",
      " [1.32853303]\n",
      " [0.85      ]\n",
      " [0.47434165]\n",
      " [0.        ]\n",
      " [0.47434165]\n",
      " [0.90138782]\n",
      " [1.37931142]\n",
      " [1.28549601]\n",
      " [1.00124922]\n",
      " [0.73824115]\n",
      " [1.30384048]\n",
      " [1.49164339]\n",
      " [1.74427635]\n",
      " [1.81176709]\n",
      " [2.23886132]\n",
      " [2.25      ]\n",
      " [2.37118114]\n",
      " [2.8991378 ]\n",
      " [2.84692817]\n",
      " [3.02696217]\n",
      " [3.67695526]\n",
      " [3.44419802]\n",
      " [4.22640509]\n",
      " [3.93859112]\n",
      " [3.38119801]\n",
      " [2.83063597]\n",
      " [3.25269119]\n",
      " [3.75      ]\n",
      " [4.15030119]\n",
      " [4.83244245]\n",
      " [4.4384682 ]\n",
      " [4.19076365]\n",
      " [3.69628192]\n",
      " [3.12169826]\n",
      " [2.77218326]\n",
      " [2.46018292]\n",
      " [2.02299283]\n",
      " [2.57390754]\n",
      " [3.06757233]\n",
      " [3.66742416]\n",
      " [3.21403174]\n",
      " [2.64764046]\n",
      " [1.96468827]\n",
      " [1.6643317 ]\n",
      " [1.26194295]\n",
      " [0.77620873]\n",
      " [0.85146932]\n",
      " [1.33416641]\n",
      " [1.97294197]\n",
      " [2.5019992 ]\n",
      " [1.18848643]\n",
      " [0.7       ]\n",
      " [0.        ]\n",
      " [0.53150729]\n",
      " [0.46097722]\n",
      " [1.97040605]\n",
      " [1.90262976]\n",
      " [1.75855054]\n",
      " [1.92353841]\n",
      " [1.49164339]\n",
      " [1.36473441]\n",
      " [1.33416641]\n",
      " [1.30384048]\n",
      " [0.61846584]\n",
      " [0.77620873]\n",
      " [0.90138782]\n",
      " [0.97082439]\n",
      " [0.75166482]\n",
      " [0.42426407]\n",
      " [0.        ]\n",
      " [0.4472136 ]]\n",
      "Compound: Average_H = 0.3852, Std = 0.0298\n",
      "[[0.45449886]\n",
      " [0.6727844 ]\n",
      " [0.61888808]\n",
      " ...\n",
      " [9.35742563]\n",
      " [9.74160764]\n",
      " [7.76660016]]\n",
      "[[ 0.89860561]\n",
      " [ 2.05050901]\n",
      " [ 1.02415103]\n",
      " ...\n",
      " [11.38197398]\n",
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      " ...\n",
      " [ 0.55567257]\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      "[[ 0.59453999]\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " ...\n",
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      " [1.31976116]\n",
      " ...\n",
      " [1.71029243]\n",
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      " ...\n",
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      "[[0.468348  ]\n",
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      " ...\n",
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      "[[0.56580467]\n",
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      " ...\n",
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      " ...\n",
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      "[[0.43195935]\n",
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      " ...\n",
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      " [ 9.80587   ]\n",
      " ...\n",
      " [ 7.11307711]\n",
      " [ 6.07865934]\n",
      " [ 7.25408597]]\n",
      "[[ 7.96880961]\n",
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      " [ 7.89936161]\n",
      " ...\n",
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      " [ 9.75133945]\n",
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      "[[6.51066218]\n",
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      " [6.17751696]\n",
      " ...\n",
      " [1.46556209]\n",
      " [0.36725894]\n",
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      "[[7.77041645]\n",
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      " [7.3645971 ]\n",
      " ...\n",
      " [0.24403856]\n",
      " [1.5658423 ]\n",
      " [1.87362495]]\n",
      "[[15.69693064]\n",
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      " [15.70615286]\n",
      " ...\n",
      " [ 6.50122408]\n",
      " [ 5.90722927]\n",
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      "[[7.01608089]\n",
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      " [6.64658731]\n",
      " ...\n",
      " [6.74169231]\n",
      " [5.72844121]\n",
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      "[[6.55481032]\n",
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      " [6.21751727]\n",
      " ...\n",
      " [1.06308777]\n",
      " [0.58340261]\n",
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      "[[1.94896333]\n",
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      " [2.0933854 ]\n",
      " ...\n",
      " [8.574368  ]\n",
      " [8.77137869]\n",
      " [6.85956068]]\n",
      "[[0.22114712]\n",
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      " [0.59821669]\n",
      " ...\n",
      " [6.7057544 ]\n",
      " [5.6333085 ]\n",
      " [7.65287593]]\n",
      "[[0.28653237]\n",
      " [1.97941293]\n",
      " [0.28824424]\n",
      " ...\n",
      " [1.17532025]\n",
      " [1.77020826]\n",
      " [0.97627618]]\n",
      "[[7.7551682 ]\n",
      " [6.27586975]\n",
      " [7.35136272]\n",
      " ...\n",
      " [9.54501309]\n",
      " [9.72540504]\n",
      " [7.78768461]]\n",
      "[[10.31042405]\n",
      " [10.39296597]\n",
      " [10.24018575]\n",
      " ...\n",
      " [ 0.8169113 ]\n",
      " [ 2.37773729]\n",
      " [ 2.42516978]]\n",
      "[[0.44888317]\n",
      " [2.20401573]\n",
      " [0.46078134]\n",
      " ...\n",
      " [1.17532025]\n",
      " [1.77020826]\n",
      " [0.97627618]]\n",
      "[[16.35832375]\n",
      " [17.13450928]\n",
      " [16.38263603]\n",
      " ...\n",
      " [ 1.52727793]\n",
      " [ 0.84893682]\n",
      " [ 1.25984586]]\n",
      "[[0.68698809]\n",
      " [1.25080463]\n",
      " [0.50252763]\n",
      " ...\n",
      " [6.37307959]\n",
      " [5.42537869]\n",
      " [7.48462865]]\n",
      "[[ 7.25979212]\n",
      " [ 6.17160673]\n",
      " [ 6.88537295]\n",
      " ...\n",
      " [10.48216168]\n",
      " [10.93485221]\n",
      " [ 8.92810505]]\n",
      "[[ 6.61883853]\n",
      " [ 5.49973138]\n",
      " [ 6.27743737]\n",
      " ...\n",
      " [10.92825938]\n",
      " [10.33786951]\n",
      " [ 8.87508986]]\n",
      "[[2.10618725]\n",
      " [1.31528834]\n",
      " [1.86564171]\n",
      " ...\n",
      " [9.09265992]\n",
      " [9.44477721]\n",
      " [7.48147691]]\n",
      "[[7.19697378]\n",
      " [5.86621162]\n",
      " [6.81898604]\n",
      " ...\n",
      " [1.3509774 ]\n",
      " [0.33159109]\n",
      " [2.25512625]]\n",
      "[[0.46303176]\n",
      " [2.5806164 ]\n",
      " [0.80822995]\n",
      " ...\n",
      " [1.8271687 ]\n",
      " [0.95567422]\n",
      " [3.0117602 ]]\n",
      "[[6.46428448]\n",
      " [5.38795897]\n",
      " [6.13690813]\n",
      " ...\n",
      " [1.29318919]\n",
      " [0.39566017]\n",
      " [2.13375675]]\n",
      "[[14.35952001]\n",
      " [13.49546357]\n",
      " [14.04659749]\n",
      " ...\n",
      " [ 1.10498186]\n",
      " [ 1.25481811]\n",
      " [ 2.8351127 ]]\n",
      "[[9.43088347]\n",
      " [9.97661128]\n",
      " [9.30863163]\n",
      " ...\n",
      " [0.79256945]\n",
      " [1.76862971]\n",
      " [1.40909683]]\n",
      "[[1.86082367]\n",
      " [0.40551159]\n",
      " [1.37644191]\n",
      " ...\n",
      " [7.11307711]\n",
      " [6.07865934]\n",
      " [8.11296593]]\n",
      "[[0.56969937]\n",
      " [1.10746851]\n",
      " [0.11953364]\n",
      " ...\n",
      " [7.06050886]\n",
      " [6.26155344]\n",
      " [6.94288754]]\n",
      "[[6.97678033]\n",
      " [6.01508791]\n",
      " [6.62284148]\n",
      " ...\n",
      " [7.15383413]\n",
      " [6.18696405]\n",
      " [8.24287942]]\n",
      "[[1.1467132 ]\n",
      " [1.11894468]\n",
      " [0.67888972]\n",
      " ...\n",
      " [1.18992051]\n",
      " [2.58759098]\n",
      " [2.05461589]]\n",
      "[[ 6.94009209]\n",
      " [ 5.79098845]\n",
      " [ 6.57568267]\n",
      " ...\n",
      " [15.07493535]\n",
      " [14.90840006]\n",
      " [14.03595051]]\n",
      "[[ 0.44854718]\n",
      " [ 1.92649406]\n",
      " [ 0.15936527]\n",
      " ...\n",
      " [ 9.79241774]\n",
      " [10.17156928]\n",
      " [ 8.18525513]]\n",
      "[[ 6.90657599]\n",
      " [ 5.83089054]\n",
      " [ 6.54689048]\n",
      " ...\n",
      " [10.44449238]\n",
      " [ 9.97360111]\n",
      " [ 8.38764108]]\n",
      "[[ 2.70652054]\n",
      " [ 1.51112801]\n",
      " [ 2.44490974]\n",
      " ...\n",
      " [10.91155917]\n",
      " [10.47159303]\n",
      " [ 8.85062852]]\n",
      "[[ 0.29396843]\n",
      " [ 1.79468987]\n",
      " [ 0.60350352]\n",
      " ...\n",
      " [10.1210162 ]\n",
      " [10.63685629]\n",
      " [ 8.63875997]]\n",
      "[[6.61260957]\n",
      " [5.49897818]\n",
      " [6.27154919]\n",
      " ...\n",
      " [1.83306537]\n",
      " [0.58686067]\n",
      " [2.69197487]]\n",
      "[[10.05616832]\n",
      " [10.18007169]\n",
      " [10.0237295 ]\n",
      " ...\n",
      " [ 7.72038911]\n",
      " [ 6.74966181]\n",
      " [ 7.5917451 ]]\n",
      "[[ 7.04117528]\n",
      " [ 5.81519054]\n",
      " [ 6.67002337]\n",
      " ...\n",
      " [11.05676617]\n",
      " [10.77952699]\n",
      " [ 9.01496279]]\n",
      "[[10.7168696 ]\n",
      " [10.68855229]\n",
      " [10.6011892 ]\n",
      " ...\n",
      " [ 6.34677568]\n",
      " [ 5.44549368]\n",
      " [ 7.51382259]]\n",
      "[[7.2672921 ]\n",
      " [6.18886363]\n",
      " [6.89342305]\n",
      " ...\n",
      " [0.79256945]\n",
      " [1.76862971]\n",
      " [1.40909683]]\n",
      "[[0.468348  ]\n",
      " [1.81207599]\n",
      " [0.10984758]\n",
      " ...\n",
      " [1.5670074 ]\n",
      " [0.        ]\n",
      " [2.10630906]]\n",
      "[[ 2.26552802]\n",
      " [ 0.        ]\n",
      " [ 1.77417086]\n",
      " ...\n",
      " [15.71527257]\n",
      " [14.75969139]\n",
      " [14.8527002 ]]\n",
      "[[0.22114712]\n",
      " [2.20451371]\n",
      " [0.59821669]\n",
      " ...\n",
      " [1.11392208]\n",
      " [0.63614857]\n",
      " [1.60615935]]\n",
      "[[0.22114712]\n",
      " [2.20451371]\n",
      " [0.59821669]\n",
      " ...\n",
      " [8.93230437]\n",
      " [9.13612207]\n",
      " [7.20940063]]\n",
      "[[0.79680976]\n",
      " [1.47935778]\n",
      " [0.30347801]\n",
      " ...\n",
      " [1.52095924]\n",
      " [0.84444775]\n",
      " [2.80100436]]\n",
      "[[0.89701474]\n",
      " [1.37467288]\n",
      " [0.48368404]\n",
      " ...\n",
      " [0.52061352]\n",
      " [1.81447698]\n",
      " [2.62600076]]\n",
      "[[9.33003524]\n",
      " [9.94472922]\n",
      " [9.22475521]\n",
      " ...\n",
      " [0.53390229]\n",
      " [1.0580325 ]\n",
      " [1.8417127 ]]\n",
      "[[7.77041645]\n",
      " [6.44019505]\n",
      " [7.3645971 ]\n",
      " ...\n",
      " [0.98697875]\n",
      " [0.86240186]\n",
      " [2.44542247]]\n",
      "[[7.01608089]\n",
      " [5.82571246]\n",
      " [6.64658731]\n",
      " ...\n",
      " [6.9270658 ]\n",
      " [6.06247057]\n",
      " [8.13871369]]\n",
      "[[6.97678033]\n",
      " [6.01508791]\n",
      " [6.62284148]\n",
      " ...\n",
      " [6.33595061]\n",
      " [5.5711398 ]\n",
      " [6.86391997]]\n",
      "[[0.07163309]\n",
      " [1.62454912]\n",
      " [0.16739513]\n",
      " ...\n",
      " [7.90248971]\n",
      " [7.09491544]\n",
      " [6.9058109 ]]\n",
      "[[0.89701474]\n",
      " [1.37467288]\n",
      " [0.48368404]\n",
      " ...\n",
      " [0.        ]\n",
      " [1.088374  ]\n",
      " [1.37564805]]\n",
      "[[0.31280846]\n",
      " [2.05930292]\n",
      " [0.28539469]\n",
      " ...\n",
      " [0.79256945]\n",
      " [1.76862971]\n",
      " [1.40909683]]\n",
      "[[10.41991582]\n",
      " [10.38115559]\n",
      " [10.31897036]\n",
      " ...\n",
      " [ 7.03241499]\n",
      " [ 6.04217876]\n",
      " [ 7.03147477]]\n",
      "[[0.9431823 ]\n",
      " [1.46777487]\n",
      " [0.62103833]\n",
      " ...\n",
      " [7.4589365 ]\n",
      " [6.63664588]\n",
      " [8.6779778 ]]\n",
      "[[0.28653237]\n",
      " [1.97941293]\n",
      " [0.28824424]\n",
      " ...\n",
      " [8.8929503 ]\n",
      " [9.19896588]\n",
      " [7.24939869]]\n",
      "[[1.4520361 ]\n",
      " [0.82303372]\n",
      " [0.95116889]\n",
      " ...\n",
      " [0.81242108]\n",
      " [1.36125224]\n",
      " [1.30564256]]\n",
      "[[ 9.73334916]\n",
      " [10.01890875]\n",
      " [ 9.54944847]\n",
      " ...\n",
      " [ 7.11981519]\n",
      " [ 6.27526367]\n",
      " [ 6.97827856]]\n",
      "[[0.48760542]\n",
      " [2.05050901]\n",
      " [0.93840282]\n",
      " ...\n",
      " [6.81830642]\n",
      " [5.81787076]\n",
      " [7.59503507]]\n",
      "[[6.16970184]\n",
      " [5.25787391]\n",
      " [5.86884466]\n",
      " ...\n",
      " [8.56496754]\n",
      " [8.88232582]\n",
      " [6.94288754]]\n",
      "[[0.26743373]\n",
      " [2.26045072]\n",
      " [0.67399812]\n",
      " ...\n",
      " [0.52278347]\n",
      " [0.77538659]\n",
      " [1.84495271]]\n",
      "[[2.45151194]\n",
      " [0.44047252]\n",
      " [1.9246328 ]\n",
      " ...\n",
      " [1.12225153]\n",
      " [2.17392832]\n",
      " [3.22487559]]\n",
      "[[18.32616907]\n",
      " [17.34320612]\n",
      " [18.16632457]\n",
      " ...\n",
      " [ 0.3849873 ]\n",
      " [ 0.33159109]\n",
      " [ 1.02637999]]\n",
      "D31: Average_H = 0.4223, Std = 0.0323\n",
      "[[3.55844067]\n",
      " [3.43838625]\n",
      " [1.27279221]\n",
      " [0.78262379]\n",
      " [0.        ]\n",
      " [1.01118742]\n",
      " [0.67082039]\n",
      " [0.90138782]\n",
      " [1.51822265]\n",
      " [1.90262976]\n",
      " [1.3462912 ]\n",
      " [2.06155281]\n",
      " [2.52833938]\n",
      " [1.78044938]\n",
      " [1.23794184]\n",
      " [1.68077363]\n",
      " [2.13600094]\n",
      " [1.91376592]\n",
      " [2.30488611]\n",
      " [2.4129857 ]\n",
      " [1.06301458]\n",
      " [1.8       ]\n",
      " [1.6507574 ]\n",
      " [1.38293167]\n",
      " [0.97082439]\n",
      " [1.12361025]\n",
      " [1.15      ]\n",
      " [0.        ]\n",
      " [0.6726812 ]\n",
      " [0.75166482]\n",
      " [0.50249378]\n",
      " [0.54083269]\n",
      " [1.06887792]\n",
      " [0.585235  ]\n",
      " [0.        ]\n",
      " [0.91787799]\n",
      " [0.65192024]\n",
      " [1.07004673]\n",
      " [1.09201648]\n",
      " [1.34350288]\n",
      " [2.34360833]\n",
      " [2.18689277]\n",
      " [1.71828403]\n",
      " [1.65604952]\n",
      " [1.51162165]\n",
      " [1.83439363]\n",
      " [1.30862523]\n",
      " [2.09880919]\n",
      " [2.10950231]\n",
      " [1.5435349 ]\n",
      " [1.48660687]\n",
      " [1.2980755 ]\n",
      " [1.66883193]\n",
      " [2.27705951]\n",
      " [2.21020361]\n",
      " [2.17313138]\n",
      " [1.86010752]\n",
      " [1.32003788]\n",
      " [0.75      ]\n",
      " [0.60207973]\n",
      " [0.8845903 ]\n",
      " [0.85586214]\n",
      " [1.5008331 ]\n",
      " [1.66207701]\n",
      " [1.32003788]\n",
      " [1.09658561]\n",
      " [1.        ]\n",
      " [0.45      ]\n",
      " [0.75      ]\n",
      " [0.        ]\n",
      " [0.61846584]\n",
      " [0.50249378]\n",
      " [0.92195445]\n",
      " [1.06066017]\n",
      " [1.19268604]\n",
      " [1.85270073]\n",
      " [1.85809042]\n",
      " [2.35478237]\n",
      " [2.08865986]\n",
      " [1.47732867]\n",
      " [1.07354553]\n",
      " [1.11803399]\n",
      " [0.6946222 ]\n",
      " [0.60827625]\n",
      " [0.53150729]\n",
      " [1.        ]\n",
      " [0.69641941]\n",
      " [0.5       ]\n",
      " [0.        ]\n",
      " [0.51478151]\n",
      " [0.70178344]\n",
      " [0.71589105]\n",
      " [0.83216585]\n",
      " [0.        ]\n",
      " [0.95524866]\n",
      " [0.        ]\n",
      " [1.10679718]\n",
      " [0.79056942]\n",
      " [0.57008771]\n",
      " [0.95524866]\n",
      " [0.95131488]\n",
      " [1.3462912 ]\n",
      " [1.32098448]\n",
      " [1.83575598]\n",
      " [2.182888  ]\n",
      " [1.70293864]\n",
      " [0.585235  ]\n",
      " [0.        ]\n",
      " [0.92195445]\n",
      " [1.70293864]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [1.3462912 ]\n",
      " [1.09658561]\n",
      " [0.60207973]\n",
      " [0.91923882]\n",
      " [0.60827625]\n",
      " [1.0404326 ]\n",
      " [1.7269916 ]\n",
      " [2.02237484]\n",
      " [1.45086181]\n",
      " [1.15974135]\n",
      " [0.67082039]\n",
      " [0.        ]\n",
      " [0.72801099]\n",
      " [1.32003788]\n",
      " [1.3       ]\n",
      " [0.585235  ]\n",
      " [0.56568542]\n",
      " [1.16297033]\n",
      " [1.11018017]\n",
      " [1.20933866]\n",
      " [2.05548048]\n",
      " [1.83371208]\n",
      " [1.70660482]\n",
      " [1.90394328]\n",
      " [2.30054341]\n",
      " [2.21472346]\n",
      " [2.28035085]\n",
      " [2.81602557]\n",
      " [3.39558537]\n",
      " [2.86923335]\n",
      " [2.71016605]\n",
      " [3.07611768]\n",
      " [3.78021163]\n",
      " [4.17642191]\n",
      " [3.18158765]\n",
      " [3.74232548]\n",
      " [4.19076365]\n",
      " [2.32647802]\n",
      " [2.29455878]\n",
      " [3.03191359]\n",
      " [2.8640007 ]\n",
      " [1.76776695]\n",
      " [2.24722051]\n",
      " [2.67067407]\n",
      " [2.76088754]\n",
      " [3.53906767]\n",
      " [2.77578818]\n",
      " [3.24422564]\n",
      " [2.81824413]\n",
      " [2.0838666 ]\n",
      " [2.01804361]\n",
      " [1.97800404]\n",
      " [1.20208153]\n",
      " [1.45602198]\n",
      " [0.85440037]\n",
      " [0.67082039]\n",
      " [0.74330344]\n",
      " [0.9617692 ]\n",
      " [0.        ]\n",
      " [2.05973299]\n",
      " [2.5       ]\n",
      " [2.51793566]\n",
      " [2.84429253]\n",
      " [2.05730406]\n",
      " [1.85      ]\n",
      " [2.01308221]\n",
      " [1.70073514]\n",
      " [1.5132746 ]\n",
      " [0.9617692 ]\n",
      " [0.6946222 ]\n",
      " [0.79056942]\n",
      " [0.65      ]\n",
      " [1.20933866]\n",
      " [1.22065556]\n",
      " [1.40089257]\n",
      " [1.10113578]\n",
      " [1.12805142]\n",
      " [1.48660687]\n",
      " [1.1045361 ]\n",
      " [1.37295302]\n",
      " [1.70073514]\n",
      " [0.89442719]\n",
      " [0.        ]\n",
      " [0.87321246]\n",
      " [1.55080624]\n",
      " [0.70710678]\n",
      " [0.        ]\n",
      " [1.5       ]\n",
      " [1.77552809]\n",
      " [1.57876534]\n",
      " [1.84390889]\n",
      " [2.02484567]\n",
      " [1.92418814]\n",
      " [1.11018017]\n",
      " [0.5       ]\n",
      " [0.65      ]\n",
      " [0.        ]\n",
      " [0.68007353]\n",
      " [1.45773797]\n",
      " [1.28062485]\n",
      " [0.75      ]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.        ]\n",
      " [0.46097722]\n",
      " [0.52201533]\n",
      " [0.51478151]\n",
      " [0.        ]\n",
      " [0.60207973]\n",
      " [0.68007353]\n",
      " [1.36565003]\n",
      " [0.98994949]\n",
      " [1.22576507]\n",
      " [0.71589105]\n",
      " [1.26589889]\n",
      " [0.61846584]\n",
      " [0.        ]\n",
      " [0.42720019]\n",
      " [0.42720019]\n",
      " [0.46097722]\n",
      " [0.        ]\n",
      " [0.50990195]\n",
      " [0.91923882]\n",
      " [0.57008771]\n",
      " [0.49244289]\n",
      " [0.        ]\n",
      " [1.12361025]\n",
      " [0.87321246]]\n",
      "[[2.76134025]\n",
      " [2.64433356]\n",
      " [3.25      ]\n",
      " [3.40587727]\n",
      " [3.18001572]\n",
      " [2.52833938]\n",
      " [2.52239965]\n",
      " [2.78028775]\n",
      " [2.59470615]\n",
      " [2.10297408]\n",
      " [1.99123078]\n",
      " [1.5041609 ]\n",
      " [0.95524866]\n",
      " [1.40089257]\n",
      " [1.97230829]\n",
      " [1.75855054]\n",
      " [1.37568165]\n",
      " [1.00124922]\n",
      " [1.06066017]\n",
      " [0.77781746]\n",
      " [0.        ]\n",
      " [0.76321688]\n",
      " [0.        ]\n",
      " [0.65      ]\n",
      " [0.68007353]\n",
      " [0.95524866]\n",
      " [0.78262379]\n",
      " [1.06301458]\n",
      " [1.18848643]\n",
      " [1.41421356]\n",
      " [1.23794184]\n",
      " [1.60078106]\n",
      " [2.01556444]\n",
      " [2.04266982]\n",
      " [1.6507574 ]\n",
      " [1.41509717]\n",
      " [1.45602198]\n",
      " [1.62788206]\n",
      " [2.30488611]\n",
      " [2.40520269]\n",
      " [2.62154535]\n",
      " [2.5932605 ]\n",
      " [2.80401498]\n",
      " [2.27431308]\n",
      " [1.52643375]\n",
      " [1.04403065]\n",
      " [0.80777472]\n",
      " [0.        ]\n",
      " [0.79056942]\n",
      " [1.35      ]\n",
      " [1.8069311 ]\n",
      " [2.38379949]\n",
      " [1.92418814]\n",
      " [1.80346888]\n",
      " [1.11018017]\n",
      " [0.        ]\n",
      " [0.55901699]\n",
      " [1.21655251]\n",
      " [2.00249844]\n",
      " [1.64924225]\n",
      " [2.10059515]\n",
      " [1.85539753]\n",
      " [1.38654246]\n",
      " [1.12805142]\n",
      " [0.585235  ]\n",
      " [1.28549601]\n",
      " [0.89442719]\n",
      " [1.90065778]\n",
      " [1.39014388]\n",
      " [2.14009346]\n",
      " [1.82002747]\n",
      " [1.74928557]\n",
      " [2.08865986]\n",
      " [1.18004237]\n",
      " [1.80277564]\n",
      " [0.9617692 ]\n",
      " [1.62788206]\n",
      " [1.05948101]\n",
      " [1.7613915 ]\n",
      " [2.70416346]\n",
      " [2.45203997]\n",
      " [2.06155281]\n",
      " [1.63783394]\n",
      " [1.25299641]\n",
      " [0.76321688]\n",
      " [0.        ]\n",
      " [0.43011626]\n",
      " [1.11803399]\n",
      " [1.        ]\n",
      " [1.4713939 ]\n",
      " [2.05060967]\n",
      " [2.78657496]\n",
      " [2.78792037]\n",
      " [2.22991031]\n",
      " [1.87949461]\n",
      " [1.82002747]\n",
      " [1.10679718]\n",
      " [0.79056942]\n",
      " [1.36565003]\n",
      " [1.11803399]\n",
      " [0.95131488]\n",
      " [1.3462912 ]\n",
      " [0.6670832 ]\n",
      " [1.08166538]\n",
      " [1.29034879]\n",
      " [0.70710678]\n",
      " [0.585235  ]\n",
      " [0.        ]\n",
      " [0.92195445]\n",
      " [1.70293864]\n",
      " [0.60207973]\n",
      " [0.76485293]\n",
      " [1.30096118]\n",
      " [0.76485293]\n",
      " [0.        ]\n",
      " [0.70178344]\n",
      " [0.60827625]\n",
      " [1.0404326 ]\n",
      " [1.69189243]\n",
      " [2.19317122]\n",
      " [1.85067555]\n",
      " [1.55724115]\n",
      " [1.08166538]\n",
      " [1.2       ]\n",
      " [1.56524758]\n",
      " [2.2588714 ]\n",
      " [2.45153013]\n",
      " [1.7613915 ]\n",
      " [1.64924225]\n",
      " [1.99812412]\n",
      " [2.19829479]\n",
      " [2.40468293]\n",
      " [3.2534597 ]\n",
      " [3.02034766]\n",
      " [2.79866039]\n",
      " [2.71016605]\n",
      " [3.23303263]\n",
      " [3.32039154]\n",
      " [3.4525353 ]\n",
      " [3.87201498]\n",
      " [4.15331193]\n",
      " [4.00406044]\n",
      " [3.73430047]\n",
      " [4.02274782]\n",
      " [4.78852796]\n",
      " [5.23473973]\n",
      " [4.26174847]\n",
      " [4.65241873]\n",
      " [4.4308577 ]\n",
      " [0.98488578]\n",
      " [0.74330344]\n",
      " [0.        ]\n",
      " [0.78262379]\n",
      " [0.75166482]\n",
      " [1.43614066]\n",
      " [1.38293167]\n",
      " [0.91241438]\n",
      " [1.42302495]\n",
      " [1.98116128]\n",
      " [0.85146932]\n",
      " [0.52201533]\n",
      " [0.6946222 ]\n",
      " [1.32003788]\n",
      " [0.        ]\n",
      " [1.55724115]\n",
      " [1.04403065]\n",
      " [1.64924225]\n",
      " [1.55322246]\n",
      " [1.84526421]\n",
      " [1.73925271]\n",
      " [1.97800404]\n",
      " [0.61032778]\n",
      " [0.        ]\n",
      " [0.        ]\n",
      " [0.85440037]\n",
      " [1.36473441]\n",
      " [0.71589105]\n",
      " [0.75      ]\n",
      " [1.06066017]\n",
      " [1.27279221]\n",
      " [1.36473441]\n",
      " [1.55724115]\n",
      " [1.61400124]\n",
      " [0.95524866]\n",
      " [1.39014388]\n",
      " [0.85      ]\n",
      " [0.91923882]\n",
      " [0.50990195]\n",
      " [0.83216585]\n",
      " [1.11803399]\n",
      " [1.45602198]\n",
      " [1.71026314]\n",
      " [1.69852878]\n",
      " [1.17046999]\n",
      " [0.98994949]\n",
      " [0.71589105]\n",
      " [0.        ]\n",
      " [0.95524866]\n",
      " [1.30862523]\n",
      " [0.95      ]\n",
      " [0.        ]\n",
      " [0.93407708]\n",
      " [1.84390889]\n",
      " [1.37295302]\n",
      " [1.37295302]\n",
      " [0.80622577]\n",
      " [0.85      ]\n",
      " [1.32098448]\n",
      " [0.68007353]\n",
      " [0.        ]\n",
      " [0.78262379]\n",
      " [1.25896783]\n",
      " [0.60207973]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.67082039]\n",
      " [0.50249378]\n",
      " [0.85146932]\n",
      " [0.45276926]\n",
      " [0.42720019]\n",
      " [0.        ]\n",
      " [0.63245553]\n",
      " [1.08166538]\n",
      " [0.        ]\n",
      " [0.57008771]\n",
      " [0.67082039]\n",
      " [0.81394103]\n",
      " [0.60207973]\n",
      " [0.60207973]\n",
      " [0.        ]\n",
      " [0.56568542]\n",
      " [0.        ]\n",
      " [0.46097722]\n",
      " [0.87464278]\n",
      " [0.91923882]\n",
      " [0.57008771]\n",
      " [0.41231056]\n",
      " [0.        ]\n",
      " [0.71063352]\n",
      " [1.1       ]]\n",
      "[[4.68027777]\n",
      " [3.54436172]\n",
      " [0.        ]\n",
      " [0.        ]\n",
      " [0.67082039]\n",
      " [0.83216585]\n",
      " [0.        ]\n",
      " [0.60207973]\n",
      " [0.71063352]\n",
      " [1.28062485]\n",
      " [0.70178344]\n",
      " [1.41421356]\n",
      " [0.95524866]\n",
      " [1.13137085]\n",
      " [0.65      ]\n",
      " [1.17686023]\n",
      " [1.70660482]\n",
      " [1.36014705]\n",
      " [1.06066017]\n",
      " [0.77781746]\n",
      " [1.94486503]\n",
      " [0.76321688]\n",
      " [0.        ]\n",
      " [0.65      ]\n",
      " [0.68007353]\n",
      " [0.95524866]\n",
      " [1.2349089 ]\n",
      " [2.29401395]\n",
      " [1.71172428]\n",
      " [1.41421356]\n",
      " [1.23794184]\n",
      " [2.67301328]\n",
      " [2.43310501]\n",
      " [2.04266982]\n",
      " [1.6507574 ]\n",
      " [1.5041609 ]\n",
      " [2.06155281]\n",
      " [2.69072481]\n",
      " [2.68001866]\n",
      " [2.44591496]\n",
      " [1.51162165]\n",
      " [1.59765453]\n",
      " [2.07183494]\n",
      " [2.20510771]\n",
      " [2.81602557]\n",
      " [3.20156212]\n",
      " [2.55      ]\n",
      " [2.60432333]\n",
      " [3.22374006]\n",
      " [2.93470612]\n",
      " [2.43823707]\n",
      " [1.77200451]\n",
      " [1.1045361 ]\n",
      " [0.72111026]\n",
      " [0.        ]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.70178344]\n",
      " [1.54029218]\n",
      " [1.27769323]\n",
      " [2.20737401]\n",
      " [2.55391856]\n",
      " [3.17844302]\n",
      " [3.40734501]\n",
      " [3.33541602]\n",
      " [2.8714108 ]\n",
      " [2.8640007 ]\n",
      " [2.23886132]\n",
      " [2.35372046]\n",
      " [1.85270073]\n",
      " [1.77200451]\n",
      " [1.35092561]\n",
      " [1.38654246]\n",
      " [0.83815273]\n",
      " [1.01242284]\n",
      " [0.        ]\n",
      " [0.52201533]\n",
      " [0.50249378]\n",
      " [0.        ]\n",
      " [0.95131488]\n",
      " [1.08166538]\n",
      " [1.52970585]\n",
      " [1.95256242]\n",
      " [2.28089895]\n",
      " [2.77308492]\n",
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      "[[4.49360657]\n",
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      " [1.29034879]\n",
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      " [4.28981352]\n",
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      " [1.85      ]\n",
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      " [0.6363961 ]\n",
      " [0.        ]\n",
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      " [1.32003788]\n",
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      " [1.09658561]\n",
      " [0.83216585]\n",
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      " [2.09403916]\n",
      " [0.65      ]\n",
      " [1.36014705]\n",
      " [1.79234483]\n",
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      " [0.93407708]\n",
      " [0.        ]\n",
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      " [1.74140748]\n",
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      " [1.81727818]\n",
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      " [0.74330344]\n",
      " [0.        ]\n",
      " [0.83815273]\n",
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      " [1.28062485]\n",
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      " [1.39463257]\n",
      " [0.99247166]\n",
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      " [0.6264982 ]\n",
      " [0.85      ]\n",
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      " [1.20104121]\n",
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      " [1.45602198]\n",
      " [0.95524866]\n",
      " [1.43003496]\n",
      " [1.37568165]\n",
      " [1.07004673]\n",
      " [1.46372812]\n",
      " [1.70073514]]\n",
      "[[4.49360657]\n",
      " [4.02274782]\n",
      " [0.71063352]\n",
      " [1.12805142]\n",
      " [1.01118742]\n",
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      " [0.83216585]\n",
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      " [0.        ]\n",
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      " [0.6363961 ]\n",
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      " [1.06066017]\n",
      " [0.70710678]\n",
      " [0.83216585]\n",
      " [1.16619038]\n",
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      " [1.24197423]\n",
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      " [2.31624696]\n",
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      " [0.88600226]\n",
      " [0.58309519]\n",
      " [1.00498756]\n",
      " [1.56284996]\n",
      " [1.91049732]\n",
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      " [2.5622256 ]\n",
      " [2.08865986]\n",
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      " [1.40356688]\n",
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      " [0.        ]\n",
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      " [0.95      ]\n",
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      " [1.41598023]\n",
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      " [1.64924225]\n",
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      " [1.42126704]\n",
      " [1.62864975]\n",
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      " [0.        ]\n",
      " [0.585235  ]\n",
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      " [0.        ]\n",
      " [0.52201533]\n",
      " [1.00124922]\n",
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      " [0.        ]\n",
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      " [1.00124922]\n",
      " [1.37295302]\n",
      " [0.70178344]\n",
      " [0.63245553]\n",
      " [1.12805142]\n",
      " [1.63248277]\n",
      " [1.97040605]\n",
      " [0.97082439]\n",
      " [1.55241747]\n",
      " [2.03039405]\n",
      " [0.98488578]\n",
      " [0.74330344]\n",
      " [0.        ]\n",
      " [0.9617692 ]\n",
      " [1.5008331 ]\n",
      " [1.80277564]\n",
      " [1.38293167]\n",
      " [1.41421356]\n",
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      " [0.76321688]\n",
      " [1.10113578]\n",
      " [1.95256242]\n",
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      " [0.        ]\n",
      " [0.60827625]\n",
      " [1.11803399]\n",
      " [2.10535033]\n",
      " [2.31138487]\n",
      " [1.45602198]\n",
      " [0.        ]\n",
      " [0.61032778]\n",
      " [1.14017543]\n",
      " [1.99248588]\n",
      " [2.32647802]\n",
      " [1.44308697]\n",
      " [0.71589105]\n",
      " [0.585235  ]\n",
      " [0.60827625]\n",
      " [1.01242284]\n",
      " [1.45      ]\n",
      " [1.75855054]\n",
      " [1.48660687]\n",
      " [1.2509996 ]\n",
      " [1.32003788]\n",
      " [1.22576507]\n",
      " [1.49833241]\n",
      " [1.15433964]\n",
      " [1.20415946]\n",
      " [1.86010752]\n",
      " [2.39269722]\n",
      " [3.11006431]\n",
      " [1.55080624]\n",
      " [1.81176709]\n",
      " [1.8       ]\n",
      " [1.79234483]\n",
      " [1.72046505]\n",
      " [1.52970585]\n",
      " [2.53475837]\n",
      " [3.02200265]\n",
      " [3.5       ]\n",
      " [4.18240362]\n",
      " [4.57411194]\n",
      " [4.23703906]\n",
      " [3.43110769]\n",
      " [2.61725047]\n",
      " [1.97040605]\n",
      " [2.60768096]\n",
      " [3.28671569]\n",
      " [4.06509532]\n",
      " [3.7513331 ]\n",
      " [3.29620994]\n",
      " [2.82311884]\n",
      " [2.55978515]\n",
      " [2.76812211]\n",
      " [2.35053185]\n",
      " [2.19829479]\n",
      " [1.80277564]\n",
      " [2.03960781]\n",
      " [1.52643375]\n",
      " [0.92195445]\n",
      " [0.75      ]\n",
      " [0.91241438]\n",
      " [0.6264982 ]\n",
      " [0.85      ]\n",
      " [0.        ]\n",
      " [0.65192024]\n",
      " [1.26589889]\n",
      " [1.85      ]\n",
      " [1.11803399]\n",
      " [0.81394103]\n",
      " [1.27475488]\n",
      " [1.71026314]\n",
      " [2.56563832]\n",
      " [2.1691012 ]\n",
      " [1.99060292]\n",
      " [1.61554944]\n",
      " [2.3307724 ]\n",
      " [1.75570499]]\n",
      "flame: Average_H = 0.4289, Std = 0.0290\n",
      "[[ 4.77598157]\n",
      " [ 4.60678847]\n",
      " [ 2.08865986]\n",
      " [ 1.65302753]\n",
      " [ 0.49244289]\n",
      " [ 0.        ]\n",
      " [ 2.06518764]\n",
      " [ 2.51445819]\n",
      " [ 3.17804972]\n",
      " [ 4.31566913]\n",
      " [ 5.83887832]\n",
      " [ 6.40800281]\n",
      " [ 6.17272225]\n",
      " [ 4.30610032]\n",
      " [ 2.2901965 ]\n",
      " [ 2.39008368]\n",
      " [ 3.3018934 ]\n",
      " [ 4.39232285]\n",
      " [ 4.72652092]\n",
      " [ 5.95189046]\n",
      " [ 6.0698023 ]\n",
      " [ 6.4878733 ]\n",
      " [ 7.55148992]\n",
      " [ 8.08965389]\n",
      " [ 8.55365419]\n",
      " [10.85414667]\n",
      " [10.72217329]\n",
      " [10.01698557]\n",
      " [ 6.51037633]\n",
      " [ 7.51415331]\n",
      " [ 6.35078735]\n",
      " [ 5.99082632]\n",
      " [ 9.00069442]\n",
      " [ 8.7705473 ]\n",
      " [ 8.34386002]\n",
      " [ 7.99312204]\n",
      " [ 7.07142136]\n",
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      " [ 4.63303356]\n",
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      " [1.25      ]\n",
      " [0.87321246]\n",
      " [1.01242284]\n",
      " [1.11018017]\n",
      " [0.71589105]\n",
      " [1.09658561]\n",
      " [0.        ]\n",
      " [0.25      ]\n",
      " [0.49244289]\n",
      " [0.91787799]\n",
      " [1.00498756]\n",
      " [1.39463257]\n",
      " [1.5       ]\n",
      " [1.42214627]\n",
      " [1.26491106]\n",
      " [1.92418814]\n",
      " [2.05243758]\n",
      " [2.28035085]\n",
      " [2.4829418 ]\n",
      " [1.87416648]\n",
      " [2.3307724 ]\n",
      " [2.71891522]\n",
      " [2.60048072]\n",
      " [2.58069758]\n",
      " [2.83063597]\n",
      " [3.10644491]\n",
      " [3.51069794]\n",
      " [3.91471583]\n",
      " [0.46097722]\n",
      " [3.0809901 ]\n",
      " [3.46770818]\n",
      " [3.13408679]\n",
      " [2.83063597]\n",
      " [2.72259068]\n",
      " [2.95677189]\n",
      " [2.39269722]\n",
      " [2.32432786]\n",
      " [1.84390889]\n",
      " [2.1914607 ]\n",
      " [1.83983695]\n",
      " [1.42126704]\n",
      " [2.30488611]\n",
      " [2.61007663]\n",
      " [1.61012422]\n",
      " [1.15108644]\n",
      " [0.82462113]\n",
      " [0.6264982 ]\n",
      " [0.68007353]\n",
      " [0.88600226]\n",
      " [0.78102497]\n",
      " [0.4472136 ]\n",
      " [0.        ]\n",
      " [0.31622777]\n",
      " [0.97082439]\n",
      " [0.88600226]\n",
      " [1.05948101]\n",
      " [1.10679718]\n",
      " [1.31244047]\n",
      " [0.69641941]\n",
      " [0.40311289]\n",
      " [0.49244289]\n",
      " [0.18027756]\n",
      " [0.        ]\n",
      " [0.80156098]\n",
      " [1.16297033]\n",
      " [1.42302495]\n",
      " [1.60078106]\n",
      " [1.85607112]\n",
      " [1.93196791]\n",
      " [1.95256242]\n",
      " [2.2343903 ]\n",
      " [2.75181758]\n",
      " [2.6201145 ]\n",
      " [2.32647802]\n",
      " [1.96596033]\n",
      " [1.72409396]\n",
      " [1.55080624]\n",
      " [1.20415946]\n",
      " [1.29711218]\n",
      " [0.79056942]\n",
      " [0.65192024]\n",
      " [0.65      ]\n",
      " [0.        ]\n",
      " [0.29154759]\n",
      " [0.83815273]\n",
      " [1.07935166]\n",
      " [1.45773797]\n",
      " [1.2980755 ]\n",
      " [2.2588714 ]\n",
      " [1.99060292]\n",
      " [1.70660482]\n",
      " [2.61007663]\n",
      " [1.3       ]\n",
      " [1.        ]]\n",
      "[[4.22995272]\n",
      " [5.95189046]\n",
      " [4.96789694]\n",
      " [4.8192323 ]\n",
      " [3.72021505]\n",
      " [3.3018934 ]\n",
      " [2.13600094]\n",
      " [2.53179778]\n",
      " [2.66129668]\n",
      " [1.53378617]\n",
      " [0.        ]\n",
      " [0.72801099]\n",
      " [1.22065556]\n",
      " [1.86010752]\n",
      " [4.15120464]\n",
      " [2.2192341 ]\n",
      " [0.        ]\n",
      " [1.2509996 ]\n",
      " [2.27431308]\n",
      " [2.68001866]\n",
      " [3.19765539]\n",
      " [3.35335653]\n",
      " [3.21753011]\n",
      " [3.20702354]\n",
      " [3.92460189]\n",
      " [7.27804919]\n",
      " [5.84850408]\n",
      " [5.45389769]\n",
      " [3.22684056]\n",
      " [3.2035137 ]\n",
      " [1.85539753]\n",
      " [1.43003496]\n",
      " [4.12462119]\n",
      " [3.92460189]\n",
      " [3.63593179]\n",
      " [3.35410197]\n",
      " [2.39269722]\n",
      " [2.13600094]\n",
      " [0.55226805]\n",
      " [0.        ]\n",
      " [2.81113856]\n",
      " [2.55      ]\n",
      " [1.75570499]\n",
      " [1.48408221]\n",
      " [0.91923882]\n",
      " [0.45276926]\n",
      " [0.        ]\n",
      " [0.53851648]\n",
      " [0.9486833 ]\n",
      " [1.2980755 ]\n",
      " [2.0006249 ]\n",
      " [2.11896201]\n",
      " [1.73925271]\n",
      " [0.        ]\n",
      " [0.51478151]\n",
      " [2.62154535]\n",
      " [2.80401498]\n",
      " [4.51220567]\n",
      " [1.91049732]\n",
      " [1.90394328]\n",
      " [0.97082439]\n",
      " [0.79056942]\n",
      " [0.        ]\n",
      " [2.1148286 ]\n",
      " [2.07966343]\n",
      " [1.99123078]\n",
      " [2.24722051]\n",
      " [2.32002155]\n",
      " [1.97800404]\n",
      " [1.65680415]\n",
      " [1.66207701]\n",
      " [1.80277564]\n",
      " [3.70303929]\n",
      " [4.93963561]\n",
      " [5.21008637]\n",
      " [3.62249914]\n",
      " [3.54153921]\n",
      " [3.3305405 ]\n",
      " [4.43424176]\n",
      " [4.81040539]\n",
      " [5.01323249]\n",
      " [5.28417449]\n",
      " [4.27931069]\n",
      " [3.51923287]\n",
      " [2.38379949]\n",
      " [2.03039405]\n",
      " [1.90394328]\n",
      " [0.49497475]\n",
      " [0.        ]\n",
      " [2.8900692 ]\n",
      " [2.30054341]\n",
      " [1.94164878]\n",
      " [4.3660623 ]\n",
      " [5.41133071]\n",
      " [4.69707356]\n",
      " [4.77545809]\n",
      " [4.85412196]\n",
      " [1.60701587]\n",
      " [1.05      ]\n",
      " [0.        ]\n",
      " [0.79056942]\n",
      " [1.07935166]\n",
      " [1.79234483]\n",
      " [2.55538647]\n",
      " [3.31549393]\n",
      " [2.90258505]\n",
      " [2.37592087]\n",
      " [2.28035085]\n",
      " [2.10772389]\n",
      " [1.86010752]\n",
      " [1.28160056]\n",
      " [2.07183494]\n",
      " [2.17082933]\n",
      " [2.70185122]\n",
      " [2.60768096]\n",
      " [2.71154937]\n",
      " [2.35053185]\n",
      " [2.15928229]\n",
      " [2.3286262 ]\n",
      " [1.85270073]\n",
      " [1.57003185]\n",
      " [1.39283883]\n",
      " [1.25      ]\n",
      " [1.44308697]\n",
      " [1.61012422]\n",
      " [1.2083046 ]\n",
      " [0.7566373 ]\n",
      " [0.42720019]\n",
      " [0.        ]\n",
      " [0.42720019]\n",
      " [0.81394103]\n",
      " [0.88600226]\n",
      " [1.35092561]\n",
      " [1.90394328]\n",
      " [1.40801278]\n",
      " [1.50748134]\n",
      " [1.56284996]\n",
      " [1.27475488]\n",
      " [1.52069063]\n",
      " [1.93132079]\n",
      " [2.19317122]\n",
      " [2.03592731]\n",
      " [1.97040605]\n",
      " [2.37592087]\n",
      " [2.64764046]\n",
      " [2.41660919]\n",
      " [2.48243832]\n",
      " [2.69536639]\n",
      " [2.79329554]\n",
      " [1.06887792]\n",
      " [1.11018017]\n",
      " [1.36473441]\n",
      " [1.2349089 ]\n",
      " [0.85586214]\n",
      " [0.86023253]\n",
      " [0.72801099]\n",
      " [0.60207973]\n",
      " [0.95131488]\n",
      " [0.87321246]\n",
      " [0.2236068 ]\n",
      " [0.        ]\n",
      " [0.85146932]\n",
      " [0.60207973]\n",
      " [0.        ]\n",
      " [0.3       ]\n",
      " [0.55901699]\n",
      " [0.78262379]\n",
      " [0.75166482]\n",
      " [0.8845903 ]\n",
      " [0.89442719]\n",
      " [1.09658561]\n",
      " [1.20415946]\n",
      " [1.40356688]\n",
      " [1.41421356]\n",
      " [0.64031242]\n",
      " [0.47169906]\n",
      " [0.97082439]\n",
      " [1.51822265]\n",
      " [1.0511898 ]\n",
      " [0.40311289]\n",
      " [0.        ]\n",
      " [0.42720019]\n",
      " [1.89274932]\n",
      " [1.88679623]\n",
      " [1.78044938]\n",
      " [0.95131488]\n",
      " [1.60078106]\n",
      " [1.70293864]\n",
      " [1.66207701]\n",
      " [2.81469359]\n",
      " [3.2249031 ]\n",
      " [2.0838666 ]\n",
      " [1.99123078]\n",
      " [2.02299283]\n",
      " [2.30054341]\n",
      " [2.10950231]\n",
      " [2.32594067]\n",
      " [2.64196896]\n",
      " [2.63153947]\n",
      " [2.9231832 ]\n",
      " [3.27299557]\n",
      " [3.24422564]\n",
      " [2.76134025]\n",
      " [1.98494332]\n",
      " [2.34200769]\n",
      " [3.20975077]\n",
      " [2.94108823]\n",
      " [2.76134025]\n",
      " [2.54017716]\n",
      " [3.14006369]\n",
      " [3.28024389]\n",
      " [3.61731945]\n",
      " [3.93732142]\n",
      " [3.57526223]\n",
      " [4.0205721 ]\n",
      " [3.43984011]\n",
      " [3.52597504]\n",
      " [3.19530906]\n",
      " [3.11207326]\n",
      " [2.96015202]\n",
      " [2.67301328]\n",
      " [1.29711218]\n",
      " [0.93941471]\n",
      " [0.43011626]\n",
      " [0.35355339]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [0.97082439]\n",
      " [0.98994949]\n",
      " [1.52069063]\n",
      " [1.76776695]\n",
      " [2.6       ]\n",
      " [2.28965063]\n",
      " [2.26715681]\n",
      " [3.13408679]\n",
      " [3.07001629]\n",
      " [2.86574598]\n",
      " [2.26108381]\n",
      " [1.99060292]\n",
      " [2.12896689]\n",
      " [1.89274932]\n",
      " [1.64924225]\n",
      " [1.40089257]\n",
      " [0.75166482]\n",
      " [0.        ]\n",
      " [0.3354102 ]\n",
      " [0.98615415]\n",
      " [1.66508258]\n",
      " [2.76134025]\n",
      " [2.38537209]\n",
      " [2.23606798]\n",
      " [1.51822265]\n",
      " [1.56524758]\n",
      " [0.9486833 ]\n",
      " [0.8845903 ]\n",
      " [1.06066017]\n",
      " [1.52397507]\n",
      " [2.23606798]\n",
      " [2.1639085 ]\n",
      " [2.54017716]\n",
      " [2.74590604]\n",
      " [2.16448608]\n",
      " [1.94164878]\n",
      " [2.07183494]\n",
      " [2.8640007 ]\n",
      " [2.71154937]\n",
      " [2.35849528]\n",
      " [2.17830209]\n",
      " [1.19268604]\n",
      " [1.75641681]\n",
      " [1.71172428]\n",
      " [1.85539753]\n",
      " [2.11896201]\n",
      " [2.05912603]\n",
      " [2.77218326]\n",
      " [3.24075608]\n",
      " [3.02076149]\n",
      " [2.75      ]\n",
      " [2.52239965]\n",
      " [2.21415898]\n",
      " [1.81727818]\n",
      " [1.72191754]\n",
      " [1.52397507]\n",
      " [1.0404326 ]\n",
      " [1.12361025]\n",
      " [1.00498756]\n",
      " [1.18848643]\n",
      " [0.6264982 ]\n",
      " [1.05475116]\n",
      " [0.        ]\n",
      " [0.43011626]\n",
      " [0.50990195]\n",
      " [0.53150729]\n",
      " [0.53851648]\n",
      " [0.95      ]\n",
      " [0.97082439]\n",
      " [0.45276926]\n",
      " [0.        ]\n",
      " [0.99624294]\n",
      " [1.74140748]\n",
      " [1.48408221]\n",
      " [1.19268604]\n",
      " [0.47434165]\n",
      " [0.60207973]\n",
      " [0.73824115]\n",
      " [2.21359436]\n",
      " [2.43310501]\n",
      " [1.12361025]\n",
      " [1.12361025]\n",
      " [1.36014705]\n",
      " [0.83216585]\n",
      " [0.61846584]\n",
      " [0.87321246]\n",
      " [0.65764732]\n",
      " [0.        ]\n",
      " [0.30413813]\n",
      " [0.73824115]\n",
      " [0.40311289]\n",
      " [0.9486833 ]\n",
      " [0.93407708]\n",
      " [1.55322246]\n",
      " [1.83371208]\n",
      " [1.83983695]\n",
      " [1.18004237]\n",
      " [0.75      ]\n",
      " [0.49497475]\n",
      " [0.        ]\n",
      " [0.49244289]\n",
      " [0.81394103]\n",
      " [0.47169906]\n",
      " [0.68007353]\n",
      " [0.95524866]\n",
      " [1.6       ]\n",
      " [1.56604598]\n",
      " [1.56204994]\n",
      " [1.28549601]\n",
      " [1.72409396]\n",
      " [2.87793329]\n",
      " [2.75045451]\n",
      " [2.89698119]\n",
      " [2.92959042]\n",
      " [2.90688837]\n",
      " [2.41505694]\n",
      " [1.81176709]\n",
      " [1.68077363]\n",
      " [1.23693169]\n",
      " [0.93407708]\n",
      " [0.88600226]\n",
      " [0.95524866]\n",
      " [0.77620873]\n",
      " [0.        ]\n",
      " [0.45276926]\n",
      " [1.11018017]\n",
      " [2.45051015]\n",
      " [2.75726314]\n",
      " [2.8609439 ]\n",
      " [3.1515869 ]\n",
      " [3.37231375]\n",
      " [3.16425347]\n",
      " [3.05      ]\n",
      " [2.71661554]\n",
      " [2.61007663]\n",
      " [2.43772435]\n",
      " [2.01121854]\n",
      " [1.81176709]\n",
      " [2.10297408]\n",
      " [1.94486503]\n",
      " [0.85146932]\n",
      " [0.70710678]\n",
      " [1.06066017]\n",
      " [0.        ]\n",
      " [1.31244047]\n",
      " [1.67705098]]\n",
      "jain: Average_H = 0.3786, Std = 0.0440\n",
      "[[ 7.78106676]\n",
      " [ 7.84235296]\n",
      " [ 6.2938462 ]\n",
      " [ 6.30178546]\n",
      " [ 5.07666229]\n",
      " [ 4.93685122]\n",
      " [ 4.0607881 ]\n",
      " [ 3.56405668]\n",
      " [ 2.2588714 ]\n",
      " [ 1.6507574 ]\n",
      " [ 1.47054412]\n",
      " [ 0.        ]\n",
      " [ 1.10113578]\n",
      " [ 1.45773797]\n",
      " [ 2.2588714 ]\n",
      " [ 2.80446073]\n",
      " [ 3.98151981]\n",
      " [ 4.32001157]\n",
      " [ 3.84317577]\n",
      " [ 3.61731945]\n",
      " [ 2.86006993]\n",
      " [ 2.92959042]\n",
      " [ 2.64622372]\n",
      " [ 1.72046505]\n",
      " [ 1.8069311 ]\n",
      " [ 2.2192341 ]\n",
      " [ 1.55080624]\n",
      " [ 1.46372812]\n",
      " [ 0.91923882]\n",
      " [ 0.        ]\n",
      " [ 1.54029218]\n",
      " [ 1.68077363]\n",
      " [ 2.76134025]\n",
      " [ 3.11006431]\n",
      " [ 4.35574333]\n",
      " [ 5.09165985]\n",
      " [ 5.79007772]\n",
      " [ 5.90698739]\n",
      " [ 7.60148012]\n",
      " [ 7.49016021]\n",
      " [ 8.99027252]\n",
      " [ 8.41575903]\n",
      " [10.10457817]\n",
      " [ 9.33407735]\n",
      " [ 9.50473566]\n",
      " [ 9.52575456]\n",
      " [ 8.11541743]\n",
      " [ 8.18122851]\n",
      " [ 6.7106259 ]\n",
      " [ 6.80624713]\n",
      " [ 5.90021186]\n",
      " [ 5.39560006]\n",
      " [ 4.46346278]\n",
      " [ 4.3324358 ]\n",
      " [ 3.06471858]\n",
      " [ 3.38710791]\n",
      " [ 1.25896783]\n",
      " [ 0.89442719]\n",
      " [ 0.        ]\n",
      " [ 0.55901699]\n",
      " [ 1.47732867]\n",
      " [ 1.98116128]\n",
      " [ 2.96816442]\n",
      " [ 2.88877137]\n",
      " [ 4.37292808]\n",
      " [ 4.75946426]\n",
      " [ 5.08846735]\n",
      " [ 4.36033256]\n",
      " [ 3.60069438]\n",
      " [ 3.38600059]\n",
      " [ 1.22065556]\n",
      " [ 1.69779268]\n",
      " [ 0.46097722]\n",
      " [ 0.        ]\n",
      " [ 1.05948101]\n",
      " [ 1.52970585]\n",
      " [ 1.39014388]\n",
      " [ 1.25      ]\n",
      " [ 0.        ]\n",
      " [ 1.61245155]\n",
      " [ 1.2980755 ]\n",
      " [ 2.70185122]\n",
      " [ 3.04138127]\n",
      " [ 3.51923287]\n",
      " [ 3.1756889 ]\n",
      " [ 4.56097577]\n",
      " [ 4.02150469]\n",
      " [ 4.87878059]\n",
      " [ 5.41133071]\n",
      " [ 6.48459713]\n",
      " [ 6.71192968]\n",
      " [ 6.05908409]\n",
      " [ 7.11512474]\n",
      " [ 6.38161422]\n",
      " [ 6.89655711]\n",
      " [ 6.67120679]\n",
      " [ 6.91465834]\n",
      " [ 6.72495353]\n",
      " [ 7.40152011]\n",
      " [ 7.35136042]\n",
      " [ 7.69821408]\n",
      " [ 8.29246646]\n",
      " [ 7.82000639]\n",
      " [ 2.45203997]\n",
      " [ 1.79234483]\n",
      " [ 1.53378617]\n",
      " [ 0.        ]\n",
      " [ 1.6507574 ]\n",
      " [ 3.6527387 ]\n",
      " [ 4.72704982]\n",
      " [ 3.1638584 ]\n",
      " [ 2.83063597]\n",
      " [ 2.03592731]\n",
      " [ 1.58113883]\n",
      " [ 1.41598023]\n",
      " [ 2.20056811]\n",
      " [ 2.98747385]\n",
      " [ 2.97699513]\n",
      " [ 2.94618397]\n",
      " [ 1.52315462]\n",
      " [ 1.27475488]\n",
      " [ 0.65      ]\n",
      " [ 0.        ]\n",
      " [ 0.        ]\n",
      " [ 0.82006097]\n",
      " [ 0.76157731]\n",
      " [ 0.25495098]\n",
      " [ 0.        ]\n",
      " [ 0.64031242]\n",
      " [ 1.14127122]\n",
      " [ 1.40089257]\n",
      " [ 2.82931087]\n",
      " [ 2.9       ]\n",
      " [ 2.23271136]\n",
      " [ 2.23271136]\n",
      " [ 2.13600094]\n",
      " [ 2.47386338]\n",
      " [ 2.15928229]\n",
      " [ 1.43178211]\n",
      " [ 1.66883193]\n",
      " [ 1.25896783]\n",
      " [ 0.73824115]\n",
      " [ 1.21757957]\n",
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      " [ 0.78102497]\n",
      " [ 0.        ]\n",
      " [ 0.21213203]\n",
      " [ 0.61846584]\n",
      " [ 0.55901699]\n",
      " [ 1.12805142]\n",
      " [ 1.35369864]\n",
      " [ 2.68793601]\n",
      " [ 3.01039864]\n",
      " [ 2.01556444]\n",
      " [ 1.26589889]\n",
      " [ 1.7613915 ]\n",
      " [ 1.95256242]]\n",
      "[[ 1.61012422]\n",
      " [ 1.55724115]\n",
      " [ 0.07071068]\n",
      " [ 0.        ]\n",
      " [ 0.        ]\n",
      " [ 0.53851648]\n",
      " [ 1.02591423]\n",
      " [ 1.57003185]\n",
      " [ 2.90688837]\n",
      " [ 3.50891721]\n",
      " [ 3.91471583]\n",
      " [ 5.07666229]\n",
      " [ 5.99082632]\n",
      " [ 5.70109639]\n",
      " [ 5.35723809]\n",
      " [ 5.22326526]\n",
      " [ 4.44072066]\n",
      " [ 4.93254498]\n",
      " [ 4.08442162]\n",
      " [ 4.10487515]\n",
      " [ 3.41833293]\n",
      " [ 4.3107424 ]\n",
      " [ 4.2311346 ]\n",
      " [ 3.2565319 ]\n",
      " [ 3.35596484]\n",
      " [ 3.30492057]\n",
      " [ 1.55080624]\n",
      " [ 1.46372812]\n",
      " [ 0.91923882]\n",
      " [ 0.        ]\n",
      " [ 1.54029218]\n",
      " [ 1.68077363]\n",
      " [ 2.76134025]\n",
      " [ 3.11006431]\n",
      " [ 4.35574333]\n",
      " [ 5.09165985]\n",
      " [ 5.79007772]\n",
      " [ 5.90698739]\n",
      " [ 7.60148012]\n",
      " [ 7.49016021]\n",
      " [ 8.99027252]\n",
      " [ 8.41575903]\n",
      " [10.21775416]\n",
      " [ 9.92471662]\n",
      " [11.49782588]\n",
      " [11.75925168]\n",
      " [12.72006289]\n",
      " [13.11878424]\n",
      " [13.55774686]\n",
      " [13.86362146]\n",
      " [12.99432568]\n",
      " [12.28586586]\n",
      " [11.51792082]\n",
      " [11.49195371]\n",
      " [10.3316262 ]\n",
      " [10.40012019]\n",
      " [ 8.40595027]\n",
      " [ 8.172209  ]\n",
      " [ 7.29006173]\n",
      " [ 6.92044074]\n",
      " [ 5.85768726]\n",
      " [ 5.35350353]\n",
      " [ 4.33416659]\n",
      " [ 4.5254834 ]\n",
      " [ 2.92617498]\n",
      " [ 2.5811819 ]\n",
      " [ 1.7613915 ]\n",
      " [ 1.19268604]\n",
      " [ 0.6       ]\n",
      " [ 0.        ]\n",
      " [ 2.26384628]\n",
      " [ 1.69189243]\n",
      " [ 2.92617498]\n",
      " [ 3.38600059]\n",
      " [ 3.47059073]\n",
      " [ 3.60173569]\n",
      " [ 4.1838977 ]\n",
      " [ 3.32340187]\n",
      " [ 4.38548743]\n",
      " [ 3.89518934]\n",
      " [ 4.82415796]\n",
      " [ 5.14805789]\n",
      " [ 4.86646689]\n",
      " [ 5.74108004]\n",
      " [ 5.68858506]\n",
      " [ 6.1987902 ]\n",
      " [ 6.04028145]\n",
      " [ 4.65026881]\n",
      " [ 4.83011387]\n",
      " [ 2.97531511]\n",
      " [ 3.53022662]\n",
      " [ 1.96596033]\n",
      " [ 0.95524866]\n",
      " [ 0.68007353]\n",
      " [ 0.        ]\n",
      " [ 0.97082439]\n",
      " [ 1.20415946]\n",
      " [ 2.75      ]\n",
      " [ 2.71016605]\n",
      " [ 1.22065556]\n",
      " [ 0.9486833 ]\n",
      " [ 0.        ]\n",
      " [ 0.        ]\n",
      " [ 4.2828145 ]\n",
      " [ 3.26687924]\n",
      " [ 2.48243832]\n",
      " [ 3.3384128 ]\n",
      " [ 4.45533388]\n",
      " [ 4.5213383 ]\n",
      " [ 4.25470328]\n",
      " [ 4.03546775]\n",
      " [ 1.05475116]\n",
      " [ 0.        ]\n",
      " [ 1.49833241]\n",
      " [ 0.82462113]\n",
      " [ 2.6725456 ]\n",
      " [ 3.59200501]\n",
      " [ 3.19452657]\n",
      " [ 3.16267292]\n",
      " [ 3.2596012 ]\n",
      " [ 3.0016662 ]\n",
      " [ 2.64054919]\n",
      " [ 2.03592731]\n",
      " [ 3.06471858]\n",
      " [ 2.91247318]\n",
      " [ 2.89352726]\n",
      " [ 1.98494332]\n",
      " [ 2.15058132]\n",
      " [ 2.27705951]\n",
      " [ 2.83769272]\n",
      " [ 2.55196003]\n",
      " [ 2.68001866]\n",
      " [ 2.67067407]\n",
      " [ 2.51644591]\n",
      " [ 2.51644591]\n",
      " [ 2.16448608]\n",
      " [ 1.81727818]\n",
      " [ 1.91049732]\n",
      " [ 1.42214627]\n",
      " [ 1.05475116]\n",
      " [ 0.71589105]\n",
      " [ 1.88215302]\n",
      " [ 1.92353841]\n",
      " [ 0.61846584]\n",
      " [ 0.        ]\n",
      " [ 1.82002747]\n",
      " [ 1.93132079]\n",
      " [ 1.74427635]\n",
      " [ 1.95      ]\n",
      " [ 0.        ]\n",
      " [ 0.3354102 ]\n",
      " [ 0.86313383]\n",
      " [ 0.65192024]\n",
      " [ 0.        ]\n",
      " [ 0.29154759]\n",
      " [ 0.71589105]\n",
      " [ 0.77620873]\n",
      " [ 0.82764727]\n",
      " [ 1.3462912 ]\n",
      " [ 1.97800404]\n",
      " [ 2.10535033]\n",
      " [ 1.53378617]\n",
      " [ 1.47054412]\n",
      " [ 1.73277235]\n",
      " [ 1.90065778]\n",
      " [ 1.05475116]\n",
      " [ 0.        ]\n",
      " [ 0.3       ]\n",
      " [ 0.72801099]\n",
      " [ 1.37295302]\n",
      " [ 1.14127122]\n",
      " [ 2.12896689]\n",
      " [ 0.        ]\n",
      " [ 0.55901699]\n",
      " [ 0.90138782]\n",
      " [ 1.61012422]\n",
      " [ 2.33238076]\n",
      " [ 2.20056811]\n",
      " [ 2.17313138]\n",
      " [ 1.35369864]\n",
      " [ 0.82006097]\n",
      " [ 0.80622577]\n",
      " [ 0.93941471]\n",
      " [ 1.18848643]\n",
      " [ 0.84852814]\n",
      " [ 0.65192024]\n",
      " [ 0.77781746]\n",
      " [ 0.6264982 ]\n",
      " [ 0.        ]\n",
      " [ 0.79056942]\n",
      " [ 1.64468842]\n",
      " [ 3.04795013]\n",
      " [ 1.97800404]\n",
      " [ 1.95256242]\n",
      " [ 1.91637679]\n",
      " [ 1.75570499]\n",
      " [ 1.78885438]\n",
      " [ 2.36326046]\n",
      " [ 3.09232922]\n",
      " [ 0.82006097]\n",
      " [ 0.        ]\n",
      " [ 0.35      ]\n",
      " [ 4.17282878]\n",
      " [ 3.53058069]\n",
      " [ 4.25734659]\n",
      " [ 4.68241391]\n",
      " [ 3.71651719]\n",
      " [ 3.71651719]\n",
      " [ 1.95256242]\n",
      " [ 1.49164339]\n",
      " [ 1.27475488]\n",
      " [ 0.4472136 ]\n",
      " [ 0.        ]\n",
      " [ 0.75      ]\n",
      " [ 0.82764727]\n",
      " [ 1.83439363]\n",
      " [ 2.29401395]\n",
      " [ 2.3070544 ]\n",
      " [ 1.79025138]\n",
      " [ 1.36473441]\n",
      " [ 1.26491106]\n",
      " [ 1.25896783]\n",
      " [ 1.88281704]\n",
      " [ 2.17082933]\n",
      " [ 2.45203997]\n",
      " [ 2.6       ]\n",
      " [ 3.0016662 ]\n",
      " [ 3.60034721]\n",
      " [ 3.17056777]\n",
      " [ 3.02324329]\n",
      " [ 2.95846244]\n",
      " [ 3.36786282]\n",
      " [ 2.81469359]\n",
      " [ 2.77893865]\n",
      " [ 2.51246891]\n",
      " [ 2.23606798]\n",
      " [ 2.1023796 ]\n",
      " [ 1.87882942]\n",
      " [ 1.52069063]\n",
      " [ 2.41350368]\n",
      " [ 2.31624696]\n",
      " [ 2.6856098 ]\n",
      " [ 1.28160056]\n",
      " [ 0.82764727]\n",
      " [ 1.54029218]\n",
      " [ 1.32853303]\n",
      " [ 2.05548048]\n",
      " [ 1.80069431]\n",
      " [ 1.83439363]\n",
      " [ 2.12720474]\n",
      " [ 2.02484567]\n",
      " [ 0.82462113]\n",
      " [ 2.29836899]\n",
      " [ 1.79025138]\n",
      " [ 1.75570499]\n",
      " [ 1.48660687]\n",
      " [ 1.14017543]\n",
      " [ 0.56568542]\n",
      " [ 0.        ]\n",
      " [ 0.47169906]\n",
      " [ 0.72111026]\n",
      " [ 1.06887792]\n",
      " [ 1.25      ]\n",
      " [ 1.35      ]\n",
      " [ 1.439618  ]\n",
      " [ 2.01556444]\n",
      " [ 2.68421311]\n",
      " [ 3.06757233]\n",
      " [ 3.47850543]\n",
      " [ 3.27452287]\n",
      " [ 4.51248269]\n",
      " [ 2.48646335]\n",
      " [ 2.70647372]\n",
      " [ 3.6100554 ]\n",
      " [ 3.79110802]\n",
      " [ 4.04783893]\n",
      " [ 5.36003731]\n",
      " [ 4.74130784]\n",
      " [ 2.01246118]\n",
      " [ 2.67067407]\n",
      " [ 2.46221445]\n",
      " [ 2.8429738 ]\n",
      " [ 1.63248277]\n",
      " [ 1.72409396]\n",
      " [ 1.85607112]\n",
      " [ 1.47732867]\n",
      " [ 1.17153745]\n",
      " [ 0.79056942]\n",
      " [ 0.21213203]\n",
      " [ 0.        ]\n",
      " [ 0.45      ]\n",
      " [ 0.65764732]\n",
      " [ 0.        ]\n",
      " [ 0.        ]\n",
      " [ 1.41155942]\n",
      " [ 2.1023796 ]\n",
      " [ 1.35092561]\n",
      " [ 1.10113578]\n",
      " [ 1.60078106]\n",
      " [ 2.22036033]]\n",
      "pathbased: Average_H = 0.4266, Std = 0.0402\n",
      "[[0.        ]\n",
      " [0.57003158]\n",
      " [0.32916865]\n",
      " [0.2333838 ]\n",
      " [0.30184102]\n",
      " [0.23249946]\n",
      " [0.51073672]\n",
      " [0.38325448]\n",
      " [0.47037007]\n",
      " [0.56756674]\n",
      " [0.43111483]\n",
      " [0.15976232]\n",
      " [0.18075398]\n",
      " [0.33411375]\n",
      " [0.48748333]\n",
      " [0.40462328]\n",
      " [0.5515723 ]\n",
      " [0.45311367]\n",
      " [0.28979993]\n",
      " [0.61021963]\n",
      " [0.52818557]\n",
      " [0.18147176]\n",
      " [0.46770931]\n",
      " [0.        ]\n",
      " [0.45418939]\n",
      " [0.24607316]\n",
      " [0.75341357]\n",
      " [0.64657869]\n",
      " [0.59502605]\n",
      " [0.51874464]\n",
      " [0.16523922]\n",
      " [0.5290293 ]\n",
      " [0.585235  ]\n",
      " [0.20132561]\n",
      " [0.8005623 ]\n",
      " [0.24365549]\n",
      " [0.16131956]\n",
      " [0.48570773]\n",
      " [0.40566489]\n",
      " [0.11271202]\n",
      " [0.54986908]\n",
      " [0.59353854]\n",
      " [0.92370775]\n",
      " [0.45188494]\n",
      " [0.77777632]\n",
      " [0.69123079]\n",
      " [1.08477647]\n",
      " [0.57570131]\n",
      " [0.43521948]\n",
      " [0.76485031]\n",
      " [0.53519716]\n",
      " [1.45047578]\n",
      " [0.84160086]\n",
      " [0.9831297 ]\n",
      " [0.68468971]\n",
      " [0.90242562]\n",
      " [0.98612778]\n",
      " [0.36324097]\n",
      " [0.27940651]\n",
      " [0.30880415]\n",
      " [0.5906234 ]\n",
      " [0.57525646]\n",
      " [0.48362382]\n",
      " [0.3339461 ]\n",
      " [0.59615434]\n",
      " [1.30209063]\n",
      " [0.        ]\n",
      " [1.06290545]\n",
      " [1.42657352]\n",
      " [0.63557533]\n",
      " [0.26761913]\n",
      " [0.40894987]\n",
      " [0.52344245]\n",
      " [0.36602186]\n",
      " [0.69951412]\n",
      " [0.40958516]\n",
      " [0.42710186]\n",
      " [0.7197444 ]\n",
      " [0.87664132]\n",
      " [0.84921846]\n",
      " [1.99247886]\n",
      " [1.64690862]\n",
      " [1.73861209]\n",
      " [1.90367329]\n",
      " [1.8308752 ]\n",
      " [1.60858198]\n",
      " [1.64961571]\n",
      " [1.61779356]\n",
      " [1.73719084]\n",
      " [1.72470287]\n",
      " [2.15490139]\n",
      " [1.82631542]\n",
      " [1.74214695]\n",
      " [1.7126786 ]\n",
      " [2.06987149]\n",
      " [1.76352034]\n",
      " [1.45543396]\n",
      " [1.76880185]\n",
      " [1.96731085]\n",
      " [1.63939745]\n",
      " [1.65348239]\n",
      " [1.68935727]\n",
      " [1.9168495 ]\n",
      " [1.77317343]\n",
      " [1.96840037]\n",
      " [1.85504501]\n",
      " [2.11560677]\n",
      " [1.81009171]\n",
      " [1.75084551]\n",
      " [2.0546698 ]\n",
      " [1.67872809]\n",
      " [2.41106864]\n",
      " [1.56774615]\n",
      " [2.04603421]\n",
      " [1.84197828]\n",
      " [2.13384629]\n",
      " [2.01547017]\n",
      " [1.89595886]\n",
      " [1.45231677]\n",
      " [2.10144427]\n",
      " [0.44409909]\n",
      " [0.43677454]\n",
      " [0.68410526]\n",
      " [0.50635956]\n",
      " [0.40358394]\n",
      " [0.22282729]\n",
      " [1.07520603]\n",
      " [1.04633455]\n",
      " [0.23365787]\n",
      " [0.4327817 ]\n",
      " [0.43934497]\n",
      " [0.51655784]\n",
      " [0.81573525]\n",
      " [0.32249031]\n",
      " [0.14042792]\n",
      " [0.08720092]\n",
      " [0.35938837]\n",
      " [0.17817968]\n",
      " [0.29676927]\n",
      " [0.21280977]\n",
      " [0.4348241 ]\n",
      " [0.29410882]\n",
      " [0.48961209]\n",
      " [0.83616745]\n",
      " [0.43877101]\n",
      " [0.34354621]\n",
      " [0.58899236]\n",
      " [0.        ]\n",
      " [0.62745837]\n",
      " [0.8508819 ]\n",
      " [0.43453423]\n",
      " [0.27908422]\n",
      " [0.36898238]\n",
      " [0.41430906]\n",
      " [0.2681865 ]\n",
      " [0.1983633 ]\n",
      " [0.47781586]\n",
      " [0.73352028]\n",
      " [0.70174924]\n",
      " [0.67058482]\n",
      " [0.31133262]\n",
      " [0.62434926]\n",
      " [0.56195729]\n",
      " [0.4711348 ]\n",
      " [0.39069169]\n",
      " [0.        ]\n",
      " [0.1716042 ]\n",
      " [0.49632651]\n",
      " [0.75124696]\n",
      " [0.83897318]\n",
      " [0.43241184]\n",
      " [0.31308146]\n",
      " [0.22705946]\n",
      " [0.30571228]\n",
      " [1.06952326]\n",
      " [0.46575959]\n",
      " [1.01599409]\n",
      " [0.45350634]\n",
      " [0.3459711 ]\n",
      " [0.27825887]\n",
      " [0.24600813]\n",
      " [0.65402752]\n",
      " [0.50661623]\n",
      " [1.04453818]\n",
      " [0.34673333]\n",
      " [0.60759526]\n",
      " [0.06489992]\n",
      " [0.55660758]\n",
      " [0.58153246]\n",
      " [0.1830956 ]\n",
      " [0.19588772]\n",
      " [0.37220425]\n",
      " [0.41017557]\n",
      " [0.13928388]\n",
      " [0.09850888]\n",
      " [0.18686894]\n",
      " [0.54279646]\n",
      " [0.30231771]\n",
      " [0.50167719]\n",
      " [0.85035992]\n",
      " [0.        ]\n",
      " [0.        ]\n",
      " [0.36525607]\n",
      " [0.38709172]\n",
      " [0.55835831]\n",
      " [0.89988888]\n",
      " [0.40428208]\n",
      " [0.74032695]\n",
      " [0.30644412]\n",
      " [0.38343709]\n",
      " [0.26880476]\n",
      " [0.52119862]\n",
      " [0.24829821]\n",
      " [0.51758284]\n",
      " [0.1620864 ]\n",
      " [0.21203773]\n",
      " [0.4763864 ]\n",
      " [0.50566788]\n",
      " [0.48639079]\n",
      " [0.35693137]\n",
      " [0.26899071]\n",
      " [0.70248132]\n",
      " [0.39468468]\n",
      " [0.38049442]\n",
      " [0.76192651]\n",
      " [0.14284257]\n",
      " [0.42551616]\n",
      " [0.39069169]\n",
      " [0.06003332]\n",
      " [0.19440165]\n",
      " [0.30642454]\n",
      " [0.30528675]\n",
      " [0.        ]\n",
      " [0.52438154]\n",
      " [0.27461245]\n",
      " [0.47762747]\n",
      " [0.02      ]\n",
      " [0.41326989]\n",
      " [0.31010321]\n",
      " [0.37901979]\n",
      " [1.85895992]\n",
      " [2.48260669]\n",
      " [1.7828079 ]\n",
      " [2.24826511]\n",
      " [2.19596448]\n",
      " [1.26889716]\n",
      " [2.10257176]\n",
      " [2.08073545]\n",
      " [1.55857499]\n",
      " [2.09346603]\n",
      " [2.35766155]\n",
      " [2.1326575 ]\n",
      " [1.85530375]\n",
      " [1.99171584]\n",
      " [2.30129355]\n",
      " [2.10152326]\n",
      " [2.45094594]\n",
      " [2.00459173]\n",
      " [1.87169442]\n",
      " [2.08490288]\n",
      " [1.88898385]\n",
      " [2.15409749]\n",
      " [1.59154265]\n",
      " [1.76192281]\n",
      " [2.11359977]\n",
      " [1.77038979]\n",
      " [2.23678788]\n",
      " [1.96860661]\n",
      " [2.27618101]\n",
      " [2.13294632]\n",
      " [1.9124351 ]\n",
      " [1.73779861]\n",
      " [2.1623552 ]\n",
      " [2.76139747]\n",
      " [2.16086001]\n",
      " [1.99768366]\n",
      " [2.42740355]\n",
      " [2.17004516]\n",
      " [2.47431364]\n",
      " [2.18057332]\n",
      " [4.08999022]\n",
      " [4.1163994 ]\n",
      " [3.41926425]\n",
      " [3.96209742]\n",
      " [4.24451505]\n",
      " [4.22892374]\n",
      " [4.34277561]\n",
      " [4.29343033]\n",
      " [3.86246191]\n",
      " [3.63847221]\n",
      " [3.9518831 ]\n",
      " [3.96846217]\n",
      " [3.62206847]\n",
      " [4.36825274]\n",
      " [4.20698942]\n",
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      " [0.40894987]\n",
      " [0.87472053]\n",
      " [1.02388281]\n",
      " [0.48824994]\n",
      " [0.42569942]\n",
      " [0.        ]\n",
      " [0.35761432]\n",
      " [0.21493255]\n",
      " [0.45993043]\n",
      " [0.42664271]\n",
      " [0.09752948]\n",
      " [0.4817053 ]\n",
      " [0.47860213]\n",
      " [0.44330125]\n",
      " [0.37417108]\n",
      " [0.13823169]\n",
      " [0.20318465]\n",
      " [0.22022716]\n",
      " [0.34560093]\n",
      " [0.38922487]\n",
      " [0.38200524]\n",
      " [0.        ]\n",
      " [0.        ]\n",
      " [0.33373043]\n",
      " [0.81110788]\n",
      " [0.42428764]\n",
      " [0.56172947]\n",
      " [0.51269094]\n",
      " [0.75844578]\n",
      " [0.31891065]\n",
      " [0.43011626]\n",
      " [0.35741852]\n",
      " [0.68818602]\n",
      " [0.17977764]\n",
      " [0.9343083 ]\n",
      " [0.05905929]\n",
      " [0.38719504]\n",
      " [0.71746777]\n",
      " [0.40638898]\n",
      " [0.439436  ]\n",
      " [0.58198625]\n",
      " [0.25287151]\n",
      " [0.2907989 ]\n",
      " [0.84932208]\n",
      " [0.07271864]\n",
      " [1.34598217]\n",
      " [0.3502285 ]\n",
      " [0.52921829]\n",
      " [0.42878899]\n",
      " [0.78909822]\n",
      " [0.42171554]\n",
      " [0.46402155]\n",
      " [0.41956168]\n",
      " [0.6990422 ]\n",
      " [1.05494265]\n",
      " [0.49764646]\n",
      " [0.86348133]\n",
      " [0.97640156]\n",
      " [1.03637831]\n",
      " [1.0736722 ]\n",
      " [1.28130715]\n",
      " [1.09016329]\n",
      " [0.64630952]\n",
      " [1.06004717]\n",
      " [0.75761732]\n",
      " [1.31694799]\n",
      " [0.06053098]\n",
      " [0.52839379]\n",
      " [0.71074609]\n",
      " [0.84465614]\n",
      " [0.52645988]\n",
      " [0.9452132 ]\n",
      " [1.14601571]\n",
      " [0.99840272]\n",
      " [0.42889626]\n",
      " [0.84172442]\n",
      " [0.36600546]\n",
      " [1.25995873]\n",
      " [0.49642724]\n",
      " [1.14085231]\n",
      " [0.92253564]\n",
      " [0.8508819 ]\n",
      " [0.62630983]\n",
      " [0.        ]\n",
      " [1.10682429]\n",
      " [1.12979998]\n",
      " [0.8944652 ]\n",
      " [1.10441478]\n",
      " [0.62520717]\n",
      " [1.02289198]\n",
      " [1.28706954]\n",
      " [0.62703429]\n",
      " [0.52601521]\n",
      " [1.25426154]\n",
      " [2.13885203]\n",
      " [2.24354452]\n",
      " [2.15550365]\n",
      " [2.11067004]\n",
      " [2.12098091]\n",
      " [1.88085087]\n",
      " [1.92491247]\n",
      " [1.70733125]\n",
      " [2.10334305]\n",
      " [2.09315551]\n",
      " [2.12609031]\n",
      " [2.1369745 ]\n",
      " [1.78702994]\n",
      " [2.1445046 ]\n",
      " [1.86532356]\n",
      " [2.16158553]\n",
      " [1.91723238]\n",
      " [2.1304056 ]\n",
      " [2.09105141]\n",
      " [2.00099675]\n",
      " [1.94863029]\n",
      " [1.6346963 ]\n",
      " [2.05839258]\n",
      " [2.09412225]\n",
      " [1.59786858]\n",
      " [1.69187825]\n",
      " [1.93590599]\n",
      " [2.27470701]\n",
      " [1.48618303]\n",
      " [1.8930832 ]\n",
      " [1.83638013]\n",
      " [2.19249082]\n",
      " [2.17867942]\n",
      " [1.99131113]\n",
      " [1.81225385]\n",
      " [1.80143276]\n",
      " [1.97587145]\n",
      " [1.85102026]\n",
      " [2.03847001]\n",
      " [2.05301145]\n",
      " [1.16967859]\n",
      " [0.70248132]\n",
      " [0.58535801]\n",
      " [0.80141126]\n",
      " [0.15728954]\n",
      " [0.19859507]\n",
      " [0.49187397]\n",
      " [1.42322029]\n",
      " [0.42002381]\n",
      " [1.28278603]\n",
      " [0.60016664]\n",
      " [0.44975549]\n",
      " [0.93637599]\n",
      " [0.55492342]\n",
      " [0.80895488]\n",
      " [0.83891835]\n",
      " [0.63258833]\n",
      " [0.39014356]\n",
      " [0.39094757]\n",
      " [0.835361  ]\n",
      " [1.28651467]\n",
      " [0.        ]\n",
      " [0.82239163]\n",
      " [0.81600245]\n",
      " [0.63017458]\n",
      " [0.83406714]\n",
      " [0.57706845]\n",
      " [0.90090843]\n",
      " [0.72748608]\n",
      " [0.6748096 ]\n",
      " [0.95744869]\n",
      " [0.86743991]\n",
      " [1.33886668]\n",
      " [0.50027992]\n",
      " [1.04043837]\n",
      " [0.82629051]\n",
      " [0.69190173]\n",
      " [0.75851697]\n",
      " [0.98819634]\n",
      " [0.81229797]\n",
      " [1.34536389]\n",
      " [1.43630777]\n",
      " [1.27694166]\n",
      " [1.65536703]\n",
      " [1.61038256]\n",
      " [1.00352379]\n",
      " [1.5606614 ]\n",
      " [1.52003289]\n",
      " [1.12943349]\n",
      " [1.54023375]\n",
      " [1.59313653]\n",
      " [1.55273307]\n",
      " [1.33178377]\n",
      " [1.42969227]\n",
      " [1.69852878]\n",
      " [1.52222206]\n",
      " [1.85121041]\n",
      " [1.45178649]\n",
      " [1.33185585]\n",
      " [1.52790707]\n",
      " [1.36157115]\n",
      " [1.585358  ]\n",
      " [1.17165524]\n",
      " [1.25603344]\n",
      " [1.58614501]\n",
      " [1.2724276 ]\n",
      " [1.66105629]\n",
      " [1.41052756]\n",
      " [1.66216846]\n",
      " [1.58243483]\n",
      " [1.36403226]\n",
      " [1.2362071 ]\n",
      " [1.57539201]\n",
      " [1.3533514 ]\n",
      " [1.60208989]\n",
      " [1.43627992]\n",
      " [1.76129611]\n",
      " [1.58628623]\n",
      " [1.88679729]\n",
      " [1.59800501]\n",
      " [0.50632006]\n",
      " [0.44351776]\n",
      " [0.73722181]\n",
      " [0.24528351]\n",
      " [0.57342829]\n",
      " [0.50710551]\n",
      " [0.60197342]\n",
      " [0.30522123]\n",
      " [0.12649111]\n",
      " [0.27621006]\n",
      " [0.45986085]\n",
      " [0.21023796]\n",
      " [0.27049584]\n",
      " [0.76043409]\n",
      " [0.37026477]\n",
      " [0.55248167]\n",
      " [0.33801775]\n",
      " [0.        ]\n",
      " [0.29129367]\n",
      " [0.1961632 ]\n",
      " [0.43781731]\n",
      " [0.22688323]\n",
      " [0.31895454]\n",
      " [0.30253595]\n",
      " [0.29068196]\n",
      " [0.30965788]\n",
      " [0.04816638]\n",
      " [0.45354162]\n",
      " [0.10244999]\n",
      " [0.        ]\n",
      " [0.37339523]\n",
      " [0.09535198]\n",
      " [0.42160171]\n",
      " [0.84027615]\n",
      " [0.19937904]\n",
      " [0.4244573 ]\n",
      " [0.73681748]\n",
      " [0.29421081]\n",
      " [0.68513648]\n",
      " [0.12529964]\n",
      " [0.61007868]\n",
      " [0.27294688]\n",
      " [0.20421557]\n",
      " [0.43831039]\n",
      " [0.11615507]\n",
      " [0.        ]\n",
      " [0.29449618]\n",
      " [0.        ]\n",
      " [0.19313208]\n",
      " [0.25063918]\n",
      " [0.73884775]\n",
      " [0.17655594]\n",
      " [0.53665631]\n",
      " [0.74082387]\n",
      " [0.57640264]\n",
      " [0.6772326 ]\n",
      " [0.21755919]\n",
      " [0.70260088]\n",
      " [0.15231546]\n",
      " [0.48869213]\n",
      " [0.4296836 ]\n",
      " [0.85043518]\n",
      " [0.4936598 ]\n",
      " [0.18908199]\n",
      " [0.39446166]\n",
      " [0.67475922]\n",
      " [0.41007804]\n",
      " [0.40459857]\n",
      " [0.36249138]\n",
      " [0.16150542]\n",
      " [0.08883693]\n",
      " [0.21444813]\n",
      " [0.46758101]\n",
      " [0.24469573]\n",
      " [0.52698387]\n",
      " [0.62315969]\n",
      " [0.58680491]\n",
      " [0.77843433]\n",
      " [0.2274379 ]\n",
      " [0.2221441 ]\n",
      " [0.2380084 ]\n",
      " [0.20302709]\n",
      " [0.28653098]\n",
      " [0.        ]\n",
      " [0.47521784]\n",
      " [0.17419529]\n",
      " [0.25616401]\n",
      " [0.22411604]\n",
      " [0.22720035]\n",
      " [0.18204395]\n",
      " [0.45542508]\n",
      " [0.33819521]\n",
      " [0.13160547]\n",
      " [0.26400758]\n",
      " [0.6560122 ]\n",
      " [0.07570997]\n",
      " [0.33102266]\n",
      " [0.18523499]\n",
      " [0.29735501]\n",
      " [0.37697745]\n",
      " [0.22720035]\n",
      " [0.2503198 ]\n",
      " [0.        ]\n",
      " [0.29732137]\n",
      " [0.45688511]\n",
      " [0.03231099]\n",
      " [0.154     ]\n",
      " [0.52824237]\n",
      " [0.09141116]\n",
      " [0.5513946 ]\n",
      " [0.29315525]\n",
      " [0.21822924]\n",
      " [0.51662365]\n",
      " [0.45083478]\n",
      " [0.27791366]\n",
      " [0.35824014]\n",
      " [0.19589793]\n",
      " [0.44782586]\n",
      " [0.4760042 ]\n",
      " [0.2292684 ]\n",
      " [0.41850209]\n",
      " [0.3439186 ]\n",
      " [0.30440105]\n",
      " [0.38604663]\n",
      " [0.24633311]\n",
      " [0.66747285]\n",
      " [0.120283  ]\n",
      " [0.40871017]\n",
      " [0.40757821]\n",
      " [0.39667619]\n",
      " [0.44786605]\n",
      " [0.08160882]\n",
      " [0.56483626]\n",
      " [0.53630215]\n",
      " [0.11764353]\n",
      " [0.90138782]\n",
      " [0.13535139]\n",
      " [0.24368012]\n",
      " [0.19719026]\n",
      " [0.38288379]\n",
      " [0.12614278]\n",
      " [0.33520143]\n",
      " [0.13471451]\n",
      " [0.        ]\n",
      " [0.28338666]\n",
      " [0.66287254]\n",
      " [0.        ]\n",
      " [0.13102671]\n",
      " [0.27702707]\n",
      " [0.29472699]\n",
      " [0.36456001]\n",
      " [0.32756679]\n",
      " [0.        ]\n",
      " [0.33835484]\n",
      " [0.10121265]\n",
      " [0.56201423]\n",
      " [0.55035261]\n",
      " [0.21185844]\n",
      " [0.24      ]\n",
      " [0.16260381]\n",
      " [5.02152965]\n",
      " [4.9308194 ]\n",
      " [5.73364282]\n",
      " [5.37411574]\n",
      " [4.95368509]\n",
      " [5.24373989]\n",
      " [5.37636383]\n",
      " [5.56903331]\n",
      " [5.22806044]\n",
      " [5.21476212]\n",
      " [5.19617898]\n",
      " [5.18836275]\n",
      " [5.08844102]\n",
      " [5.16232235]\n",
      " [5.22153885]\n",
      " [5.40050405]\n",
      " [5.2176443 ]\n",
      " [5.53167027]\n",
      " [5.53116118]\n",
      " [5.12250564]\n",
      " [5.37794161]\n",
      " [5.26265408]\n",
      " [4.94981414]\n",
      " [5.13588318]\n",
      " [5.30598228]\n",
      " [5.42607777]\n",
      " [5.34846258]\n",
      " [5.38027843]\n",
      " [5.28703357]\n",
      " [4.97438438]\n",
      " [5.38282602]\n",
      " [5.11091381]\n",
      " [4.94875702]\n",
      " [5.43238879]\n",
      " [5.10444395]\n",
      " [5.05558266]\n",
      " [5.25272729]\n",
      " [4.94287366]\n",
      " [5.20555434]\n",
      " [4.34627289]\n",
      " [0.42280965]\n",
      " [0.04      ]\n",
      " [0.18701872]\n",
      " [0.13152946]\n",
      " [0.36555711]\n",
      " [0.2525787 ]\n",
      " [0.13219682]\n",
      " [0.29427198]\n",
      " [0.44589685]\n",
      " [0.27638379]\n",
      " [0.23780664]\n",
      " [0.        ]\n",
      " [0.10884852]\n",
      " [0.16726028]\n",
      " [0.        ]\n",
      " [0.16819037]\n",
      " [0.1334616 ]\n",
      " [0.53278138]\n",
      " [0.        ]\n",
      " [0.42326824]\n",
      " [0.16104658]\n",
      " [0.08373769]\n",
      " [0.        ]\n",
      " [0.06456005]\n",
      " [0.18361917]\n",
      " [0.65649981]\n",
      " [0.22200901]\n",
      " [0.14239382]\n",
      " [0.        ]\n",
      " [0.34602312]\n",
      " [0.27761844]\n",
      " [0.15473849]\n",
      " [0.32380241]\n",
      " [0.23052115]\n",
      " [0.09633276]\n",
      " [0.14801351]\n",
      " [0.22720035]\n",
      " [0.10407689]\n",
      " [0.06082763]\n",
      " [0.20523158]\n",
      " [0.25799225]\n",
      " [0.18335757]\n",
      " [0.49535846]\n",
      " [0.26785817]\n",
      " [0.71505245]\n",
      " [0.27917736]\n",
      " [0.5909247 ]\n",
      " [0.40417818]\n",
      " [0.55483691]\n",
      " [0.68968689]\n",
      " [0.48570773]\n",
      " [0.46842716]\n",
      " [0.50449579]\n",
      " [0.37034578]\n",
      " [0.12226201]\n",
      " [0.        ]\n",
      " [0.36492739]\n",
      " [0.30241693]\n",
      " [0.09620811]\n",
      " [0.55400361]\n",
      " [0.43785842]\n",
      " [0.35693137]\n",
      " [0.17281204]\n",
      " [0.03298485]\n",
      " [0.3084153 ]\n",
      " [0.518166  ]\n",
      " [0.23167218]\n",
      " [0.49361118]\n",
      " [0.04294182]\n",
      " [0.28988273]\n",
      " [0.99463561]\n",
      " [0.40794607]\n",
      " [0.11264102]\n",
      " [0.39529736]\n",
      " [0.57639223]\n",
      " [0.32571153]\n",
      " [0.17753873]\n",
      " [0.17269627]\n",
      " [0.39842189]\n",
      " [0.07871467]\n",
      " [5.36695854]\n",
      " [5.91192997]\n",
      " [5.89211405]\n",
      " [5.67381529]\n",
      " [5.71048509]\n",
      " [6.03725103]\n",
      " [5.96007785]\n",
      " [5.63091254]\n",
      " [5.43129782]\n",
      " [5.33000938]\n",
      " [5.65146105]\n",
      " [5.96048756]\n",
      " [5.83643727]\n",
      " [5.94763415]\n",
      " [6.35576337]\n",
      " [5.8933756 ]\n",
      " [5.5837457 ]\n",
      " [6.08382807]\n",
      " [5.57390204]\n",
      " [4.86682484]\n",
      " [5.93089976]\n",
      " [5.69132568]\n",
      " [5.05933751]\n",
      " [5.37557811]\n",
      " [5.26796355]\n",
      " [5.67632311]\n",
      " [5.34394199]\n",
      " [5.79609524]\n",
      " [5.64276953]\n",
      " [4.85297847]\n",
      " [5.35459578]\n",
      " [6.06192049]\n",
      " [5.82465278]\n",
      " [5.64482418]\n",
      " [5.92087325]\n",
      " [5.74008815]\n",
      " [5.82634053]\n",
      " [5.29097534]\n",
      " [5.92319002]\n",
      " [5.76619285]]\n",
      "R15: Average_H = 0.2743, Std = 0.0543\n",
      "[[ 8.12680749]\n",
      " [ 8.73341285]\n",
      " [ 9.40452019]\n",
      " [ 9.85520167]\n",
      " [10.08278235]\n",
      " [10.45227248]\n",
      " [10.05609268]\n",
      " [ 9.70373639]\n",
      " [ 9.29220103]\n",
      " [ 9.01457154]\n",
      " [ 8.75742542]\n",
      " [ 8.53595337]\n",
      " [ 8.33621617]\n",
      " [ 8.17450304]\n",
      " [ 8.17389136]\n",
      " [ 8.0748065 ]\n",
      " [ 7.97887837]\n",
      " [ 7.6583288 ]\n",
      " [ 7.10809398]\n",
      " [ 6.61910115]\n",
      " [ 6.03033996]\n",
      " [ 5.64490921]\n",
      " [ 5.29622507]\n",
      " [ 4.96109867]\n",
      " [ 4.73312793]\n",
      " [ 4.56864312]\n",
      " [ 4.50444225]\n",
      " [ 4.54422711]\n",
      " [ 4.7381431 ]\n",
      " [ 4.87365366]\n",
      " [ 5.14295635]\n",
      " [ 5.43162038]\n",
      " [ 5.84743534]\n",
      " [ 6.13290306]\n",
      " [ 6.51344763]\n",
      " [ 6.92044074]\n",
      " [ 7.28319985]\n",
      " [ 7.66061355]\n",
      " [ 7.35136042]\n",
      " [ 6.99749955]\n",
      " [ 6.51479086]\n",
      " [ 6.03841867]\n",
      " [ 5.57000898]\n",
      " [ 5.10734765]\n",
      " [ 4.76786116]\n",
      " [ 4.49722136]\n",
      " [ 4.41588043]\n",
      " [ 4.34338578]\n",
      " [ 4.52465468]\n",
      " [ 4.42860023]\n",
      " [ 4.40028408]\n",
      " [ 3.89486842]\n",
      " [ 3.22024844]\n",
      " [ 2.6856098 ]\n",
      " [ 2.2192341 ]\n",
      " [ 1.55080624]\n",
      " [ 1.01242284]\n",
      " [ 0.57008771]\n",
      " [ 0.        ]\n",
      " [ 0.        ]\n",
      " [ 0.57008771]\n",
      " [ 1.15974135]\n",
      " [ 1.61941347]\n",
      " [ 2.15928229]\n",
      " [ 2.60432333]\n",
      " [ 3.2035137 ]\n",
      " [ 3.65      ]\n",
      " [ 4.10121933]\n",
      " [ 4.55686296]\n",
      " [ 4.4195588 ]\n",
      " [ 3.99656102]\n",
      " [ 3.54189215]\n",
      " [ 3.23303263]\n",
      " [ 2.73358739]\n",
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      " [1.6643317 ]\n",
      " [2.66270539]\n",
      " [3.46013006]\n",
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      " [6.29801556]\n",
      " [5.53014466]\n",
      " [4.7563116 ]\n",
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      " [0.85      ]\n",
      " [1.45086181]\n",
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      " [3.82001309]\n",
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      " [2.2090722 ]\n",
      " [1.56284996]\n",
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      " [1.60078106]\n",
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      " [3.04630924]\n",
      " [3.49284984]\n",
      " [4.02492236]\n",
      " [4.38691235]\n",
      " [4.2860238 ]\n",
      " [4.29796463]\n",
      " [4.32810582]\n",
      " [4.44803327]\n",
      " [4.09420322]\n",
      " [3.61697387]\n",
      " [3.15990506]\n",
      " [2.75045451]\n",
      " [2.3       ]\n",
      " [1.95064092]\n",
      " [1.55322246]\n",
      " [1.20415946]\n",
      " [0.80156098]\n",
      " [0.40311289]\n",
      " [0.        ]\n",
      " [0.30413813]\n",
      " [0.72801099]\n",
      " [1.04403065]\n",
      " [1.37568165]\n",
      " [1.52397507]\n",
      " [1.1335784 ]\n",
      " [0.91923882]\n",
      " [0.64031242]\n",
      " [0.46097722]\n",
      " [0.25      ]\n",
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      " [0.18027756]\n",
      " [0.32015621]\n",
      " [0.4472136 ]\n",
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      " [0.        ]\n",
      " [0.15      ]\n",
      " [0.35355339]\n",
      " [0.57008771]\n",
      " [0.76485293]\n",
      " [1.01118742]\n",
      " [1.11018017]]\n",
      "[[2.97741499]\n",
      " [1.94743421]\n",
      " [0.99247166]\n",
      " [0.        ]\n",
      " [0.91787799]\n",
      " [1.92937814]\n",
      " [2.8900692 ]\n",
      " [3.82687862]\n",
      " [4.47437146]\n",
      " [3.74833296]\n",
      " [2.71661554]\n",
      " [1.85607112]\n",
      " [0.95131488]\n",
      " [0.        ]\n",
      " [0.90553851]\n",
      " [0.92195445]\n",
      " [0.        ]\n",
      " [0.90138782]\n",
      " [1.67705098]\n",
      " [2.54950976]\n",
      " [2.41505694]\n",
      " [1.65604952]\n",
      " [0.83216585]\n",
      " [0.        ]\n",
      " [0.79056942]\n",
      " [1.57003185]\n",
      " [2.31138487]\n",
      " [2.28035085]\n",
      " [1.44222051]\n",
      " [0.83216585]\n",
      " [0.        ]\n",
      " [0.6946222 ]\n",
      " [1.5008331 ]\n",
      " [2.12426458]\n",
      " [2.88877137]\n",
      " [3.5654593 ]\n",
      " [4.20773098]\n",
      " [4.74578761]\n",
      " [4.51220567]\n",
      " [3.91695034]\n",
      " [3.1468238 ]\n",
      " [2.51445819]\n",
      " [1.8973666 ]\n",
      " [1.3       ]\n",
      " [0.65      ]\n",
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      " [0.65192024]\n",
      " [1.25299641]\n",
      " [1.84458667]\n",
      " [2.45458754]\n",
      " [3.14006369]\n",
      " [3.7013511 ]\n",
      " [4.40454311]\n",
      " [4.92468273]\n",
      " [5.0082432 ]\n",
      " [4.78774477]\n",
      " [4.6338429 ]\n",
      " [4.58393935]\n",
      " [4.48246584]\n",
      " [4.3660623 ]\n",
      " [4.40596187]\n",
      " [4.38548743]\n",
      " [4.51220567]\n",
      " [4.5743852 ]\n",
      " [4.66583326]\n",
      " [4.90407993]\n",
      " [5.00849279]\n",
      " [5.18965317]\n",
      " [5.37145232]\n",
      " [5.38168189]\n",
      " [5.05197981]\n",
      " [4.75867629]\n",
      " [4.54340181]\n",
      " [4.46122181]\n",
      " [4.20119031]\n",
      " [4.22374242]\n",
      " [4.26292153]\n",
      " [4.29796463]\n",
      " [4.40283999]\n",
      " [4.62709412]\n",
      " [4.84664833]\n",
      " [5.14902903]\n",
      " [5.39096466]\n",
      " [5.68726648]\n",
      " [6.00416522]\n",
      " [6.37279374]\n",
      " [6.28987281]\n",
      " [6.04359165]\n",
      " [5.70635611]\n",
      " [5.41664103]\n",
      " [5.18893053]\n",
      " [4.90433482]\n",
      " [4.7355042 ]\n",
      " [4.56344168]\n",
      " [4.43170396]\n",
      " [4.37407133]\n",
      " [4.24764641]\n",
      " [4.15481648]\n",
      " [4.08044115]\n",
      " [4.00062495]\n",
      " [3.95284708]\n",
      " [3.9306488 ]\n",
      " [3.88973007]\n",
      " [3.85356977]\n",
      " [3.86296518]\n",
      " [3.80854303]\n",
      " [9.13509715]\n",
      " [8.41249071]\n",
      " [7.62381138]\n",
      " [7.08184298]\n",
      " [6.37279374]\n",
      " [5.84208867]\n",
      " [5.39560006]\n",
      " [4.87980532]\n",
      " [4.55878273]\n",
      " [3.61731945]\n",
      " [2.81113856]\n",
      " [1.88215302]\n",
      " [0.89022469]\n",
      " [0.        ]\n",
      " [0.83216585]\n",
      " [0.        ]\n",
      " [0.82462113]\n",
      " [1.67630546]\n",
      " [2.54607541]\n",
      " [3.29013678]\n",
      " [4.1484937 ]\n",
      " [4.93583833]\n",
      " [5.68902452]\n",
      " [6.4623912 ]\n",
      " [7.22668665]\n",
      " [7.95110055]\n",
      " [7.31197648]\n",
      " [6.60018939]\n",
      " [5.86451191]\n",
      " [5.17397333]\n",
      " [4.38634244]\n",
      " [3.71247896]\n",
      " [2.93470612]\n",
      " [2.19317122]\n",
      " [1.48660687]\n",
      " [0.85146932]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [1.36473441]\n",
      " [0.71589105]\n",
      " [0.        ]\n",
      " [0.60827625]\n",
      " [1.39463257]\n",
      " [2.05      ]\n",
      " [2.68001866]\n",
      " [2.50049995]\n",
      " [1.75285481]\n",
      " [1.15974135]\n",
      " [0.50249378]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [1.27475488]\n",
      " [1.91637679]\n",
      " [2.19544984]\n",
      " [1.59530561]\n",
      " [1.09772492]\n",
      " [0.49244289]\n",
      " [0.        ]\n",
      " [0.64031242]\n",
      " [1.1335784 ]\n",
      " [1.58113883]\n",
      " [1.0404326 ]\n",
      " [0.58309519]\n",
      " [0.        ]\n",
      " [0.38078866]\n",
      " [0.89442719]\n",
      " [1.36565003]\n",
      " [1.75570499]\n",
      " [2.34093998]\n",
      " [2.51793566]\n",
      " [2.17082933]\n",
      " [1.82482876]\n",
      " [1.27475488]\n",
      " [0.82462113]\n",
      " [0.45276926]\n",
      " [0.        ]\n",
      " [0.29154759]\n",
      " [0.76157731]\n",
      " [1.18848643]\n",
      " [1.52069063]\n",
      " [1.8179659 ]\n",
      " [2.27431308]\n",
      " [2.55196003]\n",
      " [2.23606798]\n",
      " [1.92418814]\n",
      " [1.52315462]\n",
      " [1.15433964]\n",
      " [0.76157731]\n",
      " [0.57008771]\n",
      " [0.3354102 ]\n",
      " [0.        ]\n",
      " [0.40311289]\n",
      " [0.65192024]\n",
      " [1.00124922]\n",
      " [1.30096118]\n",
      " [1.6507574 ]\n",
      " [1.85067555]\n",
      " [2.1023796 ]\n",
      " [2.25499446]\n",
      " [2.46272207]\n",
      " [2.66692707]\n",
      " [1.88215302]\n",
      " [0.77620873]\n",
      " [0.        ]\n",
      " [0.98234414]\n",
      " [1.86681547]\n",
      " [2.76631524]\n",
      " [3.71651719]\n",
      " [4.60678847]\n",
      " [5.45206383]\n",
      " [5.05197981]\n",
      " [4.70770645]\n",
      " [4.53458929]\n",
      " [4.34194657]\n",
      " [4.4138985 ]\n",
      " [4.49722136]\n",
      " [4.72784306]\n",
      " [5.11003914]\n",
      " [5.40925133]\n",
      " [5.86451191]\n",
      " [6.28510143]\n",
      " [6.79264308]\n",
      " [7.41636704]\n",
      " [7.89746795]\n",
      " [8.38048328]\n",
      " [8.18199242]\n",
      " [8.08517161]\n",
      " [8.13172798]\n",
      " [7.95691523]\n",
      " [8.00827697]\n",
      " [7.96303962]\n",
      " [8.00827697]\n",
      " [8.11249037]\n",
      " [7.64738517]\n",
      " [7.04716255]\n",
      " [6.30257884]\n",
      " [5.53376002]\n",
      " [4.89540601]\n",
      " [4.11004866]\n",
      " [3.45144897]\n",
      " [2.72809457]\n",
      " [1.91049732]\n",
      " [1.34350288]\n",
      " [0.6726812 ]\n",
      " [0.        ]\n",
      " [0.64031242]\n",
      " [1.27279221]\n",
      " [1.87416648]\n",
      " [2.51097591]\n",
      " [3.1503968 ]\n",
      " [3.68917335]\n",
      " [4.28777331]\n",
      " [4.83735465]\n",
      " [5.32188876]\n",
      " [5.60914432]\n",
      " [6.15345431]\n",
      " [6.5184354 ]\n",
      " [6.69813407]\n",
      " [6.20181425]\n",
      " [5.71007881]\n",
      " [5.32024436]\n",
      " [4.74236228]\n",
      " [4.24264069]\n",
      " [3.78450789]\n",
      " [3.28975683]\n",
      " [2.87445647]\n",
      " [2.31138487]\n",
      " [1.86010752]\n",
      " [1.51162165]\n",
      " [1.0404326 ]\n",
      " [0.61032778]\n",
      " [0.        ]\n",
      " [0.40311289]\n",
      " [0.        ]\n",
      " [0.46097722]\n",
      " [0.90138782]\n",
      " [1.3462912 ]\n",
      " [1.69779268]\n",
      " [2.09880919]\n",
      " [2.44182309]\n",
      " [2.82842712]\n",
      " [3.2249031 ]\n",
      " [3.61697387]\n",
      " [3.6100554 ]\n",
      " [3.20156212]\n",
      " [2.90688837]\n",
      " [2.58311827]\n",
      " [2.19203102]\n",
      " [1.80346888]\n",
      " [1.59452187]\n",
      " [1.32003788]\n",
      " [1.14017543]\n",
      " [0.93005376]\n",
      " [0.68007353]\n",
      " [0.51478151]\n",
      " [0.36055513]\n",
      " [0.15811388]\n",
      " [0.        ]\n",
      " [0.15811388]\n",
      " [0.29154759]\n",
      " [0.42720019]\n",
      " [0.63245553]\n",
      " [0.85440037]\n",
      " [1.04403065]\n",
      " [1.28549601]\n",
      " [1.38293167]]\n",
      "spiral: Average_H = 0.4515, Std = 0.0307\n"
     ]
    }
   ],
   "source": [
    "p = 20\n",
    "trials = 100\n",
    "\n",
    "for name in filenames:\n",
    "    fullpath = filepath + name + fileextension\n",
    "    data = np.loadtxt(fullpath)\n",
    "    mean, std = hopkins_statistic(data, p, trials)\n",
    "    print(f\"{name}: Average_H = {mean:.4f}, Std = {std:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
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   "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",
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 },
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 "nbformat_minor": 4
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