advanced-methods-practise-sose2025/w3/kMeans-Hopkins.ipynb

{
 "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": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Please enter your names for identification\n",
    "name = \"Fabian Langer, Yannik Bretschneider\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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": 87,
   "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": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "filepath  = \"./clustering-datasets/\"\n",
    "filenames = [\"Aggregation\",\"Compound\",\"D31\",\"flame\",\"jain\",\"pathbased\",\"R15\",\"spiral\"]\n",
    "fileextension = \".txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "k = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can cluster the data using k-Means:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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",
      "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": 91,
   "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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",
      "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": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 6.60549014]\n",
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      " [3.8791788 ]\n",
      " [4.63219528]\n",
      " [4.04956484]\n",
      " [3.59716527]\n",
      " [3.32640763]\n",
      " [3.2355236 ]\n",
      " [3.07659821]\n",
      " [2.93343978]\n",
      " [3.14258384]\n",
      " [3.34815422]\n",
      " [2.84819705]\n",
      " [2.87638753]\n",
      " [2.9946083 ]\n",
      " [3.14362341]\n",
      " [3.45038168]\n",
      " [3.47290571]\n",
      " [3.95685681]\n",
      " [3.39529595]\n",
      " [3.36342312]\n",
      " [3.38795825]\n",
      " [2.77075606]\n",
      " [2.17636226]\n",
      " [1.7369034 ]\n",
      " [1.36329927]\n",
      " [1.63143624]\n",
      " [1.24540806]\n",
      " [0.98184728]\n",
      " [1.04975102]\n",
      " [0.96065796]\n",
      " [1.19403356]\n",
      " [1.39154461]\n",
      " [1.45449064]\n",
      " [1.86658865]\n",
      " [1.46103001]\n",
      " [1.63292555]\n",
      " [1.62170041]\n",
      " [1.98330175]\n",
      " [2.61319243]\n",
      " [2.30164824]\n",
      " [2.21091443]\n",
      " [1.99292742]\n",
      " [1.94258034]\n",
      " [2.21478382]\n",
      " [2.61569435]\n",
      " [2.70768836]\n",
      " [3.3524349 ]\n",
      " [2.88131136]\n",
      " [2.53766683]\n",
      " [2.35935562]\n",
      " [3.01341335]\n",
      " [2.9637456 ]\n",
      " [2.18084122]\n",
      " [2.6033467 ]\n",
      " [3.06406827]\n",
      " [3.26279815]\n",
      " [2.9034567 ]\n",
      " [2.18984346]\n",
      " [2.22741505]\n",
      " [2.39656192]\n",
      " [2.9395613 ]\n",
      " [2.81005798]\n",
      " [2.68460284]\n",
      " [2.28226877]\n",
      " [1.90389713]\n",
      " [1.71661965]\n",
      " [1.6432521 ]\n",
      " [1.09972371]\n",
      " [1.45608489]\n",
      " [1.08886687]\n",
      " [1.70705704]\n",
      " [1.97633301]\n",
      " [0.93051707]\n",
      " [0.75629006]\n",
      " [0.20593313]\n",
      " [0.28349555]\n",
      " [0.95378268]\n",
      " [1.54998194]\n",
      " [1.26763148]\n",
      " [1.73165828]\n",
      " [2.18508668]\n",
      " [2.58268908]\n",
      " [2.99933789]\n",
      " [2.41785438]\n",
      " [1.84122122]\n",
      " [6.41435676]\n",
      " [5.58553197]\n",
      " [5.20487327]\n",
      " [4.60921016]\n",
      " [4.05221851]\n",
      " [3.10015127]\n",
      " [2.68937673]\n",
      " [2.1005219 ]\n",
      " [1.42865182]\n",
      " [1.13738349]\n",
      " [0.97594426]\n",
      " [1.5430895 ]\n",
      " [2.33538841]\n",
      " [3.14045702]\n",
      " [3.06848692]\n",
      " [3.69593451]\n",
      " [4.02523201]\n",
      " [4.6461193 ]\n",
      " [4.91448136]\n",
      " [5.30070339]\n",
      " [4.50234758]\n",
      " [4.63859213]\n",
      " [5.56439318]\n",
      " [6.12659778]\n",
      " [6.90055813]\n",
      " [6.33328692]\n",
      " [5.95706698]\n",
      " [6.93662026]\n",
      " [6.2214211 ]\n",
      " [6.23160154]\n",
      " [5.32410242]\n",
      " [4.25621789]\n",
      " [4.21480235]\n",
      " [3.78556749]\n",
      " [2.94621108]\n",
      " [2.29135304]\n",
      " [2.83283148]\n",
      " [1.7876939 ]\n",
      " [0.97571255]\n",
      " [0.55660008]\n",
      " [0.78312598]\n",
      " [0.78735286]\n",
      " [1.45840842]\n",
      " [1.36253192]\n",
      " [1.40721002]\n",
      " [1.72839638]\n",
      " [2.18243864]\n",
      " [3.25932097]\n",
      " [4.17123146]\n",
      " [4.45188643]\n",
      " [4.53577   ]\n",
      " [5.06494905]\n",
      " [5.36436751]\n",
      " [5.91176574]\n",
      " [6.46460089]\n",
      " [5.7107395 ]\n",
      " [5.0839148 ]\n",
      " [6.23655652]\n",
      " [6.0998558 ]\n",
      " [5.20619539]\n",
      " [4.24979201]\n",
      " [4.99136698]\n",
      " [4.17531478]\n",
      " [3.26352038]\n",
      " [3.71948975]\n",
      " [2.42172666]\n",
      " [2.55660545]\n",
      " [3.4087934 ]\n",
      " [2.26139132]\n",
      " [1.8940642 ]\n",
      " [2.45742763]\n",
      " [2.8553043 ]\n",
      " [3.01768094]\n",
      " [3.39062097]\n",
      " [3.45039278]\n",
      " [3.14619386]\n",
      " [2.74266941]\n",
      " [3.62022505]\n",
      " [3.82395478]\n",
      " [4.06590578]\n",
      " [3.97571471]\n",
      " [4.14657257]\n",
      " [4.35673567]\n",
      " [4.62999871]\n",
      " [4.79354377]\n",
      " [4.92989192]\n",
      " [4.44338517]\n",
      " [5.02801538]\n",
      " [4.2799398 ]\n",
      " [4.91622219]\n",
      " [4.70750165]\n",
      " [5.46208516]\n",
      " [6.17491302]\n",
      " [5.62644325]\n",
      " [6.18398238]\n",
      " [5.76408788]\n",
      " [5.34897217]\n",
      " [6.16037301]\n",
      " [5.37377962]\n",
      " [5.51406503]\n",
      " [4.49331233]\n",
      " [4.15167834]\n",
      " [5.19239885]\n",
      " [4.86889121]\n",
      " [4.68607344]\n",
      " [4.37324187]\n",
      " [4.231536  ]\n",
      " [4.34879413]\n",
      " [4.42614705]\n",
      " [3.89937932]\n",
      " [3.943569  ]\n",
      " [3.68534054]\n",
      " [3.81420877]\n",
      " [3.72797785]\n",
      " [4.01546202]\n",
      " [4.04074736]\n",
      " [4.29835107]\n",
      " [4.33989406]\n",
      " [4.64185448]\n",
      " [4.99118495]\n",
      " [4.3834768 ]\n",
      " [4.51001136]\n",
      " [4.52861631]\n",
      " [4.60215113]\n",
      " [4.14537698]\n",
      " [4.38204633]\n",
      " [4.56208749]\n",
      " [4.56572863]\n",
      " [4.5964538 ]\n",
      " [4.89395334]\n",
      " [5.03593919]\n",
      " [5.46337763]\n",
      " [5.6074807 ]\n",
      " [5.36835573]\n",
      " [5.00427463]\n",
      " [5.16453839]\n",
      " [4.97454782]\n",
      " [4.29210871]\n",
      " [4.13733635]\n",
      " [3.98240491]\n",
      " [3.5067296 ]\n",
      " [3.05374148]\n",
      " [2.78818024]\n",
      " [3.47355064]\n",
      " [3.70633415]\n",
      " [4.0418432 ]\n",
      " [3.12290172]\n",
      " [2.69767643]\n",
      " [2.27575776]\n",
      " [2.3111746 ]\n",
      " [2.61874499]\n",
      " [3.23927188]\n",
      " [3.67654336]\n",
      " [3.50375061]\n",
      " [2.01393352]\n",
      " [1.83148542]\n",
      " [1.43686096]\n",
      " [1.36098467]\n",
      " [2.15254267]\n",
      " [1.69328111]\n",
      " [2.06632154]\n",
      " [2.51597322]\n",
      " [2.99942074]\n",
      " [3.43342421]\n",
      " [3.92438309]\n",
      " [4.31414616]\n",
      " [5.06173452]\n",
      " [5.72285038]\n",
      " [6.17930989]\n",
      " [5.52732768]\n",
      " [4.7881895 ]\n",
      " [4.7978781 ]\n",
      " [5.42740141]\n",
      " [5.15071359]\n",
      " [4.60965451]\n",
      " [3.94932024]\n",
      " [3.41776203]\n",
      " [3.91790051]\n",
      " [4.24836521]\n",
      " [3.61696628]\n",
      " [2.92846249]\n",
      " [2.90586844]\n",
      " [4.27394027]\n",
      " [3.63492184]\n",
      " [3.20361539]\n",
      " [3.42272928]\n",
      " [3.77350714]\n",
      " [2.93721685]\n",
      " [2.47474995]\n",
      " [2.10904235]\n",
      " [1.6401344 ]\n",
      " [1.22164341]\n",
      " [0.85890456]\n",
      " [1.25673317]\n",
      " [1.80850341]\n",
      " [1.80539903]\n",
      " [2.95824437]\n",
      " [2.92327678]\n",
      " [2.11497129]\n",
      " [1.54293222]\n",
      " [0.92843573]\n",
      " [0.9995407 ]\n",
      " [1.44342468]\n",
      " [1.7334056 ]\n",
      " [1.97562135]\n",
      " [2.49437699]\n",
      " [3.00651022]\n",
      " [3.42448817]\n",
      " [3.60808785]\n",
      " [2.66701183]\n",
      " [2.86164775]\n",
      " [2.5276821 ]\n",
      " [3.20491697]\n",
      " [3.47908452]\n",
      " [3.73738092]\n",
      " [4.09689513]\n",
      " [3.84199396]\n",
      " [4.20796106]\n",
      " [3.6260561 ]\n",
      " [3.13883165]\n",
      " [2.73681091]\n",
      " [2.05234462]\n",
      " [1.66122359]\n",
      " [2.46157686]\n",
      " [2.59078864]\n",
      " [3.20681741]\n",
      " [3.68753534]\n",
      " [4.26735937]\n",
      " [3.53525734]\n",
      " [3.35939086]\n",
      " [3.8032492 ]\n",
      " [2.47704432]\n",
      " [3.44144316]\n",
      " [3.92033381]\n",
      " [4.68702007]\n",
      " [5.02703964]\n",
      " [5.72294448]\n",
      " [5.59000701]\n",
      " [5.63137164]\n",
      " [5.03168867]\n",
      " [4.64537068]\n",
      " [4.34370924]\n",
      " [3.81349303]\n",
      " [4.09857428]\n",
      " [4.43767091]\n",
      " [4.74782021]\n",
      " [4.95427376]\n",
      " [5.07927074]\n",
      " [5.08684725]\n",
      " [4.90792816]\n",
      " [4.17764493]\n",
      " [5.23563854]\n",
      " [4.83943762]\n",
      " [4.17137462]\n",
      " [3.94412428]\n",
      " [5.16304684]\n",
      " [5.09745812]\n",
      " [5.34663726]\n",
      " [5.17557253]\n",
      " [4.92007701]\n",
      " [5.55186894]\n",
      " [5.62129066]\n",
      " [5.61405186]\n",
      " [6.32100427]\n",
      " [5.0926274 ]\n",
      " [4.6510956 ]\n",
      " [4.46324215]\n",
      " [4.22711083]\n",
      " [3.66681848]\n",
      " [3.79960957]\n",
      " [3.44860897]\n",
      " [4.20929563]\n",
      " [3.84704705]\n",
      " [4.1779085 ]\n",
      " [4.31588795]\n",
      " [4.77676039]\n",
      " [4.85313396]\n",
      " [5.99934661]\n",
      " [5.5733991 ]\n",
      " [5.0928408 ]\n",
      " [5.40101669]\n",
      " [5.44661465]\n",
      " [5.6588436 ]\n",
      " [5.34884126]\n",
      " [5.06439026]\n",
      " [4.68769913]\n",
      " [4.74155697]\n",
      " [4.57774362]\n",
      " [4.95260266]\n",
      " [4.51375757]\n",
      " [4.29385737]\n",
      " [3.99476106]\n",
      " [3.84060508]\n",
      " [4.22621442]\n",
      " [4.83052778]\n",
      " [4.53675978]\n",
      " [4.0051709 ]\n",
      " [3.97780425]\n",
      " [3.05092795]\n",
      " [2.99236523]\n",
      " [2.6608795 ]\n",
      " [3.7753743 ]\n",
      " [3.19109244]\n",
      " [2.69111354]\n",
      " [3.09450669]\n",
      " [3.76743244]\n",
      " [3.77049698]\n",
      " [4.29380259]\n",
      " [3.75227454]\n",
      " [3.51301586]\n",
      " [3.07407148]]\n",
      "Aggregation: Average_H = 0.4763, Std = 0.0000\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",
      " [4.52216762]\n",
      " [5.86706911]\n",
      " [6.09918027]\n",
      " [4.84252001]\n",
      " [3.00665928]\n",
      " [3.03191359]\n",
      " [2.71707563]\n",
      " [2.26770809]\n",
      " [2.40831892]\n",
      " [2.62345192]\n",
      " [2.45458754]\n",
      " [2.15522621]\n",
      " [1.96468827]\n",
      " [1.71172428]\n",
      " [2.14767316]\n",
      " [1.67705098]\n",
      " [1.56284996]\n",
      " [1.21655251]\n",
      " [1.03077641]\n",
      " [1.16726175]\n",
      " [1.38654246]\n",
      " [1.92418814]\n",
      " [2.36008474]\n",
      " [1.88215302]\n",
      " [2.15928229]\n",
      " [2.0862646 ]\n",
      " [2.62488095]\n",
      " [2.32647802]\n",
      " [1.74928557]\n",
      " [2.07424685]\n",
      " [1.80069431]\n",
      " [1.45602198]\n",
      " [1.67630546]\n",
      " [1.15      ]\n",
      " [1.16297033]\n",
      " [1.6643317 ]\n",
      " [1.64012195]\n",
      " [1.75570499]\n",
      " [1.18532696]\n",
      " [1.45344419]\n",
      " [1.15433964]\n",
      " [0.76485293]\n",
      " [0.6946222 ]\n",
      " [0.58309519]\n",
      " [0.        ]\n",
      " [0.47434165]\n",
      " [0.89022469]\n",
      " [1.31244047]\n",
      " [1.69189243]\n",
      " [0.585235  ]\n",
      " [1.12805142]\n",
      " [1.72626765]\n",
      " [1.99123078]\n",
      " [1.40801278]\n",
      " [1.47054412]\n",
      " [1.06066017]\n",
      " [0.77620873]\n",
      " [0.6946222 ]\n",
      " [0.49244289]\n",
      " [0.47434165]\n",
      " [0.        ]\n",
      " [0.49244289]\n",
      " [0.89022469]\n",
      " [0.9656604 ]\n",
      " [1.30862523]\n",
      " [1.80623919]\n",
      " [2.182888  ]\n",
      " [1.92093727]\n",
      " [1.53052279]\n",
      " [1.05475116]\n",
      " [0.53851648]\n",
      " [0.        ]\n",
      " [0.50990195]\n",
      " [1.17686023]\n",
      " [1.70073514]\n",
      " [1.79234483]\n",
      " [1.3462912 ]\n",
      " [0.73824115]\n",
      " [0.57008771]\n",
      " [0.        ]\n",
      " [0.55901699]\n",
      " [1.07935166]\n",
      " [1.63477827]\n",
      " [1.54029218]\n",
      " [1.10113578]\n",
      " [0.60207973]\n",
      " [0.80622577]\n",
      " [1.18848643]\n",
      " [1.20933866]\n",
      " [0.6670832 ]\n",
      " [1.15433964]\n",
      " [1.00124922]\n",
      " [1.30862523]\n",
      " [0.6041523 ]\n",
      " [0.73824115]\n",
      " [1.20208153]\n",
      " [4.62276973]\n",
      " [3.79473319]\n",
      " [3.5672118 ]\n",
      " [3.78318649]\n",
      " [2.98412466]\n",
      " [2.30325856]\n",
      " [2.25610283]\n",
      " [3.11006431]\n",
      " [3.55140817]\n",
      " [4.92366733]\n",
      " [5.08183038]\n",
      " [3.76364185]\n",
      " [3.62801599]\n",
      " [4.77126818]\n",
      " [4.38548743]\n",
      " [3.23805497]\n",
      " [2.5019992 ]\n",
      " [2.64622372]\n",
      " [2.42074369]\n",
      " [1.96022958]\n",
      " [1.2509996 ]\n",
      " [1.31244047]\n",
      " [1.55322246]\n",
      " [1.87882942]\n",
      " [1.56923548]\n",
      " [1.84390889]\n",
      " [1.20208153]\n",
      " [1.50332964]\n",
      " [2.15058132]\n",
      " [2.54656632]\n",
      " [3.51069794]\n",
      " [1.15108644]\n",
      " [0.        ]\n",
      " [1.18848643]\n",
      " [1.75570499]\n",
      " [1.22983739]\n",
      " [2.00624026]\n",
      " [0.        ]\n",
      " [1.58113883]\n",
      " [2.70046292]\n",
      " [1.92353841]\n",
      " [1.45773797]\n",
      " [2.03039405]\n",
      " [2.72809457]\n",
      " [1.09658561]\n",
      " [1.88480768]\n",
      " [3.51140997]\n",
      " [0.        ]\n",
      " [0.91241438]\n",
      " [1.81176709]\n",
      " [3.15792653]\n",
      " [2.6124701 ]\n",
      " [2.6537709 ]\n",
      " [2.94278779]\n",
      " [2.7202941 ]\n",
      " [3.24422564]\n",
      " [2.44182309]\n",
      " [2.2192341 ]\n",
      " [1.44222051]\n",
      " [0.81394103]\n",
      " [0.87464278]\n",
      " [0.91241438]\n",
      " [1.65604952]\n",
      " [1.6643317 ]\n",
      " [1.43178211]\n",
      " [1.50332964]\n",
      " [1.86077941]\n",
      " [1.81107703]\n",
      " [1.97800404]\n",
      " [2.15232433]\n",
      " [2.62345192]\n",
      " [2.6       ]\n",
      " [1.74140748]\n",
      " [1.35369864]\n",
      " [2.6925824 ]\n",
      " [2.27266364]\n",
      " [2.61725047]\n",
      " [3.27566787]\n",
      " [2.62488095]\n",
      " [1.80623919]\n",
      " [0.        ]\n",
      " [1.41155942]\n",
      " [2.73358739]\n",
      " [2.19317122]\n",
      " [1.74140748]\n",
      " [1.52069063]\n",
      " [1.40089257]\n",
      " [1.52643375]\n",
      " [1.06066017]\n",
      " [0.52201533]\n",
      " [0.        ]\n",
      " [0.52201533]\n",
      " [0.95524866]\n",
      " [1.45773797]\n",
      " [0.87464278]\n",
      " [0.6041523 ]\n",
      " [1.06066017]\n",
      " [1.56604598]\n",
      " [1.40801278]\n",
      " [0.75      ]\n",
      " [0.        ]\n",
      " [0.70178344]\n",
      " [1.20933866]\n",
      " [1.46030819]\n",
      " [1.65302753]\n",
      " [1.05475116]\n",
      " [0.47169906]\n",
      " [0.65192024]\n",
      " [0.        ]\n",
      " [1.12805142]\n",
      " [0.53150729]\n",
      " [1.75855054]\n",
      " [2.15928229]\n",
      " [2.62773667]\n",
      " [2.07183494]\n",
      " [1.99060292]\n",
      " [1.55      ]\n",
      " [1.27769323]\n",
      " [0.8       ]\n",
      " [0.        ]\n",
      " [0.72111026]\n",
      " [1.28062485]\n",
      " [1.15      ]\n",
      " [0.98994949]\n",
      " [1.15108644]\n",
      " [0.69641941]\n",
      " [0.61846584]\n",
      " [0.68007353]\n",
      " [0.93407708]\n",
      " [0.65192024]\n",
      " [1.03077641]\n",
      " [0.60827625]\n",
      " [0.        ]\n",
      " [0.54083269]\n",
      " [1.07703296]\n",
      " [1.02591423]\n",
      " [1.17686023]\n",
      " [0.55      ]\n",
      " [0.98488578]\n",
      " [1.45773797]\n",
      " [0.57008771]\n",
      " [0.        ]\n",
      " [0.60827625]\n",
      " [1.2349089 ]\n",
      " [1.74642492]\n",
      " [1.48492424]\n",
      " [2.01556444]\n",
      " [0.96046864]\n",
      " [0.50249378]\n",
      " [0.5       ]\n",
      " [1.11803399]\n",
      " [0.93005376]\n",
      " [1.20415946]\n",
      " [1.45773797]\n",
      " [1.96977156]\n",
      " [2.20056811]\n",
      " [1.84390889]\n",
      " [1.28549601]\n",
      " [0.6670832 ]\n",
      " [0.57008771]\n",
      " [0.55901699]\n",
      " [0.        ]\n",
      " [0.74330344]\n",
      " [1.17153745]\n",
      " [1.43178211]\n",
      " [1.87683244]\n",
      " [1.15974135]\n",
      " [0.79056942]\n",
      " [0.72801099]\n",
      " [1.20104121]\n",
      " [1.45773797]\n",
      " [1.30862523]\n",
      " [1.87882942]\n",
      " [1.57003185]\n",
      " [1.0198039 ]\n",
      " [1.46372812]\n",
      " [1.14236597]\n",
      " [0.64031242]\n",
      " [0.65      ]\n",
      " [1.40356688]\n",
      " [1.14236597]\n",
      " [1.41421356]\n",
      " [1.61245155]\n",
      " [1.94743421]\n",
      " [1.7613915 ]\n",
      " [1.71026314]\n",
      " [2.22766694]\n",
      " [2.3119256 ]\n",
      " [2.22092323]\n",
      " [2.25      ]\n",
      " [2.01804361]\n",
      " [2.12720474]\n",
      " [2.43515913]\n",
      " [1.73925271]\n",
      " [1.52643375]\n",
      " [1.52397507]\n",
      " [0.95524866]\n",
      " [1.05948101]\n",
      " [0.6041523 ]\n",
      " [0.4472136 ]\n",
      " [0.51478151]\n",
      " [0.        ]\n",
      " [0.4472136 ]\n",
      " [0.74330344]\n",
      " [0.65764732]\n",
      " [0.65      ]\n",
      " [0.        ]\n",
      " [0.40311289]\n",
      " [0.60207973]\n",
      " [0.7566373 ]\n",
      " [1.02591423]\n",
      " [0.9617692 ]\n",
      " [1.33416641]\n",
      " [1.41421356]\n",
      " [1.00623059]\n",
      " [1.07935166]\n",
      " [0.46097722]\n",
      " [0.        ]\n",
      " [0.63245553]\n",
      " [1.40801278]\n",
      " [1.2980755 ]\n",
      " [0.81394103]\n",
      " [0.65764732]\n",
      " [0.9617692 ]\n",
      " [1.12805142]\n",
      " [0.68007353]\n",
      " [1.24197423]\n",
      " [1.26491106]\n",
      " [0.64031242]\n",
      " [0.        ]\n",
      " [0.71589105]\n",
      " [1.20933866]\n",
      " [0.82764727]\n",
      " [0.60827625]\n",
      " [1.32003788]\n",
      " [1.48660687]\n",
      " [1.22576507]\n",
      " [1.14017543]\n",
      " [1.6643317 ]\n",
      " [1.88215302]\n",
      " [1.66508258]\n",
      " [2.43515913]\n",
      " [2.76812211]\n",
      " [2.88530761]\n",
      " [2.83416654]\n",
      " [3.11648841]\n",
      " [3.14404198]\n",
      " [2.88487435]\n",
      " [2.56173769]\n",
      " [2.25942471]\n",
      " [2.60384331]\n",
      " [2.87228132]\n",
      " [2.60384331]\n",
      " [2.1914607 ]\n",
      " [2.57730479]\n",
      " [2.32647802]\n",
      " [2.14767316]]\n",
      "[[3.58017994]\n",
      " [2.93290355]\n",
      " [3.12918621]\n",
      " [1.97549381]\n",
      " [1.12690859]\n",
      " [2.19272116]\n",
      " [1.26693455]\n",
      " [2.07758119]\n",
      " [3.15638834]\n",
      " [2.88433524]\n",
      " [4.71646707]\n",
      " [3.93972915]\n",
      " [2.26691851]\n",
      " [3.60525958]\n",
      " [4.17389152]\n",
      " [3.33679473]\n",
      " [5.01714394]\n",
      " [4.14259637]\n",
      " [4.69604353]\n",
      " [5.07035484]\n",
      " [4.00633505]\n",
      " [4.03424708]\n",
      " [5.24129085]\n",
      " [4.14477802]\n",
      " [3.59596392]\n",
      " [4.03487282]\n",
      " [4.27736418]\n",
      " [5.27666564]\n",
      " [4.90052112]\n",
      " [2.92342199]\n",
      " [2.31680504]\n",
      " [3.63210282]\n",
      " [1.4581694 ]\n",
      " [2.7106383 ]\n",
      " [1.73389925]\n",
      " [1.36577796]\n",
      " [3.46675095]\n",
      " [2.85235265]\n",
      " [5.05596259]\n",
      " [4.55953969]\n",
      " [4.52172191]\n",
      " [4.35733507]\n",
      " [5.00750888]\n",
      " [5.48552843]\n",
      " [4.33104392]\n",
      " [2.45900508]\n",
      " [3.41289131]\n",
      " [4.39136901]\n",
      " [4.58409299]\n",
      " [3.93299996]\n",
      " [1.96568502]\n",
      " [2.30464552]\n",
      " [2.49756506]\n",
      " [2.31293652]\n",
      " [2.03744853]\n",
      " [1.8217401 ]\n",
      " [1.34239267]\n",
      " [1.43431889]\n",
      " [1.69180026]\n",
      " [1.90953848]\n",
      " [0.90579666]\n",
      " [0.88978964]\n",
      " [1.3695392 ]\n",
      " [1.97122384]\n",
      " [1.69035942]\n",
      " [1.07625219]\n",
      " [0.70115171]\n",
      " [0.47729823]\n",
      " [0.50522869]\n",
      " [0.33558534]\n",
      " [0.56902523]\n",
      " [1.00988995]\n",
      " [0.96616085]\n",
      " [1.50458846]\n",
      " [1.59223032]\n",
      " [2.00326904]\n",
      " [2.45210248]\n",
      " [2.08735236]\n",
      " [2.98101037]\n",
      " [2.50507588]\n",
      " [3.01118708]\n",
      " [3.37836491]\n",
      " [3.80736532]\n",
      " [4.21957525]\n",
      " [3.64958842]\n",
      " [4.03391821]\n",
      " [3.74359388]\n",
      " [3.4946567 ]\n",
      " [2.96622751]\n",
      " [3.47506697]\n",
      " [2.89456274]\n",
      " [2.55418407]\n",
      " [2.09176743]\n",
      " [1.62514812]\n",
      " [1.22965726]\n",
      " [2.32698887]\n",
      " [1.86696996]\n",
      " [1.44477677]\n",
      " [0.93534245]\n",
      " [1.24479643]\n",
      " [0.79992561]\n",
      " [0.97092199]\n",
      " [1.47258763]\n",
      " [1.29839639]\n",
      " [1.7810916 ]\n",
      " [1.8789958 ]\n",
      " [1.976315  ]\n",
      " [1.93949585]\n",
      " [1.90815139]\n",
      " [1.47158652]\n",
      " [1.23561641]\n",
      " [1.09378457]\n",
      " [0.89271361]\n",
      " [0.64633745]\n",
      " [0.49445965]\n",
      " [0.75706677]\n",
      " [1.16576781]\n",
      " [1.57187875]\n",
      " [1.96883469]\n",
      " [2.55767974]\n",
      " [2.87376608]\n",
      " [2.61223704]\n",
      " [2.29897025]\n",
      " [2.20982133]\n",
      " [1.7165024 ]\n",
      " [1.64792524]\n",
      " [1.3706669 ]\n",
      " [0.86254567]\n",
      " [0.53038235]\n",
      " [0.19794713]\n",
      " [0.57047352]\n",
      " [1.05260534]\n",
      " [1.1866172 ]\n",
      " [0.81360004]\n",
      " [0.41866551]\n",
      " [0.99156867]\n",
      " [1.26754493]\n",
      " [1.75824141]\n",
      " [1.88846594]\n",
      " [1.36779765]\n",
      " [1.80964455]\n",
      " [2.25034211]\n",
      " [5.76263755]\n",
      " [4.58180635]\n",
      " [3.82307009]\n",
      " [3.46066259]\n",
      " [2.68599235]\n",
      " [2.72780779]\n",
      " [3.43040817]\n",
      " [4.47598279]\n",
      " [4.50741537]\n",
      " [5.61895978]\n",
      " [4.92316159]\n",
      " [4.11568594]\n",
      " [3.56508853]\n",
      " [3.94670053]\n",
      " [2.87018818]\n",
      " [2.58524739]\n",
      " [2.75349038]\n",
      " [3.45489349]\n",
      " [3.77935591]\n",
      " [3.70432189]\n",
      " [2.84056522]\n",
      " [3.34664666]\n",
      " [3.16761186]\n",
      " [3.13409374]\n",
      " [2.94853772]\n",
      " [2.8046921 ]\n",
      " [2.75034826]\n",
      " [2.53407893]\n",
      " [2.0815621 ]\n",
      " [1.55501497]\n",
      " [1.61551024]\n",
      " [2.03880657]\n",
      " [2.58418613]\n",
      " [2.44116418]\n",
      " [1.53409944]\n",
      " [1.51236854]\n",
      " [1.99643028]\n",
      " [1.52694849]\n",
      " [0.88863475]\n",
      " [2.94110282]\n",
      " [4.12608175]\n",
      " [5.07615791]\n",
      " [6.36424635]\n",
      " [6.94781185]\n",
      " [6.02386532]\n",
      " [5.71485724]\n",
      " [5.95541879]\n",
      " [4.96023899]\n",
      " [4.44490169]\n",
      " [3.6542803 ]\n",
      " [2.5181946 ]\n",
      " [2.24402681]\n",
      " [1.33514257]\n",
      " [1.6492519 ]\n",
      " [2.07498659]\n",
      " [2.02672338]\n",
      " [2.79663806]\n",
      " [2.89463275]\n",
      " [3.59253533]\n",
      " [4.22518512]\n",
      " [4.59853246]\n",
      " [5.29811264]\n",
      " [4.5244322 ]\n",
      " [4.34069268]\n",
      " [4.03453496]\n",
      " [3.71476588]\n",
      " [3.40579514]\n",
      " [3.69930303]\n",
      " [3.88510167]\n",
      " [3.41098195]\n",
      " [2.83288604]\n",
      " [3.3061115 ]\n",
      " [2.95958565]\n",
      " [2.90295572]\n",
      " [3.58082618]\n",
      " [3.79564413]\n",
      " [4.61532011]\n",
      " [3.36582118]\n",
      " [2.71634398]\n",
      " [2.72207611]\n",
      " [2.77908294]\n",
      " [1.95336962]\n",
      " [2.05629654]\n",
      " [2.61739911]\n",
      " [2.51992381]\n",
      " [1.86831678]\n",
      " [1.4277155 ]\n",
      " [1.34986951]\n",
      " [1.63108795]\n",
      " [1.70905397]\n",
      " [1.79343648]\n",
      " [2.15971583]\n",
      " [2.15293966]\n",
      " [1.97124219]\n",
      " [1.887661  ]\n",
      " [2.26013742]\n",
      " [2.34082602]\n",
      " [3.05538075]\n",
      " [3.02349986]\n",
      " [2.58374607]\n",
      " [2.07937899]\n",
      " [1.8205846 ]\n",
      " [1.85155692]\n",
      " [2.09027521]\n",
      " [1.66820029]\n",
      " [1.26827953]\n",
      " [1.16250868]\n",
      " [1.93186706]\n",
      " [1.27340983]\n",
      " [2.35165472]\n",
      " [1.44478193]\n",
      " [3.32581258]\n",
      " [3.15266141]\n",
      " [2.78675098]\n",
      " [2.21206629]\n",
      " [2.69762379]\n",
      " [1.84021379]\n",
      " [2.50525962]\n",
      " [1.95451516]\n",
      " [2.35006136]\n",
      " [2.65207157]\n",
      " [3.09712363]\n",
      " [2.96248309]\n",
      " [2.21214553]\n",
      " [1.73317428]\n",
      " [2.27986763]\n",
      " [2.75529458]\n",
      " [3.45664694]\n",
      " [3.22031152]\n",
      " [2.96977229]\n",
      " [3.62061068]\n",
      " [3.56535744]\n",
      " [2.95920905]\n",
      " [2.60493847]\n",
      " [1.98613439]\n",
      " [2.50263663]\n",
      " [3.16204913]\n",
      " [3.11169499]\n",
      " [3.61401522]\n",
      " [3.65962539]\n",
      " [2.25469782]\n",
      " [2.35446594]\n",
      " [2.8121816 ]\n",
      " [3.44705831]\n",
      " [3.94641005]\n",
      " [3.82014468]\n",
      " [4.34361205]\n",
      " [3.3094421 ]\n",
      " [2.8012275 ]\n",
      " [2.42262074]\n",
      " [2.44245528]\n",
      " [2.79394333]\n",
      " [3.3652175 ]\n",
      " [3.78424319]\n",
      " [4.29789315]\n",
      " [4.35352905]\n",
      " [3.84302   ]\n",
      " [3.26436459]\n",
      " [3.07929596]\n",
      " [2.51324657]\n",
      " [2.95931065]\n",
      " [3.02427775]\n",
      " [3.66106954]\n",
      " [3.6784404 ]\n",
      " [4.22739643]\n",
      " [4.22379515]\n",
      " [4.17450389]\n",
      " [3.77414116]\n",
      " [3.45003659]\n",
      " [3.48051951]\n",
      " [4.06491271]\n",
      " [4.21460885]\n",
      " [4.46281691]\n",
      " [2.03817819]\n",
      " [2.51528282]\n",
      " [2.41136894]\n",
      " [2.87009899]\n",
      " [2.43203414]\n",
      " [2.22579888]\n",
      " [2.88359008]\n",
      " [2.82438633]\n",
      " [3.1934093 ]\n",
      " [2.89724036]\n",
      " [3.28332264]\n",
      " [3.49441438]\n",
      " [3.28804654]\n",
      " [3.69673795]\n",
      " [3.92761736]\n",
      " [3.92367113]\n",
      " [3.60922744]\n",
      " [4.0795705 ]\n",
      " [4.35762423]\n",
      " [4.32304032]\n",
      " [4.87254579]\n",
      " [4.51550411]\n",
      " [4.09051164]\n",
      " [4.44356037]\n",
      " [4.86040776]\n",
      " [4.86953661]\n",
      " [4.67994354]\n",
      " [4.98315356]\n",
      " [5.06696544]\n",
      " [4.8687345 ]\n",
      " [5.33812201]\n",
      " [4.82299369]\n",
      " [4.4782073 ]\n",
      " [4.15712041]\n",
      " [4.45701611]\n",
      " [4.11552109]\n",
      " [4.54414234]\n",
      " [4.93413479]\n",
      " [4.97327941]\n",
      " [5.47827084]\n",
      " [5.1368675 ]\n",
      " [4.87374967]\n",
      " [4.4377036 ]\n",
      " [4.89688792]\n",
      " [5.25750282]\n",
      " [5.39845523]\n",
      " [5.6995693 ]\n",
      " [4.97781767]\n",
      " [5.36754413]\n",
      " [4.74707378]\n",
      " [5.9079254 ]\n",
      " [5.97016851]\n",
      " [5.83577946]\n",
      " [6.32008152]\n",
      " [6.36987711]\n",
      " [5.75720992]\n",
      " [5.12495472]\n",
      " [4.44778837]\n",
      " [4.21731133]\n",
      " [4.69320647]\n",
      " [5.36317403]\n",
      " [6.24100823]\n",
      " [6.58132276]\n",
      " [5.61951116]\n",
      " [5.08479295]\n",
      " [4.59186792]\n",
      " [4.06577331]\n",
      " [5.05208666]\n",
      " [2.95403918]\n",
      " [2.80360619]\n",
      " [2.54524828]\n",
      " [2.52009431]\n",
      " [2.00411192]\n",
      " [2.05295197]\n",
      " [2.20116353]\n",
      " [2.32774081]\n",
      " [1.78680328]\n",
      " [1.74733548]\n",
      " [1.66530447]\n",
      " [1.45961541]\n",
      " [1.06187823]\n",
      " [1.35315307]\n",
      " [1.31024281]\n",
      " [0.99028294]]\n",
      "Compound: Average_H = 0.3883, Std = 0.0000\n",
      "[[0.45449886]\n",
      " [0.6727844 ]\n",
      " [0.61888808]\n",
      " ...\n",
      " [9.35742563]\n",
      " [9.74160764]\n",
      " [7.76660016]]\n",
      "[[11.26260221]\n",
      " [ 9.26626008]\n",
      " [10.72179486]\n",
      " ...\n",
      " [11.10030925]\n",
      " [10.5518421 ]\n",
      " [10.16839459]]\n",
      "D31: Average_H = 0.4543, Std = 0.0000\n",
      "[[3.55844067]\n",
      " [3.43838625]\n",
      " [1.27279221]\n",
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      " [1.76776695]\n",
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      " [2.0838666 ]\n",
      " [2.01804361]\n",
      " [1.97800404]\n",
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      " [0.85440037]\n",
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      " [0.9617692 ]\n",
      " [0.        ]\n",
      " [2.05973299]\n",
      " [2.5       ]\n",
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      " [0.79056942]\n",
      " [0.65      ]\n",
      " [1.20933866]\n",
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      " [1.1045361 ]\n",
      " [1.37295302]\n",
      " [1.70073514]\n",
      " [0.89442719]\n",
      " [0.        ]\n",
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      " [1.55080624]\n",
      " [0.70710678]\n",
      " [0.        ]\n",
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      " [1.77552809]\n",
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      " [2.02484567]\n",
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      " [1.11018017]\n",
      " [0.5       ]\n",
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      " [0.68007353]\n",
      " [1.45773797]\n",
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      " [0.75      ]\n",
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      " [0.        ]\n",
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      " [0.46097722]\n",
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      " [0.68007353]\n",
      " [1.36565003]\n",
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      " [1.22576507]\n",
      " [0.71589105]\n",
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      " [0.61846584]\n",
      " [0.        ]\n",
      " [0.42720019]\n",
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      " [0.46097722]\n",
      " [0.        ]\n",
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      " [0.57008771]\n",
      " [0.49244289]\n",
      " [0.        ]\n",
      " [1.12361025]\n",
      " [0.87321246]]\n",
      "[[2.00798423]\n",
      " [2.15483489]\n",
      " [1.10079579]\n",
      " [1.38894067]\n",
      " [1.9913046 ]\n",
      " [2.71534929]\n",
      " [1.98414699]\n",
      " [1.46172864]\n",
      " [1.38999126]\n",
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      " [2.29486871]\n",
      " [2.85865203]\n",
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      " [2.98131331]\n",
      " [3.51145246]\n",
      " [3.69169662]\n",
      " [3.28476817]\n",
      " [3.02336907]\n",
      " [2.71200823]\n",
      " [3.70524608]\n",
      " [3.70633098]\n",
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      " [3.53628216]\n",
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      " [3.06687901]\n",
      " [1.95631856]\n",
      " [2.54794652]\n",
      " [2.86804484]\n",
      " [3.13492673]\n",
      " [1.64180489]\n",
      " [2.00234   ]\n",
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      " [2.66469296]\n",
      " [3.36684944]\n",
      " [2.65940925]\n",
      " [2.04667037]\n",
      " [1.69932092]\n",
      " [1.65590845]\n",
      " [1.33894534]\n",
      " [1.02181127]\n",
      " [1.24644186]\n",
      " [1.40211499]\n",
      " [1.98306191]\n",
      " [2.43525032]\n",
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      " [3.09807331]\n",
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      " [2.35843632]\n",
      " [1.82868593]\n",
      " [1.41844267]\n",
      " [1.11103135]\n",
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      " [0.99807091]\n",
      " [1.34250447]\n",
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      " [1.47364398]\n",
      " [1.02794913]\n",
      " [1.88077073]\n",
      " [1.896567  ]\n",
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      " [1.81255178]\n",
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      " [1.09900513]\n",
      " [0.99315296]\n",
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      " [1.04766625]\n",
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      " [1.8200525 ]\n",
      " [1.848712  ]\n",
      " [1.36426769]\n",
      " [0.70498919]\n",
      " [0.41165488]\n",
      " [1.07172365]\n",
      " [1.29744098]\n",
      " [1.68245007]\n",
      " [2.10421876]\n",
      " [2.13736085]\n",
      " [1.88724547]\n",
      " [1.26573245]\n",
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      " [0.38577216]\n",
      " [0.47060921]\n",
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      " [2.44013053]\n",
      " [2.1228441 ]\n",
      " [1.48639618]\n",
      " [1.01263179]\n",
      " [1.8612316 ]\n",
      " [1.41448319]\n",
      " [0.90026963]\n",
      " [0.81448691]\n",
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      " [0.6704116 ]\n",
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      " [0.48340512]\n",
      " [2.19407595]\n",
      " [1.63993196]\n",
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      " [0.600303  ]\n",
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      " [0.88938017]\n",
      " [1.43359724]\n",
      " [1.63412002]\n",
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      " [1.5141386 ]\n",
      " [1.06015949]\n",
      " [0.80731205]\n",
      " [1.19554852]\n",
      " [0.66668538]\n",
      " [0.37468694]\n",
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      " [1.27754737]\n",
      " [1.3341105 ]\n",
      " [0.62931994]\n",
      " [0.3399676 ]\n",
      " [0.81759455]\n",
      " [1.31668479]\n",
      " [1.68819284]\n",
      " [0.71532268]\n",
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      " [1.86007503]\n",
      " [1.79823531]\n",
      " [1.25793254]\n",
      " [1.86392415]\n",
      " [2.56187422]\n",
      " [3.86543124]\n",
      " [3.54322613]\n",
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      " [2.64314834]\n",
      " [1.61000479]\n",
      " [0.98558744]\n",
      " [2.19704181]\n",
      " [2.58655644]\n",
      " [2.59277376]\n",
      " [3.14175241]\n",
      " [4.11203656]\n",
      " [2.76083991]\n",
      " [2.10161991]\n",
      " [2.34591343]\n",
      " [2.90287125]\n",
      " [3.15154648]\n",
      " [2.16524529]\n",
      " [2.75315036]\n",
      " [1.71458265]\n",
      " [2.19446632]\n",
      " [2.16249196]\n",
      " [2.08239725]\n",
      " [2.44313899]\n",
      " [1.76340959]\n",
      " [1.44930826]\n",
      " [1.15005241]\n",
      " [1.52996347]\n",
      " [1.79930849]\n",
      " [2.12392812]\n",
      " [2.3520375 ]\n",
      " [2.3035312 ]\n",
      " [1.76024224]\n",
      " [1.38054848]\n",
      " [1.35926922]\n",
      " [0.98557787]\n",
      " [0.66767953]\n",
      " [1.10490518]\n",
      " [1.3802773 ]\n",
      " [1.99971732]\n",
      " [2.70003568]\n",
      " [0.40804013]\n",
      " [1.67090313]\n",
      " [1.53584393]\n",
      " [0.97553119]\n",
      " [1.18957841]\n",
      " [1.66907139]\n",
      " [0.54706312]\n",
      " [0.79988393]\n",
      " [1.59113806]\n",
      " [2.47828757]\n",
      " [3.18818246]\n",
      " [3.17746703]\n",
      " [2.34064075]\n",
      " [1.56204271]\n",
      " [0.90789682]\n",
      " [1.25988533]\n",
      " [1.87764246]\n",
      " [2.58920656]\n",
      " [2.37918472]\n",
      " [1.90116935]\n",
      " [1.67845148]\n",
      " [1.5135522 ]\n",
      " [1.15585779]\n",
      " [1.054307  ]\n",
      " [0.59104601]\n",
      " [0.41344041]\n",
      " [0.59782715]\n",
      " [0.84417552]\n",
      " [0.8252883 ]\n",
      " [1.41081122]\n",
      " [2.03807205]\n",
      " [1.75933959]\n",
      " [1.47585808]\n",
      " [1.20037699]\n",
      " [0.61635095]\n",
      " [0.42881083]\n",
      " [0.79777402]\n",
      " [0.42549681]\n",
      " [0.86141975]\n",
      " [0.95396814]\n",
      " [0.78568115]\n",
      " [1.15357768]\n",
      " [1.3065017 ]\n",
      " [0.97719045]\n",
      " [0.79627389]\n",
      " [0.37468473]\n",
      " [0.82209304]]\n",
      "flame: Average_H = 0.4456, Std = 0.0000\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",
      " [ 6.90525162]\n",
      " [ 4.63303356]\n",
      " [ 4.88262225]\n",
      " [ 6.09036124]\n",
      " [ 6.22675678]\n",
      " [ 5.80280105]\n",
      " [ 5.36027052]\n",
      " [ 4.84664833]\n",
      " [ 4.97393205]\n",
      " [ 4.56344168]\n",
      " [ 4.49499722]\n",
      " [ 4.43001129]\n",
      " [ 4.36806593]\n",
      " [ 3.48173807]\n",
      " [ 3.26496554]\n",
      " [ 3.64485939]\n",
      " [ 5.3712196 ]\n",
      " [ 5.79180455]\n",
      " [ 3.40036763]\n",
      " [ 2.77893865]\n",
      " [ 4.44437847]\n",
      " [ 2.70647372]\n",
      " [ 1.90394328]\n",
      " [ 0.97082439]\n",
      " [ 0.79056942]\n",
      " [ 0.        ]\n",
      " [ 1.25      ]\n",
      " [ 0.67082039]\n",
      " [ 0.        ]\n",
      " [ 0.29154759]\n",
      " [ 0.        ]\n",
      " [ 0.7       ]\n",
      " [ 1.26589889]\n",
      " [ 1.66207701]\n",
      " [ 1.80277564]\n",
      " [ 1.3892444 ]\n",
      " [ 3.47023054]\n",
      " [ 3.94366581]\n",
      " [ 4.33416659]\n",
      " [ 2.37170825]\n",
      " [ 3.04138127]\n",
      " [ 2.35372046]\n",
      " [ 2.61963738]\n",
      " [ 2.76134025]\n",
      " [ 3.32640948]\n",
      " [ 1.99123078]\n",
      " [ 1.7356555 ]\n",
      " [ 1.52643375]\n",
      " [ 2.09880919]\n",
      " [ 2.45814971]\n",
      " [ 2.3753947 ]\n",
      " [ 2.30054341]\n",
      " [ 0.98234414]\n",
      " [ 0.        ]\n",
      " [ 1.96022958]\n",
      " [ 4.25440948]\n",
      " [ 3.26266762]\n",
      " [ 2.58940148]\n",
      " [ 2.85175385]\n",
      " [ 3.09919344]\n",
      " [ 5.09239629]\n",
      " [ 4.72149341]\n",
      " [ 3.79011873]\n",
      " [ 3.0016662 ]\n",
      " [ 3.13209195]\n",
      " [ 3.96137602]\n",
      " [ 3.73965239]\n",
      " [ 3.42527371]\n",
      " [ 3.90512484]\n",
      " [ 3.62215406]\n",
      " [ 2.66176633]\n",
      " [ 2.45      ]\n",
      " [ 1.76776695]\n",
      " [ 0.78262379]\n",
      " [ 1.18848643]\n",
      " [ 1.32003788]\n",
      " [ 3.23805497]\n",
      " [ 2.9231832 ]\n",
      " [ 3.1484123 ]\n",
      " [ 2.7513633 ]\n",
      " [ 2.61963738]\n",
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      " [ 2.22991031]\n",
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      " [ 1.58902486]\n",
      " [ 1.72409396]\n",
      " [ 2.04022058]\n",
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      " [ 1.90918831]\n",
      " [ 1.37931142]\n",
      " [ 1.19268604]\n",
      " [ 0.88600226]\n",
      " [ 0.71589105]\n",
      " [ 0.39051248]\n",
      " [ 0.        ]\n",
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      " [ 4.18441014]\n",
      " [ 4.14530095]\n",
      " [ 4.49326358]\n",
      " [ 3.45278507]\n",
      " [ 4.57035884]\n",
      " [ 4.8006381 ]]\n",
      "jain: Average_H = 0.3860, Std = 0.0000\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",
      " [ 2.66270539]\n",
      " [ 2.93470612]\n",
      " [ 1.31529464]\n",
      " [ 1.52069063]\n",
      " [ 0.        ]\n",
      " [ 0.25495098]\n",
      " [ 1.74427635]\n",
      " [ 1.60312195]\n",
      " [ 1.66207701]\n",
      " [ 1.74427635]\n",
      " [ 1.52397507]\n",
      " [ 1.63783394]\n",
      " [ 2.03592731]\n",
      " [ 2.06155281]\n",
      " [ 2.3307724 ]\n",
      " [ 2.83019434]\n",
      " [ 2.68048503]\n",
      " [ 2.46981781]\n",
      " [ 2.49098374]\n",
      " [ 1.99060292]\n",
      " [ 1.53052279]\n",
      " [ 1.74427635]\n",
      " [ 0.93407708]\n",
      " [ 0.3       ]\n",
      " [ 0.        ]\n",
      " [ 0.4472136 ]\n",
      " [ 1.2349089 ]\n",
      " [ 1.80623919]\n",
      " [ 2.51644591]\n",
      " [ 1.78465683]\n",
      " [ 1.88480768]\n",
      " [ 1.46030819]\n",
      " [ 0.9656604 ]\n",
      " [ 0.        ]\n",
      " [ 0.42720019]\n",
      " [ 1.25      ]\n",
      " [ 1.09658561]\n",
      " [ 1.31244047]\n",
      " [ 0.9656604 ]\n",
      " [ 0.9       ]\n",
      " [ 0.55226805]\n",
      " [ 0.68007353]\n",
      " [ 0.        ]\n",
      " [ 0.60827625]\n",
      " [ 0.6946222 ]\n",
      " [ 0.65192024]\n",
      " [ 0.        ]\n",
      " [ 0.85440037]\n",
      " [ 2.35053185]\n",
      " [ 1.40089257]\n",
      " [ 1.25      ]\n",
      " [ 2.23886132]\n",
      " [ 2.36484672]\n",
      " [ 2.37592087]\n",
      " [ 3.88973007]\n",
      " [ 3.69628192]\n",
      " [ 2.72809457]\n",
      " [ 3.54682957]\n",
      " [ 3.82001309]\n",
      " [ 5.49181209]\n",
      " [ 4.3660623 ]\n",
      " [ 3.95600809]\n",
      " [ 3.76430604]\n",
      " [ 2.97069016]\n",
      " [ 3.02076149]\n",
      " [ 1.2349089 ]\n",
      " [ 1.03077641]\n",
      " [ 0.68007353]\n",
      " [ 0.68007353]\n",
      " [ 0.75      ]\n",
      " [ 0.        ]\n",
      " [ 0.35      ]\n",
      " [ 1.14127122]\n",
      " [ 1.52397507]\n",
      " [ 1.07354553]\n",
      " [ 0.72111026]\n",
      " [ 0.25      ]\n",
      " [ 0.        ]\n",
      " [ 0.25495098]\n",
      " [ 0.65192024]\n",
      " [ 1.18004237]\n",
      " [ 1.3462912 ]\n",
      " [ 1.45602198]\n",
      " [ 1.86815417]\n",
      " [ 2.44182309]\n",
      " [ 3.04384625]\n",
      " [ 2.51246891]\n",
      " [ 2.37170825]\n",
      " [ 2.5       ]\n",
      " [ 1.87216452]\n",
      " [ 1.55080624]\n",
      " [ 1.31529464]\n",
      " [ 1.31244047]\n",
      " [ 1.52069063]\n",
      " [ 1.3462912 ]\n",
      " [ 0.76157731]\n",
      " [ 2.32647802]\n",
      " [ 2.40052078]\n",
      " [ 2.80178515]\n",
      " [ 0.        ]\n",
      " [ 0.91787799]\n",
      " [ 1.72626765]\n",
      " [ 1.85809042]\n",
      " [ 2.59422435]\n",
      " [ 2.52685575]\n",
      " [ 2.64764046]\n",
      " [ 1.58902486]\n",
      " [ 1.58113883]\n",
      " [ 0.72111026]\n",
      " [ 2.08865986]\n",
      " [ 1.85607112]\n",
      " [ 2.13600094]\n",
      " [ 1.5132746 ]\n",
      " [ 1.39283883]\n",
      " [ 1.13137085]\n",
      " [ 1.26491106]\n",
      " [ 1.7269916 ]\n",
      " [ 1.88679623]\n",
      " [ 2.3286262 ]\n",
      " [ 2.48243832]\n",
      " [ 2.5811819 ]\n",
      " [ 2.55196003]\n",
      " [ 3.2035137 ]\n",
      " [ 0.        ]\n",
      " [ 2.99499583]\n",
      " [ 3.082207  ]\n",
      " [ 3.52278299]\n",
      " [ 4.51248269]\n",
      " [ 2.49098374]\n",
      " [ 1.99060292]\n",
      " [ 0.95131488]\n",
      " [ 0.6       ]\n",
      " [ 0.        ]\n",
      " [ 1.45344419]\n",
      " [ 1.62249807]\n",
      " [ 2.34360833]\n",
      " [ 1.79513231]\n",
      " [ 1.5008331 ]\n",
      " [ 1.25399362]\n",
      " [ 2.82001773]\n",
      " [ 2.58698666]\n",
      " [ 2.37170825]\n",
      " [ 2.29836899]\n",
      " [ 1.88215302]\n",
      " [ 1.99123078]\n",
      " [ 2.30867928]\n",
      " [ 2.22036033]\n",
      " [ 2.20510771]\n",
      " [ 1.80069431]\n",
      " [ 1.28160056]\n",
      " [ 2.42332416]\n",
      " [ 3.07001629]\n",
      " [ 1.83371208]\n",
      " [ 1.30862523]\n",
      " [ 1.12805142]\n",
      " [ 0.65      ]\n",
      " [ 0.        ]]\n",
      "[[10.06696652]\n",
      " [10.51941631]\n",
      " [10.3453273 ]\n",
      " [10.41514749]\n",
      " [10.16097935]\n",
      " [10.6668499 ]\n",
      " [10.32817606]\n",
      " [10.60573805]\n",
      " [10.7923776 ]\n",
      " [ 9.94391114]\n",
      " [ 9.6364832 ]\n",
      " [10.65955937]\n",
      " [10.29153096]\n",
      " [ 9.6447952 ]\n",
      " [10.11729489]\n",
      " [10.36200685]\n",
      " [10.17891484]\n",
      " [10.86777098]\n",
      " [10.11834163]\n",
      " [ 9.92159009]\n",
      " [ 9.13769248]\n",
      " [ 9.54498568]\n",
      " [ 9.28246988]\n",
      " [ 8.30670175]\n",
      " [ 8.21672496]\n",
      " [ 8.5876452 ]\n",
      " [ 7.89584418]\n",
      " [ 7.6496896 ]\n",
      " [ 7.27191205]\n",
      " [ 8.00465205]\n",
      " [ 6.86428742]\n",
      " [ 7.1835667 ]\n",
      " [ 6.34237481]\n",
      " [ 6.58823029]\n",
      " [ 6.23730274]\n",
      " [ 5.90697284]\n",
      " [ 5.94844506]\n",
      " [ 6.09715381]\n",
      " [ 6.07213108]\n",
      " [ 6.55114303]\n",
      " [ 5.9614247 ]\n",
      " [ 5.58547346]\n",
      " [ 5.41793513]\n",
      " [ 4.70105655]\n",
      " [ 4.53732889]\n",
      " [ 4.88240604]\n",
      " [ 4.20801527]\n",
      " [ 4.83859612]\n",
      " [ 4.54155555]\n",
      " [ 5.20099385]\n",
      " [ 4.5245118 ]\n",
      " [ 3.66899215]\n",
      " [ 3.34726636]\n",
      " [ 3.57707955]\n",
      " [ 3.46023043]\n",
      " [ 2.68312632]\n",
      " [ 2.97033055]\n",
      " [ 3.39340278]\n",
      " [ 3.77771918]\n",
      " [ 4.26550281]\n",
      " [ 4.31433903]\n",
      " [ 4.34828144]\n",
      " [ 3.31762727]\n",
      " [ 3.11032189]\n",
      " [ 3.09081602]\n",
      " [ 2.53511879]\n",
      " [ 2.51166719]\n",
      " [ 3.19768766]\n",
      " [ 3.74589   ]\n",
      " [ 3.66022115]\n",
      " [ 2.1334238 ]\n",
      " [ 2.15512348]\n",
      " [ 1.4632416 ]\n",
      " [ 1.42256906]\n",
      " [ 1.59218357]\n",
      " [ 1.61954405]\n",
      " [ 1.61414457]\n",
      " [ 1.59523281]\n",
      " [ 2.16908808]\n",
      " [ 2.30288763]\n",
      " [ 3.16567763]\n",
      " [ 2.66645339]\n",
      " [ 2.15058169]\n",
      " [ 2.71061143]\n",
      " [ 2.56260987]\n",
      " [ 4.02028809]\n",
      " [ 3.63637324]\n",
      " [ 3.95123021]\n",
      " [ 4.76677354]\n",
      " [ 4.0771622 ]\n",
      " [ 4.88311073]\n",
      " [ 3.58254446]\n",
      " [ 4.76449089]\n",
      " [ 4.22174309]\n",
      " [ 4.8627934 ]\n",
      " [ 5.01402914]\n",
      " [ 5.33882741]\n",
      " [ 5.81779862]\n",
      " [ 6.35716348]\n",
      " [ 5.01042461]\n",
      " [ 4.87242221]\n",
      " [ 4.30516648]\n",
      " [ 3.99562113]\n",
      " [ 1.64707833]\n",
      " [ 1.4102554 ]\n",
      " [ 1.89906634]\n",
      " [ 1.63782419]\n",
      " [ 1.50240488]\n",
      " [ 2.31387005]\n",
      " [ 2.83974421]\n",
      " [ 1.26421659]\n",
      " [ 1.3183773 ]\n",
      " [ 1.66919845]\n",
      " [ 2.96270906]\n",
      " [ 1.53507935]\n",
      " [ 0.46624109]\n",
      " [ 1.29484224]\n",
      " [ 1.35226448]\n",
      " [ 1.40086018]\n",
      " [ 4.36572449]\n",
      " [ 4.55662337]\n",
      " [ 3.58914934]\n",
      " [ 2.97186097]\n",
      " [ 3.71715544]\n",
      " [ 4.30726031]\n",
      " [ 2.80497558]\n",
      " [ 2.52689433]\n",
      " [ 2.55182364]\n",
      " [ 2.04979272]\n",
      " [ 1.95952141]\n",
      " [ 1.35487666]\n",
      " [ 1.33676592]\n",
      " [ 1.36320469]\n",
      " [ 1.61259687]\n",
      " [ 1.61259687]\n",
      " [ 2.25652568]\n",
      " [ 2.46240496]\n",
      " [ 2.6502334 ]\n",
      " [ 4.13286326]\n",
      " [ 3.92558862]\n",
      " [ 4.45643523]\n",
      " [ 5.03661443]\n",
      " [ 5.26574274]\n",
      " [ 4.13760198]\n",
      " [ 3.53188472]\n",
      " [ 5.19716391]\n",
      " [ 4.99927428]\n",
      " [ 5.55460149]\n",
      " [ 5.69527735]\n",
      " [ 4.53041371]\n",
      " [ 4.38196094]\n",
      " [ 3.97053075]\n",
      " [ 3.76457988]\n",
      " [ 3.99273202]\n",
      " [ 3.99515312]\n",
      " [ 3.8019197 ]\n",
      " [ 3.82961843]\n",
      " [ 3.32404682]\n",
      " [ 3.00314104]\n",
      " [ 2.82644417]\n",
      " [ 2.92596183]\n",
      " [ 3.59146791]\n",
      " [ 3.41710586]\n",
      " [ 3.26507915]\n",
      " [ 2.99937077]\n",
      " [ 2.84993674]\n",
      " [ 2.16333431]\n",
      " [ 2.34479258]\n",
      " [ 2.57170237]\n",
      " [ 2.21479107]\n",
      " [ 1.94171566]\n",
      " [ 1.95804305]\n",
      " [ 2.34104358]\n",
      " [ 2.14214982]\n",
      " [ 2.44405172]\n",
      " [ 2.90411068]\n",
      " [ 2.91463453]\n",
      " [ 3.24537841]\n",
      " [ 3.07895753]\n",
      " [ 3.52050339]\n",
      " [ 3.40086725]\n",
      " [ 4.55005349]\n",
      " [ 4.78433167]\n",
      " [ 4.92077975]\n",
      " [ 4.55404839]\n",
      " [ 4.55137002]\n",
      " [ 4.15090367]\n",
      " [ 3.97095244]\n",
      " [ 4.09618002]\n",
      " [ 4.04785861]\n",
      " [ 3.35331306]\n",
      " [ 2.1076476 ]\n",
      " [ 4.06878715]\n",
      " [ 3.66882664]\n",
      " [ 3.91948277]\n",
      " [ 3.5671588 ]\n",
      " [ 3.38110227]\n",
      " [ 2.31871237]\n",
      " [ 1.74849432]\n",
      " [ 4.62260044]\n",
      " [ 4.30441473]\n",
      " [ 4.42217548]\n",
      " [ 6.03793693]\n",
      " [ 7.46682701]\n",
      " [ 4.82802427]\n",
      " [ 6.60573963]\n",
      " [ 7.12802789]\n",
      " [ 7.95675596]\n",
      " [ 6.9855299 ]\n",
      " [ 7.51844682]\n",
      " [ 7.12046011]\n",
      " [ 6.65514806]\n",
      " [ 6.22112161]\n",
      " [ 6.62853972]\n",
      " [ 6.28388492]\n",
      " [ 5.986799  ]\n",
      " [ 5.89594426]\n",
      " [ 5.38813754]\n",
      " [ 5.50116987]\n",
      " [ 5.19927896]\n",
      " [ 4.95264527]\n",
      " [ 4.69806008]\n",
      " [ 4.83914997]\n",
      " [ 4.18972015]\n",
      " [ 4.40943074]\n",
      " [ 4.5260625 ]\n",
      " [ 4.498195  ]\n",
      " [ 4.71456025]\n",
      " [ 3.74810893]\n",
      " [ 3.54285458]\n",
      " [ 3.46058568]\n",
      " [ 3.29484583]\n",
      " [ 2.70287002]\n",
      " [ 1.87391546]\n",
      " [ 1.86189059]\n",
      " [ 2.34123571]\n",
      " [ 2.58593871]\n",
      " [ 2.36496022]\n",
      " [ 1.92149498]\n",
      " [ 2.9888768 ]\n",
      " [ 2.90407089]\n",
      " [ 3.27591179]\n",
      " [ 1.45952231]\n",
      " [ 1.34367673]\n",
      " [ 2.12716014]\n",
      " [ 1.92299018]\n",
      " [ 2.6198841 ]\n",
      " [ 2.35928515]\n",
      " [ 2.31147277]\n",
      " [ 3.44180999]\n",
      " [ 3.40215447]\n",
      " [ 4.45359634]\n",
      " [ 2.86836555]\n",
      " [ 3.18588878]\n",
      " [ 3.16858376]\n",
      " [ 3.53459142]\n",
      " [ 3.81839002]\n",
      " [ 4.3916325 ]\n",
      " [ 4.73745194]\n",
      " [ 4.26629653]\n",
      " [ 4.0798654 ]\n",
      " [ 3.77920032]\n",
      " [ 3.76710968]\n",
      " [ 3.69674566]\n",
      " [ 4.06986036]\n",
      " [ 3.48225952]\n",
      " [ 6.65548554]\n",
      " [ 3.7919259 ]\n",
      " [ 3.80230478]\n",
      " [ 3.1250034 ]\n",
      " [ 3.55821867]\n",
      " [ 2.51779293]\n",
      " [ 2.10745176]\n",
      " [ 1.14884394]\n",
      " [ 1.0949664 ]\n",
      " [ 1.17539337]\n",
      " [ 0.68137603]\n",
      " [ 0.54325858]\n",
      " [ 3.14556255]\n",
      " [ 2.82985641]\n",
      " [ 2.82443667]\n",
      " [ 2.39464365]\n",
      " [ 1.96634036]\n",
      " [ 2.34204524]\n",
      " [ 2.58108827]\n",
      " [ 2.19473195]\n",
      " [ 2.04679186]\n",
      " [ 1.66488131]\n",
      " [ 0.92291683]\n",
      " [ 1.03385293]\n",
      " [ 1.07331271]\n",
      " [ 0.40837226]\n",
      " [ 0.61801265]\n",
      " [ 1.44653397]\n",
      " [ 2.41005094]\n",
      " [ 3.473805  ]\n",
      " [ 2.57020274]\n",
      " [ 2.11701038]\n",
      " [ 2.61494436]\n",
      " [ 3.21660827]]\n",
      "pathbased: Average_H = 0.3830, Std = 0.0000\n",
      "[[0.        ]\n",
      " [0.57003158]\n",
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      " [5.99194619]\n",
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      " [4.66500087]\n",
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      " [4.97130447]\n",
      " [3.62479204]\n",
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      " [3.68990633]\n",
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      " [3.7257    ]\n",
      " [3.55112888]\n",
      " [3.66060017]\n",
      " [3.53692895]\n",
      " [3.37702549]\n",
      " [2.25548091]\n",
      " [2.27412903]\n",
      " [2.19390347]\n",
      " [2.20251769]\n",
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      " [2.30463265]\n",
      " [2.32601275]\n",
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      " [2.18299932]\n",
      " [2.21605112]\n",
      " [2.1779798 ]\n",
      " [2.26455172]\n",
      " [2.34566995]\n",
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      " [2.31731506]\n",
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      " [2.307408  ]\n",
      " [2.18435512]\n",
      " [1.64156833]\n",
      " [2.23985432]\n",
      " [1.77929925]\n",
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      " [2.10578275]\n",
      " [1.34097749]\n",
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      " [2.04221992]\n",
      " [1.61438933]\n",
      " [2.0808515 ]\n",
      " [2.17362373]\n",
      " [2.03732593]\n",
      " [1.83769014]\n",
      " [1.83237479]\n",
      " [2.16471971]\n",
      " [1.98208107]\n",
      " [2.39017123]\n",
      " [1.78572546]\n",
      " [1.76194186]\n",
      " [2.05929189]\n",
      " [1.6827396 ]\n",
      " [2.11318134]\n",
      " [1.69454424]\n",
      " [1.61438121]\n",
      " [2.16242462]\n",
      " [1.78455173]\n",
      " [2.19573266]\n",
      " [1.86698025]\n",
      " [2.10718494]\n",
      " [2.13626355]\n",
      " [1.79391027]\n",
      " [1.70901542]\n",
      " [2.04071056]\n",
      " [2.54185054]\n",
      " [2.14964762]\n",
      " [1.90806957]\n",
      " [2.33234955]\n",
      " [2.07589478]\n",
      " [2.44004325]\n",
      " [2.09755304]\n",
      " [2.43526222]\n",
      " [2.45693922]\n",
      " [2.26150958]\n",
      " [2.84068736]\n",
      " [2.31511018]\n",
      " [2.37122569]\n",
      " [2.89623939]\n",
      " [2.431599  ]\n",
      " [2.77650927]\n",
      " [2.56048581]\n",
      " [2.5643197 ]\n",
      " [2.79363671]\n",
      " [2.59749498]\n",
      " [2.06988138]\n",
      " [2.62235975]\n",
      " [2.86102067]\n",
      " [2.65590121]\n",
      " [2.79420369]\n",
      " [2.73189618]\n",
      " [2.69020871]\n",
      " [2.40748734]\n",
      " [2.69941827]\n",
      " [2.61398534]\n",
      " [2.64604542]\n",
      " [2.64645857]\n",
      " [2.51430287]\n",
      " [2.74985641]\n",
      " [2.98532693]\n",
      " [2.83471954]\n",
      " [2.33810948]\n",
      " [2.54578913]\n",
      " [2.79011867]\n",
      " [2.46410819]\n",
      " [2.14330243]\n",
      " [2.72771602]\n",
      " [2.38085814]\n",
      " [2.07860013]\n",
      " [2.74710053]\n",
      " [2.41664574]\n",
      " [2.77724314]\n",
      " [3.47304096]\n",
      " [3.15238077]\n",
      " [3.5015892 ]\n",
      " [2.99191031]\n",
      " [3.29635507]\n",
      " [2.91986621]\n",
      " [3.03690046]\n",
      " [3.32564265]\n",
      " [2.92418453]\n",
      " [3.13752646]\n",
      " [3.14320928]\n",
      " [3.47001822]\n",
      " [3.28347801]\n",
      " [3.12804492]\n",
      " [3.42873337]\n",
      " [3.0800023 ]\n",
      " [3.50140442]\n",
      " [3.30087258]\n",
      " [3.19695862]\n",
      " [3.07577138]\n",
      " [3.36131281]\n",
      " [3.87659237]\n",
      " [3.3012448 ]\n",
      " [3.02184585]\n",
      " [3.22236369]\n",
      " [3.1207844 ]\n",
      " [3.02090609]\n",
      " [3.38815018]\n",
      " [3.37759544]\n",
      " [3.46435697]\n",
      " [3.34773899]\n",
      " [3.3465705 ]\n",
      " [3.40385808]\n",
      " [3.0206867 ]\n",
      " [3.09329342]\n",
      " [3.27461339]\n",
      " [3.38384122]\n",
      " [3.26191262]\n",
      " [3.36252841]\n",
      " [3.28933847]\n",
      " [3.1771962 ]\n",
      " [3.3334593 ]\n",
      " [3.27212092]\n",
      " [3.57497805]\n",
      " [3.11007602]\n",
      " [3.51389612]\n",
      " [3.39910894]\n",
      " [3.3997458 ]\n",
      " [3.39675447]\n",
      " [3.43716459]\n",
      " [3.16298047]\n",
      " [3.10401641]\n",
      " [3.28514144]\n",
      " [3.47473324]\n",
      " [3.49665349]\n",
      " [3.2780838 ]\n",
      " [3.84082112]\n",
      " [3.7136642 ]\n",
      " [3.21699813]\n",
      " [3.57326329]\n",
      " [3.14761852]\n",
      " [3.55944562]\n",
      " [3.23036568]\n",
      " [3.40487229]\n",
      " [3.45015568]\n",
      " [3.57814015]\n",
      " [3.19179076]\n",
      " [3.75433195]\n",
      " [3.5448937 ]\n",
      " [3.19146677]\n",
      " [3.04217547]\n",
      " [3.18490682]\n",
      " [3.35440259]\n",
      " [3.3123383 ]\n",
      " [3.43796426]\n",
      " [3.69600633]\n",
      " [3.12440145]\n",
      " [3.60181681]\n",
      " [3.74253795]\n",
      " [3.50953895]\n",
      " [2.7633409 ]\n",
      " [2.6416787 ]\n",
      " [2.61204227]\n",
      " [2.53359919]\n",
      " [2.65105623]\n",
      " [2.88557118]\n",
      " [2.44094619]\n",
      " [2.75557652]\n",
      " [2.75335559]\n",
      " [2.74975525]\n",
      " [2.70232713]\n",
      " [2.43362522]\n",
      " [2.84516725]\n",
      " [2.72730686]\n",
      " [2.45088428]\n",
      " [3.00189358]\n",
      " [2.42920983]\n",
      " [2.57132059]\n",
      " [2.54998176]\n",
      " [2.42860189]\n",
      " [2.52067597]\n",
      " [2.67436621]\n",
      " [2.46902588]\n",
      " [2.4009611 ]\n",
      " [2.57624951]\n",
      " [2.8574655 ]\n",
      " [2.46449214]\n",
      " [2.57623009]\n",
      " [2.67415476]\n",
      " [2.63233013]\n",
      " [2.64770458]\n",
      " [2.70853153]\n",
      " [2.52864733]\n",
      " [2.71445092]\n",
      " [2.41793767]\n",
      " [2.80875461]\n",
      " [2.84604507]\n",
      " [2.58681457]\n",
      " [2.36791209]\n",
      " [2.52780681]\n",
      " [2.44405124]\n",
      " [2.6467296 ]\n",
      " [3.07805738]\n",
      " [2.52252096]\n",
      " [2.76859656]\n",
      " [2.82070712]\n",
      " [2.6427648 ]\n",
      " [2.85429433]\n",
      " [3.02111284]\n",
      " [2.5790787 ]\n",
      " [2.73100966]\n",
      " [2.6978147 ]\n",
      " [2.67192422]\n",
      " [2.27577497]\n",
      " [2.52607648]\n",
      " [2.89235539]\n",
      " [2.28605663]\n",
      " [2.77658228]\n",
      " [2.71301625]\n",
      " [2.33078306]\n",
      " [2.64619137]\n",
      " [2.48557781]\n",
      " [2.457887  ]\n",
      " [2.64309901]\n",
      " [2.35454183]\n",
      " [2.62991565]\n",
      " [2.34221363]\n",
      " [2.70427638]\n",
      " [2.55620495]\n",
      " [2.28737991]\n",
      " [2.80016301]\n",
      " [2.74563315]\n",
      " [3.1979548 ]\n",
      " [2.55783018]\n",
      " [2.7561841 ]\n",
      " [2.97285491]\n",
      " [2.84102158]\n",
      " [2.68097203]\n",
      " [2.70451099]\n",
      " [2.41100943]\n",
      " [1.60980182]\n",
      " [1.5636131 ]\n",
      " [1.31523183]\n",
      " [1.35360892]\n",
      " [1.62524447]\n",
      " [1.5813205 ]\n",
      " [1.36320578]\n",
      " [1.75814787]\n",
      " [1.49496355]\n",
      " [1.01706679]\n",
      " [1.46298481]\n",
      " [1.5405524 ]\n",
      " [1.23021295]\n",
      " [1.2990377 ]\n",
      " [1.25003315]\n",
      " [1.51356406]\n",
      " [1.47276952]\n",
      " [1.30754164]\n",
      " [1.17215941]\n",
      " [1.92013972]\n",
      " [0.83204534]\n",
      " [1.14154878]\n",
      " [0.92427466]\n",
      " [1.48014488]\n",
      " [1.06231936]\n",
      " [2.16813709]\n",
      " [1.29369156]\n",
      " [1.42298095]\n",
      " [0.77605417]\n",
      " [1.29352941]\n",
      " [0.70165809]\n",
      " [1.28435351]\n",
      " [1.77815187]\n",
      " [1.34884394]\n",
      " [1.45670118]\n",
      " [1.67580336]\n",
      " [1.11442547]\n",
      " [1.5135072 ]\n",
      " [1.15223563]\n",
      " [1.32360684]\n",
      " [3.23301305]\n",
      " [3.56928464]\n",
      " [3.19618617]\n",
      " [3.24453481]\n",
      " [2.88103907]\n",
      " [3.19206683]\n",
      " [3.81070262]\n",
      " [3.7441916 ]\n",
      " [3.32428191]\n",
      " [3.48097355]\n",
      " [3.41505024]\n",
      " [3.82455423]\n",
      " [3.88169741]\n",
      " [3.54601265]\n",
      " [3.46357598]\n",
      " [3.43226381]\n",
      " [3.18994146]\n",
      " [3.66139786]\n",
      " [3.49771448]\n",
      " [3.32817818]\n",
      " [3.70367081]\n",
      " [3.71512429]\n",
      " [3.42499808]\n",
      " [3.40337208]\n",
      " [3.68767331]\n",
      " [3.43709384]\n",
      " [3.57689042]\n",
      " [3.28308362]\n",
      " [3.46021527]\n",
      " [3.18281232]\n",
      " [2.90075327]\n",
      " [3.1364752 ]\n",
      " [3.43933039]\n",
      " [3.77456248]\n",
      " [3.56399096]\n",
      " [3.70224573]\n",
      " [3.55096891]\n",
      " [3.35301244]\n",
      " [3.67842456]\n",
      " [3.36375432]\n",
      " [4.66223702]\n",
      " [4.39671416]\n",
      " [4.55044076]\n",
      " [4.45201198]\n",
      " [4.0492733 ]\n",
      " [4.47782739]\n",
      " [4.36000274]\n",
      " [4.09380522]\n",
      " [4.21320438]\n",
      " [4.69590158]\n",
      " [4.10644195]\n",
      " [4.54931437]\n",
      " [4.56537275]\n",
      " [4.4871782 ]\n",
      " [4.55878255]\n",
      " [4.52528383]\n",
      " [4.28229925]\n",
      " [4.4939862 ]\n",
      " [4.37230854]\n",
      " [4.12068709]\n",
      " [4.2072023 ]\n",
      " [4.57595705]\n",
      " [3.98610914]\n",
      " [3.83914303]\n",
      " [4.06340194]\n",
      " [4.48939284]\n",
      " [4.51114484]\n",
      " [4.44278072]\n",
      " [4.19585636]\n",
      " [3.89215769]\n",
      " [3.87449956]\n",
      " [4.50038229]\n",
      " [4.53359397]\n",
      " [4.23213556]\n",
      " [4.58394697]\n",
      " [4.58755284]\n",
      " [4.53229183]\n",
      " [3.92087281]\n",
      " [4.5089047 ]\n",
      " [4.01042858]]\n",
      "R15: Average_H = 0.3019, Std = 0.0000\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",
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      " [0.57180449]\n",
      " [0.75613048]\n",
      " [0.83942986]]\n",
      "spiral: Average_H = 0.5165, Std = 0.0000\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": []
  }
 ],
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