Kmeans.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "from random import sample\n",
    "\n",
    "import numpy as np\n",
    "import math\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "X = np.array([[1, 2],\n",
    "              [1.5, 1.8],\n",
    "              [5, 8 ],\n",
    "              [8, 8],\n",
    "              [1, 0.6],\n",
    "              [9,11],\n",
    "              [5.2,3.6],\n",
    "              [4.5,4],\n",
    "              [2,6],\n",
    "              [2.5,3]])\n",
    "\n",
    "plt.scatter(X[:,0], X[:,1], s=150, color = 'violet')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def initializeCenters(df, k):\n",
    "    random_indices = sample(range(len(df)), k)\n",
    "    print(random_indices)\n",
    "    centres = []\n",
    "    for i in range(k):\n",
    "        centres.append(df[random_indices[i]])\n",
    "    print(\"Random Indices : \" + str(random_indices))\n",
    "    return centres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def euclidean_distance(x, y):\n",
    "    sum_ = 0\n",
    "    for i in range(len(x)):\n",
    "        term = (x[i] - y[i])**2\n",
    "        sum_ += term\n",
    "    return math.sqrt(sum_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def assignCluster(df, k, cluster_centres):\n",
    "    cluster_assigned = []\n",
    "    for i in range(len(df)):\n",
    "        distances = [euclidean_distance(df[i], centre) for centre in cluster_centres]\n",
    "        min_dist, idx = min((val, idx) for (idx, val) in enumerate(distances))\n",
    "        cluster_assigned.append(idx)\n",
    "    return cluster_assigned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def computeCenter(df, k, cluster_labels):\n",
    "    new_centres = []\n",
    "\n",
    "    for i in range(k):\n",
    "        data_points = []\n",
    "        for j in range(len(df)):\n",
    "            if(cluster_labels[j] == i):\n",
    "                data_points.append(df[j]) \n",
    "        print('Cluster{}'.format(i),data_points)\n",
    "        avg = [float(sum(col))/len(col) for col in zip(*data_points)]\n",
    "        avg = np.asarray(avg)\n",
    "        new_centres.append(avg)\n",
    "#         print(avg)\n",
    "\n",
    "    return new_centres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kmeans(df, k, centres):\n",
    "    curr = 1\n",
    "    MAX_ITER = 300\n",
    "    while curr <= MAX_ITER:\n",
    "        cluster_labels = assignCluster(df, k, centres)\n",
    "        prev_centres = centres\n",
    "        print (cluster_labels)\n",
    "        centres = computeCenter(df, k, cluster_labels)\n",
    "        print('New: ', centres)\n",
    "        curr += 1\n",
    "    return centres, cluster_labels\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 2]\n",
      "Random Indices : [0, 2]\n",
      "INITIAL: [array([1., 2.]), array([5., 8.])]\n",
      "[0, 0, 1, 1, 0, 1, 1, 0, 1, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([4.5, 4. ]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.]), array([5.2, 3.6]), array([2., 6.])]\n",
      "New:  [array([2.1 , 2.28]), array([5.84, 7.32])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n",
      "[0, 0, 1, 1, 0, 1, 0, 0, 0, 0]\n",
      "Cluster0 [array([1., 2.]), array([1.5, 1.8]), array([1. , 0.6]), array([5.2, 3.6]), array([4.5, 4. ]), array([2., 6.]), array([2.5, 3. ])]\n",
      "Cluster1 [array([5., 8.]), array([8., 8.]), array([ 9., 11.])]\n",
      "New:  [array([2.52857143, 3.        ]), array([7.33333333, 9.        ])]\n"
     ]
    }
   ],
   "source": [
    "k=2\n",
    "centres = initializeCenters(X,k)\n",
    "cluster_labels = []\n",
    "print ('INITIAL:',centres)\n",
    "centres, cluster_labels = kmeans(X,k,centres)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FINAL CENTRES:  [[2.52857143 3.        ]\n",
      " [7.33333333 9.        ]]\n",
      "CLUSTER LABELS:  [0 0 1 1 0 1 0 0 0 0]\n"
     ]
    }
   ],
   "source": [
    "centres = np.asarray(centres)\n",
    "cluster_labels = np.asarray(cluster_labels)\n",
    "\n",
    "print('FINAL CENTRES: ', centres)\n",
    "print('CLUSTER LABELS: ', cluster_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['red','blue']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kaVP+ssrcZ3Tu2FsauH13QhMDaBcEvA1UjvEmla80SaU3EG8AkriEAgDBIuAAEKhwAr64KLnXt697fn8AWMPCCPjiorR3r/TII7Uj7p7fb+9eIg5gTQsj4F1d0q5d0sGD1SNejPfBg/n9u7paOycAtFAYq1DMpAMH8u8fPJh/e+BAfntRabz377/y40Wzs1I6La2r479duZw0Py9t3Bj93wAAMWs44GZ2vaQnJb1Pkks65O6PxTXYCgesHPHVxHv7dml4WBodrR7xXE7KZKTxcemdd4g4gLYT5Qx8WdLX3P1VM7tK0hEz+6m7N+/XpVeKeD3xlvJn3sPD0tGj+ThXingx3kePSiMj+ccBQJtpOODuPiFpovD+u2Y2Juk6Sc0LuHRlxIshrxVvKR/r0dFLcV4p4uXxrnWmDgAJMa93aV61T2K2XdIvJe1x9/NlH9snaZ8kDQ8P33rq1KnIx5OUv2xSHt5q8S5VKdLEG0AbMrMj7p4p3x65Tma2UdKPJO0vj7ckufshd8+4e2ZoaCjq4YqfNH/ZpFQ9SwyLimfiIyOXzsSJN4DARCqUmXUpH++n3f25eEaqofwJy1wu/7bWEsNy5RFPpYg3gKBEWYViyt/3dMzdD8Q3UhWVVpvUWmJYSTHiqdSlbcQbQCCirEK5Q9LnJP3GzI4Vtn3T3X8cfawVVFsq2GjEi5dNSlVbnQIAbSTKKpT/klTns4YR1bPOe7URX+mad7XVKQDQZsJ4JebSkjQ2VnupYGnEx8byj+vuvnK/Sk9YEnEAAYllGWG9MpmMj46ONvbgxcX8vU3qubbtvvp41/txAGixpi0jbJnu7vrXeZs1Fm+p8hJDAGgz4QQ8DvPz+Xub1DqzLo34+Hj+cQDQZsK4Bh6XjRvzN6aq526ExYhzN0IAbaqzAi6tLsbr1hFvAG2rsy6hAMAaQsABIFAEHAACRcABIFAEHAACRcABIFDBBHx2fFq5pWxd++aWspodn27yRACQrCACPjs+rcPv/7Se6f1SzYjnlrJ6pvdLOvz+TxNxAGtaEAFPb+3XZGqbHso+WTXixXg/lH1Sk6ltSm/tb/GkANA6QQR8XVdKD154Qk+nPl8x4qXxfjr1eT144Qmt60pV+IwAEL4gAi5VjzjxBtCJggm4VDnixBtAJwruZlbvRbxXeij7pNT9pB6SiDeAjhPUGXhRMeKliDeAThNkwIuXTUrVs8QQANaS4AJefs07t7hcdXUKAKxVQQW80hOWtZYYAsBaFEzAq602IeIAOlEQAa9nqSARB9BpglhGOD8xoy3Z0zWXCpYuMdySPa35iRltHB5o8bQA0BqRAm5m90h6TFJK0uPu/q1YpiqzcXhAf3rq35Te2l9zqWAx4sQbwFrX8CUUM0tJ+hdJfy5pt6QHzWx3XIOV2zg8UPc673VdKeINYM2Lcg38Nkkn3f237r4o6QeSPhXPWACAWqIE/DpJvyv5++nCtsuY2T4zGzWz0ampqQiHAwCUavoqFHc/5O4Zd88MDQ01+3AA0DGiBPz3kq4v+fu2wjYAQAtECfgrkm40sx1m1i3pAUkvxDMWAKCWhpcRuvuymf2tpJeVX0b4hLu/FttkAICqIq0Dd/cfS/pxTLMAAFbB3L11BzObknSqZQdMzqCks0kP0eb4GtXG16i2Tvkavd/dr1gF0tKAdwozG3X3TNJztDO+RrXxNaqt079GQdzMCgBwJQIOAIEi4M1xKOkBAsDXqDa+RrV19NeIa+AAECjOwAEgUAQcAAJFwGNiZteb2X+Y2Qkze83MHk56pnZlZikzO2pmLyY9Szsys81m9qyZvW5mY2b2saRnajdm9tXCz9lxM3vGzHqSnikJBDw+y5K+5u67JX1U0t808xdcBO5hSWNJD9HGHpP0krvfLOlD4mt1GTO7TtJXJGXcfY/yt/J4INmpkkHAY+LuE+7+auH9d5X/obvi/uidzsy2SfqkpMeTnqUdmVm/pI9L+q4kufuiu59Ldqq2tF5Sr5mtl5SW9IeE50kEAW8CM9suaUTS4WQnaUsHJX1dUi7pQdrUDklTkr5XuMz0uJn1JT1UO3H330v6J0njkiYkzbj7T5KdKhkEPGZmtlHSjyTtd/fzSc/TTszsXkln3P1I0rO0sfWSPizp2+4+ImlO0qPJjtRezOxq5X994w5J10rqM7PPJjtVMgh4jMysS/l4P+3uzyU9Txu6Q9JeM3tH+d+h+gkzeyrZkdrOaUmn3b34f2/PKh90XHKXpLfdfcrdlyQ9J+n2hGdKBAGPiZmZ8tctx9z9QNLztCN3/4a7b3P37co/6fQLd+/IM6dK3H1S0u/M7KbCpjslnUhwpHY0LumjZpYu/NzdqQ59ojfS/cBxmTskfU7Sb8zsWGHbNwv3TAdW48uSni78pqvfSvpiwvO0FXc/bGbPSnpV+dVfR9WhL6nnpfQAECguoQBAoAg4AASKgANAoAg4AASKgANAoAg4AASKgANAoP4fA3wZdSTL1qkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(centres)):\n",
    "    plt.scatter(centres[i:,0], centres[i:,1], s=150, marker='o', color='yellow')\n",
    "    \n",
    "for i in range(len(X)):\n",
    "    color_point = colors[cluster_labels[i]]\n",
    "    plt.scatter(X[i:,0], X[i:,1], s=150, marker='x',color=color_point)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3.6",
   "language": "python",
   "name": "python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}