14_softmax_regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Logistic regression is very cool and useful, however it is limited to cases with only two classes (i.e. a binary classification problem).  As we discovered before, the sigmoid function is derived directly from the two class expression of Bayes Theorem; perhaps we can find an analogous operation for the multi-class version of Bayes theorem:\n",
    "$$\n",
    "P(y_i=C_k|\\mathbf{x}_i) = \\frac{P(\\mathbf{x_i}|y_i=C_k) P(y_i=C_k)}{\\sum_{j=1}^N P(\\mathbf{x_i}|y_i=C_j) P(y_i=C_j)}.\n",
    "$$\n",
    "Unfortunately, we can't write this expression in terms of log-odds, because there is no such thing as odds in the multi-class context (odds being a ratio between two probabilities).  Instead, we can write this expression in terms of log-probabilities\n",
    "$$\n",
    "P(y_i=C_k|\\mathbf{x}_i) = \\frac{\\exp a_k}{\\sum_{j=1}^N \\exp a_j}.\n",
    "$$\n",
    "The equation above is known as the **Softmax** function.  It takes as arguments\n",
    "$$\n",
    "a_k = \\ln P(\\mathbf{x_i}|y_i=C_k) P(y_i=C_k).\n",
    "$$\n",
    "which are the logarithm of the joint probabilities of the data and the labels.  Just like the sigmoid, it returns a value between 0 and 1 which can be interpreted as a probability.  If we evaluate Softmax for each class of interest, all the resulting values sum to one.  In the event that there are only two classes, the softmax function becomes exactly a sigmoid.  \n",
    "\n",
    "How do we use the softmax function for classification?  The process again mirrors logistic regression.  We'll model the values $a_k$ as a linear combination of the input values (again, linear in the parameters, not in the features, which can be arbitrarily transformed):\n",
    "$$\n",
    "a_k = \\mathbf{w}_k \\cdot \\phi(\\mathbf{x}),\n",
    "$$\n",
    "where $\\mathbf{w}_k$ is a parameter vector associated with class $k$, and $\\phi(\\mathbf{x})$ is some (possibly enriched) basis set.  In our case, let's just take it to be the feature vector with a one preprepended:\n",
    "$$\n",
    "\\phi(\\mathbf{x}) = [1,x_1,x_2,\\ldots,x_n]\n",
    "$$\n",
    "However, it could be higher polynomials of the features as well.\n",
    "\n",
    "As an example, we'll use the iris dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [16,16]\n",
    "\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "data = datasets.load_iris()  \n",
    "X = data.data\n",
    "y = data.target\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.33,random_state=42)\n",
    "\n",
    "m = X_train.shape[0]              # Number of data points in the training set\n",
    "N = len(classes)            # Number of classes\n",
    "n = X_train.shape[1]              # Number of features\n",
    "\n",
    "# Define class labels\n",
    "classes = [0,1,2]\n",
    "\n",
    "def phi(x):\n",
    "    return np.hstack(([1],x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obviously, we need a function that computes softmax of an arbitrary input $a_k$.  However, this gets a little bit tricky, because for a given class we'll need the values of compute $a_k$ for each class in order to compute the denominator.  As such, it really makes more sense to define Softmax as taking as input a vector $\\mathbf{a}$ of length $N$, and outputting a vector of length $N$.  In terms of the weights and the features, we can define this vector as \n",
    "$$\n",
    "\\mathbf{a} = \\phi(x) W\n",
    "$$,\n",
    "where $W$ is a $(n+1) \\times N$ vector of weights, with columns given by $\\mathbf{w}_k$.  For example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.21604374 0.43518129 0.34877497]]\n"
     ]
    }
   ],
   "source": [
    "W = np.random.randn(n+1,N)*0.1\n",
    "phi_1 = phi(X_train[0]).reshape((1,n+1))\n",
    "a = phi_1 @ W\n",
    "\n",
    "def softmax(a):\n",
    "    return np.exp(a)/np.repeat(np.sum(np.exp(a),axis=1,keepdims=True),N,axis=1)\n",
    "\n",
    "print(softmax(a))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting values are the probability of each class.  As shorthand, let's call the output of softmax $\\theta(\\mathbf{x})$ with entries:\n",
    "$$\n",
    "\\theta_k(\\mathbf{x}) = \\mathrm{Softmax}_k(\\mathbf{a}(\\phi(\\mathbf{x}),W)).\n",
    "$$\n",
    "With a decision strategy, we now have a function that maps from data $\\mathbf{x}$ to a class label (for example, classify as the class with the largest probability).\n",
    "\n",
    "However, all we've done so far is to define a function.  We have yet to fit that function to data.  As with logistic regression, we'll need to adjust the parameters until we maximize our predictive accuracy.  In the two-class case, we defined the likelihood model as a Bernoulli distribution.  Fortunately, there's a multiclass generalization of the Bernoulli called the Multinoulli distribution (or sometimes just multinomial distribution, although this is somewhat more general), which we can use in a similar way.  It's defined as follows:\n",
    "$$\n",
    "P(y|\\mathbf{x}) = \\prod_{k=1}^N \\theta_k^{[y=C_k]}.\n",
    "$$\n",
    "We can express this somewhat more elegantly if change our data structure for $y$ to a one-hot encoding, which is to say, that we can define a vector $\\mathbf{z}$ such that\n",
    "$$\n",
    "\\mathbf{z} = \\begin{cases} [1,0,\\ldots,0] & \\mathrm{if}\\,y=C_1\\\\\n",
    "                    [0,1,\\ldots,0] & \\mathrm{if}\\,y=C_2\\\\\n",
    "                    \\qquad\\vdots & \\quad \\vdots \\\\\n",
    "                    [0,0,\\ldots,1] & \\mathrm{if}\\,y=C_N \\end{cases}.\n",
    "                    $$\n",
    "We have seen this type of construct before, particularly in mixture models.  It's just a different representation of the class membership data.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 1., 0.])"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def z(y):\n",
    "    z = np.zeros((N))\n",
    "    z[y] = 1\n",
    "    return z\n",
    "        \n",
    "z(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us a slightly different (but equivalent) definition for the multinoulli:\n",
    "$$\n",
    "P(\\mathbf{z}|\\mathbf{x}) = \\prod_{k=1}^N \\theta_k(\\mathbf{x})^{\\mathbf{z}_k}.\n",
    "$$\n",
    "This provides us something of misfit function: If $\\theta_k$ is large for the correct class, then this number will be large, if $\\theta_k$ is small for the correct class, then this number will be small, and so on.  For training purposes, we'll want to maximize this function over all the available training data, which gives us the likelihood model\n",
    "$$\n",
    "P(Z|X) = \\prod_{i=1}^m \\prod_{k=1}^N \\Theta_{ik}^{Z_{ik}},\n",
    "$$\n",
    "where \n",
    "$$\n",
    "Z = \\begin{bmatrix} \\mathbf{z}_1 \\\\\n",
    "                   \\mathbf{z}_2 \\\\\n",
    "                   \\vdots \\\\\n",
    "                   \\mathbf{z}_m \\end{bmatrix}\n",
    "$$\n",
    "and \n",
    "$$\n",
    "\\Theta = \\begin{bmatrix} \\theta_1 \\\\\n",
    "                         \\theta_2 \\\\\n",
    "                         \\vdots \\\\\n",
    "                         \\theta_m\n",
    "                         \\end{bmatrix}\n",
    "$$\n",
    "We can compute these matrices easily:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 1. 0.]\n",
      " [0. 0. 1.]\n",
      " [0. 1. 0.]\n",
      " [1. 0. 0.]\n",
      " [0. 0. 1.]\n",
      " [0. 1. 0.]\n",
      " [1. 0. 0.]\n",
      " [1. 0. 0.]\n",
      " [1. 0. 0.]\n",
      " [0. 1. 0.]]\n"
     ]
    }
   ],
   "source": [
    "Z = np.vstack([z(y) for y in y_train])\n",
    "print(Z[:10,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Phi = np.vstack([phi(x) for x in X_train])\n",
    "print(Phi[:10])\n",
    "\n",
    "A = Phi @ W\n",
    "print(A[:10])\n",
    "\n",
    "Theta = softmax(A)\n",
    "print(Theta[:10,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that these probabilities in $\\Theta$ sum to 1, as they must."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Theta.sum(axis=1)[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once again, our likelihood model is \n",
    "$$\n",
    "P(Z|X) = \\prod_{i=1}^m \\prod_{k=1}^N \\Theta_{ik}^{Z_{ik}}.\n",
    "$$\n",
    "This distribution is simply the probability of observing our class labels given our data, and also given some model parameters $W$.  in this case, we have a whole bunch of class labels and data, so we'll want to maximize this function with respect to the parameters $W$.  However, it's annoying to maximize products, so instead we'll minimize the negative log-likelihood, which will convert our products to sums.  \n",
    "$$\n",
    "\\mathcal{L}(Z,X,W) = -\\sum_{i=1}^m \\sum_{k=1}^N Z_{ik} \\ln \\Theta_{ik}.\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "def L(Z,X,W):\n",
    "    A = np.dot(Phi,W)\n",
    "    Theta = softmax(A)\n",
    "    return -np.sum(Z*np.log(Theta))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we can use the derivative of this function with respect to the weights to help find the minimum.  \n",
    "\n",
    "Taking the derivatives with respect to the weights $W$, we get\n",
    "$$\n",
    "\\frac{ \\partial \\mathcal{L}}{\\partial W_{jk}} = \\sum_{i=1}^m (Z_{ik} - \\Theta_{ik})\\Phi_{ij}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ -8.42669373,   7.3274183 ,   1.09927543],\n",
       "       [-26.35500769,  44.82120038, -18.4661927 ],\n",
       "       [-35.23877375,  31.00938083,   4.22939292],\n",
       "       [ 31.98225324,  22.29165973, -54.27391296],\n",
       "       [ 16.43132988,   9.19970773, -25.6310376 ]])"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def _gradient(Phi,W,Z):\n",
    "    A = np.dot(Phi,W)\n",
    "    Theta = softmax(A)\n",
    "    gradW = np.zeros((n+1,N))\n",
    "    for j in range(n+1):\n",
    "        for k in range(N):\n",
    "            for i in range(m):\n",
    "                gradW[j,k] += (Theta[i,k] - Z[i,k])*Phi[i,j]\n",
    "    return gradW\n",
    "_gradient(Phi,W,Z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we can use simple gradient descent to find the minimum.  For gradient descent we need to define a learning rate $\\eta$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "eta = 0.0001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can loop over a specified number of iterations, and continuously update our weight vector with gradient descent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  101.38546678863895 Total misclassified:  65\n",
      "Objective Function Value:  100.58691792074401 Total misclassified:  66\n",
      "Objective Function Value:  99.91583716855251 Total misclassified:  80\n",
      "Objective Function Value:  99.32059438797472 Total misclassified:  82\n",
      "Objective Function Value:  98.77172991617516 Total misclassified:  73\n",
      "Objective Function Value:  98.25235463112773 Total misclassified:  66\n",
      "Objective Function Value:  97.75271847007528 Total misclassified:  60\n",
      "Objective Function Value:  97.26714251590377 Total misclassified:  57\n",
      "Objective Function Value:  96.79228227483232 Total misclassified:  51\n",
      "Objective Function Value:  96.32614034698184 Total misclassified:  48\n",
      "Objective Function Value:  95.86750212382779 Total misclassified:  45\n",
      "Objective Function Value:  95.41561133056149 Total misclassified:  42\n",
      "Objective Function Value:  94.96998226884585 Total misclassified:  42\n",
      "Objective Function Value:  94.53029041985899 Total misclassified:  39\n",
      "Objective Function Value:  94.09630823871107 Total misclassified:  37\n",
      "Objective Function Value:  93.66786717803507 Total misclassified:  37\n",
      "Objective Function Value:  93.2448350379215 Total misclassified:  37\n",
      "Objective Function Value:  92.8271023358397 Total misclassified:  36\n",
      "Objective Function Value:  92.41457402604722 Total misclassified:  36\n",
      "Objective Function Value:  92.00716441802135 Total misclassified:  36\n",
      "Objective Function Value:  91.60479402510117 Total misclassified:  36\n",
      "Objective Function Value:  91.20738758902095 Total misclassified:  36\n",
      "Objective Function Value:  90.81487282818841 Total misclassified:  36\n",
      "Objective Function Value:  90.4271796362647 Total misclassified:  36\n",
      "Objective Function Value:  90.04423956408016 Total misclassified:  36\n",
      "Objective Function Value:  89.66598548188044 Total misclassified:  35\n",
      "Objective Function Value:  89.29235135765741 Total misclassified:  35\n",
      "Objective Function Value:  88.9232721110327 Total misclassified:  35\n",
      "Objective Function Value:  88.55868351681981 Total misclassified:  35\n",
      "Objective Function Value:  88.19852214154766 Total misclassified:  35\n",
      "Objective Function Value:  87.84272530201632 Total misclassified:  35\n",
      "Objective Function Value:  87.49123103865631 Total misclassified:  35\n",
      "Objective Function Value:  87.14397809885622 Total misclassified:  35\n",
      "Objective Function Value:  86.8009059269924 Total misclassified:  35\n",
      "Objective Function Value:  86.46195465893149 Total misclassified:  35\n",
      "Objective Function Value:  86.12706511947435 Total misclassified:  35\n",
      "Objective Function Value:  85.79617882167969 Total misclassified:  35\n",
      "Objective Function Value:  85.46923796732945 Total misclassified:  35\n",
      "Objective Function Value:  85.14618544802053 Total misclassified:  35\n",
      "Objective Function Value:  84.82696484652291 Total misclassified:  35\n",
      "Objective Function Value:  84.51152043815352 Total misclassified:  35\n",
      "Objective Function Value:  84.19979719199274 Total misclassified:  35\n",
      "Objective Function Value:  83.89174077182506 Total misclassified:  35\n",
      "Objective Function Value:  83.58729753672564 Total misclassified:  35\n",
      "Objective Function Value:  83.28641454124241 Total misclassified:  35\n",
      "Objective Function Value:  82.9890395351441 Total misclassified:  35\n",
      "Objective Function Value:  82.69512096271947 Total misclassified:  35\n",
      "Objective Function Value:  82.40460796162387 Total misclassified:  35\n",
      "Objective Function Value:  82.11745036127692 Total misclassified:  35\n",
      "Objective Function Value:  81.83359868082063 Total misclassified:  35\n",
      "Objective Function Value:  81.55300412665146 Total misclassified:  35\n",
      "Objective Function Value:  81.27561858954259 Total misclassified:  35\n",
      "Objective Function Value:  81.00139464137419 Total misclassified:  35\n",
      "Objective Function Value:  80.7302855314912 Total misclassified:  35\n",
      "Objective Function Value:  80.4622451827085 Total misclassified:  35\n",
      "Objective Function Value:  80.19722818698395 Total misclassified:  35\n",
      "Objective Function Value:  79.93518980077948 Total misclassified:  35\n",
      "Objective Function Value:  79.67608594013078 Total misclassified:  35\n",
      "Objective Function Value:  79.41987317544518 Total misclassified:  35\n",
      "Objective Function Value:  79.16650872604751 Total misclassified:  35\n",
      "Objective Function Value:  78.9159504544929 Total misclassified:  35\n",
      "Objective Function Value:  78.66815686066474 Total misclassified:  35\n",
      "Objective Function Value:  78.42308707567562 Total misclassified:  35\n",
      "Objective Function Value:  78.18070085558874 Total misclassified:  35\n",
      "Objective Function Value:  77.94095857497553 Total misclassified:  35\n",
      "Objective Function Value:  77.70382122032599 Total misclassified:  35\n",
      "Objective Function Value:  77.46925038332623 Total misclassified:  35\n",
      "Objective Function Value:  77.2372082540179 Total misclassified:  35\n",
      "Objective Function Value:  77.0076576138531 Total misclassified:  35\n",
      "Objective Function Value:  76.78056182865788 Total misclassified:  35\n",
      "Objective Function Value:  76.55588484151656 Total misclassified:  35\n",
      "Objective Function Value:  76.3335911655888 Total misclassified:  35\n",
      "Objective Function Value:  76.11364587687038 Total misclassified:  35\n",
      "Objective Function Value:  75.89601460690824 Total misclassified:  35\n",
      "Objective Function Value:  75.68066353547974 Total misclassified:  35\n",
      "Objective Function Value:  75.46755938324557 Total misclassified:  35\n",
      "Objective Function Value:  75.25666940438484 Total misclassified:  35\n",
      "Objective Function Value:  75.0479613792211 Total misclassified:  35\n",
      "Objective Function Value:  74.8414036068466 Total misclassified:  35\n",
      "Objective Function Value:  74.63696489775246 Total misclassified:  35\n",
      "Objective Function Value:  74.43461456647137 Total misclassified:  35\n",
      "Objective Function Value:  74.23432242423927 Total misclassified:  35\n",
      "Objective Function Value:  74.03605877168215 Total misclassified:  35\n",
      "Objective Function Value:  73.83979439153318 Total misclassified:  35\n",
      "Objective Function Value:  73.64550054138569 Total misclassified:  35\n",
      "Objective Function Value:  73.45314894648655 Total misclassified:  35\n",
      "Objective Function Value:  73.26271179257466 Total misclassified:  35\n",
      "Objective Function Value:  73.07416171876838 Total misclassified:  35\n",
      "Objective Function Value:  72.88747181050579 Total misclassified:  35\n",
      "Objective Function Value:  72.70261559254156 Total misclassified:  35\n",
      "Objective Function Value:  72.5195670220032 Total misclassified:  35\n",
      "Objective Function Value:  72.33830048150973 Total misclassified:  35\n",
      "Objective Function Value:  72.15879077235581 Total misclassified:  35\n",
      "Objective Function Value:  71.98101310776326 Total misclassified:  35\n",
      "Objective Function Value:  71.80494310620229 Total misclassified:  35\n",
      "Objective Function Value:  71.63055678478483 Total misclassified:  35\n",
      "Objective Function Value:  71.4578305527311 Total misclassified:  35\n",
      "Objective Function Value:  71.28674120491144 Total misclassified:  35\n",
      "Objective Function Value:  71.11726591546454 Total misclassified:  35\n",
      "Objective Function Value:  70.94938223149353 Total misclassified:  35\n",
      "Objective Function Value:  70.78306806684061 Total misclassified:  35\n",
      "Objective Function Value:  70.61830169594161 Total misclassified:  35\n",
      "Objective Function Value:  70.45506174776067 Total misclassified:  35\n",
      "Objective Function Value:  70.29332719980619 Total misclassified:  35\n",
      "Objective Function Value:  70.13307737222806 Total misclassified:  35\n",
      "Objective Function Value:  69.974291921997 Total misclassified:  35\n",
      "Objective Function Value:  69.8169508371658 Total misclassified:  35\n",
      "Objective Function Value:  69.66103443121297 Total misclassified:  35\n",
      "Objective Function Value:  69.50652333746868 Total misclassified:  34\n",
      "Objective Function Value:  69.35339850362297 Total misclassified:  33\n",
      "Objective Function Value:  69.20164118631622 Total misclassified:  33\n",
      "Objective Function Value:  69.05123294581144 Total misclassified:  33\n",
      "Objective Function Value:  68.9021556407483 Total misclassified:  33\n",
      "Objective Function Value:  68.75439142297857 Total misclassified:  33\n",
      "Objective Function Value:  68.60792273248248 Total misclassified:  33\n",
      "Objective Function Value:  68.46273229236539 Total misclassified:  33\n",
      "Objective Function Value:  68.31880310393461 Total misclassified:  33\n",
      "Objective Function Value:  68.17611844185555 Total misclassified:  33\n",
      "Objective Function Value:  68.03466184938654 Total misclassified:  33\n",
      "Objective Function Value:  67.89441713369189 Total misclassified:  33\n",
      "Objective Function Value:  67.75536836123227 Total misclassified:  33\n",
      "Objective Function Value:  67.61749985323192 Total misclassified:  33\n",
      "Objective Function Value:  67.48079618122156 Total misclassified:  33\n",
      "Objective Function Value:  67.3452421626567 Total misclassified:  33\n",
      "Objective Function Value:  67.21082285661011 Total misclassified:  33\n",
      "Objective Function Value:  67.07752355953788 Total misclassified:  33\n",
      "Objective Function Value:  66.9453298011181 Total misclassified:  33\n",
      "Objective Function Value:  66.81422734016124 Total misclassified:  33\n",
      "Objective Function Value:  66.68420216059155 Total misclassified:  33\n",
      "Objective Function Value:  66.55524046749834 Total misclassified:  33\n",
      "Objective Function Value:  66.42732868325629 Total misclassified:  33\n",
      "Objective Function Value:  66.30045344371406 Total misclassified:  32\n",
      "Objective Function Value:  66.17460159444992 Total misclassified:  32\n",
      "Objective Function Value:  66.04976018709381 Total misclassified:  32\n",
      "Objective Function Value:  65.92591647571463 Total misclassified:  32\n",
      "Objective Function Value:  65.80305791327194 Total misclassified:  32\n",
      "Objective Function Value:  65.6811721481311 Total misclassified:  32\n",
      "Objective Function Value:  65.56024702064097 Total misclassified:  32\n",
      "Objective Function Value:  65.44027055977297 Total misclassified:  32\n",
      "Objective Function Value:  65.32123097982094 Total misclassified:  31\n",
      "Objective Function Value:  65.20311667716044 Total misclassified:  31\n",
      "Objective Function Value:  65.08591622706695 Total misclassified:  31\n",
      "Objective Function Value:  64.96961838059167 Total misclassified:  30\n",
      "Objective Function Value:  64.85421206149428 Total misclassified:  30\n",
      "Objective Function Value:  64.73968636323144 Total misclassified:  30\n",
      "Objective Function Value:  64.6260305460005 Total misclassified:  30\n",
      "Objective Function Value:  64.51323403383701 Total misclassified:  30\n",
      "Objective Function Value:  64.40128641176561 Total misclassified:  30\n",
      "Objective Function Value:  64.29017742300304 Total misclassified:  30\n",
      "Objective Function Value:  64.17989696621261 Total misclassified:  30\n",
      "Objective Function Value:  64.07043509280896 Total misclassified:  30\n",
      "Objective Function Value:  63.96178200431276 Total misclassified:  30\n",
      "Objective Function Value:  63.85392804975376 Total misclassified:  30\n",
      "Objective Function Value:  63.746863723122004 Total misclassified:  30\n",
      "Objective Function Value:  63.64057966086603 Total misclassified:  30\n",
      "Objective Function Value:  63.53506663943712 Total misclassified:  30\n",
      "Objective Function Value:  63.4303155728791 Total misclassified:  30\n",
      "Objective Function Value:  63.32631751046268 Total misclassified:  30\n",
      "Objective Function Value:  63.223063634363406 Total misclassified:  30\n",
      "Objective Function Value:  63.120545257382815 Total misclassified:  30\n",
      "Objective Function Value:  63.0187538207115 Total misclassified:  29\n",
      "Objective Function Value:  62.91768089173383 Total misclassified:  29\n",
      "Objective Function Value:  62.81731816187316 Total misclassified:  29\n",
      "Objective Function Value:  62.71765744447704 Total misclassified:  29\n",
      "Objective Function Value:  62.618690672741494 Total misclassified:  28\n",
      "Objective Function Value:  62.52040989767384 Total misclassified:  27\n",
      "Objective Function Value:  62.42280728609314 Total misclassified:  27\n",
      "Objective Function Value:  62.325875118667724 Total misclassified:  26\n",
      "Objective Function Value:  62.229605787989044 Total misclassified:  26\n",
      "Objective Function Value:  62.13399179668108 Total misclassified:  26\n",
      "Objective Function Value:  62.039025755544856 Total misclassified:  26\n",
      "Objective Function Value:  61.94470038173719 Total misclassified:  26\n",
      "Objective Function Value:  61.85100849698304 Total misclassified:  26\n",
      "Objective Function Value:  61.75794302582105 Total misclassified:  26\n",
      "Objective Function Value:  61.66549699388129 Total misclassified:  26\n",
      "Objective Function Value:  61.57366352619502 Total misclassified:  26\n",
      "Objective Function Value:  61.482435845535335 Total misclassified:  26\n",
      "Objective Function Value:  61.391807270788675 Total misclassified:  26\n",
      "Objective Function Value:  61.301771215356084 Total misclassified:  26\n",
      "Objective Function Value:  61.21232118558417 Total misclassified:  25\n",
      "Objective Function Value:  61.12345077922461 Total misclassified:  25\n",
      "Objective Function Value:  61.03515368392224 Total misclassified:  25\n",
      "Objective Function Value:  60.947423675730676 Total misclassified:  24\n",
      "Objective Function Value:  60.86025461765537 Total misclassified:  24\n",
      "Objective Function Value:  60.77364045822323 Total misclassified:  23\n",
      "Objective Function Value:  60.687575230078444 Total misclassified:  23\n",
      "Objective Function Value:  60.60205304860409 Total misclassified:  23\n",
      "Objective Function Value:  60.51706811056875 Total misclassified:  21\n",
      "Objective Function Value:  60.43261469279807 Total misclassified:  21\n",
      "Objective Function Value:  60.34868715087031 Total misclassified:  21\n",
      "Objective Function Value:  60.2652799178358 Total misclassified:  21\n",
      "Objective Function Value:  60.182387502959685 Total misclassified:  21\n",
      "Objective Function Value:  60.100004490487386 Total misclassified:  21\n",
      "Objective Function Value:  60.018125538432706 Total misclassified:  21\n",
      "Objective Function Value:  59.93674537738765 Total misclassified:  21\n",
      "Objective Function Value:  59.85585880935397 Total misclassified:  21\n",
      "Objective Function Value:  59.775460706595794 Total misclassified:  20\n",
      "Objective Function Value:  59.69554601051297 Total misclassified:  20\n",
      "Objective Function Value:  59.61610973053468 Total misclassified:  20\n",
      "Objective Function Value:  59.53714694303312 Total misclassified:  20\n",
      "Objective Function Value:  59.458652790256565 Total misclassified:  20\n",
      "Objective Function Value:  59.380622479281726 Total misclassified:  20\n",
      "Objective Function Value:  59.30305128098481 Total misclassified:  20\n",
      "Objective Function Value:  59.22593452903109 Total misclassified:  20\n",
      "Objective Function Value:  59.149267618882504 Total misclassified:  20\n",
      "Objective Function Value:  59.07304600682295 Total misclassified:  20\n",
      "Objective Function Value:  58.99726520900106 Total misclassified:  20\n",
      "Objective Function Value:  58.92192080048994 Total misclassified:  20\n",
      "Objective Function Value:  58.847008414363685 Total misclassified:  20\n",
      "Objective Function Value:  58.77252374079022 Total misclassified:  20\n",
      "Objective Function Value:  58.69846252614032 Total misclassified:  20\n",
      "Objective Function Value:  58.62482057211232 Total misclassified:  20\n",
      "Objective Function Value:  58.55159373487236 Total misclassified:  20\n",
      "Objective Function Value:  58.47877792420975 Total misclassified:  20\n",
      "Objective Function Value:  58.40636910270721 Total misclassified:  20\n",
      "Objective Function Value:  58.33436328492578 Total misclassified:  20\n",
      "Objective Function Value:  58.262756536603945 Total misclassified:  20\n",
      "Objective Function Value:  58.19154497387092 Total misclassified:  19\n",
      "Objective Function Value:  58.12072476247354 Total misclassified:  19\n",
      "Objective Function Value:  58.05029211701684 Total misclassified:  19\n",
      "Objective Function Value:  57.98024330021778 Total misclassified:  19\n",
      "Objective Function Value:  57.910574622171936 Total misclassified:  18\n",
      "Objective Function Value:  57.84128243963306 Total misclassified:  17\n",
      "Objective Function Value:  57.772363155305044 Total misclassified:  17\n",
      "Objective Function Value:  57.70381321714618 Total misclassified:  17\n",
      "Objective Function Value:  57.63562911768543 Total misclassified:  17\n",
      "Objective Function Value:  57.56780739335066 Total misclassified:  17\n",
      "Objective Function Value:  57.50034462380813 Total misclassified:  17\n",
      "Objective Function Value:  57.4332374313137 Total misclassified:  17\n",
      "Objective Function Value:  57.36648248007497 Total misclassified:  17\n",
      "Objective Function Value:  57.30007647562438 Total misclassified:  17\n",
      "Objective Function Value:  57.234016164203126 Total misclassified:  17\n",
      "Objective Function Value:  57.168298332155516 Total misclassified:  17\n",
      "Objective Function Value:  57.102919805333656 Total misclassified:  17\n",
      "Objective Function Value:  57.03787744851238 Total misclassified:  17\n",
      "Objective Function Value:  56.97316816481397 Total misclassified:  17\n",
      "Objective Function Value:  56.90878889514272 Total misclassified:  17\n",
      "Objective Function Value:  56.84473661762906 Total misclassified:  17\n",
      "Objective Function Value:  56.7810083470831 Total misclassified:  17\n",
      "Objective Function Value:  56.71760113445735 Total misclassified:  17\n",
      "Objective Function Value:  56.65451206631841 Total misclassified:  17\n",
      "Objective Function Value:  56.5917382643278 Total misclassified:  17\n",
      "Objective Function Value:  56.5292768847312 Total misclassified:  17\n",
      "Objective Function Value:  56.4671251178564 Total misclassified:  17\n",
      "Objective Function Value:  56.405280187619596 Total misclassified:  17\n",
      "Objective Function Value:  56.34373935104 Total misclassified:  17\n",
      "Objective Function Value:  56.282499897762364 Total misclassified:  17\n",
      "Objective Function Value:  56.22155914958765 Total misclassified:  17\n",
      "Objective Function Value:  56.16091446001127 Total misclassified:  17\n",
      "Objective Function Value:  56.10056321376915 Total misclassified:  17\n",
      "Objective Function Value:  56.0405028263912 Total misclassified:  17\n",
      "Objective Function Value:  55.98073074376214 Total misclassified:  17\n",
      "Objective Function Value:  55.92124444168962 Total misclassified:  16\n",
      "Objective Function Value:  55.86204142547939 Total misclassified:  15\n",
      "Objective Function Value:  55.80311922951743 Total misclassified:  15\n",
      "Objective Function Value:  55.744475416858926 Total misclassified:  15\n",
      "Objective Function Value:  55.68610757882401 Total misclassified:  15\n",
      "Objective Function Value:  55.62801333459997 Total misclassified:  15\n",
      "Objective Function Value:  55.57019033085011 Total misclassified:  15\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  55.512636241328764 Total misclassified:  15\n",
      "Objective Function Value:  55.45534876650271 Total misclassified:  15\n",
      "Objective Function Value:  55.398325633178615 Total misclassified:  15\n",
      "Objective Function Value:  55.34156459413653 Total misclassified:  15\n",
      "Objective Function Value:  55.28506342776929 Total misclassified:  15\n",
      "Objective Function Value:  55.22881993772769 Total misclassified:  15\n",
      "Objective Function Value:  55.17283195257144 Total misclassified:  15\n",
      "Objective Function Value:  55.11709732542553 Total misclassified:  15\n",
      "Objective Function Value:  55.06161393364231 Total misclassified:  15\n",
      "Objective Function Value:  55.006379678468804 Total misclassified:  15\n",
      "Objective Function Value:  54.951392484719385 Total misclassified:  15\n",
      "Objective Function Value:  54.89665030045363 Total misclassified:  15\n",
      "Objective Function Value:  54.84215109665932 Total misclassified:  15\n",
      "Objective Function Value:  54.78789286694043 Total misclassified:  15\n",
      "Objective Function Value:  54.73387362721003 Total misclassified:  15\n",
      "Objective Function Value:  54.68009141538806 Total misclassified:  15\n",
      "Objective Function Value:  54.626544291103876 Total misclassified:  15\n",
      "Objective Function Value:  54.57323033540342 Total misclassified:  15\n",
      "Objective Function Value:  54.52014765046101 Total misclassified:  15\n",
      "Objective Function Value:  54.46729435929565 Total misclassified:  15\n",
      "Objective Function Value:  54.4146686054917 Total misclassified:  15\n",
      "Objective Function Value:  54.362268552924036 Total misclassified:  15\n",
      "Objective Function Value:  54.31009238548731 Total misclassified:  15\n",
      "Objective Function Value:  54.25813830682957 Total misclassified:  15\n",
      "Objective Function Value:  54.206404540089906 Total misclassified:  15\n",
      "Objective Function Value:  54.15488932764016 Total misclassified:  15\n",
      "Objective Function Value:  54.10359093083071 Total misclassified:  15\n",
      "Objective Function Value:  54.05250762974003 Total misclassified:  15\n",
      "Objective Function Value:  54.001637722928194 Total misclassified:  15\n",
      "Objective Function Value:  53.95097952719418 Total misclassified:  15\n",
      "Objective Function Value:  53.900531377336755 Total misclassified:  15\n",
      "Objective Function Value:  53.850291625919205 Total misclassified:  15\n",
      "Objective Function Value:  53.80025864303746 Total misclassified:  15\n",
      "Objective Function Value:  53.750430816091885 Total misclassified:  15\n",
      "Objective Function Value:  53.70080654956247 Total misclassified:  15\n",
      "Objective Function Value:  53.65138426478747 Total misclassified:  15\n",
      "Objective Function Value:  53.602162399745296 Total misclassified:  15\n",
      "Objective Function Value:  53.553139408839854 Total misclassified:  15\n",
      "Objective Function Value:  53.50431376268898 Total misclassified:  15\n",
      "Objective Function Value:  53.4556839479161 Total misclassified:  15\n",
      "Objective Function Value:  53.40724846694506 Total misclassified:  15\n",
      "Objective Function Value:  53.359005837797966 Total misclassified:  15\n",
      "Objective Function Value:  53.31095459389607 Total misclassified:  15\n",
      "Objective Function Value:  53.263093283863626 Total misclassified:  15\n",
      "Objective Function Value:  53.21542047133465 Total misclassified:  15\n",
      "Objective Function Value:  53.16793473476264 Total misclassified:  15\n",
      "Objective Function Value:  53.120634667232906 Total misclassified:  15\n",
      "Objective Function Value:  53.07351887627793 Total misclassified:  15\n",
      "Objective Function Value:  53.02658598369529 Total misclassified:  15\n",
      "Objective Function Value:  52.9798346253683 Total misclassified:  14\n",
      "Objective Function Value:  52.933263451089324 Total misclassified:  13\n",
      "Objective Function Value:  52.88687112438565 Total misclassified:  11\n",
      "Objective Function Value:  52.84065632234791 Total misclassified:  10\n",
      "Objective Function Value:  52.79461773546104 Total misclassified:  10\n",
      "Objective Function Value:  52.74875406743768 Total misclassified:  10\n",
      "Objective Function Value:  52.70306403505401 Total misclassified:  10\n",
      "Objective Function Value:  52.65754636798796 Total misclassified:  10\n",
      "Objective Function Value:  52.61219980865981 Total misclassified:  10\n",
      "Objective Function Value:  52.56702311207501 Total misclassified:  10\n",
      "Objective Function Value:  52.52201504566937 Total misclassified:  10\n",
      "Objective Function Value:  52.47717438915641 Total misclassified:  10\n",
      "Objective Function Value:  52.43249993437696 Total misclassified:  10\n",
      "Objective Function Value:  52.38799048515086 Total misclassified:  10\n",
      "Objective Function Value:  52.343644857130826 Total misclassified:  10\n",
      "Objective Function Value:  52.29946187765843 Total misclassified:  10\n",
      "Objective Function Value:  52.255440385622066 Total misclassified:  10\n",
      "Objective Function Value:  52.21157923131699 Total misclassified:  10\n",
      "Objective Function Value:  52.16787727630734 Total misclassified:  10\n",
      "Objective Function Value:  52.124333393290115 Total misclassified:  10\n",
      "Objective Function Value:  52.08094646596109 Total misclassified:  10\n",
      "Objective Function Value:  52.037715388882575 Total misclassified:  10\n",
      "Objective Function Value:  51.99463906735312 Total misclassified:  10\n",
      "Objective Function Value:  51.95171641727897 Total misclassified:  10\n",
      "Objective Function Value:  51.90894636504744 Total misclassified:  10\n",
      "Objective Function Value:  51.86632784740192 Total misclassified:  10\n",
      "Objective Function Value:  51.82385981131873 Total misclassified:  10\n",
      "Objective Function Value:  51.78154121388568 Total misclassified:  10\n",
      "Objective Function Value:  51.73937102218234 Total misclassified:  10\n",
      "Objective Function Value:  51.697348213161874 Total misclassified:  10\n",
      "Objective Function Value:  51.65547177353464 Total misclassified:  10\n",
      "Objective Function Value:  51.61374069965339 Total misclassified:  10\n",
      "Objective Function Value:  51.57215399739994 Total misclassified:  10\n",
      "Objective Function Value:  51.53071068207352 Total misclassified:  10\n",
      "Objective Function Value:  51.489409778280645 Total misclassified:  10\n",
      "Objective Function Value:  51.4482503198265 Total misclassified:  10\n",
      "Objective Function Value:  51.40723134960772 Total misclassified:  10\n",
      "Objective Function Value:  51.36635191950681 Total misclassified:  10\n",
      "Objective Function Value:  51.32561109028787 Total misclassified:  10\n",
      "Objective Function Value:  51.285007931493794 Total misclassified:  10\n",
      "Objective Function Value:  51.244541521344864 Total misclassified:  10\n",
      "Objective Function Value:  51.204210946638746 Total misclassified:  10\n",
      "Objective Function Value:  51.164015302651784 Total misclassified:  10\n",
      "Objective Function Value:  51.12395369304169 Total misclassified:  10\n",
      "Objective Function Value:  51.08402522975153 Total misclassified:  10\n",
      "Objective Function Value:  51.044229032915 Total misclassified:  10\n",
      "Objective Function Value:  51.004564230762924 Total misclassified:  10\n",
      "Objective Function Value:  50.965029959531165 Total misclassified:  10\n",
      "Objective Function Value:  50.925625363369576 Total misclassified:  10\n",
      "Objective Function Value:  50.886349594252295 Total misclassified:  10\n",
      "Objective Function Value:  50.84720181188922 Total misclassified:  10\n",
      "Objective Function Value:  50.80818118363861 Total misclassified:  10\n",
      "Objective Function Value:  50.769286884420936 Total misclassified:  10\n",
      "Objective Function Value:  50.730518096633794 Total misclassified:  10\n",
      "Objective Function Value:  50.69187401006798 Total misclassified:  10\n",
      "Objective Function Value:  50.65335382182468 Total misclassified:  10\n",
      "Objective Function Value:  50.61495673623378 Total misclassified:  10\n",
      "Objective Function Value:  50.57668196477316 Total misclassified:  10\n",
      "Objective Function Value:  50.53852872598915 Total misclassified:  10\n",
      "Objective Function Value:  50.50049624541802 Total misclassified:  10\n",
      "Objective Function Value:  50.462583755508376 Total misclassified:  10\n",
      "Objective Function Value:  50.42479049554477 Total misclassified:  10\n",
      "Objective Function Value:  50.38711571157214 Total misclassified:  10\n",
      "Objective Function Value:  50.34955865632131 Total misclassified:  10\n",
      "Objective Function Value:  50.31211858913545 Total misclassified:  10\n",
      "Objective Function Value:  50.27479477589749 Total misclassified:  10\n",
      "Objective Function Value:  50.237586488958456 Total misclassified:  10\n",
      "Objective Function Value:  50.20049300706675 Total misclassified:  10\n",
      "Objective Function Value:  50.163513615298356 Total misclassified:  10\n",
      "Objective Function Value:  50.12664760498791 Total misclassified:  10\n",
      "Objective Function Value:  50.0898942736607 Total misclassified:  10\n",
      "Objective Function Value:  50.053252924965456 Total misclassified:  10\n",
      "Objective Function Value:  50.016722868608156 Total misclassified:  10\n",
      "Objective Function Value:  49.980303420286475 Total misclassified:  10\n",
      "Objective Function Value:  49.94399390162525 Total misclassified:  10\n",
      "Objective Function Value:  49.907793640112665 Total misclassified:  10\n",
      "Objective Function Value:  49.871701969037275 Total misclassified:  10\n",
      "Objective Function Value:  49.83571822742584 Total misclassified:  10\n",
      "Objective Function Value:  49.79984175998193 Total misclassified:  9\n",
      "Objective Function Value:  49.764071917025305 Total misclassified:  9\n",
      "Objective Function Value:  49.72840805443209 Total misclassified:  9\n",
      "Objective Function Value:  49.69284953357565 Total misclassified:  9\n",
      "Objective Function Value:  49.65739572126827 Total misclassified:  9\n",
      "Objective Function Value:  49.62204598970352 Total misclassified:  9\n",
      "Objective Function Value:  49.58679971639934 Total misclassified:  8\n",
      "Objective Function Value:  49.5516562841419 Total misclassified:  8\n",
      "Objective Function Value:  49.516615080930066 Total misclassified:  8\n",
      "Objective Function Value:  49.481675499920634 Total misclassified:  8\n",
      "Objective Function Value:  49.44683693937422 Total misclassified:  8\n",
      "Objective Function Value:  49.412098802601804 Total misclassified:  8\n",
      "Objective Function Value:  49.377460497911954 Total misclassified:  8\n",
      "Objective Function Value:  49.342921438558704 Total misclassified:  8\n",
      "Objective Function Value:  49.30848104269006 Total misclassified:  8\n",
      "Objective Function Value:  49.27413873329718 Total misclassified:  8\n",
      "Objective Function Value:  49.239893938164116 Total misclassified:  8\n",
      "Objective Function Value:  49.20574608981822 Total misclassified:  8\n",
      "Objective Function Value:  49.171694625481145 Total misclassified:  8\n",
      "Objective Function Value:  49.13773898702043 Total misclassified:  8\n",
      "Objective Function Value:  49.1038786209017 Total misclassified:  8\n",
      "Objective Function Value:  49.070112978141495 Total misclassified:  8\n",
      "Objective Function Value:  49.036441514260474 Total misclassified:  8\n",
      "Objective Function Value:  49.002863689237486 Total misclassified:  8\n",
      "Objective Function Value:  48.96937896746393 Total misclassified:  8\n",
      "Objective Function Value:  48.93598681769885 Total misclassified:  8\n",
      "Objective Function Value:  48.90268671302442 Total misclassified:  8\n",
      "Objective Function Value:  48.86947813080215 Total misclassified:  8\n",
      "Objective Function Value:  48.8363605526294 Total misclassified:  8\n",
      "Objective Function Value:  48.80333346429664 Total misclassified:  8\n",
      "Objective Function Value:  48.77039635574502 Total misclassified:  8\n",
      "Objective Function Value:  48.73754872102458 Total misclassified:  8\n",
      "Objective Function Value:  48.70479005825292 Total misclassified:  8\n",
      "Objective Function Value:  48.67211986957438 Total misclassified:  8\n",
      "Objective Function Value:  48.63953766111962 Total misclassified:  8\n",
      "Objective Function Value:  48.60704294296583 Total misclassified:  8\n",
      "Objective Function Value:  48.57463522909728 Total misclassified:  8\n",
      "Objective Function Value:  48.54231403736638 Total misclassified:  8\n",
      "Objective Function Value:  48.51007888945524 Total misclassified:  8\n",
      "Objective Function Value:  48.477929310837624 Total misclassified:  8\n",
      "Objective Function Value:  48.445864830741385 Total misclassified:  8\n",
      "Objective Function Value:  48.41388498211132 Total misclassified:  8\n",
      "Objective Function Value:  48.38198930157252 Total misclassified:  8\n",
      "Objective Function Value:  48.350177329394015 Total misclassified:  8\n",
      "Objective Function Value:  48.31844860945304 Total misclassified:  7\n",
      "Objective Function Value:  48.28680268919953 Total misclassified:  7\n",
      "Objective Function Value:  48.25523911962114 Total misclassified:  7\n",
      "Objective Function Value:  48.22375745520863 Total misclassified:  7\n",
      "Objective Function Value:  48.192357253921664 Total misclassified:  7\n",
      "Objective Function Value:  48.16103807715501 Total misclassified:  7\n",
      "Objective Function Value:  48.12979948970515 Total misclassified:  7\n",
      "Objective Function Value:  48.09864105973716 Total misclassified:  7\n",
      "Objective Function Value:  48.067562358752156 Total misclassified:  7\n",
      "Objective Function Value:  48.036562961554964 Total misclassified:  7\n",
      "Objective Function Value:  48.00564244622228 Total misclassified:  7\n",
      "Objective Function Value:  47.97480039407104 Total misclassified:  7\n",
      "Objective Function Value:  47.944036389627286 Total misclassified:  7\n",
      "Objective Function Value:  47.91335002059541 Total misclassified:  7\n",
      "Objective Function Value:  47.882740877827565 Total misclassified:  7\n",
      "Objective Function Value:  47.85220855529363 Total misclassified:  7\n",
      "Objective Function Value:  47.821752650051394 Total misclassified:  7\n",
      "Objective Function Value:  47.79137276221712 Total misclassified:  7\n",
      "Objective Function Value:  47.76106849493645 Total misclassified:  7\n",
      "Objective Function Value:  47.7308394543556 Total misclassified:  7\n",
      "Objective Function Value:  47.70068524959292 Total misclassified:  7\n",
      "Objective Function Value:  47.670605492710756 Total misclassified:  7\n",
      "Objective Function Value:  47.64059979868763 Total misclassified:  7\n",
      "Objective Function Value:  47.610667785390746 Total misclassified:  7\n",
      "Objective Function Value:  47.58080907354877 Total misclassified:  7\n",
      "Objective Function Value:  47.551023286724956 Total misclassified:  7\n",
      "Objective Function Value:  47.521310051290556 Total misclassified:  7\n",
      "Objective Function Value:  47.49166899639847 Total misclassified:  7\n",
      "Objective Function Value:  47.46209975395733 Total misclassified:  7\n",
      "Objective Function Value:  47.43260195860574 Total misclassified:  7\n",
      "Objective Function Value:  47.40317524768679 Total misclassified:  7\n",
      "Objective Function Value:  47.37381926122304 Total misclassified:  7\n",
      "Objective Function Value:  47.3445336418915 Total misclassified:  7\n",
      "Objective Function Value:  47.31531803499918 Total misclassified:  7\n",
      "Objective Function Value:  47.28617208845861 Total misclassified:  7\n",
      "Objective Function Value:  47.25709545276393 Total misclassified:  7\n",
      "Objective Function Value:  47.22808778096699 Total misclassified:  7\n",
      "Objective Function Value:  47.199148728653874 Total misclassified:  7\n",
      "Objective Function Value:  47.17027795392162 Total misclassified:  7\n",
      "Objective Function Value:  47.141475117355164 Total misclassified:  7\n",
      "Objective Function Value:  47.112739882004604 Total misclassified:  7\n",
      "Objective Function Value:  47.08407191336266 Total misclassified:  7\n",
      "Objective Function Value:  47.05547087934243 Total misclassified:  7\n",
      "Objective Function Value:  47.02693645025529 Total misclassified:  7\n",
      "Objective Function Value:  46.99846829878916 Total misclassified:  7\n",
      "Objective Function Value:  46.970066099986916 Total misclassified:  7\n",
      "Objective Function Value:  46.94172953122505 Total misclassified:  7\n",
      "Objective Function Value:  46.9134582721926 Total misclassified:  7\n",
      "Objective Function Value:  46.88525200487025 Total misclassified:  7\n",
      "Objective Function Value:  46.857110413509695 Total misclassified:  7\n",
      "Objective Function Value:  46.82903318461324 Total misclassified:  7\n",
      "Objective Function Value:  46.80102000691351 Total misclassified:  7\n",
      "Objective Function Value:  46.7730705713536 Total misclassified:  7\n",
      "Objective Function Value:  46.74518457106714 Total misclassified:  7\n",
      "Objective Function Value:  46.71736170135882 Total misclassified:  7\n",
      "Objective Function Value:  46.68960165968502 Total misclassified:  7\n",
      "Objective Function Value:  46.66190414563464 Total misclassified:  7\n",
      "Objective Function Value:  46.634268860910154 Total misclassified:  7\n",
      "Objective Function Value:  46.60669550930886 Total misclassified:  7\n",
      "Objective Function Value:  46.57918379670432 Total misclassified:  7\n",
      "Objective Function Value:  46.55173343102804 Total misclassified:  6\n",
      "Objective Function Value:  46.524344122251236 Total misclassified:  6\n",
      "Objective Function Value:  46.49701558236692 Total misclassified:  6\n",
      "Objective Function Value:  46.4697475253721 Total misclassified:  6\n",
      "Objective Function Value:  46.4425396672502 Total misclassified:  6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  46.415391725953576 Total misclassified:  6\n",
      "Objective Function Value:  46.38830342138638 Total misclassified:  6\n",
      "Objective Function Value:  46.36127447538744 Total misclassified:  6\n",
      "Objective Function Value:  46.33430461171342 Total misclassified:  6\n",
      "Objective Function Value:  46.307393556022106 Total misclassified:  6\n",
      "Objective Function Value:  46.28054103585587 Total misclassified:  6\n",
      "Objective Function Value:  46.253746780625335 Total misclassified:  6\n",
      "Objective Function Value:  46.227010521593186 Total misclassified:  6\n",
      "Objective Function Value:  46.20033199185813 Total misclassified:  6\n",
      "Objective Function Value:  46.17371092633907 Total misclassified:  6\n",
      "Objective Function Value:  46.14714706175942 Total misclassified:  6\n",
      "Objective Function Value:  46.12064013663153 Total misclassified:  6\n",
      "Objective Function Value:  46.09418989124135 Total misclassified:  6\n",
      "Objective Function Value:  46.06779606763322 Total misclassified:  6\n",
      "Objective Function Value:  46.0414584095948 Total misclassified:  6\n",
      "Objective Function Value:  46.015176662642176 Total misclassified:  6\n",
      "Objective Function Value:  45.9889505740051 Total misclassified:  6\n",
      "Objective Function Value:  45.96277989261239 Total misclassified:  6\n",
      "Objective Function Value:  45.936664369077484 Total misclassified:  6\n",
      "Objective Function Value:  45.91060375568412 Total misclassified:  6\n",
      "Objective Function Value:  45.8845978063722 Total misclassified:  6\n",
      "Objective Function Value:  45.85864627672373 Total misclassified:  6\n",
      "Objective Function Value:  45.832748923948984 Total misclassified:  6\n",
      "Objective Function Value:  45.806905506872745 Total misclassified:  6\n",
      "Objective Function Value:  45.78111578592071 Total misclassified:  6\n",
      "Objective Function Value:  45.75537952310604 Total misclassified:  6\n",
      "Objective Function Value:  45.72969648201601 Total misclassified:  6\n",
      "Objective Function Value:  45.704066427798836 Total misclassified:  6\n",
      "Objective Function Value:  45.67848912715057 Total misclassified:  6\n",
      "Objective Function Value:  45.65296434830225 Total misclassified:  6\n",
      "Objective Function Value:  45.62749186100703 Total misclassified:  6\n",
      "Objective Function Value:  45.60207143652751 Total misclassified:  6\n",
      "Objective Function Value:  45.57670284762323 Total misclassified:  6\n",
      "Objective Function Value:  45.55138586853819 Total misclassified:  6\n",
      "Objective Function Value:  45.5261202749886 Total misclassified:  6\n",
      "Objective Function Value:  45.50090584415064 Total misclassified:  6\n",
      "Objective Function Value:  45.47574235464846 Total misclassified:  6\n",
      "Objective Function Value:  45.45062958654221 Total misclassified:  6\n",
      "Objective Function Value:  45.42556732131622 Total misclassified:  6\n",
      "Objective Function Value:  45.40055534186728 Total misclassified:  6\n",
      "Objective Function Value:  45.37559343249308 Total misclassified:  6\n",
      "Objective Function Value:  45.35068137888071 Total misclassified:  6\n",
      "Objective Function Value:  45.32581896809526 Total misclassified:  6\n",
      "Objective Function Value:  45.30100598856865 Total misclassified:  6\n",
      "Objective Function Value:  45.2762422300884 Total misclassified:  6\n",
      "Objective Function Value:  45.25152748378664 Total misclassified:  6\n",
      "Objective Function Value:  45.22686154212916 Total misclassified:  6\n",
      "Objective Function Value:  45.202244198904594 Total misclassified:  6\n",
      "Objective Function Value:  45.17767524921369 Total misclassified:  6\n",
      "Objective Function Value:  45.15315448945874 Total misclassified:  6\n",
      "Objective Function Value:  45.12868171733299 Total misclassified:  6\n",
      "Objective Function Value:  45.10425673181028 Total misclassified:  6\n",
      "Objective Function Value:  45.07987933313474 Total misclassified:  6\n",
      "Objective Function Value:  45.055549322810535 Total misclassified:  6\n",
      "Objective Function Value:  45.03126650359181 Total misclassified:  6\n",
      "Objective Function Value:  45.0070306794726 Total misclassified:  6\n",
      "Objective Function Value:  44.98284165567699 Total misclassified:  6\n",
      "Objective Function Value:  44.95869923864922 Total misclassified:  6\n",
      "Objective Function Value:  44.93460323604398 Total misclassified:  6\n",
      "Objective Function Value:  44.9105534567168 Total misclassified:  6\n",
      "Objective Function Value:  44.886549710714434 Total misclassified:  6\n",
      "Objective Function Value:  44.86259180926547 Total misclassified:  6\n",
      "Objective Function Value:  44.83867956477091 Total misclassified:  6\n",
      "Objective Function Value:  44.81481279079496 Total misclassified:  6\n",
      "Objective Function Value:  44.79099130205575 Total misclassified:  6\n",
      "Objective Function Value:  44.767214914416286 Total misclassified:  6\n",
      "Objective Function Value:  44.74348344487541 Total misclassified:  6\n",
      "Objective Function Value:  44.7197967115589 Total misclassified:  6\n",
      "Objective Function Value:  44.6961545337106 Total misclassified:  6\n",
      "Objective Function Value:  44.672556731683606 Total misclassified:  6\n",
      "Objective Function Value:  44.64900312693167 Total misclassified:  6\n",
      "Objective Function Value:  44.62549354200053 Total misclassified:  6\n",
      "Objective Function Value:  44.60202780051942 Total misclassified:  6\n",
      "Objective Function Value:  44.57860572719262 Total misclassified:  6\n",
      "Objective Function Value:  44.555227147791065 Total misclassified:  6\n",
      "Objective Function Value:  44.53189188914411 Total misclassified:  6\n",
      "Objective Function Value:  44.50859977913127 Total misclassified:  6\n",
      "Objective Function Value:  44.485350646674135 Total misclassified:  6\n",
      "Objective Function Value:  44.46214432172826 Total misclassified:  6\n",
      "Objective Function Value:  44.43898063527521 Total misclassified:  6\n",
      "Objective Function Value:  44.41585941931464 Total misclassified:  6\n",
      "Objective Function Value:  44.392780506856504 Total misclassified:  6\n",
      "Objective Function Value:  44.369743731913196 Total misclassified:  6\n",
      "Objective Function Value:  44.34674892949194 Total misclassified:  6\n",
      "Objective Function Value:  44.32379593558713 Total misclassified:  6\n",
      "Objective Function Value:  44.3008845871728 Total misclassified:  6\n",
      "Objective Function Value:  44.278014722195095 Total misclassified:  6\n",
      "Objective Function Value:  44.255186179564916 Total misclassified:  6\n",
      "Objective Function Value:  44.232398799150516 Total misclassified:  6\n",
      "Objective Function Value:  44.20965242177026 Total misclassified:  6\n",
      "Objective Function Value:  44.186946889185386 Total misclassified:  6\n",
      "Objective Function Value:  44.16428204409287 Total misclassified:  6\n",
      "Objective Function Value:  44.14165773011834 Total misclassified:  6\n",
      "Objective Function Value:  44.11907379180903 Total misclassified:  6\n",
      "Objective Function Value:  44.09653007462688 Total misclassified:  6\n",
      "Objective Function Value:  44.07402642494157 Total misclassified:  6\n",
      "Objective Function Value:  44.05156269002376 Total misclassified:  6\n",
      "Objective Function Value:  44.029138718038254 Total misclassified:  6\n",
      "Objective Function Value:  44.00675435803736 Total misclassified:  6\n",
      "Objective Function Value:  43.984409459954165 Total misclassified:  6\n",
      "Objective Function Value:  43.96210387459601 Total misclassified:  6\n",
      "Objective Function Value:  43.93983745363792 Total misclassified:  6\n",
      "Objective Function Value:  43.91761004961616 Total misclassified:  6\n",
      "Objective Function Value:  43.8954215159218 Total misclassified:  6\n",
      "Objective Function Value:  43.873271706794355 Total misclassified:  6\n",
      "Objective Function Value:  43.85116047731551 Total misclassified:  6\n",
      "Objective Function Value:  43.82908768340286 Total misclassified:  6\n",
      "Objective Function Value:  43.80705318180371 Total misclassified:  6\n",
      "Objective Function Value:  43.78505683008896 Total misclassified:  6\n",
      "Objective Function Value:  43.763098486647024 Total misclassified:  6\n",
      "Objective Function Value:  43.741178010677785 Total misclassified:  6\n",
      "Objective Function Value:  43.71929526218664 Total misclassified:  6\n",
      "Objective Function Value:  43.697450101978575 Total misclassified:  6\n",
      "Objective Function Value:  43.6756423916523 Total misclassified:  6\n",
      "Objective Function Value:  43.653871993594436 Total misclassified:  6\n",
      "Objective Function Value:  43.63213877097371 Total misclassified:  6\n",
      "Objective Function Value:  43.61044258773532 Total misclassified:  6\n",
      "Objective Function Value:  43.588783308595175 Total misclassified:  6\n",
      "Objective Function Value:  43.56716079903438 Total misclassified:  6\n",
      "Objective Function Value:  43.54557492529359 Total misclassified:  6\n",
      "Objective Function Value:  43.5240255543675 Total misclassified:  6\n",
      "Objective Function Value:  43.50251255399942 Total misclassified:  6\n",
      "Objective Function Value:  43.48103579267584 Total misclassified:  6\n",
      "Objective Function Value:  43.45959513962101 Total misclassified:  6\n",
      "Objective Function Value:  43.43819046479165 Total misclassified:  6\n",
      "Objective Function Value:  43.41682163887169 Total misclassified:  6\n",
      "Objective Function Value:  43.395488533266985 Total misclassified:  6\n",
      "Objective Function Value:  43.37419102010011 Total misclassified:  6\n",
      "Objective Function Value:  43.35292897220532 Total misclassified:  6\n",
      "Objective Function Value:  43.33170226312331 Total misclassified:  6\n",
      "Objective Function Value:  43.31051076709625 Total misclassified:  6\n",
      "Objective Function Value:  43.289354359062706 Total misclassified:  6\n",
      "Objective Function Value:  43.26823291465276 Total misclassified:  6\n",
      "Objective Function Value:  43.247146310182956 Total misclassified:  6\n",
      "Objective Function Value:  43.226094422651514 Total misclassified:  6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  43.205077129733446 Total misclassified:  6\n",
      "Objective Function Value:  43.184094309775745 Total misclassified:  6\n",
      "Objective Function Value:  43.16314584179262 Total misclassified:  6\n",
      "Objective Function Value:  43.14223160546081 Total misclassified:  6\n",
      "Objective Function Value:  43.121351481114836 Total misclassified:  6\n",
      "Objective Function Value:  43.10050534974241 Total misclassified:  6\n",
      "Objective Function Value:  43.07969309297984 Total misclassified:  6\n",
      "Objective Function Value:  43.05891459310738 Total misclassified:  6\n",
      "Objective Function Value:  43.03816973304483 Total misclassified:  6\n",
      "Objective Function Value:  43.017458396346925 Total misclassified:  6\n",
      "Objective Function Value:  42.99678046719899 Total misclassified:  6\n",
      "Objective Function Value:  42.97613583041241 Total misclassified:  6\n",
      "Objective Function Value:  42.95552437142038 Total misclassified:  6\n",
      "Objective Function Value:  42.9349459762735 Total misclassified:  6\n",
      "Objective Function Value:  42.91440053163542 Total misclassified:  6\n",
      "Objective Function Value:  42.893887924778696 Total misclassified:  6\n",
      "Objective Function Value:  42.873408043580454 Total misclassified:  6\n",
      "Objective Function Value:  42.852960776518245 Total misclassified:  6\n",
      "Objective Function Value:  42.83254601266586 Total misclassified:  6\n",
      "Objective Function Value:  42.81216364168923 Total misclassified:  6\n",
      "Objective Function Value:  42.7918135538423 Total misclassified:  6\n",
      "Objective Function Value:  42.77149563996299 Total misclassified:  6\n",
      "Objective Function Value:  42.75120979146918 Total misclassified:  6\n",
      "Objective Function Value:  42.73095590035468 Total misclassified:  6\n",
      "Objective Function Value:  42.71073385918532 Total misclassified:  6\n",
      "Objective Function Value:  42.690543561094984 Total misclassified:  6\n",
      "Objective Function Value:  42.67038489978176 Total misclassified:  6\n",
      "Objective Function Value:  42.650257769504 Total misclassified:  6\n",
      "Objective Function Value:  42.630162065076604 Total misclassified:  6\n",
      "Objective Function Value:  42.61009768186709 Total misclassified:  6\n",
      "Objective Function Value:  42.590064515791966 Total misclassified:  6\n",
      "Objective Function Value:  42.57006246331286 Total misclassified:  6\n",
      "Objective Function Value:  42.55009142143292 Total misclassified:  6\n",
      "Objective Function Value:  42.53015128769307 Total misclassified:  6\n",
      "Objective Function Value:  42.51024196016839 Total misclassified:  6\n",
      "Objective Function Value:  42.490363337464515 Total misclassified:  6\n",
      "Objective Function Value:  42.470515318714035 Total misclassified:  6\n",
      "Objective Function Value:  42.4506978035729 Total misclassified:  6\n",
      "Objective Function Value:  42.430910692216955 Total misclassified:  6\n",
      "Objective Function Value:  42.41115388533838 Total misclassified:  6\n",
      "Objective Function Value:  42.39142728414231 Total misclassified:  6\n",
      "Objective Function Value:  42.371730790343264 Total misclassified:  6\n",
      "Objective Function Value:  42.35206430616181 Total misclassified:  6\n",
      "Objective Function Value:  42.332427734321186 Total misclassified:  6\n",
      "Objective Function Value:  42.31282097804388 Total misclassified:  5\n",
      "Objective Function Value:  42.29324394104837 Total misclassified:  5\n",
      "Objective Function Value:  42.27369652754574 Total misclassified:  5\n",
      "Objective Function Value:  42.254178642236425 Total misclassified:  5\n",
      "Objective Function Value:  42.23469019030701 Total misclassified:  5\n",
      "Objective Function Value:  42.21523107742692 Total misclassified:  5\n",
      "Objective Function Value:  42.19580120974528 Total misclassified:  5\n",
      "Objective Function Value:  42.176400493887684 Total misclassified:  5\n",
      "Objective Function Value:  42.157028836953074 Total misclassified:  5\n",
      "Objective Function Value:  42.137686146510646 Total misclassified:  5\n",
      "Objective Function Value:  42.11837233059666 Total misclassified:  5\n",
      "Objective Function Value:  42.099087297711435 Total misclassified:  5\n",
      "Objective Function Value:  42.07983095681628 Total misclassified:  5\n",
      "Objective Function Value:  42.06060321733046 Total misclassified:  5\n",
      "Objective Function Value:  42.04140398912816 Total misclassified:  5\n",
      "Objective Function Value:  42.02223318253557 Total misclassified:  5\n",
      "Objective Function Value:  42.003090708327875 Total misclassified:  5\n",
      "Objective Function Value:  41.98397647772631 Total misclassified:  5\n",
      "Objective Function Value:  41.96489040239531 Total misclassified:  5\n",
      "Objective Function Value:  41.94583239443958 Total misclassified:  5\n",
      "Objective Function Value:  41.9268023664012 Total misclassified:  5\n",
      "Objective Function Value:  41.90780023125685 Total misclassified:  5\n",
      "Objective Function Value:  41.888825902414936 Total misclassified:  5\n",
      "Objective Function Value:  41.86987929371281 Total misclassified:  5\n",
      "Objective Function Value:  41.850960319413986 Total misclassified:  5\n",
      "Objective Function Value:  41.83206889420539 Total misclassified:  5\n",
      "Objective Function Value:  41.81320493319464 Total misclassified:  5\n",
      "Objective Function Value:  41.79436835190727 Total misclassified:  5\n",
      "Objective Function Value:  41.77555906628414 Total misclassified:  5\n",
      "Objective Function Value:  41.75677699267865 Total misclassified:  5\n",
      "Objective Function Value:  41.7380220478542 Total misclassified:  5\n",
      "Objective Function Value:  41.71929414898148 Total misclassified:  5\n",
      "Objective Function Value:  41.700593213635884 Total misclassified:  5\n",
      "Objective Function Value:  41.68191915979493 Total misclassified:  5\n",
      "Objective Function Value:  41.66327190583568 Total misclassified:  5\n",
      "Objective Function Value:  41.64465137053219 Total misclassified:  5\n",
      "Objective Function Value:  41.626057473053 Total misclassified:  5\n",
      "Objective Function Value:  41.60749013295859 Total misclassified:  5\n",
      "Objective Function Value:  41.58894927019888 Total misclassified:  5\n",
      "Objective Function Value:  41.570434805110835 Total misclassified:  5\n",
      "Objective Function Value:  41.55194665841593 Total misclassified:  5\n",
      "Objective Function Value:  41.53348475121771 Total misclassified:  5\n",
      "Objective Function Value:  41.515049004999454 Total misclassified:  5\n",
      "Objective Function Value:  41.49663934162171 Total misclassified:  5\n",
      "Objective Function Value:  41.47825568331991 Total misclassified:  5\n",
      "Objective Function Value:  41.459897952702065 Total misclassified:  5\n",
      "Objective Function Value:  41.441566072746376 Total misclassified:  5\n",
      "Objective Function Value:  41.423259966798895 Total misclassified:  5\n",
      "Objective Function Value:  41.404979558571284 Total misclassified:  5\n",
      "Objective Function Value:  41.386724772138436 Total misclassified:  5\n",
      "Objective Function Value:  41.368495531936276 Total misclassified:  5\n",
      "Objective Function Value:  41.35029176275946 Total misclassified:  5\n",
      "Objective Function Value:  41.332113389759144 Total misclassified:  5\n",
      "Objective Function Value:  41.313960338440765 Total misclassified:  5\n",
      "Objective Function Value:  41.29583253466187 Total misclassified:  5\n",
      "Objective Function Value:  41.27772990462984 Total misclassified:  5\n",
      "Objective Function Value:  41.25965237489979 Total misclassified:  5\n",
      "Objective Function Value:  41.2415998723724 Total misclassified:  5\n",
      "Objective Function Value:  41.22357232429176 Total misclassified:  5\n",
      "Objective Function Value:  41.205569658243235 Total misclassified:  5\n",
      "Objective Function Value:  41.187591802151395 Total misclassified:  5\n",
      "Objective Function Value:  41.169638684277885 Total misclassified:  5\n",
      "Objective Function Value:  41.15171023321936 Total misclassified:  5\n",
      "Objective Function Value:  41.133806377905415 Total misclassified:  5\n",
      "Objective Function Value:  41.115927047596564 Total misclassified:  5\n",
      "Objective Function Value:  41.09807217188217 Total misclassified:  5\n",
      "Objective Function Value:  41.080241680678455 Total misclassified:  5\n",
      "Objective Function Value:  41.06243550422651 Total misclassified:  5\n",
      "Objective Function Value:  41.04465357309026 Total misclassified:  5\n",
      "Objective Function Value:  41.02689581815453 Total misclassified:  5\n",
      "Objective Function Value:  41.009162170623085 Total misclassified:  5\n",
      "Objective Function Value:  40.991452562016676 Total misclassified:  5\n",
      "Objective Function Value:  40.97376692417111 Total misclassified:  5\n",
      "Objective Function Value:  40.956105189235345 Total misclassified:  5\n",
      "Objective Function Value:  40.93846728966958 Total misclassified:  5\n",
      "Objective Function Value:  40.92085315824336 Total misclassified:  5\n",
      "Objective Function Value:  40.90326272803374 Total misclassified:  5\n",
      "Objective Function Value:  40.885695932423374 Total misclassified:  5\n",
      "Objective Function Value:  40.86815270509871 Total misclassified:  5\n",
      "Objective Function Value:  40.85063298004812 Total misclassified:  5\n",
      "Objective Function Value:  40.83313669156013 Total misclassified:  5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  40.81566377422156 Total misclassified:  5\n",
      "Objective Function Value:  40.79821416291579 Total misclassified:  5\n",
      "Objective Function Value:  40.78078779282092 Total misclassified:  5\n",
      "Objective Function Value:  40.76338459940803 Total misclassified:  5\n",
      "Objective Function Value:  40.74600451843943 Total misclassified:  5\n",
      "Objective Function Value:  40.72864748596693 Total misclassified:  5\n",
      "Objective Function Value:  40.71131343833008 Total misclassified:  5\n",
      "Objective Function Value:  40.69400231215448 Total misclassified:  5\n",
      "Objective Function Value:  40.67671404435005 Total misclassified:  5\n",
      "Objective Function Value:  40.65944857210937 Total misclassified:  5\n",
      "Objective Function Value:  40.64220583290597 Total misclassified:  5\n",
      "Objective Function Value:  40.62498576449268 Total misclassified:  5\n",
      "Objective Function Value:  40.607788304899984 Total misclassified:  5\n",
      "Objective Function Value:  40.590613392434335 Total misclassified:  5\n",
      "Objective Function Value:  40.57346096567657 Total misclassified:  5\n",
      "Objective Function Value:  40.55633096348027 Total misclassified:  5\n",
      "Objective Function Value:  40.53922332497012 Total misclassified:  5\n",
      "Objective Function Value:  40.52213798954041 Total misclassified:  5\n",
      "Objective Function Value:  40.505074896853316 Total misclassified:  5\n",
      "Objective Function Value:  40.48803398683741 Total misclassified:  5\n",
      "Objective Function Value:  40.47101519968609 Total misclassified:  5\n",
      "Objective Function Value:  40.45401847585602 Total misclassified:  5\n",
      "Objective Function Value:  40.437043756065535 Total misclassified:  5\n",
      "Objective Function Value:  40.420090981293214 Total misclassified:  5\n",
      "Objective Function Value:  40.403160092776275 Total misclassified:  5\n",
      "Objective Function Value:  40.38625103200912 Total misclassified:  5\n",
      "Objective Function Value:  40.369363740741775 Total misclassified:  5\n",
      "Objective Function Value:  40.352498160978485 Total misclassified:  5\n",
      "Objective Function Value:  40.33565423497615 Total misclassified:  5\n",
      "Objective Function Value:  40.31883190524292 Total misclassified:  5\n",
      "Objective Function Value:  40.3020311145367 Total misclassified:  5\n",
      "Objective Function Value:  40.28525180586376 Total misclassified:  5\n",
      "Objective Function Value:  40.26849392247723 Total misclassified:  5\n",
      "Objective Function Value:  40.25175740787569 Total misclassified:  5\n",
      "Objective Function Value:  40.23504220580179 Total misclassified:  5\n",
      "Objective Function Value:  40.21834826024083 Total misclassified:  5\n",
      "Objective Function Value:  40.201675515419325 Total misclassified:  5\n",
      "Objective Function Value:  40.18502391580367 Total misclassified:  5\n",
      "Objective Function Value:  40.168393406098716 Total misclassified:  5\n",
      "Objective Function Value:  40.151783931246456 Total misclassified:  5\n",
      "Objective Function Value:  40.13519543642462 Total misclassified:  5\n",
      "Objective Function Value:  40.11862786704533 Total misclassified:  5\n",
      "Objective Function Value:  40.102081168753806 Total misclassified:  5\n",
      "Objective Function Value:  40.08555528742697 Total misclassified:  5\n",
      "Objective Function Value:  40.0690501691722 Total misclassified:  5\n",
      "Objective Function Value:  40.05256576032592 Total misclassified:  5\n",
      "Objective Function Value:  40.0361020074524 Total misclassified:  5\n",
      "Objective Function Value:  40.01965885734239 Total misclassified:  5\n",
      "Objective Function Value:  40.003236257011885 Total misclassified:  5\n",
      "Objective Function Value:  39.9868341537008 Total misclassified:  5\n",
      "Objective Function Value:  39.970452494871736 Total misclassified:  5\n",
      "Objective Function Value:  39.954091228208725 Total misclassified:  5\n",
      "Objective Function Value:  39.937750301615935 Total misclassified:  5\n",
      "Objective Function Value:  39.9214296632165 Total misclassified:  5\n",
      "Objective Function Value:  39.905129261351235 Total misclassified:  5\n",
      "Objective Function Value:  39.8888490445774 Total misclassified:  5\n",
      "Objective Function Value:  39.87258896166754 Total misclassified:  5\n",
      "Objective Function Value:  39.85634896160822 Total misclassified:  5\n",
      "Objective Function Value:  39.84012899359888 Total misclassified:  5\n",
      "Objective Function Value:  39.82392900705058 Total misclassified:  5\n",
      "Objective Function Value:  39.80774895158488 Total misclassified:  5\n",
      "Objective Function Value:  39.79158877703259 Total misclassified:  5\n",
      "Objective Function Value:  39.77544843343271 Total misclassified:  5\n",
      "Objective Function Value:  39.759327871031154 Total misclassified:  5\n",
      "Objective Function Value:  39.74322704027967 Total misclassified:  5\n",
      "Objective Function Value:  39.72714589183468 Total misclassified:  5\n",
      "Objective Function Value:  39.711084376556144 Total misclassified:  5\n",
      "Objective Function Value:  39.69504244550641 Total misclassified:  5\n",
      "Objective Function Value:  39.679020049949116 Total misclassified:  5\n",
      "Objective Function Value:  39.66301714134809 Total misclassified:  5\n",
      "Objective Function Value:  39.64703367136622 Total misclassified:  5\n",
      "Objective Function Value:  39.631069591864346 Total misclassified:  5\n",
      "Objective Function Value:  39.61512485490019 Total misclassified:  5\n",
      "Objective Function Value:  39.599199412727245 Total misclassified:  5\n",
      "Objective Function Value:  39.58329321779375 Total misclassified:  5\n",
      "Objective Function Value:  39.56740622274159 Total misclassified:  5\n",
      "Objective Function Value:  39.5515383804052 Total misclassified:  5\n",
      "Objective Function Value:  39.53568964381057 Total misclassified:  5\n",
      "Objective Function Value:  39.51985996617413 Total misclassified:  5\n",
      "Objective Function Value:  39.50404930090181 Total misclassified:  5\n",
      "Objective Function Value:  39.4882576015879 Total misclassified:  5\n",
      "Objective Function Value:  39.47248482201404 Total misclassified:  5\n",
      "Objective Function Value:  39.45673091614828 Total misclassified:  5\n",
      "Objective Function Value:  39.44099583814398 Total misclassified:  5\n",
      "Objective Function Value:  39.42527954233883 Total misclassified:  5\n",
      "Objective Function Value:  39.409581983253844 Total misclassified:  5\n",
      "Objective Function Value:  39.39390311559241 Total misclassified:  5\n",
      "Objective Function Value:  39.37824289423922 Total misclassified:  5\n",
      "Objective Function Value:  39.36260127425936 Total misclassified:  5\n",
      "Objective Function Value:  39.34697821089732 Total misclassified:  5\n",
      "Objective Function Value:  39.33137365957597 Total misclassified:  5\n",
      "Objective Function Value:  39.31578757589569 Total misclassified:  5\n",
      "Objective Function Value:  39.300219915633356 Total misclassified:  5\n",
      "Objective Function Value:  39.28467063474139 Total misclassified:  5\n",
      "Objective Function Value:  39.26913968934683 Total misclassified:  5\n",
      "Objective Function Value:  39.25362703575041 Total misclassified:  5\n",
      "Objective Function Value:  39.238132630425596 Total misclassified:  5\n",
      "Objective Function Value:  39.222656430017665 Total misclassified:  5\n",
      "Objective Function Value:  39.20719839134284 Total misclassified:  5\n",
      "Objective Function Value:  39.19175847138729 Total misclassified:  5\n",
      "Objective Function Value:  39.176336627306306 Total misclassified:  5\n",
      "Objective Function Value:  39.16093281642331 Total misclassified:  5\n",
      "Objective Function Value:  39.14554699622908 Total misclassified:  5\n",
      "Objective Function Value:  39.13017912438073 Total misclassified:  5\n",
      "Objective Function Value:  39.11482915870092 Total misclassified:  5\n",
      "Objective Function Value:  39.09949705717695 Total misclassified:  5\n",
      "Objective Function Value:  39.084182777959874 Total misclassified:  5\n",
      "Objective Function Value:  39.06888627936364 Total misclassified:  5\n",
      "Objective Function Value:  39.05360751986424 Total misclassified:  5\n",
      "Objective Function Value:  39.03834645809886 Total misclassified:  5\n",
      "Objective Function Value:  39.02310305286498 Total misclassified:  5\n",
      "Objective Function Value:  39.007877263119624 Total misclassified:  5\n",
      "Objective Function Value:  38.9926690479784 Total misclassified:  5\n",
      "Objective Function Value:  38.97747836671478 Total misclassified:  5\n",
      "Objective Function Value:  38.962305178759195 Total misclassified:  5\n",
      "Objective Function Value:  38.947149443698244 Total misclassified:  5\n",
      "Objective Function Value:  38.932011121273874 Total misclassified:  5\n",
      "Objective Function Value:  38.916890171382555 Total misclassified:  5\n",
      "Objective Function Value:  38.9017865540745 Total misclassified:  5\n",
      "Objective Function Value:  38.886700229552815 Total misclassified:  5\n",
      "Objective Function Value:  38.87163115817276 Total misclassified:  5\n",
      "Objective Function Value:  38.85657930044093 Total misclassified:  5\n",
      "Objective Function Value:  38.84154461701442 Total misclassified:  5\n",
      "Objective Function Value:  38.82652706870013 Total misclassified:  5\n",
      "Objective Function Value:  38.811526616453946 Total misclassified:  5\n",
      "Objective Function Value:  38.796543221379935 Total misclassified:  5\n",
      "Objective Function Value:  38.781576844729656 Total misclassified:  5\n",
      "Objective Function Value:  38.766627447901314 Total misclassified:  5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  38.751694992439056 Total misclassified:  5\n",
      "Objective Function Value:  38.736779440032194 Total misclassified:  5\n",
      "Objective Function Value:  38.72188075251447 Total misclassified:  5\n",
      "Objective Function Value:  38.70699889186332 Total misclassified:  5\n",
      "Objective Function Value:  38.6921338201991 Total misclassified:  5\n",
      "Objective Function Value:  38.67728549978438 Total misclassified:  5\n",
      "Objective Function Value:  38.662453893023226 Total misclassified:  5\n",
      "Objective Function Value:  38.64763896246042 Total misclassified:  5\n",
      "Objective Function Value:  38.63284067078083 Total misclassified:  5\n",
      "Objective Function Value:  38.6180589808086 Total misclassified:  5\n",
      "Objective Function Value:  38.603293855506465 Total misclassified:  5\n",
      "Objective Function Value:  38.58854525797513 Total misclassified:  5\n",
      "Objective Function Value:  38.573813151452406 Total misclassified:  5\n",
      "Objective Function Value:  38.55909749931267 Total misclassified:  5\n",
      "Objective Function Value:  38.54439826506608 Total misclassified:  5\n",
      "Objective Function Value:  38.52971541235787 Total misclassified:  5\n",
      "Objective Function Value:  38.51504890496777 Total misclassified:  5\n",
      "Objective Function Value:  38.5003987068092 Total misclassified:  5\n",
      "Objective Function Value:  38.48576478192869 Total misclassified:  5\n",
      "Objective Function Value:  38.47114709450513 Total misclassified:  5\n",
      "Objective Function Value:  38.45654560884918 Total misclassified:  5\n",
      "Objective Function Value:  38.441960289402516 Total misclassified:  5\n",
      "Objective Function Value:  38.42739110073725 Total misclassified:  5\n",
      "Objective Function Value:  38.41283800755524 Total misclassified:  5\n",
      "Objective Function Value:  38.39830097468743 Total misclassified:  5\n",
      "Objective Function Value:  38.38377996709322 Total misclassified:  5\n",
      "Objective Function Value:  38.36927494985978 Total misclassified:  5\n",
      "Objective Function Value:  38.35478588820149 Total misclassified:  5\n",
      "Objective Function Value:  38.34031274745923 Total misclassified:  5\n",
      "Objective Function Value:  38.325855493099766 Total misclassified:  5\n",
      "Objective Function Value:  38.31141409071513 Total misclassified:  5\n",
      "Objective Function Value:  38.296988506022046 Total misclassified:  5\n",
      "Objective Function Value:  38.28257870486115 Total misclassified:  5\n",
      "Objective Function Value:  38.268184653196585 Total misclassified:  5\n",
      "Objective Function Value:  38.25380631711522 Total misclassified:  5\n",
      "Objective Function Value:  38.23944366282612 Total misclassified:  5\n",
      "Objective Function Value:  38.22509665665992 Total misclassified:  5\n",
      "Objective Function Value:  38.21076526506823 Total misclassified:  5\n",
      "Objective Function Value:  38.196449454623036 Total misclassified:  5\n",
      "Objective Function Value:  38.18214919201608 Total misclassified:  5\n",
      "Objective Function Value:  38.16786444405829 Total misclassified:  5\n",
      "Objective Function Value:  38.15359517767922 Total misclassified:  5\n",
      "Objective Function Value:  38.139341359926405 Total misclassified:  5\n",
      "Objective Function Value:  38.12510295796483 Total misclassified:  5\n",
      "Objective Function Value:  38.11087993907631 Total misclassified:  5\n",
      "Objective Function Value:  38.096672270658964 Total misclassified:  5\n",
      "Objective Function Value:  38.08247992022663 Total misclassified:  5\n",
      "Objective Function Value:  38.06830285540825 Total misclassified:  5\n",
      "Objective Function Value:  38.05414104394738 Total misclassified:  5\n",
      "Objective Function Value:  38.03999445370159 Total misclassified:  5\n",
      "Objective Function Value:  38.02586305264188 Total misclassified:  5\n",
      "Objective Function Value:  38.011746808852216 Total misclassified:  5\n",
      "Objective Function Value:  37.99764569052886 Total misclassified:  5\n",
      "Objective Function Value:  37.98355966597994 Total misclassified:  5\n",
      "Objective Function Value:  37.96948870362482 Total misclassified:  5\n",
      "Objective Function Value:  37.95543277199361 Total misclassified:  5\n",
      "Objective Function Value:  37.941391839726585 Total misclassified:  5\n",
      "Objective Function Value:  37.9273658755737 Total misclassified:  5\n",
      "Objective Function Value:  37.91335484839405 Total misclassified:  5\n",
      "Objective Function Value:  37.89935872715528 Total misclassified:  5\n",
      "Objective Function Value:  37.88537748093316 Total misclassified:  5\n",
      "Objective Function Value:  37.87141107891097 Total misclassified:  5\n",
      "Objective Function Value:  37.85745949037906 Total misclassified:  5\n",
      "Objective Function Value:  37.84352268473427 Total misclassified:  5\n",
      "Objective Function Value:  37.829600631479465 Total misclassified:  5\n",
      "Objective Function Value:  37.815693300223 Total misclassified:  5\n",
      "Objective Function Value:  37.80180066067824 Total misclassified:  5\n",
      "Objective Function Value:  37.78792268266301 Total misclassified:  5\n",
      "Objective Function Value:  37.77405933609913 Total misclassified:  5\n",
      "Objective Function Value:  37.760210591011926 Total misclassified:  5\n",
      "Objective Function Value:  37.7463764175297 Total misclassified:  5\n",
      "Objective Function Value:  37.732556785883276 Total misclassified:  5\n",
      "Objective Function Value:  37.718751666405495 Total misclassified:  5\n",
      "Objective Function Value:  37.70496102953072 Total misclassified:  5\n",
      "Objective Function Value:  37.69118484579437 Total misclassified:  5\n",
      "Objective Function Value:  37.67742308583241 Total misclassified:  5\n",
      "Objective Function Value:  37.66367572038092 Total misclassified:  5\n",
      "Objective Function Value:  37.64994272027558 Total misclassified:  5\n",
      "Objective Function Value:  37.63622405645125 Total misclassified:  5\n",
      "Objective Function Value:  37.622519699941414 Total misclassified:  5\n",
      "Objective Function Value:  37.6088296218778 Total misclassified:  5\n",
      "Objective Function Value:  37.595153793489864 Total misclassified:  5\n",
      "Objective Function Value:  37.58149218610436 Total misclassified:  5\n",
      "Objective Function Value:  37.56784477114488 Total misclassified:  5\n",
      "Objective Function Value:  37.554211520131346 Total misclassified:  5\n",
      "Objective Function Value:  37.54059240467963 Total misclassified:  5\n",
      "Objective Function Value:  37.526987396501085 Total misclassified:  5\n",
      "Objective Function Value:  37.51339646740206 Total misclassified:  5\n",
      "Objective Function Value:  37.49981958928348 Total misclassified:  5\n",
      "Objective Function Value:  37.48625673414042 Total misclassified:  5\n",
      "Objective Function Value:  37.47270787406164 Total misclassified:  5\n",
      "Objective Function Value:  37.459172981229145 Total misclassified:  5\n",
      "Objective Function Value:  37.445652027917774 Total misclassified:  5\n",
      "Objective Function Value:  37.43214498649476 Total misclassified:  5\n",
      "Objective Function Value:  37.41865182941929 Total misclassified:  5\n",
      "Objective Function Value:  37.40517252924208 Total misclassified:  5\n",
      "Objective Function Value:  37.39170705860495 Total misclassified:  5\n",
      "Objective Function Value:  37.37825539024042 Total misclassified:  5\n",
      "Objective Function Value:  37.364817496971234 Total misclassified:  5\n",
      "Objective Function Value:  37.351393351710044 Total misclassified:  5\n",
      "Objective Function Value:  37.33798292745887 Total misclassified:  5\n",
      "Objective Function Value:  37.324586197308804 Total misclassified:  5\n",
      "Objective Function Value:  37.31120313443952 Total misclassified:  5\n",
      "Objective Function Value:  37.29783371211887 Total misclassified:  5\n",
      "Objective Function Value:  37.28447790370256 Total misclassified:  5\n",
      "Objective Function Value:  37.27113568263361 Total misclassified:  5\n",
      "Objective Function Value:  37.257807022442094 Total misclassified:  5\n",
      "Objective Function Value:  37.24449189674463 Total misclassified:  5\n",
      "Objective Function Value:  37.231190279244046 Total misclassified:  5\n",
      "Objective Function Value:  37.217902143729 Total misclassified:  5\n",
      "Objective Function Value:  37.20462746407348 Total misclassified:  5\n",
      "Objective Function Value:  37.19136621423655 Total misclassified:  5\n",
      "Objective Function Value:  37.1781183682619 Total misclassified:  5\n",
      "Objective Function Value:  37.16488390027743 Total misclassified:  5\n",
      "Objective Function Value:  37.15166278449492 Total misclassified:  5\n",
      "Objective Function Value:  37.138454995209614 Total misclassified:  5\n",
      "Objective Function Value:  37.12526050679987 Total misclassified:  5\n",
      "Objective Function Value:  37.112079293726765 Total misclassified:  5\n",
      "Objective Function Value:  37.0989113305337 Total misclassified:  5\n",
      "Objective Function Value:  37.085756591846064 Total misclassified:  5\n",
      "Objective Function Value:  37.072615052370864 Total misclassified:  5\n",
      "Objective Function Value:  37.05948668689631 Total misclassified:  5\n",
      "Objective Function Value:  37.04637147029148 Total misclassified:  5\n",
      "Objective Function Value:  37.033269377505995 Total misclassified:  5\n",
      "Objective Function Value:  37.02018038356956 Total misclassified:  5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  37.00710446359169 Total misclassified:  5\n",
      "Objective Function Value:  36.99404159276132 Total misclassified:  5\n",
      "Objective Function Value:  36.98099174634645 Total misclassified:  5\n",
      "Objective Function Value:  36.96795489969376 Total misclassified:  5\n",
      "Objective Function Value:  36.954931028228316 Total misclassified:  5\n",
      "Objective Function Value:  36.94192010745319 Total misclassified:  5\n",
      "Objective Function Value:  36.928922112949095 Total misclassified:  5\n",
      "Objective Function Value:  36.91593702037406 Total misclassified:  5\n",
      "Objective Function Value:  36.902964805463085 Total misclassified:  5\n",
      "Objective Function Value:  36.89000544402779 Total misclassified:  5\n",
      "Objective Function Value:  36.87705891195607 Total misclassified:  5\n",
      "Objective Function Value:  36.86412518521176 Total misclassified:  5\n",
      "Objective Function Value:  36.851204239834324 Total misclassified:  5\n",
      "Objective Function Value:  36.83829605193846 Total misclassified:  5\n",
      "Objective Function Value:  36.82540059771382 Total misclassified:  5\n",
      "Objective Function Value:  36.812517853424666 Total misclassified:  5\n",
      "Objective Function Value:  36.79964779540953 Total misclassified:  5\n",
      "Objective Function Value:  36.786790400080875 Total misclassified:  5\n",
      "Objective Function Value:  36.773945643924804 Total misclassified:  5\n",
      "Objective Function Value:  36.7611135035007 Total misclassified:  5\n",
      "Objective Function Value:  36.74829395544093 Total misclassified:  5\n",
      "Objective Function Value:  36.7354869764505 Total misclassified:  5\n",
      "Objective Function Value:  36.72269254330677 Total misclassified:  5\n",
      "Objective Function Value:  36.70991063285908 Total misclassified:  5\n",
      "Objective Function Value:  36.69714122202849 Total misclassified:  5\n",
      "Objective Function Value:  36.68438428780745 Total misclassified:  5\n",
      "Objective Function Value:  36.67163980725947 Total misclassified:  5\n",
      "Objective Function Value:  36.65890775751882 Total misclassified:  5\n",
      "Objective Function Value:  36.646188115790224 Total misclassified:  5\n",
      "Objective Function Value:  36.63348085934857 Total misclassified:  5\n",
      "Objective Function Value:  36.62078596553858 Total misclassified:  5\n",
      "Objective Function Value:  36.608103411774465 Total misclassified:  5\n",
      "Objective Function Value:  36.59543317553974 Total misclassified:  5\n",
      "Objective Function Value:  36.5827752343868 Total misclassified:  5\n",
      "Objective Function Value:  36.5701295659367 Total misclassified:  5\n",
      "Objective Function Value:  36.55749614787883 Total misclassified:  5\n",
      "Objective Function Value:  36.544874957970606 Total misclassified:  5\n",
      "Objective Function Value:  36.5322659740372 Total misclassified:  5\n",
      "Objective Function Value:  36.51966917397124 Total misclassified:  5\n",
      "Objective Function Value:  36.50708453573249 Total misclassified:  5\n",
      "Objective Function Value:  36.49451203734764 Total misclassified:  5\n",
      "Objective Function Value:  36.481951656909914 Total misclassified:  5\n",
      "Objective Function Value:  36.46940337257886 Total misclassified:  5\n",
      "Objective Function Value:  36.456867162580025 Total misclassified:  5\n",
      "Objective Function Value:  36.4443430052047 Total misclassified:  5\n",
      "Objective Function Value:  36.43183087880961 Total misclassified:  5\n",
      "Objective Function Value:  36.41933076181668 Total misclassified:  5\n",
      "Objective Function Value:  36.40684263271267 Total misclassified:  5\n",
      "Objective Function Value:  36.394366470049 Total misclassified:  5\n",
      "Objective Function Value:  36.38190225244139 Total misclassified:  5\n",
      "Objective Function Value:  36.36944995856966 Total misclassified:  5\n",
      "Objective Function Value:  36.357009567177386 Total misclassified:  5\n",
      "Objective Function Value:  36.344581057071665 Total misclassified:  5\n",
      "Objective Function Value:  36.332164407122846 Total misclassified:  5\n",
      "Objective Function Value:  36.31975959626428 Total misclassified:  5\n",
      "Objective Function Value:  36.30736660349197 Total misclassified:  5\n",
      "Objective Function Value:  36.29498540786443 Total misclassified:  5\n",
      "Objective Function Value:  36.282615988502315 Total misclassified:  5\n",
      "Objective Function Value:  36.2702583245882 Total misclassified:  5\n",
      "Objective Function Value:  36.25791239536633 Total misclassified:  5\n",
      "Objective Function Value:  36.245578180142346 Total misclassified:  5\n",
      "Objective Function Value:  36.233255658283014 Total misclassified:  5\n",
      "Objective Function Value:  36.22094480921598 Total misclassified:  5\n",
      "Objective Function Value:  36.20864561242952 Total misclassified:  5\n",
      "Objective Function Value:  36.19635804747228 Total misclassified:  5\n",
      "Objective Function Value:  36.184082093953016 Total misclassified:  5\n",
      "Objective Function Value:  36.17181773154036 Total misclassified:  5\n",
      "Objective Function Value:  36.15956493996252 Total misclassified:  5\n",
      "Objective Function Value:  36.14732369900712 Total misclassified:  5\n",
      "Objective Function Value:  36.13509398852086 Total misclassified:  5\n",
      "Objective Function Value:  36.12287578840931 Total misclassified:  5\n",
      "Objective Function Value:  36.110669078636676 Total misclassified:  5\n",
      "Objective Function Value:  36.09847383922555 Total misclassified:  5\n",
      "Objective Function Value:  36.08629005025661 Total misclassified:  5\n",
      "Objective Function Value:  36.07411769186851 Total misclassified:  5\n",
      "Objective Function Value:  36.06195674425747 Total misclassified:  5\n",
      "Objective Function Value:  36.04980718767718 Total misclassified:  5\n",
      "Objective Function Value:  36.03766900243848 Total misclassified:  5\n",
      "Objective Function Value:  36.025542168909155 Total misclassified:  5\n",
      "Objective Function Value:  36.01342666751371 Total misclassified:  5\n",
      "Objective Function Value:  36.00132247873307 Total misclassified:  5\n",
      "Objective Function Value:  35.98922958310447 Total misclassified:  5\n",
      "Objective Function Value:  35.977147961221064 Total misclassified:  5\n",
      "Objective Function Value:  35.96507759373185 Total misclassified:  5\n",
      "Objective Function Value:  35.95301846134133 Total misclassified:  5\n",
      "Objective Function Value:  35.94097054480932 Total misclassified:  5\n",
      "Objective Function Value:  35.92893382495076 Total misclassified:  5\n",
      "Objective Function Value:  35.916908282635404 Total misclassified:  5\n",
      "Objective Function Value:  35.90489389878768 Total misclassified:  5\n",
      "Objective Function Value:  35.892890654386406 Total misclassified:  5\n",
      "Objective Function Value:  35.880898530464606 Total misclassified:  5\n",
      "Objective Function Value:  35.86891750810926 Total misclassified:  5\n",
      "Objective Function Value:  35.856947568461116 Total misclassified:  5\n",
      "Objective Function Value:  35.84498869271443 Total misclassified:  5\n",
      "Objective Function Value:  35.83304086211679 Total misclassified:  5\n",
      "Objective Function Value:  35.82110405796887 Total misclassified:  5\n",
      "Objective Function Value:  35.80917826162422 Total misclassified:  5\n",
      "Objective Function Value:  35.79726345448905 Total misclassified:  5\n",
      "Objective Function Value:  35.78535961802204 Total misclassified:  5\n",
      "Objective Function Value:  35.7734667337341 Total misclassified:  5\n",
      "Objective Function Value:  35.761584783188155 Total misclassified:  5\n",
      "Objective Function Value:  35.74971374799897 Total misclassified:  5\n",
      "Objective Function Value:  35.7378536098329 Total misclassified:  5\n",
      "Objective Function Value:  35.726004350407706 Total misclassified:  5\n",
      "Objective Function Value:  35.71416595149233 Total misclassified:  5\n",
      "Objective Function Value:  35.70233839490672 Total misclassified:  5\n",
      "Objective Function Value:  35.6905216625216 Total misclassified:  5\n",
      "Objective Function Value:  35.678715736258255 Total misclassified:  5\n",
      "Objective Function Value:  35.66692059808837 Total misclassified:  5\n",
      "Objective Function Value:  35.655136230033776 Total misclassified:  5\n",
      "Objective Function Value:  35.6433626141663 Total misclassified:  5\n",
      "Objective Function Value:  35.63159973260752 Total misclassified:  5\n",
      "Objective Function Value:  35.619847567528595 Total misclassified:  5\n",
      "Objective Function Value:  35.60810610115007 Total misclassified:  5\n",
      "Objective Function Value:  35.59637531574164 Total misclassified:  5\n",
      "Objective Function Value:  35.58465519362201 Total misclassified:  5\n",
      "Objective Function Value:  35.57294571715866 Total misclassified:  5\n",
      "Objective Function Value:  35.561246868767654 Total misclassified:  5\n",
      "Objective Function Value:  35.54955863091348 Total misclassified:  5\n",
      "Objective Function Value:  35.5378809861088 Total misclassified:  5\n",
      "Objective Function Value:  35.52621391691433 Total misclassified:  5\n",
      "Objective Function Value:  35.51455740593859 Total misclassified:  5\n",
      "Objective Function Value:  35.50291143583773 Total misclassified:  5\n",
      "Objective Function Value:  35.491275989315376 Total misclassified:  5\n",
      "Objective Function Value:  35.479651049122396 Total misclassified:  5\n",
      "Objective Function Value:  35.46803659805674 Total misclassified:  5\n",
      "Objective Function Value:  35.45643261896325 Total misclassified:  5\n",
      "Objective Function Value:  35.44483909473347 Total misclassified:  5\n",
      "Objective Function Value:  35.43325600830546 Total misclassified:  5\n",
      "Objective Function Value:  35.42168334266364 Total misclassified:  5\n",
      "Objective Function Value:  35.410121080838564 Total misclassified:  5\n",
      "Objective Function Value:  35.39856920590678 Total misclassified:  5\n",
      "Objective Function Value:  35.38702770099063 Total misclassified:  5\n",
      "Objective Function Value:  35.375496549258074 Total misclassified:  5\n",
      "Objective Function Value:  35.36397573392249 Total misclassified:  5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  35.35246523824256 Total misclassified:  5\n",
      "Objective Function Value:  35.34096504552201 Total misclassified:  5\n",
      "Objective Function Value:  35.32947513910951 Total misclassified:  5\n",
      "Objective Function Value:  35.317995502398446 Total misclassified:  5\n",
      "Objective Function Value:  35.306526118826774 Total misclassified:  5\n",
      "Objective Function Value:  35.295066971876835 Total misclassified:  5\n",
      "Objective Function Value:  35.28361804507519 Total misclassified:  5\n",
      "Objective Function Value:  35.27217932199244 Total misclassified:  5\n",
      "Objective Function Value:  35.26075078624306 Total misclassified:  5\n",
      "Objective Function Value:  35.249332421485235 Total misclassified:  5\n",
      "Objective Function Value:  35.237924211420705 Total misclassified:  5\n",
      "Objective Function Value:  35.226526139794544 Total misclassified:  5\n",
      "Objective Function Value:  35.21513819039504 Total misclassified:  5\n",
      "Objective Function Value:  35.20376034705353 Total misclassified:  5\n",
      "Objective Function Value:  35.192392593644215 Total misclassified:  5\n",
      "Objective Function Value:  35.18103491408398 Total misclassified:  5\n",
      "Objective Function Value:  35.169687292332284 Total misclassified:  5\n",
      "Objective Function Value:  35.158349712390944 Total misclassified:  5\n",
      "Objective Function Value:  35.147022158304 Total misclassified:  5\n",
      "Objective Function Value:  35.13570461415752 Total misclassified:  5\n",
      "Objective Function Value:  35.12439706407951 Total misclassified:  5\n",
      "Objective Function Value:  35.113099492239684 Total misclassified:  5\n",
      "Objective Function Value:  35.10181188284935 Total misclassified:  5\n",
      "Objective Function Value:  35.090534220161175 Total misclassified:  5\n",
      "Objective Function Value:  35.07926648846916 Total misclassified:  5\n",
      "Objective Function Value:  35.06800867210837 Total misclassified:  5\n",
      "Objective Function Value:  35.0567607554548 Total misclassified:  4\n",
      "Objective Function Value:  35.04552272292526 Total misclassified:  4\n",
      "Objective Function Value:  35.034294558977194 Total misclassified:  4\n",
      "Objective Function Value:  35.023076248108524 Total misclassified:  4\n",
      "Objective Function Value:  35.01186777485749 Total misclassified:  4\n",
      "Objective Function Value:  35.000669123802496 Total misclassified:  4\n",
      "Objective Function Value:  34.98948027956203 Total misclassified:  4\n",
      "Objective Function Value:  34.978301226794386 Total misclassified:  4\n",
      "Objective Function Value:  34.96713195019761 Total misclassified:  4\n",
      "Objective Function Value:  34.955972434509334 Total misclassified:  4\n",
      "Objective Function Value:  34.94482266450658 Total misclassified:  4\n",
      "Objective Function Value:  34.93368262500568 Total misclassified:  4\n",
      "Objective Function Value:  34.92255230086207 Total misclassified:  4\n",
      "Objective Function Value:  34.91143167697019 Total misclassified:  4\n",
      "Objective Function Value:  34.90032073826331 Total misclassified:  4\n",
      "Objective Function Value:  34.88921946971337 Total misclassified:  4\n",
      "Objective Function Value:  34.8781278563309 Total misclassified:  4\n",
      "Objective Function Value:  34.86704588316479 Total misclassified:  4\n",
      "Objective Function Value:  34.855973535302205 Total misclassified:  4\n",
      "Objective Function Value:  34.84491079786845 Total misclassified:  4\n",
      "Objective Function Value:  34.83385765602677 Total misclassified:  4\n",
      "Objective Function Value:  34.82281409497826 Total misclassified:  4\n",
      "Objective Function Value:  34.811780099961716 Total misclassified:  4\n",
      "Objective Function Value:  34.80075565625348 Total misclassified:  4\n",
      "Objective Function Value:  34.789740749167294 Total misclassified:  4\n",
      "Objective Function Value:  34.778735364054214 Total misclassified:  4\n",
      "Objective Function Value:  34.76773948630238 Total misclassified:  4\n",
      "Objective Function Value:  34.756753101337004 Total misclassified:  4\n",
      "Objective Function Value:  34.74577619462009 Total misclassified:  4\n",
      "Objective Function Value:  34.73480875165042 Total misclassified:  4\n",
      "Objective Function Value:  34.72385075796335 Total misclassified:  4\n",
      "Objective Function Value:  34.712902199130696 Total misclassified:  4\n",
      "Objective Function Value:  34.701963060760605 Total misclassified:  4\n",
      "Objective Function Value:  34.691033328497404 Total misclassified:  4\n",
      "Objective Function Value:  34.68011298802149 Total misclassified:  4\n",
      "Objective Function Value:  34.66920202504918 Total misclassified:  4\n",
      "Objective Function Value:  34.658300425332584 Total misclassified:  4\n",
      "Objective Function Value:  34.64740817465949 Total misclassified:  4\n",
      "Objective Function Value:  34.63652525885319 Total misclassified:  4\n",
      "Objective Function Value:  34.62565166377242 Total misclassified:  4\n",
      "Objective Function Value:  34.61478737531116 Total misclassified:  4\n",
      "Objective Function Value:  34.60393237939854 Total misclassified:  4\n",
      "Objective Function Value:  34.59308666199874 Total misclassified:  4\n",
      "Objective Function Value:  34.58225020911078 Total misclassified:  4\n",
      "Objective Function Value:  34.571423006768484 Total misclassified:  4\n",
      "Objective Function Value:  34.560605041040304 Total misclassified:  4\n",
      "Objective Function Value:  34.549796298029186 Total misclassified:  4\n",
      "Objective Function Value:  34.5389967638725 Total misclassified:  4\n",
      "Objective Function Value:  34.52820642474185 Total misclassified:  4\n",
      "Objective Function Value:  34.517425266843006 Total misclassified:  4\n",
      "Objective Function Value:  34.50665327641571 Total misclassified:  4\n",
      "Objective Function Value:  34.49589043973366 Total misclassified:  4\n",
      "Objective Function Value:  34.48513674310426 Total misclassified:  4\n",
      "Objective Function Value:  34.47439217286863 Total misclassified:  4\n",
      "Objective Function Value:  34.46365671540138 Total misclassified:  4\n",
      "Objective Function Value:  34.45293035711053 Total misclassified:  4\n",
      "Objective Function Value:  34.44221308443739 Total misclassified:  4\n",
      "Objective Function Value:  34.431504883856455 Total misclassified:  4\n",
      "Objective Function Value:  34.42080574187526 Total misclassified:  4\n",
      "Objective Function Value:  34.41011564503428 Total misclassified:  4\n",
      "Objective Function Value:  34.39943457990681 Total misclassified:  4\n",
      "Objective Function Value:  34.38876253309883 Total misclassified:  4\n",
      "Objective Function Value:  34.37809949124889 Total misclassified:  4\n",
      "Objective Function Value:  34.367445441028046 Total misclassified:  4\n",
      "Objective Function Value:  34.35680036913966 Total misclassified:  4\n",
      "Objective Function Value:  34.34616426231937 Total misclassified:  4\n",
      "Objective Function Value:  34.335537107334915 Total misclassified:  4\n",
      "Objective Function Value:  34.32491889098603 Total misclassified:  4\n",
      "Objective Function Value:  34.31430960010436 Total misclassified:  4\n",
      "Objective Function Value:  34.303709221553326 Total misclassified:  4\n",
      "Objective Function Value:  34.29311774222801 Total misclassified:  4\n",
      "Objective Function Value:  34.282535149055086 Total misclassified:  4\n",
      "Objective Function Value:  34.27196142899262 Total misclassified:  4\n",
      "Objective Function Value:  34.261396569030026 Total misclassified:  4\n",
      "Objective Function Value:  34.25084055618799 Total misclassified:  4\n",
      "Objective Function Value:  34.24029337751824 Total misclassified:  4\n",
      "Objective Function Value:  34.229755020103575 Total misclassified:  4\n",
      "Objective Function Value:  34.219225471057634 Total misclassified:  4\n",
      "Objective Function Value:  34.20870471752488 Total misclassified:  4\n",
      "Objective Function Value:  34.19819274668044 Total misclassified:  4\n",
      "Objective Function Value:  34.187689545730024 Total misclassified:  4\n",
      "Objective Function Value:  34.177195101909795 Total misclassified:  4\n",
      "Objective Function Value:  34.166709402486276 Total misclassified:  4\n",
      "Objective Function Value:  34.156232434756255 Total misclassified:  4\n",
      "Objective Function Value:  34.145764186046655 Total misclassified:  4\n",
      "Objective Function Value:  34.135304643714456 Total misclassified:  4\n",
      "Objective Function Value:  34.124853795146564 Total misclassified:  4\n",
      "Objective Function Value:  34.11441162775971 Total misclassified:  4\n",
      "Objective Function Value:  34.10397812900037 Total misclassified:  4\n",
      "Objective Function Value:  34.09355328634465 Total misclassified:  4\n",
      "Objective Function Value:  34.083137087298184 Total misclassified:  4\n",
      "Objective Function Value:  34.07272951939599 Total misclassified:  4\n",
      "Objective Function Value:  34.06233057020246 Total misclassified:  4\n",
      "Objective Function Value:  34.05194022731118 Total misclassified:  4\n",
      "Objective Function Value:  34.04155847834483 Total misclassified:  4\n",
      "Objective Function Value:  34.031185310955166 Total misclassified:  4\n",
      "Objective Function Value:  34.02082071282281 Total misclassified:  4\n",
      "Objective Function Value:  34.01046467165723 Total misclassified:  4\n",
      "Objective Function Value:  34.00011717519661 Total misclassified:  4\n",
      "Objective Function Value:  33.98977821120773 Total misclassified:  4\n",
      "Objective Function Value:  33.97944776748593 Total misclassified:  4\n",
      "Objective Function Value:  33.96912583185495 Total misclassified:  4\n",
      "Objective Function Value:  33.95881239216688 Total misclassified:  4\n",
      "Objective Function Value:  33.948507436302016 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  33.9382109521688 Total misclassified:  4\n",
      "Objective Function Value:  33.92792292770371 Total misclassified:  4\n",
      "Objective Function Value:  33.917643350871174 Total misclassified:  4\n",
      "Objective Function Value:  33.90737220966346 Total misclassified:  4\n",
      "Objective Function Value:  33.89710949210059 Total misclassified:  4\n",
      "Objective Function Value:  33.88685518623025 Total misclassified:  4\n",
      "Objective Function Value:  33.87660928012768 Total misclassified:  4\n",
      "Objective Function Value:  33.86637176189561 Total misclassified:  4\n",
      "Objective Function Value:  33.85614261966411 Total misclassified:  4\n",
      "Objective Function Value:  33.84592184159058 Total misclassified:  4\n",
      "Objective Function Value:  33.83570941585959 Total misclassified:  4\n",
      "Objective Function Value:  33.825505330682816 Total misclassified:  4\n",
      "Objective Function Value:  33.81530957429894 Total misclassified:  4\n",
      "Objective Function Value:  33.80512213497356 Total misclassified:  4\n",
      "Objective Function Value:  33.79494300099911 Total misclassified:  4\n",
      "Objective Function Value:  33.78477216069477 Total misclassified:  4\n",
      "Objective Function Value:  33.774609602406336 Total misclassified:  4\n",
      "Objective Function Value:  33.76445531450619 Total misclassified:  4\n",
      "Objective Function Value:  33.754309285393184 Total misclassified:  4\n",
      "Objective Function Value:  33.74417150349253 Total misclassified:  4\n",
      "Objective Function Value:  33.734041957255755 Total misclassified:  4\n",
      "Objective Function Value:  33.72392063516055 Total misclassified:  4\n",
      "Objective Function Value:  33.7138075257108 Total misclassified:  4\n",
      "Objective Function Value:  33.70370261743632 Total misclassified:  4\n",
      "Objective Function Value:  33.693605898892955 Total misclassified:  4\n",
      "Objective Function Value:  33.68351735866235 Total misclassified:  4\n",
      "Objective Function Value:  33.67343698535194 Total misclassified:  4\n",
      "Objective Function Value:  33.66336476759486 Total misclassified:  4\n",
      "Objective Function Value:  33.65330069404979 Total misclassified:  4\n",
      "Objective Function Value:  33.64324475340101 Total misclassified:  4\n",
      "Objective Function Value:  33.63319693435815 Total misclassified:  4\n",
      "Objective Function Value:  33.62315722565623 Total misclassified:  4\n",
      "Objective Function Value:  33.6131256160555 Total misclassified:  4\n",
      "Objective Function Value:  33.603102094341416 Total misclassified:  4\n",
      "Objective Function Value:  33.593086649324526 Total misclassified:  4\n",
      "Objective Function Value:  33.583079269840376 Total misclassified:  4\n",
      "Objective Function Value:  33.573079944749445 Total misclassified:  4\n",
      "Objective Function Value:  33.56308866293706 Total misclassified:  4\n",
      "Objective Function Value:  33.55310541331333 Total misclassified:  4\n",
      "Objective Function Value:  33.54313018481302 Total misclassified:  4\n",
      "Objective Function Value:  33.53316296639553 Total misclassified:  4\n",
      "Objective Function Value:  33.523203747044754 Total misclassified:  4\n",
      "Objective Function Value:  33.51325251576903 Total misclassified:  4\n",
      "Objective Function Value:  33.50330926160109 Total misclassified:  4\n",
      "Objective Function Value:  33.49337397359791 Total misclassified:  4\n",
      "Objective Function Value:  33.4834466408407 Total misclassified:  4\n",
      "Objective Function Value:  33.47352725243478 Total misclassified:  4\n",
      "Objective Function Value:  33.46361579750951 Total misclassified:  4\n",
      "Objective Function Value:  33.45371226521823 Total misclassified:  4\n",
      "Objective Function Value:  33.44381664473816 Total misclassified:  4\n",
      "Objective Function Value:  33.43392892527035 Total misclassified:  4\n",
      "Objective Function Value:  33.42404909603955 Total misclassified:  4\n",
      "Objective Function Value:  33.414177146294215 Total misclassified:  4\n",
      "Objective Function Value:  33.40431306530633 Total misclassified:  4\n",
      "Objective Function Value:  33.39445684237143 Total misclassified:  4\n",
      "Objective Function Value:  33.38460846680845 Total misclassified:  4\n",
      "Objective Function Value:  33.37476792795968 Total misclassified:  4\n",
      "Objective Function Value:  33.36493521519071 Total misclassified:  4\n",
      "Objective Function Value:  33.35511031789031 Total misclassified:  4\n",
      "Objective Function Value:  33.345293225470364 Total misclassified:  4\n",
      "Objective Function Value:  33.33548392736587 Total misclassified:  4\n",
      "Objective Function Value:  33.32568241303473 Total misclassified:  4\n",
      "Objective Function Value:  33.31588867195782 Total misclassified:  4\n",
      "Objective Function Value:  33.30610269363879 Total misclassified:  4\n",
      "Objective Function Value:  33.29632446760408 Total misclassified:  4\n",
      "Objective Function Value:  33.286553983402825 Total misclassified:  4\n",
      "Objective Function Value:  33.27679123060675 Total misclassified:  4\n",
      "Objective Function Value:  33.26703619881013 Total misclassified:  4\n",
      "Objective Function Value:  33.257288877629705 Total misclassified:  4\n",
      "Objective Function Value:  33.24754925670463 Total misclassified:  4\n",
      "Objective Function Value:  33.23781732569637 Total misclassified:  4\n",
      "Objective Function Value:  33.22809307428864 Total misclassified:  4\n",
      "Objective Function Value:  33.21837649218735 Total misclassified:  4\n",
      "Objective Function Value:  33.208667569120536 Total misclassified:  4\n",
      "Objective Function Value:  33.19896629483826 Total misclassified:  4\n",
      "Objective Function Value:  33.18927265911255 Total misclassified:  4\n",
      "Objective Function Value:  33.17958665173737 Total misclassified:  4\n",
      "Objective Function Value:  33.169908262528494 Total misclassified:  4\n",
      "Objective Function Value:  33.16023748132346 Total misclassified:  4\n",
      "Objective Function Value:  33.15057429798153 Total misclassified:  4\n",
      "Objective Function Value:  33.14091870238356 Total misclassified:  4\n",
      "Objective Function Value:  33.13127068443198 Total misclassified:  4\n",
      "Objective Function Value:  33.121630234050734 Total misclassified:  4\n",
      "Objective Function Value:  33.111997341185166 Total misclassified:  4\n",
      "Objective Function Value:  33.10237199580198 Total misclassified:  4\n",
      "Objective Function Value:  33.092754187889184 Total misclassified:  4\n",
      "Objective Function Value:  33.083143907456005 Total misclassified:  4\n",
      "Objective Function Value:  33.073541144532825 Total misclassified:  4\n",
      "Objective Function Value:  33.06394588917111 Total misclassified:  4\n",
      "Objective Function Value:  33.054358131443365 Total misclassified:  4\n",
      "Objective Function Value:  33.04477786144305 Total misclassified:  4\n",
      "Objective Function Value:  33.035205069284515 Total misclassified:  4\n",
      "Objective Function Value:  33.02563974510295 Total misclassified:  4\n",
      "Objective Function Value:  33.0160818790543 Total misclassified:  4\n",
      "Objective Function Value:  33.006531461315205 Total misclassified:  4\n",
      "Objective Function Value:  32.99698848208297 Total misclassified:  4\n",
      "Objective Function Value:  32.98745293157542 Total misclassified:  4\n",
      "Objective Function Value:  32.977924800030934 Total misclassified:  4\n",
      "Objective Function Value:  32.968404077708314 Total misclassified:  4\n",
      "Objective Function Value:  32.95889075488675 Total misclassified:  4\n",
      "Objective Function Value:  32.94938482186575 Total misclassified:  4\n",
      "Objective Function Value:  32.93988626896507 Total misclassified:  4\n",
      "Objective Function Value:  32.930395086524655 Total misclassified:  4\n",
      "Objective Function Value:  32.920911264904596 Total misclassified:  4\n",
      "Objective Function Value:  32.91143479448505 Total misclassified:  4\n",
      "Objective Function Value:  32.901965665666154 Total misclassified:  4\n",
      "Objective Function Value:  32.892503868868026 Total misclassified:  4\n",
      "Objective Function Value:  32.883049394530644 Total misclassified:  4\n",
      "Objective Function Value:  32.873602233113814 Total misclassified:  4\n",
      "Objective Function Value:  32.86416237509712 Total misclassified:  4\n",
      "Objective Function Value:  32.854729810979826 Total misclassified:  4\n",
      "Objective Function Value:  32.84530453128083 Total misclassified:  4\n",
      "Objective Function Value:  32.83588652653864 Total misclassified:  4\n",
      "Objective Function Value:  32.82647578731127 Total misclassified:  4\n",
      "Objective Function Value:  32.817072304176186 Total misclassified:  4\n",
      "Objective Function Value:  32.80767606773028 Total misclassified:  4\n",
      "Objective Function Value:  32.79828706858976 Total misclassified:  4\n",
      "Objective Function Value:  32.78890529739013 Total misclassified:  4\n",
      "Objective Function Value:  32.77953074478614 Total misclassified:  4\n",
      "Objective Function Value:  32.77016340145168 Total misclassified:  4\n",
      "Objective Function Value:  32.76080325807975 Total misclassified:  4\n",
      "Objective Function Value:  32.75145030538241 Total misclassified:  4\n",
      "Objective Function Value:  32.74210453409073 Total misclassified:  4\n",
      "Objective Function Value:  32.732765934954685 Total misclassified:  4\n",
      "Objective Function Value:  32.723434498743146 Total misclassified:  4\n",
      "Objective Function Value:  32.714110216243796 Total misclassified:  4\n",
      "Objective Function Value:  32.70479307826311 Total misclassified:  4\n",
      "Objective Function Value:  32.69548307562624 Total misclassified:  4\n",
      "Objective Function Value:  32.686180199177 Total misclassified:  4\n",
      "Objective Function Value:  32.676884439777815 Total misclassified:  4\n",
      "Objective Function Value:  32.667595788309626 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  32.65831423567188 Total misclassified:  4\n",
      "Objective Function Value:  32.64903977278246 Total misclassified:  4\n",
      "Objective Function Value:  32.639772390577576 Total misclassified:  4\n",
      "Objective Function Value:  32.63051208001182 Total misclassified:  4\n",
      "Objective Function Value:  32.621258832058 Total misclassified:  4\n",
      "Objective Function Value:  32.61201263770715 Total misclassified:  4\n",
      "Objective Function Value:  32.602773487968484 Total misclassified:  4\n",
      "Objective Function Value:  32.59354137386928 Total misclassified:  4\n",
      "Objective Function Value:  32.584316286454886 Total misclassified:  4\n",
      "Objective Function Value:  32.57509821678863 Total misclassified:  4\n",
      "Objective Function Value:  32.5658871559518 Total misclassified:  4\n",
      "Objective Function Value:  32.55668309504355 Total misclassified:  4\n",
      "Objective Function Value:  32.547486025180895 Total misclassified:  4\n",
      "Objective Function Value:  32.53829593749858 Total misclassified:  4\n",
      "Objective Function Value:  32.52911282314915 Total misclassified:  4\n",
      "Objective Function Value:  32.519936673302766 Total misclassified:  4\n",
      "Objective Function Value:  32.51076747914723 Total misclassified:  4\n",
      "Objective Function Value:  32.50160523188796 Total misclassified:  4\n",
      "Objective Function Value:  32.492449922747824 Total misclassified:  4\n",
      "Objective Function Value:  32.4833015429672 Total misclassified:  4\n",
      "Objective Function Value:  32.474160083803866 Total misclassified:  4\n",
      "Objective Function Value:  32.46502553653299 Total misclassified:  4\n",
      "Objective Function Value:  32.45589789244702 Total misclassified:  4\n",
      "Objective Function Value:  32.44677714285572 Total misclassified:  4\n",
      "Objective Function Value:  32.437663279086 Total misclassified:  4\n",
      "Objective Function Value:  32.428556292481986 Total misclassified:  4\n",
      "Objective Function Value:  32.4194561744049 Total misclassified:  4\n",
      "Objective Function Value:  32.41036291623303 Total misclassified:  4\n",
      "Objective Function Value:  32.40127650936165 Total misclassified:  4\n",
      "Objective Function Value:  32.392196945203054 Total misclassified:  4\n",
      "Objective Function Value:  32.38312421518639 Total misclassified:  4\n",
      "Objective Function Value:  32.37405831075771 Total misclassified:  4\n",
      "Objective Function Value:  32.36499922337987 Total misclassified:  4\n",
      "Objective Function Value:  32.35594694453248 Total misclassified:  4\n",
      "Objective Function Value:  32.346901465711895 Total misclassified:  4\n",
      "Objective Function Value:  32.33786277843111 Total misclassified:  4\n",
      "Objective Function Value:  32.32883087421977 Total misclassified:  4\n",
      "Objective Function Value:  32.31980574462407 Total misclassified:  4\n",
      "Objective Function Value:  32.31078738120674 Total misclassified:  4\n",
      "Objective Function Value:  32.301775775546986 Total misclassified:  4\n",
      "Objective Function Value:  32.29277091924045 Total misclassified:  4\n",
      "Objective Function Value:  32.28377280389915 Total misclassified:  4\n",
      "Objective Function Value:  32.27478142115143 Total misclassified:  4\n",
      "Objective Function Value:  32.265796762641955 Total misclassified:  4\n",
      "Objective Function Value:  32.25681882003158 Total misclassified:  4\n",
      "Objective Function Value:  32.2478475849974 Total misclassified:  4\n",
      "Objective Function Value:  32.23888304923265 Total misclassified:  4\n",
      "Objective Function Value:  32.229925204446644 Total misclassified:  4\n",
      "Objective Function Value:  32.220974042364766 Total misclassified:  4\n",
      "Objective Function Value:  32.212029554728424 Total misclassified:  4\n",
      "Objective Function Value:  32.20309173329497 Total misclassified:  4\n",
      "Objective Function Value:  32.19416056983768 Total misclassified:  4\n",
      "Objective Function Value:  32.1852360561457 Total misclassified:  4\n",
      "Objective Function Value:  32.17631818402401 Total misclassified:  4\n",
      "Objective Function Value:  32.16740694529338 Total misclassified:  4\n",
      "Objective Function Value:  32.1585023317903 Total misclassified:  4\n",
      "Objective Function Value:  32.149604335366966 Total misclassified:  4\n",
      "Objective Function Value:  32.14071294789121 Total misclassified:  4\n",
      "Objective Function Value:  32.13182816124649 Total misclassified:  4\n",
      "Objective Function Value:  32.12294996733179 Total misclassified:  4\n",
      "Objective Function Value:  32.11407835806165 Total misclassified:  4\n",
      "Objective Function Value:  32.10521332536605 Total misclassified:  4\n",
      "Objective Function Value:  32.096354861190406 Total misclassified:  4\n",
      "Objective Function Value:  32.08750295749553 Total misclassified:  4\n",
      "Objective Function Value:  32.078657606257565 Total misclassified:  4\n",
      "Objective Function Value:  32.06981879946795 Total misclassified:  4\n",
      "Objective Function Value:  32.06098652913339 Total misclassified:  4\n",
      "Objective Function Value:  32.052160787275795 Total misclassified:  4\n",
      "Objective Function Value:  32.043341565932224 Total misclassified:  4\n",
      "Objective Function Value:  32.03452885715491 Total misclassified:  4\n",
      "Objective Function Value:  32.025722653011115 Total misclassified:  4\n",
      "Objective Function Value:  32.0169229455832 Total misclassified:  4\n",
      "Objective Function Value:  32.00812972696847 Total misclassified:  4\n",
      "Objective Function Value:  31.999342989279214 Total misclassified:  4\n",
      "Objective Function Value:  31.990562724642654 Total misclassified:  4\n",
      "Objective Function Value:  31.98178892520085 Total misclassified:  4\n",
      "Objective Function Value:  31.97302158311072 Total misclassified:  4\n",
      "Objective Function Value:  31.964260690543966 Total misclassified:  4\n",
      "Objective Function Value:  31.95550623968704 Total misclassified:  4\n",
      "Objective Function Value:  31.946758222741103 Total misclassified:  4\n",
      "Objective Function Value:  31.93801663192199 Total misclassified:  4\n",
      "Objective Function Value:  31.929281459460157 Total misclassified:  4\n",
      "Objective Function Value:  31.920552697600623 Total misclassified:  4\n",
      "Objective Function Value:  31.911830338603014 Total misclassified:  4\n",
      "Objective Function Value:  31.903114374741406 Total misclassified:  4\n",
      "Objective Function Value:  31.894404798304375 Total misclassified:  4\n",
      "Objective Function Value:  31.885701601594896 Total misclassified:  4\n",
      "Objective Function Value:  31.877004776930352 Total misclassified:  4\n",
      "Objective Function Value:  31.86831431664247 Total misclassified:  4\n",
      "Objective Function Value:  31.859630213077267 Total misclassified:  4\n",
      "Objective Function Value:  31.850952458595046 Total misclassified:  4\n",
      "Objective Function Value:  31.842281045570328 Total misclassified:  4\n",
      "Objective Function Value:  31.833615966391832 Total misclassified:  4\n",
      "Objective Function Value:  31.82495721346243 Total misclassified:  4\n",
      "Objective Function Value:  31.81630477919908 Total misclassified:  4\n",
      "Objective Function Value:  31.807658656032835 Total misclassified:  4\n",
      "Objective Function Value:  31.799018836408795 Total misclassified:  4\n",
      "Objective Function Value:  31.79038531278603 Total misclassified:  4\n",
      "Objective Function Value:  31.78175807763757 Total misclassified:  4\n",
      "Objective Function Value:  31.773137123450375 Total misclassified:  4\n",
      "Objective Function Value:  31.764522442725287 Total misclassified:  4\n",
      "Objective Function Value:  31.755914027976985 Total misclassified:  4\n",
      "Objective Function Value:  31.747311871733956 Total misclassified:  4\n",
      "Objective Function Value:  31.738715966538468 Total misclassified:  4\n",
      "Objective Function Value:  31.73012630494649 Total misclassified:  4\n",
      "Objective Function Value:  31.721542879527718 Total misclassified:  4\n",
      "Objective Function Value:  31.712965682865484 Total misclassified:  4\n",
      "Objective Function Value:  31.704394707556755 Total misclassified:  4\n",
      "Objective Function Value:  31.695829946212058 Total misclassified:  4\n",
      "Objective Function Value:  31.68727139145549 Total misclassified:  4\n",
      "Objective Function Value:  31.678719035924644 Total misclassified:  4\n",
      "Objective Function Value:  31.67017287227059 Total misclassified:  4\n",
      "Objective Function Value:  31.661632893157837 Total misclassified:  4\n",
      "Objective Function Value:  31.65309909126428 Total misclassified:  4\n",
      "Objective Function Value:  31.64457145928121 Total misclassified:  4\n",
      "Objective Function Value:  31.63604998991321 Total misclassified:  4\n",
      "Objective Function Value:  31.62753467587818 Total misclassified:  4\n",
      "Objective Function Value:  31.61902550990727 Total misclassified:  4\n",
      "Objective Function Value:  31.610522484744845 Total misclassified:  4\n",
      "Objective Function Value:  31.602025593148465 Total misclassified:  4\n",
      "Objective Function Value:  31.59353482788883 Total misclassified:  4\n",
      "Objective Function Value:  31.585050181749768 Total misclassified:  4\n",
      "Objective Function Value:  31.576571647528187 Total misclassified:  4\n",
      "Objective Function Value:  31.568099218034025 Total misclassified:  4\n",
      "Objective Function Value:  31.559632886090256 Total misclassified:  4\n",
      "Objective Function Value:  31.5511726445328 Total misclassified:  4\n",
      "Objective Function Value:  31.542718486210536 Total misclassified:  4\n",
      "Objective Function Value:  31.534270403985246 Total misclassified:  4\n",
      "Objective Function Value:  31.52582839073159 Total misclassified:  4\n",
      "Objective Function Value:  31.51739243933707 Total misclassified:  4\n",
      "Objective Function Value:  31.508962542701973 Total misclassified:  4\n",
      "Objective Function Value:  31.500538693739372 Total misclassified:  4\n",
      "Objective Function Value:  31.49212088537508 Total misclassified:  4\n",
      "Objective Function Value:  31.483709110547586 Total misclassified:  4\n",
      "Objective Function Value:  31.475303362208102 Total misclassified:  4\n",
      "Objective Function Value:  31.466903633320424 Total misclassified:  4\n",
      "Objective Function Value:  31.458509916860958 Total misclassified:  4\n",
      "Objective Function Value:  31.450122205818715 Total misclassified:  4\n",
      "Objective Function Value:  31.4417404931952 Total misclassified:  4\n",
      "Objective Function Value:  31.433364772004452 Total misclassified:  4\n",
      "Objective Function Value:  31.42499503527296 Total misclassified:  4\n",
      "Objective Function Value:  31.416631276039674 Total misclassified:  4\n",
      "Objective Function Value:  31.408273487355906 Total misclassified:  4\n",
      "Objective Function Value:  31.399921662285397 Total misclassified:  4\n",
      "Objective Function Value:  31.391575793904188 Total misclassified:  4\n",
      "Objective Function Value:  31.383235875300635 Total misclassified:  4\n",
      "Objective Function Value:  31.374901899575377 Total misclassified:  4\n",
      "Objective Function Value:  31.36657385984131 Total misclassified:  4\n",
      "Objective Function Value:  31.35825174922351 Total misclassified:  4\n",
      "Objective Function Value:  31.34993556085925 Total misclassified:  4\n",
      "Objective Function Value:  31.34162528789796 Total misclassified:  4\n",
      "Objective Function Value:  31.333320923501162 Total misclassified:  4\n",
      "Objective Function Value:  31.325022460842494 Total misclassified:  4\n",
      "Objective Function Value:  31.316729893107613 Total misclassified:  4\n",
      "Objective Function Value:  31.30844321349423 Total misclassified:  4\n",
      "Objective Function Value:  31.300162415212036 Total misclassified:  4\n",
      "Objective Function Value:  31.291887491482672 Total misclassified:  4\n",
      "Objective Function Value:  31.283618435539726 Total misclassified:  4\n",
      "Objective Function Value:  31.275355240628663 Total misclassified:  4\n",
      "Objective Function Value:  31.267097900006835 Total misclassified:  4\n",
      "Objective Function Value:  31.258846406943427 Total misclassified:  4\n",
      "Objective Function Value:  31.250600754719414 Total misclassified:  4\n",
      "Objective Function Value:  31.242360936627577 Total misclassified:  4\n",
      "Objective Function Value:  31.234126945972417 Total misclassified:  4\n",
      "Objective Function Value:  31.225898776070153 Total misclassified:  4\n",
      "Objective Function Value:  31.217676420248715 Total misclassified:  4\n",
      "Objective Function Value:  31.209459871847645 Total misclassified:  4\n",
      "Objective Function Value:  31.20124912421815 Total misclassified:  4\n",
      "Objective Function Value:  31.193044170723013 Total misclassified:  4\n",
      "Objective Function Value:  31.184845004736587 Total misclassified:  4\n",
      "Objective Function Value:  31.17665161964477 Total misclassified:  4\n",
      "Objective Function Value:  31.168464008844953 Total misclassified:  4\n",
      "Objective Function Value:  31.160282165746004 Total misclassified:  4\n",
      "Objective Function Value:  31.152106083768263 Total misclassified:  4\n",
      "Objective Function Value:  31.143935756343453 Total misclassified:  4\n",
      "Objective Function Value:  31.135771176914723 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  31.12761233893656 Total misclassified:  4\n",
      "Objective Function Value:  31.119459235874782 Total misclassified:  4\n",
      "Objective Function Value:  31.11131186120653 Total misclassified:  4\n",
      "Objective Function Value:  31.10317020842021 Total misclassified:  4\n",
      "Objective Function Value:  31.095034271015464 Total misclassified:  4\n",
      "Objective Function Value:  31.08690404250316 Total misclassified:  4\n",
      "Objective Function Value:  31.07877951640536 Total misclassified:  4\n",
      "Objective Function Value:  31.070660686255287 Total misclassified:  4\n",
      "Objective Function Value:  31.062547545597276 Total misclassified:  4\n",
      "Objective Function Value:  31.0544400879868 Total misclassified:  4\n",
      "Objective Function Value:  31.046338306990386 Total misclassified:  4\n",
      "Objective Function Value:  31.03824219618562 Total misclassified:  4\n",
      "Objective Function Value:  31.030151749161096 Total misclassified:  4\n",
      "Objective Function Value:  31.02206695951642 Total misclassified:  4\n",
      "Objective Function Value:  31.013987820862152 Total misclassified:  4\n",
      "Objective Function Value:  31.005914326819784 Total misclassified:  4\n",
      "Objective Function Value:  30.997846471021745 Total misclassified:  4\n",
      "Objective Function Value:  30.98978424711131 Total misclassified:  4\n",
      "Objective Function Value:  30.98172764874264 Total misclassified:  4\n",
      "Objective Function Value:  30.97367666958072 Total misclassified:  4\n",
      "Objective Function Value:  30.965631303301322 Total misclassified:  4\n",
      "Objective Function Value:  30.957591543591008 Total misclassified:  4\n",
      "Objective Function Value:  30.949557384147088 Total misclassified:  4\n",
      "Objective Function Value:  30.941528818677586 Total misclassified:  4\n",
      "Objective Function Value:  30.933505840901216 Total misclassified:  4\n",
      "Objective Function Value:  30.92548844454738 Total misclassified:  4\n",
      "Objective Function Value:  30.917476623356094 Total misclassified:  4\n",
      "Objective Function Value:  30.909470371078022 Total misclassified:  4\n",
      "Objective Function Value:  30.901469681474392 Total misclassified:  4\n",
      "Objective Function Value:  30.893474548316995 Total misclassified:  4\n",
      "Objective Function Value:  30.885484965388173 Total misclassified:  4\n",
      "Objective Function Value:  30.87750092648077 Total misclassified:  4\n",
      "Objective Function Value:  30.869522425398113 Total misclassified:  4\n",
      "Objective Function Value:  30.86154945595399 Total misclassified:  4\n",
      "Objective Function Value:  30.853582011972627 Total misclassified:  4\n",
      "Objective Function Value:  30.845620087288633 Total misclassified:  4\n",
      "Objective Function Value:  30.83766367574704 Total misclassified:  4\n",
      "Objective Function Value:  30.829712771203198 Total misclassified:  4\n",
      "Objective Function Value:  30.82176736752281 Total misclassified:  4\n",
      "Objective Function Value:  30.813827458581862 Total misclassified:  4\n",
      "Objective Function Value:  30.80589303826664 Total misclassified:  4\n",
      "Objective Function Value:  30.797964100473678 Total misclassified:  4\n",
      "Objective Function Value:  30.790040639109748 Total misclassified:  4\n",
      "Objective Function Value:  30.782122648091793 Total misclassified:  4\n",
      "Objective Function Value:  30.774210121346982 Total misclassified:  4\n",
      "Objective Function Value:  30.766303052812606 Total misclassified:  4\n",
      "Objective Function Value:  30.758401436436095 Total misclassified:  4\n",
      "Objective Function Value:  30.750505266174983 Total misclassified:  4\n",
      "Objective Function Value:  30.742614535996893 Total misclassified:  4\n",
      "Objective Function Value:  30.734729239879478 Total misclassified:  4\n",
      "Objective Function Value:  30.72684937181046 Total misclassified:  4\n",
      "Objective Function Value:  30.71897492578753 Total misclassified:  4\n",
      "Objective Function Value:  30.711105895818402 Total misclassified:  4\n",
      "Objective Function Value:  30.7032422759207 Total misclassified:  4\n",
      "Objective Function Value:  30.695384060122027 Total misclassified:  4\n",
      "Objective Function Value:  30.68753124245987 Total misclassified:  4\n",
      "Objective Function Value:  30.6796838169816 Total misclassified:  4\n",
      "Objective Function Value:  30.671841777744483 Total misclassified:  4\n",
      "Objective Function Value:  30.664005118815567 Total misclassified:  4\n",
      "Objective Function Value:  30.656173834271772 Total misclassified:  4\n",
      "Objective Function Value:  30.648347918199775 Total misclassified:  4\n",
      "Objective Function Value:  30.640527364696034 Total misclassified:  4\n",
      "Objective Function Value:  30.632712167866735 Total misclassified:  4\n",
      "Objective Function Value:  30.62490232182781 Total misclassified:  4\n",
      "Objective Function Value:  30.617097820704867 Total misclassified:  4\n",
      "Objective Function Value:  30.609298658633183 Total misclassified:  4\n",
      "Objective Function Value:  30.601504829757715 Total misclassified:  4\n",
      "Objective Function Value:  30.593716328233022 Total misclassified:  4\n",
      "Objective Function Value:  30.58593314822327 Total misclassified:  4\n",
      "Objective Function Value:  30.578155283902213 Total misclassified:  4\n",
      "Objective Function Value:  30.570382729453165 Total misclassified:  4\n",
      "Objective Function Value:  30.562615479068963 Total misclassified:  4\n",
      "Objective Function Value:  30.554853526951977 Total misclassified:  4\n",
      "Objective Function Value:  30.547096867314046 Total misclassified:  4\n",
      "Objective Function Value:  30.539345494376487 Total misclassified:  4\n",
      "Objective Function Value:  30.531599402370063 Total misclassified:  4\n",
      "Objective Function Value:  30.52385858553496 Total misclassified:  4\n",
      "Objective Function Value:  30.516123038120753 Total misclassified:  4\n",
      "Objective Function Value:  30.508392754386414 Total misclassified:  4\n",
      "Objective Function Value:  30.50066772860025 Total misclassified:  4\n",
      "Objective Function Value:  30.492947955039913 Total misclassified:  4\n",
      "Objective Function Value:  30.485233427992366 Total misclassified:  4\n",
      "Objective Function Value:  30.477524141753854 Total misclassified:  4\n",
      "Objective Function Value:  30.469820090629913 Total misclassified:  4\n",
      "Objective Function Value:  30.46212126893528 Total misclassified:  4\n",
      "Objective Function Value:  30.454427670993958 Total misclassified:  4\n",
      "Objective Function Value:  30.44673929113913 Total misclassified:  4\n",
      "Objective Function Value:  30.439056123713165 Total misclassified:  4\n",
      "Objective Function Value:  30.43137816306759 Total misclassified:  4\n",
      "Objective Function Value:  30.423705403563062 Total misclassified:  4\n",
      "Objective Function Value:  30.41603783956937 Total misclassified:  4\n",
      "Objective Function Value:  30.408375465465376 Total misclassified:  4\n",
      "Objective Function Value:  30.400718275639033 Total misclassified:  4\n",
      "Objective Function Value:  30.39306626448733 Total misclassified:  4\n",
      "Objective Function Value:  30.38541942641631 Total misclassified:  4\n",
      "Objective Function Value:  30.37777775584099 Total misclassified:  4\n",
      "Objective Function Value:  30.370141247185405 Total misclassified:  4\n",
      "Objective Function Value:  30.36250989488255 Total misclassified:  4\n",
      "Objective Function Value:  30.35488369337435 Total misclassified:  4\n",
      "Objective Function Value:  30.34726263711167 Total misclassified:  4\n",
      "Objective Function Value:  30.339646720554274 Total misclassified:  4\n",
      "Objective Function Value:  30.332035938170822 Total misclassified:  4\n",
      "Objective Function Value:  30.324430284438822 Total misclassified:  4\n",
      "Objective Function Value:  30.31682975384463 Total misclassified:  4\n",
      "Objective Function Value:  30.309234340883425 Total misclassified:  4\n",
      "Objective Function Value:  30.301644040059173 Total misclassified:  4\n",
      "Objective Function Value:  30.294058845884653 Total misclassified:  4\n",
      "Objective Function Value:  30.28647875288137 Total misclassified:  4\n",
      "Objective Function Value:  30.27890375557959 Total misclassified:  4\n",
      "Objective Function Value:  30.27133384851829 Total misclassified:  4\n",
      "Objective Function Value:  30.263769026245168 Total misclassified:  4\n",
      "Objective Function Value:  30.25620928331656 Total misclassified:  4\n",
      "Objective Function Value:  30.248654614297497 Total misclassified:  4\n",
      "Objective Function Value:  30.24110501376163 Total misclassified:  4\n",
      "Objective Function Value:  30.23356047629126 Total misclassified:  4\n",
      "Objective Function Value:  30.226020996477246 Total misclassified:  4\n",
      "Objective Function Value:  30.218486568919054 Total misclassified:  4\n",
      "Objective Function Value:  30.210957188224715 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  30.20343284901078 Total misclassified:  4\n",
      "Objective Function Value:  30.195913545902336 Total misclassified:  4\n",
      "Objective Function Value:  30.18839927353297 Total misclassified:  4\n",
      "Objective Function Value:  30.180890026544752 Total misclassified:  4\n",
      "Objective Function Value:  30.173385799588196 Total misclassified:  4\n",
      "Objective Function Value:  30.165886587322298 Total misclassified:  4\n",
      "Objective Function Value:  30.158392384414448 Total misclassified:  4\n",
      "Objective Function Value:  30.15090318554045 Total misclassified:  4\n",
      "Objective Function Value:  30.14341898538449 Total misclassified:  4\n",
      "Objective Function Value:  30.135939778639127 Total misclassified:  4\n",
      "Objective Function Value:  30.12846556000527 Total misclassified:  4\n",
      "Objective Function Value:  30.120996324192145 Total misclassified:  4\n",
      "Objective Function Value:  30.113532065917298 Total misclassified:  4\n",
      "Objective Function Value:  30.10607277990657 Total misclassified:  4\n",
      "Objective Function Value:  30.098618460894055 Total misclassified:  4\n",
      "Objective Function Value:  30.09116910362212 Total misclassified:  4\n",
      "Objective Function Value:  30.083724702841366 Total misclassified:  4\n",
      "Objective Function Value:  30.07628525331059 Total misclassified:  4\n",
      "Objective Function Value:  30.06885074979681 Total misclassified:  4\n",
      "Objective Function Value:  30.061421187075215 Total misclassified:  4\n",
      "Objective Function Value:  30.053996559929146 Total misclassified:  4\n",
      "Objective Function Value:  30.046576863150094 Total misclassified:  4\n",
      "Objective Function Value:  30.039162091537676 Total misclassified:  4\n",
      "Objective Function Value:  30.03175223989961 Total misclassified:  4\n",
      "Objective Function Value:  30.024347303051705 Total misclassified:  4\n",
      "Objective Function Value:  30.016947275817834 Total misclassified:  4\n",
      "Objective Function Value:  30.009552153029922 Total misclassified:  4\n",
      "Objective Function Value:  30.002161929527936 Total misclassified:  4\n",
      "Objective Function Value:  29.994776600159852 Total misclassified:  4\n",
      "Objective Function Value:  29.987396159781625 Total misclassified:  4\n",
      "Objective Function Value:  29.98002060325722 Total misclassified:  4\n",
      "Objective Function Value:  29.972649925458548 Total misclassified:  4\n",
      "Objective Function Value:  29.965284121265462 Total misclassified:  4\n",
      "Objective Function Value:  29.957923185565733 Total misclassified:  4\n",
      "Objective Function Value:  29.950567113255065 Total misclassified:  4\n",
      "Objective Function Value:  29.94321589923703 Total misclassified:  4\n",
      "Objective Function Value:  29.93586953842307 Total misclassified:  4\n",
      "Objective Function Value:  29.928528025732515 Total misclassified:  4\n",
      "Objective Function Value:  29.92119135609249 Total misclassified:  4\n",
      "Objective Function Value:  29.913859524437967 Total misclassified:  4\n",
      "Objective Function Value:  29.90653252571171 Total misclassified:  4\n",
      "Objective Function Value:  29.899210354864277 Total misclassified:  4\n",
      "Objective Function Value:  29.89189300685399 Total misclassified:  4\n",
      "Objective Function Value:  29.884580476646917 Total misclassified:  4\n",
      "Objective Function Value:  29.877272759216865 Total misclassified:  4\n",
      "Objective Function Value:  29.86996984954536 Total misclassified:  4\n",
      "Objective Function Value:  29.86267174262163 Total misclassified:  4\n",
      "Objective Function Value:  29.855378433442574 Total misclassified:  4\n",
      "Objective Function Value:  29.84808991701277 Total misclassified:  4\n",
      "Objective Function Value:  29.840806188344434 Total misclassified:  4\n",
      "Objective Function Value:  29.83352724245742 Total misclassified:  4\n",
      "Objective Function Value:  29.826253074379206 Total misclassified:  4\n",
      "Objective Function Value:  29.81898367914485 Total misclassified:  4\n",
      "Objective Function Value:  29.811719051797 Total misclassified:  4\n",
      "Objective Function Value:  29.804459187385874 Total misclassified:  4\n",
      "Objective Function Value:  29.797204080969234 Total misclassified:  4\n",
      "Objective Function Value:  29.789953727612374 Total misclassified:  4\n",
      "Objective Function Value:  29.78270812238811 Total misclassified:  4\n",
      "Objective Function Value:  29.77546726037675 Total misclassified:  4\n",
      "Objective Function Value:  29.768231136666074 Total misclassified:  4\n",
      "Objective Function Value:  29.760999746351356 Total misclassified:  4\n",
      "Objective Function Value:  29.75377308453531 Total misclassified:  4\n",
      "Objective Function Value:  29.74655114632806 Total misclassified:  4\n",
      "Objective Function Value:  29.739333926847184 Total misclassified:  4\n",
      "Objective Function Value:  29.732121421217627 Total misclassified:  4\n",
      "Objective Function Value:  29.724913624571748 Total misclassified:  4\n",
      "Objective Function Value:  29.717710532049264 Total misclassified:  4\n",
      "Objective Function Value:  29.710512138797235 Total misclassified:  4\n",
      "Objective Function Value:  29.703318439970076 Total misclassified:  4\n",
      "Objective Function Value:  29.69612943072952 Total misclassified:  4\n",
      "Objective Function Value:  29.68894510624459 Total misclassified:  4\n",
      "Objective Function Value:  29.68176546169162 Total misclassified:  4\n",
      "Objective Function Value:  29.674590492254204 Total misclassified:  4\n",
      "Objective Function Value:  29.667420193123196 Total misclassified:  4\n",
      "Objective Function Value:  29.66025455949669 Total misclassified:  4\n",
      "Objective Function Value:  29.65309358658002 Total misclassified:  4\n",
      "Objective Function Value:  29.645937269585726 Total misclassified:  4\n",
      "Objective Function Value:  29.638785603733524 Total misclassified:  4\n",
      "Objective Function Value:  29.631638584250354 Total misclassified:  4\n",
      "Objective Function Value:  29.62449620637026 Total misclassified:  4\n",
      "Objective Function Value:  29.617358465334497 Total misclassified:  4\n",
      "Objective Function Value:  29.61022535639141 Total misclassified:  4\n",
      "Objective Function Value:  29.603096874796485 Total misclassified:  4\n",
      "Objective Function Value:  29.595973015812305 Total misclassified:  4\n",
      "Objective Function Value:  29.588853774708532 Total misclassified:  4\n",
      "Objective Function Value:  29.581739146761926 Total misclassified:  4\n",
      "Objective Function Value:  29.57462912725628 Total misclassified:  4\n",
      "Objective Function Value:  29.567523711482437 Total misclassified:  4\n",
      "Objective Function Value:  29.560422894738274 Total misclassified:  4\n",
      "Objective Function Value:  29.553326672328673 Total misclassified:  4\n",
      "Objective Function Value:  29.546235039565527 Total misclassified:  4\n",
      "Objective Function Value:  29.539147991767692 Total misclassified:  4\n",
      "Objective Function Value:  29.532065524261 Total misclassified:  4\n",
      "Objective Function Value:  29.52498763237825 Total misclassified:  4\n",
      "Objective Function Value:  29.51791431145916 Total misclassified:  4\n",
      "Objective Function Value:  29.510845556850374 Total misclassified:  4\n",
      "Objective Function Value:  29.503781363905457 Total misclassified:  4\n",
      "Objective Function Value:  29.496721727984863 Total misclassified:  4\n",
      "Objective Function Value:  29.489666644455923 Total misclassified:  4\n",
      "Objective Function Value:  29.48261610869283 Total misclassified:  4\n",
      "Objective Function Value:  29.47557011607664 Total misclassified:  4\n",
      "Objective Function Value:  29.468528661995222 Total misclassified:  4\n",
      "Objective Function Value:  29.461491741843293 Total misclassified:  4\n",
      "Objective Function Value:  29.454459351022365 Total misclassified:  4\n",
      "Objective Function Value:  29.447431484940736 Total misclassified:  4\n",
      "Objective Function Value:  29.4404081390135 Total misclassified:  4\n",
      "Objective Function Value:  29.43338930866249 Total misclassified:  4\n",
      "Objective Function Value:  29.426374989316315 Total misclassified:  4\n",
      "Objective Function Value:  29.419365176410313 Total misclassified:  4\n",
      "Objective Function Value:  29.412359865386527 Total misclassified:  4\n",
      "Objective Function Value:  29.40535905169373 Total misclassified:  4\n",
      "Objective Function Value:  29.39836273078737 Total misclassified:  4\n",
      "Objective Function Value:  29.39137089812959 Total misclassified:  4\n",
      "Objective Function Value:  29.384383549189184 Total misclassified:  4\n",
      "Objective Function Value:  29.3774006794416 Total misclassified:  4\n",
      "Objective Function Value:  29.370422284368946 Total misclassified:  4\n",
      "Objective Function Value:  29.363448359459916 Total misclassified:  4\n",
      "Objective Function Value:  29.356478900209847 Total misclassified:  4\n",
      "Objective Function Value:  29.34951390212065 Total misclassified:  4\n",
      "Objective Function Value:  29.342553360700826 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  29.335597271465453 Total misclassified:  4\n",
      "Objective Function Value:  29.328645629936144 Total misclassified:  4\n",
      "Objective Function Value:  29.321698431641067 Total misclassified:  4\n",
      "Objective Function Value:  29.31475567211493 Total misclassified:  4\n",
      "Objective Function Value:  29.307817346898926 Total misclassified:  4\n",
      "Objective Function Value:  29.300883451540763 Total misclassified:  4\n",
      "Objective Function Value:  29.29395398159465 Total misclassified:  4\n",
      "Objective Function Value:  29.287028932621233 Total misclassified:  4\n",
      "Objective Function Value:  29.28010830018766 Total misclassified:  4\n",
      "Objective Function Value:  29.273192079867492 Total misclassified:  4\n",
      "Objective Function Value:  29.266280267240752 Total misclassified:  4\n",
      "Objective Function Value:  29.259372857893855 Total misclassified:  4\n",
      "Objective Function Value:  29.252469847419647 Total misclassified:  4\n",
      "Objective Function Value:  29.24557123141735 Total misclassified:  4\n",
      "Objective Function Value:  29.238677005492583 Total misclassified:  4\n",
      "Objective Function Value:  29.231787165257316 Total misclassified:  4\n",
      "Objective Function Value:  29.22490170632988 Total misclassified:  4\n",
      "Objective Function Value:  29.218020624334947 Total misclassified:  4\n",
      "Objective Function Value:  29.211143914903527 Total misclassified:  4\n",
      "Objective Function Value:  29.204271573672923 Total misclassified:  4\n",
      "Objective Function Value:  29.197403596286758 Total misclassified:  4\n",
      "Objective Function Value:  29.190539978394952 Total misclassified:  4\n",
      "Objective Function Value:  29.18368071565366 Total misclassified:  4\n",
      "Objective Function Value:  29.17682580372535 Total misclassified:  4\n",
      "Objective Function Value:  29.169975238278717 Total misclassified:  4\n",
      "Objective Function Value:  29.16312901498869 Total misclassified:  4\n",
      "Objective Function Value:  29.156287129536437 Total misclassified:  4\n",
      "Objective Function Value:  29.14944957760932 Total misclassified:  4\n",
      "Objective Function Value:  29.142616354900923 Total misclassified:  4\n",
      "Objective Function Value:  29.135787457110993 Total misclassified:  4\n",
      "Objective Function Value:  29.128962879945483 Total misclassified:  4\n",
      "Objective Function Value:  29.12214261911647 Total misclassified:  4\n",
      "Objective Function Value:  29.115326670342213 Total misclassified:  4\n",
      "Objective Function Value:  29.10851502934708 Total misclassified:  4\n",
      "Objective Function Value:  29.101707691861584 Total misclassified:  4\n",
      "Objective Function Value:  29.09490465362235 Total misclassified:  4\n",
      "Objective Function Value:  29.08810591037209 Total misclassified:  4\n",
      "Objective Function Value:  29.081311457859606 Total misclassified:  4\n",
      "Objective Function Value:  29.074521291839787 Total misclassified:  4\n",
      "Objective Function Value:  29.067735408073574 Total misclassified:  4\n",
      "Objective Function Value:  29.060953802327948 Total misclassified:  4\n",
      "Objective Function Value:  29.054176470375953 Total misclassified:  4\n",
      "Objective Function Value:  29.047403407996644 Total misclassified:  4\n",
      "Objective Function Value:  29.040634610975083 Total misclassified:  4\n",
      "Objective Function Value:  29.033870075102357 Total misclassified:  4\n",
      "Objective Function Value:  29.027109796175516 Total misclassified:  4\n",
      "Objective Function Value:  29.0203537699976 Total misclassified:  4\n",
      "Objective Function Value:  29.013601992377623 Total misclassified:  4\n",
      "Objective Function Value:  29.006854459130533 Total misclassified:  4\n",
      "Objective Function Value:  29.00011116607724 Total misclassified:  4\n",
      "Objective Function Value:  28.993372109044557 Total misclassified:  4\n",
      "Objective Function Value:  28.986637283865246 Total misclassified:  4\n",
      "Objective Function Value:  28.979906686377955 Total misclassified:  4\n",
      "Objective Function Value:  28.973180312427225 Total misclassified:  4\n",
      "Objective Function Value:  28.9664581578635 Total misclassified:  4\n",
      "Objective Function Value:  28.959740218543065 Total misclassified:  4\n",
      "Objective Function Value:  28.95302649032808 Total misclassified:  4\n",
      "Objective Function Value:  28.946316969086556 Total misclassified:  4\n",
      "Objective Function Value:  28.939611650692328 Total misclassified:  4\n",
      "Objective Function Value:  28.932910531025065 Total misclassified:  4\n",
      "Objective Function Value:  28.926213605970236 Total misclassified:  4\n",
      "Objective Function Value:  28.919520871419124 Total misclassified:  4\n",
      "Objective Function Value:  28.912832323268788 Total misclassified:  4\n",
      "Objective Function Value:  28.906147957422082 Total misclassified:  4\n",
      "Objective Function Value:  28.8994677697876 Total misclassified:  4\n",
      "Objective Function Value:  28.892791756279713 Total misclassified:  4\n",
      "Objective Function Value:  28.886119912818536 Total misclassified:  4\n",
      "Objective Function Value:  28.87945223532989 Total misclassified:  4\n",
      "Objective Function Value:  28.872788719745344 Total misclassified:  4\n",
      "Objective Function Value:  28.86612936200217 Total misclassified:  4\n",
      "Objective Function Value:  28.859474158043323 Total misclassified:  4\n",
      "Objective Function Value:  28.85282310381746 Total misclassified:  4\n",
      "Objective Function Value:  28.846176195278908 Total misclassified:  4\n",
      "Objective Function Value:  28.839533428387657 Total misclassified:  4\n",
      "Objective Function Value:  28.832894799109354 Total misclassified:  4\n",
      "Objective Function Value:  28.826260303415282 Total misclassified:  4\n",
      "Objective Function Value:  28.819629937282357 Total misclassified:  4\n",
      "Objective Function Value:  28.813003696693123 Total misclassified:  4\n",
      "Objective Function Value:  28.806381577635708 Total misclassified:  4\n",
      "Objective Function Value:  28.799763576103864 Total misclassified:  4\n",
      "Objective Function Value:  28.793149688096925 Total misclassified:  4\n",
      "Objective Function Value:  28.786539909619783 Total misclassified:  4\n",
      "Objective Function Value:  28.77993423668292 Total misclassified:  4\n",
      "Objective Function Value:  28.77333266530234 Total misclassified:  4\n",
      "Objective Function Value:  28.766735191499627 Total misclassified:  4\n",
      "Objective Function Value:  28.760141811301864 Total misclassified:  4\n",
      "Objective Function Value:  28.753552520741675 Total misclassified:  4\n",
      "Objective Function Value:  28.746967315857187 Total misclassified:  4\n",
      "Objective Function Value:  28.740386192692032 Total misclassified:  4\n",
      "Objective Function Value:  28.733809147295318 Total misclassified:  4\n",
      "Objective Function Value:  28.727236175721647 Total misclassified:  4\n",
      "Objective Function Value:  28.720667274031083 Total misclassified:  4\n",
      "Objective Function Value:  28.714102438289142 Total misclassified:  4\n",
      "Objective Function Value:  28.707541664566783 Total misclassified:  4\n",
      "Objective Function Value:  28.700984948940423 Total misclassified:  4\n",
      "Objective Function Value:  28.694432287491868 Total misclassified:  4\n",
      "Objective Function Value:  28.687883676308374 Total misclassified:  4\n",
      "Objective Function Value:  28.681339111482583 Total misclassified:  4\n",
      "Objective Function Value:  28.674798589112527 Total misclassified:  4\n",
      "Objective Function Value:  28.668262105301633 Total misclassified:  4\n",
      "Objective Function Value:  28.661729656158695 Total misclassified:  4\n",
      "Objective Function Value:  28.655201237797865 Total misclassified:  4\n",
      "Objective Function Value:  28.648676846338653 Total misclassified:  4\n",
      "Objective Function Value:  28.642156477905914 Total misclassified:  4\n",
      "Objective Function Value:  28.63564012862982 Total misclassified:  4\n",
      "Objective Function Value:  28.62912779464588 Total misclassified:  4\n",
      "Objective Function Value:  28.622619472094904 Total misclassified:  4\n",
      "Objective Function Value:  28.616115157123005 Total misclassified:  4\n",
      "Objective Function Value:  28.609614845881584 Total misclassified:  4\n",
      "Objective Function Value:  28.603118534527333 Total misclassified:  4\n",
      "Objective Function Value:  28.596626219222195 Total misclassified:  4\n",
      "Objective Function Value:  28.59013789613339 Total misclassified:  4\n",
      "Objective Function Value:  28.58365356143338 Total misclassified:  4\n",
      "Objective Function Value:  28.577173211299858 Total misclassified:  4\n",
      "Objective Function Value:  28.570696841915776 Total misclassified:  4\n",
      "Objective Function Value:  28.564224449469265 Total misclassified:  4\n",
      "Objective Function Value:  28.557756030153705 Total misclassified:  4\n",
      "Objective Function Value:  28.551291580167643 Total misclassified:  4\n",
      "Objective Function Value:  28.544831095714837 Total misclassified:  4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  28.538374573004212 Total misclassified:  4\n",
      "Objective Function Value:  28.53192200824987 Total misclassified:  4\n",
      "Objective Function Value:  28.52547339767108 Total misclassified:  4\n",
      "Objective Function Value:  28.519028737492246 Total misclassified:  4\n",
      "Objective Function Value:  28.512588023942914 Total misclassified:  4\n",
      "Objective Function Value:  28.506151253257777 Total misclassified:  4\n",
      "Objective Function Value:  28.499718421676626 Total misclassified:  4\n",
      "Objective Function Value:  28.49328952544438 Total misclassified:  4\n",
      "Objective Function Value:  28.48686456081106 Total misclassified:  4\n",
      "Objective Function Value:  28.48044352403176 Total misclassified:  4\n",
      "Objective Function Value:  28.474026411366676 Total misclassified:  4\n",
      "Objective Function Value:  28.467613219081066 Total misclassified:  4\n",
      "Objective Function Value:  28.461203943445263 Total misclassified:  4\n",
      "Objective Function Value:  28.454798580734625 Total misclassified:  4\n",
      "Objective Function Value:  28.448397127229597 Total misclassified:  4\n",
      "Objective Function Value:  28.44199957921561 Total misclassified:  4\n",
      "Objective Function Value:  28.435605932983165 Total misclassified:  4\n",
      "Objective Function Value:  28.429216184827737 Total misclassified:  4\n",
      "Objective Function Value:  28.422830331049845 Total misclassified:  4\n",
      "Objective Function Value:  28.41644836795497 Total misclassified:  4\n",
      "Objective Function Value:  28.410070291853593 Total misclassified:  4\n",
      "Objective Function Value:  28.403696099061193 Total misclassified:  4\n",
      "Objective Function Value:  28.397325785898182 Total misclassified:  4\n",
      "Objective Function Value:  28.390959348689954 Total misclassified:  4\n",
      "Objective Function Value:  28.38459678376685 Total misclassified:  4\n",
      "Objective Function Value:  28.378238087464133 Total misclassified:  4\n",
      "Objective Function Value:  28.371883256122025 Total misclassified:  4\n",
      "Objective Function Value:  28.365532286085646 Total misclassified:  4\n",
      "Objective Function Value:  28.359185173705043 Total misclassified:  4\n",
      "Objective Function Value:  28.352841915335155 Total misclassified:  4\n",
      "Objective Function Value:  28.34650250733582 Total misclassified:  4\n",
      "Objective Function Value:  28.340166946071776 Total misclassified:  4\n",
      "Objective Function Value:  28.333835227912598 Total misclassified:  4\n",
      "Objective Function Value:  28.327507349232768 Total misclassified:  4\n",
      "Objective Function Value:  28.32118330641161 Total misclassified:  4\n",
      "Objective Function Value:  28.31486309583329 Total misclassified:  4\n",
      "Objective Function Value:  28.308546713886816 Total misclassified:  4\n",
      "Objective Function Value:  28.302234156966037 Total misclassified:  4\n",
      "Objective Function Value:  28.29592542146961 Total misclassified:  4\n",
      "Objective Function Value:  28.289620503801014 Total misclassified:  4\n",
      "Objective Function Value:  28.28331940036853 Total misclassified:  4\n",
      "Objective Function Value:  28.277022107585218 Total misclassified:  4\n",
      "Objective Function Value:  28.270728621868958 Total misclassified:  4\n",
      "Objective Function Value:  28.264438939642364 Total misclassified:  4\n",
      "Objective Function Value:  28.258153057332848 Total misclassified:  4\n",
      "Objective Function Value:  28.251870971372576 Total misclassified:  4\n",
      "Objective Function Value:  28.245592678198463 Total misclassified:  4\n",
      "Objective Function Value:  28.23931817425215 Total misclassified:  4\n",
      "Objective Function Value:  28.233047455980042 Total misclassified:  4\n",
      "Objective Function Value:  28.226780519833238 Total misclassified:  4\n",
      "Objective Function Value:  28.220517362267564 Total misclassified:  3\n",
      "Objective Function Value:  28.214257979743557 Total misclassified:  3\n",
      "Objective Function Value:  28.20800236872645 Total misclassified:  3\n",
      "Objective Function Value:  28.201750525686162 Total misclassified:  3\n",
      "Objective Function Value:  28.195502447097287 Total misclassified:  3\n",
      "Objective Function Value:  28.189258129439104 Total misclassified:  3\n",
      "Objective Function Value:  28.183017569195545 Total misclassified:  3\n",
      "Objective Function Value:  28.176780762855206 Total misclassified:  3\n",
      "Objective Function Value:  28.170547706911318 Total misclassified:  3\n",
      "Objective Function Value:  28.164318397861763 Total misclassified:  3\n",
      "Objective Function Value:  28.158092832209036 Total misclassified:  3\n",
      "Objective Function Value:  28.15187100646027 Total misclassified:  3\n",
      "Objective Function Value:  28.145652917127197 Total misclassified:  3\n",
      "Objective Function Value:  28.139438560726155 Total misclassified:  3\n",
      "Objective Function Value:  28.133227933778088 Total misclassified:  3\n",
      "Objective Function Value:  28.127021032808514 Total misclassified:  3\n",
      "Objective Function Value:  28.120817854347532 Total misclassified:  3\n",
      "Objective Function Value:  28.11461839492982 Total misclassified:  3\n",
      "Objective Function Value:  28.108422651094607 Total misclassified:  3\n",
      "Objective Function Value:  28.102230619385686 Total misclassified:  3\n",
      "Objective Function Value:  28.096042296351385 Total misclassified:  3\n",
      "Objective Function Value:  28.089857678544575 Total misclassified:  3\n",
      "Objective Function Value:  28.083676762522657 Total misclassified:  3\n",
      "Objective Function Value:  28.077499544847548 Total misclassified:  3\n",
      "Objective Function Value:  28.07132602208568 Total misclassified:  3\n",
      "Objective Function Value:  28.06515619080799 Total misclassified:  3\n",
      "Objective Function Value:  28.0589900475899 Total misclassified:  3\n",
      "Objective Function Value:  28.05282758901135 Total misclassified:  3\n",
      "Objective Function Value:  28.046668811656726 Total misclassified:  3\n",
      "Objective Function Value:  28.04051371211489 Total misclassified:  3\n",
      "Objective Function Value:  28.03436228697919 Total misclassified:  3\n",
      "Objective Function Value:  28.028214532847407 Total misclassified:  3\n",
      "Objective Function Value:  28.022070446321777 Total misclassified:  3\n",
      "Objective Function Value:  28.015930024008988 Total misclassified:  3\n",
      "Objective Function Value:  28.00979326252014 Total misclassified:  3\n",
      "Objective Function Value:  28.00366015847076 Total misclassified:  3\n",
      "Objective Function Value:  27.997530708480795 Total misclassified:  3\n",
      "Objective Function Value:  27.991404909174598 Total misclassified:  3\n",
      "Objective Function Value:  27.985282757180926 Total misclassified:  3\n",
      "Objective Function Value:  27.979164249132918 Total misclassified:  3\n",
      "Objective Function Value:  27.973049381668105 Total misclassified:  3\n",
      "Objective Function Value:  27.966938151428387 Total misclassified:  3\n",
      "Objective Function Value:  27.960830555060035 Total misclassified:  3\n",
      "Objective Function Value:  27.954726589213685 Total misclassified:  3\n",
      "Objective Function Value:  27.948626250544315 Total misclassified:  3\n",
      "Objective Function Value:  27.94252953571125 Total misclassified:  3\n",
      "Objective Function Value:  27.936436441378167 Total misclassified:  3\n",
      "Objective Function Value:  27.930346964213044 Total misclassified:  3\n",
      "Objective Function Value:  27.924261100888202 Total misclassified:  3\n",
      "Objective Function Value:  27.918178848080274 Total misclassified:  3\n",
      "Objective Function Value:  27.912100202470175 Total misclassified:  3\n",
      "Objective Function Value:  27.906025160743155 Total misclassified:  3\n",
      "Objective Function Value:  27.89995371958873 Total misclassified:  3\n",
      "Objective Function Value:  27.893885875700697 Total misclassified:  3\n",
      "Objective Function Value:  27.887821625777143 Total misclassified:  3\n",
      "Objective Function Value:  27.88176096652041 Total misclassified:  3\n",
      "Objective Function Value:  27.875703894637102 Total misclassified:  3\n",
      "Objective Function Value:  27.869650406838083 Total misclassified:  3\n",
      "Objective Function Value:  27.863600499838444 Total misclassified:  3\n",
      "Objective Function Value:  27.85755417035754 Total misclassified:  3\n",
      "Objective Function Value:  27.851511415118928 Total misclassified:  3\n",
      "Objective Function Value:  27.84547223085041 Total misclassified:  3\n",
      "Objective Function Value:  27.839436614283983 Total misclassified:  3\n",
      "Objective Function Value:  27.83340456215587 Total misclassified:  3\n",
      "Objective Function Value:  27.827376071206466 Total misclassified:  3\n",
      "Objective Function Value:  27.821351138180397 Total misclassified:  3\n",
      "Objective Function Value:  27.815329759826433 Total misclassified:  3\n",
      "Objective Function Value:  27.809311932897558 Total misclassified:  3\n",
      "Objective Function Value:  27.803297654150903 Total misclassified:  3\n",
      "Objective Function Value:  27.79728692034776 Total misclassified:  3\n",
      "Objective Function Value:  27.791279728253595 Total misclassified:  3\n",
      "Objective Function Value:  27.785276074638006 Total misclassified:  3\n",
      "Objective Function Value:  27.779275956274738 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  27.773279369941665 Total misclassified:  3\n",
      "Objective Function Value:  27.76728631242079 Total misclassified:  3\n",
      "Objective Function Value:  27.76129678049824 Total misclassified:  3\n",
      "Objective Function Value:  27.755310770964243 Total misclassified:  3\n",
      "Objective Function Value:  27.749328280613142 Total misclassified:  3\n",
      "Objective Function Value:  27.74334930624336 Total misclassified:  3\n",
      "Objective Function Value:  27.737373844657434 Total misclassified:  3\n",
      "Objective Function Value:  27.731401892661967 Total misclassified:  3\n",
      "Objective Function Value:  27.725433447067648 Total misclassified:  3\n",
      "Objective Function Value:  27.719468504689218 Total misclassified:  3\n",
      "Objective Function Value:  27.713507062345492 Total misclassified:  3\n",
      "Objective Function Value:  27.707549116859344 Total misclassified:  3\n",
      "Objective Function Value:  27.701594665057687 Total misclassified:  3\n",
      "Objective Function Value:  27.695643703771474 Total misclassified:  3\n",
      "Objective Function Value:  27.68969622983569 Total misclassified:  3\n",
      "Objective Function Value:  27.683752240089348 Total misclassified:  3\n",
      "Objective Function Value:  27.677811731375492 Total misclassified:  3\n",
      "Objective Function Value:  27.671874700541153 Total misclassified:  3\n",
      "Objective Function Value:  27.665941144437376 Total misclassified:  3\n",
      "Objective Function Value:  27.66001105991923 Total misclassified:  3\n",
      "Objective Function Value:  27.654084443845736 Total misclassified:  3\n",
      "Objective Function Value:  27.648161293079923 Total misclassified:  3\n",
      "Objective Function Value:  27.64224160448879 Total misclassified:  3\n",
      "Objective Function Value:  27.636325374943304 Total misclassified:  3\n",
      "Objective Function Value:  27.630412601318405 Total misclassified:  3\n",
      "Objective Function Value:  27.62450328049297 Total misclassified:  3\n",
      "Objective Function Value:  27.618597409349857 Total misclassified:  3\n",
      "Objective Function Value:  27.612694984775835 Total misclassified:  3\n",
      "Objective Function Value:  27.606796003661625 Total misclassified:  3\n",
      "Objective Function Value:  27.600900462901876 Total misclassified:  3\n",
      "Objective Function Value:  27.59500835939516 Total misclassified:  3\n",
      "Objective Function Value:  27.589119690043958 Total misclassified:  3\n",
      "Objective Function Value:  27.583234451754667 Total misclassified:  3\n",
      "Objective Function Value:  27.57735264143758 Total misclassified:  3\n",
      "Objective Function Value:  27.571474256006898 Total misclassified:  3\n",
      "Objective Function Value:  27.565599292380696 Total misclassified:  3\n",
      "Objective Function Value:  27.55972774748093 Total misclassified:  3\n",
      "Objective Function Value:  27.553859618233446 Total misclassified:  3\n",
      "Objective Function Value:  27.547994901567947 Total misclassified:  3\n",
      "Objective Function Value:  27.542133594417997 Total misclassified:  3\n",
      "Objective Function Value:  27.536275693721024 Total misclassified:  3\n",
      "Objective Function Value:  27.53042119641831 Total misclassified:  3\n",
      "Objective Function Value:  27.524570099454955 Total misclassified:  3\n",
      "Objective Function Value:  27.518722399779904 Total misclassified:  3\n",
      "Objective Function Value:  27.51287809434595 Total misclassified:  3\n",
      "Objective Function Value:  27.507037180109688 Total misclassified:  3\n",
      "Objective Function Value:  27.501199654031534 Total misclassified:  3\n",
      "Objective Function Value:  27.495365513075715 Total misclassified:  3\n",
      "Objective Function Value:  27.489534754210254 Total misclassified:  3\n",
      "Objective Function Value:  27.483707374406983 Total misclassified:  3\n",
      "Objective Function Value:  27.47788337064151 Total misclassified:  3\n",
      "Objective Function Value:  27.472062739893246 Total misclassified:  3\n",
      "Objective Function Value:  27.466245479145346 Total misclassified:  3\n",
      "Objective Function Value:  27.460431585384768 Total misclassified:  3\n",
      "Objective Function Value:  27.454621055602217 Total misclassified:  3\n",
      "Objective Function Value:  27.448813886792163 Total misclassified:  3\n",
      "Objective Function Value:  27.443010075952813 Total misclassified:  3\n",
      "Objective Function Value:  27.437209620086144 Total misclassified:  3\n",
      "Objective Function Value:  27.431412516197838 Total misclassified:  3\n",
      "Objective Function Value:  27.425618761297343 Total misclassified:  3\n",
      "Objective Function Value:  27.419828352397825 Total misclassified:  3\n",
      "Objective Function Value:  27.414041286516145 Total misclassified:  3\n",
      "Objective Function Value:  27.408257560672887 Total misclassified:  3\n",
      "Objective Function Value:  27.40247717189237 Total misclassified:  3\n",
      "Objective Function Value:  27.396700117202577 Total misclassified:  3\n",
      "Objective Function Value:  27.390926393635205 Total misclassified:  3\n",
      "Objective Function Value:  27.385155998225635 Total misclassified:  3\n",
      "Objective Function Value:  27.379388928012926 Total misclassified:  3\n",
      "Objective Function Value:  27.373625180039816 Total misclassified:  3\n",
      "Objective Function Value:  27.367864751352716 Total misclassified:  3\n",
      "Objective Function Value:  27.362107639001685 Total misclassified:  3\n",
      "Objective Function Value:  27.356353840040462 Total misclassified:  3\n",
      "Objective Function Value:  27.350603351526413 Total misclassified:  3\n",
      "Objective Function Value:  27.344856170520565 Total misclassified:  3\n",
      "Objective Function Value:  27.339112294087585 Total misclassified:  3\n",
      "Objective Function Value:  27.333371719295755 Total misclassified:  3\n",
      "Objective Function Value:  27.327634443216994 Total misclassified:  3\n",
      "Objective Function Value:  27.32190046292684 Total misclassified:  3\n",
      "Objective Function Value:  27.316169775504463 Total misclassified:  3\n",
      "Objective Function Value:  27.310442378032604 Total misclassified:  3\n",
      "Objective Function Value:  27.30471826759763 Total misclassified:  3\n",
      "Objective Function Value:  27.2989974412895 Total misclassified:  3\n",
      "Objective Function Value:  27.29327989620177 Total misclassified:  3\n",
      "Objective Function Value:  27.287565629431555 Total misclassified:  3\n",
      "Objective Function Value:  27.281854638079587 Total misclassified:  3\n",
      "Objective Function Value:  27.27614691925013 Total misclassified:  3\n",
      "Objective Function Value:  27.270442470051037 Total misclassified:  3\n",
      "Objective Function Value:  27.26474128759372 Total misclassified:  3\n",
      "Objective Function Value:  27.259043368993133 Total misclassified:  3\n",
      "Objective Function Value:  27.253348711367785 Total misclassified:  3\n",
      "Objective Function Value:  27.24765731183973 Total misclassified:  3\n",
      "Objective Function Value:  27.241969167534556 Total misclassified:  3\n",
      "Objective Function Value:  27.236284275581387 Total misclassified:  3\n",
      "Objective Function Value:  27.230602633112852 Total misclassified:  3\n",
      "Objective Function Value:  27.22492423726511 Total misclassified:  3\n",
      "Objective Function Value:  27.21924908517785 Total misclassified:  3\n",
      "Objective Function Value:  27.213577173994235 Total misclassified:  3\n",
      "Objective Function Value:  27.207908500860956 Total misclassified:  3\n",
      "Objective Function Value:  27.202243062928186 Total misclassified:  3\n",
      "Objective Function Value:  27.196580857349595 Total misclassified:  3\n",
      "Objective Function Value:  27.19092188128232 Total misclassified:  3\n",
      "Objective Function Value:  27.185266131887 Total misclassified:  3\n",
      "Objective Function Value:  27.17961360632772 Total misclassified:  3\n",
      "Objective Function Value:  27.17396430177206 Total misclassified:  3\n",
      "Objective Function Value:  27.168318215391036 Total misclassified:  3\n",
      "Objective Function Value:  27.16267534435913 Total misclassified:  3\n",
      "Objective Function Value:  27.157035685854268 Total misclassified:  3\n",
      "Objective Function Value:  27.15139923705783 Total misclassified:  3\n",
      "Objective Function Value:  27.14576599515462 Total misclassified:  3\n",
      "Objective Function Value:  27.14013595733288 Total misclassified:  3\n",
      "Objective Function Value:  27.13450912078428 Total misclassified:  3\n",
      "Objective Function Value:  27.128885482703915 Total misclassified:  3\n",
      "Objective Function Value:  27.123265040290278 Total misclassified:  3\n",
      "Objective Function Value:  27.117647790745288 Total misclassified:  3\n",
      "Objective Function Value:  27.11203373127426 Total misclassified:  3\n",
      "Objective Function Value:  27.10642285908591 Total misclassified:  3\n",
      "Objective Function Value:  27.10081517139235 Total misclassified:  3\n",
      "Objective Function Value:  27.09521066540907 Total misclassified:  3\n",
      "Objective Function Value:  27.089609338354954 Total misclassified:  3\n",
      "Objective Function Value:  27.084011187452248 Total misclassified:  3\n",
      "Objective Function Value:  27.078416209926573 Total misclassified:  3\n",
      "Objective Function Value:  27.072824403006926 Total misclassified:  3\n",
      "Objective Function Value:  27.067235763925645 Total misclassified:  3\n",
      "Objective Function Value:  27.061650289918433 Total misclassified:  3\n",
      "Objective Function Value:  27.05606797822434 Total misclassified:  3\n",
      "Objective Function Value:  27.05048882608576 Total misclassified:  3\n",
      "Objective Function Value:  27.04491283074842 Total misclassified:  3\n",
      "Objective Function Value:  27.039339989461375 Total misclassified:  3\n",
      "Objective Function Value:  27.03377029947703 Total misclassified:  3\n",
      "Objective Function Value:  27.028203758051077 Total misclassified:  3\n",
      "Objective Function Value:  27.02264036244255 Total misclassified:  3\n",
      "Objective Function Value:  27.017080109913778 Total misclassified:  3\n",
      "Objective Function Value:  27.01152299773041 Total misclassified:  3\n",
      "Objective Function Value:  27.00596902316136 Total misclassified:  3\n",
      "Objective Function Value:  27.00041818347889 Total misclassified:  3\n",
      "Objective Function Value:  26.99487047595851 Total misclassified:  3\n",
      "Objective Function Value:  26.989325897879027 Total misclassified:  3\n",
      "Objective Function Value:  26.983784446522513 Total misclassified:  3\n",
      "Objective Function Value:  26.978246119174344 Total misclassified:  3\n",
      "Objective Function Value:  26.972710913123116 Total misclassified:  3\n",
      "Objective Function Value:  26.96717882566074 Total misclassified:  3\n",
      "Objective Function Value:  26.96164985408235 Total misclassified:  3\n",
      "Objective Function Value:  26.956123995686333 Total misclassified:  3\n",
      "Objective Function Value:  26.950601247774326 Total misclassified:  3\n",
      "Objective Function Value:  26.945081607651225 Total misclassified:  3\n",
      "Objective Function Value:  26.939565072625133 Total misclassified:  3\n",
      "Objective Function Value:  26.934051640007404 Total misclassified:  3\n",
      "Objective Function Value:  26.928541307112596 Total misclassified:  3\n",
      "Objective Function Value:  26.923034071258517 Total misclassified:  3\n",
      "Objective Function Value:  26.91752992976617 Total misclassified:  3\n",
      "Objective Function Value:  26.91202887995977 Total misclassified:  3\n",
      "Objective Function Value:  26.906530919166737 Total misclassified:  3\n",
      "Objective Function Value:  26.901036044717692 Total misclassified:  3\n",
      "Objective Function Value:  26.895544253946444 Total misclassified:  3\n",
      "Objective Function Value:  26.890055544190005 Total misclassified:  3\n",
      "Objective Function Value:  26.884569912788557 Total misclassified:  3\n",
      "Objective Function Value:  26.87908735708547 Total misclassified:  3\n",
      "Objective Function Value:  26.87360787442728 Total misclassified:  3\n",
      "Objective Function Value:  26.868131462163696 Total misclassified:  3\n",
      "Objective Function Value:  26.862658117647587 Total misclassified:  3\n",
      "Objective Function Value:  26.85718783823499 Total misclassified:  3\n",
      "Objective Function Value:  26.851720621285082 Total misclassified:  3\n",
      "Objective Function Value:  26.846256464160195 Total misclassified:  3\n",
      "Objective Function Value:  26.84079536422581 Total misclassified:  3\n",
      "Objective Function Value:  26.835337318850527 Total misclassified:  3\n",
      "Objective Function Value:  26.829882325406103 Total misclassified:  3\n",
      "Objective Function Value:  26.82443038126741 Total misclassified:  3\n",
      "Objective Function Value:  26.818981483812436 Total misclassified:  3\n",
      "Objective Function Value:  26.813535630422315 Total misclassified:  3\n",
      "Objective Function Value:  26.808092818481253 Total misclassified:  3\n",
      "Objective Function Value:  26.8026530453766 Total misclassified:  3\n",
      "Objective Function Value:  26.797216308498797 Total misclassified:  3\n",
      "Objective Function Value:  26.791782605241373 Total misclassified:  3\n",
      "Objective Function Value:  26.78635193300097 Total misclassified:  3\n",
      "Objective Function Value:  26.780924289177296 Total misclassified:  3\n",
      "Objective Function Value:  26.77549967117316 Total misclassified:  3\n",
      "Objective Function Value:  26.770078076394444 Total misclassified:  3\n",
      "Objective Function Value:  26.764659502250097 Total misclassified:  3\n",
      "Objective Function Value:  26.759243946152157 Total misclassified:  3\n",
      "Objective Function Value:  26.753831405515704 Total misclassified:  3\n",
      "Objective Function Value:  26.748421877758872 Total misclassified:  3\n",
      "Objective Function Value:  26.743015360302888 Total misclassified:  3\n",
      "Objective Function Value:  26.73761185057198 Total misclassified:  3\n",
      "Objective Function Value:  26.73221134599345 Total misclassified:  3\n",
      "Objective Function Value:  26.72681384399763 Total misclassified:  3\n",
      "Objective Function Value:  26.721419342017896 Total misclassified:  3\n",
      "Objective Function Value:  26.716027837490643 Total misclassified:  3\n",
      "Objective Function Value:  26.710639327855297 Total misclassified:  3\n",
      "Objective Function Value:  26.705253810554296 Total misclassified:  3\n",
      "Objective Function Value:  26.699871283033115 Total misclassified:  3\n",
      "Objective Function Value:  26.69449174274021 Total misclassified:  3\n",
      "Objective Function Value:  26.68911518712707 Total misclassified:  3\n",
      "Objective Function Value:  26.68374161364816 Total misclassified:  3\n",
      "Objective Function Value:  26.67837101976097 Total misclassified:  3\n",
      "Objective Function Value:  26.673003402925957 Total misclassified:  3\n",
      "Objective Function Value:  26.667638760606586 Total misclassified:  3\n",
      "Objective Function Value:  26.662277090269285 Total misclassified:  3\n",
      "Objective Function Value:  26.656918389383478 Total misclassified:  3\n",
      "Objective Function Value:  26.651562655421536 Total misclassified:  3\n",
      "Objective Function Value:  26.646209885858838 Total misclassified:  3\n",
      "Objective Function Value:  26.640860078173684 Total misclassified:  3\n",
      "Objective Function Value:  26.63551322984737 Total misclassified:  3\n",
      "Objective Function Value:  26.63016933836412 Total misclassified:  3\n",
      "Objective Function Value:  26.624828401211115 Total misclassified:  3\n",
      "Objective Function Value:  26.619490415878495 Total misclassified:  3\n",
      "Objective Function Value:  26.614155379859323 Total misclassified:  3\n",
      "Objective Function Value:  26.608823290649603 Total misclassified:  3\n",
      "Objective Function Value:  26.60349414574828 Total misclassified:  3\n",
      "Objective Function Value:  26.598167942657202 Total misclassified:  3\n",
      "Objective Function Value:  26.592844678881168 Total misclassified:  3\n",
      "Objective Function Value:  26.587524351927875 Total misclassified:  3\n",
      "Objective Function Value:  26.582206959307946 Total misclassified:  3\n",
      "Objective Function Value:  26.5768924985349 Total misclassified:  3\n",
      "Objective Function Value:  26.571580967125172 Total misclassified:  3\n",
      "Objective Function Value:  26.56627236259808 Total misclassified:  3\n",
      "Objective Function Value:  26.560966682475858 Total misclassified:  3\n",
      "Objective Function Value:  26.555663924283614 Total misclassified:  3\n",
      "Objective Function Value:  26.550364085549347 Total misclassified:  3\n",
      "Objective Function Value:  26.545067163803942 Total misclassified:  3\n",
      "Objective Function Value:  26.539773156581163 Total misclassified:  3\n",
      "Objective Function Value:  26.53448206141762 Total misclassified:  3\n",
      "Objective Function Value:  26.52919387585283 Total misclassified:  3\n",
      "Objective Function Value:  26.52390859742915 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  26.518626223691797 Total misclassified:  3\n",
      "Objective Function Value:  26.513346752188852 Total misclassified:  3\n",
      "Objective Function Value:  26.508070180471236 Total misclassified:  3\n",
      "Objective Function Value:  26.502796506092725 Total misclassified:  3\n",
      "Objective Function Value:  26.497525726609926 Total misclassified:  3\n",
      "Objective Function Value:  26.492257839582294 Total misclassified:  3\n",
      "Objective Function Value:  26.486992842572107 Total misclassified:  3\n",
      "Objective Function Value:  26.48173073314448 Total misclassified:  3\n",
      "Objective Function Value:  26.47647150886735 Total misclassified:  3\n",
      "Objective Function Value:  26.471215167311463 Total misclassified:  3\n",
      "Objective Function Value:  26.465961706050393 Total misclassified:  3\n",
      "Objective Function Value:  26.46071112266051 Total misclassified:  3\n",
      "Objective Function Value:  26.455463414721017 Total misclassified:  3\n",
      "Objective Function Value:  26.450218579813885 Total misclassified:  3\n",
      "Objective Function Value:  26.444976615523913 Total misclassified:  3\n",
      "Objective Function Value:  26.439737519438673 Total misclassified:  3\n",
      "Objective Function Value:  26.43450128914853 Total misclassified:  3\n",
      "Objective Function Value:  26.429267922246645 Total misclassified:  3\n",
      "Objective Function Value:  26.424037416328947 Total misclassified:  3\n",
      "Objective Function Value:  26.41880976899415 Total misclassified:  3\n",
      "Objective Function Value:  26.413584977843726 Total misclassified:  3\n",
      "Objective Function Value:  26.408363040481934 Total misclassified:  3\n",
      "Objective Function Value:  26.403143954515784 Total misclassified:  3\n",
      "Objective Function Value:  26.397927717555042 Total misclassified:  3\n",
      "Objective Function Value:  26.392714327212254 Total misclassified:  3\n",
      "Objective Function Value:  26.38750378110267 Total misclassified:  3\n",
      "Objective Function Value:  26.382296076844334 Total misclassified:  3\n",
      "Objective Function Value:  26.377091212058005 Total misclassified:  3\n",
      "Objective Function Value:  26.37188918436719 Total misclassified:  3\n",
      "Objective Function Value:  26.366689991398125 Total misclassified:  3\n",
      "Objective Function Value:  26.361493630779787 Total misclassified:  3\n",
      "Objective Function Value:  26.356300100143855 Total misclassified:  3\n",
      "Objective Function Value:  26.351109397124752 Total misclassified:  3\n",
      "Objective Function Value:  26.345921519359614 Total misclassified:  3\n",
      "Objective Function Value:  26.34073646448828 Total misclassified:  3\n",
      "Objective Function Value:  26.335554230153306 Total misclassified:  3\n",
      "Objective Function Value:  26.33037481399996 Total misclassified:  3\n",
      "Objective Function Value:  26.325198213676188 Total misclassified:  3\n",
      "Objective Function Value:  26.320024426832656 Total misclassified:  3\n",
      "Objective Function Value:  26.31485345112271 Total misclassified:  3\n",
      "Objective Function Value:  26.309685284202377 Total misclassified:  3\n",
      "Objective Function Value:  26.304519923730396 Total misclassified:  3\n",
      "Objective Function Value:  26.299357367368163 Total misclassified:  3\n",
      "Objective Function Value:  26.294197612779747 Total misclassified:  3\n",
      "Objective Function Value:  26.289040657631908 Total misclassified:  3\n",
      "Objective Function Value:  26.283886499594054 Total misclassified:  3\n",
      "Objective Function Value:  26.278735136338277 Total misclassified:  3\n",
      "Objective Function Value:  26.273586565539308 Total misclassified:  3\n",
      "Objective Function Value:  26.268440784874556 Total misclassified:  3\n",
      "Objective Function Value:  26.263297792024055 Total misclassified:  3\n",
      "Objective Function Value:  26.258157584670514 Total misclassified:  3\n",
      "Objective Function Value:  26.25302016049927 Total misclassified:  3\n",
      "Objective Function Value:  26.2478855171983 Total misclassified:  3\n",
      "Objective Function Value:  26.242753652458216 Total misclassified:  3\n",
      "Objective Function Value:  26.237624563972282 Total misclassified:  3\n",
      "Objective Function Value:  26.232498249436354 Total misclassified:  3\n",
      "Objective Function Value:  26.22737470654895 Total misclassified:  3\n",
      "Objective Function Value:  26.222253933011174 Total misclassified:  3\n",
      "Objective Function Value:  26.21713592652677 Total misclassified:  3\n",
      "Objective Function Value:  26.21202068480208 Total misclassified:  3\n",
      "Objective Function Value:  26.206908205546057 Total misclassified:  3\n",
      "Objective Function Value:  26.201798486470274 Total misclassified:  3\n",
      "Objective Function Value:  26.19669152528887 Total misclassified:  3\n",
      "Objective Function Value:  26.191587319718614 Total misclassified:  3\n",
      "Objective Function Value:  26.18648586747885 Total misclassified:  3\n",
      "Objective Function Value:  26.181387166291522 Total misclassified:  3\n",
      "Objective Function Value:  26.176291213881132 Total misclassified:  3\n",
      "Objective Function Value:  26.171198007974798 Total misclassified:  3\n",
      "Objective Function Value:  26.166107546302193 Total misclassified:  3\n",
      "Objective Function Value:  26.161019826595563 Total misclassified:  3\n",
      "Objective Function Value:  26.155934846589734 Total misclassified:  3\n",
      "Objective Function Value:  26.15085260402209 Total misclassified:  3\n",
      "Objective Function Value:  26.145773096632574 Total misclassified:  3\n",
      "Objective Function Value:  26.1406963221637 Total misclassified:  3\n",
      "Objective Function Value:  26.135622278360522 Total misclassified:  3\n",
      "Objective Function Value:  26.130550962970634 Total misclassified:  3\n",
      "Objective Function Value:  26.125482373744205 Total misclassified:  3\n",
      "Objective Function Value:  26.120416508433927 Total misclassified:  3\n",
      "Objective Function Value:  26.115353364795023 Total misclassified:  3\n",
      "Objective Function Value:  26.110292940585282 Total misclassified:  3\n",
      "Objective Function Value:  26.105235233564983 Total misclassified:  3\n",
      "Objective Function Value:  26.100180241496968 Total misclassified:  3\n",
      "Objective Function Value:  26.09512796214658 Total misclassified:  3\n",
      "Objective Function Value:  26.090078393281686 Total misclassified:  3\n",
      "Objective Function Value:  26.085031532672673 Total misclassified:  3\n",
      "Objective Function Value:  26.079987378092447 Total misclassified:  3\n",
      "Objective Function Value:  26.0749459273164 Total misclassified:  3\n",
      "Objective Function Value:  26.069907178122442 Total misclassified:  3\n",
      "Objective Function Value:  26.06487112829099 Total misclassified:  3\n",
      "Objective Function Value:  26.05983777560495 Total misclassified:  3\n",
      "Objective Function Value:  26.05480711784972 Total misclassified:  3\n",
      "Objective Function Value:  26.049779152813194 Total misclassified:  3\n",
      "Objective Function Value:  26.044753878285754 Total misclassified:  3\n",
      "Objective Function Value:  26.039731292060246 Total misclassified:  3\n",
      "Objective Function Value:  26.034711391932007 Total misclassified:  3\n",
      "Objective Function Value:  26.02969417569885 Total misclassified:  3\n",
      "Objective Function Value:  26.024679641161075 Total misclassified:  3\n",
      "Objective Function Value:  26.019667786121417 Total misclassified:  3\n",
      "Objective Function Value:  26.014658608385094 Total misclassified:  3\n",
      "Objective Function Value:  26.009652105759773 Total misclassified:  3\n",
      "Objective Function Value:  26.004648276055605 Total misclassified:  3\n",
      "Objective Function Value:  25.999647117085154 Total misclassified:  3\n",
      "Objective Function Value:  25.99464862666347 Total misclassified:  3\n",
      "Objective Function Value:  25.989652802608017 Total misclassified:  3\n",
      "Objective Function Value:  25.984659642738727 Total misclassified:  3\n",
      "Objective Function Value:  25.979669144877953 Total misclassified:  3\n",
      "Objective Function Value:  25.9746813068505 Total misclassified:  3\n",
      "Objective Function Value:  25.969696126483583 Total misclassified:  3\n",
      "Objective Function Value:  25.964713601606867 Total misclassified:  3\n",
      "Objective Function Value:  25.959733730052417 Total misclassified:  3\n",
      "Objective Function Value:  25.954756509654743 Total misclassified:  3\n",
      "Objective Function Value:  25.94978193825075 Total misclassified:  3\n",
      "Objective Function Value:  25.94481001367978 Total misclassified:  3\n",
      "Objective Function Value:  25.93984073378356 Total misclassified:  3\n",
      "Objective Function Value:  25.93487409640624 Total misclassified:  3\n",
      "Objective Function Value:  25.929910099394366 Total misclassified:  3\n",
      "Objective Function Value:  25.924948740596886 Total misclassified:  3\n",
      "Objective Function Value:  25.919990017865146 Total misclassified:  3\n",
      "Objective Function Value:  25.915033929052868 Total misclassified:  3\n",
      "Objective Function Value:  25.910080472016197 Total misclassified:  3\n",
      "Objective Function Value:  25.905129644613623 Total misclassified:  3\n",
      "Objective Function Value:  25.90018144470605 Total misclassified:  3\n",
      "Objective Function Value:  25.89523587015674 Total misclassified:  3\n",
      "Objective Function Value:  25.890292918831335 Total misclassified:  3\n",
      "Objective Function Value:  25.885352588597854 Total misclassified:  3\n",
      "Objective Function Value:  25.880414877326672 Total misclassified:  3\n",
      "Objective Function Value:  25.875479782890555 Total misclassified:  3\n",
      "Objective Function Value:  25.87054730316459 Total misclassified:  3\n",
      "Objective Function Value:  25.86561743602625 Total misclassified:  3\n",
      "Objective Function Value:  25.860690179355345 Total misclassified:  3\n",
      "Objective Function Value:  25.85576553103406 Total misclassified:  3\n",
      "Objective Function Value:  25.8508434889469 Total misclassified:  3\n",
      "Objective Function Value:  25.845924050980738 Total misclassified:  3\n",
      "Objective Function Value:  25.84100721502476 Total misclassified:  3\n",
      "Objective Function Value:  25.836092978970512 Total misclassified:  3\n",
      "Objective Function Value:  25.831181340711865 Total misclassified:  3\n",
      "Objective Function Value:  25.826272298145014 Total misclassified:  3\n",
      "Objective Function Value:  25.821365849168494 Total misclassified:  3\n",
      "Objective Function Value:  25.81646199168314 Total misclassified:  3\n",
      "Objective Function Value:  25.811560723592144 Total misclassified:  3\n",
      "Objective Function Value:  25.806662042800987 Total misclassified:  3\n",
      "Objective Function Value:  25.801765947217454 Total misclassified:  3\n",
      "Objective Function Value:  25.796872434751673 Total misclassified:  3\n",
      "Objective Function Value:  25.791981503316048 Total misclassified:  3\n",
      "Objective Function Value:  25.787093150825314 Total misclassified:  3\n",
      "Objective Function Value:  25.782207375196467 Total misclassified:  3\n",
      "Objective Function Value:  25.77732417434884 Total misclassified:  3\n",
      "Objective Function Value:  25.772443546204038 Total misclassified:  3\n",
      "Objective Function Value:  25.76756548868596 Total misclassified:  3\n",
      "Objective Function Value:  25.76268999972079 Total misclassified:  3\n",
      "Objective Function Value:  25.757817077236986 Total misclassified:  3\n",
      "Objective Function Value:  25.75294671916531 Total misclassified:  3\n",
      "Objective Function Value:  25.748078923438783 Total misclassified:  3\n",
      "Objective Function Value:  25.743213687992696 Total misclassified:  3\n",
      "Objective Function Value:  25.738351010764617 Total misclassified:  3\n",
      "Objective Function Value:  25.733490889694387 Total misclassified:  3\n",
      "Objective Function Value:  25.728633322724097 Total misclassified:  3\n",
      "Objective Function Value:  25.723778307798113 Total misclassified:  3\n",
      "Objective Function Value:  25.718925842863037 Total misclassified:  3\n",
      "Objective Function Value:  25.71407592586774 Total misclassified:  3\n",
      "Objective Function Value:  25.70922855476335 Total misclassified:  3\n",
      "Objective Function Value:  25.704383727503213 Total misclassified:  3\n",
      "Objective Function Value:  25.699541442042957 Total misclassified:  3\n",
      "Objective Function Value:  25.694701696340424 Total misclassified:  3\n",
      "Objective Function Value:  25.68986448835571 Total misclassified:  3\n",
      "Objective Function Value:  25.68502981605112 Total misclassified:  3\n",
      "Objective Function Value:  25.680197677391213 Total misclassified:  3\n",
      "Objective Function Value:  25.675368070342785 Total misclassified:  3\n",
      "Objective Function Value:  25.67054099287482 Total misclassified:  3\n",
      "Objective Function Value:  25.665716442958544 Total misclassified:  3\n",
      "Objective Function Value:  25.660894418567416 Total misclassified:  3\n",
      "Objective Function Value:  25.656074917677085 Total misclassified:  3\n",
      "Objective Function Value:  25.651257938265424 Total misclassified:  3\n",
      "Objective Function Value:  25.64644347831252 Total misclassified:  3\n",
      "Objective Function Value:  25.64163153580065 Total misclassified:  3\n",
      "Objective Function Value:  25.636822108714302 Total misclassified:  3\n",
      "Objective Function Value:  25.632015195040168 Total misclassified:  3\n",
      "Objective Function Value:  25.627210792767126 Total misclassified:  3\n",
      "Objective Function Value:  25.62240889988626 Total misclassified:  3\n",
      "Objective Function Value:  25.617609514390825 Total misclassified:  3\n",
      "Objective Function Value:  25.61281263427628 Total misclassified:  3\n",
      "Objective Function Value:  25.60801825754026 Total misclassified:  3\n",
      "Objective Function Value:  25.603226382182584 Total misclassified:  3\n",
      "Objective Function Value:  25.598437006205238 Total misclassified:  3\n",
      "Objective Function Value:  25.593650127612392 Total misclassified:  3\n",
      "Objective Function Value:  25.5888657444104 Total misclassified:  3\n",
      "Objective Function Value:  25.58408385460774 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  25.579304456215112 Total misclassified:  3\n",
      "Objective Function Value:  25.574527547245328 Total misclassified:  3\n",
      "Objective Function Value:  25.569753125713397 Total misclassified:  3\n",
      "Objective Function Value:  25.564981189636455 Total misclassified:  3\n",
      "Objective Function Value:  25.560211737033807 Total misclassified:  3\n",
      "Objective Function Value:  25.555444765926907 Total misclassified:  3\n",
      "Objective Function Value:  25.55068027433935 Total misclassified:  3\n",
      "Objective Function Value:  25.54591826029688 Total misclassified:  3\n",
      "Objective Function Value:  25.541158721827358 Total misclassified:  3\n",
      "Objective Function Value:  25.53640165696083 Total misclassified:  3\n",
      "Objective Function Value:  25.53164706372943 Total misclassified:  3\n",
      "Objective Function Value:  25.526894940167445 Total misclassified:  3\n",
      "Objective Function Value:  25.522145284311286 Total misclassified:  3\n",
      "Objective Function Value:  25.517398094199503 Total misclassified:  3\n",
      "Objective Function Value:  25.51265336787273 Total misclassified:  3\n",
      "Objective Function Value:  25.50791110337377 Total misclassified:  3\n",
      "Objective Function Value:  25.503171298747507 Total misclassified:  3\n",
      "Objective Function Value:  25.498433952040948 Total misclassified:  3\n",
      "Objective Function Value:  25.493699061303218 Total misclassified:  3\n",
      "Objective Function Value:  25.48896662458553 Total misclassified:  3\n",
      "Objective Function Value:  25.484236639941237 Total misclassified:  3\n",
      "Objective Function Value:  25.479509105425745 Total misclassified:  3\n",
      "Objective Function Value:  25.474784019096603 Total misclassified:  3\n",
      "Objective Function Value:  25.470061379013423 Total misclassified:  3\n",
      "Objective Function Value:  25.465341183237932 Total misclassified:  3\n",
      "Objective Function Value:  25.460623429833934 Total misclassified:  3\n",
      "Objective Function Value:  25.455908116867317 Total misclassified:  3\n",
      "Objective Function Value:  25.451195242406065 Total misclassified:  3\n",
      "Objective Function Value:  25.44648480452024 Total misclassified:  3\n",
      "Objective Function Value:  25.441776801281968 Total misclassified:  3\n",
      "Objective Function Value:  25.43707123076547 Total misclassified:  3\n",
      "Objective Function Value:  25.432368091047017 Total misclassified:  3\n",
      "Objective Function Value:  25.427667380204973 Total misclassified:  3\n",
      "Objective Function Value:  25.422969096319747 Total misclassified:  3\n",
      "Objective Function Value:  25.418273237473823 Total misclassified:  3\n",
      "Objective Function Value:  25.413579801751748 Total misclassified:  3\n",
      "Objective Function Value:  25.408888787240112 Total misclassified:  3\n",
      "Objective Function Value:  25.404200192027574 Total misclassified:  3\n",
      "Objective Function Value:  25.399514014204833 Total misclassified:  3\n",
      "Objective Function Value:  25.394830251864654 Total misclassified:  3\n",
      "Objective Function Value:  25.39014890310182 Total misclassified:  3\n",
      "Objective Function Value:  25.38546996601319 Total misclassified:  3\n",
      "Objective Function Value:  25.380793438697637 Total misclassified:  3\n",
      "Objective Function Value:  25.37611931925609 Total misclassified:  3\n",
      "Objective Function Value:  25.37144760579149 Total misclassified:  3\n",
      "Objective Function Value:  25.36677829640884 Total misclassified:  3\n",
      "Objective Function Value:  25.362111389215144 Total misclassified:  3\n",
      "Objective Function Value:  25.357446882319447 Total misclassified:  3\n",
      "Objective Function Value:  25.352784773832813 Total misclassified:  3\n",
      "Objective Function Value:  25.348125061868323 Total misclassified:  3\n",
      "Objective Function Value:  25.343467744541087 Total misclassified:  3\n",
      "Objective Function Value:  25.338812819968215 Total misclassified:  3\n",
      "Objective Function Value:  25.334160286268837 Total misclassified:  3\n",
      "Objective Function Value:  25.329510141564093 Total misclassified:  3\n",
      "Objective Function Value:  25.324862383977127 Total misclassified:  3\n",
      "Objective Function Value:  25.32021701163309 Total misclassified:  3\n",
      "Objective Function Value:  25.315574022659124 Total misclassified:  3\n",
      "Objective Function Value:  25.310933415184373 Total misclassified:  3\n",
      "Objective Function Value:  25.306295187339984 Total misclassified:  3\n",
      "Objective Function Value:  25.301659337259085 Total misclassified:  3\n",
      "Objective Function Value:  25.297025863076804 Total misclassified:  3\n",
      "Objective Function Value:  25.292394762930257 Total misclassified:  3\n",
      "Objective Function Value:  25.28776603495853 Total misclassified:  3\n",
      "Objective Function Value:  25.2831396773027 Total misclassified:  3\n",
      "Objective Function Value:  25.27851568810582 Total misclassified:  3\n",
      "Objective Function Value:  25.27389406551292 Total misclassified:  3\n",
      "Objective Function Value:  25.269274807671003 Total misclassified:  3\n",
      "Objective Function Value:  25.264657912729042 Total misclassified:  3\n",
      "Objective Function Value:  25.260043378837985 Total misclassified:  3\n",
      "Objective Function Value:  25.255431204150725 Total misclassified:  3\n",
      "Objective Function Value:  25.250821386822132 Total misclassified:  3\n",
      "Objective Function Value:  25.24621392500905 Total misclassified:  3\n",
      "Objective Function Value:  25.241608816870247 Total misclassified:  3\n",
      "Objective Function Value:  25.237006060566465 Total misclassified:  3\n",
      "Objective Function Value:  25.232405654260393 Total misclassified:  3\n",
      "Objective Function Value:  25.22780759611667 Total misclassified:  3\n",
      "Objective Function Value:  25.223211884301882 Total misclassified:  3\n",
      "Objective Function Value:  25.21861851698456 Total misclassified:  3\n",
      "Objective Function Value:  25.214027492335156 Total misclassified:  3\n",
      "Objective Function Value:  25.209438808526087 Total misclassified:  3\n",
      "Objective Function Value:  25.204852463731704 Total misclassified:  3\n",
      "Objective Function Value:  25.200268456128267 Total misclassified:  3\n",
      "Objective Function Value:  25.195686783893983 Total misclassified:  3\n",
      "Objective Function Value:  25.19110744520898 Total misclassified:  3\n",
      "Objective Function Value:  25.186530438255325 Total misclassified:  3\n",
      "Objective Function Value:  25.181955761216983 Total misclassified:  3\n",
      "Objective Function Value:  25.177383412279855 Total misclassified:  3\n",
      "Objective Function Value:  25.172813389631763 Total misclassified:  3\n",
      "Objective Function Value:  25.168245691462417 Total misclassified:  3\n",
      "Objective Function Value:  25.163680315963468 Total misclassified:  3\n",
      "Objective Function Value:  25.15911726132847 Total misclassified:  3\n",
      "Objective Function Value:  25.15455652575286 Total misclassified:  3\n",
      "Objective Function Value:  25.14999810743401 Total misclassified:  3\n",
      "Objective Function Value:  25.145442004571173 Total misclassified:  3\n",
      "Objective Function Value:  25.140888215365507 Total misclassified:  3\n",
      "Objective Function Value:  25.13633673802006 Total misclassified:  3\n",
      "Objective Function Value:  25.13178757073978 Total misclassified:  3\n",
      "Objective Function Value:  25.12724071173151 Total misclassified:  3\n",
      "Objective Function Value:  25.122696159203965 Total misclassified:  3\n",
      "Objective Function Value:  25.118153911367767 Total misclassified:  3\n",
      "Objective Function Value:  25.11361396643539 Total misclassified:  3\n",
      "Objective Function Value:  25.109076322621224 Total misclassified:  3\n",
      "Objective Function Value:  25.104540978141507 Total misclassified:  3\n",
      "Objective Function Value:  25.10000793121438 Total misclassified:  3\n",
      "Objective Function Value:  25.095477180059824 Total misclassified:  3\n",
      "Objective Function Value:  25.090948722899714 Total misclassified:  3\n",
      "Objective Function Value:  25.086422557957786 Total misclassified:  3\n",
      "Objective Function Value:  25.08189868345964 Total misclassified:  3\n",
      "Objective Function Value:  25.077377097632745 Total misclassified:  3\n",
      "Objective Function Value:  25.072857798706416 Total misclassified:  3\n",
      "Objective Function Value:  25.06834078491183 Total misclassified:  3\n",
      "Objective Function Value:  25.06382605448203 Total misclassified:  3\n",
      "Objective Function Value:  25.059313605651887 Total misclassified:  3\n",
      "Objective Function Value:  25.054803436658162 Total misclassified:  3\n",
      "Objective Function Value:  25.050295545739424 Total misclassified:  3\n",
      "Objective Function Value:  25.0457899311361 Total misclassified:  3\n",
      "Objective Function Value:  25.041286591090454 Total misclassified:  3\n",
      "Objective Function Value:  25.03678552384662 Total misclassified:  3\n",
      "Objective Function Value:  25.03228672765053 Total misclassified:  3\n",
      "Objective Function Value:  25.027790200749962 Total misclassified:  3\n",
      "Objective Function Value:  25.023295941394533 Total misclassified:  3\n",
      "Objective Function Value:  25.018803947835696 Total misclassified:  3\n",
      "Objective Function Value:  25.01431421832671 Total misclassified:  3\n",
      "Objective Function Value:  25.00982675112268 Total misclassified:  3\n",
      "Objective Function Value:  25.005341544480515 Total misclassified:  3\n",
      "Objective Function Value:  25.000858596658958 Total misclassified:  3\n",
      "Objective Function Value:  24.996377905918564 Total misclassified:  3\n",
      "Objective Function Value:  24.99189947052171 Total misclassified:  3\n",
      "Objective Function Value:  24.987423288732565 Total misclassified:  3\n",
      "Objective Function Value:  24.98294935881713 Total misclassified:  3\n",
      "Objective Function Value:  24.978477679043202 Total misclassified:  3\n",
      "Objective Function Value:  24.974008247680388 Total misclassified:  3\n",
      "Objective Function Value:  24.9695410630001 Total misclassified:  3\n",
      "Objective Function Value:  24.965076123275537 Total misclassified:  3\n",
      "Objective Function Value:  24.960613426781702 Total misclassified:  3\n",
      "Objective Function Value:  24.956152971795408 Total misclassified:  3\n",
      "Objective Function Value:  24.951694756595245 Total misclassified:  3\n",
      "Objective Function Value:  24.947238779461596 Total misclassified:  3\n",
      "Objective Function Value:  24.942785038676632 Total misclassified:  3\n",
      "Objective Function Value:  24.938333532524315 Total misclassified:  3\n",
      "Objective Function Value:  24.933884259290387 Total misclassified:  3\n",
      "Objective Function Value:  24.929437217262365 Total misclassified:  3\n",
      "Objective Function Value:  24.92499240472955 Total misclassified:  3\n",
      "Objective Function Value:  24.92054981998303 Total misclassified:  3\n",
      "Objective Function Value:  24.916109461315642 Total misclassified:  3\n",
      "Objective Function Value:  24.911671327022017 Total misclassified:  3\n",
      "Objective Function Value:  24.907235415398542 Total misclassified:  3\n",
      "Objective Function Value:  24.902801724743377 Total misclassified:  3\n",
      "Objective Function Value:  24.898370253356447 Total misclassified:  3\n",
      "Objective Function Value:  24.893940999539424 Total misclassified:  3\n",
      "Objective Function Value:  24.889513961595767 Total misclassified:  3\n",
      "Objective Function Value:  24.88508913783066 Total misclassified:  3\n",
      "Objective Function Value:  24.880666526551067 Total misclassified:  3\n",
      "Objective Function Value:  24.876246126065695 Total misclassified:  3\n",
      "Objective Function Value:  24.871827934685005 Total misclassified:  3\n",
      "Objective Function Value:  24.867411950721195 Total misclassified:  3\n",
      "Objective Function Value:  24.862998172488222 Total misclassified:  3\n",
      "Objective Function Value:  24.858586598301766 Total misclassified:  3\n",
      "Objective Function Value:  24.854177226479287 Total misclassified:  3\n",
      "Objective Function Value:  24.849770055339928 Total misclassified:  3\n",
      "Objective Function Value:  24.84536508320462 Total misclassified:  3\n",
      "Objective Function Value:  24.840962308395994 Total misclassified:  3\n",
      "Objective Function Value:  24.836561729238433 Total misclassified:  3\n",
      "Objective Function Value:  24.83216334405803 Total misclassified:  3\n",
      "Objective Function Value:  24.827767151182616 Total misclassified:  3\n",
      "Objective Function Value:  24.82337314894175 Total misclassified:  3\n",
      "Objective Function Value:  24.818981335666713 Total misclassified:  3\n",
      "Objective Function Value:  24.81459170969049 Total misclassified:  3\n",
      "Objective Function Value:  24.8102042693478 Total misclassified:  3\n",
      "Objective Function Value:  24.80581901297507 Total misclassified:  3\n",
      "Objective Function Value:  24.801435938910455 Total misclassified:  3\n",
      "Objective Function Value:  24.797055045493792 Total misclassified:  3\n",
      "Objective Function Value:  24.792676331066644 Total misclassified:  3\n",
      "Objective Function Value:  24.788299793972293 Total misclassified:  3\n",
      "Objective Function Value:  24.783925432555694 Total misclassified:  3\n",
      "Objective Function Value:  24.77955324516353 Total misclassified:  3\n",
      "Objective Function Value:  24.775183230144176 Total misclassified:  3\n",
      "Objective Function Value:  24.77081538584769 Total misclassified:  3\n",
      "Objective Function Value:  24.766449710625857 Total misclassified:  3\n",
      "Objective Function Value:  24.762086202832112 Total misclassified:  3\n",
      "Objective Function Value:  24.757724860821618 Total misclassified:  3\n",
      "Objective Function Value:  24.753365682951202 Total misclassified:  3\n",
      "Objective Function Value:  24.749008667579396 Total misclassified:  3\n",
      "Objective Function Value:  24.744653813066396 Total misclassified:  3\n",
      "Objective Function Value:  24.740301117774095 Total misclassified:  3\n",
      "Objective Function Value:  24.73595058006606 Total misclassified:  3\n",
      "Objective Function Value:  24.731602198307534 Total misclassified:  3\n",
      "Objective Function Value:  24.727255970865432 Total misclassified:  3\n",
      "Objective Function Value:  24.72291189610835 Total misclassified:  3\n",
      "Objective Function Value:  24.718569972406538 Total misclassified:  3\n",
      "Objective Function Value:  24.71423019813194 Total misclassified:  3\n",
      "Objective Function Value:  24.70989257165814 Total misclassified:  3\n",
      "Objective Function Value:  24.705557091360404 Total misclassified:  3\n",
      "Objective Function Value:  24.701223755615658 Total misclassified:  3\n",
      "Objective Function Value:  24.69689256280246 Total misclassified:  3\n",
      "Objective Function Value:  24.69256351130108 Total misclassified:  3\n",
      "Objective Function Value:  24.688236599493383 Total misclassified:  3\n",
      "Objective Function Value:  24.68391182576292 Total misclassified:  3\n",
      "Objective Function Value:  24.6795891884949 Total misclassified:  3\n",
      "Objective Function Value:  24.675268686076148 Total misclassified:  3\n",
      "Objective Function Value:  24.67095031689517 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  24.666634079342092 Total misclassified:  3\n",
      "Objective Function Value:  24.662319971808692 Total misclassified:  3\n",
      "Objective Function Value:  24.658007992688386 Total misclassified:  3\n",
      "Objective Function Value:  24.653698140376235 Total misclassified:  3\n",
      "Objective Function Value:  24.649390413268918 Total misclassified:  3\n",
      "Objective Function Value:  24.64508480976476 Total misclassified:  3\n",
      "Objective Function Value:  24.640781328263724 Total misclassified:  3\n",
      "Objective Function Value:  24.636479967167386 Total misclassified:  3\n",
      "Objective Function Value:  24.632180724878953 Total misclassified:  3\n",
      "Objective Function Value:  24.62788359980326 Total misclassified:  3\n",
      "Objective Function Value:  24.62358859034677 Total misclassified:  3\n",
      "Objective Function Value:  24.61929569491756 Total misclassified:  3\n",
      "Objective Function Value:  24.61500491192532 Total misclassified:  3\n",
      "Objective Function Value:  24.61071623978137 Total misclassified:  3\n",
      "Objective Function Value:  24.606429676898635 Total misclassified:  3\n",
      "Objective Function Value:  24.60214522169165 Total misclassified:  3\n",
      "Objective Function Value:  24.597862872576563 Total misclassified:  3\n",
      "Objective Function Value:  24.59358262797114 Total misclassified:  3\n",
      "Objective Function Value:  24.589304486294736 Total misclassified:  3\n",
      "Objective Function Value:  24.585028445968312 Total misclassified:  3\n",
      "Objective Function Value:  24.580754505414443 Total misclassified:  3\n",
      "Objective Function Value:  24.5764826630573 Total misclassified:  3\n",
      "Objective Function Value:  24.57221291732263 Total misclassified:  3\n",
      "Objective Function Value:  24.567945266637807 Total misclassified:  3\n",
      "Objective Function Value:  24.56367970943178 Total misclassified:  3\n",
      "Objective Function Value:  24.559416244135097 Total misclassified:  3\n",
      "Objective Function Value:  24.55515486917988 Total misclassified:  3\n",
      "Objective Function Value:  24.550895582999857 Total misclassified:  3\n",
      "Objective Function Value:  24.54663838403033 Total misclassified:  3\n",
      "Objective Function Value:  24.54238327070818 Total misclassified:  3\n",
      "Objective Function Value:  24.53813024147188 Total misclassified:  3\n",
      "Objective Function Value:  24.53387929476149 Total misclassified:  3\n",
      "Objective Function Value:  24.52963042901861 Total misclassified:  3\n",
      "Objective Function Value:  24.525383642686457 Total misclassified:  3\n",
      "Objective Function Value:  24.521138934209787 Total misclassified:  3\n",
      "Objective Function Value:  24.51689630203495 Total misclassified:  3\n",
      "Objective Function Value:  24.512655744609855 Total misclassified:  3\n",
      "Objective Function Value:  24.508417260383975 Total misclassified:  3\n",
      "Objective Function Value:  24.504180847808357 Total misclassified:  3\n",
      "Objective Function Value:  24.49994650533559 Total misclassified:  3\n",
      "Objective Function Value:  24.495714231419846 Total misclassified:  3\n",
      "Objective Function Value:  24.49148402451685 Total misclassified:  3\n",
      "Objective Function Value:  24.487255883083872 Total misclassified:  3\n",
      "Objective Function Value:  24.483029805579747 Total misclassified:  3\n",
      "Objective Function Value:  24.478805790464854 Total misclassified:  3\n",
      "Objective Function Value:  24.474583836201134 Total misclassified:  3\n",
      "Objective Function Value:  24.470363941252067 Total misclassified:  3\n",
      "Objective Function Value:  24.466146104082675 Total misclassified:  3\n",
      "Objective Function Value:  24.461930323159546 Total misclassified:  3\n",
      "Objective Function Value:  24.45771659695079 Total misclassified:  3\n",
      "Objective Function Value:  24.453504923926047 Total misclassified:  3\n",
      "Objective Function Value:  24.449295302556536 Total misclassified:  3\n",
      "Objective Function Value:  24.445087731314963 Total misclassified:  3\n",
      "Objective Function Value:  24.44088220867561 Total misclassified:  3\n",
      "Objective Function Value:  24.436678733114263 Total misclassified:  3\n",
      "Objective Function Value:  24.43247730310825 Total misclassified:  3\n",
      "Objective Function Value:  24.42827791713643 Total misclassified:  3\n",
      "Objective Function Value:  24.424080573679177 Total misclassified:  3\n",
      "Objective Function Value:  24.419885271218405 Total misclassified:  3\n",
      "Objective Function Value:  24.415692008237542 Total misclassified:  3\n",
      "Objective Function Value:  24.411500783221527 Total misclassified:  3\n",
      "Objective Function Value:  24.40731159465684 Total misclassified:  3\n",
      "Objective Function Value:  24.40312444103146 Total misclassified:  3\n",
      "Objective Function Value:  24.39893932083487 Total misclassified:  3\n",
      "Objective Function Value:  24.394756232558105 Total misclassified:  3\n",
      "Objective Function Value:  24.390575174693677 Total misclassified:  3\n",
      "Objective Function Value:  24.386396145735606 Total misclassified:  3\n",
      "Objective Function Value:  24.382219144179448 Total misclassified:  3\n",
      "Objective Function Value:  24.378044168522226 Total misclassified:  3\n",
      "Objective Function Value:  24.373871217262504 Total misclassified:  3\n",
      "Objective Function Value:  24.36970028890031 Total misclassified:  3\n",
      "Objective Function Value:  24.365531381937206 Total misclassified:  3\n",
      "Objective Function Value:  24.361364494876216 Total misclassified:  3\n",
      "Objective Function Value:  24.357199626221895 Total misclassified:  3\n",
      "Objective Function Value:  24.35303677448026 Total misclassified:  3\n",
      "Objective Function Value:  24.348875938158844 Total misclassified:  3\n",
      "Objective Function Value:  24.34471711576665 Total misclassified:  3\n",
      "Objective Function Value:  24.34056030581418 Total misclassified:  3\n",
      "Objective Function Value:  24.336405506813424 Total misclassified:  3\n",
      "Objective Function Value:  24.332252717277843 Total misclassified:  3\n",
      "Objective Function Value:  24.328101935722387 Total misclassified:  3\n",
      "Objective Function Value:  24.3239531606635 Total misclassified:  3\n",
      "Objective Function Value:  24.319806390619075 Total misclassified:  3\n",
      "Objective Function Value:  24.315661624108504 Total misclassified:  3\n",
      "Objective Function Value:  24.311518859652644 Total misclassified:  3\n",
      "Objective Function Value:  24.30737809577382 Total misclassified:  3\n",
      "Objective Function Value:  24.30323933099585 Total misclassified:  3\n",
      "Objective Function Value:  24.299102563843995 Total misclassified:  3\n",
      "Objective Function Value:  24.29496779284499 Total misclassified:  3\n",
      "Objective Function Value:  24.290835016527048 Total misclassified:  3\n",
      "Objective Function Value:  24.28670423341982 Total misclassified:  3\n",
      "Objective Function Value:  24.282575442054448 Total misclassified:  3\n",
      "Objective Function Value:  24.278448640963507 Total misclassified:  3\n",
      "Objective Function Value:  24.27432382868104 Total misclassified:  3\n",
      "Objective Function Value:  24.27020100374256 Total misclassified:  3\n",
      "Objective Function Value:  24.266080164685 Total misclassified:  3\n",
      "Objective Function Value:  24.261961310046775 Total misclassified:  3\n",
      "Objective Function Value:  24.257844438367744 Total misclassified:  3\n",
      "Objective Function Value:  24.253729548189206 Total misclassified:  3\n",
      "Objective Function Value:  24.2496166380539 Total misclassified:  3\n",
      "Objective Function Value:  24.24550570650604 Total misclassified:  3\n",
      "Objective Function Value:  24.24139675209124 Total misclassified:  3\n",
      "Objective Function Value:  24.2372897733566 Total misclassified:  3\n",
      "Objective Function Value:  24.233184768850624 Total misclassified:  3\n",
      "Objective Function Value:  24.22908173712326 Total misclassified:  3\n",
      "Objective Function Value:  24.22498067672591 Total misclassified:  3\n",
      "Objective Function Value:  24.220881586211387 Total misclassified:  3\n",
      "Objective Function Value:  24.21678446413395 Total misclassified:  3\n",
      "Objective Function Value:  24.21268930904928 Total misclassified:  3\n",
      "Objective Function Value:  24.2085961195145 Total misclassified:  3\n",
      "Objective Function Value:  24.204504894088124 Total misclassified:  3\n",
      "Objective Function Value:  24.200415631330145 Total misclassified:  3\n",
      "Objective Function Value:  24.196328329801933 Total misclassified:  3\n",
      "Objective Function Value:  24.19224298806629 Total misclassified:  3\n",
      "Objective Function Value:  24.18815960468745 Total misclassified:  3\n",
      "Objective Function Value:  24.184078178231047 Total misclassified:  3\n",
      "Objective Function Value:  24.17999870726416 Total misclassified:  3\n",
      "Objective Function Value:  24.175921190355236 Total misclassified:  3\n",
      "Objective Function Value:  24.171845626074173 Total misclassified:  3\n",
      "Objective Function Value:  24.167772012992266 Total misclassified:  3\n",
      "Objective Function Value:  24.163700349682216 Total misclassified:  3\n",
      "Objective Function Value:  24.15963063471812 Total misclassified:  3\n",
      "Objective Function Value:  24.15556286667551 Total misclassified:  3\n",
      "Objective Function Value:  24.151497044131297 Total misclassified:  3\n",
      "Objective Function Value:  24.14743316566379 Total misclassified:  3\n",
      "Objective Function Value:  24.143371229852715 Total misclassified:  3\n",
      "Objective Function Value:  24.139311235279187 Total misclassified:  3\n",
      "Objective Function Value:  24.13525318052572 Total misclassified:  3\n",
      "Objective Function Value:  24.131197064176213 Total misclassified:  3\n",
      "Objective Function Value:  24.127142884815974 Total misclassified:  3\n",
      "Objective Function Value:  24.123090641031677 Total misclassified:  3\n",
      "Objective Function Value:  24.119040331411405 Total misclassified:  3\n",
      "Objective Function Value:  24.114991954544635 Total misclassified:  3\n",
      "Objective Function Value:  24.11094550902221 Total misclassified:  3\n",
      "Objective Function Value:  24.10690099343635 Total misclassified:  3\n",
      "Objective Function Value:  24.10285840638069 Total misclassified:  3\n",
      "Objective Function Value:  24.098817746450216 Total misclassified:  3\n",
      "Objective Function Value:  24.094779012241307 Total misclassified:  3\n",
      "Objective Function Value:  24.09074220235172 Total misclassified:  3\n",
      "Objective Function Value:  24.086707315380565 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  24.08267434992836 Total misclassified:  3\n",
      "Objective Function Value:  24.078643304596962 Total misclassified:  3\n",
      "Objective Function Value:  24.074614177989623 Total misclassified:  3\n",
      "Objective Function Value:  24.07058696871094 Total misclassified:  3\n",
      "Objective Function Value:  24.066561675366902 Total misclassified:  3\n",
      "Objective Function Value:  24.062538296564853 Total misclassified:  3\n",
      "Objective Function Value:  24.058516830913476 Total misclassified:  3\n",
      "Objective Function Value:  24.054497277022854 Total misclassified:  3\n",
      "Objective Function Value:  24.050479633504402 Total misclassified:  3\n",
      "Objective Function Value:  24.046463898970913 Total misclassified:  3\n",
      "Objective Function Value:  24.042450072036512 Total misclassified:  3\n",
      "Objective Function Value:  24.038438151316704 Total misclassified:  3\n",
      "Objective Function Value:  24.03442813542833 Total misclassified:  3\n",
      "Objective Function Value:  24.030420022989585 Total misclassified:  3\n",
      "Objective Function Value:  24.026413812620014 Total misclassified:  3\n",
      "Objective Function Value:  24.02240950294052 Total misclassified:  3\n",
      "Objective Function Value:  24.01840709257334 Total misclassified:  3\n",
      "Objective Function Value:  24.014406580142055 Total misclassified:  3\n",
      "Objective Function Value:  24.0104079642716 Total misclassified:  3\n",
      "Objective Function Value:  24.00641124358823 Total misclassified:  3\n",
      "Objective Function Value:  24.00241641671957 Total misclassified:  3\n",
      "Objective Function Value:  23.99842348229455 Total misclassified:  3\n",
      "Objective Function Value:  23.994432438943466 Total misclassified:  3\n",
      "Objective Function Value:  23.99044328529792 Total misclassified:  3\n",
      "Objective Function Value:  23.986456019990875 Total misclassified:  3\n",
      "Objective Function Value:  23.9824706416566 Total misclassified:  3\n",
      "Objective Function Value:  23.97848714893071 Total misclassified:  3\n",
      "Objective Function Value:  23.974505540450135 Total misclassified:  3\n",
      "Objective Function Value:  23.970525814853143 Total misclassified:  3\n",
      "Objective Function Value:  23.966547970779324 Total misclassified:  3\n",
      "Objective Function Value:  23.962572006869586 Total misclassified:  3\n",
      "Objective Function Value:  23.95859792176616 Total misclassified:  3\n",
      "Objective Function Value:  23.9546257141126 Total misclassified:  3\n",
      "Objective Function Value:  23.950655382553766 Total misclassified:  3\n",
      "Objective Function Value:  23.946686925735854 Total misclassified:  3\n",
      "Objective Function Value:  23.94272034230635 Total misclassified:  3\n",
      "Objective Function Value:  23.93875563091408 Total misclassified:  3\n",
      "Objective Function Value:  23.934792790209166 Total misclassified:  3\n",
      "Objective Function Value:  23.930831818843036 Total misclassified:  3\n",
      "Objective Function Value:  23.926872715468438 Total misclassified:  3\n",
      "Objective Function Value:  23.92291547873941 Total misclassified:  3\n",
      "Objective Function Value:  23.918960107311307 Total misclassified:  3\n",
      "Objective Function Value:  23.9150065998408 Total misclassified:  3\n",
      "Objective Function Value:  23.911054954985836 Total misclassified:  3\n",
      "Objective Function Value:  23.907105171405668 Total misclassified:  3\n",
      "Objective Function Value:  23.903157247760866 Total misclassified:  3\n",
      "Objective Function Value:  23.89921118271327 Total misclassified:  3\n",
      "Objective Function Value:  23.895266974926034 Total misclassified:  3\n",
      "Objective Function Value:  23.891324623063607 Total misclassified:  3\n",
      "Objective Function Value:  23.887384125791705 Total misclassified:  3\n",
      "Objective Function Value:  23.883445481777365 Total misclassified:  3\n",
      "Objective Function Value:  23.879508689688905 Total misclassified:  3\n",
      "Objective Function Value:  23.87557374819591 Total misclassified:  3\n",
      "Objective Function Value:  23.871640655969287 Total misclassified:  3\n",
      "Objective Function Value:  23.867709411681183 Total misclassified:  3\n",
      "Objective Function Value:  23.863780014005066 Total misclassified:  3\n",
      "Objective Function Value:  23.85985246161566 Total misclassified:  3\n",
      "Objective Function Value:  23.85592675318899 Total misclassified:  3\n",
      "Objective Function Value:  23.852002887402335 Total misclassified:  3\n",
      "Objective Function Value:  23.84808086293426 Total misclassified:  3\n",
      "Objective Function Value:  23.844160678464615 Total misclassified:  3\n",
      "Objective Function Value:  23.840242332674514 Total misclassified:  3\n",
      "Objective Function Value:  23.836325824246344 Total misclassified:  3\n",
      "Objective Function Value:  23.83241115186375 Total misclassified:  3\n",
      "Objective Function Value:  23.82849831421166 Total misclassified:  3\n",
      "Objective Function Value:  23.82458730997627 Total misclassified:  3\n",
      "Objective Function Value:  23.820678137845032 Total misclassified:  3\n",
      "Objective Function Value:  23.816770796506667 Total misclassified:  3\n",
      "Objective Function Value:  23.812865284651153 Total misclassified:  3\n",
      "Objective Function Value:  23.808961600969738 Total misclassified:  3\n",
      "Objective Function Value:  23.805059744154917 Total misclassified:  3\n",
      "Objective Function Value:  23.801159712900457 Total misclassified:  3\n",
      "Objective Function Value:  23.79726150590136 Total misclassified:  3\n",
      "Objective Function Value:  23.793365121853903 Total misclassified:  3\n",
      "Objective Function Value:  23.789470559455616 Total misclassified:  3\n",
      "Objective Function Value:  23.785577817405255 Total misclassified:  3\n",
      "Objective Function Value:  23.781686894402853 Total misclassified:  3\n",
      "Objective Function Value:  23.777797789149673 Total misclassified:  3\n",
      "Objective Function Value:  23.773910500348247 Total misclassified:  3\n",
      "Objective Function Value:  23.77002502670232 Total misclassified:  3\n",
      "Objective Function Value:  23.76614136691692 Total misclassified:  3\n",
      "Objective Function Value:  23.762259519698276 Total misclassified:  3\n",
      "Objective Function Value:  23.758379483753885 Total misclassified:  3\n",
      "Objective Function Value:  23.754501257792484 Total misclassified:  3\n",
      "Objective Function Value:  23.750624840524022 Total misclassified:  3\n",
      "Objective Function Value:  23.746750230659714 Total misclassified:  3\n",
      "Objective Function Value:  23.74287742691199 Total misclassified:  3\n",
      "Objective Function Value:  23.73900642799453 Total misclassified:  3\n",
      "Objective Function Value:  23.735137232622222 Total misclassified:  3\n",
      "Objective Function Value:  23.731269839511206 Total misclassified:  3\n",
      "Objective Function Value:  23.727404247378836 Total misclassified:  3\n",
      "Objective Function Value:  23.723540454943706 Total misclassified:  3\n",
      "Objective Function Value:  23.71967846092563 Total misclassified:  3\n",
      "Objective Function Value:  23.715818264045634 Total misclassified:  3\n",
      "Objective Function Value:  23.71195986302598 Total misclassified:  3\n",
      "Objective Function Value:  23.70810325659016 Total misclassified:  3\n",
      "Objective Function Value:  23.70424844346286 Total misclassified:  3\n",
      "Objective Function Value:  23.70039542237001 Total misclassified:  3\n",
      "Objective Function Value:  23.69654419203873 Total misclassified:  3\n",
      "Objective Function Value:  23.692694751197383 Total misclassified:  3\n",
      "Objective Function Value:  23.688847098575526 Total misclassified:  3\n",
      "Objective Function Value:  23.685001232903943 Total misclassified:  3\n",
      "Objective Function Value:  23.681157152914608 Total misclassified:  3\n",
      "Objective Function Value:  23.677314857340722 Total misclassified:  3\n",
      "Objective Function Value:  23.67347434491669 Total misclassified:  3\n",
      "Objective Function Value:  23.669635614378123 Total misclassified:  3\n",
      "Objective Function Value:  23.665798664461835 Total misclassified:  3\n",
      "Objective Function Value:  23.66196349390584 Total misclassified:  3\n",
      "Objective Function Value:  23.658130101449366 Total misclassified:  3\n",
      "Objective Function Value:  23.654298485832825 Total misclassified:  3\n",
      "Objective Function Value:  23.650468645797837 Total misclassified:  3\n",
      "Objective Function Value:  23.64664058008723 Total misclassified:  3\n",
      "Objective Function Value:  23.642814287445002 Total misclassified:  3\n",
      "Objective Function Value:  23.638989766616376 Total misclassified:  3\n",
      "Objective Function Value:  23.635167016347744 Total misclassified:  3\n",
      "Objective Function Value:  23.6313460353867 Total misclassified:  3\n",
      "Objective Function Value:  23.62752682248202 Total misclassified:  3\n",
      "Objective Function Value:  23.623709376383694 Total misclassified:  3\n",
      "Objective Function Value:  23.619893695842862 Total misclassified:  3\n",
      "Objective Function Value:  23.61607977961189 Total misclassified:  3\n",
      "Objective Function Value:  23.612267626444293 Total misclassified:  3\n",
      "Objective Function Value:  23.60845723509479 Total misclassified:  3\n",
      "Objective Function Value:  23.604648604319276 Total misclassified:  3\n",
      "Objective Function Value:  23.60084173287482 Total misclassified:  3\n",
      "Objective Function Value:  23.59703661951968 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  23.593233263013296 Total misclassified:  3\n",
      "Objective Function Value:  23.58943166211627 Total misclassified:  3\n",
      "Objective Function Value:  23.585631815590382 Total misclassified:  3\n",
      "Objective Function Value:  23.58183372219859 Total misclassified:  3\n",
      "Objective Function Value:  23.578037380705016 Total misclassified:  3\n",
      "Objective Function Value:  23.574242789874962 Total misclassified:  3\n",
      "Objective Function Value:  23.570449948474902 Total misclassified:  3\n",
      "Objective Function Value:  23.566658855272458 Total misclassified:  3\n",
      "Objective Function Value:  23.56286950903644 Total misclassified:  3\n",
      "Objective Function Value:  23.5590819085368 Total misclassified:  3\n",
      "Objective Function Value:  23.555296052544684 Total misclassified:  3\n",
      "Objective Function Value:  23.551511939832373 Total misclassified:  3\n",
      "Objective Function Value:  23.547729569173313 Total misclassified:  3\n",
      "Objective Function Value:  23.543948939342133 Total misclassified:  3\n",
      "Objective Function Value:  23.54017004911458 Total misclassified:  3\n",
      "Objective Function Value:  23.536392897267586 Total misclassified:  3\n",
      "Objective Function Value:  23.532617482579226 Total misclassified:  3\n",
      "Objective Function Value:  23.528843803828746 Total misclassified:  3\n",
      "Objective Function Value:  23.52507185979652 Total misclassified:  3\n",
      "Objective Function Value:  23.52130164926409 Total misclassified:  3\n",
      "Objective Function Value:  23.51753317101413 Total misclassified:  3\n",
      "Objective Function Value:  23.51376642383049 Total misclassified:  3\n",
      "Objective Function Value:  23.51000140649813 Total misclassified:  3\n",
      "Objective Function Value:  23.50623811780319 Total misclassified:  3\n",
      "Objective Function Value:  23.502476556532947 Total misclassified:  3\n",
      "Objective Function Value:  23.498716721475787 Total misclassified:  3\n",
      "Objective Function Value:  23.494958611421286 Total misclassified:  3\n",
      "Objective Function Value:  23.49120222516013 Total misclassified:  3\n",
      "Objective Function Value:  23.487447561484142 Total misclassified:  3\n",
      "Objective Function Value:  23.48369461918631 Total misclassified:  3\n",
      "Objective Function Value:  23.479943397060715 Total misclassified:  3\n",
      "Objective Function Value:  23.47619389390261 Total misclassified:  3\n",
      "Objective Function Value:  23.472446108508368 Total misclassified:  3\n",
      "Objective Function Value:  23.468700039675475 Total misclassified:  3\n",
      "Objective Function Value:  23.464955686202593 Total misclassified:  3\n",
      "Objective Function Value:  23.46121304688947 Total misclassified:  3\n",
      "Objective Function Value:  23.457472120536984 Total misclassified:  3\n",
      "Objective Function Value:  23.453732905947167 Total misclassified:  3\n",
      "Objective Function Value:  23.44999540192316 Total misclassified:  3\n",
      "Objective Function Value:  23.446259607269223 Total misclassified:  3\n",
      "Objective Function Value:  23.442525520790745 Total misclassified:  3\n",
      "Objective Function Value:  23.438793141294234 Total misclassified:  3\n",
      "Objective Function Value:  23.435062467587322 Total misclassified:  3\n",
      "Objective Function Value:  23.43133349847875 Total misclassified:  3\n",
      "Objective Function Value:  23.42760623277838 Total misclassified:  3\n",
      "Objective Function Value:  23.423880669297194 Total misclassified:  3\n",
      "Objective Function Value:  23.420156806847285 Total misclassified:  3\n",
      "Objective Function Value:  23.41643464424186 Total misclassified:  3\n",
      "Objective Function Value:  23.412714180295232 Total misclassified:  3\n",
      "Objective Function Value:  23.408995413822836 Total misclassified:  3\n",
      "Objective Function Value:  23.405278343641204 Total misclassified:  3\n",
      "Objective Function Value:  23.401562968567973 Total misclassified:  3\n",
      "Objective Function Value:  23.397849287421906 Total misclassified:  3\n",
      "Objective Function Value:  23.394137299022855 Total misclassified:  3\n",
      "Objective Function Value:  23.390427002191778 Total misclassified:  3\n",
      "Objective Function Value:  23.386718395750734 Total misclassified:  3\n",
      "Objective Function Value:  23.383011478522896 Total misclassified:  3\n",
      "Objective Function Value:  23.37930624933251 Total misclassified:  3\n",
      "Objective Function Value:  23.37560270700495 Total misclassified:  3\n",
      "Objective Function Value:  23.37190085036668 Total misclassified:  3\n",
      "Objective Function Value:  23.36820067824523 Total misclassified:  3\n",
      "Objective Function Value:  23.364502189469277 Total misclassified:  3\n",
      "Objective Function Value:  23.36080538286854 Total misclassified:  3\n",
      "Objective Function Value:  23.357110257273867 Total misclassified:  3\n",
      "Objective Function Value:  23.353416811517178 Total misclassified:  3\n",
      "Objective Function Value:  23.349725044431487 Total misclassified:  3\n",
      "Objective Function Value:  23.3460349548509 Total misclassified:  3\n",
      "Objective Function Value:  23.3423465416106 Total misclassified:  3\n",
      "Objective Function Value:  23.338659803546864 Total misclassified:  3\n",
      "Objective Function Value:  23.334974739497046 Total misclassified:  3\n",
      "Objective Function Value:  23.3312913482996 Total misclassified:  3\n",
      "Objective Function Value:  23.32760962879404 Total misclassified:  3\n",
      "Objective Function Value:  23.32392957982097 Total misclassified:  3\n",
      "Objective Function Value:  23.320251200222074 Total misclassified:  3\n",
      "Objective Function Value:  23.316574488840118 Total misclassified:  3\n",
      "Objective Function Value:  23.312899444518933 Total misclassified:  3\n",
      "Objective Function Value:  23.309226066103427 Total misclassified:  3\n",
      "Objective Function Value:  23.305554352439604 Total misclassified:  3\n",
      "Objective Function Value:  23.301884302374503 Total misclassified:  3\n",
      "Objective Function Value:  23.298215914756263 Total misclassified:  3\n",
      "Objective Function Value:  23.294549188434097 Total misclassified:  3\n",
      "Objective Function Value:  23.29088412225825 Total misclassified:  3\n",
      "Objective Function Value:  23.28722071508009 Total misclassified:  3\n",
      "Objective Function Value:  23.283558965751993 Total misclassified:  3\n",
      "Objective Function Value:  23.27989887312745 Total misclassified:  3\n",
      "Objective Function Value:  23.276240436060988 Total misclassified:  3\n",
      "Objective Function Value:  23.272583653408194 Total misclassified:  3\n",
      "Objective Function Value:  23.268928524025736 Total misclassified:  3\n",
      "Objective Function Value:  23.26527504677133 Total misclassified:  3\n",
      "Objective Function Value:  23.26162322050375 Total misclassified:  3\n",
      "Objective Function Value:  23.25797304408284 Total misclassified:  3\n",
      "Objective Function Value:  23.254324516369472 Total misclassified:  3\n",
      "Objective Function Value:  23.25067763622561 Total misclassified:  3\n",
      "Objective Function Value:  23.247032402514247 Total misclassified:  3\n",
      "Objective Function Value:  23.24338881409944 Total misclassified:  3\n",
      "Objective Function Value:  23.23974686984628 Total misclassified:  3\n",
      "Objective Function Value:  23.23610656862094 Total misclassified:  3\n",
      "Objective Function Value:  23.23246790929062 Total misclassified:  3\n",
      "Objective Function Value:  23.228830890723557 Total misclassified:  3\n",
      "Objective Function Value:  23.22519551178907 Total misclassified:  3\n",
      "Objective Function Value:  23.221561771357493 Total misclassified:  3\n",
      "Objective Function Value:  23.217929668300208 Total misclassified:  3\n",
      "Objective Function Value:  23.21429920148965 Total misclassified:  3\n",
      "Objective Function Value:  23.210670369799296 Total misclassified:  3\n",
      "Objective Function Value:  23.207043172103653 Total misclassified:  3\n",
      "Objective Function Value:  23.20341760727828 Total misclassified:  3\n",
      "Objective Function Value:  23.199793674199757 Total misclassified:  3\n",
      "Objective Function Value:  23.196171371745713 Total misclassified:  3\n",
      "Objective Function Value:  23.19255069879482 Total misclassified:  3\n",
      "Objective Function Value:  23.18893165422677 Total misclassified:  3\n",
      "Objective Function Value:  23.185314236922284 Total misclassified:  3\n",
      "Objective Function Value:  23.18169844576314 Total misclassified:  3\n",
      "Objective Function Value:  23.178084279632117 Total misclassified:  3\n",
      "Objective Function Value:  23.174471737413043 Total misclassified:  3\n",
      "Objective Function Value:  23.170860817990775 Total misclassified:  3\n",
      "Objective Function Value:  23.167251520251178 Total misclassified:  3\n",
      "Objective Function Value:  23.163643843081175 Total misclassified:  3\n",
      "Objective Function Value:  23.160037785368672 Total misclassified:  3\n",
      "Objective Function Value:  23.15643334600263 Total misclassified:  3\n",
      "Objective Function Value:  23.152830523873035 Total misclassified:  3\n",
      "Objective Function Value:  23.149229317870862 Total misclassified:  3\n",
      "Objective Function Value:  23.145629726888153 Total misclassified:  3\n",
      "Objective Function Value:  23.142031749817917 Total misclassified:  3\n",
      "Objective Function Value:  23.13843538555422 Total misclassified:  3\n",
      "Objective Function Value:  23.13484063299213 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  23.13124749102773 Total misclassified:  3\n",
      "Objective Function Value:  23.12765595855812 Total misclassified:  3\n",
      "Objective Function Value:  23.124066034481395 Total misclassified:  3\n",
      "Objective Function Value:  23.1204777176967 Total misclassified:  3\n",
      "Objective Function Value:  23.116891007104158 Total misclassified:  3\n",
      "Objective Function Value:  23.113305901604917 Total misclassified:  3\n",
      "Objective Function Value:  23.10972240010112 Total misclassified:  3\n",
      "Objective Function Value:  23.106140501495922 Total misclassified:  3\n",
      "Objective Function Value:  23.102560204693503 Total misclassified:  3\n",
      "Objective Function Value:  23.098981508599017 Total misclassified:  3\n",
      "Objective Function Value:  23.09540441211864 Total misclassified:  3\n",
      "Objective Function Value:  23.091828914159546 Total misclassified:  3\n",
      "Objective Function Value:  23.088255013629915 Total misclassified:  3\n",
      "Objective Function Value:  23.084682709438916 Total misclassified:  3\n",
      "Objective Function Value:  23.081112000496724 Total misclassified:  3\n",
      "Objective Function Value:  23.077542885714514 Total misclassified:  3\n",
      "Objective Function Value:  23.073975364004447 Total misclassified:  3\n",
      "Objective Function Value:  23.0704094342797 Total misclassified:  3\n",
      "Objective Function Value:  23.066845095454422 Total misclassified:  3\n",
      "Objective Function Value:  23.063282346443764 Total misclassified:  3\n",
      "Objective Function Value:  23.05972118616387 Total misclassified:  3\n",
      "Objective Function Value:  23.056161613531884 Total misclassified:  3\n",
      "Objective Function Value:  23.052603627465917 Total misclassified:  3\n",
      "Objective Function Value:  23.049047226885087 Total misclassified:  3\n",
      "Objective Function Value:  23.045492410709493 Total misclassified:  3\n",
      "Objective Function Value:  23.041939177860215 Total misclassified:  3\n",
      "Objective Function Value:  23.038387527259328 Total misclassified:  3\n",
      "Objective Function Value:  23.03483745782989 Total misclassified:  3\n",
      "Objective Function Value:  23.031288968495936 Total misclassified:  3\n",
      "Objective Function Value:  23.02774205818249 Total misclassified:  3\n",
      "Objective Function Value:  23.024196725815536 Total misclassified:  3\n",
      "Objective Function Value:  23.020652970322075 Total misclassified:  3\n",
      "Objective Function Value:  23.01711079063005 Total misclassified:  3\n",
      "Objective Function Value:  23.0135701856684 Total misclassified:  3\n",
      "Objective Function Value:  23.010031154367027 Total misclassified:  3\n",
      "Objective Function Value:  23.00649369565684 Total misclassified:  3\n",
      "Objective Function Value:  23.002957808469674 Total misclassified:  3\n",
      "Objective Function Value:  22.99942349173837 Total misclassified:  3\n",
      "Objective Function Value:  22.995890744396732 Total misclassified:  3\n",
      "Objective Function Value:  22.99235956537953 Total misclassified:  3\n",
      "Objective Function Value:  22.988829953622513 Total misclassified:  3\n",
      "Objective Function Value:  22.985301908062386 Total misclassified:  3\n",
      "Objective Function Value:  22.981775427636833 Total misclassified:  3\n",
      "Objective Function Value:  22.978250511284493 Total misclassified:  3\n",
      "Objective Function Value:  22.974727157944983 Total misclassified:  3\n",
      "Objective Function Value:  22.97120536655887 Total misclassified:  3\n",
      "Objective Function Value:  22.96768513606769 Total misclassified:  3\n",
      "Objective Function Value:  22.964166465413946 Total misclassified:  3\n",
      "Objective Function Value:  22.960649353541086 Total misclassified:  3\n",
      "Objective Function Value:  22.957133799393524 Total misclassified:  3\n",
      "Objective Function Value:  22.953619801916652 Total misclassified:  3\n",
      "Objective Function Value:  22.95010736005679 Total misclassified:  3\n",
      "Objective Function Value:  22.946596472761218 Total misclassified:  3\n",
      "Objective Function Value:  22.9430871389782 Total misclassified:  3\n",
      "Objective Function Value:  22.939579357656918 Total misclassified:  3\n",
      "Objective Function Value:  22.936073127747527 Total misclassified:  3\n",
      "Objective Function Value:  22.93256844820112 Total misclassified:  3\n",
      "Objective Function Value:  22.929065317969755 Total misclassified:  3\n",
      "Objective Function Value:  22.92556373600644 Total misclassified:  3\n",
      "Objective Function Value:  22.92206370126511 Total misclassified:  3\n",
      "Objective Function Value:  22.918565212700674 Total misclassified:  3\n",
      "Objective Function Value:  22.915068269268968 Total misclassified:  3\n",
      "Objective Function Value:  22.91157286992678 Total misclassified:  3\n",
      "Objective Function Value:  22.90807901363184 Total misclassified:  3\n",
      "Objective Function Value:  22.904586699342833 Total misclassified:  3\n",
      "Objective Function Value:  22.901095926019373 Total misclassified:  3\n",
      "Objective Function Value:  22.897606692622006 Total misclassified:  3\n",
      "Objective Function Value:  22.89411899811224 Total misclassified:  3\n",
      "Objective Function Value:  22.890632841452508 Total misclassified:  3\n",
      "Objective Function Value:  22.887148221606182 Total misclassified:  3\n",
      "Objective Function Value:  22.883665137537577 Total misclassified:  3\n",
      "Objective Function Value:  22.880183588211935 Total misclassified:  3\n",
      "Objective Function Value:  22.876703572595424 Total misclassified:  3\n",
      "Objective Function Value:  22.873225089655186 Total misclassified:  3\n",
      "Objective Function Value:  22.869748138359242 Total misclassified:  3\n",
      "Objective Function Value:  22.866272717676573 Total misclassified:  3\n",
      "Objective Function Value:  22.86279882657709 Total misclassified:  3\n",
      "Objective Function Value:  22.85932646403163 Total misclassified:  3\n",
      "Objective Function Value:  22.85585562901195 Total misclassified:  3\n",
      "Objective Function Value:  22.85238632049074 Total misclassified:  3\n",
      "Objective Function Value:  22.848918537441623 Total misclassified:  3\n",
      "Objective Function Value:  22.845452278839133 Total misclassified:  3\n",
      "Objective Function Value:  22.841987543658746 Total misclassified:  3\n",
      "Objective Function Value:  22.83852433087684 Total misclassified:  3\n",
      "Objective Function Value:  22.835062639470728 Total misclassified:  3\n",
      "Objective Function Value:  22.831602468418637 Total misclassified:  3\n",
      "Objective Function Value:  22.82814381669971 Total misclassified:  3\n",
      "Objective Function Value:  22.82468668329404 Total misclassified:  3\n",
      "Objective Function Value:  22.82123106718258 Total misclassified:  3\n",
      "Objective Function Value:  22.817776967347253 Total misclassified:  3\n",
      "Objective Function Value:  22.81432438277087 Total misclassified:  3\n",
      "Objective Function Value:  22.81087331243716 Total misclassified:  3\n",
      "Objective Function Value:  22.80742375533078 Total misclassified:  3\n",
      "Objective Function Value:  22.80397571043727 Total misclassified:  3\n",
      "Objective Function Value:  22.800529176743108 Total misclassified:  3\n",
      "Objective Function Value:  22.79708415323567 Total misclassified:  3\n",
      "Objective Function Value:  22.793640638903245 Total misclassified:  3\n",
      "Objective Function Value:  22.790198632735034 Total misclassified:  3\n",
      "Objective Function Value:  22.78675813372113 Total misclassified:  3\n",
      "Objective Function Value:  22.783319140852544 Total misclassified:  3\n",
      "Objective Function Value:  22.779881653121194 Total misclassified:  3\n",
      "Objective Function Value:  22.7764456695199 Total misclassified:  3\n",
      "Objective Function Value:  22.77301118904238 Total misclassified:  3\n",
      "Objective Function Value:  22.769578210683257 Total misclassified:  3\n",
      "Objective Function Value:  22.766146733438056 Total misclassified:  3\n",
      "Objective Function Value:  22.7627167563032 Total misclassified:  3\n",
      "Objective Function Value:  22.75928827827601 Total misclassified:  3\n",
      "Objective Function Value:  22.755861298354713 Total misclassified:  3\n",
      "Objective Function Value:  22.75243581553842 Total misclassified:  3\n",
      "Objective Function Value:  22.74901182882715 Total misclassified:  3\n",
      "Objective Function Value:  22.74558933722181 Total misclassified:  3\n",
      "Objective Function Value:  22.74216833972419 Total misclassified:  3\n",
      "Objective Function Value:  22.738748835337013 Total misclassified:  3\n",
      "Objective Function Value:  22.73533082306384 Total misclassified:  3\n",
      "Objective Function Value:  22.731914301909168 Total misclassified:  3\n",
      "Objective Function Value:  22.728499270878345 Total misclassified:  3\n",
      "Objective Function Value:  22.725085728977646 Total misclassified:  3\n",
      "Objective Function Value:  22.7216736752142 Total misclassified:  3\n",
      "Objective Function Value:  22.71826310859605 Total misclassified:  3\n",
      "Objective Function Value:  22.714854028132113 Total misclassified:  3\n",
      "Objective Function Value:  22.711446432832176 Total misclassified:  3\n",
      "Objective Function Value:  22.708040321706942 Total misclassified:  3\n",
      "Objective Function Value:  22.70463569376797 Total misclassified:  3\n",
      "Objective Function Value:  22.70123254802771 Total misclassified:  3\n",
      "Objective Function Value:  22.697830883499496 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  22.694430699197543 Total misclassified:  3\n",
      "Objective Function Value:  22.69103199413693 Total misclassified:  3\n",
      "Objective Function Value:  22.687634767333634 Total misclassified:  3\n",
      "Objective Function Value:  22.684239017804494 Total misclassified:  3\n",
      "Objective Function Value:  22.680844744567235 Total misclassified:  3\n",
      "Objective Function Value:  22.677451946640453 Total misclassified:  3\n",
      "Objective Function Value:  22.674060623043605 Total misclassified:  3\n",
      "Objective Function Value:  22.670670772797052 Total misclassified:  3\n",
      "Objective Function Value:  22.66728239492199 Total misclassified:  3\n",
      "Objective Function Value:  22.663895488440524 Total misclassified:  3\n",
      "Objective Function Value:  22.660510052375585 Total misclassified:  3\n",
      "Objective Function Value:  22.657126085751017 Total misclassified:  3\n",
      "Objective Function Value:  22.653743587591507 Total misclassified:  3\n",
      "Objective Function Value:  22.650362556922605 Total misclassified:  3\n",
      "Objective Function Value:  22.646982992770745 Total misclassified:  3\n",
      "Objective Function Value:  22.643604894163218 Total misclassified:  3\n",
      "Objective Function Value:  22.640228260128175 Total misclassified:  3\n",
      "Objective Function Value:  22.63685308969464 Total misclassified:  3\n",
      "Objective Function Value:  22.633479381892485 Total misclassified:  3\n",
      "Objective Function Value:  22.630107135752453 Total misclassified:  3\n",
      "Objective Function Value:  22.626736350306153 Total misclassified:  3\n",
      "Objective Function Value:  22.623367024586035 Total misclassified:  3\n",
      "Objective Function Value:  22.61999915762543 Total misclassified:  3\n",
      "Objective Function Value:  22.616632748458507 Total misclassified:  3\n",
      "Objective Function Value:  22.613267796120297 Total misclassified:  3\n",
      "Objective Function Value:  22.609904299646693 Total misclassified:  3\n",
      "Objective Function Value:  22.606542258074438 Total misclassified:  3\n",
      "Objective Function Value:  22.603181670441124 Total misclassified:  3\n",
      "Objective Function Value:  22.59982253578521 Total misclassified:  3\n",
      "Objective Function Value:  22.596464853145996 Total misclassified:  3\n",
      "Objective Function Value:  22.593108621563623 Total misclassified:  3\n",
      "Objective Function Value:  22.5897538400791 Total misclassified:  3\n",
      "Objective Function Value:  22.586400507734282 Total misclassified:  3\n",
      "Objective Function Value:  22.58304862357186 Total misclassified:  3\n",
      "Objective Function Value:  22.579698186635376 Total misclassified:  3\n",
      "Objective Function Value:  22.57634919596923 Total misclassified:  3\n",
      "Objective Function Value:  22.57300165061865 Total misclassified:  3\n",
      "Objective Function Value:  22.56965554962973 Total misclassified:  3\n",
      "Objective Function Value:  22.566310892049376 Total misclassified:  3\n",
      "Objective Function Value:  22.56296767692536 Total misclassified:  3\n",
      "Objective Function Value:  22.559625903306298 Total misclassified:  3\n",
      "Objective Function Value:  22.556285570241627 Total misclassified:  3\n",
      "Objective Function Value:  22.552946676781637 Total misclassified:  3\n",
      "Objective Function Value:  22.549609221977448 Total misclassified:  3\n",
      "Objective Function Value:  22.546273204881036 Total misclassified:  3\n",
      "Objective Function Value:  22.542938624545194 Total misclassified:  3\n",
      "Objective Function Value:  22.539605480023546 Total misclassified:  3\n",
      "Objective Function Value:  22.536273770370574 Total misclassified:  3\n",
      "Objective Function Value:  22.53294349464158 Total misclassified:  3\n",
      "Objective Function Value:  22.529614651892693 Total misclassified:  3\n",
      "Objective Function Value:  22.526287241180892 Total misclassified:  3\n",
      "Objective Function Value:  22.522961261563964 Total misclassified:  3\n",
      "Objective Function Value:  22.519636712100557 Total misclassified:  3\n",
      "Objective Function Value:  22.516313591850114 Total misclassified:  3\n",
      "Objective Function Value:  22.51299189987293 Total misclassified:  3\n",
      "Objective Function Value:  22.509671635230113 Total misclassified:  3\n",
      "Objective Function Value:  22.50635279698361 Total misclassified:  3\n",
      "Objective Function Value:  22.50303538419618 Total misclassified:  3\n",
      "Objective Function Value:  22.499719395931415 Total misclassified:  3\n",
      "Objective Function Value:  22.496404831253738 Total misclassified:  3\n",
      "Objective Function Value:  22.493091689228386 Total misclassified:  3\n",
      "Objective Function Value:  22.489779968921404 Total misclassified:  3\n",
      "Objective Function Value:  22.48646966939969 Total misclassified:  3\n",
      "Objective Function Value:  22.483160789730924 Total misclassified:  3\n",
      "Objective Function Value:  22.479853328983648 Total misclassified:  3\n",
      "Objective Function Value:  22.47654728622718 Total misclassified:  3\n",
      "Objective Function Value:  22.47324266053169 Total misclassified:  3\n",
      "Objective Function Value:  22.46993945096814 Total misclassified:  3\n",
      "Objective Function Value:  22.466637656608327 Total misclassified:  3\n",
      "Objective Function Value:  22.463337276524832 Total misclassified:  3\n",
      "Objective Function Value:  22.460038309791095 Total misclassified:  3\n",
      "Objective Function Value:  22.456740755481324 Total misclassified:  3\n",
      "Objective Function Value:  22.453444612670573 Total misclassified:  3\n",
      "Objective Function Value:  22.45014988043468 Total misclassified:  3\n",
      "Objective Function Value:  22.446856557850317 Total misclassified:  3\n",
      "Objective Function Value:  22.443564643994957 Total misclassified:  3\n",
      "Objective Function Value:  22.44027413794686 Total misclassified:  3\n",
      "Objective Function Value:  22.43698503878513 Total misclassified:  3\n",
      "Objective Function Value:  22.433697345589657 Total misclassified:  3\n",
      "Objective Function Value:  22.430411057441127 Total misclassified:  3\n",
      "Objective Function Value:  22.427126173421062 Total misclassified:  3\n",
      "Objective Function Value:  22.423842692611753 Total misclassified:  3\n",
      "Objective Function Value:  22.42056061409631 Total misclassified:  3\n",
      "Objective Function Value:  22.41727993695865 Total misclassified:  3\n",
      "Objective Function Value:  22.41400066028349 Total misclassified:  3\n",
      "Objective Function Value:  22.41072278315634 Total misclassified:  3\n",
      "Objective Function Value:  22.407446304663516 Total misclassified:  3\n",
      "Objective Function Value:  22.40417122389212 Total misclassified:  3\n",
      "Objective Function Value:  22.40089753993007 Total misclassified:  3\n",
      "Objective Function Value:  22.397625251866074 Total misclassified:  3\n",
      "Objective Function Value:  22.394354358789624 Total misclassified:  3\n",
      "Objective Function Value:  22.39108485979102 Total misclassified:  3\n",
      "Objective Function Value:  22.38781675396136 Total misclassified:  3\n",
      "Objective Function Value:  22.384550040392526 Total misclassified:  3\n",
      "Objective Function Value:  22.381284718177195 Total misclassified:  3\n",
      "Objective Function Value:  22.378020786408825 Total misclassified:  3\n",
      "Objective Function Value:  22.37475824418169 Total misclassified:  3\n",
      "Objective Function Value:  22.37149709059083 Total misclassified:  3\n",
      "Objective Function Value:  22.3682373247321 Total misclassified:  3\n",
      "Objective Function Value:  22.3649789457021 Total misclassified:  3\n",
      "Objective Function Value:  22.36172195259826 Total misclassified:  3\n",
      "Objective Function Value:  22.35846634451877 Total misclassified:  3\n",
      "Objective Function Value:  22.355212120562626 Total misclassified:  3\n",
      "Objective Function Value:  22.351959279829593 Total misclassified:  3\n",
      "Objective Function Value:  22.34870782142023 Total misclassified:  3\n",
      "Objective Function Value:  22.34545774443587 Total misclassified:  3\n",
      "Objective Function Value:  22.34220904797862 Total misclassified:  3\n",
      "Objective Function Value:  22.3389617311514 Total misclassified:  3\n",
      "Objective Function Value:  22.33571579305788 Total misclassified:  3\n",
      "Objective Function Value:  22.33247123280252 Total misclassified:  3\n",
      "Objective Function Value:  22.329228049490556 Total misclassified:  3\n",
      "Objective Function Value:  22.32598624222802 Total misclassified:  3\n",
      "Objective Function Value:  22.32274581012168 Total misclassified:  3\n",
      "Objective Function Value:  22.319506752279125 Total misclassified:  3\n",
      "Objective Function Value:  22.316269067808694 Total misclassified:  3\n",
      "Objective Function Value:  22.313032755819503 Total misclassified:  3\n",
      "Objective Function Value:  22.309797815421447 Total misclassified:  3\n",
      "Objective Function Value:  22.3065642457252 Total misclassified:  3\n",
      "Objective Function Value:  22.303332045842183 Total misclassified:  3\n",
      "Objective Function Value:  22.300101214884613 Total misclassified:  3\n",
      "Objective Function Value:  22.296871751965465 Total misclassified:  3\n",
      "Objective Function Value:  22.293643656198494 Total misclassified:  3\n",
      "Objective Function Value:  22.29041692669821 Total misclassified:  3\n",
      "Objective Function Value:  22.287191562579892 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  22.283967562959603 Total misclassified:  3\n",
      "Objective Function Value:  22.280744926954156 Total misclassified:  3\n",
      "Objective Function Value:  22.277523653681122 Total misclassified:  3\n",
      "Objective Function Value:  22.274303742258866 Total misclassified:  3\n",
      "Objective Function Value:  22.271085191806478 Total misclassified:  3\n",
      "Objective Function Value:  22.267868001443844 Total misclassified:  3\n",
      "Objective Function Value:  22.264652170291594 Total misclassified:  3\n",
      "Objective Function Value:  22.26143769747112 Total misclassified:  3\n",
      "Objective Function Value:  22.258224582104585 Total misclassified:  3\n",
      "Objective Function Value:  22.255012823314893 Total misclassified:  3\n",
      "Objective Function Value:  22.251802420225726 Total misclassified:  3\n",
      "Objective Function Value:  22.248593371961512 Total misclassified:  3\n",
      "Objective Function Value:  22.245385677647434 Total misclassified:  3\n",
      "Objective Function Value:  22.24217933640944 Total misclassified:  3\n",
      "Objective Function Value:  22.23897434737423 Total misclassified:  3\n",
      "Objective Function Value:  22.235770709669254 Total misclassified:  3\n",
      "Objective Function Value:  22.23256842242272 Total misclassified:  3\n",
      "Objective Function Value:  22.229367484763596 Total misclassified:  3\n",
      "Objective Function Value:  22.226167895821582 Total misclassified:  3\n",
      "Objective Function Value:  22.22296965472714 Total misclassified:  3\n",
      "Objective Function Value:  22.21977276061149 Total misclassified:  3\n",
      "Objective Function Value:  22.216577212606595 Total misclassified:  3\n",
      "Objective Function Value:  22.21338300984516 Total misclassified:  3\n",
      "Objective Function Value:  22.210190151460644 Total misclassified:  3\n",
      "Objective Function Value:  22.20699863658726 Total misclassified:  3\n",
      "Objective Function Value:  22.20380846435996 Total misclassified:  3\n",
      "Objective Function Value:  22.20061963391443 Total misclassified:  3\n",
      "Objective Function Value:  22.19743214438713 Total misclassified:  3\n",
      "Objective Function Value:  22.194245994915224 Total misclassified:  3\n",
      "Objective Function Value:  22.19106118463666 Total misclassified:  3\n",
      "Objective Function Value:  22.187877712690103 Total misclassified:  3\n",
      "Objective Function Value:  22.184695578214964 Total misclassified:  3\n",
      "Objective Function Value:  22.181514780351392 Total misclassified:  3\n",
      "Objective Function Value:  22.178335318240293 Total misclassified:  3\n",
      "Objective Function Value:  22.17515719102329 Total misclassified:  3\n",
      "Objective Function Value:  22.171980397842752 Total misclassified:  3\n",
      "Objective Function Value:  22.168804937841795 Total misclassified:  3\n",
      "Objective Function Value:  22.165630810164252 Total misclassified:  3\n",
      "Objective Function Value:  22.162458013954712 Total misclassified:  3\n",
      "Objective Function Value:  22.159286548358487 Total misclassified:  3\n",
      "Objective Function Value:  22.156116412521634 Total misclassified:  3\n",
      "Objective Function Value:  22.152947605590917 Total misclassified:  3\n",
      "Objective Function Value:  22.149780126713868 Total misclassified:  3\n",
      "Objective Function Value:  22.146613975038726 Total misclassified:  3\n",
      "Objective Function Value:  22.143449149714474 Total misclassified:  3\n",
      "Objective Function Value:  22.140285649890814 Total misclassified:  3\n",
      "Objective Function Value:  22.137123474718194 Total misclassified:  3\n",
      "Objective Function Value:  22.13396262334777 Total misclassified:  3\n",
      "Objective Function Value:  22.130803094931444 Total misclassified:  3\n",
      "Objective Function Value:  22.127644888621838 Total misclassified:  3\n",
      "Objective Function Value:  22.124488003572296 Total misclassified:  3\n",
      "Objective Function Value:  22.12133243893689 Total misclassified:  3\n",
      "Objective Function Value:  22.118178193870417 Total misclassified:  3\n",
      "Objective Function Value:  22.115025267528416 Total misclassified:  3\n",
      "Objective Function Value:  22.111873659067108 Total misclassified:  3\n",
      "Objective Function Value:  22.108723367643474 Total misclassified:  3\n",
      "Objective Function Value:  22.1055743924152 Total misclassified:  3\n",
      "Objective Function Value:  22.102426732540703 Total misclassified:  3\n",
      "Objective Function Value:  22.099280387179107 Total misclassified:  3\n",
      "Objective Function Value:  22.09613535549026 Total misclassified:  3\n",
      "Objective Function Value:  22.09299163663474 Total misclassified:  3\n",
      "Objective Function Value:  22.089849229773822 Total misclassified:  3\n",
      "Objective Function Value:  22.086708134069514 Total misclassified:  3\n",
      "Objective Function Value:  22.083568348684537 Total misclassified:  3\n",
      "Objective Function Value:  22.080429872782318 Total misclassified:  3\n",
      "Objective Function Value:  22.07729270552702 Total misclassified:  3\n",
      "Objective Function Value:  22.074156846083493 Total misclassified:  3\n",
      "Objective Function Value:  22.071022293617325 Total misclassified:  3\n",
      "Objective Function Value:  22.067889047294795 Total misclassified:  3\n",
      "Objective Function Value:  22.064757106282908 Total misclassified:  3\n",
      "Objective Function Value:  22.061626469749378 Total misclassified:  3\n",
      "Objective Function Value:  22.058497136862616 Total misclassified:  3\n",
      "Objective Function Value:  22.055369106791765 Total misclassified:  3\n",
      "Objective Function Value:  22.05224237870666 Total misclassified:  3\n",
      "Objective Function Value:  22.049116951777847 Total misclassified:  3\n",
      "Objective Function Value:  22.045992825176583 Total misclassified:  3\n",
      "Objective Function Value:  22.042869998074824 Total misclassified:  3\n",
      "Objective Function Value:  22.039748469645236 Total misclassified:  3\n",
      "Objective Function Value:  22.0366282390612 Total misclassified:  3\n",
      "Objective Function Value:  22.03350930549678 Total misclassified:  3\n",
      "Objective Function Value:  22.03039166812676 Total misclassified:  3\n",
      "Objective Function Value:  22.027275326126613 Total misclassified:  3\n",
      "Objective Function Value:  22.024160278672532 Total misclassified:  3\n",
      "Objective Function Value:  22.021046524941397 Total misclassified:  3\n",
      "Objective Function Value:  22.01793406411079 Total misclassified:  3\n",
      "Objective Function Value:  22.014822895358996 Total misclassified:  3\n",
      "Objective Function Value:  22.01171301786499 Total misclassified:  3\n",
      "Objective Function Value:  22.00860443080846 Total misclassified:  3\n",
      "Objective Function Value:  22.005497133369786 Total misclassified:  3\n",
      "Objective Function Value:  22.002391124730035 Total misclassified:  3\n",
      "Objective Function Value:  21.99928640407098 Total misclassified:  3\n",
      "Objective Function Value:  21.99618297057508 Total misclassified:  3\n",
      "Objective Function Value:  21.993080823425508 Total misclassified:  3\n",
      "Objective Function Value:  21.9899799618061 Total misclassified:  3\n",
      "Objective Function Value:  21.98688038490142 Total misclassified:  3\n",
      "Objective Function Value:  21.983782091896682 Total misclassified:  3\n",
      "Objective Function Value:  21.980685081977835 Total misclassified:  3\n",
      "Objective Function Value:  21.977589354331492 Total misclassified:  3\n",
      "Objective Function Value:  21.97449490814496 Total misclassified:  3\n",
      "Objective Function Value:  21.97140174260624 Total misclassified:  3\n",
      "Objective Function Value:  21.968309856904025 Total misclassified:  3\n",
      "Objective Function Value:  21.965219250227676 Total misclassified:  3\n",
      "Objective Function Value:  21.962129921767268 Total misclassified:  3\n",
      "Objective Function Value:  21.959041870713534 Total misclassified:  3\n",
      "Objective Function Value:  21.955955096257924 Total misclassified:  3\n",
      "Objective Function Value:  21.952869597592546 Total misclassified:  3\n",
      "Objective Function Value:  21.949785373910206 Total misclassified:  3\n",
      "Objective Function Value:  21.946702424404393 Total misclassified:  3\n",
      "Objective Function Value:  21.94362074826926 Total misclassified:  3\n",
      "Objective Function Value:  21.94054034469967 Total misclassified:  3\n",
      "Objective Function Value:  21.937461212891154 Total misclassified:  3\n",
      "Objective Function Value:  21.934383352039916 Total misclassified:  3\n",
      "Objective Function Value:  21.931306761342853 Total misclassified:  3\n",
      "Objective Function Value:  21.92823143999754 Total misclassified:  3\n",
      "Objective Function Value:  21.92515738720221 Total misclassified:  3\n",
      "Objective Function Value:  21.922084602155795 Total misclassified:  3\n",
      "Objective Function Value:  21.919013084057905 Total misclassified:  3\n",
      "Objective Function Value:  21.915942832108808 Total misclassified:  3\n",
      "Objective Function Value:  21.91287384550947 Total misclassified:  3\n",
      "Objective Function Value:  21.90980612346151 Total misclassified:  3\n",
      "Objective Function Value:  21.90673966516723 Total misclassified:  3\n",
      "Objective Function Value:  21.90367446982961 Total misclassified:  3\n",
      "Objective Function Value:  21.900610536652298 Total misclassified:  3\n",
      "Objective Function Value:  21.897547864839616 Total misclassified:  3\n",
      "Objective Function Value:  21.894486453596546 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  21.89142630212876 Total misclassified:  3\n",
      "Objective Function Value:  21.888367409642584 Total misclassified:  3\n",
      "Objective Function Value:  21.885309775345014 Total misclassified:  3\n",
      "Objective Function Value:  21.882253398443726 Total misclassified:  3\n",
      "Objective Function Value:  21.87919827814705 Total misclassified:  3\n",
      "Objective Function Value:  21.876144413663994 Total misclassified:  3\n",
      "Objective Function Value:  21.873091804204225 Total misclassified:  3\n",
      "Objective Function Value:  21.870040448978074 Total misclassified:  3\n",
      "Objective Function Value:  21.86699034719654 Total misclassified:  3\n",
      "Objective Function Value:  21.863941498071288 Total misclassified:  3\n",
      "Objective Function Value:  21.86089390081464 Total misclassified:  3\n",
      "Objective Function Value:  21.85784755463959 Total misclassified:  3\n",
      "Objective Function Value:  21.854802458759792 Total misclassified:  3\n",
      "Objective Function Value:  21.85175861238955 Total misclassified:  3\n",
      "Objective Function Value:  21.84871601474384 Total misclassified:  3\n",
      "Objective Function Value:  21.84567466503829 Total misclassified:  3\n",
      "Objective Function Value:  21.842634562489188 Total misclassified:  3\n",
      "Objective Function Value:  21.839595706313496 Total misclassified:  3\n",
      "Objective Function Value:  21.83655809572882 Total misclassified:  3\n",
      "Objective Function Value:  21.833521729953407 Total misclassified:  3\n",
      "Objective Function Value:  21.830486608206193 Total misclassified:  3\n",
      "Objective Function Value:  21.827452729706756 Total misclassified:  3\n",
      "Objective Function Value:  21.824420093675325 Total misclassified:  3\n",
      "Objective Function Value:  21.82138869933278 Total misclassified:  3\n",
      "Objective Function Value:  21.818358545900665 Total misclassified:  3\n",
      "Objective Function Value:  21.815329632601163 Total misclassified:  3\n",
      "Objective Function Value:  21.812301958657127 Total misclassified:  3\n",
      "Objective Function Value:  21.809275523292055 Total misclassified:  3\n",
      "Objective Function Value:  21.806250325730087 Total misclassified:  3\n",
      "Objective Function Value:  21.80322636519603 Total misclassified:  3\n",
      "Objective Function Value:  21.80020364091531 Total misclassified:  3\n",
      "Objective Function Value:  21.79718215211404 Total misclassified:  3\n",
      "Objective Function Value:  21.794161898018956 Total misclassified:  3\n",
      "Objective Function Value:  21.79114287785745 Total misclassified:  3\n",
      "Objective Function Value:  21.788125090857562 Total misclassified:  3\n",
      "Objective Function Value:  21.785108536247968 Total misclassified:  3\n",
      "Objective Function Value:  21.782093213258 Total misclassified:  3\n",
      "Objective Function Value:  21.779079121117633 Total misclassified:  3\n",
      "Objective Function Value:  21.776066259057487 Total misclassified:  3\n",
      "Objective Function Value:  21.773054626308806 Total misclassified:  3\n",
      "Objective Function Value:  21.770044222103508 Total misclassified:  3\n",
      "Objective Function Value:  21.76703504567414 Total misclassified:  3\n",
      "Objective Function Value:  21.764027096253884 Total misclassified:  3\n",
      "Objective Function Value:  21.761020373076565 Total misclassified:  3\n",
      "Objective Function Value:  21.758014875376652 Total misclassified:  3\n",
      "Objective Function Value:  21.755010602389255 Total misclassified:  3\n",
      "Objective Function Value:  21.75200755335011 Total misclassified:  3\n",
      "Objective Function Value:  21.749005727495614 Total misclassified:  3\n",
      "Objective Function Value:  21.746005124062776 Total misclassified:  3\n",
      "Objective Function Value:  21.743005742289252 Total misclassified:  3\n",
      "Objective Function Value:  21.740007581413334 Total misclassified:  3\n",
      "Objective Function Value:  21.737010640673965 Total misclassified:  3\n",
      "Objective Function Value:  21.73401491931069 Total misclassified:  3\n",
      "Objective Function Value:  21.73102041656372 Total misclassified:  3\n",
      "Objective Function Value:  21.72802713167387 Total misclassified:  3\n",
      "Objective Function Value:  21.72503506388262 Total misclassified:  3\n",
      "Objective Function Value:  21.722044212432046 Total misclassified:  3\n",
      "Objective Function Value:  21.71905457656489 Total misclassified:  3\n",
      "Objective Function Value:  21.7160661555245 Total misclassified:  3\n",
      "Objective Function Value:  21.713078948554866 Total misclassified:  3\n",
      "Objective Function Value:  21.710092954900595 Total misclassified:  3\n",
      "Objective Function Value:  21.70710817380695 Total misclassified:  3\n",
      "Objective Function Value:  21.70412460451979 Total misclassified:  3\n",
      "Objective Function Value:  21.701142246285613 Total misclassified:  3\n",
      "Objective Function Value:  21.69816109835155 Total misclassified:  3\n",
      "Objective Function Value:  21.695181159965358 Total misclassified:  3\n",
      "Objective Function Value:  21.692202430375414 Total misclassified:  3\n",
      "Objective Function Value:  21.689224908830706 Total misclassified:  3\n",
      "Objective Function Value:  21.686248594580885 Total misclassified:  3\n",
      "Objective Function Value:  21.683273486876185 Total misclassified:  3\n",
      "Objective Function Value:  21.680299584967486 Total misclassified:  3\n",
      "Objective Function Value:  21.677326888106276 Total misclassified:  3\n",
      "Objective Function Value:  21.674355395544687 Total misclassified:  3\n",
      "Objective Function Value:  21.671385106535435 Total misclassified:  3\n",
      "Objective Function Value:  21.668416020331897 Total misclassified:  3\n",
      "Objective Function Value:  21.66544813618804 Total misclassified:  3\n",
      "Objective Function Value:  21.66248145335846 Total misclassified:  3\n",
      "Objective Function Value:  21.659515971098386 Total misclassified:  3\n",
      "Objective Function Value:  21.656551688663626 Total misclassified:  3\n",
      "Objective Function Value:  21.653588605310652 Total misclassified:  3\n",
      "Objective Function Value:  21.650626720296522 Total misclassified:  3\n",
      "Objective Function Value:  21.647666032878913 Total misclassified:  3\n",
      "Objective Function Value:  21.644706542316122 Total misclassified:  3\n",
      "Objective Function Value:  21.64174824786706 Total misclassified:  3\n",
      "Objective Function Value:  21.638791148791256 Total misclassified:  3\n",
      "Objective Function Value:  21.63583524434885 Total misclassified:  3\n",
      "Objective Function Value:  21.632880533800588 Total misclassified:  3\n",
      "Objective Function Value:  21.629927016407823 Total misclassified:  3\n",
      "Objective Function Value:  21.626974691432544 Total misclassified:  3\n",
      "Objective Function Value:  21.624023558137324 Total misclassified:  3\n",
      "Objective Function Value:  21.621073615785363 Total misclassified:  3\n",
      "Objective Function Value:  21.61812486364046 Total misclassified:  3\n",
      "Objective Function Value:  21.615177300967034 Total misclassified:  3\n",
      "Objective Function Value:  21.612230927030097 Total misclassified:  3\n",
      "Objective Function Value:  21.609285741095285 Total misclassified:  3\n",
      "Objective Function Value:  21.606341742428818 Total misclassified:  3\n",
      "Objective Function Value:  21.603398930297555 Total misclassified:  3\n",
      "Objective Function Value:  21.600457303968923 Total misclassified:  3\n",
      "Objective Function Value:  21.597516862710986 Total misclassified:  3\n",
      "Objective Function Value:  21.594577605792402 Total misclassified:  3\n",
      "Objective Function Value:  21.591639532482425 Total misclassified:  3\n",
      "Objective Function Value:  21.58870264205091 Total misclassified:  3\n",
      "Objective Function Value:  21.585766933768326 Total misclassified:  3\n",
      "Objective Function Value:  21.582832406905744 Total misclassified:  3\n",
      "Objective Function Value:  21.579899060734824 Total misclassified:  3\n",
      "Objective Function Value:  21.576966894527843 Total misclassified:  3\n",
      "Objective Function Value:  21.57403590755766 Total misclassified:  3\n",
      "Objective Function Value:  21.57110609909774 Total misclassified:  3\n",
      "Objective Function Value:  21.56817746842217 Total misclassified:  3\n",
      "Objective Function Value:  21.565250014805585 Total misclassified:  3\n",
      "Objective Function Value:  21.562323737523272 Total misclassified:  3\n",
      "Objective Function Value:  21.559398635851075 Total misclassified:  3\n",
      "Objective Function Value:  21.556474709065448 Total misclassified:  3\n",
      "Objective Function Value:  21.55355195644344 Total misclassified:  3\n",
      "Objective Function Value:  21.55063037726271 Total misclassified:  3\n",
      "Objective Function Value:  21.54770997080148 Total misclassified:  3\n",
      "Objective Function Value:  21.54479073633859 Total misclassified:  3\n",
      "Objective Function Value:  21.54187267315348 Total misclassified:  3\n",
      "Objective Function Value:  21.538955780526152 Total misclassified:  3\n",
      "Objective Function Value:  21.536040057737218 Total misclassified:  3\n",
      "Objective Function Value:  21.533125504067886 Total misclassified:  3\n",
      "Objective Function Value:  21.530212118799945 Total misclassified:  3\n",
      "Objective Function Value:  21.527299901215777 Total misclassified:  3\n",
      "Objective Function Value:  21.52438885059837 Total misclassified:  3\n",
      "Objective Function Value:  21.521478966231257 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  21.518570247398614 Total misclassified:  3\n",
      "Objective Function Value:  21.515662693385167 Total misclassified:  3\n",
      "Objective Function Value:  21.512756303476237 Total misclassified:  3\n",
      "Objective Function Value:  21.509851076957744 Total misclassified:  3\n",
      "Objective Function Value:  21.50694701311618 Total misclassified:  3\n",
      "Objective Function Value:  21.50404411123862 Total misclassified:  3\n",
      "Objective Function Value:  21.501142370612747 Total misclassified:  3\n",
      "Objective Function Value:  21.498241790526798 Total misclassified:  3\n",
      "Objective Function Value:  21.495342370269615 Total misclassified:  3\n",
      "Objective Function Value:  21.492444109130613 Total misclassified:  3\n",
      "Objective Function Value:  21.48954700639979 Total misclassified:  3\n",
      "Objective Function Value:  21.48665106136773 Total misclassified:  3\n",
      "Objective Function Value:  21.483756273325586 Total misclassified:  3\n",
      "Objective Function Value:  21.48086264156511 Total misclassified:  3\n",
      "Objective Function Value:  21.477970165378622 Total misclassified:  3\n",
      "Objective Function Value:  21.475078844059027 Total misclassified:  3\n",
      "Objective Function Value:  21.472188676899798 Total misclassified:  3\n",
      "Objective Function Value:  21.469299663194995 Total misclassified:  3\n",
      "Objective Function Value:  21.466411802239264 Total misclassified:  3\n",
      "Objective Function Value:  21.463525093327807 Total misclassified:  3\n",
      "Objective Function Value:  21.460639535756414 Total misclassified:  3\n",
      "Objective Function Value:  21.457755128821454 Total misclassified:  3\n",
      "Objective Function Value:  21.45487187181987 Total misclassified:  3\n",
      "Objective Function Value:  21.451989764049166 Total misclassified:  3\n",
      "Objective Function Value:  21.449108804807437 Total misclassified:  3\n",
      "Objective Function Value:  21.44622899339334 Total misclassified:  3\n",
      "Objective Function Value:  21.443350329106124 Total misclassified:  3\n",
      "Objective Function Value:  21.44047281124558 Total misclassified:  3\n",
      "Objective Function Value:  21.437596439112095 Total misclassified:  3\n",
      "Objective Function Value:  21.434721212006618 Total misclassified:  3\n",
      "Objective Function Value:  21.43184712923066 Total misclassified:  3\n",
      "Objective Function Value:  21.428974190086322 Total misclassified:  3\n",
      "Objective Function Value:  21.426102393876263 Total misclassified:  3\n",
      "Objective Function Value:  21.4232317399037 Total misclassified:  3\n",
      "Objective Function Value:  21.420362227472438 Total misclassified:  3\n",
      "Objective Function Value:  21.417493855886836 Total misclassified:  3\n",
      "Objective Function Value:  21.414626624451827 Total misclassified:  3\n",
      "Objective Function Value:  21.411760532472904 Total misclassified:  3\n",
      "Objective Function Value:  21.408895579256136 Total misclassified:  3\n",
      "Objective Function Value:  21.406031764108143 Total misclassified:  3\n",
      "Objective Function Value:  21.403169086336128 Total misclassified:  3\n",
      "Objective Function Value:  21.400307545247834 Total misclassified:  3\n",
      "Objective Function Value:  21.39744714015159 Total misclassified:  3\n",
      "Objective Function Value:  21.394587870356276 Total misclassified:  3\n",
      "Objective Function Value:  21.39172973517134 Total misclassified:  3\n",
      "Objective Function Value:  21.38887273390678 Total misclassified:  3\n",
      "Objective Function Value:  21.386016865873177 Total misclassified:  3\n",
      "Objective Function Value:  21.38316213038165 Total misclassified:  3\n",
      "Objective Function Value:  21.38030852674389 Total misclassified:  3\n",
      "Objective Function Value:  21.37745605427214 Total misclassified:  3\n",
      "Objective Function Value:  21.374604712279226 Total misclassified:  3\n",
      "Objective Function Value:  21.371754500078488 Total misclassified:  3\n",
      "Objective Function Value:  21.36890541698387 Total misclassified:  3\n",
      "Objective Function Value:  21.366057462309843 Total misclassified:  3\n",
      "Objective Function Value:  21.363210635371445 Total misclassified:  3\n",
      "Objective Function Value:  21.360364935484263 Total misclassified:  3\n",
      "Objective Function Value:  21.357520361964454 Total misclassified:  3\n",
      "Objective Function Value:  21.354676914128724 Total misclassified:  3\n",
      "Objective Function Value:  21.35183459129432 Total misclassified:  3\n",
      "Objective Function Value:  21.348993392779064 Total misclassified:  3\n",
      "Objective Function Value:  21.34615331790131 Total misclassified:  3\n",
      "Objective Function Value:  21.34331436597999 Total misclassified:  3\n",
      "Objective Function Value:  21.340476536334563 Total misclassified:  3\n",
      "Objective Function Value:  21.337639828285056 Total misclassified:  3\n",
      "Objective Function Value:  21.33480424115203 Total misclassified:  3\n",
      "Objective Function Value:  21.33196977425662 Total misclassified:  3\n",
      "Objective Function Value:  21.3291364269205 Total misclassified:  3\n",
      "Objective Function Value:  21.326304198465877 Total misclassified:  3\n",
      "Objective Function Value:  21.323473088215536 Total misclassified:  3\n",
      "Objective Function Value:  21.320643095492798 Total misclassified:  3\n",
      "Objective Function Value:  21.317814219621514 Total misclassified:  3\n",
      "Objective Function Value:  21.31498645992611 Total misclassified:  3\n",
      "Objective Function Value:  21.31215981573154 Total misclassified:  3\n",
      "Objective Function Value:  21.309334286363317 Total misclassified:  3\n",
      "Objective Function Value:  21.30650987114748 Total misclassified:  3\n",
      "Objective Function Value:  21.303686569410644 Total misclassified:  3\n",
      "Objective Function Value:  21.300864380479936 Total misclassified:  3\n",
      "Objective Function Value:  21.29804330368304 Total misclassified:  3\n",
      "Objective Function Value:  21.295223338348197 Total misclassified:  3\n",
      "Objective Function Value:  21.29240448380416 Total misclassified:  3\n",
      "Objective Function Value:  21.289586739380248 Total misclassified:  3\n",
      "Objective Function Value:  21.286770104406322 Total misclassified:  3\n",
      "Objective Function Value:  21.283954578212775 Total misclassified:  3\n",
      "Objective Function Value:  21.281140160130533 Total misclassified:  3\n",
      "Objective Function Value:  21.278326849491084 Total misclassified:  3\n",
      "Objective Function Value:  21.275514645626437 Total misclassified:  3\n",
      "Objective Function Value:  21.272703547869142 Total misclassified:  3\n",
      "Objective Function Value:  21.2698935555523 Total misclassified:  3\n",
      "Objective Function Value:  21.26708466800954 Total misclassified:  3\n",
      "Objective Function Value:  21.264276884575022 Total misclassified:  3\n",
      "Objective Function Value:  21.261470204583457 Total misclassified:  3\n",
      "Objective Function Value:  21.258664627370074 Total misclassified:  3\n",
      "Objective Function Value:  21.255860152270664 Total misclassified:  3\n",
      "Objective Function Value:  21.253056778621527 Total misclassified:  3\n",
      "Objective Function Value:  21.250254505759514 Total misclassified:  3\n",
      "Objective Function Value:  21.247453333022 Total misclassified:  3\n",
      "Objective Function Value:  21.2446532597469 Total misclassified:  3\n",
      "Objective Function Value:  21.241854285272655 Total misclassified:  3\n",
      "Objective Function Value:  21.239056408938243 Total misclassified:  3\n",
      "Objective Function Value:  21.236259630083183 Total misclassified:  3\n",
      "Objective Function Value:  21.233463948047508 Total misclassified:  3\n",
      "Objective Function Value:  21.23066936217179 Total misclassified:  3\n",
      "Objective Function Value:  21.227875871797124 Total misclassified:  3\n",
      "Objective Function Value:  21.225083476265162 Total misclassified:  3\n",
      "Objective Function Value:  21.22229217491804 Total misclassified:  3\n",
      "Objective Function Value:  21.219501967098473 Total misclassified:  3\n",
      "Objective Function Value:  21.216712852149648 Total misclassified:  3\n",
      "Objective Function Value:  21.213924829415333 Total misclassified:  3\n",
      "Objective Function Value:  21.211137898239798 Total misclassified:  3\n",
      "Objective Function Value:  21.20835205796783 Total misclassified:  3\n",
      "Objective Function Value:  21.20556730794477 Total misclassified:  3\n",
      "Objective Function Value:  21.202783647516448 Total misclassified:  3\n",
      "Objective Function Value:  21.200001076029245 Total misclassified:  3\n",
      "Objective Function Value:  21.197219592830066 Total misclassified:  3\n",
      "Objective Function Value:  21.194439197266338 Total misclassified:  3\n",
      "Objective Function Value:  21.191659888685997 Total misclassified:  3\n",
      "Objective Function Value:  21.188881666437513 Total misclassified:  3\n",
      "Objective Function Value:  21.18610452986988 Total misclassified:  3\n",
      "Objective Function Value:  21.18332847833262 Total misclassified:  3\n",
      "Objective Function Value:  21.18055351117575 Total misclassified:  3\n",
      "Objective Function Value:  21.177779627749835 Total misclassified:  3\n",
      "Objective Function Value:  21.17500682740595 Total misclassified:  3\n",
      "Objective Function Value:  21.172235109495677 Total misclassified:  3\n",
      "Objective Function Value:  21.169464473371153 Total misclassified:  3\n",
      "Objective Function Value:  21.166694918384994 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  21.16392644389036 Total misclassified:  3\n",
      "Objective Function Value:  21.161159049240908 Total misclassified:  3\n",
      "Objective Function Value:  21.158392733790834 Total misclassified:  3\n",
      "Objective Function Value:  21.155627496894837 Total misclassified:  3\n",
      "Objective Function Value:  21.152863337908126 Total misclassified:  3\n",
      "Objective Function Value:  21.15010025618645 Total misclassified:  3\n",
      "Objective Function Value:  21.147338251086047 Total misclassified:  3\n",
      "Objective Function Value:  21.144577321963677 Total misclassified:  3\n",
      "Objective Function Value:  21.141817468176626 Total misclassified:  3\n",
      "Objective Function Value:  21.139058689082674 Total misclassified:  3\n",
      "Objective Function Value:  21.136300984040133 Total misclassified:  3\n",
      "Objective Function Value:  21.13354435240782 Total misclassified:  3\n",
      "Objective Function Value:  21.130788793545054 Total misclassified:  3\n",
      "Objective Function Value:  21.128034306811678 Total misclassified:  3\n",
      "Objective Function Value:  21.12528089156804 Total misclassified:  3\n",
      "Objective Function Value:  21.122528547175 Total misclassified:  3\n",
      "Objective Function Value:  21.119777272993936 Total misclassified:  3\n",
      "Objective Function Value:  21.11702706838672 Total misclassified:  3\n",
      "Objective Function Value:  21.114277932715737 Total misclassified:  3\n",
      "Objective Function Value:  21.111529865343886 Total misclassified:  3\n",
      "Objective Function Value:  21.108782865634574 Total misclassified:  3\n",
      "Objective Function Value:  21.106036932951717 Total misclassified:  3\n",
      "Objective Function Value:  21.103292066659712 Total misclassified:  3\n",
      "Objective Function Value:  21.100548266123514 Total misclassified:  3\n",
      "Objective Function Value:  21.097805530708534 Total misclassified:  3\n",
      "Objective Function Value:  21.095063859780716 Total misclassified:  3\n",
      "Objective Function Value:  21.092323252706496 Total misclassified:  3\n",
      "Objective Function Value:  21.08958370885282 Total misclassified:  3\n",
      "Objective Function Value:  21.086845227587133 Total misclassified:  3\n",
      "Objective Function Value:  21.084107808277395 Total misclassified:  3\n",
      "Objective Function Value:  21.08137145029206 Total misclassified:  3\n",
      "Objective Function Value:  21.078636153000076 Total misclassified:  3\n",
      "Objective Function Value:  21.07590191577091 Total misclassified:  3\n",
      "Objective Function Value:  21.073168737974527 Total misclassified:  3\n",
      "Objective Function Value:  21.07043661898137 Total misclassified:  3\n",
      "Objective Function Value:  21.067705558162416 Total misclassified:  3\n",
      "Objective Function Value:  21.064975554889124 Total misclassified:  3\n",
      "Objective Function Value:  21.06224660853345 Total misclassified:  3\n",
      "Objective Function Value:  21.059518718467853 Total misclassified:  3\n",
      "Objective Function Value:  21.05679188406529 Total misclassified:  3\n",
      "Objective Function Value:  21.05406610469922 Total misclassified:  3\n",
      "Objective Function Value:  21.051341379743597 Total misclassified:  3\n",
      "Objective Function Value:  21.048617708572863 Total misclassified:  3\n",
      "Objective Function Value:  21.04589509056197 Total misclassified:  3\n",
      "Objective Function Value:  21.04317352508636 Total misclassified:  3\n",
      "Objective Function Value:  21.040453011521965 Total misclassified:  3\n",
      "Objective Function Value:  21.037733549245218 Total misclassified:  3\n",
      "Objective Function Value:  21.035015137633046 Total misclassified:  3\n",
      "Objective Function Value:  21.03229777606287 Total misclassified:  3\n",
      "Objective Function Value:  21.0295814639126 Total misclassified:  3\n",
      "Objective Function Value:  21.026866200560647 Total misclassified:  3\n",
      "Objective Function Value:  21.024151985385906 Total misclassified:  3\n",
      "Objective Function Value:  21.021438817767766 Total misclassified:  3\n",
      "Objective Function Value:  21.018726697086112 Total misclassified:  3\n",
      "Objective Function Value:  21.016015622721316 Total misclassified:  3\n",
      "Objective Function Value:  21.013305594054245 Total misclassified:  3\n",
      "Objective Function Value:  21.010596610466248 Total misclassified:  3\n",
      "Objective Function Value:  21.007888671339163 Total misclassified:  3\n",
      "Objective Function Value:  21.005181776055334 Total misclassified:  3\n",
      "Objective Function Value:  21.002475923997565 Total misclassified:  3\n",
      "Objective Function Value:  20.999771114549183 Total misclassified:  3\n",
      "Objective Function Value:  20.997067347093967 Total misclassified:  3\n",
      "Objective Function Value:  20.99436462101621 Total misclassified:  3\n",
      "Objective Function Value:  20.991662935700674 Total misclassified:  3\n",
      "Objective Function Value:  20.988962290532626 Total misclassified:  3\n",
      "Objective Function Value:  20.986262684897795 Total misclassified:  3\n",
      "Objective Function Value:  20.983564118182414 Total misclassified:  3\n",
      "Objective Function Value:  20.980866589773186 Total misclassified:  3\n",
      "Objective Function Value:  20.97817009905732 Total misclassified:  3\n",
      "Objective Function Value:  20.975474645422487 Total misclassified:  3\n",
      "Objective Function Value:  20.972780228256845 Total misclassified:  3\n",
      "Objective Function Value:  20.97008684694904 Total misclassified:  3\n",
      "Objective Function Value:  20.96739450088821 Total misclassified:  3\n",
      "Objective Function Value:  20.964703189463947 Total misclassified:  3\n",
      "Objective Function Value:  20.962012912066356 Total misclassified:  3\n",
      "Objective Function Value:  20.959323668085993 Total misclassified:  3\n",
      "Objective Function Value:  20.956635456913922 Total misclassified:  3\n",
      "Objective Function Value:  20.95394827794167 Total misclassified:  3\n",
      "Objective Function Value:  20.951262130561247 Total misclassified:  3\n",
      "Objective Function Value:  20.94857701416514 Total misclassified:  3\n",
      "Objective Function Value:  20.94589292814632 Total misclassified:  3\n",
      "Objective Function Value:  20.94320987189824 Total misclassified:  3\n",
      "Objective Function Value:  20.94052784481481 Total misclassified:  3\n",
      "Objective Function Value:  20.937846846290434 Total misclassified:  3\n",
      "Objective Function Value:  20.935166875719997 Total misclassified:  3\n",
      "Objective Function Value:  20.932487932498844 Total misclassified:  3\n",
      "Objective Function Value:  20.92981001602281 Total misclassified:  3\n",
      "Objective Function Value:  20.927133125688187 Total misclassified:  3\n",
      "Objective Function Value:  20.924457260891778 Total misclassified:  3\n",
      "Objective Function Value:  20.92178242103081 Total misclassified:  3\n",
      "Objective Function Value:  20.919108605503027 Total misclassified:  3\n",
      "Objective Function Value:  20.91643581370662 Total misclassified:  3\n",
      "Objective Function Value:  20.91376404504026 Total misclassified:  3\n",
      "Objective Function Value:  20.911093298903104 Total misclassified:  3\n",
      "Objective Function Value:  20.908423574694766 Total misclassified:  3\n",
      "Objective Function Value:  20.905754871815326 Total misclassified:  3\n",
      "Objective Function Value:  20.903087189665353 Total misclassified:  3\n",
      "Objective Function Value:  20.900420527645863 Total misclassified:  3\n",
      "Objective Function Value:  20.897754885158378 Total misclassified:  3\n",
      "Objective Function Value:  20.895090261604853 Total misclassified:  3\n",
      "Objective Function Value:  20.89242665638773 Total misclassified:  3\n",
      "Objective Function Value:  20.889764068909923 Total misclassified:  3\n",
      "Objective Function Value:  20.887102498574798 Total misclassified:  3\n",
      "Objective Function Value:  20.884441944786204 Total misclassified:  3\n",
      "Objective Function Value:  20.881782406948457 Total misclassified:  3\n",
      "Objective Function Value:  20.87912388446632 Total misclassified:  3\n",
      "Objective Function Value:  20.876466376745057 Total misclassified:  3\n",
      "Objective Function Value:  20.87380988319036 Total misclassified:  3\n",
      "Objective Function Value:  20.871154403208415 Total misclassified:  3\n",
      "Objective Function Value:  20.868499936205865 Total misclassified:  3\n",
      "Objective Function Value:  20.8658464815898 Total misclassified:  3\n",
      "Objective Function Value:  20.86319403876781 Total misclassified:  3\n",
      "Objective Function Value:  20.860542607147917 Total misclassified:  3\n",
      "Objective Function Value:  20.857892186138614 Total misclassified:  3\n",
      "Objective Function Value:  20.855242775148866 Total misclassified:  3\n",
      "Objective Function Value:  20.852594373588097 Total misclassified:  3\n",
      "Objective Function Value:  20.849946980866186 Total misclassified:  3\n",
      "Objective Function Value:  20.847300596393474 Total misclassified:  3\n",
      "Objective Function Value:  20.84465521958077 Total misclassified:  3\n",
      "Objective Function Value:  20.84201084983934 Total misclassified:  3\n",
      "Objective Function Value:  20.83936748658091 Total misclassified:  3\n",
      "Objective Function Value:  20.836725129217665 Total misclassified:  3\n",
      "Objective Function Value:  20.83408377716225 Total misclassified:  3\n",
      "Objective Function Value:  20.831443429827765 Total misclassified:  3\n",
      "Objective Function Value:  20.82880408662778 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  20.826165746976308 Total misclassified:  3\n",
      "Objective Function Value:  20.82352841028783 Total misclassified:  3\n",
      "Objective Function Value:  20.820892075977277 Total misclassified:  3\n",
      "Objective Function Value:  20.818256743460033 Total misclassified:  3\n",
      "Objective Function Value:  20.815622412151956 Total misclassified:  3\n",
      "Objective Function Value:  20.81298908146934 Total misclassified:  3\n",
      "Objective Function Value:  20.810356750828937 Total misclassified:  3\n",
      "Objective Function Value:  20.807725419647973 Total misclassified:  3\n",
      "Objective Function Value:  20.805095087344107 Total misclassified:  3\n",
      "Objective Function Value:  20.802465753335454 Total misclassified:  3\n",
      "Objective Function Value:  20.799837417040592 Total misclassified:  3\n",
      "Objective Function Value:  20.797210077878535 Total misclassified:  3\n",
      "Objective Function Value:  20.79458373526878 Total misclassified:  3\n",
      "Objective Function Value:  20.79195838863125 Total misclassified:  3\n",
      "Objective Function Value:  20.789334037386325 Total misclassified:  3\n",
      "Objective Function Value:  20.786710680954833 Total misclassified:  3\n",
      "Objective Function Value:  20.784088318758066 Total misclassified:  3\n",
      "Objective Function Value:  20.781466950217748 Total misclassified:  3\n",
      "Objective Function Value:  20.778846574756077 Total misclassified:  3\n",
      "Objective Function Value:  20.776227191795677 Total misclassified:  3\n",
      "Objective Function Value:  20.77360880075963 Total misclassified:  3\n",
      "Objective Function Value:  20.770991401071466 Total misclassified:  3\n",
      "Objective Function Value:  20.768374992155167 Total misclassified:  3\n",
      "Objective Function Value:  20.76575957343516 Total misclassified:  3\n",
      "Objective Function Value:  20.763145144336317 Total misclassified:  3\n",
      "Objective Function Value:  20.760531704283956 Total misclassified:  3\n",
      "Objective Function Value:  20.757919252703843 Total misclassified:  3\n",
      "Objective Function Value:  20.755307789022197 Total misclassified:  3\n",
      "Objective Function Value:  20.752697312665667 Total misclassified:  3\n",
      "Objective Function Value:  20.750087823061367 Total misclassified:  3\n",
      "Objective Function Value:  20.747479319636835 Total misclassified:  3\n",
      "Objective Function Value:  20.74487180182006 Total misclassified:  3\n",
      "Objective Function Value:  20.74226526903949 Total misclassified:  3\n",
      "Objective Function Value:  20.739659720724 Total misclassified:  3\n",
      "Objective Function Value:  20.7370551563029 Total misclassified:  3\n",
      "Objective Function Value:  20.734451575205973 Total misclassified:  3\n",
      "Objective Function Value:  20.73184897686341 Total misclassified:  3\n",
      "Objective Function Value:  20.729247360705866 Total misclassified:  3\n",
      "Objective Function Value:  20.72664672616443 Total misclassified:  3\n",
      "Objective Function Value:  20.724047072670626 Total misclassified:  3\n",
      "Objective Function Value:  20.72144839965643 Total misclassified:  3\n",
      "Objective Function Value:  20.718850706554246 Total misclassified:  3\n",
      "Objective Function Value:  20.716253992796933 Total misclassified:  3\n",
      "Objective Function Value:  20.71365825781777 Total misclassified:  3\n",
      "Objective Function Value:  20.71106350105049 Total misclassified:  3\n",
      "Objective Function Value:  20.70846972192925 Total misclassified:  3\n",
      "Objective Function Value:  20.705876919888667 Total misclassified:  3\n",
      "Objective Function Value:  20.703285094363764 Total misclassified:  3\n",
      "Objective Function Value:  20.700694244790036 Total misclassified:  3\n",
      "Objective Function Value:  20.69810437060338 Total misclassified:  3\n",
      "Objective Function Value:  20.695515471240164 Total misclassified:  3\n",
      "Objective Function Value:  20.692927546137156 Total misclassified:  3\n",
      "Objective Function Value:  20.69034059473158 Total misclassified:  3\n",
      "Objective Function Value:  20.6877546164611 Total misclassified:  3\n",
      "Objective Function Value:  20.685169610763793 Total misclassified:  3\n",
      "Objective Function Value:  20.6825855770782 Total misclassified:  3\n",
      "Objective Function Value:  20.680002514843263 Total misclassified:  3\n",
      "Objective Function Value:  20.677420423498383 Total misclassified:  3\n",
      "Objective Function Value:  20.674839302483374 Total misclassified:  3\n",
      "Objective Function Value:  20.672259151238492 Total misclassified:  3\n",
      "Objective Function Value:  20.669679969204438 Total misclassified:  3\n",
      "Objective Function Value:  20.667101755822316 Total misclassified:  3\n",
      "Objective Function Value:  20.66452451053368 Total misclassified:  3\n",
      "Objective Function Value:  20.661948232780507 Total misclassified:  3\n",
      "Objective Function Value:  20.65937292200521 Total misclassified:  3\n",
      "Objective Function Value:  20.656798577650644 Total misclassified:  3\n",
      "Objective Function Value:  20.654225199160056 Total misclassified:  3\n",
      "Objective Function Value:  20.651652785977156 Total misclassified:  3\n",
      "Objective Function Value:  20.649081337546072 Total misclassified:  3\n",
      "Objective Function Value:  20.646510853311355 Total misclassified:  3\n",
      "Objective Function Value:  20.643941332717986 Total misclassified:  3\n",
      "Objective Function Value:  20.641372775211387 Total misclassified:  3\n",
      "Objective Function Value:  20.638805180237387 Total misclassified:  3\n",
      "Objective Function Value:  20.63623854724225 Total misclassified:  3\n",
      "Objective Function Value:  20.63367287567267 Total misclassified:  3\n",
      "Objective Function Value:  20.631108164975753 Total misclassified:  3\n",
      "Objective Function Value:  20.628544414599055 Total misclassified:  3\n",
      "Objective Function Value:  20.625981623990526 Total misclassified:  3\n",
      "Objective Function Value:  20.623419792598572 Total misclassified:  3\n",
      "Objective Function Value:  20.620858919871992 Total misclassified:  3\n",
      "Objective Function Value:  20.618299005260035 Total misclassified:  3\n",
      "Objective Function Value:  20.615740048212352 Total misclassified:  3\n",
      "Objective Function Value:  20.61318204817904 Total misclassified:  3\n",
      "Objective Function Value:  20.610625004610593 Total misclassified:  3\n",
      "Objective Function Value:  20.60806891695795 Total misclassified:  3\n",
      "Objective Function Value:  20.605513784672453 Total misclassified:  3\n",
      "Objective Function Value:  20.602959607205875 Total misclassified:  3\n",
      "Objective Function Value:  20.60040638401041 Total misclassified:  3\n",
      "Objective Function Value:  20.597854114538663 Total misclassified:  3\n",
      "Objective Function Value:  20.59530279824368 Total misclassified:  3\n",
      "Objective Function Value:  20.592752434578898 Total misclassified:  3\n",
      "Objective Function Value:  20.590203022998203 Total misclassified:  3\n",
      "Objective Function Value:  20.587654562955873 Total misclassified:  3\n",
      "Objective Function Value:  20.58510705390662 Total misclassified:  3\n",
      "Objective Function Value:  20.582560495305565 Total misclassified:  3\n",
      "Objective Function Value:  20.58001488660826 Total misclassified:  3\n",
      "Objective Function Value:  20.577470227270666 Total misclassified:  3\n",
      "Objective Function Value:  20.574926516749155 Total misclassified:  3\n",
      "Objective Function Value:  20.572383754500525 Total misclassified:  3\n",
      "Objective Function Value:  20.569841939981984 Total misclassified:  3\n",
      "Objective Function Value:  20.56730107265116 Total misclassified:  3\n",
      "Objective Function Value:  20.56476115196608 Total misclassified:  3\n",
      "Objective Function Value:  20.562222177385227 Total misclassified:  3\n",
      "Objective Function Value:  20.559684148367452 Total misclassified:  3\n",
      "Objective Function Value:  20.557147064372035 Total misclassified:  3\n",
      "Objective Function Value:  20.554610924858682 Total misclassified:  3\n",
      "Objective Function Value:  20.55207572928751 Total misclassified:  3\n",
      "Objective Function Value:  20.54954147711903 Total misclassified:  3\n",
      "Objective Function Value:  20.54700816781418 Total misclassified:  3\n",
      "Objective Function Value:  20.544475800834316 Total misclassified:  3\n",
      "Objective Function Value:  20.541944375641187 Total misclassified:  3\n",
      "Objective Function Value:  20.539413891696974 Total misclassified:  3\n",
      "Objective Function Value:  20.536884348464252 Total misclassified:  3\n",
      "Objective Function Value:  20.53435574540601 Total misclassified:  3\n",
      "Objective Function Value:  20.531828081985655 Total misclassified:  3\n",
      "Objective Function Value:  20.52930135766701 Total misclassified:  3\n",
      "Objective Function Value:  20.52677557191427 Total misclassified:  3\n",
      "Objective Function Value:  20.524250724192086 Total misclassified:  3\n",
      "Objective Function Value:  20.521726813965486 Total misclassified:  3\n",
      "Objective Function Value:  20.519203840699923 Total misclassified:  3\n",
      "Objective Function Value:  20.51668180386125 Total misclassified:  3\n",
      "Objective Function Value:  20.514160702915724 Total misclassified:  3\n",
      "Objective Function Value:  20.511640537330017 Total misclassified:  3\n",
      "Objective Function Value:  20.509121306571203 Total misclassified:  3\n",
      "Objective Function Value:  20.50660301010676 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  20.50408564740458 Total misclassified:  3\n",
      "Objective Function Value:  20.501569217932953 Total misclassified:  3\n",
      "Objective Function Value:  20.49905372116057 Total misclassified:  3\n",
      "Objective Function Value:  20.49653915655655 Total misclassified:  3\n",
      "Objective Function Value:  20.49402552359038 Total misclassified:  3\n",
      "Objective Function Value:  20.49151282173198 Total misclassified:  3\n",
      "Objective Function Value:  20.489001050451666 Total misclassified:  3\n",
      "Objective Function Value:  20.486490209220143 Total misclassified:  3\n",
      "Objective Function Value:  20.48398029750854 Total misclassified:  3\n",
      "Objective Function Value:  20.481471314788372 Total misclassified:  3\n",
      "Objective Function Value:  20.47896326053157 Total misclassified:  3\n",
      "Objective Function Value:  20.47645613421045 Total misclassified:  3\n",
      "Objective Function Value:  20.473949935297746 Total misclassified:  3\n",
      "Objective Function Value:  20.471444663266574 Total misclassified:  3\n",
      "Objective Function Value:  20.468940317590476 Total misclassified:  3\n",
      "Objective Function Value:  20.466436897743367 Total misclassified:  3\n",
      "Objective Function Value:  20.46393440319958 Total misclassified:  3\n",
      "Objective Function Value:  20.461432833433836 Total misclassified:  3\n",
      "Objective Function Value:  20.458932187921267 Total misclassified:  3\n",
      "Objective Function Value:  20.45643246613739 Total misclassified:  3\n",
      "Objective Function Value:  20.453933667558125 Total misclassified:  3\n",
      "Objective Function Value:  20.4514357916598 Total misclassified:  3\n",
      "Objective Function Value:  20.448938837919126 Total misclassified:  3\n",
      "Objective Function Value:  20.44644280581322 Total misclassified:  3\n",
      "Objective Function Value:  20.44394769481958 Total misclassified:  3\n",
      "Objective Function Value:  20.44145350441613 Total misclassified:  3\n",
      "Objective Function Value:  20.438960234081165 Total misclassified:  3\n",
      "Objective Function Value:  20.436467883293382 Total misclassified:  3\n",
      "Objective Function Value:  20.433976451531873 Total misclassified:  3\n",
      "Objective Function Value:  20.431485938276126 Total misclassified:  3\n",
      "Objective Function Value:  20.42899634300602 Total misclassified:  3\n",
      "Objective Function Value:  20.426507665201843 Total misclassified:  3\n",
      "Objective Function Value:  20.42401990434425 Total misclassified:  3\n",
      "Objective Function Value:  20.42153305991431 Total misclassified:  3\n",
      "Objective Function Value:  20.419047131393484 Total misclassified:  3\n",
      "Objective Function Value:  20.416562118263613 Total misclassified:  3\n",
      "Objective Function Value:  20.41407802000694 Total misclassified:  3\n",
      "Objective Function Value:  20.41159483610609 Total misclassified:  3\n",
      "Objective Function Value:  20.4091125660441 Total misclassified:  3\n",
      "Objective Function Value:  20.406631209304372 Total misclassified:  3\n",
      "Objective Function Value:  20.404150765370723 Total misclassified:  3\n",
      "Objective Function Value:  20.401671233727335 Total misclassified:  3\n",
      "Objective Function Value:  20.399192613858805 Total misclassified:  3\n",
      "Objective Function Value:  20.396714905250104 Total misclassified:  3\n",
      "Objective Function Value:  20.39423810738659 Total misclassified:  3\n",
      "Objective Function Value:  20.391762219754025 Total misclassified:  3\n",
      "Objective Function Value:  20.38928724183854 Total misclassified:  3\n",
      "Objective Function Value:  20.386813173126676 Total misclassified:  3\n",
      "Objective Function Value:  20.38434001310534 Total misclassified:  3\n",
      "Objective Function Value:  20.381867761261844 Total misclassified:  3\n",
      "Objective Function Value:  20.37939641708387 Total misclassified:  3\n",
      "Objective Function Value:  20.37692598005951 Total misclassified:  3\n",
      "Objective Function Value:  20.37445644967721 Total misclassified:  3\n",
      "Objective Function Value:  20.37198782542584 Total misclassified:  3\n",
      "Objective Function Value:  20.369520106794624 Total misclassified:  3\n",
      "Objective Function Value:  20.367053293273177 Total misclassified:  3\n",
      "Objective Function Value:  20.364587384351516 Total misclassified:  3\n",
      "Objective Function Value:  20.362122379520024 Total misclassified:  3\n",
      "Objective Function Value:  20.359658278269478 Total misclassified:  3\n",
      "Objective Function Value:  20.35719508009104 Total misclassified:  3\n",
      "Objective Function Value:  20.354732784476234 Total misclassified:  3\n",
      "Objective Function Value:  20.352271390917007 Total misclassified:  3\n",
      "Objective Function Value:  20.349810898905652 Total misclassified:  3\n",
      "Objective Function Value:  20.34735130793485 Total misclassified:  3\n",
      "Objective Function Value:  20.344892617497692 Total misclassified:  3\n",
      "Objective Function Value:  20.342434827087615 Total misclassified:  3\n",
      "Objective Function Value:  20.33997793619846 Total misclassified:  3\n",
      "Objective Function Value:  20.337521944324436 Total misclassified:  3\n",
      "Objective Function Value:  20.335066850960146 Total misclassified:  3\n",
      "Objective Function Value:  20.33261265560055 Total misclassified:  3\n",
      "Objective Function Value:  20.33015935774101 Total misclassified:  3\n",
      "Objective Function Value:  20.32770695687727 Total misclassified:  3\n",
      "Objective Function Value:  20.32525545250543 Total misclassified:  3\n",
      "Objective Function Value:  20.322804844121993 Total misclassified:  3\n",
      "Objective Function Value:  20.320355131223817 Total misclassified:  3\n",
      "Objective Function Value:  20.317906313308153 Total misclassified:  3\n",
      "Objective Function Value:  20.315458389872624 Total misclassified:  3\n",
      "Objective Function Value:  20.313011360415246 Total misclassified:  3\n",
      "Objective Function Value:  20.310565224434384 Total misclassified:  3\n",
      "Objective Function Value:  20.308119981428803 Total misclassified:  3\n",
      "Objective Function Value:  20.305675630897632 Total misclassified:  3\n",
      "Objective Function Value:  20.30323217234038 Total misclassified:  3\n",
      "Objective Function Value:  20.30078960525693 Total misclassified:  3\n",
      "Objective Function Value:  20.29834792914754 Total misclassified:  3\n",
      "Objective Function Value:  20.295907143512842 Total misclassified:  3\n",
      "Objective Function Value:  20.293467247853854 Total misclassified:  3\n",
      "Objective Function Value:  20.291028241671945 Total misclassified:  3\n",
      "Objective Function Value:  20.288590124468882 Total misclassified:  3\n",
      "Objective Function Value:  20.28615289574679 Total misclassified:  3\n",
      "Objective Function Value:  20.283716555008166 Total misclassified:  3\n",
      "Objective Function Value:  20.281281101755887 Total misclassified:  3\n",
      "Objective Function Value:  20.27884653549321 Total misclassified:  3\n",
      "Objective Function Value:  20.27641285572375 Total misclassified:  3\n",
      "Objective Function Value:  20.273980061951484 Total misclassified:  3\n",
      "Objective Function Value:  20.27154815368079 Total misclassified:  3\n",
      "Objective Function Value:  20.269117130416397 Total misclassified:  3\n",
      "Objective Function Value:  20.266686991663406 Total misclassified:  3\n",
      "Objective Function Value:  20.2642577369273 Total misclassified:  3\n",
      "Objective Function Value:  20.26182936571391 Total misclassified:  3\n",
      "Objective Function Value:  20.25940187752946 Total misclassified:  3\n",
      "Objective Function Value:  20.256975271880528 Total misclassified:  3\n",
      "Objective Function Value:  20.254549548274063 Total misclassified:  3\n",
      "Objective Function Value:  20.252124706217387 Total misclassified:  3\n",
      "Objective Function Value:  20.249700745218192 Total misclassified:  3\n",
      "Objective Function Value:  20.247277664784537 Total misclassified:  3\n",
      "Objective Function Value:  20.244855464424838 Total misclassified:  3\n",
      "Objective Function Value:  20.24243414364788 Total misclassified:  3\n",
      "Objective Function Value:  20.240013701962837 Total misclassified:  3\n",
      "Objective Function Value:  20.237594138879217 Total misclassified:  3\n",
      "Objective Function Value:  20.235175453906923 Total misclassified:  3\n",
      "Objective Function Value:  20.232757646556202 Total misclassified:  3\n",
      "Objective Function Value:  20.230340716337686 Total misclassified:  3\n",
      "Objective Function Value:  20.22792466276234 Total misclassified:  3\n",
      "Objective Function Value:  20.225509485341544 Total misclassified:  3\n",
      "Objective Function Value:  20.22309518358699 Total misclassified:  3\n",
      "Objective Function Value:  20.220681757010766 Total misclassified:  3\n",
      "Objective Function Value:  20.218269205125324 Total misclassified:  3\n",
      "Objective Function Value:  20.215857527443454 Total misclassified:  3\n",
      "Objective Function Value:  20.21344672347834 Total misclassified:  3\n",
      "Objective Function Value:  20.211036792743506 Total misclassified:  3\n",
      "Objective Function Value:  20.20862773475286 Total misclassified:  3\n",
      "Objective Function Value:  20.206219549020638 Total misclassified:  3\n",
      "Objective Function Value:  20.20381223506147 Total misclassified:  3\n",
      "Objective Function Value:  20.201405792390343 Total misclassified:  3\n",
      "Objective Function Value:  20.19900022052259 Total misclassified:  3\n",
      "Objective Function Value:  20.196595518973915 Total misclassified:  3\n",
      "Objective Function Value:  20.19419168726037 Total misclassified:  3\n",
      "Objective Function Value:  20.191788724898394 Total misclassified:  3\n",
      "Objective Function Value:  20.18938663140476 Total misclassified:  3\n",
      "Objective Function Value:  20.186985406296614 Total misclassified:  3\n",
      "Objective Function Value:  20.184585049091446 Total misclassified:  3\n",
      "Objective Function Value:  20.182185559307126 Total misclassified:  3\n",
      "Objective Function Value:  20.179786936461866 Total misclassified:  3\n",
      "Objective Function Value:  20.17738918007425 Total misclassified:  3\n",
      "Objective Function Value:  20.174992289663187 Total misclassified:  3\n",
      "Objective Function Value:  20.172596264747995 Total misclassified:  3\n",
      "Objective Function Value:  20.17020110484831 Total misclassified:  3\n",
      "Objective Function Value:  20.16780680948414 Total misclassified:  3\n",
      "Objective Function Value:  20.165413378175835 Total misclassified:  3\n",
      "Objective Function Value:  20.163020810444127 Total misclassified:  3\n",
      "Objective Function Value:  20.160629105810077 Total misclassified:  3\n",
      "Objective Function Value:  20.158238263795116 Total misclassified:  3\n",
      "Objective Function Value:  20.15584828392103 Total misclassified:  3\n",
      "Objective Function Value:  20.153459165709947 Total misclassified:  3\n",
      "Objective Function Value:  20.151070908684368 Total misclassified:  3\n",
      "Objective Function Value:  20.148683512367132 Total misclassified:  3\n",
      "Objective Function Value:  20.146296976281448 Total misclassified:  3\n",
      "Objective Function Value:  20.143911299950865 Total misclassified:  3\n",
      "Objective Function Value:  20.141526482899284 Total misclassified:  3\n",
      "Objective Function Value:  20.139142524650968 Total misclassified:  3\n",
      "Objective Function Value:  20.136759424730528 Total misclassified:  3\n",
      "Objective Function Value:  20.134377182662924 Total misclassified:  3\n",
      "Objective Function Value:  20.131995797973474 Total misclassified:  3\n",
      "Objective Function Value:  20.129615270187855 Total misclassified:  3\n",
      "Objective Function Value:  20.12723559883207 Total misclassified:  3\n",
      "Objective Function Value:  20.12485678343249 Total misclassified:  3\n",
      "Objective Function Value:  20.122478823515834 Total misclassified:  3\n",
      "Objective Function Value:  20.120101718609178 Total misclassified:  3\n",
      "Objective Function Value:  20.117725468239932 Total misclassified:  3\n",
      "Objective Function Value:  20.115350071935868 Total misclassified:  3\n",
      "Objective Function Value:  20.11297552922511 Total misclassified:  3\n",
      "Objective Function Value:  20.11060183963612 Total misclassified:  3\n",
      "Objective Function Value:  20.108229002697705 Total misclassified:  3\n",
      "Objective Function Value:  20.10585701793904 Total misclassified:  3\n",
      "Objective Function Value:  20.103485884889633 Total misclassified:  3\n",
      "Objective Function Value:  20.101115603079332 Total misclassified:  3\n",
      "Objective Function Value:  20.09874617203836 Total misclassified:  3\n",
      "Objective Function Value:  20.096377591297262 Total misclassified:  3\n",
      "Objective Function Value:  20.094009860386937 Total misclassified:  3\n",
      "Objective Function Value:  20.091642978838635 Total misclassified:  3\n",
      "Objective Function Value:  20.089276946183936 Total misclassified:  3\n",
      "Objective Function Value:  20.08691176195479 Total misclassified:  3\n",
      "Objective Function Value:  20.084547425683475 Total misclassified:  3\n",
      "Objective Function Value:  20.082183936902616 Total misclassified:  3\n",
      "Objective Function Value:  20.07982129514519 Total misclassified:  3\n",
      "Objective Function Value:  20.077459499944517 Total misclassified:  3\n",
      "Objective Function Value:  20.075098550834248 Total misclassified:  3\n",
      "Objective Function Value:  20.072738447348396 Total misclassified:  3\n",
      "Objective Function Value:  20.070379189021303 Total misclassified:  3\n",
      "Objective Function Value:  20.068020775387662 Total misclassified:  3\n",
      "Objective Function Value:  20.06566320598251 Total misclassified:  3\n",
      "Objective Function Value:  20.06330648034122 Total misclassified:  3\n",
      "Objective Function Value:  20.060950597999508 Total misclassified:  3\n",
      "Objective Function Value:  20.058595558493447 Total misclassified:  3\n",
      "Objective Function Value:  20.05624136135943 Total misclassified:  3\n",
      "Objective Function Value:  20.053888006134194 Total misclassified:  3\n",
      "Objective Function Value:  20.051535492354837 Total misclassified:  3\n",
      "Objective Function Value:  20.04918381955877 Total misclassified:  3\n",
      "Objective Function Value:  20.046832987283768 Total misclassified:  3\n",
      "Objective Function Value:  20.04448299506793 Total misclassified:  3\n",
      "Objective Function Value:  20.042133842449708 Total misclassified:  3\n",
      "Objective Function Value:  20.039785528967876 Total misclassified:  3\n",
      "Objective Function Value:  20.037438054161566 Total misclassified:  3\n",
      "Objective Function Value:  20.035091417570232 Total misclassified:  3\n",
      "Objective Function Value:  20.032745618733678 Total misclassified:  3\n",
      "Objective Function Value:  20.03040065719204 Total misclassified:  3\n",
      "Objective Function Value:  20.0280565324858 Total misclassified:  3\n",
      "Objective Function Value:  20.025713244155774 Total misclassified:  3\n",
      "Objective Function Value:  20.023370791743094 Total misclassified:  3\n",
      "Objective Function Value:  20.021029174789263 Total misclassified:  3\n",
      "Objective Function Value:  20.018688392836104 Total misclassified:  3\n",
      "Objective Function Value:  20.01634844542577 Total misclassified:  3\n",
      "Objective Function Value:  20.014009332100766 Total misclassified:  3\n",
      "Objective Function Value:  20.01167105240392 Total misclassified:  3\n",
      "Objective Function Value:  20.009333605878396 Total misclassified:  3\n",
      "Objective Function Value:  20.0069969920677 Total misclassified:  3\n",
      "Objective Function Value:  20.00466121051567 Total misclassified:  3\n",
      "Objective Function Value:  20.002326260766477 Total misclassified:  3\n",
      "Objective Function Value:  19.999992142364622 Total misclassified:  3\n",
      "Objective Function Value:  19.997658854854947 Total misclassified:  3\n",
      "Objective Function Value:  19.995326397782623 Total misclassified:  3\n",
      "Objective Function Value:  19.99299477069316 Total misclassified:  3\n",
      "Objective Function Value:  19.990663973132392 Total misclassified:  3\n",
      "Objective Function Value:  19.988334004646497 Total misclassified:  3\n",
      "Objective Function Value:  19.986004864781968 Total misclassified:  3\n",
      "Objective Function Value:  19.98367655308565 Total misclassified:  3\n",
      "Objective Function Value:  19.9813490691047 Total misclassified:  3\n",
      "Objective Function Value:  19.979022412386627 Total misclassified:  3\n",
      "Objective Function Value:  19.976696582479256 Total misclassified:  3\n",
      "Objective Function Value:  19.974371578930743 Total misclassified:  3\n",
      "Objective Function Value:  19.972047401289586 Total misclassified:  3\n",
      "Objective Function Value:  19.969724049104606 Total misclassified:  3\n",
      "Objective Function Value:  19.96740152192495 Total misclassified:  3\n",
      "Objective Function Value:  19.965079819300094 Total misclassified:  3\n",
      "Objective Function Value:  19.962758940779857 Total misclassified:  3\n",
      "Objective Function Value:  19.960438885914364 Total misclassified:  3\n",
      "Objective Function Value:  19.958119654254098 Total misclassified:  3\n",
      "Objective Function Value:  19.955801245349846 Total misclassified:  3\n",
      "Objective Function Value:  19.953483658752724 Total misclassified:  3\n",
      "Objective Function Value:  19.9511668940142 Total misclassified:  3\n",
      "Objective Function Value:  19.948850950686037 Total misclassified:  3\n",
      "Objective Function Value:  19.94653582832035 Total misclassified:  3\n",
      "Objective Function Value:  19.944221526469576 Total misclassified:  3\n",
      "Objective Function Value:  19.941908044686457 Total misclassified:  3\n",
      "Objective Function Value:  19.939595382524093 Total misclassified:  3\n",
      "Objective Function Value:  19.937283539535883 Total misclassified:  3\n",
      "Objective Function Value:  19.93497251527559 Total misclassified:  3\n",
      "Objective Function Value:  19.932662309297235 Total misclassified:  3\n",
      "Objective Function Value:  19.93035292115524 Total misclassified:  3\n",
      "Objective Function Value:  19.9280443504043 Total misclassified:  3\n",
      "Objective Function Value:  19.925736596599453 Total misclassified:  3\n",
      "Objective Function Value:  19.92342965929607 Total misclassified:  3\n",
      "Objective Function Value:  19.921123538049827 Total misclassified:  3\n",
      "Objective Function Value:  19.918818232416726 Total misclassified:  3\n",
      "Objective Function Value:  19.91651374195312 Total misclassified:  3\n",
      "Objective Function Value:  19.914210066215638 Total misclassified:  3\n",
      "Objective Function Value:  19.91190720476127 Total misclassified:  3\n",
      "Objective Function Value:  19.90960515714732 Total misclassified:  3\n",
      "Objective Function Value:  19.907303922931398 Total misclassified:  3\n",
      "Objective Function Value:  19.90500350167145 Total misclassified:  3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  19.90270389292575 Total misclassified:  3\n",
      "Objective Function Value:  19.90040509625288 Total misclassified:  3\n",
      "Objective Function Value:  19.89810711121174 Total misclassified:  3\n",
      "Objective Function Value:  19.895809937361562 Total misclassified:  3\n",
      "Objective Function Value:  19.893513574261902 Total misclassified:  3\n",
      "Objective Function Value:  19.891218021472618 Total misclassified:  3\n",
      "Objective Function Value:  19.888923278553904 Total misclassified:  3\n",
      "Objective Function Value:  19.88662934506626 Total misclassified:  3\n",
      "Objective Function Value:  19.884336220570518 Total misclassified:  3\n",
      "Objective Function Value:  19.882043904627828 Total misclassified:  3\n",
      "Objective Function Value:  19.879752396799645 Total misclassified:  3\n",
      "Objective Function Value:  19.877461696647764 Total misclassified:  3\n",
      "Objective Function Value:  19.87517180373427 Total misclassified:  3\n",
      "Objective Function Value:  19.872882717621593 Total misclassified:  3\n",
      "Objective Function Value:  19.87059443787246 Total misclassified:  3\n",
      "Objective Function Value:  19.86830696404993 Total misclassified:  3\n",
      "Objective Function Value:  19.866020295717377 Total misclassified:  3\n",
      "Objective Function Value:  19.863734432438477 Total misclassified:  3\n",
      "Objective Function Value:  19.861449373777234 Total misclassified:  3\n",
      "Objective Function Value:  19.859165119297984 Total misclassified:  3\n",
      "Objective Function Value:  19.856881668565332 Total misclassified:  3\n",
      "Objective Function Value:  19.854599021144253 Total misclassified:  3\n",
      "Objective Function Value:  19.852317176600003 Total misclassified:  3\n",
      "Objective Function Value:  19.85003613449816 Total misclassified:  3\n",
      "Objective Function Value:  19.84775589440462 Total misclassified:  3\n",
      "Objective Function Value:  19.845476455885596 Total misclassified:  3\n",
      "Objective Function Value:  19.843197818507612 Total misclassified:  3\n",
      "Objective Function Value:  19.840919981837494 Total misclassified:  3\n",
      "Objective Function Value:  19.838642945442395 Total misclassified:  3\n",
      "Objective Function Value:  19.83636670888979 Total misclassified:  3\n",
      "Objective Function Value:  19.834091271747447 Total misclassified:  3\n",
      "Objective Function Value:  19.831816633583454 Total misclassified:  3\n",
      "Objective Function Value:  19.82954279396622 Total misclassified:  2\n",
      "Objective Function Value:  19.827269752464446 Total misclassified:  2\n",
      "Objective Function Value:  19.824997508647165 Total misclassified:  2\n",
      "Objective Function Value:  19.82272606208371 Total misclassified:  2\n",
      "Objective Function Value:  19.820455412343733 Total misclassified:  2\n",
      "Objective Function Value:  19.818185558997186 Total misclassified:  2\n",
      "Objective Function Value:  19.815916501614346 Total misclassified:  2\n",
      "Objective Function Value:  19.81364823976579 Total misclassified:  2\n",
      "Objective Function Value:  19.811380773022407 Total misclassified:  2\n",
      "Objective Function Value:  19.809114100955394 Total misclassified:  2\n",
      "Objective Function Value:  19.806848223136264 Total misclassified:  2\n",
      "Objective Function Value:  19.804583139136835 Total misclassified:  2\n",
      "Objective Function Value:  19.802318848529232 Total misclassified:  2\n",
      "Objective Function Value:  19.800055350885895 Total misclassified:  2\n",
      "Objective Function Value:  19.797792645779563 Total misclassified:  2\n",
      "Objective Function Value:  19.795530732783295 Total misclassified:  2\n",
      "Objective Function Value:  19.793269611470443 Total misclassified:  2\n",
      "Objective Function Value:  19.791009281414684 Total misclassified:  2\n",
      "Objective Function Value:  19.788749742189985 Total misclassified:  2\n",
      "Objective Function Value:  19.786490993370638 Total misclassified:  2\n",
      "Objective Function Value:  19.784233034531226 Total misclassified:  2\n",
      "Objective Function Value:  19.781975865246643 Total misclassified:  2\n",
      "Objective Function Value:  19.779719485092095 Total misclassified:  2\n",
      "Objective Function Value:  19.77746389364308 Total misclassified:  2\n",
      "Objective Function Value:  19.77520909047543 Total misclassified:  2\n",
      "Objective Function Value:  19.772955075165246 Total misclassified:  2\n",
      "Objective Function Value:  19.770701847288958 Total misclassified:  2\n",
      "Objective Function Value:  19.768449406423294 Total misclassified:  2\n",
      "Objective Function Value:  19.766197752145295 Total misclassified:  2\n",
      "Objective Function Value:  19.763946884032283 Total misclassified:  2\n",
      "Objective Function Value:  19.761696801661905 Total misclassified:  2\n",
      "Objective Function Value:  19.75944750461212 Total misclassified:  2\n",
      "Objective Function Value:  19.757198992461163 Total misclassified:  2\n",
      "Objective Function Value:  19.754951264787582 Total misclassified:  2\n",
      "Objective Function Value:  19.752704321170242 Total misclassified:  2\n",
      "Objective Function Value:  19.750458161188295 Total misclassified:  2\n",
      "Objective Function Value:  19.748212784421206 Total misclassified:  2\n",
      "Objective Function Value:  19.745968190448725 Total misclassified:  2\n",
      "Objective Function Value:  19.74372437885093 Total misclassified:  2\n",
      "Objective Function Value:  19.741481349208176 Total misclassified:  2\n",
      "Objective Function Value:  19.739239101101134 Total misclassified:  2\n",
      "Objective Function Value:  19.73699763411077 Total misclassified:  2\n",
      "Objective Function Value:  19.734756947818354 Total misclassified:  2\n",
      "Objective Function Value:  19.73251704180545 Total misclassified:  2\n",
      "Objective Function Value:  19.730277915653932 Total misclassified:  2\n",
      "Objective Function Value:  19.728039568945974 Total misclassified:  2\n",
      "Objective Function Value:  19.72580200126402 Total misclassified:  2\n",
      "Objective Function Value:  19.72356521219087 Total misclassified:  2\n",
      "Objective Function Value:  19.721329201309572 Total misclassified:  2\n",
      "Objective Function Value:  19.7190939682035 Total misclassified:  2\n",
      "Objective Function Value:  19.71685951245631 Total misclassified:  2\n",
      "Objective Function Value:  19.71462583365197 Total misclassified:  2\n",
      "Objective Function Value:  19.712392931374733 Total misclassified:  2\n",
      "Objective Function Value:  19.710160805209178 Total misclassified:  2\n",
      "Objective Function Value:  19.707929454740135 Total misclassified:  2\n",
      "Objective Function Value:  19.705698879552777 Total misclassified:  2\n",
      "Objective Function Value:  19.703469079232548 Total misclassified:  2\n",
      "Objective Function Value:  19.701240053365193 Total misclassified:  2\n",
      "Objective Function Value:  19.699011801536756 Total misclassified:  2\n",
      "Objective Function Value:  19.69678432333358 Total misclassified:  2\n",
      "Objective Function Value:  19.6945576183423 Total misclassified:  2\n",
      "Objective Function Value:  19.692331686149842 Total misclassified:  2\n",
      "Objective Function Value:  19.690106526343442 Total misclassified:  2\n",
      "Objective Function Value:  19.687882138510616 Total misclassified:  2\n",
      "Objective Function Value:  19.68565852223918 Total misclassified:  2\n",
      "Objective Function Value:  19.683435677117245 Total misclassified:  2\n",
      "Objective Function Value:  19.681213602733223 Total misclassified:  2\n",
      "Objective Function Value:  19.67899229867581 Total misclassified:  2\n",
      "Objective Function Value:  19.676771764533996 Total misclassified:  2\n",
      "Objective Function Value:  19.674551999897076 Total misclassified:  2\n",
      "Objective Function Value:  19.672333004354623 Total misclassified:  2\n",
      "Objective Function Value:  19.670114777496515 Total misclassified:  2\n",
      "Objective Function Value:  19.66789731891292 Total misclassified:  2\n",
      "Objective Function Value:  19.665680628194288 Total misclassified:  2\n",
      "Objective Function Value:  19.663464704931382 Total misclassified:  2\n",
      "Objective Function Value:  19.661249548715233 Total misclassified:  2\n",
      "Objective Function Value:  19.65903515913719 Total misclassified:  2\n",
      "Objective Function Value:  19.656821535788872 Total misclassified:  2\n",
      "Objective Function Value:  19.654608678262193 Total misclassified:  2\n",
      "Objective Function Value:  19.652396586149365 Total misclassified:  2\n",
      "Objective Function Value:  19.650185259042885 Total misclassified:  2\n",
      "Objective Function Value:  19.64797469653555 Total misclassified:  2\n",
      "Objective Function Value:  19.645764898220428 Total misclassified:  2\n",
      "Objective Function Value:  19.6435558636909 Total misclassified:  2\n",
      "Objective Function Value:  19.64134759254062 Total misclassified:  2\n",
      "Objective Function Value:  19.639140084363532 Total misclassified:  2\n",
      "Objective Function Value:  19.636933338753888 Total misclassified:  2\n",
      "Objective Function Value:  19.634727355306204 Total misclassified:  2\n",
      "Objective Function Value:  19.632522133615293 Total misclassified:  2\n",
      "Objective Function Value:  19.63031767327627 Total misclassified:  2\n",
      "Objective Function Value:  19.628113973884517 Total misclassified:  2\n",
      "Objective Function Value:  19.62591103503572 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  19.623708856325845 Total misclassified:  2\n",
      "Objective Function Value:  19.621507437351145 Total misclassified:  2\n",
      "Objective Function Value:  19.61930677770816 Total misclassified:  2\n",
      "Objective Function Value:  19.617106876993724 Total misclassified:  2\n",
      "Objective Function Value:  19.61490773480495 Total misclassified:  2\n",
      "Objective Function Value:  19.612709350739244 Total misclassified:  2\n",
      "Objective Function Value:  19.610511724394293 Total misclassified:  2\n",
      "Objective Function Value:  19.608314855368054 Total misclassified:  2\n",
      "Objective Function Value:  19.606118743258804 Total misclassified:  2\n",
      "Objective Function Value:  19.60392338766509 Total misclassified:  2\n",
      "Objective Function Value:  19.60172878818573 Total misclassified:  2\n",
      "Objective Function Value:  19.59953494441984 Total misclassified:  2\n",
      "Objective Function Value:  19.597341855966825 Total misclassified:  2\n",
      "Objective Function Value:  19.595149522426368 Total misclassified:  2\n",
      "Objective Function Value:  19.59295794339843 Total misclassified:  2\n",
      "Objective Function Value:  19.590767118483264 Total misclassified:  2\n",
      "Objective Function Value:  19.58857704728141 Total misclassified:  2\n",
      "Objective Function Value:  19.586387729393678 Total misclassified:  2\n",
      "Objective Function Value:  19.58419916442118 Total misclassified:  2\n",
      "Objective Function Value:  19.582011351965285 Total misclassified:  2\n",
      "Objective Function Value:  19.579824291627673 Total misclassified:  2\n",
      "Objective Function Value:  19.57763798301029 Total misclassified:  2\n",
      "Objective Function Value:  19.575452425715355 Total misclassified:  2\n",
      "Objective Function Value:  19.573267619345398 Total misclassified:  2\n",
      "Objective Function Value:  19.5710835635032 Total misclassified:  2\n",
      "Objective Function Value:  19.568900257791846 Total misclassified:  2\n",
      "Objective Function Value:  19.56671770181468 Total misclassified:  2\n",
      "Objective Function Value:  19.564535895175354 Total misclassified:  2\n",
      "Objective Function Value:  19.56235483747778 Total misclassified:  2\n",
      "Objective Function Value:  19.56017452832615 Total misclassified:  2\n",
      "Objective Function Value:  19.557994967324944 Total misclassified:  2\n",
      "Objective Function Value:  19.555816154078926 Total misclassified:  2\n",
      "Objective Function Value:  19.553638088193132 Total misclassified:  2\n",
      "Objective Function Value:  19.55146076927288 Total misclassified:  2\n",
      "Objective Function Value:  19.549284196923757 Total misclassified:  2\n",
      "Objective Function Value:  19.547108370751644 Total misclassified:  2\n",
      "Objective Function Value:  19.5449332903627 Total misclassified:  2\n",
      "Objective Function Value:  19.542758955363347 Total misclassified:  2\n",
      "Objective Function Value:  19.540585365360297 Total misclassified:  2\n",
      "Objective Function Value:  19.538412519960538 Total misclassified:  2\n",
      "Objective Function Value:  19.536240418771342 Total misclassified:  2\n",
      "Objective Function Value:  19.534069061400245 Total misclassified:  2\n",
      "Objective Function Value:  19.531898447455067 Total misclassified:  2\n",
      "Objective Function Value:  19.529728576543903 Total misclassified:  2\n",
      "Objective Function Value:  19.527559448275127 Total misclassified:  2\n",
      "Objective Function Value:  19.5253910622574 Total misclassified:  2\n",
      "Objective Function Value:  19.523223418099633 Total misclassified:  2\n",
      "Objective Function Value:  19.521056515411033 Total misclassified:  2\n",
      "Objective Function Value:  19.518890353801076 Total misclassified:  2\n",
      "Objective Function Value:  19.51672493287951 Total misclassified:  2\n",
      "Objective Function Value:  19.514560252256366 Total misclassified:  2\n",
      "Objective Function Value:  19.512396311541956 Total misclassified:  2\n",
      "Objective Function Value:  19.510233110346853 Total misclassified:  2\n",
      "Objective Function Value:  19.508070648281898 Total misclassified:  2\n",
      "Objective Function Value:  19.50590892495823 Total misclassified:  2\n",
      "Objective Function Value:  19.503747939987242 Total misclassified:  2\n",
      "Objective Function Value:  19.501587692980607 Total misclassified:  2\n",
      "Objective Function Value:  19.49942818355028 Total misclassified:  2\n",
      "Objective Function Value:  19.497269411308473 Total misclassified:  2\n",
      "Objective Function Value:  19.49511137586768 Total misclassified:  2\n",
      "Objective Function Value:  19.492954076840668 Total misclassified:  2\n",
      "Objective Function Value:  19.490797513840484 Total misclassified:  2\n",
      "Objective Function Value:  19.488641686480427 Total misclassified:  2\n",
      "Objective Function Value:  19.486486594374085 Total misclassified:  2\n",
      "Objective Function Value:  19.48433223713531 Total misclassified:  2\n",
      "Objective Function Value:  19.482178614378235 Total misclassified:  2\n",
      "Objective Function Value:  19.480025725717255 Total misclassified:  2\n",
      "Objective Function Value:  19.47787357076703 Total misclassified:  2\n",
      "Objective Function Value:  19.475722149142513 Total misclassified:  2\n",
      "Objective Function Value:  19.4735714604589 Total misclassified:  2\n",
      "Objective Function Value:  19.471421504331683 Total misclassified:  2\n",
      "Objective Function Value:  19.469272280376607 Total misclassified:  2\n",
      "Objective Function Value:  19.467123788209697 Total misclassified:  2\n",
      "Objective Function Value:  19.464976027447232 Total misclassified:  2\n",
      "Objective Function Value:  19.46282899770579 Total misclassified:  2\n",
      "Objective Function Value:  19.46068269860218 Total misclassified:  2\n",
      "Objective Function Value:  19.458537129753513 Total misclassified:  2\n",
      "Objective Function Value:  19.456392290777146 Total misclassified:  2\n",
      "Objective Function Value:  19.454248181290726 Total misclassified:  2\n",
      "Objective Function Value:  19.452104800912142 Total misclassified:  2\n",
      "Objective Function Value:  19.44996214925958 Total misclassified:  2\n",
      "Objective Function Value:  19.44782022595146 Total misclassified:  2\n",
      "Objective Function Value:  19.44567903060651 Total misclassified:  2\n",
      "Objective Function Value:  19.443538562843685 Total misclassified:  2\n",
      "Objective Function Value:  19.44139882228224 Total misclassified:  2\n",
      "Objective Function Value:  19.439259808541664 Total misclassified:  2\n",
      "Objective Function Value:  19.43712152124175 Total misclassified:  2\n",
      "Objective Function Value:  19.434983960002537 Total misclassified:  2\n",
      "Objective Function Value:  19.43284712444432 Total misclassified:  2\n",
      "Objective Function Value:  19.43071101418768 Total misclassified:  2\n",
      "Objective Function Value:  19.428575628853455 Total misclassified:  2\n",
      "Objective Function Value:  19.426440968062742 Total misclassified:  2\n",
      "Objective Function Value:  19.424307031436918 Total misclassified:  2\n",
      "Objective Function Value:  19.422173818597606 Total misclassified:  2\n",
      "Objective Function Value:  19.420041329166715 Total misclassified:  2\n",
      "Objective Function Value:  19.417909562766408 Total misclassified:  2\n",
      "Objective Function Value:  19.415778519019106 Total misclassified:  2\n",
      "Objective Function Value:  19.41364819754751 Total misclassified:  2\n",
      "Objective Function Value:  19.41151859797456 Total misclassified:  2\n",
      "Objective Function Value:  19.40938971992348 Total misclassified:  2\n",
      "Objective Function Value:  19.407261563017766 Total misclassified:  2\n",
      "Objective Function Value:  19.405134126881144 Total misclassified:  2\n",
      "Objective Function Value:  19.403007411137636 Total misclassified:  2\n",
      "Objective Function Value:  19.400881415411508 Total misclassified:  2\n",
      "Objective Function Value:  19.398756139327283 Total misclassified:  2\n",
      "Objective Function Value:  19.396631582509777 Total misclassified:  2\n",
      "Objective Function Value:  19.394507744584033 Total misclassified:  2\n",
      "Objective Function Value:  19.39238462517537 Total misclassified:  2\n",
      "Objective Function Value:  19.390262223909374 Total misclassified:  2\n",
      "Objective Function Value:  19.388140540411886 Total misclassified:  2\n",
      "Objective Function Value:  19.38601957430901 Total misclassified:  2\n",
      "Objective Function Value:  19.383899325227105 Total misclassified:  2\n",
      "Objective Function Value:  19.3817797927928 Total misclassified:  2\n",
      "Objective Function Value:  19.379660976632977 Total misclassified:  2\n",
      "Objective Function Value:  19.37754287637478 Total misclassified:  2\n",
      "Objective Function Value:  19.37542549164562 Total misclassified:  2\n",
      "Objective Function Value:  19.373308822073156 Total misclassified:  2\n",
      "Objective Function Value:  19.371192867285313 Total misclassified:  2\n",
      "Objective Function Value:  19.369077626910276 Total misclassified:  2\n",
      "Objective Function Value:  19.366963100576484 Total misclassified:  2\n",
      "Objective Function Value:  19.364849287912648 Total misclassified:  2\n",
      "Objective Function Value:  19.36273618854772 Total misclassified:  2\n",
      "Objective Function Value:  19.360623802110915 Total misclassified:  2\n",
      "Objective Function Value:  19.35851212823171 Total misclassified:  2\n",
      "Objective Function Value:  19.356401166539847 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  19.35429091666531 Total misclassified:  2\n",
      "Objective Function Value:  19.35218137823835 Total misclassified:  2\n",
      "Objective Function Value:  19.35007255088948 Total misclassified:  2\n",
      "Objective Function Value:  19.347964434249455 Total misclassified:  2\n",
      "Objective Function Value:  19.345857027949297 Total misclassified:  2\n",
      "Objective Function Value:  19.343750331620285 Total misclassified:  2\n",
      "Objective Function Value:  19.34164434489395 Total misclassified:  2\n",
      "Objective Function Value:  19.339539067402086 Total misclassified:  2\n",
      "Objective Function Value:  19.337434498776734 Total misclassified:  2\n",
      "Objective Function Value:  19.33533063865019 Total misclassified:  2\n",
      "Objective Function Value:  19.333227486655026 Total misclassified:  2\n",
      "Objective Function Value:  19.331125042424034 Total misclassified:  2\n",
      "Objective Function Value:  19.329023305590297 Total misclassified:  2\n",
      "Objective Function Value:  19.32692227578713 Total misclassified:  2\n",
      "Objective Function Value:  19.3248219526481 Total misclassified:  2\n",
      "Objective Function Value:  19.32272233580705 Total misclassified:  2\n",
      "Objective Function Value:  19.32062342489806 Total misclassified:  2\n",
      "Objective Function Value:  19.318525219555468 Total misclassified:  2\n",
      "Objective Function Value:  19.316427719413866 Total misclassified:  2\n",
      "Objective Function Value:  19.314330924108095 Total misclassified:  2\n",
      "Objective Function Value:  19.31223483327326 Total misclassified:  2\n",
      "Objective Function Value:  19.310139446544714 Total misclassified:  2\n",
      "Objective Function Value:  19.308044763558055 Total misclassified:  2\n",
      "Objective Function Value:  19.305950783949143 Total misclassified:  2\n",
      "Objective Function Value:  19.30385750735409 Total misclassified:  2\n",
      "Objective Function Value:  19.301764933409252 Total misclassified:  2\n",
      "Objective Function Value:  19.299673061751243 Total misclassified:  2\n",
      "Objective Function Value:  19.29758189201694 Total misclassified:  2\n",
      "Objective Function Value:  19.295491423843437 Total misclassified:  2\n",
      "Objective Function Value:  19.293401656868127 Total misclassified:  2\n",
      "Objective Function Value:  19.29131259072861 Total misclassified:  2\n",
      "Objective Function Value:  19.28922422506276 Total misclassified:  2\n",
      "Objective Function Value:  19.287136559508706 Total misclassified:  2\n",
      "Objective Function Value:  19.28504959370482 Total misclassified:  2\n",
      "Objective Function Value:  19.282963327289703 Total misclassified:  2\n",
      "Objective Function Value:  19.280877759902243 Total misclassified:  2\n",
      "Objective Function Value:  19.27879289118156 Total misclassified:  2\n",
      "Objective Function Value:  19.276708720767022 Total misclassified:  2\n",
      "Objective Function Value:  19.274625248298246 Total misclassified:  2\n",
      "Objective Function Value:  19.272542473415108 Total misclassified:  2\n",
      "Objective Function Value:  19.270460395757713 Total misclassified:  2\n",
      "Objective Function Value:  19.268379014966442 Total misclassified:  2\n",
      "Objective Function Value:  19.2662983306819 Total misclassified:  2\n",
      "Objective Function Value:  19.264218342544957 Total misclassified:  2\n",
      "Objective Function Value:  19.262139050196716 Total misclassified:  2\n",
      "Objective Function Value:  19.260060453278538 Total misclassified:  2\n",
      "Objective Function Value:  19.257982551432033 Total misclassified:  2\n",
      "Objective Function Value:  19.25590534429905 Total misclassified:  2\n",
      "Objective Function Value:  19.2538288315217 Total misclassified:  2\n",
      "Objective Function Value:  19.251753012742327 Total misclassified:  2\n",
      "Objective Function Value:  19.24967788760352 Total misclassified:  2\n",
      "Objective Function Value:  19.247603455748127 Total misclassified:  2\n",
      "Objective Function Value:  19.245529716819227 Total misclassified:  2\n",
      "Objective Function Value:  19.243456670460162 Total misclassified:  2\n",
      "Objective Function Value:  19.241384316314516 Total misclassified:  2\n",
      "Objective Function Value:  19.2393126540261 Total misclassified:  2\n",
      "Objective Function Value:  19.237241683238995 Total misclassified:  2\n",
      "Objective Function Value:  19.235171403597516 Total misclassified:  2\n",
      "Objective Function Value:  19.23310181474622 Total misclassified:  2\n",
      "Objective Function Value:  19.231032916329923 Total misclassified:  2\n",
      "Objective Function Value:  19.22896470799367 Total misclassified:  2\n",
      "Objective Function Value:  19.22689718938275 Total misclassified:  2\n",
      "Objective Function Value:  19.22483036014271 Total misclassified:  2\n",
      "Objective Function Value:  19.22276421991934 Total misclassified:  2\n",
      "Objective Function Value:  19.220698768358652 Total misclassified:  2\n",
      "Objective Function Value:  19.21863400510692 Total misclassified:  2\n",
      "Objective Function Value:  19.216569929810667 Total misclassified:  2\n",
      "Objective Function Value:  19.214506542116645 Total misclassified:  2\n",
      "Objective Function Value:  19.21244384167186 Total misclassified:  2\n",
      "Objective Function Value:  19.210381828123545 Total misclassified:  2\n",
      "Objective Function Value:  19.208320501119193 Total misclassified:  2\n",
      "Objective Function Value:  19.206259860306528 Total misclassified:  2\n",
      "Objective Function Value:  19.204199905333525 Total misclassified:  2\n",
      "Objective Function Value:  19.202140635848394 Total misclassified:  2\n",
      "Objective Function Value:  19.20008205149958 Total misclassified:  2\n",
      "Objective Function Value:  19.198024151935794 Total misclassified:  2\n",
      "Objective Function Value:  19.195966936805966 Total misclassified:  2\n",
      "Objective Function Value:  19.19391040575927 Total misclassified:  2\n",
      "Objective Function Value:  19.19185455844513 Total misclassified:  2\n",
      "Objective Function Value:  19.189799394513194 Total misclassified:  2\n",
      "Objective Function Value:  19.187744913613376 Total misclassified:  2\n",
      "Objective Function Value:  19.18569111539582 Total misclassified:  2\n",
      "Objective Function Value:  19.183637999510886 Total misclassified:  2\n",
      "Objective Function Value:  19.181585565609204 Total misclassified:  2\n",
      "Objective Function Value:  19.17953381334164 Total misclassified:  2\n",
      "Objective Function Value:  19.177482742359285 Total misclassified:  2\n",
      "Objective Function Value:  19.175432352313475 Total misclassified:  2\n",
      "Objective Function Value:  19.1733826428558 Total misclassified:  2\n",
      "Objective Function Value:  19.171333613638065 Total misclassified:  2\n",
      "Objective Function Value:  19.16928526431232 Total misclassified:  2\n",
      "Objective Function Value:  19.16723759453088 Total misclassified:  2\n",
      "Objective Function Value:  19.165190603946257 Total misclassified:  2\n",
      "Objective Function Value:  19.163144292211225 Total misclassified:  2\n",
      "Objective Function Value:  19.16109865897879 Total misclassified:  2\n",
      "Objective Function Value:  19.159053703902202 Total misclassified:  2\n",
      "Objective Function Value:  19.157009426634943 Total misclassified:  2\n",
      "Objective Function Value:  19.154965826830725 Total misclassified:  2\n",
      "Objective Function Value:  19.15292290414351 Total misclassified:  2\n",
      "Objective Function Value:  19.150880658227493 Total misclassified:  2\n",
      "Objective Function Value:  19.1488390887371 Total misclassified:  2\n",
      "Objective Function Value:  19.146798195326998 Total misclassified:  2\n",
      "Objective Function Value:  19.144757977652098 Total misclassified:  2\n",
      "Objective Function Value:  19.142718435367513 Total misclassified:  2\n",
      "Objective Function Value:  19.140679568128647 Total misclassified:  2\n",
      "Objective Function Value:  19.1386413755911 Total misclassified:  2\n",
      "Objective Function Value:  19.13660385741071 Total misclassified:  2\n",
      "Objective Function Value:  19.13456701324356 Total misclassified:  2\n",
      "Objective Function Value:  19.13253084274597 Total misclassified:  2\n",
      "Objective Function Value:  19.130495345574488 Total misclassified:  2\n",
      "Objective Function Value:  19.1284605213859 Total misclassified:  2\n",
      "Objective Function Value:  19.126426369837226 Total misclassified:  2\n",
      "Objective Function Value:  19.12439289058571 Total misclassified:  2\n",
      "Objective Function Value:  19.12236008328885 Total misclassified:  2\n",
      "Objective Function Value:  19.120327947604366 Total misclassified:  2\n",
      "Objective Function Value:  19.118296483190207 Total misclassified:  2\n",
      "Objective Function Value:  19.116265689704562 Total misclassified:  2\n",
      "Objective Function Value:  19.114235566805856 Total misclassified:  2\n",
      "Objective Function Value:  19.11220611415274 Total misclassified:  2\n",
      "Objective Function Value:  19.110177331404106 Total misclassified:  2\n",
      "Objective Function Value:  19.10814921821907 Total misclassified:  2\n",
      "Objective Function Value:  19.10612177425698 Total misclassified:  2\n",
      "Objective Function Value:  19.104094999177427 Total misclassified:  2\n",
      "Objective Function Value:  19.10206889264022 Total misclassified:  2\n",
      "Objective Function Value:  19.100043454305414 Total misclassified:  2\n",
      "Objective Function Value:  19.098018683833285 Total misclassified:  2\n",
      "Objective Function Value:  19.095994580884344 Total misclassified:  2\n",
      "Objective Function Value:  19.093971145119333 Total misclassified:  2\n",
      "Objective Function Value:  19.091948376199237 Total misclassified:  2\n",
      "Objective Function Value:  19.08992627378523 Total misclassified:  2\n",
      "Objective Function Value:  19.08790483753878 Total misclassified:  2\n",
      "Objective Function Value:  19.085884067121533 Total misclassified:  2\n",
      "Objective Function Value:  19.083863962195387 Total misclassified:  2\n",
      "Objective Function Value:  19.08184452242247 Total misclassified:  2\n",
      "Objective Function Value:  19.079825747465144 Total misclassified:  2\n",
      "Objective Function Value:  19.07780763698598 Total misclassified:  2\n",
      "Objective Function Value:  19.075790190647794 Total misclassified:  2\n",
      "Objective Function Value:  19.073773408113638 Total misclassified:  2\n",
      "Objective Function Value:  19.071757289046786 Total misclassified:  2\n",
      "Objective Function Value:  19.069741833110722 Total misclassified:  2\n",
      "Objective Function Value:  19.0677270399692 Total misclassified:  2\n",
      "Objective Function Value:  19.065712909286162 Total misclassified:  2\n",
      "Objective Function Value:  19.06369944072579 Total misclassified:  2\n",
      "Objective Function Value:  19.06168663395252 Total misclassified:  2\n",
      "Objective Function Value:  19.059674488630975 Total misclassified:  2\n",
      "Objective Function Value:  19.057663004426047 Total misclassified:  2\n",
      "Objective Function Value:  19.055652181002806 Total misclassified:  2\n",
      "Objective Function Value:  19.053642018026594 Total misclassified:  2\n",
      "Objective Function Value:  19.051632515162964 Total misclassified:  2\n",
      "Objective Function Value:  19.049623672077686 Total misclassified:  2\n",
      "Objective Function Value:  19.047615488436783 Total misclassified:  2\n",
      "Objective Function Value:  19.04560796390647 Total misclassified:  2\n",
      "Objective Function Value:  19.043601098153214 Total misclassified:  2\n",
      "Objective Function Value:  19.0415948908437 Total misclassified:  2\n",
      "Objective Function Value:  19.03958934164484 Total misclassified:  2\n",
      "Objective Function Value:  19.03758445022377 Total misclassified:  2\n",
      "Objective Function Value:  19.035580216247844 Total misclassified:  2\n",
      "Objective Function Value:  19.033576639384666 Total misclassified:  2\n",
      "Objective Function Value:  19.03157371930204 Total misclassified:  2\n",
      "Objective Function Value:  19.029571455668 Total misclassified:  2\n",
      "Objective Function Value:  19.02756984815082 Total misclassified:  2\n",
      "Objective Function Value:  19.025568896418974 Total misclassified:  2\n",
      "Objective Function Value:  19.023568600141182 Total misclassified:  2\n",
      "Objective Function Value:  19.021568958986382 Total misclassified:  2\n",
      "Objective Function Value:  19.01956997262373 Total misclassified:  2\n",
      "Objective Function Value:  19.017571640722615 Total misclassified:  2\n",
      "Objective Function Value:  19.015573962952637 Total misclassified:  2\n",
      "Objective Function Value:  19.013576938983633 Total misclassified:  2\n",
      "Objective Function Value:  19.011580568485655 Total misclassified:  2\n",
      "Objective Function Value:  19.00958485112899 Total misclassified:  2\n",
      "Objective Function Value:  19.007589786584127 Total misclassified:  2\n",
      "Objective Function Value:  19.005595374521793 Total misclassified:  2\n",
      "Objective Function Value:  19.003601614612933 Total misclassified:  2\n",
      "Objective Function Value:  19.00160850652872 Total misclassified:  2\n",
      "Objective Function Value:  18.999616049940542 Total misclassified:  2\n",
      "Objective Function Value:  18.99762424452001 Total misclassified:  2\n",
      "Objective Function Value:  18.99563308993896 Total misclassified:  2\n",
      "Objective Function Value:  18.993642585869445 Total misclassified:  2\n",
      "Objective Function Value:  18.99165273198375 Total misclassified:  2\n",
      "Objective Function Value:  18.989663527954356 Total misclassified:  2\n",
      "Objective Function Value:  18.98767497345401 Total misclassified:  2\n",
      "Objective Function Value:  18.985687068155627 Total misclassified:  2\n",
      "Objective Function Value:  18.983699811732382 Total misclassified:  2\n",
      "Objective Function Value:  18.98171320385765 Total misclassified:  2\n",
      "Objective Function Value:  18.979727244205044 Total misclassified:  2\n",
      "Objective Function Value:  18.97774193244838 Total misclassified:  2\n",
      "Objective Function Value:  18.97575726826169 Total misclassified:  2\n",
      "Objective Function Value:  18.973773251319255 Total misclassified:  2\n",
      "Objective Function Value:  18.97178988129554 Total misclassified:  2\n",
      "Objective Function Value:  18.969807157865247 Total misclassified:  2\n",
      "Objective Function Value:  18.967825080703307 Total misclassified:  2\n",
      "Objective Function Value:  18.965843649484857 Total misclassified:  2\n",
      "Objective Function Value:  18.96386286388525 Total misclassified:  2\n",
      "Objective Function Value:  18.961882723580057 Total misclassified:  2\n",
      "Objective Function Value:  18.959903228245082 Total misclassified:  2\n",
      "Objective Function Value:  18.957924377556335 Total misclassified:  2\n",
      "Objective Function Value:  18.955946171190057 Total misclassified:  2\n",
      "Objective Function Value:  18.95396860882268 Total misclassified:  2\n",
      "Objective Function Value:  18.951991690130882 Total misclassified:  2\n",
      "Objective Function Value:  18.950015414791547 Total misclassified:  2\n",
      "Objective Function Value:  18.94803978248177 Total misclassified:  2\n",
      "Objective Function Value:  18.946064792878875 Total misclassified:  2\n",
      "Objective Function Value:  18.9440904456604 Total misclassified:  2\n",
      "Objective Function Value:  18.942116740504098 Total misclassified:  2\n",
      "Objective Function Value:  18.94014367708794 Total misclassified:  2\n",
      "Objective Function Value:  18.938171255090097 Total misclassified:  2\n",
      "Objective Function Value:  18.936199474188992 Total misclassified:  2\n",
      "Objective Function Value:  18.934228334063235 Total misclassified:  2\n",
      "Objective Function Value:  18.932257834391656 Total misclassified:  2\n",
      "Objective Function Value:  18.930287974853314 Total misclassified:  2\n",
      "Objective Function Value:  18.928318755127464 Total misclassified:  2\n",
      "Objective Function Value:  18.926350174893596 Total misclassified:  2\n",
      "Objective Function Value:  18.924382233831395 Total misclassified:  2\n",
      "Objective Function Value:  18.922414931620786 Total misclassified:  2\n",
      "Objective Function Value:  18.920448267941886 Total misclassified:  2\n",
      "Objective Function Value:  18.91848224247504 Total misclassified:  2\n",
      "Objective Function Value:  18.9165168549008 Total misclassified:  2\n",
      "Objective Function Value:  18.914552104899933 Total misclassified:  2\n",
      "Objective Function Value:  18.912587992153426 Total misclassified:  2\n",
      "Objective Function Value:  18.91062451634248 Total misclassified:  2\n",
      "Objective Function Value:  18.908661677148498 Total misclassified:  2\n",
      "Objective Function Value:  18.906699474253116 Total misclassified:  2\n",
      "Objective Function Value:  18.90473790733816 Total misclassified:  2\n",
      "Objective Function Value:  18.90277697608569 Total misclassified:  2\n",
      "Objective Function Value:  18.90081668017796 Total misclassified:  2\n",
      "Objective Function Value:  18.89885701929746 Total misclassified:  2\n",
      "Objective Function Value:  18.89689799312687 Total misclassified:  2\n",
      "Objective Function Value:  18.894939601349094 Total misclassified:  2\n",
      "Objective Function Value:  18.892981843647256 Total misclassified:  2\n",
      "Objective Function Value:  18.891024719704667 Total misclassified:  2\n",
      "Objective Function Value:  18.88906822920488 Total misclassified:  2\n",
      "Objective Function Value:  18.887112371831634 Total misclassified:  2\n",
      "Objective Function Value:  18.885157147268906 Total misclassified:  2\n",
      "Objective Function Value:  18.883202555200853 Total misclassified:  2\n",
      "Objective Function Value:  18.881248595311867 Total misclassified:  2\n",
      "Objective Function Value:  18.879295267286544 Total misclassified:  2\n",
      "Objective Function Value:  18.877342570809695 Total misclassified:  2\n",
      "Objective Function Value:  18.875390505566333 Total misclassified:  2\n",
      "Objective Function Value:  18.87343907124169 Total misclassified:  2\n",
      "Objective Function Value:  18.871488267521197 Total misclassified:  2\n",
      "Objective Function Value:  18.869538094090508 Total misclassified:  2\n",
      "Objective Function Value:  18.86758855063548 Total misclassified:  2\n",
      "Objective Function Value:  18.865639636842186 Total misclassified:  2\n",
      "Objective Function Value:  18.863691352396895 Total misclassified:  2\n",
      "Objective Function Value:  18.861743696986103 Total misclassified:  2\n",
      "Objective Function Value:  18.859796670296504 Total misclassified:  2\n",
      "Objective Function Value:  18.857850272015003 Total misclassified:  2\n",
      "Objective Function Value:  18.855904501828725 Total misclassified:  2\n",
      "Objective Function Value:  18.853959359424977 Total misclassified:  2\n",
      "Objective Function Value:  18.852014844491308 Total misclassified:  2\n",
      "Objective Function Value:  18.85007095671544 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  18.84812769578535 Total misclassified:  2\n",
      "Objective Function Value:  18.84618506138917 Total misclassified:  2\n",
      "Objective Function Value:  18.844243053215273 Total misclassified:  2\n",
      "Objective Function Value:  18.842301670952235 Total misclassified:  2\n",
      "Objective Function Value:  18.840360914288844 Total misclassified:  2\n",
      "Objective Function Value:  18.83842078291407 Total misclassified:  2\n",
      "Objective Function Value:  18.83648127651713 Total misclassified:  2\n",
      "Objective Function Value:  18.834542394787405 Total misclassified:  2\n",
      "Objective Function Value:  18.83260413741452 Total misclassified:  2\n",
      "Objective Function Value:  18.83066650408828 Total misclassified:  2\n",
      "Objective Function Value:  18.828729494498717 Total misclassified:  2\n",
      "Objective Function Value:  18.826793108336055 Total misclassified:  2\n",
      "Objective Function Value:  18.82485734529073 Total misclassified:  2\n",
      "Objective Function Value:  18.822922205053395 Total misclassified:  2\n",
      "Objective Function Value:  18.820987687314872 Total misclassified:  2\n",
      "Objective Function Value:  18.81905379176623 Total misclassified:  2\n",
      "Objective Function Value:  18.81712051809873 Total misclassified:  2\n",
      "Objective Function Value:  18.81518786600383 Total misclassified:  2\n",
      "Objective Function Value:  18.813255835173198 Total misclassified:  2\n",
      "Objective Function Value:  18.811324425298707 Total misclassified:  2\n",
      "Objective Function Value:  18.809393636072446 Total misclassified:  2\n",
      "Objective Function Value:  18.807463467186686 Total misclassified:  2\n",
      "Objective Function Value:  18.80553391833392 Total misclassified:  2\n",
      "Objective Function Value:  18.803604989206846 Total misclassified:  2\n",
      "Objective Function Value:  18.801676679498357 Total misclassified:  2\n",
      "Objective Function Value:  18.79974898890154 Total misclassified:  2\n",
      "Objective Function Value:  18.797821917109722 Total misclassified:  2\n",
      "Objective Function Value:  18.795895463816393 Total misclassified:  2\n",
      "Objective Function Value:  18.793969628715274 Total misclassified:  2\n",
      "Objective Function Value:  18.792044411500278 Total misclassified:  2\n",
      "Objective Function Value:  18.79011981186552 Total misclassified:  2\n",
      "Objective Function Value:  18.788195829505323 Total misclassified:  2\n",
      "Objective Function Value:  18.78627246411421 Total misclassified:  2\n",
      "Objective Function Value:  18.78434971538691 Total misclassified:  2\n",
      "Objective Function Value:  18.78242758301834 Total misclassified:  2\n",
      "Objective Function Value:  18.780506066703655 Total misclassified:  2\n",
      "Objective Function Value:  18.77858516613816 Total misclassified:  2\n",
      "Objective Function Value:  18.776664881017417 Total misclassified:  2\n",
      "Objective Function Value:  18.774745211037143 Total misclassified:  2\n",
      "Objective Function Value:  18.77282615589329 Total misclassified:  2\n",
      "Objective Function Value:  18.770907715281986 Total misclassified:  2\n",
      "Objective Function Value:  18.768989888899583 Total misclassified:  2\n",
      "Objective Function Value:  18.767072676442616 Total misclassified:  2\n",
      "Objective Function Value:  18.765156077607834 Total misclassified:  2\n",
      "Objective Function Value:  18.763240092092175 Total misclassified:  2\n",
      "Objective Function Value:  18.761324719592796 Total misclassified:  2\n",
      "Objective Function Value:  18.75940995980703 Total misclassified:  2\n",
      "Objective Function Value:  18.757495812432424 Total misclassified:  2\n",
      "Objective Function Value:  18.755582277166738 Total misclassified:  2\n",
      "Objective Function Value:  18.7536693537079 Total misclassified:  2\n",
      "Objective Function Value:  18.751757041754065 Total misclassified:  2\n",
      "Objective Function Value:  18.749845341003578 Total misclassified:  2\n",
      "Objective Function Value:  18.74793425115498 Total misclassified:  2\n",
      "Objective Function Value:  18.74602377190702 Total misclassified:  2\n",
      "Objective Function Value:  18.744113902958638 Total misclassified:  2\n",
      "Objective Function Value:  18.742204644008975 Total misclassified:  2\n",
      "Objective Function Value:  18.740295994757382 Total misclassified:  2\n",
      "Objective Function Value:  18.738387954903384 Total misclassified:  2\n",
      "Objective Function Value:  18.73648052414674 Total misclassified:  2\n",
      "Objective Function Value:  18.734573702187358 Total misclassified:  2\n",
      "Objective Function Value:  18.732667488725394 Total misclassified:  2\n",
      "Objective Function Value:  18.73076188346118 Total misclassified:  2\n",
      "Objective Function Value:  18.728856886095237 Total misclassified:  2\n",
      "Objective Function Value:  18.726952496328302 Total misclassified:  2\n",
      "Objective Function Value:  18.725048713861298 Total misclassified:  2\n",
      "Objective Function Value:  18.723145538395343 Total misclassified:  2\n",
      "Objective Function Value:  18.721242969631767 Total misclassified:  2\n",
      "Objective Function Value:  18.719341007272078 Total misclassified:  2\n",
      "Objective Function Value:  18.717439651017997 Total misclassified:  2\n",
      "Objective Function Value:  18.71553890057144 Total misclassified:  2\n",
      "Objective Function Value:  18.713638755634495 Total misclassified:  2\n",
      "Objective Function Value:  18.711739215909482 Total misclassified:  2\n",
      "Objective Function Value:  18.7098402810989 Total misclassified:  2\n",
      "Objective Function Value:  18.70794195090545 Total misclassified:  2\n",
      "Objective Function Value:  18.70604422503201 Total misclassified:  2\n",
      "Objective Function Value:  18.704147103181672 Total misclassified:  2\n",
      "Objective Function Value:  18.702250585057726 Total misclassified:  2\n",
      "Objective Function Value:  18.700354670363648 Total misclassified:  2\n",
      "Objective Function Value:  18.698459358803113 Total misclassified:  2\n",
      "Objective Function Value:  18.696564650079985 Total misclassified:  2\n",
      "Objective Function Value:  18.694670543898333 Total misclassified:  2\n",
      "Objective Function Value:  18.692777039962415 Total misclassified:  2\n",
      "Objective Function Value:  18.690884137976685 Total misclassified:  2\n",
      "Objective Function Value:  18.688991837645794 Total misclassified:  2\n",
      "Objective Function Value:  18.687100138674577 Total misclassified:  2\n",
      "Objective Function Value:  18.685209040768072 Total misclassified:  2\n",
      "Objective Function Value:  18.683318543631515 Total misclassified:  2\n",
      "Objective Function Value:  18.68142864697032 Total misclassified:  2\n",
      "Objective Function Value:  18.67953935049012 Total misclassified:  2\n",
      "Objective Function Value:  18.677650653896716 Total misclassified:  2\n",
      "Objective Function Value:  18.67576255689611 Total misclassified:  2\n",
      "Objective Function Value:  18.67387505919451 Total misclassified:  2\n",
      "Objective Function Value:  18.671988160498298 Total misclassified:  2\n",
      "Objective Function Value:  18.67010186051406 Total misclassified:  2\n",
      "Objective Function Value:  18.668216158948574 Total misclassified:  2\n",
      "Objective Function Value:  18.66633105550881 Total misclassified:  2\n",
      "Objective Function Value:  18.664446549901925 Total misclassified:  2\n",
      "Objective Function Value:  18.662562641835272 Total misclassified:  2\n",
      "Objective Function Value:  18.660679331016404 Total misclassified:  2\n",
      "Objective Function Value:  18.658796617153058 Total misclassified:  2\n",
      "Objective Function Value:  18.656914499953153 Total misclassified:  2\n",
      "Objective Function Value:  18.65503297912482 Total misclassified:  2\n",
      "Objective Function Value:  18.65315205437637 Total misclassified:  2\n",
      "Objective Function Value:  18.6512717254163 Total misclassified:  2\n",
      "Objective Function Value:  18.649391991953316 Total misclassified:  2\n",
      "Objective Function Value:  18.64751285369629 Total misclassified:  2\n",
      "Objective Function Value:  18.64563431035431 Total misclassified:  2\n",
      "Objective Function Value:  18.643756361636633 Total misclassified:  2\n",
      "Objective Function Value:  18.641879007252733 Total misclassified:  2\n",
      "Objective Function Value:  18.64000224691224 Total misclassified:  2\n",
      "Objective Function Value:  18.638126080325 Total misclassified:  2\n",
      "Objective Function Value:  18.636250507201044 Total misclassified:  2\n",
      "Objective Function Value:  18.63437552725059 Total misclassified:  2\n",
      "Objective Function Value:  18.632501140184043 Total misclassified:  2\n",
      "Objective Function Value:  18.630627345712 Total misclassified:  2\n",
      "Objective Function Value:  18.62875414354525 Total misclassified:  2\n",
      "Objective Function Value:  18.626881533394766 Total misclassified:  2\n",
      "Objective Function Value:  18.625009514971715 Total misclassified:  2\n",
      "Objective Function Value:  18.623138087987453 Total misclassified:  2\n",
      "Objective Function Value:  18.621267252153515 Total misclassified:  2\n",
      "Objective Function Value:  18.619397007181643 Total misclassified:  2\n",
      "Objective Function Value:  18.617527352783757 Total misclassified:  2\n",
      "Objective Function Value:  18.615658288671966 Total misclassified:  2\n",
      "Objective Function Value:  18.613789814558558 Total misclassified:  2\n",
      "Objective Function Value:  18.611921930156015 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  18.61005463517703 Total misclassified:  2\n",
      "Objective Function Value:  18.608187929334434 Total misclassified:  2\n",
      "Objective Function Value:  18.606321812341303 Total misclassified:  2\n",
      "Objective Function Value:  18.604456283910856 Total misclassified:  2\n",
      "Objective Function Value:  18.60259134375652 Total misclassified:  2\n",
      "Objective Function Value:  18.6007269915919 Total misclassified:  2\n",
      "Objective Function Value:  18.5988632271308 Total misclassified:  2\n",
      "Objective Function Value:  18.5970000500872 Total misclassified:  2\n",
      "Objective Function Value:  18.595137460175273 Total misclassified:  2\n",
      "Objective Function Value:  18.59327545710937 Total misclassified:  2\n",
      "Objective Function Value:  18.591414040604036 Total misclassified:  2\n",
      "Objective Function Value:  18.589553210374 Total misclassified:  2\n",
      "Objective Function Value:  18.587692966134178 Total misclassified:  2\n",
      "Objective Function Value:  18.585833307599675 Total misclassified:  2\n",
      "Objective Function Value:  18.583974234485773 Total misclassified:  2\n",
      "Objective Function Value:  18.58211574650794 Total misclassified:  2\n",
      "Objective Function Value:  18.580257843381844 Total misclassified:  2\n",
      "Objective Function Value:  18.578400524823316 Total misclassified:  2\n",
      "Objective Function Value:  18.576543790548392 Total misclassified:  2\n",
      "Objective Function Value:  18.57468764027329 Total misclassified:  2\n",
      "Objective Function Value:  18.572832073714395 Total misclassified:  2\n",
      "Objective Function Value:  18.5709770905883 Total misclassified:  2\n",
      "Objective Function Value:  18.56912269061177 Total misclassified:  2\n",
      "Objective Function Value:  18.567268873501753 Total misclassified:  2\n",
      "Objective Function Value:  18.56541563897539 Total misclassified:  2\n",
      "Objective Function Value:  18.56356298675 Total misclassified:  2\n",
      "Objective Function Value:  18.561710916543078 Total misclassified:  2\n",
      "Objective Function Value:  18.559859428072325 Total misclassified:  2\n",
      "Objective Function Value:  18.558008521055605 Total misclassified:  2\n",
      "Objective Function Value:  18.556158195210973 Total misclassified:  2\n",
      "Objective Function Value:  18.55430845025667 Total misclassified:  2\n",
      "Objective Function Value:  18.552459285911112 Total misclassified:  2\n",
      "Objective Function Value:  18.550610701892907 Total misclassified:  2\n",
      "Objective Function Value:  18.548762697920846 Total misclassified:  2\n",
      "Objective Function Value:  18.546915273713893 Total misclassified:  2\n",
      "Objective Function Value:  18.5450684289912 Total misclassified:  2\n",
      "Objective Function Value:  18.5432221634721 Total misclassified:  2\n",
      "Objective Function Value:  18.541376476876128 Total misclassified:  2\n",
      "Objective Function Value:  18.539531368922958 Total misclassified:  2\n",
      "Objective Function Value:  18.53768683933249 Total misclassified:  2\n",
      "Objective Function Value:  18.535842887824778 Total misclassified:  2\n",
      "Objective Function Value:  18.53399951412007 Total misclassified:  2\n",
      "Objective Function Value:  18.532156717938797 Total misclassified:  2\n",
      "Objective Function Value:  18.53031449900156 Total misclassified:  2\n",
      "Objective Function Value:  18.52847285702915 Total misclassified:  2\n",
      "Objective Function Value:  18.52663179174254 Total misclassified:  2\n",
      "Objective Function Value:  18.524791302862873 Total misclassified:  2\n",
      "Objective Function Value:  18.522951390111494 Total misclassified:  2\n",
      "Objective Function Value:  18.521112053209905 Total misclassified:  2\n",
      "Objective Function Value:  18.519273291879813 Total misclassified:  2\n",
      "Objective Function Value:  18.517435105843077 Total misclassified:  2\n",
      "Objective Function Value:  18.51559749482176 Total misclassified:  2\n",
      "Objective Function Value:  18.51376045853809 Total misclassified:  2\n",
      "Objective Function Value:  18.511923996714483 Total misclassified:  2\n",
      "Objective Function Value:  18.51008810907354 Total misclassified:  2\n",
      "Objective Function Value:  18.50825279533802 Total misclassified:  2\n",
      "Objective Function Value:  18.506418055230885 Total misclassified:  2\n",
      "Objective Function Value:  18.504583888475274 Total misclassified:  2\n",
      "Objective Function Value:  18.502750294794488 Total misclassified:  2\n",
      "Objective Function Value:  18.500917273912023 Total misclassified:  2\n",
      "Objective Function Value:  18.49908482555154 Total misclassified:  2\n",
      "Objective Function Value:  18.4972529494369 Total misclassified:  2\n",
      "Objective Function Value:  18.49542164529212 Total misclassified:  2\n",
      "Objective Function Value:  18.493590912841416 Total misclassified:  2\n",
      "Objective Function Value:  18.491760751809156 Total misclassified:  2\n",
      "Objective Function Value:  18.489931161919927 Total misclassified:  2\n",
      "Objective Function Value:  18.48810214289844 Total misclassified:  2\n",
      "Objective Function Value:  18.486273694469638 Total misclassified:  2\n",
      "Objective Function Value:  18.4844458163586 Total misclassified:  2\n",
      "Objective Function Value:  18.482618508290614 Total misclassified:  2\n",
      "Objective Function Value:  18.480791769991107 Total misclassified:  2\n",
      "Objective Function Value:  18.47896560118573 Total misclassified:  2\n",
      "Objective Function Value:  18.477140001600286 Total misclassified:  2\n",
      "Objective Function Value:  18.475314970960753 Total misclassified:  2\n",
      "Objective Function Value:  18.473490508993287 Total misclassified:  2\n",
      "Objective Function Value:  18.47166661542423 Total misclassified:  2\n",
      "Objective Function Value:  18.46984328998009 Total misclassified:  2\n",
      "Objective Function Value:  18.468020532387566 Total misclassified:  2\n",
      "Objective Function Value:  18.466198342373517 Total misclassified:  2\n",
      "Objective Function Value:  18.464376719664976 Total misclassified:  2\n",
      "Objective Function Value:  18.462555663989182 Total misclassified:  2\n",
      "Objective Function Value:  18.460735175073513 Total misclassified:  2\n",
      "Objective Function Value:  18.458915252645543 Total misclassified:  2\n",
      "Objective Function Value:  18.457095896433017 Total misclassified:  2\n",
      "Objective Function Value:  18.455277106163855 Total misclassified:  2\n",
      "Objective Function Value:  18.453458881566164 Total misclassified:  2\n",
      "Objective Function Value:  18.4516412223682 Total misclassified:  2\n",
      "Objective Function Value:  18.449824128298417 Total misclassified:  2\n",
      "Objective Function Value:  18.448007599085436 Total misclassified:  2\n",
      "Objective Function Value:  18.446191634458057 Total misclassified:  2\n",
      "Objective Function Value:  18.44437623414524 Total misclassified:  2\n",
      "Objective Function Value:  18.442561397876148 Total misclassified:  2\n",
      "Objective Function Value:  18.440747125380074 Total misclassified:  2\n",
      "Objective Function Value:  18.43893341638654 Total misclassified:  2\n",
      "Objective Function Value:  18.4371202706252 Total misclassified:  2\n",
      "Objective Function Value:  18.4353076878259 Total misclassified:  2\n",
      "Objective Function Value:  18.433495667718653 Total misclassified:  2\n",
      "Objective Function Value:  18.43168421003365 Total misclassified:  2\n",
      "Objective Function Value:  18.429873314501265 Total misclassified:  2\n",
      "Objective Function Value:  18.42806298085201 Total misclassified:  2\n",
      "Objective Function Value:  18.426253208816615 Total misclassified:  2\n",
      "Objective Function Value:  18.424443998125955 Total misclassified:  2\n",
      "Objective Function Value:  18.422635348511086 Total misclassified:  2\n",
      "Objective Function Value:  18.420827259703245 Total misclassified:  2\n",
      "Objective Function Value:  18.419019731433824 Total misclassified:  2\n",
      "Objective Function Value:  18.4172127634344 Total misclassified:  2\n",
      "Objective Function Value:  18.415406355436723 Total misclassified:  2\n",
      "Objective Function Value:  18.413600507172696 Total misclassified:  2\n",
      "Objective Function Value:  18.411795218374433 Total misclassified:  2\n",
      "Objective Function Value:  18.409990488774184 Total misclassified:  2\n",
      "Objective Function Value:  18.408186318104384 Total misclassified:  2\n",
      "Objective Function Value:  18.40638270609764 Total misclassified:  2\n",
      "Objective Function Value:  18.404579652486735 Total misclassified:  2\n",
      "Objective Function Value:  18.402777157004614 Total misclassified:  2\n",
      "Objective Function Value:  18.400975219384392 Total misclassified:  2\n",
      "Objective Function Value:  18.399173839359374 Total misclassified:  2\n",
      "Objective Function Value:  18.39737301666301 Total misclassified:  2\n",
      "Objective Function Value:  18.395572751028944 Total misclassified:  2\n",
      "Objective Function Value:  18.39377304219098 Total misclassified:  2\n",
      "Objective Function Value:  18.391973889883083 Total misclassified:  2\n",
      "Objective Function Value:  18.39017529383941 Total misclassified:  2\n",
      "Objective Function Value:  18.388377253794275 Total misclassified:  2\n",
      "Objective Function Value:  18.38657976948216 Total misclassified:  2\n",
      "Objective Function Value:  18.384782840637726 Total misclassified:  2\n",
      "Objective Function Value:  18.382986466995796 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  18.381190648291373 Total misclassified:  2\n",
      "Objective Function Value:  18.379395384259617 Total misclassified:  2\n",
      "Objective Function Value:  18.377600674635858 Total misclassified:  2\n",
      "Objective Function Value:  18.37580651915561 Total misclassified:  2\n",
      "Objective Function Value:  18.374012917554552 Total misclassified:  2\n",
      "Objective Function Value:  18.372219869568518 Total misclassified:  2\n",
      "Objective Function Value:  18.370427374933513 Total misclassified:  2\n",
      "Objective Function Value:  18.368635433385734 Total misclassified:  2\n",
      "Objective Function Value:  18.366844044661526 Total misclassified:  2\n",
      "Objective Function Value:  18.365053208497407 Total misclassified:  2\n",
      "Objective Function Value:  18.36326292463006 Total misclassified:  2\n",
      "Objective Function Value:  18.361473192796346 Total misclassified:  2\n",
      "Objective Function Value:  18.359684012733283 Total misclassified:  2\n",
      "Objective Function Value:  18.35789538417807 Total misclassified:  2\n",
      "Objective Function Value:  18.356107306868054 Total misclassified:  2\n",
      "Objective Function Value:  18.354319780540777 Total misclassified:  2\n",
      "Objective Function Value:  18.352532804933922 Total misclassified:  2\n",
      "Objective Function Value:  18.350746379785363 Total misclassified:  2\n",
      "Objective Function Value:  18.34896050483312 Total misclassified:  2\n",
      "Objective Function Value:  18.347175179815395 Total misclassified:  2\n",
      "Objective Function Value:  18.34539040447055 Total misclassified:  2\n",
      "Objective Function Value:  18.34360617853712 Total misclassified:  2\n",
      "Objective Function Value:  18.341822501753796 Total misclassified:  2\n",
      "Objective Function Value:  18.34003937385945 Total misclassified:  2\n",
      "Objective Function Value:  18.338256794593107 Total misclassified:  2\n",
      "Objective Function Value:  18.33647476369397 Total misclassified:  2\n",
      "Objective Function Value:  18.334693280901405 Total misclassified:  2\n",
      "Objective Function Value:  18.332912345954938 Total misclassified:  2\n",
      "Objective Function Value:  18.33113195859426 Total misclassified:  2\n",
      "Objective Function Value:  18.329352118559243 Total misclassified:  2\n",
      "Objective Function Value:  18.327572825589915 Total misclassified:  2\n",
      "Objective Function Value:  18.325794079426462 Total misclassified:  2\n",
      "Objective Function Value:  18.324015879809252 Total misclassified:  2\n",
      "Objective Function Value:  18.32223822647881 Total misclassified:  2\n",
      "Objective Function Value:  18.320461119175814 Total misclassified:  2\n",
      "Objective Function Value:  18.31868455764113 Total misclassified:  2\n",
      "Objective Function Value:  18.316908541615774 Total misclassified:  2\n",
      "Objective Function Value:  18.315133070840936 Total misclassified:  2\n",
      "Objective Function Value:  18.31335814505796 Total misclassified:  2\n",
      "Objective Function Value:  18.31158376400836 Total misclassified:  2\n",
      "Objective Function Value:  18.309809927433818 Total misclassified:  2\n",
      "Objective Function Value:  18.308036635076178 Total misclassified:  2\n",
      "Objective Function Value:  18.30626388667745 Total misclassified:  2\n",
      "Objective Function Value:  18.30449168197979 Total misclassified:  2\n",
      "Objective Function Value:  18.302720020725555 Total misclassified:  2\n",
      "Objective Function Value:  18.300948902657236 Total misclassified:  2\n",
      "Objective Function Value:  18.29917832751749 Total misclassified:  2\n",
      "Objective Function Value:  18.29740829504915 Total misclassified:  2\n",
      "Objective Function Value:  18.2956388049952 Total misclassified:  2\n",
      "Objective Function Value:  18.2938698570988 Total misclassified:  2\n",
      "Objective Function Value:  18.292101451103264 Total misclassified:  2\n",
      "Objective Function Value:  18.290333586752073 Total misclassified:  2\n",
      "Objective Function Value:  18.288566263788866 Total misclassified:  2\n",
      "Objective Function Value:  18.286799481957452 Total misclassified:  2\n",
      "Objective Function Value:  18.285033241001795 Total misclassified:  2\n",
      "Objective Function Value:  18.283267540666028 Total misclassified:  2\n",
      "Objective Function Value:  18.281502380694445 Total misclassified:  2\n",
      "Objective Function Value:  18.2797377608315 Total misclassified:  2\n",
      "Objective Function Value:  18.27797368082181 Total misclassified:  2\n",
      "Objective Function Value:  18.276210140410154 Total misclassified:  2\n",
      "Objective Function Value:  18.27444713934147 Total misclassified:  2\n",
      "Objective Function Value:  18.27268467736087 Total misclassified:  2\n",
      "Objective Function Value:  18.27092275421361 Total misclassified:  2\n",
      "Objective Function Value:  18.26916136964512 Total misclassified:  2\n",
      "Objective Function Value:  18.267400523400994 Total misclassified:  2\n",
      "Objective Function Value:  18.265640215226963 Total misclassified:  2\n",
      "Objective Function Value:  18.263880444868953 Total misclassified:  2\n",
      "Objective Function Value:  18.262121212073026 Total misclassified:  2\n",
      "Objective Function Value:  18.26036251658542 Total misclassified:  2\n",
      "Objective Function Value:  18.258604358152525 Total misclassified:  2\n",
      "Objective Function Value:  18.25684673652089 Total misclassified:  2\n",
      "Objective Function Value:  18.255089651437235 Total misclassified:  2\n",
      "Objective Function Value:  18.25333310264843 Total misclassified:  2\n",
      "Objective Function Value:  18.25157708990151 Total misclassified:  2\n",
      "Objective Function Value:  18.24982161294367 Total misclassified:  2\n",
      "Objective Function Value:  18.248066671522267 Total misclassified:  2\n",
      "Objective Function Value:  18.24631226538481 Total misclassified:  2\n",
      "Objective Function Value:  18.244558394278975 Total misclassified:  2\n",
      "Objective Function Value:  18.242805057952594 Total misclassified:  2\n",
      "Objective Function Value:  18.24105225615366 Total misclassified:  2\n",
      "Objective Function Value:  18.239299988630325 Total misclassified:  2\n",
      "Objective Function Value:  18.237548255130907 Total misclassified:  2\n",
      "Objective Function Value:  18.235797055403864 Total misclassified:  2\n",
      "Objective Function Value:  18.234046389197843 Total misclassified:  2\n",
      "Objective Function Value:  18.232296256261613 Total misclassified:  2\n",
      "Objective Function Value:  18.23054665634413 Total misclassified:  2\n",
      "Objective Function Value:  18.228797589194507 Total misclassified:  2\n",
      "Objective Function Value:  18.227049054561995 Total misclassified:  2\n",
      "Objective Function Value:  18.225301052196027 Total misclassified:  2\n",
      "Objective Function Value:  18.223553581846176 Total misclassified:  2\n",
      "Objective Function Value:  18.221806643262184 Total misclassified:  2\n",
      "Objective Function Value:  18.22006023619395 Total misclassified:  2\n",
      "Objective Function Value:  18.218314360391524 Total misclassified:  2\n",
      "Objective Function Value:  18.216569015605124 Total misclassified:  2\n",
      "Objective Function Value:  18.21482420158511 Total misclassified:  2\n",
      "Objective Function Value:  18.213079918082023 Total misclassified:  2\n",
      "Objective Function Value:  18.21133616484654 Total misclassified:  2\n",
      "Objective Function Value:  18.209592941629502 Total misclassified:  2\n",
      "Objective Function Value:  18.20785024818191 Total misclassified:  2\n",
      "Objective Function Value:  18.20610808425492 Total misclassified:  2\n",
      "Objective Function Value:  18.204366449599842 Total misclassified:  2\n",
      "Objective Function Value:  18.20262534396815 Total misclassified:  2\n",
      "Objective Function Value:  18.20088476711147 Total misclassified:  2\n",
      "Objective Function Value:  18.199144718781586 Total misclassified:  2\n",
      "Objective Function Value:  18.19740519873043 Total misclassified:  2\n",
      "Objective Function Value:  18.1956662067101 Total misclassified:  2\n",
      "Objective Function Value:  18.19392774247285 Total misclassified:  2\n",
      "Objective Function Value:  18.19218980577109 Total misclassified:  2\n",
      "Objective Function Value:  18.19045239635738 Total misclassified:  2\n",
      "Objective Function Value:  18.188715513984437 Total misclassified:  2\n",
      "Objective Function Value:  18.186979158405137 Total misclassified:  2\n",
      "Objective Function Value:  18.18524332937251 Total misclassified:  2\n",
      "Objective Function Value:  18.183508026639743 Total misclassified:  2\n",
      "Objective Function Value:  18.181773249960173 Total misclassified:  2\n",
      "Objective Function Value:  18.180038999087305 Total misclassified:  2\n",
      "Objective Function Value:  18.178305273774782 Total misclassified:  2\n",
      "Objective Function Value:  18.176572073776413 Total misclassified:  2\n",
      "Objective Function Value:  18.174839398846153 Total misclassified:  2\n",
      "Objective Function Value:  18.17310724873812 Total misclassified:  2\n",
      "Objective Function Value:  18.171375623206586 Total misclassified:  2\n",
      "Objective Function Value:  18.16964452200598 Total misclassified:  2\n",
      "Objective Function Value:  18.167913944890866 Total misclassified:  2\n",
      "Objective Function Value:  18.166183891615994 Total misclassified:  2\n",
      "Objective Function Value:  18.16445436193623 Total misclassified:  2\n",
      "Objective Function Value:  18.162725355606636 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  18.160996872382395 Total misclassified:  2\n",
      "Objective Function Value:  18.15926891201886 Total misclassified:  2\n",
      "Objective Function Value:  18.157541474271518 Total misclassified:  2\n",
      "Objective Function Value:  18.155814558896047 Total misclassified:  2\n",
      "Objective Function Value:  18.154088165648236 Total misclassified:  2\n",
      "Objective Function Value:  18.152362294284053 Total misclassified:  2\n",
      "Objective Function Value:  18.150636944559626 Total misclassified:  2\n",
      "Objective Function Value:  18.148912116231198 Total misclassified:  2\n",
      "Objective Function Value:  18.147187809055204 Total misclassified:  2\n",
      "Objective Function Value:  18.145464022788218 Total misclassified:  2\n",
      "Objective Function Value:  18.14374075718696 Total misclassified:  2\n",
      "Objective Function Value:  18.14201801200831 Total misclassified:  2\n",
      "Objective Function Value:  18.140295787009304 Total misclassified:  2\n",
      "Objective Function Value:  18.13857408194712 Total misclassified:  2\n",
      "Objective Function Value:  18.136852896579086 Total misclassified:  2\n",
      "Objective Function Value:  18.1351322306627 Total misclassified:  2\n",
      "Objective Function Value:  18.133412083955598 Total misclassified:  2\n",
      "Objective Function Value:  18.131692456215568 Total misclassified:  2\n",
      "Objective Function Value:  18.129973347200554 Total misclassified:  2\n",
      "Objective Function Value:  18.128254756668646 Total misclassified:  2\n",
      "Objective Function Value:  18.126536684378095 Total misclassified:  2\n",
      "Objective Function Value:  18.124819130087296 Total misclassified:  2\n",
      "Objective Function Value:  18.12310209355479 Total misclassified:  2\n",
      "Objective Function Value:  18.121385574539286 Total misclassified:  2\n",
      "Objective Function Value:  18.11966957279963 Total misclassified:  2\n",
      "Objective Function Value:  18.117954088094812 Total misclassified:  2\n",
      "Objective Function Value:  18.116239120183998 Total misclassified:  2\n",
      "Objective Function Value:  18.114524668826483 Total misclassified:  2\n",
      "Objective Function Value:  18.11281073378172 Total misclassified:  2\n",
      "Objective Function Value:  18.111097314809307 Total misclassified:  2\n",
      "Objective Function Value:  18.109384411669005 Total misclassified:  2\n",
      "Objective Function Value:  18.10767202412071 Total misclassified:  2\n",
      "Objective Function Value:  18.10596015192448 Total misclassified:  2\n",
      "Objective Function Value:  18.10424879484051 Total misclassified:  2\n",
      "Objective Function Value:  18.102537952629163 Total misclassified:  2\n",
      "Objective Function Value:  18.100827625050936 Total misclassified:  2\n",
      "Objective Function Value:  18.099117811866478 Total misclassified:  2\n",
      "Objective Function Value:  18.097408512836594 Total misclassified:  2\n",
      "Objective Function Value:  18.095699727722227 Total misclassified:  2\n",
      "Objective Function Value:  18.093991456284485 Total misclassified:  2\n",
      "Objective Function Value:  18.092283698284618 Total misclassified:  2\n",
      "Objective Function Value:  18.09057645348401 Total misclassified:  2\n",
      "Objective Function Value:  18.088869721644226 Total misclassified:  2\n",
      "Objective Function Value:  18.08716350252694 Total misclassified:  2\n",
      "Objective Function Value:  18.08545779589402 Total misclassified:  2\n",
      "Objective Function Value:  18.083752601507435 Total misclassified:  2\n",
      "Objective Function Value:  18.082047919129344 Total misclassified:  2\n",
      "Objective Function Value:  18.08034374852202 Total misclassified:  2\n",
      "Objective Function Value:  18.078640089447912 Total misclassified:  2\n",
      "Objective Function Value:  18.076936941669594 Total misclassified:  2\n",
      "Objective Function Value:  18.07523430494981 Total misclassified:  2\n",
      "Objective Function Value:  18.073532179051433 Total misclassified:  2\n",
      "Objective Function Value:  18.071830563737493 Total misclassified:  2\n",
      "Objective Function Value:  18.070129458771163 Total misclassified:  2\n",
      "Objective Function Value:  18.068428863915777 Total misclassified:  2\n",
      "Objective Function Value:  18.06672877893479 Total misclassified:  2\n",
      "Objective Function Value:  18.06502920359183 Total misclassified:  2\n",
      "Objective Function Value:  18.06333013765066 Total misclassified:  2\n",
      "Objective Function Value:  18.061631580875193 Total misclassified:  2\n",
      "Objective Function Value:  18.059933533029486 Total misclassified:  2\n",
      "Objective Function Value:  18.058235993877737 Total misclassified:  2\n",
      "Objective Function Value:  18.056538963184316 Total misclassified:  2\n",
      "Objective Function Value:  18.054842440713706 Total misclassified:  2\n",
      "Objective Function Value:  18.053146426230562 Total misclassified:  2\n",
      "Objective Function Value:  18.051450919499665 Total misclassified:  2\n",
      "Objective Function Value:  18.04975592028596 Total misclassified:  2\n",
      "Objective Function Value:  18.048061428354526 Total misclassified:  2\n",
      "Objective Function Value:  18.0463674434706 Total misclassified:  2\n",
      "Objective Function Value:  18.044673965399546 Total misclassified:  2\n",
      "Objective Function Value:  18.042980993906905 Total misclassified:  2\n",
      "Objective Function Value:  18.041288528758322 Total misclassified:  2\n",
      "Objective Function Value:  18.039596569719617 Total misclassified:  2\n",
      "Objective Function Value:  18.037905116556757 Total misclassified:  2\n",
      "Objective Function Value:  18.036214169035823 Total misclassified:  2\n",
      "Objective Function Value:  18.034523726923084 Total misclassified:  2\n",
      "Objective Function Value:  18.032833789984924 Total misclassified:  2\n",
      "Objective Function Value:  18.031144357987884 Total misclassified:  2\n",
      "Objective Function Value:  18.029455430698647 Total misclassified:  2\n",
      "Objective Function Value:  18.02776700788404 Total misclassified:  2\n",
      "Objective Function Value:  18.026079089311033 Total misclassified:  2\n",
      "Objective Function Value:  18.02439167474674 Total misclassified:  2\n",
      "Objective Function Value:  18.022704763958433 Total misclassified:  2\n",
      "Objective Function Value:  18.02101835671351 Total misclassified:  2\n",
      "Objective Function Value:  18.019332452779523 Total misclassified:  2\n",
      "Objective Function Value:  18.017647051924158 Total misclassified:  2\n",
      "Objective Function Value:  18.015962153915265 Total misclassified:  2\n",
      "Objective Function Value:  18.01427775852082 Total misclassified:  2\n",
      "Objective Function Value:  18.012593865508943 Total misclassified:  2\n",
      "Objective Function Value:  18.010910474647908 Total misclassified:  2\n",
      "Objective Function Value:  18.009227585706135 Total misclassified:  2\n",
      "Objective Function Value:  18.007545198452156 Total misclassified:  2\n",
      "Objective Function Value:  18.00586331265469 Total misclassified:  2\n",
      "Objective Function Value:  18.00418192808258 Total misclassified:  2\n",
      "Objective Function Value:  18.0025010445048 Total misclassified:  2\n",
      "Objective Function Value:  18.000820661690483 Total misclassified:  2\n",
      "Objective Function Value:  17.999140779408897 Total misclassified:  2\n",
      "Objective Function Value:  17.997461397429458 Total misclassified:  2\n",
      "Objective Function Value:  17.995782515521725 Total misclassified:  2\n",
      "Objective Function Value:  17.994104133455394 Total misclassified:  2\n",
      "Objective Function Value:  17.99242625100031 Total misclassified:  2\n",
      "Objective Function Value:  17.990748867926445 Total misclassified:  2\n",
      "Objective Function Value:  17.989071984003928 Total misclassified:  2\n",
      "Objective Function Value:  17.987395599003037 Total misclassified:  2\n",
      "Objective Function Value:  17.985719712694173 Total misclassified:  2\n",
      "Objective Function Value:  17.984044324847893 Total misclassified:  2\n",
      "Objective Function Value:  17.982369435234876 Total misclassified:  2\n",
      "Objective Function Value:  17.98069504362597 Total misclassified:  2\n",
      "Objective Function Value:  17.97902114979215 Total misclassified:  2\n",
      "Objective Function Value:  17.977347753504528 Total misclassified:  2\n",
      "Objective Function Value:  17.97567485453437 Total misclassified:  2\n",
      "Objective Function Value:  17.974002452653064 Total misclassified:  2\n",
      "Objective Function Value:  17.97233054763217 Total misclassified:  2\n",
      "Objective Function Value:  17.970659139243352 Total misclassified:  2\n",
      "Objective Function Value:  17.968988227258436 Total misclassified:  2\n",
      "Objective Function Value:  17.967317811449398 Total misclassified:  2\n",
      "Objective Function Value:  17.965647891588326 Total misclassified:  2\n",
      "Objective Function Value:  17.96397846744748 Total misclassified:  2\n",
      "Objective Function Value:  17.96230953879923 Total misclassified:  2\n",
      "Objective Function Value:  17.960641105416112 Total misclassified:  2\n",
      "Objective Function Value:  17.95897316707079 Total misclassified:  2\n",
      "Objective Function Value:  17.957305723536074 Total misclassified:  2\n",
      "Objective Function Value:  17.955638774584898 Total misclassified:  2\n",
      "Objective Function Value:  17.953972319990356 Total misclassified:  2\n",
      "Objective Function Value:  17.952306359525668 Total misclassified:  2\n",
      "Objective Function Value:  17.95064089296421 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  17.948975920079473 Total misclassified:  2\n",
      "Objective Function Value:  17.94731144064511 Total misclassified:  2\n",
      "Objective Function Value:  17.94564745443491 Total misclassified:  2\n",
      "Objective Function Value:  17.943983961222774 Total misclassified:  2\n",
      "Objective Function Value:  17.942320960782784 Total misclassified:  2\n",
      "Objective Function Value:  17.94065845288914 Total misclassified:  2\n",
      "Objective Function Value:  17.93899643731617 Total misclassified:  2\n",
      "Objective Function Value:  17.937334913838356 Total misclassified:  2\n",
      "Objective Function Value:  17.935673882230326 Total misclassified:  2\n",
      "Objective Function Value:  17.934013342266823 Total misclassified:  2\n",
      "Objective Function Value:  17.93235329372275 Total misclassified:  2\n",
      "Objective Function Value:  17.93069373637313 Total misclassified:  2\n",
      "Objective Function Value:  17.92903466999315 Total misclassified:  2\n",
      "Objective Function Value:  17.9273760943581 Total misclassified:  2\n",
      "Objective Function Value:  17.925718009243443 Total misclassified:  2\n",
      "Objective Function Value:  17.92406041442476 Total misclassified:  2\n",
      "Objective Function Value:  17.92240330967777 Total misclassified:  2\n",
      "Objective Function Value:  17.92074669477833 Total misclassified:  2\n",
      "Objective Function Value:  17.91909056950245 Total misclassified:  2\n",
      "Objective Function Value:  17.91743493362626 Total misclassified:  2\n",
      "Objective Function Value:  17.915779786926034 Total misclassified:  2\n",
      "Objective Function Value:  17.91412512917818 Total misclassified:  2\n",
      "Objective Function Value:  17.912470960159254 Total misclassified:  2\n",
      "Objective Function Value:  17.91081727964593 Total misclassified:  2\n",
      "Objective Function Value:  17.909164087415036 Total misclassified:  2\n",
      "Objective Function Value:  17.90751138324353 Total misclassified:  2\n",
      "Objective Function Value:  17.905859166908513 Total misclassified:  2\n",
      "Objective Function Value:  17.90420743818721 Total misclassified:  2\n",
      "Objective Function Value:  17.902556196856995 Total misclassified:  2\n",
      "Objective Function Value:  17.900905442695375 Total misclassified:  2\n",
      "Objective Function Value:  17.89925517547998 Total misclassified:  2\n",
      "Objective Function Value:  17.8976053949886 Total misclassified:  2\n",
      "Objective Function Value:  17.895956100999143 Total misclassified:  2\n",
      "Objective Function Value:  17.894307293289664 Total misclassified:  2\n",
      "Objective Function Value:  17.892658971638355 Total misclassified:  2\n",
      "Objective Function Value:  17.891011135823522 Total misclassified:  2\n",
      "Objective Function Value:  17.889363785623633 Total misclassified:  2\n",
      "Objective Function Value:  17.887716920817283 Total misclassified:  2\n",
      "Objective Function Value:  17.886070541183198 Total misclassified:  2\n",
      "Objective Function Value:  17.884424646500243 Total misclassified:  2\n",
      "Objective Function Value:  17.88277923654742 Total misclassified:  2\n",
      "Objective Function Value:  17.881134311103864 Total misclassified:  2\n",
      "Objective Function Value:  17.87948986994884 Total misclassified:  2\n",
      "Objective Function Value:  17.877845912861762 Total misclassified:  2\n",
      "Objective Function Value:  17.876202439622162 Total misclassified:  2\n",
      "Objective Function Value:  17.87455945000972 Total misclassified:  2\n",
      "Objective Function Value:  17.872916943804245 Total misclassified:  2\n",
      "Objective Function Value:  17.87127492078568 Total misclassified:  2\n",
      "Objective Function Value:  17.869633380734108 Total misclassified:  2\n",
      "Objective Function Value:  17.867992323429736 Total misclassified:  2\n",
      "Objective Function Value:  17.866351748652914 Total misclassified:  2\n",
      "Objective Function Value:  17.86471165618413 Total misclassified:  2\n",
      "Objective Function Value:  17.86307204580399 Total misclassified:  2\n",
      "Objective Function Value:  17.86143291729325 Total misclassified:  2\n",
      "Objective Function Value:  17.859794270432793 Total misclassified:  2\n",
      "Objective Function Value:  17.858156105003637 Total misclassified:  2\n",
      "Objective Function Value:  17.856518420786934 Total misclassified:  2\n",
      "Objective Function Value:  17.854881217563964 Total misclassified:  2\n",
      "Objective Function Value:  17.853244495116147 Total misclassified:  2\n",
      "Objective Function Value:  17.851608253225045 Total misclassified:  2\n",
      "Objective Function Value:  17.84997249167233 Total misclassified:  2\n",
      "Objective Function Value:  17.848337210239826 Total misclassified:  2\n",
      "Objective Function Value:  17.846702408709486 Total misclassified:  2\n",
      "Objective Function Value:  17.84506808686339 Total misclassified:  2\n",
      "Objective Function Value:  17.843434244483753 Total misclassified:  2\n",
      "Objective Function Value:  17.841800881352935 Total misclassified:  2\n",
      "Objective Function Value:  17.84016799725341 Total misclassified:  2\n",
      "Objective Function Value:  17.838535591967798 Total misclassified:  2\n",
      "Objective Function Value:  17.836903665278847 Total misclassified:  2\n",
      "Objective Function Value:  17.835272216969436 Total misclassified:  2\n",
      "Objective Function Value:  17.833641246822566 Total misclassified:  2\n",
      "Objective Function Value:  17.832010754621408 Total misclassified:  2\n",
      "Objective Function Value:  17.83038074014921 Total misclassified:  2\n",
      "Objective Function Value:  17.828751203189395 Total misclassified:  2\n",
      "Objective Function Value:  17.827122143525507 Total misclassified:  2\n",
      "Objective Function Value:  17.82549356094121 Total misclassified:  2\n",
      "Objective Function Value:  17.823865455220314 Total misclassified:  2\n",
      "Objective Function Value:  17.822237826146747 Total misclassified:  2\n",
      "Objective Function Value:  17.82061067350459 Total misclassified:  2\n",
      "Objective Function Value:  17.81898399707802 Total misclassified:  2\n",
      "Objective Function Value:  17.817357796651386 Total misclassified:  2\n",
      "Objective Function Value:  17.815732072009137 Total misclassified:  2\n",
      "Objective Function Value:  17.81410682293587 Total misclassified:  2\n",
      "Objective Function Value:  17.812482049216307 Total misclassified:  2\n",
      "Objective Function Value:  17.8108577506353 Total misclassified:  2\n",
      "Objective Function Value:  17.809233926977836 Total misclassified:  2\n",
      "Objective Function Value:  17.80761057802903 Total misclassified:  2\n",
      "Objective Function Value:  17.805987703574125 Total misclassified:  2\n",
      "Objective Function Value:  17.804365303398505 Total misclassified:  2\n",
      "Objective Function Value:  17.802743377287662 Total misclassified:  2\n",
      "Objective Function Value:  17.801121925027243 Total misclassified:  2\n",
      "Objective Function Value:  17.799500946403015 Total misclassified:  2\n",
      "Objective Function Value:  17.797880441200874 Total misclassified:  2\n",
      "Objective Function Value:  17.796260409206845 Total misclassified:  2\n",
      "Objective Function Value:  17.794640850207088 Total misclassified:  2\n",
      "Objective Function Value:  17.793021763987888 Total misclassified:  2\n",
      "Objective Function Value:  17.791403150335658 Total misclassified:  2\n",
      "Objective Function Value:  17.78978500903695 Total misclassified:  2\n",
      "Objective Function Value:  17.788167339878434 Total misclassified:  2\n",
      "Objective Function Value:  17.786550142646924 Total misclassified:  2\n",
      "Objective Function Value:  17.784933417129345 Total misclassified:  2\n",
      "Objective Function Value:  17.783317163112766 Total misclassified:  2\n",
      "Objective Function Value:  17.781701380384373 Total misclassified:  2\n",
      "Objective Function Value:  17.780086068731492 Total misclassified:  2\n",
      "Objective Function Value:  17.778471227941573 Total misclassified:  2\n",
      "Objective Function Value:  17.776856857802198 Total misclassified:  2\n",
      "Objective Function Value:  17.775242958101067 Total misclassified:  2\n",
      "Objective Function Value:  17.773629528626024 Total misclassified:  2\n",
      "Objective Function Value:  17.772016569165025 Total misclassified:  2\n",
      "Objective Function Value:  17.770404079506175 Total misclassified:  2\n",
      "Objective Function Value:  17.76879205943769 Total misclassified:  2\n",
      "Objective Function Value:  17.76718050874792 Total misclassified:  2\n",
      "Objective Function Value:  17.765569427225344 Total misclassified:  2\n",
      "Objective Function Value:  17.76395881465856 Total misclassified:  2\n",
      "Objective Function Value:  17.762348670836317 Total misclassified:  2\n",
      "Objective Function Value:  17.760738995547467 Total misclassified:  2\n",
      "Objective Function Value:  17.759129788581 Total misclassified:  2\n",
      "Objective Function Value:  17.757521049726037 Total misclassified:  2\n",
      "Objective Function Value:  17.75591277877182 Total misclassified:  2\n",
      "Objective Function Value:  17.754304975507715 Total misclassified:  2\n",
      "Objective Function Value:  17.75269763972324 Total misclassified:  2\n",
      "Objective Function Value:  17.751090771208 Total misclassified:  2\n",
      "Objective Function Value:  17.749484369751762 Total misclassified:  2\n",
      "Objective Function Value:  17.747878435144404 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  17.746272967175933 Total misclassified:  2\n",
      "Objective Function Value:  17.744667965636484 Total misclassified:  2\n",
      "Objective Function Value:  17.74306343031632 Total misclassified:  2\n",
      "Objective Function Value:  17.74145936100583 Total misclassified:  2\n",
      "Objective Function Value:  17.739855757495526 Total misclassified:  2\n",
      "Objective Function Value:  17.738252619576052 Total misclassified:  2\n",
      "Objective Function Value:  17.73664994703817 Total misclassified:  2\n",
      "Objective Function Value:  17.735047739672783 Total misclassified:  2\n",
      "Objective Function Value:  17.733445997270902 Total misclassified:  2\n",
      "Objective Function Value:  17.73184471962368 Total misclassified:  2\n",
      "Objective Function Value:  17.73024390652239 Total misclassified:  2\n",
      "Objective Function Value:  17.728643557758428 Total misclassified:  2\n",
      "Objective Function Value:  17.727043673123312 Total misclassified:  2\n",
      "Objective Function Value:  17.7254442524087 Total misclassified:  2\n",
      "Objective Function Value:  17.723845295406363 Total misclassified:  2\n",
      "Objective Function Value:  17.722246801908206 Total misclassified:  2\n",
      "Objective Function Value:  17.72064877170625 Total misclassified:  2\n",
      "Objective Function Value:  17.719051204592652 Total misclassified:  2\n",
      "Objective Function Value:  17.717454100359685 Total misclassified:  2\n",
      "Objective Function Value:  17.71585745879976 Total misclassified:  2\n",
      "Objective Function Value:  17.714261279705383 Total misclassified:  2\n",
      "Objective Function Value:  17.712665562869226 Total misclassified:  2\n",
      "Objective Function Value:  17.711070308084064 Total misclassified:  2\n",
      "Objective Function Value:  17.709475515142792 Total misclassified:  2\n",
      "Objective Function Value:  17.707881183838445 Total misclassified:  2\n",
      "Objective Function Value:  17.70628731396416 Total misclassified:  2\n",
      "Objective Function Value:  17.704693905313228 Total misclassified:  2\n",
      "Objective Function Value:  17.703100957679034 Total misclassified:  2\n",
      "Objective Function Value:  17.701508470855124 Total misclassified:  2\n",
      "Objective Function Value:  17.69991644463512 Total misclassified:  2\n",
      "Objective Function Value:  17.69832487881282 Total misclassified:  2\n",
      "Objective Function Value:  17.696733773182096 Total misclassified:  2\n",
      "Objective Function Value:  17.69514312753699 Total misclassified:  2\n",
      "Objective Function Value:  17.693552941671637 Total misclassified:  2\n",
      "Objective Function Value:  17.6919632153803 Total misclassified:  2\n",
      "Objective Function Value:  17.690373948457385 Total misclassified:  2\n",
      "Objective Function Value:  17.688785140697384 Total misclassified:  2\n",
      "Objective Function Value:  17.687196791894962 Total misclassified:  2\n",
      "Objective Function Value:  17.685608901844866 Total misclassified:  2\n",
      "Objective Function Value:  17.684021470341992 Total misclassified:  2\n",
      "Objective Function Value:  17.682434497181333 Total misclassified:  2\n",
      "Objective Function Value:  17.68084798215804 Total misclassified:  2\n",
      "Objective Function Value:  17.67926192506735 Total misclassified:  2\n",
      "Objective Function Value:  17.677676325704656 Total misclassified:  2\n",
      "Objective Function Value:  17.676091183865452 Total misclassified:  2\n",
      "Objective Function Value:  17.67450649934536 Total misclassified:  2\n",
      "Objective Function Value:  17.672922271940116 Total misclassified:  2\n",
      "Objective Function Value:  17.67133850144561 Total misclassified:  2\n",
      "Objective Function Value:  17.66975518765782 Total misclassified:  2\n",
      "Objective Function Value:  17.66817233037287 Total misclassified:  2\n",
      "Objective Function Value:  17.666589929386976 Total misclassified:  2\n",
      "Objective Function Value:  17.665007984496512 Total misclassified:  2\n",
      "Objective Function Value:  17.66342649549795 Total misclassified:  2\n",
      "Objective Function Value:  17.6618454621879 Total misclassified:  2\n",
      "Objective Function Value:  17.66026488436308 Total misclassified:  2\n",
      "Objective Function Value:  17.65868476182034 Total misclassified:  2\n",
      "Objective Function Value:  17.657105094356638 Total misclassified:  2\n",
      "Objective Function Value:  17.65552588176907 Total misclassified:  2\n",
      "Objective Function Value:  17.65394712385485 Total misclassified:  2\n",
      "Objective Function Value:  17.652368820411297 Total misclassified:  2\n",
      "Objective Function Value:  17.65079097123588 Total misclassified:  2\n",
      "Objective Function Value:  17.649213576126165 Total misclassified:  2\n",
      "Objective Function Value:  17.647636634879852 Total misclassified:  2\n",
      "Objective Function Value:  17.646060147294758 Total misclassified:  2\n",
      "Objective Function Value:  17.644484113168808 Total misclassified:  2\n",
      "Objective Function Value:  17.642908532300073 Total misclassified:  2\n",
      "Objective Function Value:  17.64133340448673 Total misclassified:  2\n",
      "Objective Function Value:  17.639758729527088 Total misclassified:  2\n",
      "Objective Function Value:  17.638184507219556 Total misclassified:  2\n",
      "Objective Function Value:  17.636610737362677 Total misclassified:  2\n",
      "Objective Function Value:  17.635037419755115 Total misclassified:  2\n",
      "Objective Function Value:  17.63346455419566 Total misclassified:  2\n",
      "Objective Function Value:  17.631892140483195 Total misclassified:  2\n",
      "Objective Function Value:  17.63032017841676 Total misclassified:  2\n",
      "Objective Function Value:  17.6287486677955 Total misclassified:  2\n",
      "Objective Function Value:  17.62717760841866 Total misclassified:  2\n",
      "Objective Function Value:  17.62560700008564 Total misclassified:  2\n",
      "Objective Function Value:  17.624036842595938 Total misclassified:  2\n",
      "Objective Function Value:  17.62246713574917 Total misclassified:  2\n",
      "Objective Function Value:  17.620897879345087 Total misclassified:  2\n",
      "Objective Function Value:  17.619329073183543 Total misclassified:  2\n",
      "Objective Function Value:  17.617760717064524 Total misclassified:  2\n",
      "Objective Function Value:  17.61619281078812 Total misclassified:  2\n",
      "Objective Function Value:  17.614625354154573 Total misclassified:  2\n",
      "Objective Function Value:  17.613058346964202 Total misclassified:  2\n",
      "Objective Function Value:  17.611491789017464 Total misclassified:  2\n",
      "Objective Function Value:  17.60992568011495 Total misclassified:  2\n",
      "Objective Function Value:  17.608360020057354 Total misclassified:  2\n",
      "Objective Function Value:  17.606794808645482 Total misclassified:  2\n",
      "Objective Function Value:  17.605230045680273 Total misclassified:  2\n",
      "Objective Function Value:  17.603665730962778 Total misclassified:  2\n",
      "Objective Function Value:  17.60210186429416 Total misclassified:  2\n",
      "Objective Function Value:  17.600538445475728 Total misclassified:  2\n",
      "Objective Function Value:  17.598975474308872 Total misclassified:  2\n",
      "Objective Function Value:  17.597412950595128 Total misclassified:  2\n",
      "Objective Function Value:  17.595850874136133 Total misclassified:  2\n",
      "Objective Function Value:  17.594289244733652 Total misclassified:  2\n",
      "Objective Function Value:  17.592728062189572 Total misclassified:  2\n",
      "Objective Function Value:  17.591167326305886 Total misclassified:  2\n",
      "Objective Function Value:  17.5896070368847 Total misclassified:  2\n",
      "Objective Function Value:  17.58804719372827 Total misclassified:  2\n",
      "Objective Function Value:  17.586487796638927 Total misclassified:  2\n",
      "Objective Function Value:  17.58492884541915 Total misclassified:  2\n",
      "Objective Function Value:  17.583370339871536 Total misclassified:  2\n",
      "Objective Function Value:  17.581812279798772 Total misclassified:  2\n",
      "Objective Function Value:  17.580254665003686 Total misclassified:  2\n",
      "Objective Function Value:  17.578697495289216 Total misclassified:  2\n",
      "Objective Function Value:  17.57714077045842 Total misclassified:  2\n",
      "Objective Function Value:  17.575584490314476 Total misclassified:  2\n",
      "Objective Function Value:  17.574028654660673 Total misclassified:  2\n",
      "Objective Function Value:  17.572473263300402 Total misclassified:  2\n",
      "Objective Function Value:  17.57091831603721 Total misclassified:  2\n",
      "Objective Function Value:  17.569363812674723 Total misclassified:  2\n",
      "Objective Function Value:  17.567809753016697 Total misclassified:  2\n",
      "Objective Function Value:  17.566256136867022 Total misclassified:  2\n",
      "Objective Function Value:  17.564702964029674 Total misclassified:  2\n",
      "Objective Function Value:  17.563150234308765 Total misclassified:  2\n",
      "Objective Function Value:  17.561597947508517 Total misclassified:  2\n",
      "Objective Function Value:  17.560046103433276 Total misclassified:  2\n",
      "Objective Function Value:  17.558494701887483 Total misclassified:  2\n",
      "Objective Function Value:  17.55694374267572 Total misclassified:  2\n",
      "Objective Function Value:  17.555393225602675 Total misclassified:  2\n",
      "Objective Function Value:  17.55384315047315 Total misclassified:  2\n",
      "Objective Function Value:  17.552293517092053 Total misclassified:  2\n",
      "Objective Function Value:  17.55074432526444 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  17.549195574795448 Total misclassified:  2\n",
      "Objective Function Value:  17.547647265490344 Total misclassified:  2\n",
      "Objective Function Value:  17.546099397154514 Total misclassified:  2\n",
      "Objective Function Value:  17.54455196959345 Total misclassified:  2\n",
      "Objective Function Value:  17.54300498261277 Total misclassified:  2\n",
      "Objective Function Value:  17.541458436018196 Total misclassified:  2\n",
      "Objective Function Value:  17.539912329615568 Total misclassified:  2\n",
      "Objective Function Value:  17.53836666321086 Total misclassified:  2\n",
      "Objective Function Value:  17.53682143661012 Total misclassified:  2\n",
      "Objective Function Value:  17.535276649619554 Total misclassified:  2\n",
      "Objective Function Value:  17.53373230204545 Total misclassified:  2\n",
      "Objective Function Value:  17.53218839369424 Total misclassified:  2\n",
      "Objective Function Value:  17.530644924372446 Total misclassified:  2\n",
      "Objective Function Value:  17.529101893886715 Total misclassified:  2\n",
      "Objective Function Value:  17.527559302043805 Total misclassified:  2\n",
      "Objective Function Value:  17.5260171486506 Total misclassified:  2\n",
      "Objective Function Value:  17.524475433514077 Total misclassified:  2\n",
      "Objective Function Value:  17.522934156441345 Total misclassified:  2\n",
      "Objective Function Value:  17.521393317239625 Total misclassified:  2\n",
      "Objective Function Value:  17.519852915716235 Total misclassified:  2\n",
      "Objective Function Value:  17.518312951678638 Total misclassified:  2\n",
      "Objective Function Value:  17.51677342493438 Total misclassified:  2\n",
      "Objective Function Value:  17.51523433529114 Total misclassified:  2\n",
      "Objective Function Value:  17.5136956825567 Total misclassified:  2\n",
      "Objective Function Value:  17.51215746653896 Total misclassified:  2\n",
      "Objective Function Value:  17.51061968704594 Total misclassified:  2\n",
      "Objective Function Value:  17.509082343885755 Total misclassified:  2\n",
      "Objective Function Value:  17.507545436866664 Total misclassified:  2\n",
      "Objective Function Value:  17.506008965797 Total misclassified:  2\n",
      "Objective Function Value:  17.504472930485235 Total misclassified:  2\n",
      "Objective Function Value:  17.502937330739957 Total misclassified:  2\n",
      "Objective Function Value:  17.50140216636985 Total misclassified:  2\n",
      "Objective Function Value:  17.499867437183728 Total misclassified:  2\n",
      "Objective Function Value:  17.498333142990496 Total misclassified:  2\n",
      "Objective Function Value:  17.496799283599202 Total misclassified:  2\n",
      "Objective Function Value:  17.49526585881898 Total misclassified:  2\n",
      "Objective Function Value:  17.49373286845909 Total misclassified:  2\n",
      "Objective Function Value:  17.49220031232889 Total misclassified:  2\n",
      "Objective Function Value:  17.490668190237876 Total misclassified:  2\n",
      "Objective Function Value:  17.489136501995638 Total misclassified:  2\n",
      "Objective Function Value:  17.487605247411878 Total misclassified:  2\n",
      "Objective Function Value:  17.486074426296415 Total misclassified:  2\n",
      "Objective Function Value:  17.484544038459177 Total misclassified:  2\n",
      "Objective Function Value:  17.48301408371021 Total misclassified:  2\n",
      "Objective Function Value:  17.481484561859673 Total misclassified:  2\n",
      "Objective Function Value:  17.47995547271782 Total misclassified:  2\n",
      "Objective Function Value:  17.478426816095038 Total misclassified:  2\n",
      "Objective Function Value:  17.476898591801813 Total misclassified:  2\n",
      "Objective Function Value:  17.475370799648744 Total misclassified:  2\n",
      "Objective Function Value:  17.473843439446547 Total misclassified:  2\n",
      "Objective Function Value:  17.472316511006046 Total misclassified:  2\n",
      "Objective Function Value:  17.47079001413817 Total misclassified:  2\n",
      "Objective Function Value:  17.469263948653968 Total misclassified:  2\n",
      "Objective Function Value:  17.467738314364606 Total misclassified:  2\n",
      "Objective Function Value:  17.46621311108135 Total misclassified:  2\n",
      "Objective Function Value:  17.46468833861557 Total misclassified:  2\n",
      "Objective Function Value:  17.46316399677876 Total misclassified:  2\n",
      "Objective Function Value:  17.461640085382527 Total misclassified:  2\n",
      "Objective Function Value:  17.460116604238582 Total misclassified:  2\n",
      "Objective Function Value:  17.45859355315875 Total misclassified:  2\n",
      "Objective Function Value:  17.457070931954956 Total misclassified:  2\n",
      "Objective Function Value:  17.455548740439255 Total misclassified:  2\n",
      "Objective Function Value:  17.454026978423798 Total misclassified:  2\n",
      "Objective Function Value:  17.45250564572084 Total misclassified:  2\n",
      "Objective Function Value:  17.450984742142765 Total misclassified:  2\n",
      "Objective Function Value:  17.449464267502066 Total misclassified:  2\n",
      "Objective Function Value:  17.447944221611326 Total misclassified:  2\n",
      "Objective Function Value:  17.44642460428326 Total misclassified:  2\n",
      "Objective Function Value:  17.444905415330666 Total misclassified:  2\n",
      "Objective Function Value:  17.443386654566496 Total misclassified:  2\n",
      "Objective Function Value:  17.44186832180376 Total misclassified:  2\n",
      "Objective Function Value:  17.440350416855622 Total misclassified:  2\n",
      "Objective Function Value:  17.43883293953533 Total misclassified:  2\n",
      "Objective Function Value:  17.437315889656247 Total misclassified:  2\n",
      "Objective Function Value:  17.435799267031847 Total misclassified:  2\n",
      "Objective Function Value:  17.434283071475708 Total misclassified:  2\n",
      "Objective Function Value:  17.43276730280153 Total misclassified:  2\n",
      "Objective Function Value:  17.43125196082311 Total misclassified:  2\n",
      "Objective Function Value:  17.429737045354365 Total misclassified:  2\n",
      "Objective Function Value:  17.428222556209313 Total misclassified:  2\n",
      "Objective Function Value:  17.426708493202074 Total misclassified:  2\n",
      "Objective Function Value:  17.425194856146895 Total misclassified:  2\n",
      "Objective Function Value:  17.42368164485812 Total misclassified:  2\n",
      "Objective Function Value:  17.422168859150204 Total misclassified:  2\n",
      "Objective Function Value:  17.420656498837715 Total misclassified:  2\n",
      "Objective Function Value:  17.41914456373532 Total misclassified:  2\n",
      "Objective Function Value:  17.417633053657802 Total misclassified:  2\n",
      "Objective Function Value:  17.41612196842005 Total misclassified:  2\n",
      "Objective Function Value:  17.414611307837063 Total misclassified:  2\n",
      "Objective Function Value:  17.41310107172395 Total misclassified:  2\n",
      "Objective Function Value:  17.411591259895918 Total misclassified:  2\n",
      "Objective Function Value:  17.41008187216829 Total misclassified:  2\n",
      "Objective Function Value:  17.40857290835651 Total misclassified:  2\n",
      "Objective Function Value:  17.407064368276103 Total misclassified:  2\n",
      "Objective Function Value:  17.405556251742723 Total misclassified:  2\n",
      "Objective Function Value:  17.404048558572114 Total misclassified:  2\n",
      "Objective Function Value:  17.402541288580146 Total misclassified:  2\n",
      "Objective Function Value:  17.401034441582794 Total misclassified:  2\n",
      "Objective Function Value:  17.399528017396122 Total misclassified:  2\n",
      "Objective Function Value:  17.398022015836325 Total misclassified:  2\n",
      "Objective Function Value:  17.396516436719693 Total misclassified:  2\n",
      "Objective Function Value:  17.395011279862615 Total misclassified:  2\n",
      "Objective Function Value:  17.393506545081614 Total misclassified:  2\n",
      "Objective Function Value:  17.392002232193295 Total misclassified:  2\n",
      "Objective Function Value:  17.390498341014382 Total misclassified:  2\n",
      "Objective Function Value:  17.3889948713617 Total misclassified:  2\n",
      "Objective Function Value:  17.387491823052187 Total misclassified:  2\n",
      "Objective Function Value:  17.38598919590288 Total misclassified:  2\n",
      "Objective Function Value:  17.384486989730934 Total misclassified:  2\n",
      "Objective Function Value:  17.3829852043536 Total misclassified:  2\n",
      "Objective Function Value:  17.381483839588242 Total misclassified:  2\n",
      "Objective Function Value:  17.379982895252326 Total misclassified:  2\n",
      "Objective Function Value:  17.37848237116343 Total misclassified:  2\n",
      "Objective Function Value:  17.37698226713923 Total misclassified:  2\n",
      "Objective Function Value:  17.37548258299752 Total misclassified:  2\n",
      "Objective Function Value:  17.373983318556192 Total misclassified:  2\n",
      "Objective Function Value:  17.37248447363324 Total misclassified:  2\n",
      "Objective Function Value:  17.37098604804678 Total misclassified:  2\n",
      "Objective Function Value:  17.36948804161502 Total misclassified:  2\n",
      "Objective Function Value:  17.367990454156285 Total misclassified:  2\n",
      "Objective Function Value:  17.36649328548898 Total misclassified:  2\n",
      "Objective Function Value:  17.364996535431658 Total misclassified:  2\n",
      "Objective Function Value:  17.363500203802932 Total misclassified:  2\n",
      "Objective Function Value:  17.36200429042156 Total misclassified:  2\n",
      "Objective Function Value:  17.360508795106384 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  17.359013717676355 Total misclassified:  2\n",
      "Objective Function Value:  17.357519057950523 Total misclassified:  2\n",
      "Objective Function Value:  17.356024815748064 Total misclassified:  2\n",
      "Objective Function Value:  17.354530990888243 Total misclassified:  2\n",
      "Objective Function Value:  17.353037583190428 Total misclassified:  2\n",
      "Objective Function Value:  17.35154459247409 Total misclassified:  2\n",
      "Objective Function Value:  17.35005201855884 Total misclassified:  2\n",
      "Objective Function Value:  17.34855986126434 Total misclassified:  2\n",
      "Objective Function Value:  17.34706812041039 Total misclassified:  2\n",
      "Objective Function Value:  17.34557679581689 Total misclassified:  2\n",
      "Objective Function Value:  17.344085887303848 Total misclassified:  2\n",
      "Objective Function Value:  17.342595394691358 Total misclassified:  2\n",
      "Objective Function Value:  17.34110531779964 Total misclassified:  2\n",
      "Objective Function Value:  17.339615656449013 Total misclassified:  2\n",
      "Objective Function Value:  17.338126410459893 Total misclassified:  2\n",
      "Objective Function Value:  17.3366375796528 Total misclassified:  2\n",
      "Objective Function Value:  17.335149163848374 Total misclassified:  2\n",
      "Objective Function Value:  17.333661162867344 Total misclassified:  2\n",
      "Objective Function Value:  17.332173576530543 Total misclassified:  2\n",
      "Objective Function Value:  17.330686404658916 Total misclassified:  2\n",
      "Objective Function Value:  17.32919964707351 Total misclassified:  2\n",
      "Objective Function Value:  17.32771330359548 Total misclassified:  2\n",
      "Objective Function Value:  17.326227374046063 Total misclassified:  2\n",
      "Objective Function Value:  17.324741858246632 Total misclassified:  2\n",
      "Objective Function Value:  17.323256756018637 Total misclassified:  2\n",
      "Objective Function Value:  17.32177206718365 Total misclassified:  2\n",
      "Objective Function Value:  17.32028779156333 Total misclassified:  2\n",
      "Objective Function Value:  17.31880392897946 Total misclassified:  2\n",
      "Objective Function Value:  17.3173204792539 Total misclassified:  2\n",
      "Objective Function Value:  17.315837442208636 Total misclassified:  2\n",
      "Objective Function Value:  17.31435481766575 Total misclassified:  2\n",
      "Objective Function Value:  17.312872605447417 Total misclassified:  2\n",
      "Objective Function Value:  17.31139080537594 Total misclassified:  2\n",
      "Objective Function Value:  17.309909417273687 Total misclassified:  2\n",
      "Objective Function Value:  17.308428440963173 Total misclassified:  2\n",
      "Objective Function Value:  17.30694787626698 Total misclassified:  2\n",
      "Objective Function Value:  17.305467723007816 Total misclassified:  2\n",
      "Objective Function Value:  17.30398798100847 Total misclassified:  2\n",
      "Objective Function Value:  17.302508650091852 Total misclassified:  2\n",
      "Objective Function Value:  17.30102973008097 Total misclassified:  2\n",
      "Objective Function Value:  17.299551220798932 Total misclassified:  2\n",
      "Objective Function Value:  17.298073122068942 Total misclassified:  2\n",
      "Objective Function Value:  17.296595433714323 Total misclassified:  2\n",
      "Objective Function Value:  17.295118155558484 Total misclassified:  2\n",
      "Objective Function Value:  17.293641287424954 Total misclassified:  2\n",
      "Objective Function Value:  17.292164829137334 Total misclassified:  2\n",
      "Objective Function Value:  17.290688780519368 Total misclassified:  2\n",
      "Objective Function Value:  17.289213141394857 Total misclassified:  2\n",
      "Objective Function Value:  17.28773791158774 Total misclassified:  2\n",
      "Objective Function Value:  17.286263090922045 Total misclassified:  2\n",
      "Objective Function Value:  17.284788679221897 Total misclassified:  2\n",
      "Objective Function Value:  17.283314676311527 Total misclassified:  2\n",
      "Objective Function Value:  17.28184108201527 Total misclassified:  2\n",
      "Objective Function Value:  17.280367896157557 Total misclassified:  2\n",
      "Objective Function Value:  17.27889511856292 Total misclassified:  2\n",
      "Objective Function Value:  17.27742274905601 Total misclassified:  2\n",
      "Objective Function Value:  17.275950787461547 Total misclassified:  2\n",
      "Objective Function Value:  17.274479233604374 Total misclassified:  2\n",
      "Objective Function Value:  17.273008087309442 Total misclassified:  2\n",
      "Objective Function Value:  17.271537348401786 Total misclassified:  2\n",
      "Objective Function Value:  17.27006701670654 Total misclassified:  2\n",
      "Objective Function Value:  17.268597092048964 Total misclassified:  2\n",
      "Objective Function Value:  17.26712757425439 Total misclassified:  2\n",
      "Objective Function Value:  17.265658463148256 Total misclassified:  2\n",
      "Objective Function Value:  17.26418975855612 Total misclassified:  2\n",
      "Objective Function Value:  17.262721460303624 Total misclassified:  2\n",
      "Objective Function Value:  17.26125356821652 Total misclassified:  2\n",
      "Objective Function Value:  17.259786082120648 Total misclassified:  2\n",
      "Objective Function Value:  17.258319001841958 Total misclassified:  2\n",
      "Objective Function Value:  17.256852327206488 Total misclassified:  2\n",
      "Objective Function Value:  17.255386058040408 Total misclassified:  2\n",
      "Objective Function Value:  17.253920194169943 Total misclassified:  2\n",
      "Objective Function Value:  17.25245473542146 Total misclassified:  2\n",
      "Objective Function Value:  17.250989681621395 Total misclassified:  2\n",
      "Objective Function Value:  17.249525032596303 Total misclassified:  2\n",
      "Objective Function Value:  17.248060788172822 Total misclassified:  2\n",
      "Objective Function Value:  17.24659694817771 Total misclassified:  2\n",
      "Objective Function Value:  17.245133512437818 Total misclassified:  2\n",
      "Objective Function Value:  17.243670480780082 Total misclassified:  2\n",
      "Objective Function Value:  17.242207853031555 Total misclassified:  2\n",
      "Objective Function Value:  17.240745629019386 Total misclassified:  2\n",
      "Objective Function Value:  17.239283808570818 Total misclassified:  2\n",
      "Objective Function Value:  17.237822391513195 Total misclassified:  2\n",
      "Objective Function Value:  17.23636137767396 Total misclassified:  2\n",
      "Objective Function Value:  17.234900766880667 Total misclassified:  2\n",
      "Objective Function Value:  17.23344055896095 Total misclassified:  2\n",
      "Objective Function Value:  17.231980753742555 Total misclassified:  2\n",
      "Objective Function Value:  17.230521351053312 Total misclassified:  2\n",
      "Objective Function Value:  17.22906235072118 Total misclassified:  2\n",
      "Objective Function Value:  17.22760375257419 Total misclassified:  2\n",
      "Objective Function Value:  17.226145556440482 Total misclassified:  2\n",
      "Objective Function Value:  17.224687762148285 Total misclassified:  2\n",
      "Objective Function Value:  17.223230369525936 Total misclassified:  2\n",
      "Objective Function Value:  17.22177337840188 Total misclassified:  2\n",
      "Objective Function Value:  17.22031678860464 Total misclassified:  2\n",
      "Objective Function Value:  17.218860599962845 Total misclassified:  2\n",
      "Objective Function Value:  17.21740481230523 Total misclassified:  2\n",
      "Objective Function Value:  17.21594942546062 Total misclassified:  2\n",
      "Objective Function Value:  17.214494439257948 Total misclassified:  2\n",
      "Objective Function Value:  17.213039853526233 Total misclassified:  2\n",
      "Objective Function Value:  17.211585668094596 Total misclassified:  2\n",
      "Objective Function Value:  17.210131882792254 Total misclassified:  2\n",
      "Objective Function Value:  17.208678497448528 Total misclassified:  2\n",
      "Objective Function Value:  17.207225511892837 Total misclassified:  2\n",
      "Objective Function Value:  17.205772925954697 Total misclassified:  2\n",
      "Objective Function Value:  17.20432073946371 Total misclassified:  2\n",
      "Objective Function Value:  17.202868952249595 Total misclassified:  2\n",
      "Objective Function Value:  17.20141756414216 Total misclassified:  2\n",
      "Objective Function Value:  17.199966574971306 Total misclassified:  2\n",
      "Objective Function Value:  17.198515984567024 Total misclassified:  2\n",
      "Objective Function Value:  17.19706579275944 Total misclassified:  2\n",
      "Objective Function Value:  17.195615999378717 Total misclassified:  2\n",
      "Objective Function Value:  17.19416660425518 Total misclassified:  2\n",
      "Objective Function Value:  17.1927176072192 Total misclassified:  2\n",
      "Objective Function Value:  17.19126900810128 Total misclassified:  2\n",
      "Objective Function Value:  17.189820806731994 Total misclassified:  2\n",
      "Objective Function Value:  17.188373002942036 Total misclassified:  2\n",
      "Objective Function Value:  17.18692559656217 Total misclassified:  2\n",
      "Objective Function Value:  17.185478587423283 Total misclassified:  2\n",
      "Objective Function Value:  17.184031975356348 Total misclassified:  2\n",
      "Objective Function Value:  17.18258576019243 Total misclassified:  2\n",
      "Objective Function Value:  17.181139941762705 Total misclassified:  2\n",
      "Objective Function Value:  17.179694519898426 Total misclassified:  2\n",
      "Objective Function Value:  17.17824949443095 Total misclassified:  2\n",
      "Objective Function Value:  17.176804865191745 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  17.175360632012357 Total misclassified:  2\n",
      "Objective Function Value:  17.173916794724434 Total misclassified:  2\n",
      "Objective Function Value:  17.172473353159724 Total misclassified:  2\n",
      "Objective Function Value:  17.171030307150062 Total misclassified:  2\n",
      "Objective Function Value:  17.16958765652739 Total misclassified:  2\n",
      "Objective Function Value:  17.168145401123738 Total misclassified:  2\n",
      "Objective Function Value:  17.166703540771238 Total misclassified:  2\n",
      "Objective Function Value:  17.165262075302117 Total misclassified:  2\n",
      "Objective Function Value:  17.163821004548698 Total misclassified:  2\n",
      "Objective Function Value:  17.16238032834338 Total misclassified:  2\n",
      "Objective Function Value:  17.1609400465187 Total misclassified:  2\n",
      "Objective Function Value:  17.15950015890725 Total misclassified:  2\n",
      "Objective Function Value:  17.158060665341736 Total misclassified:  2\n",
      "Objective Function Value:  17.156621565654962 Total misclassified:  2\n",
      "Objective Function Value:  17.15518285967981 Total misclassified:  2\n",
      "Objective Function Value:  17.15374454724929 Total misclassified:  2\n",
      "Objective Function Value:  17.152306628196463 Total misclassified:  2\n",
      "Objective Function Value:  17.150869102354534 Total misclassified:  2\n",
      "Objective Function Value:  17.149431969556755 Total misclassified:  2\n",
      "Objective Function Value:  17.147995229636514 Total misclassified:  2\n",
      "Objective Function Value:  17.146558882427264 Total misclassified:  2\n",
      "Objective Function Value:  17.145122927762575 Total misclassified:  2\n",
      "Objective Function Value:  17.143687365476097 Total misclassified:  2\n",
      "Objective Function Value:  17.14225219540158 Total misclassified:  2\n",
      "Objective Function Value:  17.140817417372865 Total misclassified:  2\n",
      "Objective Function Value:  17.139383031223904 Total misclassified:  2\n",
      "Objective Function Value:  17.13794903678872 Total misclassified:  2\n",
      "Objective Function Value:  17.136515433901444 Total misclassified:  2\n",
      "Objective Function Value:  17.1350822223963 Total misclassified:  2\n",
      "Objective Function Value:  17.133649402107604 Total misclassified:  2\n",
      "Objective Function Value:  17.132216972869767 Total misclassified:  2\n",
      "Objective Function Value:  17.130784934517298 Total misclassified:  2\n",
      "Objective Function Value:  17.129353286884797 Total misclassified:  2\n",
      "Objective Function Value:  17.127922029806953 Total misclassified:  2\n",
      "Objective Function Value:  17.126491163118562 Total misclassified:  2\n",
      "Objective Function Value:  17.1250606866545 Total misclassified:  2\n",
      "Objective Function Value:  17.123630600249744 Total misclassified:  2\n",
      "Objective Function Value:  17.12220090373937 Total misclassified:  2\n",
      "Objective Function Value:  17.120771596958534 Total misclassified:  2\n",
      "Objective Function Value:  17.119342679742495 Total misclassified:  2\n",
      "Objective Function Value:  17.117914151926612 Total misclassified:  2\n",
      "Objective Function Value:  17.116486013346318 Total misclassified:  2\n",
      "Objective Function Value:  17.115058263837163 Total misclassified:  2\n",
      "Objective Function Value:  17.11363090323477 Total misclassified:  2\n",
      "Objective Function Value:  17.112203931374864 Total misclassified:  2\n",
      "Objective Function Value:  17.11077734809328 Total misclassified:  2\n",
      "Objective Function Value:  17.10935115322591 Total misclassified:  2\n",
      "Objective Function Value:  17.10792534660876 Total misclassified:  2\n",
      "Objective Function Value:  17.10649992807794 Total misclassified:  2\n",
      "Objective Function Value:  17.105074897469635 Total misclassified:  2\n",
      "Objective Function Value:  17.103650254620128 Total misclassified:  2\n",
      "Objective Function Value:  17.1022259993658 Total misclassified:  2\n",
      "Objective Function Value:  17.10080213154312 Total misclassified:  2\n",
      "Objective Function Value:  17.099378650988648 Total misclassified:  2\n",
      "Objective Function Value:  17.097955557539038 Total misclassified:  2\n",
      "Objective Function Value:  17.096532851031046 Total misclassified:  2\n",
      "Objective Function Value:  17.095110531301504 Total misclassified:  2\n",
      "Objective Function Value:  17.09368859818735 Total misclassified:  2\n",
      "Objective Function Value:  17.092267051525607 Total misclassified:  2\n",
      "Objective Function Value:  17.0908458911534 Total misclassified:  2\n",
      "Objective Function Value:  17.089425116907933 Total misclassified:  2\n",
      "Objective Function Value:  17.088004728626508 Total misclassified:  2\n",
      "Objective Function Value:  17.086584726146533 Total misclassified:  2\n",
      "Objective Function Value:  17.08516510930547 Total misclassified:  2\n",
      "Objective Function Value:  17.08374587794092 Total misclassified:  2\n",
      "Objective Function Value:  17.08232703189055 Total misclassified:  2\n",
      "Objective Function Value:  17.08090857099212 Total misclassified:  2\n",
      "Objective Function Value:  17.079490495083476 Total misclassified:  2\n",
      "Objective Function Value:  17.07807280400258 Total misclassified:  2\n",
      "Objective Function Value:  17.076655497587467 Total misclassified:  2\n",
      "Objective Function Value:  17.075238575676266 Total misclassified:  2\n",
      "Objective Function Value:  17.073822038107192 Total misclassified:  2\n",
      "Objective Function Value:  17.072405884718574 Total misclassified:  2\n",
      "Objective Function Value:  17.0709901153488 Total misclassified:  2\n",
      "Objective Function Value:  17.069574729836372 Total misclassified:  2\n",
      "Objective Function Value:  17.068159728019886 Total misclassified:  2\n",
      "Objective Function Value:  17.066745109738008 Total misclassified:  2\n",
      "Objective Function Value:  17.065330874829524 Total misclassified:  2\n",
      "Objective Function Value:  17.06391702313328 Total misclassified:  2\n",
      "Objective Function Value:  17.06250355448823 Total misclassified:  2\n",
      "Objective Function Value:  17.061090468733433 Total misclassified:  2\n",
      "Objective Function Value:  17.05967776570801 Total misclassified:  2\n",
      "Objective Function Value:  17.058265445251187 Total misclassified:  2\n",
      "Objective Function Value:  17.05685350720228 Total misclassified:  2\n",
      "Objective Function Value:  17.05544195140071 Total misclassified:  2\n",
      "Objective Function Value:  17.054030777685956 Total misclassified:  2\n",
      "Objective Function Value:  17.052619985897618 Total misclassified:  2\n",
      "Objective Function Value:  17.051209575875365 Total misclassified:  2\n",
      "Objective Function Value:  17.049799547458974 Total misclassified:  2\n",
      "Objective Function Value:  17.04838990048831 Total misclassified:  2\n",
      "Objective Function Value:  17.04698063480331 Total misclassified:  2\n",
      "Objective Function Value:  17.04557175024403 Total misclassified:  2\n",
      "Objective Function Value:  17.044163246650584 Total misclassified:  2\n",
      "Objective Function Value:  17.04275512386321 Total misclassified:  2\n",
      "Objective Function Value:  17.041347381722208 Total misclassified:  2\n",
      "Objective Function Value:  17.039940020067984 Total misclassified:  2\n",
      "Objective Function Value:  17.038533038741026 Total misclassified:  2\n",
      "Objective Function Value:  17.03712643758192 Total misclassified:  2\n",
      "Objective Function Value:  17.035720216431336 Total misclassified:  2\n",
      "Objective Function Value:  17.034314375130034 Total misclassified:  2\n",
      "Objective Function Value:  17.032908913518867 Total misclassified:  2\n",
      "Objective Function Value:  17.03150383143877 Total misclassified:  2\n",
      "Objective Function Value:  17.030099128730782 Total misclassified:  2\n",
      "Objective Function Value:  17.02869480523602 Total misclassified:  2\n",
      "Objective Function Value:  17.027290860795688 Total misclassified:  2\n",
      "Objective Function Value:  17.02588729525108 Total misclassified:  2\n",
      "Objective Function Value:  17.024484108443602 Total misclassified:  2\n",
      "Objective Function Value:  17.023081300214717 Total misclassified:  2\n",
      "Objective Function Value:  17.021678870406 Total misclassified:  2\n",
      "Objective Function Value:  17.02027681885911 Total misclassified:  2\n",
      "Objective Function Value:  17.01887514541577 Total misclassified:  2\n",
      "Objective Function Value:  17.017473849917838 Total misclassified:  2\n",
      "Objective Function Value:  17.016072932207226 Total misclassified:  2\n",
      "Objective Function Value:  17.014672392125956 Total misclassified:  2\n",
      "Objective Function Value:  17.013272229516108 Total misclassified:  2\n",
      "Objective Function Value:  17.011872444219893 Total misclassified:  2\n",
      "Objective Function Value:  17.01047303607958 Total misclassified:  2\n",
      "Objective Function Value:  17.00907400493754 Total misclassified:  2\n",
      "Objective Function Value:  17.007675350636227 Total misclassified:  2\n",
      "Objective Function Value:  17.00627707301818 Total misclassified:  2\n",
      "Objective Function Value:  17.00487917192604 Total misclassified:  2\n",
      "Objective Function Value:  17.003481647202523 Total misclassified:  2\n",
      "Objective Function Value:  17.002084498690447 Total misclassified:  2\n",
      "Objective Function Value:  17.000687726232698 Total misclassified:  2\n",
      "Objective Function Value:  16.999291329672268 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.997895308852236 Total misclassified:  2\n",
      "Objective Function Value:  16.996499663615758 Total misclassified:  2\n",
      "Objective Function Value:  16.995104393806088 Total misclassified:  2\n",
      "Objective Function Value:  16.993709499266565 Total misclassified:  2\n",
      "Objective Function Value:  16.992314979840607 Total misclassified:  2\n",
      "Objective Function Value:  16.990920835371746 Total misclassified:  2\n",
      "Objective Function Value:  16.989527065703562 Total misclassified:  2\n",
      "Objective Function Value:  16.98813367067977 Total misclassified:  2\n",
      "Objective Function Value:  16.986740650144128 Total misclassified:  2\n",
      "Objective Function Value:  16.98534800394051 Total misclassified:  2\n",
      "Objective Function Value:  16.983955731912868 Total misclassified:  2\n",
      "Objective Function Value:  16.982563833905235 Total misclassified:  2\n",
      "Objective Function Value:  16.981172309761753 Total misclassified:  2\n",
      "Objective Function Value:  16.97978115932663 Total misclassified:  2\n",
      "Objective Function Value:  16.97839038244417 Total misclassified:  2\n",
      "Objective Function Value:  16.97699997895876 Total misclassified:  2\n",
      "Objective Function Value:  16.975609948714876 Total misclassified:  2\n",
      "Objective Function Value:  16.97422029155709 Total misclassified:  2\n",
      "Objective Function Value:  16.97283100733005 Total misclassified:  2\n",
      "Objective Function Value:  16.971442095878494 Total misclassified:  2\n",
      "Objective Function Value:  16.970053557047237 Total misclassified:  2\n",
      "Objective Function Value:  16.96866539068121 Total misclassified:  2\n",
      "Objective Function Value:  16.967277596625404 Total misclassified:  2\n",
      "Objective Function Value:  16.965890174724898 Total misclassified:  2\n",
      "Objective Function Value:  16.964503124824876 Total misclassified:  2\n",
      "Objective Function Value:  16.96311644677059 Total misclassified:  2\n",
      "Objective Function Value:  16.96173014040739 Total misclassified:  2\n",
      "Objective Function Value:  16.960344205580704 Total misclassified:  2\n",
      "Objective Function Value:  16.958958642136054 Total misclassified:  2\n",
      "Objective Function Value:  16.957573449919042 Total misclassified:  2\n",
      "Objective Function Value:  16.956188628775365 Total misclassified:  2\n",
      "Objective Function Value:  16.954804178550795 Total misclassified:  2\n",
      "Objective Function Value:  16.953420099091204 Total misclassified:  2\n",
      "Objective Function Value:  16.95203639024254 Total misclassified:  2\n",
      "Objective Function Value:  16.950653051850836 Total misclassified:  2\n",
      "Objective Function Value:  16.94927008376221 Total misclassified:  2\n",
      "Objective Function Value:  16.947887485822882 Total misclassified:  2\n",
      "Objective Function Value:  16.94650525787914 Total misclassified:  2\n",
      "Objective Function Value:  16.945123399777366 Total misclassified:  2\n",
      "Objective Function Value:  16.94374191136403 Total misclassified:  2\n",
      "Objective Function Value:  16.942360792485673 Total misclassified:  2\n",
      "Objective Function Value:  16.940980042988944 Total misclassified:  2\n",
      "Objective Function Value:  16.93959966272056 Total misclassified:  2\n",
      "Objective Function Value:  16.938219651527334 Total misclassified:  2\n",
      "Objective Function Value:  16.93684000925615 Total misclassified:  2\n",
      "Objective Function Value:  16.935460735754006 Total misclassified:  2\n",
      "Objective Function Value:  16.934081830867953 Total misclassified:  2\n",
      "Objective Function Value:  16.93270329444514 Total misclassified:  2\n",
      "Objective Function Value:  16.931325126332816 Total misclassified:  2\n",
      "Objective Function Value:  16.92994732637829 Total misclassified:  2\n",
      "Objective Function Value:  16.928569894428975 Total misclassified:  2\n",
      "Objective Function Value:  16.92719283033236 Total misclassified:  2\n",
      "Objective Function Value:  16.925816133936017 Total misclassified:  2\n",
      "Objective Function Value:  16.92443980508762 Total misclassified:  2\n",
      "Objective Function Value:  16.9230638436349 Total misclassified:  2\n",
      "Objective Function Value:  16.921688249425696 Total misclassified:  2\n",
      "Objective Function Value:  16.920313022307923 Total misclassified:  2\n",
      "Objective Function Value:  16.918938162129585 Total misclassified:  2\n",
      "Objective Function Value:  16.91756366873876 Total misclassified:  2\n",
      "Objective Function Value:  16.916189541983627 Total misclassified:  2\n",
      "Objective Function Value:  16.914815781712427 Total misclassified:  2\n",
      "Objective Function Value:  16.913442387773514 Total misclassified:  2\n",
      "Objective Function Value:  16.91206936001531 Total misclassified:  2\n",
      "Objective Function Value:  16.91069669828631 Total misclassified:  2\n",
      "Objective Function Value:  16.90932440243511 Total misclassified:  2\n",
      "Objective Function Value:  16.90795247231039 Total misclassified:  2\n",
      "Objective Function Value:  16.906580907760926 Total misclassified:  2\n",
      "Objective Function Value:  16.90520970863554 Total misclassified:  2\n",
      "Objective Function Value:  16.903838874783162 Total misclassified:  2\n",
      "Objective Function Value:  16.90246840605282 Total misclassified:  2\n",
      "Objective Function Value:  16.9010983022936 Total misclassified:  2\n",
      "Objective Function Value:  16.899728563354685 Total misclassified:  2\n",
      "Objective Function Value:  16.898359189085348 Total misclassified:  2\n",
      "Objective Function Value:  16.89699017933492 Total misclassified:  2\n",
      "Objective Function Value:  16.89562153395285 Total misclassified:  2\n",
      "Objective Function Value:  16.894253252788644 Total misclassified:  2\n",
      "Objective Function Value:  16.892885335691904 Total misclassified:  2\n",
      "Objective Function Value:  16.891517782512317 Total misclassified:  2\n",
      "Objective Function Value:  16.89015059309964 Total misclassified:  2\n",
      "Objective Function Value:  16.888783767303742 Total misclassified:  2\n",
      "Objective Function Value:  16.887417304974537 Total misclassified:  2\n",
      "Objective Function Value:  16.886051205962048 Total misclassified:  2\n",
      "Objective Function Value:  16.88468547011638 Total misclassified:  2\n",
      "Objective Function Value:  16.883320097287715 Total misclassified:  2\n",
      "Objective Function Value:  16.88195508732631 Total misclassified:  2\n",
      "Objective Function Value:  16.88059044008253 Total misclassified:  2\n",
      "Objective Function Value:  16.87922615540679 Total misclassified:  2\n",
      "Objective Function Value:  16.87786223314962 Total misclassified:  2\n",
      "Objective Function Value:  16.87649867316162 Total misclassified:  2\n",
      "Objective Function Value:  16.87513547529346 Total misclassified:  2\n",
      "Objective Function Value:  16.87377263939591 Total misclassified:  2\n",
      "Objective Function Value:  16.87241016531982 Total misclassified:  2\n",
      "Objective Function Value:  16.87104805291611 Total misclassified:  2\n",
      "Objective Function Value:  16.86968630203581 Total misclassified:  2\n",
      "Objective Function Value:  16.868324912529992 Total misclassified:  2\n",
      "Objective Function Value:  16.866963884249852 Total misclassified:  2\n",
      "Objective Function Value:  16.86560321704664 Total misclassified:  2\n",
      "Objective Function Value:  16.864242910771708 Total misclassified:  2\n",
      "Objective Function Value:  16.862882965276476 Total misclassified:  2\n",
      "Objective Function Value:  16.861523380412443 Total misclassified:  2\n",
      "Objective Function Value:  16.86016415603121 Total misclassified:  2\n",
      "Objective Function Value:  16.858805291984442 Total misclassified:  2\n",
      "Objective Function Value:  16.857446788123895 Total misclassified:  2\n",
      "Objective Function Value:  16.856088644301405 Total misclassified:  2\n",
      "Objective Function Value:  16.85473086036889 Total misclassified:  2\n",
      "Objective Function Value:  16.853373436178348 Total misclassified:  2\n",
      "Objective Function Value:  16.85201637158186 Total misclassified:  2\n",
      "Objective Function Value:  16.850659666431593 Total misclassified:  2\n",
      "Objective Function Value:  16.84930332057979 Total misclassified:  2\n",
      "Objective Function Value:  16.84794733387878 Total misclassified:  2\n",
      "Objective Function Value:  16.846591706180966 Total misclassified:  2\n",
      "Objective Function Value:  16.845236437338844 Total misclassified:  2\n",
      "Objective Function Value:  16.84388152720498 Total misclassified:  2\n",
      "Objective Function Value:  16.84252697563204 Total misclassified:  2\n",
      "Objective Function Value:  16.841172782472743 Total misclassified:  2\n",
      "Objective Function Value:  16.839818947579914 Total misclassified:  2\n",
      "Objective Function Value:  16.838465470806455 Total misclassified:  2\n",
      "Objective Function Value:  16.837112352005335 Total misclassified:  2\n",
      "Objective Function Value:  16.835759591029614 Total misclassified:  2\n",
      "Objective Function Value:  16.834407187732445 Total misclassified:  2\n",
      "Objective Function Value:  16.833055141967037 Total misclassified:  2\n",
      "Objective Function Value:  16.831703453586705 Total misclassified:  2\n",
      "Objective Function Value:  16.83035212244482 Total misclassified:  2\n",
      "Objective Function Value:  16.82900114839486 Total misclassified:  2\n",
      "Objective Function Value:  16.82765053129036 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.82630027098495 Total misclassified:  2\n",
      "Objective Function Value:  16.82495036733236 Total misclassified:  2\n",
      "Objective Function Value:  16.82360082018635 Total misclassified:  2\n",
      "Objective Function Value:  16.822251629400796 Total misclassified:  2\n",
      "Objective Function Value:  16.82090279482965 Total misclassified:  2\n",
      "Objective Function Value:  16.819554316326943 Total misclassified:  2\n",
      "Objective Function Value:  16.818206193746793 Total misclassified:  2\n",
      "Objective Function Value:  16.816858426943377 Total misclassified:  2\n",
      "Objective Function Value:  16.815511015770976 Total misclassified:  2\n",
      "Objective Function Value:  16.81416396008395 Total misclassified:  2\n",
      "Objective Function Value:  16.81281725973671 Total misclassified:  2\n",
      "Objective Function Value:  16.811470914583786 Total misclassified:  2\n",
      "Objective Function Value:  16.810124924479766 Total misclassified:  2\n",
      "Objective Function Value:  16.808779289279318 Total misclassified:  2\n",
      "Objective Function Value:  16.807434008837202 Total misclassified:  2\n",
      "Objective Function Value:  16.806089083008246 Total misclassified:  2\n",
      "Objective Function Value:  16.804744511647367 Total misclassified:  2\n",
      "Objective Function Value:  16.803400294609553 Total misclassified:  2\n",
      "Objective Function Value:  16.802056431749882 Total misclassified:  2\n",
      "Objective Function Value:  16.80071292292351 Total misclassified:  2\n",
      "Objective Function Value:  16.799369767985652 Total misclassified:  2\n",
      "Objective Function Value:  16.79802696679164 Total misclassified:  2\n",
      "Objective Function Value:  16.796684519196845 Total misclassified:  2\n",
      "Objective Function Value:  16.795342425056756 Total misclassified:  2\n",
      "Objective Function Value:  16.794000684226916 Total misclassified:  2\n",
      "Objective Function Value:  16.792659296562956 Total misclassified:  2\n",
      "Objective Function Value:  16.791318261920583 Total misclassified:  2\n",
      "Objective Function Value:  16.789977580155593 Total misclassified:  2\n",
      "Objective Function Value:  16.78863725112384 Total misclassified:  2\n",
      "Objective Function Value:  16.787297274681283 Total misclassified:  2\n",
      "Objective Function Value:  16.785957650683955 Total misclassified:  2\n",
      "Objective Function Value:  16.784618378987936 Total misclassified:  2\n",
      "Objective Function Value:  16.78327945944943 Total misclassified:  2\n",
      "Objective Function Value:  16.781940891924705 Total misclassified:  2\n",
      "Objective Function Value:  16.78060267627009 Total misclassified:  2\n",
      "Objective Function Value:  16.779264812342014 Total misclassified:  2\n",
      "Objective Function Value:  16.777927299996975 Total misclassified:  2\n",
      "Objective Function Value:  16.77659013909155 Total misclassified:  2\n",
      "Objective Function Value:  16.775253329482396 Total misclassified:  2\n",
      "Objective Function Value:  16.77391687102626 Total misclassified:  2\n",
      "Objective Function Value:  16.772580763579946 Total misclassified:  2\n",
      "Objective Function Value:  16.771245007000353 Total misclassified:  2\n",
      "Objective Function Value:  16.769909601144455 Total misclassified:  2\n",
      "Objective Function Value:  16.768574545869296 Total misclassified:  2\n",
      "Objective Function Value:  16.76723984103201 Total misclassified:  2\n",
      "Objective Function Value:  16.7659054864898 Total misclassified:  2\n",
      "Objective Function Value:  16.76457148209996 Total misclassified:  2\n",
      "Objective Function Value:  16.76323782771985 Total misclassified:  2\n",
      "Objective Function Value:  16.76190452320691 Total misclassified:  2\n",
      "Objective Function Value:  16.760571568418666 Total misclassified:  2\n",
      "Objective Function Value:  16.75923896321271 Total misclassified:  2\n",
      "Objective Function Value:  16.757906707446722 Total misclassified:  2\n",
      "Objective Function Value:  16.756574800978456 Total misclassified:  2\n",
      "Objective Function Value:  16.755243243665745 Total misclassified:  2\n",
      "Objective Function Value:  16.753912035366504 Total misclassified:  2\n",
      "Objective Function Value:  16.75258117593871 Total misclassified:  2\n",
      "Objective Function Value:  16.75125066524044 Total misclassified:  2\n",
      "Objective Function Value:  16.749920503129832 Total misclassified:  2\n",
      "Objective Function Value:  16.74859068946511 Total misclassified:  2\n",
      "Objective Function Value:  16.747261224104573 Total misclassified:  2\n",
      "Objective Function Value:  16.745932106906597 Total misclassified:  2\n",
      "Objective Function Value:  16.744603337729636 Total misclassified:  2\n",
      "Objective Function Value:  16.74327491643222 Total misclassified:  2\n",
      "Objective Function Value:  16.741946842872963 Total misclassified:  2\n",
      "Objective Function Value:  16.740619116910544 Total misclassified:  2\n",
      "Objective Function Value:  16.739291738403733 Total misclassified:  2\n",
      "Objective Function Value:  16.73796470721137 Total misclassified:  2\n",
      "Objective Function Value:  16.73663802319237 Total misclassified:  2\n",
      "Objective Function Value:  16.735311686205726 Total misclassified:  2\n",
      "Objective Function Value:  16.733985696110516 Total misclassified:  2\n",
      "Objective Function Value:  16.732660052765894 Total misclassified:  2\n",
      "Objective Function Value:  16.731334756031078 Total misclassified:  2\n",
      "Objective Function Value:  16.730009805765377 Total misclassified:  2\n",
      "Objective Function Value:  16.728685201828164 Total misclassified:  2\n",
      "Objective Function Value:  16.727360944078896 Total misclassified:  2\n",
      "Objective Function Value:  16.726037032377114 Total misclassified:  2\n",
      "Objective Function Value:  16.724713466582426 Total misclassified:  2\n",
      "Objective Function Value:  16.723390246554516 Total misclassified:  2\n",
      "Objective Function Value:  16.72206737215315 Total misclassified:  2\n",
      "Objective Function Value:  16.72074484323817 Total misclassified:  2\n",
      "Objective Function Value:  16.71942265966949 Total misclassified:  2\n",
      "Objective Function Value:  16.718100821307104 Total misclassified:  2\n",
      "Objective Function Value:  16.716779328011086 Total misclassified:  2\n",
      "Objective Function Value:  16.715458179641573 Total misclassified:  2\n",
      "Objective Function Value:  16.714137376058794 Total misclassified:  2\n",
      "Objective Function Value:  16.712816917123053 Total misclassified:  2\n",
      "Objective Function Value:  16.71149680269471 Total misclassified:  2\n",
      "Objective Function Value:  16.710177032634228 Total misclassified:  2\n",
      "Objective Function Value:  16.708857606802123 Total misclassified:  2\n",
      "Objective Function Value:  16.707538525059018 Total misclassified:  2\n",
      "Objective Function Value:  16.70621978726557 Total misclassified:  2\n",
      "Objective Function Value:  16.704901393282547 Total misclassified:  2\n",
      "Objective Function Value:  16.703583342970777 Total misclassified:  2\n",
      "Objective Function Value:  16.702265636191164 Total misclassified:  2\n",
      "Objective Function Value:  16.700948272804695 Total misclassified:  2\n",
      "Objective Function Value:  16.69963125267242 Total misclassified:  2\n",
      "Objective Function Value:  16.698314575655488 Total misclassified:  2\n",
      "Objective Function Value:  16.69699824161509 Total misclassified:  2\n",
      "Objective Function Value:  16.695682250412524 Total misclassified:  2\n",
      "Objective Function Value:  16.694366601909152 Total misclassified:  2\n",
      "Objective Function Value:  16.6930512959664 Total misclassified:  2\n",
      "Objective Function Value:  16.691736332445785 Total misclassified:  2\n",
      "Objective Function Value:  16.6904217112089 Total misclassified:  2\n",
      "Objective Function Value:  16.689107432117396 Total misclassified:  2\n",
      "Objective Function Value:  16.687793495033016 Total misclassified:  2\n",
      "Objective Function Value:  16.68647989981757 Total misclassified:  2\n",
      "Objective Function Value:  16.685166646332952 Total misclassified:  2\n",
      "Objective Function Value:  16.683853734441122 Total misclassified:  2\n",
      "Objective Function Value:  16.682541164004114 Total misclassified:  2\n",
      "Objective Function Value:  16.681228934884047 Total misclassified:  2\n",
      "Objective Function Value:  16.679917046943103 Total misclassified:  2\n",
      "Objective Function Value:  16.678605500043545 Total misclassified:  2\n",
      "Objective Function Value:  16.677294294047723 Total misclassified:  2\n",
      "Objective Function Value:  16.675983428818043 Total misclassified:  2\n",
      "Objective Function Value:  16.674672904216983 Total misclassified:  2\n",
      "Objective Function Value:  16.673362720107114 Total misclassified:  2\n",
      "Objective Function Value:  16.672052876351074 Total misclassified:  2\n",
      "Objective Function Value:  16.67074337281157 Total misclassified:  2\n",
      "Objective Function Value:  16.669434209351387 Total misclassified:  2\n",
      "Objective Function Value:  16.66812538583339 Total misclassified:  2\n",
      "Objective Function Value:  16.66681690212051 Total misclassified:  2\n",
      "Objective Function Value:  16.66550875807576 Total misclassified:  2\n",
      "Objective Function Value:  16.664200953562222 Total misclassified:  2\n",
      "Objective Function Value:  16.66289348844305 Total misclassified:  2\n",
      "Objective Function Value:  16.66158636258148 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.660279575840825 Total misclassified:  2\n",
      "Objective Function Value:  16.658973128084455 Total misclassified:  2\n",
      "Objective Function Value:  16.657667019175825 Total misclassified:  2\n",
      "Objective Function Value:  16.65636124897847 Total misclassified:  2\n",
      "Objective Function Value:  16.655055817355986 Total misclassified:  2\n",
      "Objective Function Value:  16.653750724172056 Total misclassified:  2\n",
      "Objective Function Value:  16.652445969290426 Total misclassified:  2\n",
      "Objective Function Value:  16.651141552574927 Total misclassified:  2\n",
      "Objective Function Value:  16.64983747388945 Total misclassified:  2\n",
      "Objective Function Value:  16.648533733097963 Total misclassified:  2\n",
      "Objective Function Value:  16.647230330064517 Total misclassified:  2\n",
      "Objective Function Value:  16.64592726465324 Total misclassified:  2\n",
      "Objective Function Value:  16.64462453672831 Total misclassified:  2\n",
      "Objective Function Value:  16.643322146154006 Total misclassified:  2\n",
      "Objective Function Value:  16.64202009279466 Total misclassified:  2\n",
      "Objective Function Value:  16.640718376514684 Total misclassified:  2\n",
      "Objective Function Value:  16.639416997178568 Total misclassified:  2\n",
      "Objective Function Value:  16.638115954650875 Total misclassified:  2\n",
      "Objective Function Value:  16.636815248796232 Total misclassified:  2\n",
      "Objective Function Value:  16.635514879479352 Total misclassified:  2\n",
      "Objective Function Value:  16.634214846565015 Total misclassified:  2\n",
      "Objective Function Value:  16.632915149918063 Total misclassified:  2\n",
      "Objective Function Value:  16.631615789403433 Total misclassified:  2\n",
      "Objective Function Value:  16.63031676488613 Total misclassified:  2\n",
      "Objective Function Value:  16.629018076231205 Total misclassified:  2\n",
      "Objective Function Value:  16.627719723303823 Total misclassified:  2\n",
      "Objective Function Value:  16.626421705969193 Total misclassified:  2\n",
      "Objective Function Value:  16.625124024092607 Total misclassified:  2\n",
      "Objective Function Value:  16.623826677539423 Total misclassified:  2\n",
      "Objective Function Value:  16.62252966617509 Total misclassified:  2\n",
      "Objective Function Value:  16.621232989865106 Total misclassified:  2\n",
      "Objective Function Value:  16.61993664847506 Total misclassified:  2\n",
      "Objective Function Value:  16.618640641870606 Total misclassified:  2\n",
      "Objective Function Value:  16.61734496991746 Total misclassified:  2\n",
      "Objective Function Value:  16.61604963248144 Total misclassified:  2\n",
      "Objective Function Value:  16.614754629428404 Total misclassified:  2\n",
      "Objective Function Value:  16.613459960624297 Total misclassified:  2\n",
      "Objective Function Value:  16.612165625935145 Total misclassified:  2\n",
      "Objective Function Value:  16.610871625227023 Total misclassified:  2\n",
      "Objective Function Value:  16.609577958366106 Total misclassified:  2\n",
      "Objective Function Value:  16.608284625218616 Total misclassified:  2\n",
      "Objective Function Value:  16.60699162565087 Total misclassified:  2\n",
      "Objective Function Value:  16.605698959529242 Total misclassified:  2\n",
      "Objective Function Value:  16.60440662672017 Total misclassified:  2\n",
      "Objective Function Value:  16.603114627090193 Total misclassified:  2\n",
      "Objective Function Value:  16.601822960505896 Total misclassified:  2\n",
      "Objective Function Value:  16.60053162683394 Total misclassified:  2\n",
      "Objective Function Value:  16.599240625941075 Total misclassified:  2\n",
      "Objective Function Value:  16.597949957694105 Total misclassified:  2\n",
      "Objective Function Value:  16.59665962195991 Total misclassified:  2\n",
      "Objective Function Value:  16.59536961860544 Total misclassified:  2\n",
      "Objective Function Value:  16.594079947497725 Total misclassified:  2\n",
      "Objective Function Value:  16.59279060850386 Total misclassified:  2\n",
      "Objective Function Value:  16.59150160149101 Total misclassified:  2\n",
      "Objective Function Value:  16.59021292632642 Total misclassified:  2\n",
      "Objective Function Value:  16.588924582877397 Total misclassified:  2\n",
      "Objective Function Value:  16.587636571011316 Total misclassified:  2\n",
      "Objective Function Value:  16.58634889059565 Total misclassified:  2\n",
      "Objective Function Value:  16.585061541497904 Total misclassified:  2\n",
      "Objective Function Value:  16.58377452358568 Total misclassified:  2\n",
      "Objective Function Value:  16.582487836726656 Total misclassified:  2\n",
      "Objective Function Value:  16.581201480788565 Total misclassified:  2\n",
      "Objective Function Value:  16.57991545563921 Total misclassified:  2\n",
      "Objective Function Value:  16.578629761146477 Total misclassified:  2\n",
      "Objective Function Value:  16.577344397178322 Total misclassified:  2\n",
      "Objective Function Value:  16.57605936360276 Total misclassified:  2\n",
      "Objective Function Value:  16.574774660287893 Total misclassified:  2\n",
      "Objective Function Value:  16.57349028710188 Total misclassified:  2\n",
      "Objective Function Value:  16.57220624391296 Total misclassified:  2\n",
      "Objective Function Value:  16.570922530589435 Total misclassified:  2\n",
      "Objective Function Value:  16.56963914699969 Total misclassified:  2\n",
      "Objective Function Value:  16.56835609301217 Total misclassified:  2\n",
      "Objective Function Value:  16.5670733684954 Total misclassified:  2\n",
      "Objective Function Value:  16.56579097331795 Total misclassified:  2\n",
      "Objective Function Value:  16.564508907348497 Total misclassified:  2\n",
      "Objective Function Value:  16.56322717045577 Total misclassified:  2\n",
      "Objective Function Value:  16.56194576250857 Total misclassified:  2\n",
      "Objective Function Value:  16.560664683375762 Total misclassified:  2\n",
      "Objective Function Value:  16.559383932926295 Total misclassified:  2\n",
      "Objective Function Value:  16.558103511029174 Total misclassified:  2\n",
      "Objective Function Value:  16.55682341755349 Total misclassified:  2\n",
      "Objective Function Value:  16.55554365236839 Total misclassified:  2\n",
      "Objective Function Value:  16.55426421534309 Total misclassified:  2\n",
      "Objective Function Value:  16.5529851063469 Total misclassified:  2\n",
      "Objective Function Value:  16.55170632524917 Total misclassified:  2\n",
      "Objective Function Value:  16.550427871919343 Total misclassified:  2\n",
      "Objective Function Value:  16.549149746226917 Total misclassified:  2\n",
      "Objective Function Value:  16.54787194804146 Total misclassified:  2\n",
      "Objective Function Value:  16.546594477232627 Total misclassified:  2\n",
      "Objective Function Value:  16.54531733367012 Total misclassified:  2\n",
      "Objective Function Value:  16.544040517223735 Total misclassified:  2\n",
      "Objective Function Value:  16.542764027763305 Total misclassified:  2\n",
      "Objective Function Value:  16.54148786515877 Total misclassified:  2\n",
      "Objective Function Value:  16.54021202928012 Total misclassified:  2\n",
      "Objective Function Value:  16.538936519997407 Total misclassified:  2\n",
      "Objective Function Value:  16.537661337180758 Total misclassified:  2\n",
      "Objective Function Value:  16.536386480700397 Total misclassified:  2\n",
      "Objective Function Value:  16.535111950426575 Total misclassified:  2\n",
      "Objective Function Value:  16.533837746229644 Total misclassified:  2\n",
      "Objective Function Value:  16.532563867980002 Total misclassified:  2\n",
      "Objective Function Value:  16.531290315548134 Total misclassified:  2\n",
      "Objective Function Value:  16.530017088804584 Total misclassified:  2\n",
      "Objective Function Value:  16.52874418761997 Total misclassified:  2\n",
      "Objective Function Value:  16.527471611864982 Total misclassified:  2\n",
      "Objective Function Value:  16.526199361410377 Total misclassified:  2\n",
      "Objective Function Value:  16.524927436126973 Total misclassified:  2\n",
      "Objective Function Value:  16.523655835885663 Total misclassified:  2\n",
      "Objective Function Value:  16.52238456055742 Total misclassified:  2\n",
      "Objective Function Value:  16.521113610013266 Total misclassified:  2\n",
      "Objective Function Value:  16.519842984124303 Total misclassified:  2\n",
      "Objective Function Value:  16.518572682761704 Total misclassified:  2\n",
      "Objective Function Value:  16.517302705796705 Total misclassified:  2\n",
      "Objective Function Value:  16.516033053100614 Total misclassified:  2\n",
      "Objective Function Value:  16.514763724544807 Total misclassified:  2\n",
      "Objective Function Value:  16.513494720000725 Total misclassified:  2\n",
      "Objective Function Value:  16.512226039339897 Total misclassified:  2\n",
      "Objective Function Value:  16.510957682433883 Total misclassified:  2\n",
      "Objective Function Value:  16.509689649154346 Total misclassified:  2\n",
      "Objective Function Value:  16.508421939372997 Total misclassified:  2\n",
      "Objective Function Value:  16.507154552961637 Total misclassified:  2\n",
      "Objective Function Value:  16.50588748979211 Total misclassified:  2\n",
      "Objective Function Value:  16.504620749736347 Total misclassified:  2\n",
      "Objective Function Value:  16.50335433266634 Total misclassified:  2\n",
      "Objective Function Value:  16.502088238454146 Total misclassified:  2\n",
      "Objective Function Value:  16.50082246697189 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.499557018091785 Total misclassified:  2\n",
      "Objective Function Value:  16.498291891686087 Total misclassified:  2\n",
      "Objective Function Value:  16.497027087627124 Total misclassified:  2\n",
      "Objective Function Value:  16.495762605787313 Total misclassified:  2\n",
      "Objective Function Value:  16.49449844603911 Total misclassified:  2\n",
      "Objective Function Value:  16.493234608255058 Total misclassified:  2\n",
      "Objective Function Value:  16.49197109230776 Total misclassified:  2\n",
      "Objective Function Value:  16.490707898069893 Total misclassified:  2\n",
      "Objective Function Value:  16.489445025414202 Total misclassified:  2\n",
      "Objective Function Value:  16.488182474213488 Total misclassified:  2\n",
      "Objective Function Value:  16.486920244340638 Total misclassified:  2\n",
      "Objective Function Value:  16.485658335668585 Total misclassified:  2\n",
      "Objective Function Value:  16.484396748070353 Total misclassified:  2\n",
      "Objective Function Value:  16.483135481419012 Total misclassified:  2\n",
      "Objective Function Value:  16.481874535587714 Total misclassified:  2\n",
      "Objective Function Value:  16.480613910449676 Total misclassified:  2\n",
      "Objective Function Value:  16.479353605878178 Total misclassified:  2\n",
      "Objective Function Value:  16.47809362174657 Total misclassified:  2\n",
      "Objective Function Value:  16.476833957928267 Total misclassified:  2\n",
      "Objective Function Value:  16.47557461429676 Total misclassified:  2\n",
      "Objective Function Value:  16.474315590725602 Total misclassified:  2\n",
      "Objective Function Value:  16.473056887088404 Total misclassified:  2\n",
      "Objective Function Value:  16.47179850325886 Total misclassified:  2\n",
      "Objective Function Value:  16.47054043911072 Total misclassified:  2\n",
      "Objective Function Value:  16.46928269451781 Total misclassified:  2\n",
      "Objective Function Value:  16.468025269354005 Total misclassified:  2\n",
      "Objective Function Value:  16.46676816349327 Total misclassified:  2\n",
      "Objective Function Value:  16.46551137680963 Total misclassified:  2\n",
      "Objective Function Value:  16.46425490917716 Total misclassified:  2\n",
      "Objective Function Value:  16.462998760470036 Total misclassified:  2\n",
      "Objective Function Value:  16.461742930562465 Total misclassified:  2\n",
      "Objective Function Value:  16.460487419328743 Total misclassified:  2\n",
      "Objective Function Value:  16.459232226643223 Total misclassified:  2\n",
      "Objective Function Value:  16.457977352380333 Total misclassified:  2\n",
      "Objective Function Value:  16.456722796414553 Total misclassified:  2\n",
      "Objective Function Value:  16.455468558620446 Total misclassified:  2\n",
      "Objective Function Value:  16.454214638872642 Total misclassified:  2\n",
      "Objective Function Value:  16.452961037045814 Total misclassified:  2\n",
      "Objective Function Value:  16.45170775301473 Total misclassified:  2\n",
      "Objective Function Value:  16.450454786654213 Total misclassified:  2\n",
      "Objective Function Value:  16.449202137839144 Total misclassified:  2\n",
      "Objective Function Value:  16.44794980644448 Total misclassified:  2\n",
      "Objective Function Value:  16.446697792345248 Total misclassified:  2\n",
      "Objective Function Value:  16.44544609541653 Total misclassified:  2\n",
      "Objective Function Value:  16.444194715533484 Total misclassified:  2\n",
      "Objective Function Value:  16.442943652571323 Total misclassified:  2\n",
      "Objective Function Value:  16.441692906405343 Total misclassified:  2\n",
      "Objective Function Value:  16.440442476910892 Total misclassified:  2\n",
      "Objective Function Value:  16.439192363963386 Total misclassified:  2\n",
      "Objective Function Value:  16.437942567438316 Total misclassified:  2\n",
      "Objective Function Value:  16.436693087211225 Total misclassified:  2\n",
      "Objective Function Value:  16.435443923157735 Total misclassified:  2\n",
      "Objective Function Value:  16.43419507515353 Total misclassified:  2\n",
      "Objective Function Value:  16.432946543074344 Total misclassified:  2\n",
      "Objective Function Value:  16.43169832679601 Total misclassified:  2\n",
      "Objective Function Value:  16.430450426194398 Total misclassified:  2\n",
      "Objective Function Value:  16.42920284114545 Total misclassified:  2\n",
      "Objective Function Value:  16.42795557152519 Total misclassified:  2\n",
      "Objective Function Value:  16.426708617209677 Total misclassified:  2\n",
      "Objective Function Value:  16.425461978075067 Total misclassified:  2\n",
      "Objective Function Value:  16.424215653997564 Total misclassified:  2\n",
      "Objective Function Value:  16.42296964485344 Total misclassified:  2\n",
      "Objective Function Value:  16.42172395051903 Total misclassified:  2\n",
      "Objective Function Value:  16.42047857087075 Total misclassified:  2\n",
      "Objective Function Value:  16.41923350578506 Total misclassified:  2\n",
      "Objective Function Value:  16.41798875513849 Total misclassified:  2\n",
      "Objective Function Value:  16.416744318807652 Total misclassified:  2\n",
      "Objective Function Value:  16.41550019666921 Total misclassified:  2\n",
      "Objective Function Value:  16.41425638859989 Total misclassified:  2\n",
      "Objective Function Value:  16.413012894476484 Total misclassified:  2\n",
      "Objective Function Value:  16.41176971417586 Total misclassified:  2\n",
      "Objective Function Value:  16.410526847574943 Total misclassified:  2\n",
      "Objective Function Value:  16.40928429455072 Total misclassified:  2\n",
      "Objective Function Value:  16.408042054980246 Total misclassified:  2\n",
      "Objective Function Value:  16.40680012874065 Total misclassified:  2\n",
      "Objective Function Value:  16.405558515709107 Total misclassified:  2\n",
      "Objective Function Value:  16.40431721576288 Total misclassified:  2\n",
      "Objective Function Value:  16.40307622877927 Total misclassified:  2\n",
      "Objective Function Value:  16.401835554635667 Total misclassified:  2\n",
      "Objective Function Value:  16.40059519320951 Total misclassified:  2\n",
      "Objective Function Value:  16.399355144378323 Total misclassified:  2\n",
      "Objective Function Value:  16.39811540801966 Total misclassified:  2\n",
      "Objective Function Value:  16.39687598401117 Total misclassified:  2\n",
      "Objective Function Value:  16.395636872230554 Total misclassified:  2\n",
      "Objective Function Value:  16.394398072555582 Total misclassified:  2\n",
      "Objective Function Value:  16.393159584864087 Total misclassified:  2\n",
      "Objective Function Value:  16.391921409033955 Total misclassified:  2\n",
      "Objective Function Value:  16.390683544943165 Total misclassified:  2\n",
      "Objective Function Value:  16.38944599246973 Total misclassified:  2\n",
      "Objective Function Value:  16.38820875149174 Total misclassified:  2\n",
      "Objective Function Value:  16.386971821887354 Total misclassified:  2\n",
      "Objective Function Value:  16.38573520353478 Total misclassified:  2\n",
      "Objective Function Value:  16.384498896312316 Total misclassified:  2\n",
      "Objective Function Value:  16.383262900098295 Total misclassified:  2\n",
      "Objective Function Value:  16.382027214771142 Total misclassified:  2\n",
      "Objective Function Value:  16.38079184020931 Total misclassified:  2\n",
      "Objective Function Value:  16.37955677629136 Total misclassified:  2\n",
      "Objective Function Value:  16.37832202289587 Total misclassified:  2\n",
      "Objective Function Value:  16.37708757990153 Total misclassified:  2\n",
      "Objective Function Value:  16.375853447187055 Total misclassified:  2\n",
      "Objective Function Value:  16.37461962463125 Total misclassified:  2\n",
      "Objective Function Value:  16.373386112112964 Total misclassified:  2\n",
      "Objective Function Value:  16.372152909511122 Total misclassified:  2\n",
      "Objective Function Value:  16.37092001670471 Total misclassified:  2\n",
      "Objective Function Value:  16.36968743357278 Total misclassified:  2\n",
      "Objective Function Value:  16.368455159994433 Total misclassified:  2\n",
      "Objective Function Value:  16.36722319584885 Total misclassified:  2\n",
      "Objective Function Value:  16.365991541015283 Total misclassified:  2\n",
      "Objective Function Value:  16.36476019537302 Total misclassified:  2\n",
      "Objective Function Value:  16.363529158801434 Total misclassified:  2\n",
      "Objective Function Value:  16.362298431179955 Total misclassified:  2\n",
      "Objective Function Value:  16.361068012388078 Total misclassified:  2\n",
      "Objective Function Value:  16.35983790230535 Total misclassified:  2\n",
      "Objective Function Value:  16.358608100811406 Total misclassified:  2\n",
      "Objective Function Value:  16.35737860778592 Total misclassified:  2\n",
      "Objective Function Value:  16.356149423108636 Total misclassified:  2\n",
      "Objective Function Value:  16.35492054665937 Total misclassified:  2\n",
      "Objective Function Value:  16.35369197831799 Total misclassified:  2\n",
      "Objective Function Value:  16.35246371796443 Total misclassified:  2\n",
      "Objective Function Value:  16.351235765478698 Total misclassified:  2\n",
      "Objective Function Value:  16.350008120740853 Total misclassified:  2\n",
      "Objective Function Value:  16.34878078363101 Total misclassified:  2\n",
      "Objective Function Value:  16.347553754029363 Total misclassified:  2\n",
      "Objective Function Value:  16.34632703181617 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.345100616871733 Total misclassified:  2\n",
      "Objective Function Value:  16.34387450907644 Total misclassified:  2\n",
      "Objective Function Value:  16.342648708310712 Total misclassified:  2\n",
      "Objective Function Value:  16.341423214455066 Total misclassified:  2\n",
      "Objective Function Value:  16.34019802739006 Total misclassified:  2\n",
      "Objective Function Value:  16.338973146996324 Total misclassified:  2\n",
      "Objective Function Value:  16.337748573154542 Total misclassified:  2\n",
      "Objective Function Value:  16.336524305745474 Total misclassified:  2\n",
      "Objective Function Value:  16.335300344649927 Total misclassified:  2\n",
      "Objective Function Value:  16.334076689748784 Total misclassified:  2\n",
      "Objective Function Value:  16.33285334092298 Total misclassified:  2\n",
      "Objective Function Value:  16.33163029805352 Total misclassified:  2\n",
      "Objective Function Value:  16.33040756102146 Total misclassified:  2\n",
      "Objective Function Value:  16.329185129707938 Total misclassified:  2\n",
      "Objective Function Value:  16.32796300399413 Total misclassified:  2\n",
      "Objective Function Value:  16.3267411837613 Total misclassified:  2\n",
      "Objective Function Value:  16.32551966889075 Total misclassified:  2\n",
      "Objective Function Value:  16.324298459263865 Total misclassified:  2\n",
      "Objective Function Value:  16.323077554762072 Total misclassified:  2\n",
      "Objective Function Value:  16.32185695526688 Total misclassified:  2\n",
      "Objective Function Value:  16.320636660659844 Total misclassified:  2\n",
      "Objective Function Value:  16.319416670822587 Total misclassified:  2\n",
      "Objective Function Value:  16.318196985636796 Total misclassified:  2\n",
      "Objective Function Value:  16.316977604984217 Total misclassified:  2\n",
      "Objective Function Value:  16.315758528746656 Total misclassified:  2\n",
      "Objective Function Value:  16.314539756805992 Total misclassified:  2\n",
      "Objective Function Value:  16.313321289044154 Total misclassified:  2\n",
      "Objective Function Value:  16.31210312534313 Total misclassified:  2\n",
      "Objective Function Value:  16.310885265584982 Total misclassified:  2\n",
      "Objective Function Value:  16.30966770965183 Total misclassified:  2\n",
      "Objective Function Value:  16.308450457425845 Total misclassified:  2\n",
      "Objective Function Value:  16.307233508789274 Total misclassified:  2\n",
      "Objective Function Value:  16.306016863624414 Total misclassified:  2\n",
      "Objective Function Value:  16.304800521813632 Total misclassified:  2\n",
      "Objective Function Value:  16.303584483239348 Total misclassified:  2\n",
      "Objective Function Value:  16.30236874778406 Total misclassified:  2\n",
      "Objective Function Value:  16.30115331533031 Total misclassified:  2\n",
      "Objective Function Value:  16.299938185760702 Total misclassified:  2\n",
      "Objective Function Value:  16.298723358957908 Total misclassified:  2\n",
      "Objective Function Value:  16.297508834804667 Total misclassified:  2\n",
      "Objective Function Value:  16.296294613183765 Total misclassified:  2\n",
      "Objective Function Value:  16.29508069397805 Total misclassified:  2\n",
      "Objective Function Value:  16.29386707707046 Total misclassified:  2\n",
      "Objective Function Value:  16.292653762343946 Total misclassified:  2\n",
      "Objective Function Value:  16.291440749681563 Total misclassified:  2\n",
      "Objective Function Value:  16.29022803896639 Total misclassified:  2\n",
      "Objective Function Value:  16.289015630081607 Total misclassified:  2\n",
      "Objective Function Value:  16.287803522910423 Total misclassified:  2\n",
      "Objective Function Value:  16.28659171733612 Total misclassified:  2\n",
      "Objective Function Value:  16.285380213242043 Total misclassified:  2\n",
      "Objective Function Value:  16.28416901051159 Total misclassified:  2\n",
      "Objective Function Value:  16.28295810902823 Total misclassified:  2\n",
      "Objective Function Value:  16.28174750867548 Total misclassified:  2\n",
      "Objective Function Value:  16.280537209336934 Total misclassified:  2\n",
      "Objective Function Value:  16.279327210896227 Total misclassified:  2\n",
      "Objective Function Value:  16.278117513237074 Total misclassified:  2\n",
      "Objective Function Value:  16.27690811624324 Total misclassified:  2\n",
      "Objective Function Value:  16.27569901979855 Total misclassified:  2\n",
      "Objective Function Value:  16.274490223786888 Total misclassified:  2\n",
      "Objective Function Value:  16.27328172809221 Total misclassified:  2\n",
      "Objective Function Value:  16.272073532598522 Total misclassified:  2\n",
      "Objective Function Value:  16.270865637189885 Total misclassified:  2\n",
      "Objective Function Value:  16.26965804175044 Total misclassified:  2\n",
      "Objective Function Value:  16.26845074616437 Total misclassified:  2\n",
      "Objective Function Value:  16.267243750315927 Total misclassified:  2\n",
      "Objective Function Value:  16.266037054089416 Total misclassified:  2\n",
      "Objective Function Value:  16.264830657369217 Total misclassified:  2\n",
      "Objective Function Value:  16.263624560039744 Total misclassified:  2\n",
      "Objective Function Value:  16.262418761985508 Total misclassified:  2\n",
      "Objective Function Value:  16.261213263091044 Total misclassified:  2\n",
      "Objective Function Value:  16.260008063240967 Total misclassified:  2\n",
      "Objective Function Value:  16.25880316231995 Total misclassified:  2\n",
      "Objective Function Value:  16.25759856021272 Total misclassified:  2\n",
      "Objective Function Value:  16.256394256804064 Total misclassified:  2\n",
      "Objective Function Value:  16.25519025197884 Total misclassified:  2\n",
      "Objective Function Value:  16.253986545621956 Total misclassified:  2\n",
      "Objective Function Value:  16.252783137618376 Total misclassified:  2\n",
      "Objective Function Value:  16.251580027853137 Total misclassified:  2\n",
      "Objective Function Value:  16.25037721621132 Total misclassified:  2\n",
      "Objective Function Value:  16.24917470257808 Total misclassified:  2\n",
      "Objective Function Value:  16.24797248683862 Total misclassified:  2\n",
      "Objective Function Value:  16.246770568878215 Total misclassified:  2\n",
      "Objective Function Value:  16.24556894858219 Total misclassified:  2\n",
      "Objective Function Value:  16.244367625835928 Total misclassified:  2\n",
      "Objective Function Value:  16.24316660052488 Total misclassified:  2\n",
      "Objective Function Value:  16.24196587253455 Total misclassified:  2\n",
      "Objective Function Value:  16.240765441750504 Total misclassified:  2\n",
      "Objective Function Value:  16.239565308058364 Total misclassified:  2\n",
      "Objective Function Value:  16.238365471343815 Total misclassified:  2\n",
      "Objective Function Value:  16.237165931492605 Total misclassified:  2\n",
      "Objective Function Value:  16.235966688390533 Total misclassified:  2\n",
      "Objective Function Value:  16.234767741923456 Total misclassified:  2\n",
      "Objective Function Value:  16.23356909197731 Total misclassified:  2\n",
      "Objective Function Value:  16.232370738438053 Total misclassified:  2\n",
      "Objective Function Value:  16.231172681191737 Total misclassified:  2\n",
      "Objective Function Value:  16.229974920124462 Total misclassified:  2\n",
      "Objective Function Value:  16.228777455122383 Total misclassified:  2\n",
      "Objective Function Value:  16.227580286071706 Total misclassified:  2\n",
      "Objective Function Value:  16.226383412858723 Total misclassified:  2\n",
      "Objective Function Value:  16.225186835369758 Total misclassified:  2\n",
      "Objective Function Value:  16.223990553491205 Total misclassified:  2\n",
      "Objective Function Value:  16.222794567109517 Total misclassified:  2\n",
      "Objective Function Value:  16.221598876111198 Total misclassified:  2\n",
      "Objective Function Value:  16.220403480382828 Total misclassified:  2\n",
      "Objective Function Value:  16.21920837981103 Total misclassified:  2\n",
      "Objective Function Value:  16.218013574282487 Total misclassified:  2\n",
      "Objective Function Value:  16.216819063683943 Total misclassified:  2\n",
      "Objective Function Value:  16.215624847902212 Total misclassified:  2\n",
      "Objective Function Value:  16.214430926824146 Total misclassified:  2\n",
      "Objective Function Value:  16.213237300336665 Total misclassified:  2\n",
      "Objective Function Value:  16.21204396832676 Total misclassified:  2\n",
      "Objective Function Value:  16.210850930681463 Total misclassified:  2\n",
      "Objective Function Value:  16.209658187287857 Total misclassified:  2\n",
      "Objective Function Value:  16.208465738033116 Total misclassified:  2\n",
      "Objective Function Value:  16.20727358280444 Total misclassified:  2\n",
      "Objective Function Value:  16.20608172148911 Total misclassified:  2\n",
      "Objective Function Value:  16.204890153974443 Total misclassified:  2\n",
      "Objective Function Value:  16.20369888014784 Total misclassified:  2\n",
      "Objective Function Value:  16.20250789989673 Total misclassified:  2\n",
      "Objective Function Value:  16.201317213108634 Total misclassified:  2\n",
      "Objective Function Value:  16.2001268196711 Total misclassified:  2\n",
      "Objective Function Value:  16.19893671947176 Total misclassified:  2\n",
      "Objective Function Value:  16.19774691239828 Total misclassified:  2\n",
      "Objective Function Value:  16.19655739833841 Total misclassified:  2\n",
      "Objective Function Value:  16.19536817717993 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  16.194179248810695 Total misclassified:  2\n",
      "Objective Function Value:  16.192990613118624 Total misclassified:  2\n",
      "Objective Function Value:  16.191802269991676 Total misclassified:  2\n",
      "Objective Function Value:  16.190614219317872 Total misclassified:  2\n",
      "Objective Function Value:  16.189426460985302 Total misclassified:  2\n",
      "Objective Function Value:  16.188238994882116 Total misclassified:  2\n",
      "Objective Function Value:  16.187051820896492 Total misclassified:  2\n",
      "Objective Function Value:  16.185864938916698 Total misclassified:  2\n",
      "Objective Function Value:  16.18467834883105 Total misclassified:  2\n",
      "Objective Function Value:  16.183492050527907 Total misclassified:  2\n",
      "Objective Function Value:  16.18230604389571 Total misclassified:  2\n",
      "Objective Function Value:  16.181120328822942 Total misclassified:  2\n",
      "Objective Function Value:  16.179934905198145 Total misclassified:  2\n",
      "Objective Function Value:  16.178749772909924 Total misclassified:  2\n",
      "Objective Function Value:  16.177564931846938 Total misclassified:  2\n",
      "Objective Function Value:  16.176380381897886 Total misclassified:  2\n",
      "Objective Function Value:  16.17519612295157 Total misclassified:  2\n",
      "Objective Function Value:  16.174012154896797 Total misclassified:  2\n",
      "Objective Function Value:  16.172828477622467 Total misclassified:  2\n",
      "Objective Function Value:  16.171645091017517 Total misclassified:  2\n",
      "Objective Function Value:  16.170461994970953 Total misclassified:  2\n",
      "Objective Function Value:  16.169279189371842 Total misclassified:  2\n",
      "Objective Function Value:  16.168096674109286 Total misclassified:  2\n",
      "Objective Function Value:  16.166914449072465 Total misclassified:  2\n",
      "Objective Function Value:  16.165732514150612 Total misclassified:  2\n",
      "Objective Function Value:  16.16455086923301 Total misclassified:  2\n",
      "Objective Function Value:  16.163369514209005 Total misclassified:  2\n",
      "Objective Function Value:  16.162188448968003 Total misclassified:  2\n",
      "Objective Function Value:  16.161007673399453 Total misclassified:  2\n",
      "Objective Function Value:  16.159827187392878 Total misclassified:  2\n",
      "Objective Function Value:  16.158646990837845 Total misclassified:  2\n",
      "Objective Function Value:  16.157467083623985 Total misclassified:  2\n",
      "Objective Function Value:  16.15628746564098 Total misclassified:  2\n",
      "Objective Function Value:  16.15510813677857 Total misclassified:  2\n",
      "Objective Function Value:  16.153929096926568 Total misclassified:  2\n",
      "Objective Function Value:  16.152750345974813 Total misclassified:  2\n",
      "Objective Function Value:  16.15157188381322 Total misclassified:  2\n",
      "Objective Function Value:  16.150393710331766 Total misclassified:  2\n",
      "Objective Function Value:  16.149215825420463 Total misclassified:  2\n",
      "Objective Function Value:  16.148038228969405 Total misclassified:  2\n",
      "Objective Function Value:  16.14686092086872 Total misclassified:  2\n",
      "Objective Function Value:  16.145683901008603 Total misclassified:  2\n",
      "Objective Function Value:  16.14450716927931 Total misclassified:  2\n",
      "Objective Function Value:  16.143330725571147 Total misclassified:  2\n",
      "Objective Function Value:  16.142154569774476 Total misclassified:  2\n",
      "Objective Function Value:  16.140978701779716 Total misclassified:  2\n",
      "Objective Function Value:  16.139803121477335 Total misclassified:  2\n",
      "Objective Function Value:  16.138627828757876 Total misclassified:  2\n",
      "Objective Function Value:  16.13745282351192 Total misclassified:  2\n",
      "Objective Function Value:  16.13627810563011 Total misclassified:  2\n",
      "Objective Function Value:  16.135103675003165 Total misclassified:  2\n",
      "Objective Function Value:  16.133929531521815 Total misclassified:  2\n",
      "Objective Function Value:  16.13275567507688 Total misclassified:  2\n",
      "Objective Function Value:  16.131582105559243 Total misclassified:  2\n",
      "Objective Function Value:  16.130408822859803 Total misclassified:  2\n",
      "Objective Function Value:  16.12923582686956 Total misclassified:  2\n",
      "Objective Function Value:  16.128063117479538 Total misclassified:  2\n",
      "Objective Function Value:  16.126890694580837 Total misclassified:  2\n",
      "Objective Function Value:  16.125718558064598 Total misclassified:  2\n",
      "Objective Function Value:  16.124546707822027 Total misclassified:  2\n",
      "Objective Function Value:  16.123375143744383 Total misclassified:  2\n",
      "Objective Function Value:  16.12220386572298 Total misclassified:  2\n",
      "Objective Function Value:  16.121032873649185 Total misclassified:  2\n",
      "Objective Function Value:  16.119862167414432 Total misclassified:  2\n",
      "Objective Function Value:  16.118691746910194 Total misclassified:  2\n",
      "Objective Function Value:  16.117521612028007 Total misclassified:  2\n",
      "Objective Function Value:  16.11635176265947 Total misclassified:  2\n",
      "Objective Function Value:  16.115182198696225 Total misclassified:  2\n",
      "Objective Function Value:  16.114012920029978 Total misclassified:  2\n",
      "Objective Function Value:  16.112843926552493 Total misclassified:  2\n",
      "Objective Function Value:  16.111675218155575 Total misclassified:  2\n",
      "Objective Function Value:  16.110506794731098 Total misclassified:  2\n",
      "Objective Function Value:  16.109338656170983 Total misclassified:  2\n",
      "Objective Function Value:  16.10817080236722 Total misclassified:  2\n",
      "Objective Function Value:  16.107003233211827 Total misclassified:  2\n",
      "Objective Function Value:  16.105835948596905 Total misclassified:  2\n",
      "Objective Function Value:  16.1046689484146 Total misclassified:  2\n",
      "Objective Function Value:  16.103502232557105 Total misclassified:  2\n",
      "Objective Function Value:  16.102335800916688 Total misclassified:  2\n",
      "Objective Function Value:  16.10116965338565 Total misclassified:  2\n",
      "Objective Function Value:  16.10000378985636 Total misclassified:  2\n",
      "Objective Function Value:  16.09883821022123 Total misclassified:  2\n",
      "Objective Function Value:  16.097672914372755 Total misclassified:  2\n",
      "Objective Function Value:  16.096507902203445 Total misclassified:  2\n",
      "Objective Function Value:  16.095343173605897 Total misclassified:  2\n",
      "Objective Function Value:  16.094178728472745 Total misclassified:  2\n",
      "Objective Function Value:  16.093014566696688 Total misclassified:  2\n",
      "Objective Function Value:  16.09185068817047 Total misclassified:  2\n",
      "Objective Function Value:  16.090687092786908 Total misclassified:  2\n",
      "Objective Function Value:  16.089523780438846 Total misclassified:  2\n",
      "Objective Function Value:  16.088360751019202 Total misclassified:  2\n",
      "Objective Function Value:  16.087198004420955 Total misclassified:  2\n",
      "Objective Function Value:  16.08603554053711 Total misclassified:  2\n",
      "Objective Function Value:  16.08487335926076 Total misclassified:  2\n",
      "Objective Function Value:  16.08371146048503 Total misclassified:  2\n",
      "Objective Function Value:  16.082549844103106 Total misclassified:  2\n",
      "Objective Function Value:  16.08138851000823 Total misclassified:  2\n",
      "Objective Function Value:  16.080227458093695 Total misclassified:  2\n",
      "Objective Function Value:  16.079066688252855 Total misclassified:  2\n",
      "Objective Function Value:  16.07790620037911 Total misclassified:  2\n",
      "Objective Function Value:  16.076745994365925 Total misclassified:  2\n",
      "Objective Function Value:  16.0755860701068 Total misclassified:  2\n",
      "Objective Function Value:  16.074426427495318 Total misclassified:  2\n",
      "Objective Function Value:  16.073267066425085 Total misclassified:  2\n",
      "Objective Function Value:  16.07210798678979 Total misclassified:  2\n",
      "Objective Function Value:  16.070949188483144 Total misclassified:  2\n",
      "Objective Function Value:  16.06979067139895 Total misclassified:  2\n",
      "Objective Function Value:  16.068632435431027 Total misclassified:  2\n",
      "Objective Function Value:  16.067474480473287 Total misclassified:  2\n",
      "Objective Function Value:  16.066316806419657 Total misclassified:  2\n",
      "Objective Function Value:  16.065159413164146 Total misclassified:  2\n",
      "Objective Function Value:  16.06400230060081 Total misclassified:  2\n",
      "Objective Function Value:  16.062845468623742 Total misclassified:  2\n",
      "Objective Function Value:  16.06168891712712 Total misclassified:  2\n",
      "Objective Function Value:  16.06053264600515 Total misclassified:  2\n",
      "Objective Function Value:  16.0593766551521 Total misclassified:  2\n",
      "Objective Function Value:  16.058220944462295 Total misclassified:  2\n",
      "Objective Function Value:  16.057065513830118 Total misclassified:  2\n",
      "Objective Function Value:  16.055910363149984 Total misclassified:  2\n",
      "Objective Function Value:  16.05475549231638 Total misclassified:  2\n",
      "Objective Function Value:  16.053600901223856 Total misclassified:  2\n",
      "Objective Function Value:  16.05244658976699 Total misclassified:  2\n",
      "Objective Function Value:  16.051292557840434 Total misclassified:  2\n",
      "Objective Function Value:  16.05013880533888 Total misclassified:  2\n",
      "Objective Function Value:  16.04898533215708 Total misclassified:  2\n",
      "Objective Function Value:  16.04783213818984 Total misclassified:  2\n",
      "Objective Function Value:  16.04667922333202 Total misclassified:  2\n",
      "Objective Function Value:  16.045526587478527 Total misclassified:  2\n",
      "Objective Function Value:  16.044374230524333 Total misclassified:  2\n",
      "Objective Function Value:  16.043222152364443 Total misclassified:  2\n",
      "Objective Function Value:  16.042070352893944 Total misclassified:  2\n",
      "Objective Function Value:  16.040918832007954 Total misclassified:  2\n",
      "Objective Function Value:  16.03976758960164 Total misclassified:  2\n",
      "Objective Function Value:  16.038616625570256 Total misclassified:  2\n",
      "Objective Function Value:  16.03746593980907 Total misclassified:  2\n",
      "Objective Function Value:  16.036315532213422 Total misclassified:  2\n",
      "Objective Function Value:  16.0351654026787 Total misclassified:  2\n",
      "Objective Function Value:  16.034015551100353 Total misclassified:  2\n",
      "Objective Function Value:  16.032865977373874 Total misclassified:  2\n",
      "Objective Function Value:  16.031716681394816 Total misclassified:  2\n",
      "Objective Function Value:  16.030567663058775 Total misclassified:  2\n",
      "Objective Function Value:  16.029418922261414 Total misclassified:  2\n",
      "Objective Function Value:  16.02827045889843 Total misclassified:  2\n",
      "Objective Function Value:  16.02712227286559 Total misclassified:  2\n",
      "Objective Function Value:  16.02597436405872 Total misclassified:  2\n",
      "Objective Function Value:  16.02482673237367 Total misclassified:  2\n",
      "Objective Function Value:  16.023679377706358 Total misclassified:  2\n",
      "Objective Function Value:  16.022532299952765 Total misclassified:  2\n",
      "Objective Function Value:  16.021385499008918 Total misclassified:  2\n",
      "Objective Function Value:  16.020238974770884 Total misclassified:  2\n",
      "Objective Function Value:  16.019092727134797 Total misclassified:  2\n",
      "Objective Function Value:  16.017946755996846 Total misclassified:  2\n",
      "Objective Function Value:  16.016801061253254 Total misclassified:  2\n",
      "Objective Function Value:  16.015655642800315 Total misclassified:  2\n",
      "Objective Function Value:  16.014510500534367 Total misclassified:  2\n",
      "Objective Function Value:  16.013365634351807 Total misclassified:  2\n",
      "Objective Function Value:  16.012221044149083 Total misclassified:  2\n",
      "Objective Function Value:  16.011076729822676 Total misclassified:  2\n",
      "Objective Function Value:  16.00993269126915 Total misclassified:  2\n",
      "Objective Function Value:  16.008788928385094 Total misclassified:  2\n",
      "Objective Function Value:  16.007645441067176 Total misclassified:  2\n",
      "Objective Function Value:  16.0065022292121 Total misclassified:  2\n",
      "Objective Function Value:  16.00535929271662 Total misclassified:  2\n",
      "Objective Function Value:  16.004216631477544 Total misclassified:  2\n",
      "Objective Function Value:  16.003074245391733 Total misclassified:  2\n",
      "Objective Function Value:  16.001932134356114 Total misclassified:  2\n",
      "Objective Function Value:  16.000790298267646 Total misclassified:  2\n",
      "Objective Function Value:  15.99964873702335 Total misclassified:  2\n",
      "Objective Function Value:  15.998507450520286 Total misclassified:  2\n",
      "Objective Function Value:  15.9973664386556 Total misclassified:  2\n",
      "Objective Function Value:  15.996225701326445 Total misclassified:  2\n",
      "Objective Function Value:  15.995085238430057 Total misclassified:  2\n",
      "Objective Function Value:  15.993945049863719 Total misclassified:  2\n",
      "Objective Function Value:  15.992805135524755 Total misclassified:  2\n",
      "Objective Function Value:  15.99166549531055 Total misclassified:  2\n",
      "Objective Function Value:  15.990526129118535 Total misclassified:  2\n",
      "Objective Function Value:  15.9893870368462 Total misclassified:  2\n",
      "Objective Function Value:  15.988248218391082 Total misclassified:  2\n",
      "Objective Function Value:  15.987109673650767 Total misclassified:  2\n",
      "Objective Function Value:  15.9859714025229 Total misclassified:  2\n",
      "Objective Function Value:  15.984833404905167 Total misclassified:  2\n",
      "Objective Function Value:  15.98369568069532 Total misclassified:  2\n",
      "Objective Function Value:  15.982558229791152 Total misclassified:  2\n",
      "Objective Function Value:  15.98142105209051 Total misclassified:  2\n",
      "Objective Function Value:  15.98028414749129 Total misclassified:  2\n",
      "Objective Function Value:  15.979147515891446 Total misclassified:  2\n",
      "Objective Function Value:  15.978011157188975 Total misclassified:  2\n",
      "Objective Function Value:  15.976875071281933 Total misclassified:  2\n",
      "Objective Function Value:  15.975739258068423 Total misclassified:  2\n",
      "Objective Function Value:  15.974603717446605 Total misclassified:  2\n",
      "Objective Function Value:  15.973468449314682 Total misclassified:  2\n",
      "Objective Function Value:  15.972333453570908 Total misclassified:  2\n",
      "Objective Function Value:  15.9711987301136 Total misclassified:  2\n",
      "Objective Function Value:  15.970064278841107 Total misclassified:  2\n",
      "Objective Function Value:  15.96893009965186 Total misclassified:  2\n",
      "Objective Function Value:  15.967796192444304 Total misclassified:  2\n",
      "Objective Function Value:  15.966662557116965 Total misclassified:  2\n",
      "Objective Function Value:  15.965529193568397 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.964396101697226 Total misclassified:  2\n",
      "Objective Function Value:  15.963263281402114 Total misclassified:  2\n",
      "Objective Function Value:  15.962130732581777 Total misclassified:  2\n",
      "Objective Function Value:  15.960998455134991 Total misclassified:  2\n",
      "Objective Function Value:  15.959866448960565 Total misclassified:  2\n",
      "Objective Function Value:  15.958734713957384 Total misclassified:  2\n",
      "Objective Function Value:  15.957603250024352 Total misclassified:  2\n",
      "Objective Function Value:  15.956472057060456 Total misclassified:  2\n",
      "Objective Function Value:  15.955341134964714 Total misclassified:  2\n",
      "Objective Function Value:  15.954210483636194 Total misclassified:  2\n",
      "Objective Function Value:  15.953080102974035 Total misclassified:  2\n",
      "Objective Function Value:  15.951949992877397 Total misclassified:  2\n",
      "Objective Function Value:  15.950820153245513 Total misclassified:  2\n",
      "Objective Function Value:  15.94969058397766 Total misclassified:  2\n",
      "Objective Function Value:  15.948561284973163 Total misclassified:  2\n",
      "Objective Function Value:  15.947432256131401 Total misclassified:  2\n",
      "Objective Function Value:  15.946303497351801 Total misclassified:  2\n",
      "Objective Function Value:  15.945175008533843 Total misclassified:  2\n",
      "Objective Function Value:  15.94404678957705 Total misclassified:  2\n",
      "Objective Function Value:  15.942918840381012 Total misclassified:  2\n",
      "Objective Function Value:  15.941791160845353 Total misclassified:  2\n",
      "Objective Function Value:  15.940663750869748 Total misclassified:  2\n",
      "Objective Function Value:  15.93953661035394 Total misclassified:  2\n",
      "Objective Function Value:  15.938409739197704 Total misclassified:  2\n",
      "Objective Function Value:  15.937283137300863 Total misclassified:  2\n",
      "Objective Function Value:  15.93615680456331 Total misclassified:  2\n",
      "Objective Function Value:  15.935030740884972 Total misclassified:  2\n",
      "Objective Function Value:  15.933904946165828 Total misclassified:  2\n",
      "Objective Function Value:  15.932779420305916 Total misclassified:  2\n",
      "Objective Function Value:  15.931654163205309 Total misclassified:  2\n",
      "Objective Function Value:  15.930529174764152 Total misclassified:  2\n",
      "Objective Function Value:  15.929404454882611 Total misclassified:  2\n",
      "Objective Function Value:  15.928280003460934 Total misclassified:  2\n",
      "Objective Function Value:  15.927155820399392 Total misclassified:  2\n",
      "Objective Function Value:  15.926031905598322 Total misclassified:  2\n",
      "Objective Function Value:  15.924908258958103 Total misclassified:  2\n",
      "Objective Function Value:  15.923784880379172 Total misclassified:  2\n",
      "Objective Function Value:  15.922661769762007 Total misclassified:  2\n",
      "Objective Function Value:  15.921538927007134 Total misclassified:  2\n",
      "Objective Function Value:  15.920416352015147 Total misclassified:  2\n",
      "Objective Function Value:  15.919294044686666 Total misclassified:  2\n",
      "Objective Function Value:  15.91817200492238 Total misclassified:  2\n",
      "Objective Function Value:  15.917050232623012 Total misclassified:  2\n",
      "Objective Function Value:  15.915928727689346 Total misclassified:  2\n",
      "Objective Function Value:  15.91480749002221 Total misclassified:  2\n",
      "Objective Function Value:  15.913686519522486 Total misclassified:  2\n",
      "Objective Function Value:  15.912565816091103 Total misclassified:  2\n",
      "Objective Function Value:  15.911445379629038 Total misclassified:  2\n",
      "Objective Function Value:  15.910325210037318 Total misclassified:  2\n",
      "Objective Function Value:  15.909205307217022 Total misclassified:  2\n",
      "Objective Function Value:  15.90808567106928 Total misclassified:  2\n",
      "Objective Function Value:  15.906966301495265 Total misclassified:  2\n",
      "Objective Function Value:  15.905847198396199 Total misclassified:  2\n",
      "Objective Function Value:  15.904728361673358 Total misclassified:  2\n",
      "Objective Function Value:  15.903609791228073 Total misclassified:  2\n",
      "Objective Function Value:  15.902491486961718 Total misclassified:  2\n",
      "Objective Function Value:  15.901373448775711 Total misclassified:  2\n",
      "Objective Function Value:  15.90025567657152 Total misclassified:  2\n",
      "Objective Function Value:  15.89913817025068 Total misclassified:  2\n",
      "Objective Function Value:  15.898020929714747 Total misclassified:  2\n",
      "Objective Function Value:  15.89690395486535 Total misclassified:  2\n",
      "Objective Function Value:  15.895787245604152 Total misclassified:  2\n",
      "Objective Function Value:  15.894670801832877 Total misclassified:  2\n",
      "Objective Function Value:  15.89355462345329 Total misclassified:  2\n",
      "Objective Function Value:  15.892438710367205 Total misclassified:  2\n",
      "Objective Function Value:  15.891323062476488 Total misclassified:  2\n",
      "Objective Function Value:  15.890207679683055 Total misclassified:  2\n",
      "Objective Function Value:  15.889092561888864 Total misclassified:  2\n",
      "Objective Function Value:  15.88797770899593 Total misclassified:  2\n",
      "Objective Function Value:  15.886863120906314 Total misclassified:  2\n",
      "Objective Function Value:  15.885748797522128 Total misclassified:  2\n",
      "Objective Function Value:  15.884634738745525 Total misclassified:  2\n",
      "Objective Function Value:  15.883520944478711 Total misclassified:  2\n",
      "Objective Function Value:  15.882407414623948 Total misclassified:  2\n",
      "Objective Function Value:  15.881294149083537 Total misclassified:  2\n",
      "Objective Function Value:  15.880181147759835 Total misclassified:  2\n",
      "Objective Function Value:  15.87906841055524 Total misclassified:  2\n",
      "Objective Function Value:  15.8779559373722 Total misclassified:  2\n",
      "Objective Function Value:  15.87684372811322 Total misclassified:  2\n",
      "Objective Function Value:  15.875731782680846 Total misclassified:  2\n",
      "Objective Function Value:  15.874620100977669 Total misclassified:  2\n",
      "Objective Function Value:  15.873508682906339 Total misclassified:  2\n",
      "Objective Function Value:  15.87239752836955 Total misclassified:  2\n",
      "Objective Function Value:  15.871286637270043 Total misclassified:  2\n",
      "Objective Function Value:  15.870176009510597 Total misclassified:  2\n",
      "Objective Function Value:  15.869065644994068 Total misclassified:  2\n",
      "Objective Function Value:  15.867955543623335 Total misclassified:  2\n",
      "Objective Function Value:  15.86684570530133 Total misclassified:  2\n",
      "Objective Function Value:  15.86573612993104 Total misclassified:  2\n",
      "Objective Function Value:  15.864626817415495 Total misclassified:  2\n",
      "Objective Function Value:  15.863517767657779 Total misclassified:  2\n",
      "Objective Function Value:  15.862408980561014 Total misclassified:  2\n",
      "Objective Function Value:  15.861300456028378 Total misclassified:  2\n",
      "Objective Function Value:  15.860192193963092 Total misclassified:  2\n",
      "Objective Function Value:  15.859084194268434 Total misclassified:  2\n",
      "Objective Function Value:  15.857976456847727 Total misclassified:  2\n",
      "Objective Function Value:  15.856868981604332 Total misclassified:  2\n",
      "Objective Function Value:  15.855761768441672 Total misclassified:  2\n",
      "Objective Function Value:  15.854654817263206 Total misclassified:  2\n",
      "Objective Function Value:  15.853548127972449 Total misclassified:  2\n",
      "Objective Function Value:  15.852441700472962 Total misclassified:  2\n",
      "Objective Function Value:  15.851335534668351 Total misclassified:  2\n",
      "Objective Function Value:  15.850229630462277 Total misclassified:  2\n",
      "Objective Function Value:  15.84912398775844 Total misclassified:  2\n",
      "Objective Function Value:  15.848018606460592 Total misclassified:  2\n",
      "Objective Function Value:  15.846913486472532 Total misclassified:  2\n",
      "Objective Function Value:  15.845808627698112 Total misclassified:  2\n",
      "Objective Function Value:  15.844704030041225 Total misclassified:  2\n",
      "Objective Function Value:  15.843599693405812 Total misclassified:  2\n",
      "Objective Function Value:  15.842495617695864 Total misclassified:  2\n",
      "Objective Function Value:  15.841391802815423 Total misclassified:  2\n",
      "Objective Function Value:  15.840288248668564 Total misclassified:  2\n",
      "Objective Function Value:  15.839184955159435 Total misclassified:  2\n",
      "Objective Function Value:  15.83808192219221 Total misclassified:  2\n",
      "Objective Function Value:  15.836979149671109 Total misclassified:  2\n",
      "Objective Function Value:  15.83587663750042 Total misclassified:  2\n",
      "Objective Function Value:  15.83477438558446 Total misclassified:  2\n",
      "Objective Function Value:  15.833672393827607 Total misclassified:  2\n",
      "Objective Function Value:  15.832570662134268 Total misclassified:  2\n",
      "Objective Function Value:  15.831469190408917 Total misclassified:  2\n",
      "Objective Function Value:  15.830367978556064 Total misclassified:  2\n",
      "Objective Function Value:  15.829267026480268 Total misclassified:  2\n",
      "Objective Function Value:  15.828166334086138 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.827065901278326 Total misclassified:  2\n",
      "Objective Function Value:  15.825965727961538 Total misclassified:  2\n",
      "Objective Function Value:  15.82486581404052 Total misclassified:  2\n",
      "Objective Function Value:  15.823766159420073 Total misclassified:  2\n",
      "Objective Function Value:  15.822666764005035 Total misclassified:  2\n",
      "Objective Function Value:  15.821567627700293 Total misclassified:  2\n",
      "Objective Function Value:  15.820468750410793 Total misclassified:  2\n",
      "Objective Function Value:  15.819370132041518 Total misclassified:  2\n",
      "Objective Function Value:  15.818271772497498 Total misclassified:  2\n",
      "Objective Function Value:  15.817173671683804 Total misclassified:  2\n",
      "Objective Function Value:  15.816075829505582 Total misclassified:  2\n",
      "Objective Function Value:  15.814978245867977 Total misclassified:  2\n",
      "Objective Function Value:  15.813880920676231 Total misclassified:  2\n",
      "Objective Function Value:  15.812783853835604 Total misclassified:  2\n",
      "Objective Function Value:  15.811687045251398 Total misclassified:  2\n",
      "Objective Function Value:  15.81059049482899 Total misclassified:  2\n",
      "Objective Function Value:  15.809494202473772 Total misclassified:  2\n",
      "Objective Function Value:  15.808398168091205 Total misclassified:  2\n",
      "Objective Function Value:  15.807302391586791 Total misclassified:  2\n",
      "Objective Function Value:  15.80620687286607 Total misclassified:  2\n",
      "Objective Function Value:  15.805111611834636 Total misclassified:  2\n",
      "Objective Function Value:  15.804016608398138 Total misclassified:  2\n",
      "Objective Function Value:  15.802921862462256 Total misclassified:  2\n",
      "Objective Function Value:  15.80182737393273 Total misclassified:  2\n",
      "Objective Function Value:  15.800733142715323 Total misclassified:  2\n",
      "Objective Function Value:  15.799639168715881 Total misclassified:  2\n",
      "Objective Function Value:  15.798545451840262 Total misclassified:  2\n",
      "Objective Function Value:  15.7974519919944 Total misclassified:  2\n",
      "Objective Function Value:  15.796358789084243 Total misclassified:  2\n",
      "Objective Function Value:  15.795265843015816 Total misclassified:  2\n",
      "Objective Function Value:  15.794173153695176 Total misclassified:  2\n",
      "Objective Function Value:  15.793080721028426 Total misclassified:  2\n",
      "Objective Function Value:  15.791988544921715 Total misclassified:  2\n",
      "Objective Function Value:  15.790896625281245 Total misclassified:  2\n",
      "Objective Function Value:  15.789804962013257 Total misclassified:  2\n",
      "Objective Function Value:  15.788713555024039 Total misclassified:  2\n",
      "Objective Function Value:  15.787622404219933 Total misclassified:  2\n",
      "Objective Function Value:  15.786531509507316 Total misclassified:  2\n",
      "Objective Function Value:  15.785440870792623 Total misclassified:  2\n",
      "Objective Function Value:  15.78435048798232 Total misclassified:  2\n",
      "Objective Function Value:  15.783260360982936 Total misclassified:  2\n",
      "Objective Function Value:  15.782170489701029 Total misclassified:  2\n",
      "Objective Function Value:  15.781080874043223 Total misclassified:  2\n",
      "Objective Function Value:  15.779991513916169 Total misclassified:  2\n",
      "Objective Function Value:  15.778902409226573 Total misclassified:  2\n",
      "Objective Function Value:  15.777813559881182 Total misclassified:  2\n",
      "Objective Function Value:  15.776724965786801 Total misclassified:  2\n",
      "Objective Function Value:  15.775636626850272 Total misclassified:  2\n",
      "Objective Function Value:  15.774548542978472 Total misclassified:  2\n",
      "Objective Function Value:  15.773460714078354 Total misclassified:  2\n",
      "Objective Function Value:  15.772373140056878 Total misclassified:  2\n",
      "Objective Function Value:  15.771285820821085 Total misclassified:  2\n",
      "Objective Function Value:  15.770198756278035 Total misclassified:  2\n",
      "Objective Function Value:  15.769111946334856 Total misclassified:  2\n",
      "Objective Function Value:  15.768025390898714 Total misclassified:  2\n",
      "Objective Function Value:  15.7669390898768 Total misclassified:  2\n",
      "Objective Function Value:  15.765853043176381 Total misclassified:  2\n",
      "Objective Function Value:  15.764767250704756 Total misclassified:  2\n",
      "Objective Function Value:  15.763681712369268 Total misclassified:  2\n",
      "Objective Function Value:  15.762596428077309 Total misclassified:  2\n",
      "Objective Function Value:  15.761511397736317 Total misclassified:  2\n",
      "Objective Function Value:  15.760426621253771 Total misclassified:  2\n",
      "Objective Function Value:  15.759342098537205 Total misclassified:  2\n",
      "Objective Function Value:  15.758257829494188 Total misclassified:  2\n",
      "Objective Function Value:  15.757173814032335 Total misclassified:  2\n",
      "Objective Function Value:  15.756090052059314 Total misclassified:  2\n",
      "Objective Function Value:  15.755006543482832 Total misclassified:  2\n",
      "Objective Function Value:  15.753923288210647 Total misclassified:  2\n",
      "Objective Function Value:  15.752840286150558 Total misclassified:  2\n",
      "Objective Function Value:  15.751757537210406 Total misclassified:  2\n",
      "Objective Function Value:  15.750675041298086 Total misclassified:  2\n",
      "Objective Function Value:  15.749592798321526 Total misclassified:  2\n",
      "Objective Function Value:  15.748510808188724 Total misclassified:  2\n",
      "Objective Function Value:  15.747429070807687 Total misclassified:  2\n",
      "Objective Function Value:  15.746347586086493 Total misclassified:  2\n",
      "Objective Function Value:  15.745266353933266 Total misclassified:  2\n",
      "Objective Function Value:  15.744185374256151 Total misclassified:  2\n",
      "Objective Function Value:  15.74310464696337 Total misclassified:  2\n",
      "Objective Function Value:  15.742024171963168 Total misclassified:  2\n",
      "Objective Function Value:  15.740943949163833 Total misclassified:  2\n",
      "Objective Function Value:  15.739863978473721 Total misclassified:  2\n",
      "Objective Function Value:  15.738784259801214 Total misclassified:  2\n",
      "Objective Function Value:  15.73770479305474 Total misclassified:  2\n",
      "Objective Function Value:  15.736625578142771 Total misclassified:  2\n",
      "Objective Function Value:  15.735546614973837 Total misclassified:  2\n",
      "Objective Function Value:  15.734467903456494 Total misclassified:  2\n",
      "Objective Function Value:  15.733389443499362 Total misclassified:  2\n",
      "Objective Function Value:  15.7323112350111 Total misclassified:  2\n",
      "Objective Function Value:  15.731233277900387 Total misclassified:  2\n",
      "Objective Function Value:  15.73015557207599 Total misclassified:  2\n",
      "Objective Function Value:  15.729078117446688 Total misclassified:  2\n",
      "Objective Function Value:  15.728000913921313 Total misclassified:  2\n",
      "Objective Function Value:  15.726923961408751 Total misclassified:  2\n",
      "Objective Function Value:  15.725847259817925 Total misclassified:  2\n",
      "Objective Function Value:  15.724770809057798 Total misclassified:  2\n",
      "Objective Function Value:  15.723694609037382 Total misclassified:  2\n",
      "Objective Function Value:  15.72261865966574 Total misclassified:  2\n",
      "Objective Function Value:  15.721542960851966 Total misclassified:  2\n",
      "Objective Function Value:  15.720467512505216 Total misclassified:  2\n",
      "Objective Function Value:  15.719392314534675 Total misclassified:  2\n",
      "Objective Function Value:  15.718317366849572 Total misclassified:  2\n",
      "Objective Function Value:  15.717242669359194 Total misclassified:  2\n",
      "Objective Function Value:  15.716168221972865 Total misclassified:  2\n",
      "Objective Function Value:  15.71509402459995 Total misclassified:  2\n",
      "Objective Function Value:  15.714020077149863 Total misclassified:  2\n",
      "Objective Function Value:  15.71294637953206 Total misclassified:  2\n",
      "Objective Function Value:  15.71187293165604 Total misclassified:  2\n",
      "Objective Function Value:  15.710799733431351 Total misclassified:  2\n",
      "Objective Function Value:  15.709726784767575 Total misclassified:  2\n",
      "Objective Function Value:  15.70865408557436 Total misclassified:  2\n",
      "Objective Function Value:  15.707581635761374 Total misclassified:  2\n",
      "Objective Function Value:  15.706509435238338 Total misclassified:  2\n",
      "Objective Function Value:  15.705437483915022 Total misclassified:  2\n",
      "Objective Function Value:  15.70436578170123 Total misclassified:  2\n",
      "Objective Function Value:  15.703294328506814 Total misclassified:  2\n",
      "Objective Function Value:  15.702223124241689 Total misclassified:  2\n",
      "Objective Function Value:  15.701152168815781 Total misclassified:  2\n",
      "Objective Function Value:  15.700081462139082 Total misclassified:  2\n",
      "Objective Function Value:  15.699011004121616 Total misclassified:  2\n",
      "Objective Function Value:  15.697940794673464 Total misclassified:  2\n",
      "Objective Function Value:  15.696870833704741 Total misclassified:  2\n",
      "Objective Function Value:  15.695801121125605 Total misclassified:  2\n",
      "Objective Function Value:  15.694731656846267 Total misclassified:  2\n",
      "Objective Function Value:  15.693662440776972 Total misclassified:  2\n",
      "Objective Function Value:  15.692593472828014 Total misclassified:  2\n",
      "Objective Function Value:  15.691524752909736 Total misclassified:  2\n",
      "Objective Function Value:  15.690456280932505 Total misclassified:  2\n",
      "Objective Function Value:  15.689388056806754 Total misclassified:  2\n",
      "Objective Function Value:  15.68832008044295 Total misclassified:  2\n",
      "Objective Function Value:  15.687252351751603 Total misclassified:  2\n",
      "Objective Function Value:  15.68618487064327 Total misclassified:  2\n",
      "Objective Function Value:  15.685117637028545 Total misclassified:  2\n",
      "Objective Function Value:  15.684050650818074 Total misclassified:  2\n",
      "Objective Function Value:  15.682983911922543 Total misclassified:  2\n",
      "Objective Function Value:  15.68191742025268 Total misclassified:  2\n",
      "Objective Function Value:  15.680851175719253 Total misclassified:  2\n",
      "Objective Function Value:  15.679785178233084 Total misclassified:  2\n",
      "Objective Function Value:  15.678719427705037 Total misclassified:  2\n",
      "Objective Function Value:  15.677653924045998 Total misclassified:  2\n",
      "Objective Function Value:  15.676588667166934 Total misclassified:  2\n",
      "Objective Function Value:  15.675523656978818 Total misclassified:  2\n",
      "Objective Function Value:  15.674458893392693 Total misclassified:  2\n",
      "Objective Function Value:  15.673394376319632 Total misclassified:  2\n",
      "Objective Function Value:  15.672330105670747 Total misclassified:  2\n",
      "Objective Function Value:  15.671266081357217 Total misclassified:  2\n",
      "Objective Function Value:  15.670202303290232 Total misclassified:  2\n",
      "Objective Function Value:  15.669138771381053 Total misclassified:  2\n",
      "Objective Function Value:  15.668075485540964 Total misclassified:  2\n",
      "Objective Function Value:  15.667012445681303 Total misclassified:  2\n",
      "Objective Function Value:  15.665949651713452 Total misclassified:  2\n",
      "Objective Function Value:  15.664887103548832 Total misclassified:  2\n",
      "Objective Function Value:  15.663824801098897 Total misclassified:  2\n",
      "Objective Function Value:  15.66276274427517 Total misclassified:  2\n",
      "Objective Function Value:  15.661700932989191 Total misclassified:  2\n",
      "Objective Function Value:  15.660639367152562 Total misclassified:  2\n",
      "Objective Function Value:  15.659578046676911 Total misclassified:  2\n",
      "Objective Function Value:  15.658516971473922 Total misclassified:  2\n",
      "Objective Function Value:  15.657456141455318 Total misclassified:  2\n",
      "Objective Function Value:  15.656395556532864 Total misclassified:  2\n",
      "Objective Function Value:  15.655335216618367 Total misclassified:  2\n",
      "Objective Function Value:  15.654275121623678 Total misclassified:  2\n",
      "Objective Function Value:  15.653215271460692 Total misclassified:  2\n",
      "Objective Function Value:  15.652155666041345 Total misclassified:  2\n",
      "Objective Function Value:  15.651096305277616 Total misclassified:  2\n",
      "Objective Function Value:  15.650037189081525 Total misclassified:  2\n",
      "Objective Function Value:  15.648978317365138 Total misclassified:  2\n",
      "Objective Function Value:  15.647919690040569 Total misclassified:  2\n",
      "Objective Function Value:  15.646861307019957 Total misclassified:  2\n",
      "Objective Function Value:  15.645803168215503 Total misclassified:  2\n",
      "Objective Function Value:  15.644745273539439 Total misclassified:  2\n",
      "Objective Function Value:  15.643687622904043 Total misclassified:  2\n",
      "Objective Function Value:  15.642630216221637 Total misclassified:  2\n",
      "Objective Function Value:  15.641573053404576 Total misclassified:  2\n",
      "Objective Function Value:  15.640516134365274 Total misclassified:  2\n",
      "Objective Function Value:  15.639459459016177 Total misclassified:  2\n",
      "Objective Function Value:  15.638403027269772 Total misclassified:  2\n",
      "Objective Function Value:  15.637346839038592 Total misclassified:  2\n",
      "Objective Function Value:  15.63629089423522 Total misclassified:  2\n",
      "Objective Function Value:  15.635235192772264 Total misclassified:  2\n",
      "Objective Function Value:  15.634179734562384 Total misclassified:  2\n",
      "Objective Function Value:  15.63312451951829 Total misclassified:  2\n",
      "Objective Function Value:  15.63206954755272 Total misclassified:  2\n",
      "Objective Function Value:  15.631014818578453 Total misclassified:  2\n",
      "Objective Function Value:  15.629960332508332 Total misclassified:  2\n",
      "Objective Function Value:  15.62890608925522 Total misclassified:  2\n",
      "Objective Function Value:  15.627852088732036 Total misclassified:  2\n",
      "Objective Function Value:  15.626798330851729 Total misclassified:  2\n",
      "Objective Function Value:  15.625744815527298 Total misclassified:  2\n",
      "Objective Function Value:  15.624691542671783 Total misclassified:  2\n",
      "Objective Function Value:  15.623638512198267 Total misclassified:  2\n",
      "Objective Function Value:  15.622585724019867 Total misclassified:  2\n",
      "Objective Function Value:  15.621533178049761 Total misclassified:  2\n",
      "Objective Function Value:  15.620480874201146 Total misclassified:  2\n",
      "Objective Function Value:  15.61942881238727 Total misclassified:  2\n",
      "Objective Function Value:  15.618376992521439 Total misclassified:  2\n",
      "Objective Function Value:  15.61732541451697 Total misclassified:  2\n",
      "Objective Function Value:  15.616274078287244 Total misclassified:  2\n",
      "Objective Function Value:  15.615222983745682 Total misclassified:  2\n",
      "Objective Function Value:  15.614172130805738 Total misclassified:  2\n",
      "Objective Function Value:  15.613121519380915 Total misclassified:  2\n",
      "Objective Function Value:  15.612071149384755 Total misclassified:  2\n",
      "Objective Function Value:  15.61102102073085 Total misclassified:  2\n",
      "Objective Function Value:  15.609971133332811 Total misclassified:  2\n",
      "Objective Function Value:  15.60892148710432 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.607872081959076 Total misclassified:  2\n",
      "Objective Function Value:  15.60682291781084 Total misclassified:  2\n",
      "Objective Function Value:  15.605773994573392 Total misclassified:  2\n",
      "Objective Function Value:  15.604725312160582 Total misclassified:  2\n",
      "Objective Function Value:  15.603676870486273 Total misclassified:  2\n",
      "Objective Function Value:  15.602628669464387 Total misclassified:  2\n",
      "Objective Function Value:  15.601580709008886 Total misclassified:  2\n",
      "Objective Function Value:  15.600532989033773 Total misclassified:  2\n",
      "Objective Function Value:  15.59948550945308 Total misclassified:  2\n",
      "Objective Function Value:  15.5984382701809 Total misclassified:  2\n",
      "Objective Function Value:  15.59739127113135 Total misclassified:  2\n",
      "Objective Function Value:  15.596344512218604 Total misclassified:  2\n",
      "Objective Function Value:  15.59529799335687 Total misclassified:  2\n",
      "Objective Function Value:  15.594251714460388 Total misclassified:  2\n",
      "Objective Function Value:  15.593205675443457 Total misclassified:  2\n",
      "Objective Function Value:  15.59215987622041 Total misclassified:  2\n",
      "Objective Function Value:  15.59111431670561 Total misclassified:  2\n",
      "Objective Function Value:  15.590068996813486 Total misclassified:  2\n",
      "Objective Function Value:  15.58902391645848 Total misclassified:  2\n",
      "Objective Function Value:  15.587979075555099 Total misclassified:  2\n",
      "Objective Function Value:  15.58693447401787 Total misclassified:  2\n",
      "Objective Function Value:  15.58589011176139 Total misclassified:  2\n",
      "Objective Function Value:  15.58484598870026 Total misclassified:  2\n",
      "Objective Function Value:  15.583802104749154 Total misclassified:  2\n",
      "Objective Function Value:  15.582758459822767 Total misclassified:  2\n",
      "Objective Function Value:  15.58171505383585 Total misclassified:  2\n",
      "Objective Function Value:  15.580671886703183 Total misclassified:  2\n",
      "Objective Function Value:  15.579628958339594 Total misclassified:  2\n",
      "Objective Function Value:  15.578586268659944 Total misclassified:  2\n",
      "Objective Function Value:  15.577543817579153 Total misclassified:  2\n",
      "Objective Function Value:  15.57650160501215 Total misclassified:  2\n",
      "Objective Function Value:  15.575459630873945 Total misclassified:  2\n",
      "Objective Function Value:  15.57441789507956 Total misclassified:  2\n",
      "Objective Function Value:  15.573376397544067 Total misclassified:  2\n",
      "Objective Function Value:  15.572335138182574 Total misclassified:  2\n",
      "Objective Function Value:  15.571294116910238 Total misclassified:  2\n",
      "Objective Function Value:  15.570253333642253 Total misclassified:  2\n",
      "Objective Function Value:  15.569212788293846 Total misclassified:  2\n",
      "Objective Function Value:  15.568172480780307 Total misclassified:  2\n",
      "Objective Function Value:  15.567132411016942 Total misclassified:  2\n",
      "Objective Function Value:  15.566092578919111 Total misclassified:  2\n",
      "Objective Function Value:  15.565052984402206 Total misclassified:  2\n",
      "Objective Function Value:  15.564013627381671 Total misclassified:  2\n",
      "Objective Function Value:  15.56297450777298 Total misclassified:  2\n",
      "Objective Function Value:  15.561935625491655 Total misclassified:  2\n",
      "Objective Function Value:  15.560896980453258 Total misclassified:  2\n",
      "Objective Function Value:  15.559858572573384 Total misclassified:  2\n",
      "Objective Function Value:  15.55882040176768 Total misclassified:  2\n",
      "Objective Function Value:  15.55778246795182 Total misclassified:  2\n",
      "Objective Function Value:  15.556744771041537 Total misclassified:  2\n",
      "Objective Function Value:  15.55570731095258 Total misclassified:  2\n",
      "Objective Function Value:  15.554670087600757 Total misclassified:  2\n",
      "Objective Function Value:  15.55363310090192 Total misclassified:  2\n",
      "Objective Function Value:  15.552596350771939 Total misclassified:  2\n",
      "Objective Function Value:  15.551559837126739 Total misclassified:  2\n",
      "Objective Function Value:  15.550523559882297 Total misclassified:  2\n",
      "Objective Function Value:  15.549487518954606 Total misclassified:  2\n",
      "Objective Function Value:  15.548451714259711 Total misclassified:  2\n",
      "Objective Function Value:  15.547416145713704 Total misclassified:  2\n",
      "Objective Function Value:  15.546380813232702 Total misclassified:  2\n",
      "Objective Function Value:  15.54534571673288 Total misclassified:  2\n",
      "Objective Function Value:  15.544310856130439 Total misclassified:  2\n",
      "Objective Function Value:  15.543276231341618 Total misclassified:  2\n",
      "Objective Function Value:  15.54224184228271 Total misclassified:  2\n",
      "Objective Function Value:  15.541207688870045 Total misclassified:  2\n",
      "Objective Function Value:  15.540173771019983 Total misclassified:  2\n",
      "Objective Function Value:  15.539140088648928 Total misclassified:  2\n",
      "Objective Function Value:  15.53810664167333 Total misclassified:  2\n",
      "Objective Function Value:  15.537073430009677 Total misclassified:  2\n",
      "Objective Function Value:  15.536040453574493 Total misclassified:  2\n",
      "Objective Function Value:  15.535007712284344 Total misclassified:  2\n",
      "Objective Function Value:  15.533975206055835 Total misclassified:  2\n",
      "Objective Function Value:  15.532942934805614 Total misclassified:  2\n",
      "Objective Function Value:  15.53191089845037 Total misclassified:  2\n",
      "Objective Function Value:  15.530879096906823 Total misclassified:  2\n",
      "Objective Function Value:  15.529847530091741 Total misclassified:  2\n",
      "Objective Function Value:  15.528816197921936 Total misclassified:  2\n",
      "Objective Function Value:  15.52778510031424 Total misclassified:  2\n",
      "Objective Function Value:  15.526754237185546 Total misclassified:  2\n",
      "Objective Function Value:  15.525723608452783 Total misclassified:  2\n",
      "Objective Function Value:  15.524693214032904 Total misclassified:  2\n",
      "Objective Function Value:  15.523663053842924 Total misclassified:  2\n",
      "Objective Function Value:  15.522633127799882 Total misclassified:  2\n",
      "Objective Function Value:  15.521603435820861 Total misclassified:  2\n",
      "Objective Function Value:  15.520573977822991 Total misclassified:  2\n",
      "Objective Function Value:  15.519544753723423 Total misclassified:  2\n",
      "Objective Function Value:  15.518515763439371 Total misclassified:  2\n",
      "Objective Function Value:  15.517487006888071 Total misclassified:  2\n",
      "Objective Function Value:  15.51645848398681 Total misclassified:  2\n",
      "Objective Function Value:  15.515430194652893 Total misclassified:  2\n",
      "Objective Function Value:  15.514402138803701 Total misclassified:  2\n",
      "Objective Function Value:  15.513374316356627 Total misclassified:  2\n",
      "Objective Function Value:  15.512346727229104 Total misclassified:  2\n",
      "Objective Function Value:  15.511319371338622 Total misclassified:  2\n",
      "Objective Function Value:  15.510292248602681 Total misclassified:  2\n",
      "Objective Function Value:  15.509265358938865 Total misclassified:  2\n",
      "Objective Function Value:  15.508238702264746 Total misclassified:  2\n",
      "Objective Function Value:  15.507212278497972 Total misclassified:  2\n",
      "Objective Function Value:  15.506186087556225 Total misclassified:  2\n",
      "Objective Function Value:  15.505160129357208 Total misclassified:  2\n",
      "Objective Function Value:  15.504134403818679 Total misclassified:  2\n",
      "Objective Function Value:  15.503108910858433 Total misclassified:  2\n",
      "Objective Function Value:  15.502083650394301 Total misclassified:  2\n",
      "Objective Function Value:  15.501058622344157 Total misclassified:  2\n",
      "Objective Function Value:  15.50003382662591 Total misclassified:  2\n",
      "Objective Function Value:  15.499009263157507 Total misclassified:  2\n",
      "Objective Function Value:  15.497984931856942 Total misclassified:  2\n",
      "Objective Function Value:  15.496960832642252 Total misclassified:  2\n",
      "Objective Function Value:  15.495936965431483 Total misclassified:  2\n",
      "Objective Function Value:  15.494913330142754 Total misclassified:  2\n",
      "Objective Function Value:  15.493889926694212 Total misclassified:  2\n",
      "Objective Function Value:  15.492866755004034 Total misclassified:  2\n",
      "Objective Function Value:  15.491843814990457 Total misclassified:  2\n",
      "Objective Function Value:  15.49082110657173 Total misclassified:  2\n",
      "Objective Function Value:  15.489798629666154 Total misclassified:  2\n",
      "Objective Function Value:  15.48877638419208 Total misclassified:  2\n",
      "Objective Function Value:  15.487754370067881 Total misclassified:  2\n",
      "Objective Function Value:  15.48673258721197 Total misclassified:  2\n",
      "Objective Function Value:  15.485711035542813 Total misclassified:  2\n",
      "Objective Function Value:  15.484689714978899 Total misclassified:  2\n",
      "Objective Function Value:  15.483668625438764 Total misclassified:  2\n",
      "Objective Function Value:  15.482647766840984 Total misclassified:  2\n",
      "Objective Function Value:  15.48162713910417 Total misclassified:  2\n",
      "Objective Function Value:  15.480606742146968 Total misclassified:  2\n",
      "Objective Function Value:  15.479586575888069 Total misclassified:  2\n",
      "Objective Function Value:  15.478566640246203 Total misclassified:  2\n",
      "Objective Function Value:  15.477546935140134 Total misclassified:  2\n",
      "Objective Function Value:  15.476527460488676 Total misclassified:  2\n",
      "Objective Function Value:  15.475508216210656 Total misclassified:  2\n",
      "Objective Function Value:  15.474489202224973 Total misclassified:  2\n",
      "Objective Function Value:  15.473470418450542 Total misclassified:  2\n",
      "Objective Function Value:  15.47245186480632 Total misclassified:  2\n",
      "Objective Function Value:  15.471433541211308 Total misclassified:  2\n",
      "Objective Function Value:  15.47041544758454 Total misclassified:  2\n",
      "Objective Function Value:  15.46939758384509 Total misclassified:  2\n",
      "Objective Function Value:  15.468379949912075 Total misclassified:  2\n",
      "Objective Function Value:  15.467362545704646 Total misclassified:  2\n",
      "Objective Function Value:  15.466345371141994 Total misclassified:  2\n",
      "Objective Function Value:  15.465328426143348 Total misclassified:  2\n",
      "Objective Function Value:  15.464311710627967 Total misclassified:  2\n",
      "Objective Function Value:  15.463295224515168 Total misclassified:  2\n",
      "Objective Function Value:  15.462278967724284 Total misclassified:  2\n",
      "Objective Function Value:  15.461262940174707 Total misclassified:  2\n",
      "Objective Function Value:  15.460247141785851 Total misclassified:  2\n",
      "Objective Function Value:  15.459231572477174 Total misclassified:  2\n",
      "Objective Function Value:  15.458216232168176 Total misclassified:  2\n",
      "Objective Function Value:  15.457201120778388 Total misclassified:  2\n",
      "Objective Function Value:  15.456186238227387 Total misclassified:  2\n",
      "Objective Function Value:  15.455171584434778 Total misclassified:  2\n",
      "Objective Function Value:  15.454157159320216 Total misclassified:  2\n",
      "Objective Function Value:  15.453142962803387 Total misclassified:  2\n",
      "Objective Function Value:  15.452128994804013 Total misclassified:  2\n",
      "Objective Function Value:  15.451115255241866 Total misclassified:  2\n",
      "Objective Function Value:  15.450101744036736 Total misclassified:  2\n",
      "Objective Function Value:  15.449088461108472 Total misclassified:  2\n",
      "Objective Function Value:  15.448075406376944 Total misclassified:  2\n",
      "Objective Function Value:  15.447062579762076 Total misclassified:  2\n",
      "Objective Function Value:  15.446049981183814 Total misclassified:  2\n",
      "Objective Function Value:  15.445037610562146 Total misclassified:  2\n",
      "Objective Function Value:  15.444025467817116 Total misclassified:  2\n",
      "Objective Function Value:  15.443013552868777 Total misclassified:  2\n",
      "Objective Function Value:  15.442001865637238 Total misclassified:  2\n",
      "Objective Function Value:  15.440990406042642 Total misclassified:  2\n",
      "Objective Function Value:  15.439979174005177 Total misclassified:  2\n",
      "Objective Function Value:  15.438968169445047 Total misclassified:  2\n",
      "Objective Function Value:  15.43795739228252 Total misclassified:  2\n",
      "Objective Function Value:  15.436946842437884 Total misclassified:  2\n",
      "Objective Function Value:  15.435936519831472 Total misclassified:  2\n",
      "Objective Function Value:  15.434926424383653 Total misclassified:  2\n",
      "Objective Function Value:  15.433916556014836 Total misclassified:  2\n",
      "Objective Function Value:  15.432906914645462 Total misclassified:  2\n",
      "Objective Function Value:  15.431897500196023 Total misclassified:  2\n",
      "Objective Function Value:  15.430888312587015 Total misclassified:  2\n",
      "Objective Function Value:  15.429879351739025 Total misclassified:  2\n",
      "Objective Function Value:  15.428870617572631 Total misclassified:  2\n",
      "Objective Function Value:  15.427862110008467 Total misclassified:  2\n",
      "Objective Function Value:  15.426853828967204 Total misclassified:  2\n",
      "Objective Function Value:  15.425845774369549 Total misclassified:  2\n",
      "Objective Function Value:  15.42483794613625 Total misclassified:  2\n",
      "Objective Function Value:  15.423830344188094 Total misclassified:  2\n",
      "Objective Function Value:  15.422822968445889 Total misclassified:  2\n",
      "Objective Function Value:  15.421815818830499 Total misclassified:  2\n",
      "Objective Function Value:  15.420808895262814 Total misclassified:  2\n",
      "Objective Function Value:  15.419802197663772 Total misclassified:  2\n",
      "Objective Function Value:  15.41879572595434 Total misclassified:  2\n",
      "Objective Function Value:  15.417789480055527 Total misclassified:  2\n",
      "Objective Function Value:  15.41678345988837 Total misclassified:  2\n",
      "Objective Function Value:  15.415777665373959 Total misclassified:  2\n",
      "Objective Function Value:  15.414772096433403 Total misclassified:  2\n",
      "Objective Function Value:  15.413766752987867 Total misclassified:  2\n",
      "Objective Function Value:  15.412761634958542 Total misclassified:  2\n",
      "Objective Function Value:  15.41175674226665 Total misclassified:  2\n",
      "Objective Function Value:  15.410752074833463 Total misclassified:  2\n",
      "Objective Function Value:  15.409747632580299 Total misclassified:  2\n",
      "Objective Function Value:  15.408743415428477 Total misclassified:  2\n",
      "Objective Function Value:  15.407739423299386 Total misclassified:  2\n",
      "Objective Function Value:  15.406735656114446 Total misclassified:  2\n",
      "Objective Function Value:  15.405732113795104 Total misclassified:  2\n",
      "Objective Function Value:  15.404728796262848 Total misclassified:  2\n",
      "Objective Function Value:  15.40372570343921 Total misclassified:  2\n",
      "Objective Function Value:  15.402722835245754 Total misclassified:  2\n",
      "Objective Function Value:  15.40172019160408 Total misclassified:  2\n",
      "Objective Function Value:  15.400717772435819 Total misclassified:  2\n",
      "Objective Function Value:  15.399715577662652 Total misclassified:  2\n",
      "Objective Function Value:  15.398713607206295 Total misclassified:  2\n",
      "Objective Function Value:  15.39771186098848 Total misclassified:  2\n",
      "Objective Function Value:  15.396710338931008 Total misclassified:  2\n",
      "Objective Function Value:  15.395709040955698 Total misclassified:  2\n",
      "Objective Function Value:  15.394707966984408 Total misclassified:  2\n",
      "Objective Function Value:  15.393707116939028 Total misclassified:  2\n",
      "Objective Function Value:  15.392706490741496 Total misclassified:  2\n",
      "Objective Function Value:  15.39170608831379 Total misclassified:  2\n",
      "Objective Function Value:  15.390705909577896 Total misclassified:  2\n",
      "Objective Function Value:  15.389705954455867 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.388706222869786 Total misclassified:  2\n",
      "Objective Function Value:  15.387706714741762 Total misclassified:  2\n",
      "Objective Function Value:  15.386707429993955 Total misclassified:  2\n",
      "Objective Function Value:  15.385708368548546 Total misclassified:  2\n",
      "Objective Function Value:  15.384709530327765 Total misclassified:  2\n",
      "Objective Function Value:  15.383710915253875 Total misclassified:  2\n",
      "Objective Function Value:  15.382712523249173 Total misclassified:  2\n",
      "Objective Function Value:  15.381714354236 Total misclassified:  2\n",
      "Objective Function Value:  15.380716408136722 Total misclassified:  2\n",
      "Objective Function Value:  15.37971868487375 Total misclassified:  2\n",
      "Objective Function Value:  15.378721184369525 Total misclassified:  2\n",
      "Objective Function Value:  15.377723906546533 Total misclassified:  2\n",
      "Objective Function Value:  15.376726851327291 Total misclassified:  2\n",
      "Objective Function Value:  15.375730018634354 Total misclassified:  2\n",
      "Objective Function Value:  15.374733408390306 Total misclassified:  2\n",
      "Objective Function Value:  15.373737020517783 Total misclassified:  2\n",
      "Objective Function Value:  15.372740854939448 Total misclassified:  2\n",
      "Objective Function Value:  15.371744911577991 Total misclassified:  2\n",
      "Objective Function Value:  15.370749190356157 Total misclassified:  2\n",
      "Objective Function Value:  15.369753691196717 Total misclassified:  2\n",
      "Objective Function Value:  15.368758414022473 Total misclassified:  2\n",
      "Objective Function Value:  15.367763358756278 Total misclassified:  2\n",
      "Objective Function Value:  15.36676852532101 Total misclassified:  2\n",
      "Objective Function Value:  15.365773913639583 Total misclassified:  2\n",
      "Objective Function Value:  15.364779523634954 Total misclassified:  2\n",
      "Objective Function Value:  15.36378535523011 Total misclassified:  2\n",
      "Objective Function Value:  15.362791408348077 Total misclassified:  2\n",
      "Objective Function Value:  15.36179768291192 Total misclassified:  2\n",
      "Objective Function Value:  15.360804178844731 Total misclassified:  2\n",
      "Objective Function Value:  15.359810896069646 Total misclassified:  2\n",
      "Objective Function Value:  15.35881783450984 Total misclassified:  2\n",
      "Objective Function Value:  15.357824994088507 Total misclassified:  2\n",
      "Objective Function Value:  15.3568323747289 Total misclassified:  2\n",
      "Objective Function Value:  15.355839976354293 Total misclassified:  2\n",
      "Objective Function Value:  15.354847798887999 Total misclassified:  2\n",
      "Objective Function Value:  15.353855842253367 Total misclassified:  2\n",
      "Objective Function Value:  15.352864106373783 Total misclassified:  2\n",
      "Objective Function Value:  15.351872591172675 Total misclassified:  2\n",
      "Objective Function Value:  15.350881296573487 Total misclassified:  2\n",
      "Objective Function Value:  15.349890222499724 Total misclassified:  2\n",
      "Objective Function Value:  15.348899368874907 Total misclassified:  2\n",
      "Objective Function Value:  15.34790873562261 Total misclassified:  2\n",
      "Objective Function Value:  15.346918322666424 Total misclassified:  2\n",
      "Objective Function Value:  15.345928129929987 Total misclassified:  2\n",
      "Objective Function Value:  15.34493815733698 Total misclassified:  2\n",
      "Objective Function Value:  15.343948404811108 Total misclassified:  2\n",
      "Objective Function Value:  15.342958872276103 Total misclassified:  2\n",
      "Objective Function Value:  15.341969559655755 Total misclassified:  2\n",
      "Objective Function Value:  15.340980466873884 Total misclassified:  2\n",
      "Objective Function Value:  15.339991593854318 Total misclassified:  2\n",
      "Objective Function Value:  15.339002940520963 Total misclassified:  2\n",
      "Objective Function Value:  15.338014506797736 Total misclassified:  2\n",
      "Objective Function Value:  15.337026292608599 Total misclassified:  2\n",
      "Objective Function Value:  15.336038297877536 Total misclassified:  2\n",
      "Objective Function Value:  15.335050522528578 Total misclassified:  2\n",
      "Objective Function Value:  15.334062966485792 Total misclassified:  2\n",
      "Objective Function Value:  15.333075629673276 Total misclassified:  2\n",
      "Objective Function Value:  15.332088512015167 Total misclassified:  2\n",
      "Objective Function Value:  15.33110161343563 Total misclassified:  2\n",
      "Objective Function Value:  15.330114933858873 Total misclassified:  2\n",
      "Objective Function Value:  15.329128473209137 Total misclassified:  2\n",
      "Objective Function Value:  15.328142231410704 Total misclassified:  2\n",
      "Objective Function Value:  15.327156208387876 Total misclassified:  2\n",
      "Objective Function Value:  15.326170404065012 Total misclassified:  2\n",
      "Objective Function Value:  15.32518481836648 Total misclassified:  2\n",
      "Objective Function Value:  15.324199451216714 Total misclassified:  2\n",
      "Objective Function Value:  15.323214302540155 Total misclassified:  2\n",
      "Objective Function Value:  15.322229372261297 Total misclassified:  2\n",
      "Objective Function Value:  15.321244660304664 Total misclassified:  2\n",
      "Objective Function Value:  15.320260166594814 Total misclassified:  2\n",
      "Objective Function Value:  15.31927589105634 Total misclassified:  2\n",
      "Objective Function Value:  15.318291833613872 Total misclassified:  2\n",
      "Objective Function Value:  15.31730799419207 Total misclassified:  2\n",
      "Objective Function Value:  15.316324372715648 Total misclassified:  2\n",
      "Objective Function Value:  15.31534096910932 Total misclassified:  2\n",
      "Objective Function Value:  15.314357783297876 Total misclassified:  2\n",
      "Objective Function Value:  15.313374815206107 Total misclassified:  2\n",
      "Objective Function Value:  15.312392064758859 Total misclassified:  2\n",
      "Objective Function Value:  15.311409531881008 Total misclassified:  2\n",
      "Objective Function Value:  15.310427216497455 Total misclassified:  2\n",
      "Objective Function Value:  15.309445118533159 Total misclassified:  2\n",
      "Objective Function Value:  15.30846323791309 Total misclassified:  2\n",
      "Objective Function Value:  15.307481574562264 Total misclassified:  2\n",
      "Objective Function Value:  15.30650012840574 Total misclassified:  2\n",
      "Objective Function Value:  15.305518899368586 Total misclassified:  2\n",
      "Objective Function Value:  15.304537887375936 Total misclassified:  2\n",
      "Objective Function Value:  15.303557092352943 Total misclassified:  2\n",
      "Objective Function Value:  15.30257651422479 Total misclassified:  2\n",
      "Objective Function Value:  15.301596152916701 Total misclassified:  2\n",
      "Objective Function Value:  15.300616008353945 Total misclassified:  2\n",
      "Objective Function Value:  15.299636080461807 Total misclassified:  2\n",
      "Objective Function Value:  15.298656369165622 Total misclassified:  2\n",
      "Objective Function Value:  15.297676874390746 Total misclassified:  2\n",
      "Objective Function Value:  15.296697596062584 Total misclassified:  2\n",
      "Objective Function Value:  15.295718534106564 Total misclassified:  2\n",
      "Objective Function Value:  15.294739688448152 Total misclassified:  2\n",
      "Objective Function Value:  15.293761059012862 Total misclassified:  2\n",
      "Objective Function Value:  15.292782645726216 Total misclassified:  2\n",
      "Objective Function Value:  15.291804448513794 Total misclassified:  2\n",
      "Objective Function Value:  15.2908264673012 Total misclassified:  2\n",
      "Objective Function Value:  15.289848702014076 Total misclassified:  2\n",
      "Objective Function Value:  15.288871152578094 Total misclassified:  2\n",
      "Objective Function Value:  15.28789381891897 Total misclassified:  2\n",
      "Objective Function Value:  15.286916700962443 Total misclassified:  2\n",
      "Objective Function Value:  15.285939798634292 Total misclassified:  2\n",
      "Objective Function Value:  15.284963111860332 Total misclassified:  2\n",
      "Objective Function Value:  15.28398664056641 Total misclassified:  2\n",
      "Objective Function Value:  15.283010384678409 Total misclassified:  2\n",
      "Objective Function Value:  15.28203434412225 Total misclassified:  2\n",
      "Objective Function Value:  15.281058518823876 Total misclassified:  2\n",
      "Objective Function Value:  15.280082908709277 Total misclassified:  2\n",
      "Objective Function Value:  15.27910751370447 Total misclassified:  2\n",
      "Objective Function Value:  15.278132333735513 Total misclassified:  2\n",
      "Objective Function Value:  15.277157368728492 Total misclassified:  2\n",
      "Objective Function Value:  15.276182618609534 Total misclassified:  2\n",
      "Objective Function Value:  15.275208083304792 Total misclassified:  2\n",
      "Objective Function Value:  15.274233762740455 Total misclassified:  2\n",
      "Objective Function Value:  15.273259656842756 Total misclassified:  2\n",
      "Objective Function Value:  15.272285765537948 Total misclassified:  2\n",
      "Objective Function Value:  15.271312088752332 Total misclassified:  2\n",
      "Objective Function Value:  15.270338626412233 Total misclassified:  2\n",
      "Objective Function Value:  15.26936537844401 Total misclassified:  2\n",
      "Objective Function Value:  15.268392344774064 Total misclassified:  2\n",
      "Objective Function Value:  15.267419525328824 Total misclassified:  2\n",
      "Objective Function Value:  15.266446920034753 Total misclassified:  2\n",
      "Objective Function Value:  15.265474528818357 Total misclassified:  2\n",
      "Objective Function Value:  15.264502351606161 Total misclassified:  2\n",
      "Objective Function Value:  15.26353038832474 Total misclassified:  2\n",
      "Objective Function Value:  15.262558638900686 Total misclassified:  2\n",
      "Objective Function Value:  15.261587103260643 Total misclassified:  2\n",
      "Objective Function Value:  15.260615781331268 Total misclassified:  2\n",
      "Objective Function Value:  15.259644673039285 Total misclassified:  2\n",
      "Objective Function Value:  15.258673778311408 Total misclassified:  2\n",
      "Objective Function Value:  15.257703097074417 Total misclassified:  2\n",
      "Objective Function Value:  15.256732629255122 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.25576237478036 Total misclassified:  2\n",
      "Objective Function Value:  15.254792333576995 Total misclassified:  2\n",
      "Objective Function Value:  15.253822505571945 Total misclassified:  2\n",
      "Objective Function Value:  15.252852890692143 Total misclassified:  2\n",
      "Objective Function Value:  15.25188348886457 Total misclassified:  2\n",
      "Objective Function Value:  15.250914300016223 Total misclassified:  2\n",
      "Objective Function Value:  15.249945324074153 Total misclassified:  2\n",
      "Objective Function Value:  15.248976560965437 Total misclassified:  2\n",
      "Objective Function Value:  15.248008010617173 Total misclassified:  2\n",
      "Objective Function Value:  15.247039672956515 Total misclassified:  2\n",
      "Objective Function Value:  15.246071547910631 Total misclassified:  2\n",
      "Objective Function Value:  15.245103635406746 Total misclassified:  2\n",
      "Objective Function Value:  15.24413593537208 Total misclassified:  2\n",
      "Objective Function Value:  15.243168447733936 Total misclassified:  2\n",
      "Objective Function Value:  15.242201172419609 Total misclassified:  2\n",
      "Objective Function Value:  15.241234109356448 Total misclassified:  2\n",
      "Objective Function Value:  15.240267258471832 Total misclassified:  2\n",
      "Objective Function Value:  15.239300619693173 Total misclassified:  2\n",
      "Objective Function Value:  15.238334192947917 Total misclassified:  2\n",
      "Objective Function Value:  15.237367978163542 Total misclassified:  2\n",
      "Objective Function Value:  15.236401975267563 Total misclassified:  2\n",
      "Objective Function Value:  15.235436184187524 Total misclassified:  2\n",
      "Objective Function Value:  15.234470604851001 Total misclassified:  2\n",
      "Objective Function Value:  15.233505237185614 Total misclassified:  2\n",
      "Objective Function Value:  15.232540081119003 Total misclassified:  2\n",
      "Objective Function Value:  15.231575136578854 Total misclassified:  2\n",
      "Objective Function Value:  15.230610403492875 Total misclassified:  2\n",
      "Objective Function Value:  15.229645881788814 Total misclassified:  2\n",
      "Objective Function Value:  15.22868157139445 Total misclassified:  2\n",
      "Objective Function Value:  15.227717472237597 Total misclassified:  2\n",
      "Objective Function Value:  15.226753584246103 Total misclassified:  2\n",
      "Objective Function Value:  15.225789907347846 Total misclassified:  2\n",
      "Objective Function Value:  15.224826441470743 Total misclassified:  2\n",
      "Objective Function Value:  15.223863186542733 Total misclassified:  2\n",
      "Objective Function Value:  15.222900142491802 Total misclassified:  2\n",
      "Objective Function Value:  15.221937309245957 Total misclassified:  2\n",
      "Objective Function Value:  15.22097468673325 Total misclassified:  2\n",
      "Objective Function Value:  15.220012274881755 Total misclassified:  2\n",
      "Objective Function Value:  15.219050073619586 Total misclassified:  2\n",
      "Objective Function Value:  15.218088082874893 Total misclassified:  2\n",
      "Objective Function Value:  15.217126302575846 Total misclassified:  2\n",
      "Objective Function Value:  15.216164732650654 Total misclassified:  2\n",
      "Objective Function Value:  15.215203373027583 Total misclassified:  2\n",
      "Objective Function Value:  15.21424222363489 Total misclassified:  2\n",
      "Objective Function Value:  15.213281284400894 Total misclassified:  2\n",
      "Objective Function Value:  15.212320555253935 Total misclassified:  2\n",
      "Objective Function Value:  15.211360036122397 Total misclassified:  2\n",
      "Objective Function Value:  15.210399726934678 Total misclassified:  2\n",
      "Objective Function Value:  15.20943962761923 Total misclassified:  2\n",
      "Objective Function Value:  15.208479738104526 Total misclassified:  2\n",
      "Objective Function Value:  15.207520058319068 Total misclassified:  2\n",
      "Objective Function Value:  15.206560588191412 Total misclassified:  2\n",
      "Objective Function Value:  15.205601327650125 Total misclassified:  2\n",
      "Objective Function Value:  15.204642276623812 Total misclassified:  2\n",
      "Objective Function Value:  15.203683435041118 Total misclassified:  2\n",
      "Objective Function Value:  15.202724802830708 Total misclassified:  2\n",
      "Objective Function Value:  15.201766379921295 Total misclassified:  2\n",
      "Objective Function Value:  15.200808166241615 Total misclassified:  2\n",
      "Objective Function Value:  15.199850161720438 Total misclassified:  2\n",
      "Objective Function Value:  15.198892366286575 Total misclassified:  2\n",
      "Objective Function Value:  15.197934779868852 Total misclassified:  2\n",
      "Objective Function Value:  15.196977402396147 Total misclassified:  2\n",
      "Objective Function Value:  15.19602023379736 Total misclassified:  2\n",
      "Objective Function Value:  15.195063274001425 Total misclassified:  2\n",
      "Objective Function Value:  15.194106522937311 Total misclassified:  2\n",
      "Objective Function Value:  15.193149980534013 Total misclassified:  2\n",
      "Objective Function Value:  15.19219364672057 Total misclassified:  2\n",
      "Objective Function Value:  15.191237521426043 Total misclassified:  2\n",
      "Objective Function Value:  15.190281604579539 Total misclassified:  2\n",
      "Objective Function Value:  15.189325896110178 Total misclassified:  2\n",
      "Objective Function Value:  15.188370395947132 Total misclassified:  2\n",
      "Objective Function Value:  15.187415104019582 Total misclassified:  2\n",
      "Objective Function Value:  15.186460020256776 Total misclassified:  2\n",
      "Objective Function Value:  15.18550514458796 Total misclassified:  2\n",
      "Objective Function Value:  15.18455047694243 Total misclassified:  2\n",
      "Objective Function Value:  15.183596017249519 Total misclassified:  2\n",
      "Objective Function Value:  15.182641765438579 Total misclassified:  2\n",
      "Objective Function Value:  15.181687721438994 Total misclassified:  2\n",
      "Objective Function Value:  15.1807338851802 Total misclassified:  2\n",
      "Objective Function Value:  15.179780256591648 Total misclassified:  2\n",
      "Objective Function Value:  15.178826835602816 Total misclassified:  2\n",
      "Objective Function Value:  15.177873622143235 Total misclassified:  2\n",
      "Objective Function Value:  15.176920616142455 Total misclassified:  2\n",
      "Objective Function Value:  15.175967817530061 Total misclassified:  2\n",
      "Objective Function Value:  15.175015226235663 Total misclassified:  2\n",
      "Objective Function Value:  15.174062842188919 Total misclassified:  2\n",
      "Objective Function Value:  15.17311066531951 Total misclassified:  2\n",
      "Objective Function Value:  15.17215869555714 Total misclassified:  2\n",
      "Objective Function Value:  15.171206932831563 Total misclassified:  2\n",
      "Objective Function Value:  15.170255377072554 Total misclassified:  2\n",
      "Objective Function Value:  15.169304028209929 Total misclassified:  2\n",
      "Objective Function Value:  15.168352886173523 Total misclassified:  2\n",
      "Objective Function Value:  15.167401950893211 Total misclassified:  2\n",
      "Objective Function Value:  15.166451222298903 Total misclassified:  2\n",
      "Objective Function Value:  15.165500700320534 Total misclassified:  2\n",
      "Objective Function Value:  15.164550384888084 Total misclassified:  2\n",
      "Objective Function Value:  15.163600275931543 Total misclassified:  2\n",
      "Objective Function Value:  15.162650373380956 Total misclassified:  2\n",
      "Objective Function Value:  15.16170067716638 Total misclassified:  2\n",
      "Objective Function Value:  15.160751187217922 Total misclassified:  2\n",
      "Objective Function Value:  15.15980190346571 Total misclassified:  2\n",
      "Objective Function Value:  15.158852825839904 Total misclassified:  2\n",
      "Objective Function Value:  15.157903954270708 Total misclassified:  2\n",
      "Objective Function Value:  15.156955288688346 Total misclassified:  2\n",
      "Objective Function Value:  15.156006829023065 Total misclassified:  2\n",
      "Objective Function Value:  15.155058575205167 Total misclassified:  2\n",
      "Objective Function Value:  15.154110527164972 Total misclassified:  2\n",
      "Objective Function Value:  15.153162684832834 Total misclassified:  2\n",
      "Objective Function Value:  15.15221504813914 Total misclassified:  2\n",
      "Objective Function Value:  15.151267617014303 Total misclassified:  2\n",
      "Objective Function Value:  15.150320391388782 Total misclassified:  2\n",
      "Objective Function Value:  15.149373371193054 Total misclassified:  2\n",
      "Objective Function Value:  15.148426556357625 Total misclassified:  2\n",
      "Objective Function Value:  15.147479946813053 Total misclassified:  2\n",
      "Objective Function Value:  15.146533542489905 Total misclassified:  2\n",
      "Objective Function Value:  15.145587343318795 Total misclassified:  2\n",
      "Objective Function Value:  15.14464134923036 Total misclassified:  2\n",
      "Objective Function Value:  15.143695560155276 Total misclassified:  2\n",
      "Objective Function Value:  15.142749976024241 Total misclassified:  2\n",
      "Objective Function Value:  15.141804596767994 Total misclassified:  2\n",
      "Objective Function Value:  15.140859422317302 Total misclassified:  2\n",
      "Objective Function Value:  15.139914452602964 Total misclassified:  2\n",
      "Objective Function Value:  15.138969687555804 Total misclassified:  2\n",
      "Objective Function Value:  15.138025127106696 Total misclassified:  2\n",
      "Objective Function Value:  15.137080771186515 Total misclassified:  2\n",
      "Objective Function Value:  15.136136619726202 Total misclassified:  2\n",
      "Objective Function Value:  15.13519267265671 Total misclassified:  2\n",
      "Objective Function Value:  15.13424892990902 Total misclassified:  2\n",
      "Objective Function Value:  15.133305391414154 Total misclassified:  2\n",
      "Objective Function Value:  15.132362057103167 Total misclassified:  2\n",
      "Objective Function Value:  15.131418926907138 Total misclassified:  2\n",
      "Objective Function Value:  15.130476000757175 Total misclassified:  2\n",
      "Objective Function Value:  15.129533278584432 Total misclassified:  2\n",
      "Objective Function Value:  15.128590760320083 Total misclassified:  2\n",
      "Objective Function Value:  15.127648445895332 Total misclassified:  2\n",
      "Objective Function Value:  15.126706335241423 Total misclassified:  2\n",
      "Objective Function Value:  15.125764428289626 Total misclassified:  2\n",
      "Objective Function Value:  15.124822724971228 Total misclassified:  2\n",
      "Objective Function Value:  15.123881225217591 Total misclassified:  2\n",
      "Objective Function Value:  15.122939928960056 Total misclassified:  2\n",
      "Objective Function Value:  15.121998836130023 Total misclassified:  2\n",
      "Objective Function Value:  15.121057946658926 Total misclassified:  2\n",
      "Objective Function Value:  15.120117260478212 Total misclassified:  2\n",
      "Objective Function Value:  15.119176777519383 Total misclassified:  2\n",
      "Objective Function Value:  15.11823649771395 Total misclassified:  2\n",
      "Objective Function Value:  15.117296420993465 Total misclassified:  2\n",
      "Objective Function Value:  15.116356547289518 Total misclassified:  2\n",
      "Objective Function Value:  15.115416876533718 Total misclassified:  2\n",
      "Objective Function Value:  15.11447740865771 Total misclassified:  2\n",
      "Objective Function Value:  15.113538143593171 Total misclassified:  2\n",
      "Objective Function Value:  15.1125990812718 Total misclassified:  2\n",
      "Objective Function Value:  15.11166022162535 Total misclassified:  2\n",
      "Objective Function Value:  15.110721564585582 Total misclassified:  2\n",
      "Objective Function Value:  15.1097831100843 Total misclassified:  2\n",
      "Objective Function Value:  15.10884485805333 Total misclassified:  2\n",
      "Objective Function Value:  15.107906808424534 Total misclassified:  2\n",
      "Objective Function Value:  15.10696896112982 Total misclassified:  2\n",
      "Objective Function Value:  15.10603131610109 Total misclassified:  2\n",
      "Objective Function Value:  15.105093873270318 Total misclassified:  2\n",
      "Objective Function Value:  15.104156632569481 Total misclassified:  2\n",
      "Objective Function Value:  15.103219593930596 Total misclassified:  2\n",
      "Objective Function Value:  15.102282757285714 Total misclassified:  2\n",
      "Objective Function Value:  15.101346122566914 Total misclassified:  2\n",
      "Objective Function Value:  15.100409689706304 Total misclassified:  2\n",
      "Objective Function Value:  15.099473458636021 Total misclassified:  2\n",
      "Objective Function Value:  15.098537429288244 Total misclassified:  2\n",
      "Objective Function Value:  15.097601601595171 Total misclassified:  2\n",
      "Objective Function Value:  15.096665975489035 Total misclassified:  2\n",
      "Objective Function Value:  15.095730550902099 Total misclassified:  2\n",
      "Objective Function Value:  15.094795327766661 Total misclassified:  2\n",
      "Objective Function Value:  15.093860306015042 Total misclassified:  2\n",
      "Objective Function Value:  15.092925485579602 Total misclassified:  2\n",
      "Objective Function Value:  15.091990866392731 Total misclassified:  2\n",
      "Objective Function Value:  15.091056448386832 Total misclassified:  2\n",
      "Objective Function Value:  15.090122231494366 Total misclassified:  2\n",
      "Objective Function Value:  15.089188215647809 Total misclassified:  2\n",
      "Objective Function Value:  15.08825440077967 Total misclassified:  2\n",
      "Objective Function Value:  15.087320786822486 Total misclassified:  2\n",
      "Objective Function Value:  15.086387373708828 Total misclassified:  2\n",
      "Objective Function Value:  15.085454161371302 Total misclassified:  2\n",
      "Objective Function Value:  15.084521149742535 Total misclassified:  2\n",
      "Objective Function Value:  15.083588338755188 Total misclassified:  2\n",
      "Objective Function Value:  15.082655728341955 Total misclassified:  2\n",
      "Objective Function Value:  15.081723318435566 Total misclassified:  2\n",
      "Objective Function Value:  15.080791108968766 Total misclassified:  2\n",
      "Objective Function Value:  15.07985909987434 Total misclassified:  2\n",
      "Objective Function Value:  15.078927291085105 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  15.07799568253391 Total misclassified:  2\n",
      "Objective Function Value:  15.077064274153622 Total misclassified:  2\n",
      "Objective Function Value:  15.076133065877153 Total misclassified:  2\n",
      "Objective Function Value:  15.075202057637433 Total misclassified:  2\n",
      "Objective Function Value:  15.074271249367438 Total misclassified:  2\n",
      "Objective Function Value:  15.073340641000158 Total misclassified:  2\n",
      "Objective Function Value:  15.072410232468627 Total misclassified:  2\n",
      "Objective Function Value:  15.071480023705892 Total misclassified:  2\n",
      "Objective Function Value:  15.07055001464505 Total misclassified:  2\n",
      "Objective Function Value:  15.069620205219213 Total misclassified:  2\n",
      "Objective Function Value:  15.068690595361534 Total misclassified:  2\n",
      "Objective Function Value:  15.067761185005192 Total misclassified:  2\n",
      "Objective Function Value:  15.066831974083389 Total misclassified:  2\n",
      "Objective Function Value:  15.065902962529375 Total misclassified:  2\n",
      "Objective Function Value:  15.064974150276413 Total misclassified:  2\n",
      "Objective Function Value:  15.064045537257801 Total misclassified:  2\n",
      "Objective Function Value:  15.063117123406872 Total misclassified:  2\n",
      "Objective Function Value:  15.062188908656985 Total misclassified:  2\n",
      "Objective Function Value:  15.06126089294153 Total misclassified:  2\n",
      "Objective Function Value:  15.060333076193924 Total misclassified:  2\n",
      "Objective Function Value:  15.059405458347623 Total misclassified:  2\n",
      "Objective Function Value:  15.058478039336109 Total misclassified:  2\n",
      "Objective Function Value:  15.057550819092878 Total misclassified:  2\n",
      "Objective Function Value:  15.056623797551485 Total misclassified:  2\n",
      "Objective Function Value:  15.055696974645493 Total misclassified:  2\n",
      "Objective Function Value:  15.05477035030851 Total misclassified:  2\n",
      "Objective Function Value:  15.053843924474158 Total misclassified:  2\n",
      "Objective Function Value:  15.052917697076095 Total misclassified:  2\n",
      "Objective Function Value:  15.051991668048029 Total misclassified:  2\n",
      "Objective Function Value:  15.051065837323662 Total misclassified:  2\n",
      "Objective Function Value:  15.050140204836744 Total misclassified:  2\n",
      "Objective Function Value:  15.049214770521074 Total misclassified:  2\n",
      "Objective Function Value:  15.048289534310442 Total misclassified:  2\n",
      "Objective Function Value:  15.047364496138702 Total misclassified:  2\n",
      "Objective Function Value:  15.046439655939711 Total misclassified:  2\n",
      "Objective Function Value:  15.045515013647375 Total misclassified:  2\n",
      "Objective Function Value:  15.044590569195622 Total misclassified:  2\n",
      "Objective Function Value:  15.043666322518412 Total misclassified:  2\n",
      "Objective Function Value:  15.042742273549742 Total misclassified:  2\n",
      "Objective Function Value:  15.041818422223614 Total misclassified:  2\n",
      "Objective Function Value:  15.040894768474088 Total misclassified:  2\n",
      "Objective Function Value:  15.039971312235242 Total misclassified:  2\n",
      "Objective Function Value:  15.039048053441178 Total misclassified:  2\n",
      "Objective Function Value:  15.038124992026038 Total misclassified:  2\n",
      "Objective Function Value:  15.037202127923988 Total misclassified:  2\n",
      "Objective Function Value:  15.036279461069228 Total misclassified:  2\n",
      "Objective Function Value:  15.035356991395982 Total misclassified:  2\n",
      "Objective Function Value:  15.034434718838497 Total misclassified:  2\n",
      "Objective Function Value:  15.033512643331086 Total misclassified:  2\n",
      "Objective Function Value:  15.032590764808036 Total misclassified:  2\n",
      "Objective Function Value:  15.031669083203703 Total misclassified:  2\n",
      "Objective Function Value:  15.030747598452464 Total misclassified:  2\n",
      "Objective Function Value:  15.029826310488723 Total misclassified:  2\n",
      "Objective Function Value:  15.02890521924691 Total misclassified:  2\n",
      "Objective Function Value:  15.027984324661492 Total misclassified:  2\n",
      "Objective Function Value:  15.027063626666957 Total misclassified:  2\n",
      "Objective Function Value:  15.026143125197825 Total misclassified:  2\n",
      "Objective Function Value:  15.025222820188663 Total misclassified:  2\n",
      "Objective Function Value:  15.024302711574034 Total misclassified:  2\n",
      "Objective Function Value:  15.023382799288564 Total misclassified:  2\n",
      "Objective Function Value:  15.022463083266889 Total misclassified:  2\n",
      "Objective Function Value:  15.021543563443668 Total misclassified:  2\n",
      "Objective Function Value:  15.020624239753605 Total misclassified:  2\n",
      "Objective Function Value:  15.019705112131435 Total misclassified:  2\n",
      "Objective Function Value:  15.01878618051191 Total misclassified:  2\n",
      "Objective Function Value:  15.017867444829818 Total misclassified:  2\n",
      "Objective Function Value:  15.01694890501998 Total misclassified:  2\n",
      "Objective Function Value:  15.016030561017228 Total misclassified:  2\n",
      "Objective Function Value:  15.015112412756448 Total misclassified:  2\n",
      "Objective Function Value:  15.014194460172543 Total misclassified:  2\n",
      "Objective Function Value:  15.013276703200445 Total misclassified:  2\n",
      "Objective Function Value:  15.01235914177512 Total misclassified:  2\n",
      "Objective Function Value:  15.01144177583155 Total misclassified:  2\n",
      "Objective Function Value:  15.01052460530476 Total misclassified:  2\n",
      "Objective Function Value:  15.00960763012981 Total misclassified:  2\n",
      "Objective Function Value:  15.00869085024177 Total misclassified:  2\n",
      "Objective Function Value:  15.007774265575751 Total misclassified:  2\n",
      "Objective Function Value:  15.006857876066885 Total misclassified:  2\n",
      "Objective Function Value:  15.005941681650352 Total misclassified:  2\n",
      "Objective Function Value:  15.005025682261337 Total misclassified:  2\n",
      "Objective Function Value:  15.004109877835067 Total misclassified:  2\n",
      "Objective Function Value:  15.003194268306792 Total misclassified:  2\n",
      "Objective Function Value:  15.002278853611804 Total misclassified:  2\n",
      "Objective Function Value:  15.001363633685411 Total misclassified:  2\n",
      "Objective Function Value:  15.000448608462955 Total misclassified:  2\n",
      "Objective Function Value:  14.999533777879812 Total misclassified:  2\n",
      "Objective Function Value:  14.998619141871362 Total misclassified:  2\n",
      "Objective Function Value:  14.997704700373056 Total misclassified:  2\n",
      "Objective Function Value:  14.996790453320337 Total misclassified:  2\n",
      "Objective Function Value:  14.99587640064869 Total misclassified:  2\n",
      "Objective Function Value:  14.994962542293642 Total misclassified:  2\n",
      "Objective Function Value:  14.994048878190725 Total misclassified:  2\n",
      "Objective Function Value:  14.99313540827552 Total misclassified:  2\n",
      "Objective Function Value:  14.992222132483626 Total misclassified:  2\n",
      "Objective Function Value:  14.991309050750672 Total misclassified:  2\n",
      "Objective Function Value:  14.99039616301232 Total misclassified:  2\n",
      "Objective Function Value:  14.98948346920425 Total misclassified:  2\n",
      "Objective Function Value:  14.988570969262193 Total misclassified:  2\n",
      "Objective Function Value:  14.98765866312188 Total misclassified:  2\n",
      "Objective Function Value:  14.986746550719097 Total misclassified:  2\n",
      "Objective Function Value:  14.985834631989645 Total misclassified:  2\n",
      "Objective Function Value:  14.98492290686935 Total misclassified:  2\n",
      "Objective Function Value:  14.984011375294077 Total misclassified:  2\n",
      "Objective Function Value:  14.98310003719972 Total misclassified:  2\n",
      "Objective Function Value:  14.982188892522188 Total misclassified:  2\n",
      "Objective Function Value:  14.981277941197439 Total misclassified:  2\n",
      "Objective Function Value:  14.980367183161441 Total misclassified:  2\n",
      "Objective Function Value:  14.979456618350193 Total misclassified:  2\n",
      "Objective Function Value:  14.978546246699738 Total misclassified:  2\n",
      "Objective Function Value:  14.977636068146138 Total misclassified:  2\n",
      "Objective Function Value:  14.976726082625476 Total misclassified:  2\n",
      "Objective Function Value:  14.975816290073874 Total misclassified:  2\n",
      "Objective Function Value:  14.974906690427478 Total misclassified:  2\n",
      "Objective Function Value:  14.973997283622465 Total misclassified:  2\n",
      "Objective Function Value:  14.97308806959504 Total misclassified:  2\n",
      "Objective Function Value:  14.972179048281435 Total misclassified:  2\n",
      "Objective Function Value:  14.971270219617908 Total misclassified:  2\n",
      "Objective Function Value:  14.970361583540763 Total misclassified:  2\n",
      "Objective Function Value:  14.969453139986298 Total misclassified:  2\n",
      "Objective Function Value:  14.968544888890872 Total misclassified:  2\n",
      "Objective Function Value:  14.967636830190859 Total misclassified:  2\n",
      "Objective Function Value:  14.96672896382266 Total misclassified:  2\n",
      "Objective Function Value:  14.965821289722712 Total misclassified:  2\n",
      "Objective Function Value:  14.964913807827463 Total misclassified:  2\n",
      "Objective Function Value:  14.964006518073418 Total misclassified:  2\n",
      "Objective Function Value:  14.963099420397086 Total misclassified:  2\n",
      "Objective Function Value:  14.962192514735015 Total misclassified:  2\n",
      "Objective Function Value:  14.961285801023777 Total misclassified:  2\n",
      "Objective Function Value:  14.960379279199973 Total misclassified:  2\n",
      "Objective Function Value:  14.959472949200237 Total misclassified:  2\n",
      "Objective Function Value:  14.958566810961223 Total misclassified:  2\n",
      "Objective Function Value:  14.957660864419625 Total misclassified:  2\n",
      "Objective Function Value:  14.95675510951215 Total misclassified:  2\n",
      "Objective Function Value:  14.955849546175553 Total misclassified:  2\n",
      "Objective Function Value:  14.954944174346593 Total misclassified:  2\n",
      "Objective Function Value:  14.954038993962076 Total misclassified:  2\n",
      "Objective Function Value:  14.953134004958834 Total misclassified:  2\n",
      "Objective Function Value:  14.952229207273714 Total misclassified:  2\n",
      "Objective Function Value:  14.95132460084361 Total misclassified:  2\n",
      "Objective Function Value:  14.950420185605426 Total misclassified:  2\n",
      "Objective Function Value:  14.949515961496111 Total misclassified:  2\n",
      "Objective Function Value:  14.948611928452628 Total misclassified:  2\n",
      "Objective Function Value:  14.947708086411978 Total misclassified:  2\n",
      "Objective Function Value:  14.94680443531118 Total misclassified:  2\n",
      "Objective Function Value:  14.945900975087296 Total misclassified:  2\n",
      "Objective Function Value:  14.944997705677402 Total misclassified:  2\n",
      "Objective Function Value:  14.944094627018604 Total misclassified:  2\n",
      "Objective Function Value:  14.943191739048041 Total misclassified:  2\n",
      "Objective Function Value:  14.942289041702885 Total misclassified:  2\n",
      "Objective Function Value:  14.941386534920321 Total misclassified:  2\n",
      "Objective Function Value:  14.940484218637575 Total misclassified:  2\n",
      "Objective Function Value:  14.939582092791895 Total misclassified:  2\n",
      "Objective Function Value:  14.938680157320555 Total misclassified:  2\n",
      "Objective Function Value:  14.937778412160863 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.936876857250152 Total misclassified:  2\n",
      "Objective Function Value:  14.935975492525781 Total misclassified:  2\n",
      "Objective Function Value:  14.935074317925142 Total misclassified:  2\n",
      "Objective Function Value:  14.934173333385644 Total misclassified:  2\n",
      "Objective Function Value:  14.933272538844736 Total misclassified:  2\n",
      "Objective Function Value:  14.932371934239892 Total misclassified:  2\n",
      "Objective Function Value:  14.931471519508614 Total misclassified:  2\n",
      "Objective Function Value:  14.930571294588422 Total misclassified:  2\n",
      "Objective Function Value:  14.92967125941688 Total misclassified:  2\n",
      "Objective Function Value:  14.928771413931566 Total misclassified:  2\n",
      "Objective Function Value:  14.92787175807009 Total misclassified:  2\n",
      "Objective Function Value:  14.926972291770088 Total misclassified:  2\n",
      "Objective Function Value:  14.926073014969242 Total misclassified:  2\n",
      "Objective Function Value:  14.925173927605229 Total misclassified:  2\n",
      "Objective Function Value:  14.924275029615785 Total misclassified:  2\n",
      "Objective Function Value:  14.923376320938646 Total misclassified:  2\n",
      "Objective Function Value:  14.922477801511596 Total misclassified:  2\n",
      "Objective Function Value:  14.92157947127244 Total misclassified:  2\n",
      "Objective Function Value:  14.92068133015901 Total misclassified:  2\n",
      "Objective Function Value:  14.91978337810917 Total misclassified:  2\n",
      "Objective Function Value:  14.918885615060798 Total misclassified:  2\n",
      "Objective Function Value:  14.917988040951823 Total misclassified:  2\n",
      "Objective Function Value:  14.917090655720168 Total misclassified:  2\n",
      "Objective Function Value:  14.91619345930382 Total misclassified:  2\n",
      "Objective Function Value:  14.915296451640778 Total misclassified:  2\n",
      "Objective Function Value:  14.914399632669056 Total misclassified:  2\n",
      "Objective Function Value:  14.913503002326713 Total misclassified:  2\n",
      "Objective Function Value:  14.912606560551826 Total misclassified:  2\n",
      "Objective Function Value:  14.911710307282517 Total misclassified:  2\n",
      "Objective Function Value:  14.910814242456905 Total misclassified:  2\n",
      "Objective Function Value:  14.909918366013155 Total misclassified:  2\n",
      "Objective Function Value:  14.909022677889462 Total misclassified:  2\n",
      "Objective Function Value:  14.908127178024046 Total misclassified:  2\n",
      "Objective Function Value:  14.907231866355147 Total misclassified:  2\n",
      "Objective Function Value:  14.90633674282104 Total misclassified:  2\n",
      "Objective Function Value:  14.90544180736002 Total misclassified:  2\n",
      "Objective Function Value:  14.904547059910417 Total misclassified:  2\n",
      "Objective Function Value:  14.903652500410589 Total misclassified:  2\n",
      "Objective Function Value:  14.902758128798922 Total misclassified:  2\n",
      "Objective Function Value:  14.901863945013812 Total misclassified:  2\n",
      "Objective Function Value:  14.900969948993701 Total misclassified:  2\n",
      "Objective Function Value:  14.900076140677053 Total misclassified:  2\n",
      "Objective Function Value:  14.899182520002366 Total misclassified:  2\n",
      "Objective Function Value:  14.898289086908141 Total misclassified:  2\n",
      "Objective Function Value:  14.897395841332944 Total misclassified:  2\n",
      "Objective Function Value:  14.896502783215334 Total misclassified:  2\n",
      "Objective Function Value:  14.895609912493914 Total misclassified:  2\n",
      "Objective Function Value:  14.894717229107314 Total misclassified:  2\n",
      "Objective Function Value:  14.893824732994187 Total misclassified:  2\n",
      "Objective Function Value:  14.892932424093207 Total misclassified:  2\n",
      "Objective Function Value:  14.892040302343094 Total misclassified:  2\n",
      "Objective Function Value:  14.891148367682575 Total misclassified:  2\n",
      "Objective Function Value:  14.890256620050417 Total misclassified:  2\n",
      "Objective Function Value:  14.889365059385408 Total misclassified:  2\n",
      "Objective Function Value:  14.888473685626368 Total misclassified:  2\n",
      "Objective Function Value:  14.887582498712135 Total misclassified:  2\n",
      "Objective Function Value:  14.886691498581591 Total misclassified:  2\n",
      "Objective Function Value:  14.885800685173622 Total misclassified:  2\n",
      "Objective Function Value:  14.884910058427158 Total misclassified:  2\n",
      "Objective Function Value:  14.884019618281155 Total misclassified:  2\n",
      "Objective Function Value:  14.88312936467458 Total misclassified:  2\n",
      "Objective Function Value:  14.882239297546455 Total misclassified:  2\n",
      "Objective Function Value:  14.8813494168358 Total misclassified:  2\n",
      "Objective Function Value:  14.880459722481685 Total misclassified:  2\n",
      "Objective Function Value:  14.87957021442319 Total misclassified:  2\n",
      "Objective Function Value:  14.878680892599428 Total misclassified:  2\n",
      "Objective Function Value:  14.877791756949545 Total misclassified:  2\n",
      "Objective Function Value:  14.876902807412705 Total misclassified:  2\n",
      "Objective Function Value:  14.876014043928107 Total misclassified:  2\n",
      "Objective Function Value:  14.875125466434957 Total misclassified:  2\n",
      "Objective Function Value:  14.874237074872525 Total misclassified:  2\n",
      "Objective Function Value:  14.87334886918007 Total misclassified:  2\n",
      "Objective Function Value:  14.872460849296903 Total misclassified:  2\n",
      "Objective Function Value:  14.871573015162355 Total misclassified:  2\n",
      "Objective Function Value:  14.870685366715765 Total misclassified:  2\n",
      "Objective Function Value:  14.86979790389653 Total misclassified:  2\n",
      "Objective Function Value:  14.868910626644055 Total misclassified:  2\n",
      "Objective Function Value:  14.86802353489777 Total misclassified:  2\n",
      "Objective Function Value:  14.867136628597148 Total misclassified:  2\n",
      "Objective Function Value:  14.866249907681667 Total misclassified:  2\n",
      "Objective Function Value:  14.865363372090851 Total misclassified:  2\n",
      "Objective Function Value:  14.864477021764241 Total misclassified:  2\n",
      "Objective Function Value:  14.863590856641402 Total misclassified:  2\n",
      "Objective Function Value:  14.862704876661933 Total misclassified:  2\n",
      "Objective Function Value:  14.86181908176545 Total misclassified:  2\n",
      "Objective Function Value:  14.860933471891613 Total misclassified:  2\n",
      "Objective Function Value:  14.860048046980088 Total misclassified:  2\n",
      "Objective Function Value:  14.859162806970582 Total misclassified:  2\n",
      "Objective Function Value:  14.858277751802824 Total misclassified:  2\n",
      "Objective Function Value:  14.857392881416567 Total misclassified:  2\n",
      "Objective Function Value:  14.856508195751594 Total misclassified:  2\n",
      "Objective Function Value:  14.85562369474771 Total misclassified:  2\n",
      "Objective Function Value:  14.854739378344753 Total misclassified:  2\n",
      "Objective Function Value:  14.853855246482588 Total misclassified:  2\n",
      "Objective Function Value:  14.852971299101096 Total misclassified:  2\n",
      "Objective Function Value:  14.852087536140195 Total misclassified:  2\n",
      "Objective Function Value:  14.851203957539823 Total misclassified:  2\n",
      "Objective Function Value:  14.850320563239954 Total misclassified:  2\n",
      "Objective Function Value:  14.849437353180571 Total misclassified:  2\n",
      "Objective Function Value:  14.8485543273017 Total misclassified:  2\n",
      "Objective Function Value:  14.84767148554339 Total misclassified:  2\n",
      "Objective Function Value:  14.84678882784571 Total misclassified:  2\n",
      "Objective Function Value:  14.845906354148758 Total misclassified:  2\n",
      "Objective Function Value:  14.845024064392666 Total misclassified:  2\n",
      "Objective Function Value:  14.844141958517579 Total misclassified:  2\n",
      "Objective Function Value:  14.843260036463679 Total misclassified:  2\n",
      "Objective Function Value:  14.842378298171162 Total misclassified:  2\n",
      "Objective Function Value:  14.841496743580278 Total misclassified:  2\n",
      "Objective Function Value:  14.840615372631266 Total misclassified:  2\n",
      "Objective Function Value:  14.839734185264417 Total misclassified:  2\n",
      "Objective Function Value:  14.838853181420035 Total misclassified:  2\n",
      "Objective Function Value:  14.837972361038462 Total misclassified:  2\n",
      "Objective Function Value:  14.837091724060055 Total misclassified:  2\n",
      "Objective Function Value:  14.836211270425206 Total misclassified:  2\n",
      "Objective Function Value:  14.83533100007433 Total misclassified:  2\n",
      "Objective Function Value:  14.834450912947867 Total misclassified:  2\n",
      "Objective Function Value:  14.833571008986285 Total misclassified:  2\n",
      "Objective Function Value:  14.832691288130071 Total misclassified:  2\n",
      "Objective Function Value:  14.831811750319748 Total misclassified:  2\n",
      "Objective Function Value:  14.83093239549586 Total misclassified:  2\n",
      "Objective Function Value:  14.830053223598988 Total misclassified:  2\n",
      "Objective Function Value:  14.82917423456971 Total misclassified:  2\n",
      "Objective Function Value:  14.828295428348667 Total misclassified:  2\n",
      "Objective Function Value:  14.827416804876497 Total misclassified:  2\n",
      "Objective Function Value:  14.82653836409388 Total misclassified:  2\n",
      "Objective Function Value:  14.825660105941523 Total misclassified:  2\n",
      "Objective Function Value:  14.824782030360145 Total misclassified:  2\n",
      "Objective Function Value:  14.823904137290505 Total misclassified:  2\n",
      "Objective Function Value:  14.82302642667338 Total misclassified:  2\n",
      "Objective Function Value:  14.82214889844958 Total misclassified:  2\n",
      "Objective Function Value:  14.821271552559933 Total misclassified:  2\n",
      "Objective Function Value:  14.820394388945292 Total misclassified:  2\n",
      "Objective Function Value:  14.819517407546549 Total misclassified:  2\n",
      "Objective Function Value:  14.818640608304609 Total misclassified:  2\n",
      "Objective Function Value:  14.817763991160406 Total misclassified:  2\n",
      "Objective Function Value:  14.816887556054905 Total misclassified:  2\n",
      "Objective Function Value:  14.816011302929091 Total misclassified:  2\n",
      "Objective Function Value:  14.815135231723978 Total misclassified:  2\n",
      "Objective Function Value:  14.814259342380605 Total misclassified:  2\n",
      "Objective Function Value:  14.81338363484003 Total misclassified:  2\n",
      "Objective Function Value:  14.812508109043353 Total misclassified:  2\n",
      "Objective Function Value:  14.81163276493168 Total misclassified:  2\n",
      "Objective Function Value:  14.81075760244617 Total misclassified:  2\n",
      "Objective Function Value:  14.809882621527974 Total misclassified:  2\n",
      "Objective Function Value:  14.80900782211829 Total misclassified:  2\n",
      "Objective Function Value:  14.808133204158342 Total misclassified:  2\n",
      "Objective Function Value:  14.807258767589373 Total misclassified:  2\n",
      "Objective Function Value:  14.806384512352652 Total misclassified:  2\n",
      "Objective Function Value:  14.805510438389476 Total misclassified:  2\n",
      "Objective Function Value:  14.804636545641168 Total misclassified:  2\n",
      "Objective Function Value:  14.80376283404907 Total misclassified:  2\n",
      "Objective Function Value:  14.802889303554567 Total misclassified:  2\n",
      "Objective Function Value:  14.802015954099053 Total misclassified:  2\n",
      "Objective Function Value:  14.801142785623949 Total misclassified:  2\n",
      "Objective Function Value:  14.800269798070708 Total misclassified:  2\n",
      "Objective Function Value:  14.799396991380807 Total misclassified:  2\n",
      "Objective Function Value:  14.798524365495748 Total misclassified:  2\n",
      "Objective Function Value:  14.797651920357055 Total misclassified:  2\n",
      "Objective Function Value:  14.796779655906285 Total misclassified:  2\n",
      "Objective Function Value:  14.795907572085014 Total misclassified:  2\n",
      "Objective Function Value:  14.795035668834846 Total misclassified:  2\n",
      "Objective Function Value:  14.794163946097411 Total misclassified:  2\n",
      "Objective Function Value:  14.793292403814363 Total misclassified:  2\n",
      "Objective Function Value:  14.792421041927387 Total misclassified:  2\n",
      "Objective Function Value:  14.79154986037818 Total misclassified:  2\n",
      "Objective Function Value:  14.790678859108478 Total misclassified:  2\n",
      "Objective Function Value:  14.789808038060038 Total misclassified:  2\n",
      "Objective Function Value:  14.788937397174646 Total misclassified:  2\n",
      "Objective Function Value:  14.788066936394102 Total misclassified:  2\n",
      "Objective Function Value:  14.787196655660246 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.786326554914936 Total misclassified:  2\n",
      "Objective Function Value:  14.78545663410005 Total misclassified:  2\n",
      "Objective Function Value:  14.784586893157503 Total misclassified:  2\n",
      "Objective Function Value:  14.783717332029223 Total misclassified:  2\n",
      "Objective Function Value:  14.782847950657178 Total misclassified:  2\n",
      "Objective Function Value:  14.781978748983349 Total misclassified:  2\n",
      "Objective Function Value:  14.781109726949747 Total misclassified:  2\n",
      "Objective Function Value:  14.780240884498411 Total misclassified:  2\n",
      "Objective Function Value:  14.779372221571396 Total misclassified:  2\n",
      "Objective Function Value:  14.778503738110789 Total misclassified:  2\n",
      "Objective Function Value:  14.777635434058713 Total misclassified:  2\n",
      "Objective Function Value:  14.77676730935729 Total misclassified:  2\n",
      "Objective Function Value:  14.775899363948692 Total misclassified:  2\n",
      "Objective Function Value:  14.775031597775097 Total misclassified:  2\n",
      "Objective Function Value:  14.774164010778732 Total misclassified:  2\n",
      "Objective Function Value:  14.77329660290182 Total misclassified:  2\n",
      "Objective Function Value:  14.772429374086634 Total misclassified:  2\n",
      "Objective Function Value:  14.771562324275457 Total misclassified:  2\n",
      "Objective Function Value:  14.770695453410607 Total misclassified:  2\n",
      "Objective Function Value:  14.769828761434418 Total misclassified:  2\n",
      "Objective Function Value:  14.768962248289252 Total misclassified:  2\n",
      "Objective Function Value:  14.768095913917506 Total misclassified:  2\n",
      "Objective Function Value:  14.767229758261585 Total misclassified:  2\n",
      "Objective Function Value:  14.76636378126393 Total misclassified:  2\n",
      "Objective Function Value:  14.765497982867007 Total misclassified:  2\n",
      "Objective Function Value:  14.764632363013305 Total misclassified:  2\n",
      "Objective Function Value:  14.763766921645338 Total misclassified:  2\n",
      "Objective Function Value:  14.762901658705642 Total misclassified:  2\n",
      "Objective Function Value:  14.76203657413679 Total misclassified:  2\n",
      "Objective Function Value:  14.761171667881356 Total misclassified:  2\n",
      "Objective Function Value:  14.760306939881966 Total misclassified:  2\n",
      "Objective Function Value:  14.759442390081256 Total misclassified:  2\n",
      "Objective Function Value:  14.758578018421883 Total misclassified:  2\n",
      "Objective Function Value:  14.757713824846547 Total misclassified:  2\n",
      "Objective Function Value:  14.75684980929796 Total misclassified:  2\n",
      "Objective Function Value:  14.75598597171885 Total misclassified:  2\n",
      "Objective Function Value:  14.755122312051999 Total misclassified:  2\n",
      "Objective Function Value:  14.754258830240175 Total misclassified:  2\n",
      "Objective Function Value:  14.753395526226203 Total misclassified:  2\n",
      "Objective Function Value:  14.752532399952928 Total misclassified:  2\n",
      "Objective Function Value:  14.751669451363192 Total misclassified:  2\n",
      "Objective Function Value:  14.750806680399911 Total misclassified:  2\n",
      "Objective Function Value:  14.749944087005971 Total misclassified:  2\n",
      "Objective Function Value:  14.749081671124324 Total misclassified:  2\n",
      "Objective Function Value:  14.74821943269793 Total misclassified:  2\n",
      "Objective Function Value:  14.747357371669779 Total misclassified:  2\n",
      "Objective Function Value:  14.746495487982877 Total misclassified:  2\n",
      "Objective Function Value:  14.74563378158026 Total misclassified:  2\n",
      "Objective Function Value:  14.744772252404992 Total misclassified:  2\n",
      "Objective Function Value:  14.743910900400165 Total misclassified:  2\n",
      "Objective Function Value:  14.743049725508882 Total misclassified:  2\n",
      "Objective Function Value:  14.742188727674279 Total misclassified:  2\n",
      "Objective Function Value:  14.741327906839524 Total misclassified:  2\n",
      "Objective Function Value:  14.740467262947792 Total misclassified:  2\n",
      "Objective Function Value:  14.739606795942304 Total misclassified:  2\n",
      "Objective Function Value:  14.738746505766278 Total misclassified:  2\n",
      "Objective Function Value:  14.737886392362984 Total misclassified:  2\n",
      "Objective Function Value:  14.737026455675705 Total misclassified:  2\n",
      "Objective Function Value:  14.73616669564775 Total misclassified:  2\n",
      "Objective Function Value:  14.735307112222447 Total misclassified:  2\n",
      "Objective Function Value:  14.734447705343158 Total misclassified:  2\n",
      "Objective Function Value:  14.733588474953262 Total misclassified:  2\n",
      "Objective Function Value:  14.732729420996163 Total misclassified:  2\n",
      "Objective Function Value:  14.731870543415294 Total misclassified:  2\n",
      "Objective Function Value:  14.731011842154116 Total misclassified:  2\n",
      "Objective Function Value:  14.730153317156098 Total misclassified:  2\n",
      "Objective Function Value:  14.729294968364755 Total misclassified:  2\n",
      "Objective Function Value:  14.728436795723615 Total misclassified:  2\n",
      "Objective Function Value:  14.727578799176221 Total misclassified:  2\n",
      "Objective Function Value:  14.726720978666162 Total misclassified:  2\n",
      "Objective Function Value:  14.725863334137035 Total misclassified:  2\n",
      "Objective Function Value:  14.725005865532472 Total misclassified:  2\n",
      "Objective Function Value:  14.724148572796114 Total misclassified:  2\n",
      "Objective Function Value:  14.723291455871648 Total misclassified:  2\n",
      "Objective Function Value:  14.722434514702762 Total misclassified:  2\n",
      "Objective Function Value:  14.72157774923319 Total misclassified:  2\n",
      "Objective Function Value:  14.72072115940668 Total misclassified:  2\n",
      "Objective Function Value:  14.719864745166998 Total misclassified:  2\n",
      "Objective Function Value:  14.71900850645795 Total misclassified:  2\n",
      "Objective Function Value:  14.718152443223353 Total misclassified:  2\n",
      "Objective Function Value:  14.717296555407057 Total misclassified:  2\n",
      "Objective Function Value:  14.716440842952924 Total misclassified:  2\n",
      "Objective Function Value:  14.71558530580486 Total misclassified:  2\n",
      "Objective Function Value:  14.714729943906768 Total misclassified:  2\n",
      "Objective Function Value:  14.713874757202609 Total misclassified:  2\n",
      "Objective Function Value:  14.713019745636341 Total misclassified:  2\n",
      "Objective Function Value:  14.712164909151955 Total misclassified:  2\n",
      "Objective Function Value:  14.711310247693469 Total misclassified:  2\n",
      "Objective Function Value:  14.710455761204924 Total misclassified:  2\n",
      "Objective Function Value:  14.709601449630384 Total misclassified:  2\n",
      "Objective Function Value:  14.708747312913937 Total misclassified:  2\n",
      "Objective Function Value:  14.707893350999694 Total misclassified:  2\n",
      "Objective Function Value:  14.707039563831788 Total misclassified:  2\n",
      "Objective Function Value:  14.7061859513544 Total misclassified:  2\n",
      "Objective Function Value:  14.705332513511685 Total misclassified:  2\n",
      "Objective Function Value:  14.704479250247873 Total misclassified:  2\n",
      "Objective Function Value:  14.70362616150719 Total misclassified:  2\n",
      "Objective Function Value:  14.702773247233896 Total misclassified:  2\n",
      "Objective Function Value:  14.701920507372268 Total misclassified:  2\n",
      "Objective Function Value:  14.701067941866622 Total misclassified:  2\n",
      "Objective Function Value:  14.700215550661273 Total misclassified:  2\n",
      "Objective Function Value:  14.699363333700585 Total misclassified:  2\n",
      "Objective Function Value:  14.698511290928932 Total misclassified:  2\n",
      "Objective Function Value:  14.697659422290712 Total misclassified:  2\n",
      "Objective Function Value:  14.696807727730363 Total misclassified:  2\n",
      "Objective Function Value:  14.69595620719232 Total misclassified:  2\n",
      "Objective Function Value:  14.695104860621061 Total misclassified:  2\n",
      "Objective Function Value:  14.69425368796109 Total misclassified:  2\n",
      "Objective Function Value:  14.693402689156924 Total misclassified:  2\n",
      "Objective Function Value:  14.692551864153106 Total misclassified:  2\n",
      "Objective Function Value:  14.691701212894205 Total misclassified:  2\n",
      "Objective Function Value:  14.690850735324819 Total misclassified:  2\n",
      "Objective Function Value:  14.690000431389565 Total misclassified:  2\n",
      "Objective Function Value:  14.689150301033077 Total misclassified:  2\n",
      "Objective Function Value:  14.68830034420003 Total misclassified:  2\n",
      "Objective Function Value:  14.687450560835106 Total misclassified:  2\n",
      "Objective Function Value:  14.686600950883015 Total misclassified:  2\n",
      "Objective Function Value:  14.685751514288503 Total misclassified:  2\n",
      "Objective Function Value:  14.684902250996323 Total misclassified:  2\n",
      "Objective Function Value:  14.684053160951256 Total misclassified:  2\n",
      "Objective Function Value:  14.683204244098125 Total misclassified:  2\n",
      "Objective Function Value:  14.682355500381743 Total misclassified:  2\n",
      "Objective Function Value:  14.681506929746966 Total misclassified:  2\n",
      "Objective Function Value:  14.680658532138693 Total misclassified:  2\n",
      "Objective Function Value:  14.679810307501809 Total misclassified:  2\n",
      "Objective Function Value:  14.678962255781247 Total misclassified:  2\n",
      "Objective Function Value:  14.678114376921958 Total misclassified:  2\n",
      "Objective Function Value:  14.67726667086891 Total misclassified:  2\n",
      "Objective Function Value:  14.676419137567107 Total misclassified:  2\n",
      "Objective Function Value:  14.67557177696157 Total misclassified:  2\n",
      "Objective Function Value:  14.67472458899734 Total misclassified:  2\n",
      "Objective Function Value:  14.673877573619489 Total misclassified:  2\n",
      "Objective Function Value:  14.673030730773107 Total misclassified:  2\n",
      "Objective Function Value:  14.67218406040331 Total misclassified:  2\n",
      "Objective Function Value:  14.671337562455243 Total misclassified:  2\n",
      "Objective Function Value:  14.670491236874058 Total misclassified:  2\n",
      "Objective Function Value:  14.669645083604955 Total misclassified:  2\n",
      "Objective Function Value:  14.668799102593137 Total misclassified:  2\n",
      "Objective Function Value:  14.667953293783835 Total misclassified:  2\n",
      "Objective Function Value:  14.667107657122315 Total misclassified:  2\n",
      "Objective Function Value:  14.666262192553848 Total misclassified:  2\n",
      "Objective Function Value:  14.66541690002374 Total misclassified:  2\n",
      "Objective Function Value:  14.664571779477331 Total misclassified:  2\n",
      "Objective Function Value:  14.663726830859964 Total misclassified:  2\n",
      "Objective Function Value:  14.662882054117006 Total misclassified:  2\n",
      "Objective Function Value:  14.662037449193871 Total misclassified:  2\n",
      "Objective Function Value:  14.661193016035972 Total misclassified:  2\n",
      "Objective Function Value:  14.66034875458875 Total misclassified:  2\n",
      "Objective Function Value:  14.65950466479768 Total misclassified:  2\n",
      "Objective Function Value:  14.65866074660826 Total misclassified:  2\n",
      "Objective Function Value:  14.657816999965991 Total misclassified:  2\n",
      "Objective Function Value:  14.656973424816423 Total misclassified:  2\n",
      "Objective Function Value:  14.656130021105117 Total misclassified:  2\n",
      "Objective Function Value:  14.655286788777655 Total misclassified:  2\n",
      "Objective Function Value:  14.654443727779647 Total misclassified:  2\n",
      "Objective Function Value:  14.653600838056732 Total misclassified:  2\n",
      "Objective Function Value:  14.652758119554553 Total misclassified:  2\n",
      "Objective Function Value:  14.651915572218806 Total misclassified:  2\n",
      "Objective Function Value:  14.651073195995176 Total misclassified:  2\n",
      "Objective Function Value:  14.6502309908294 Total misclassified:  2\n",
      "Objective Function Value:  14.64938895666722 Total misclassified:  2\n",
      "Objective Function Value:  14.648547093454415 Total misclassified:  2\n",
      "Objective Function Value:  14.647705401136776 Total misclassified:  2\n",
      "Objective Function Value:  14.646863879660126 Total misclassified:  2\n",
      "Objective Function Value:  14.646022528970295 Total misclassified:  2\n",
      "Objective Function Value:  14.645181349013168 Total misclassified:  2\n",
      "Objective Function Value:  14.644340339734619 Total misclassified:  2\n",
      "Objective Function Value:  14.643499501080562 Total misclassified:  2\n",
      "Objective Function Value:  14.642658832996933 Total misclassified:  2\n",
      "Objective Function Value:  14.641818335429694 Total misclassified:  2\n",
      "Objective Function Value:  14.640978008324815 Total misclassified:  2\n",
      "Objective Function Value:  14.640137851628312 Total misclassified:  2\n",
      "Objective Function Value:  14.639297865286206 Total misclassified:  2\n",
      "Objective Function Value:  14.638458049244546 Total misclassified:  2\n",
      "Objective Function Value:  14.637618403449416 Total misclassified:  2\n",
      "Objective Function Value:  14.636778927846901 Total misclassified:  2\n",
      "Objective Function Value:  14.635939622383125 Total misclassified:  2\n",
      "Objective Function Value:  14.635100487004234 Total misclassified:  2\n",
      "Objective Function Value:  14.634261521656393 Total misclassified:  2\n",
      "Objective Function Value:  14.633422726285783 Total misclassified:  2\n",
      "Objective Function Value:  14.632584100838626 Total misclassified:  2\n",
      "Objective Function Value:  14.631745645261152 Total misclassified:  2\n",
      "Objective Function Value:  14.630907359499618 Total misclassified:  2\n",
      "Objective Function Value:  14.630069243500309 Total misclassified:  2\n",
      "Objective Function Value:  14.629231297209532 Total misclassified:  2\n",
      "Objective Function Value:  14.6283935205736 Total misclassified:  2\n",
      "Objective Function Value:  14.62755591353888 Total misclassified:  2\n",
      "Objective Function Value:  14.626718476051735 Total misclassified:  2\n",
      "Objective Function Value:  14.625881208058559 Total misclassified:  2\n",
      "Objective Function Value:  14.625044109505778 Total misclassified:  2\n",
      "Objective Function Value:  14.624207180339827 Total misclassified:  2\n",
      "Objective Function Value:  14.62337042050718 Total misclassified:  2\n",
      "Objective Function Value:  14.622533829954316 Total misclassified:  2\n",
      "Objective Function Value:  14.62169740862774 Total misclassified:  2\n",
      "Objective Function Value:  14.620861156473998 Total misclassified:  2\n",
      "Objective Function Value:  14.620025073439644 Total misclassified:  2\n",
      "Objective Function Value:  14.619189159471247 Total misclassified:  2\n",
      "Objective Function Value:  14.618353414515418 Total misclassified:  2\n",
      "Objective Function Value:  14.617517838518783 Total misclassified:  2\n",
      "Objective Function Value:  14.616682431427979 Total misclassified:  2\n",
      "Objective Function Value:  14.615847193189687 Total misclassified:  2\n",
      "Objective Function Value:  14.615012123750592 Total misclassified:  2\n",
      "Objective Function Value:  14.614177223057409 Total misclassified:  2\n",
      "Objective Function Value:  14.613342491056883 Total misclassified:  2\n",
      "Objective Function Value:  14.612507927695772 Total misclassified:  2\n",
      "Objective Function Value:  14.611673532920857 Total misclassified:  2\n",
      "Objective Function Value:  14.610839306678955 Total misclassified:  2\n",
      "Objective Function Value:  14.610005248916877 Total misclassified:  2\n",
      "Objective Function Value:  14.609171359581495 Total misclassified:  2\n",
      "Objective Function Value:  14.608337638619666 Total misclassified:  2\n",
      "Objective Function Value:  14.6075040859783 Total misclassified:  2\n",
      "Objective Function Value:  14.606670701604312 Total misclassified:  2\n",
      "Objective Function Value:  14.60583748544464 Total misclassified:  2\n",
      "Objective Function Value:  14.605004437446262 Total misclassified:  2\n",
      "Objective Function Value:  14.60417155755615 Total misclassified:  2\n",
      "Objective Function Value:  14.603338845721323 Total misclassified:  2\n",
      "Objective Function Value:  14.602506301888816 Total misclassified:  2\n",
      "Objective Function Value:  14.601673926005681 Total misclassified:  2\n",
      "Objective Function Value:  14.600841718018996 Total misclassified:  2\n",
      "Objective Function Value:  14.600009677875864 Total misclassified:  2\n",
      "Objective Function Value:  14.599177805523409 Total misclassified:  2\n",
      "Objective Function Value:  14.59834610090877 Total misclassified:  2\n",
      "Objective Function Value:  14.59751456397912 Total misclassified:  2\n",
      "Objective Function Value:  14.596683194681656 Total misclassified:  2\n",
      "Objective Function Value:  14.595851992963578 Total misclassified:  2\n",
      "Objective Function Value:  14.59502095877213 Total misclassified:  2\n",
      "Objective Function Value:  14.594190092054571 Total misclassified:  2\n",
      "Objective Function Value:  14.593359392758178 Total misclassified:  2\n",
      "Objective Function Value:  14.59252886083026 Total misclassified:  2\n",
      "Objective Function Value:  14.591698496218132 Total misclassified:  2\n",
      "Objective Function Value:  14.59086829886915 Total misclassified:  2\n",
      "Objective Function Value:  14.590038268730684 Total misclassified:  2\n",
      "Objective Function Value:  14.589208405750124 Total misclassified:  2\n",
      "Objective Function Value:  14.58837870987489 Total misclassified:  2\n",
      "Objective Function Value:  14.587549181052413 Total misclassified:  2\n",
      "Objective Function Value:  14.586719819230158 Total misclassified:  2\n",
      "Objective Function Value:  14.58589062435561 Total misclassified:  2\n",
      "Objective Function Value:  14.585061596376269 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.584232735239658 Total misclassified:  2\n",
      "Objective Function Value:  14.583404040893328 Total misclassified:  2\n",
      "Objective Function Value:  14.582575513284862 Total misclassified:  2\n",
      "Objective Function Value:  14.581747152361835 Total misclassified:  2\n",
      "Objective Function Value:  14.580918958071877 Total misclassified:  2\n",
      "Objective Function Value:  14.58009093036263 Total misclassified:  2\n",
      "Objective Function Value:  14.579263069181739 Total misclassified:  2\n",
      "Objective Function Value:  14.5784353744769 Total misclassified:  2\n",
      "Objective Function Value:  14.577607846195813 Total misclassified:  2\n",
      "Objective Function Value:  14.576780484286203 Total misclassified:  2\n",
      "Objective Function Value:  14.575953288695825 Total misclassified:  2\n",
      "Objective Function Value:  14.575126259372446 Total misclassified:  2\n",
      "Objective Function Value:  14.574299396263868 Total misclassified:  2\n",
      "Objective Function Value:  14.573472699317897 Total misclassified:  2\n",
      "Objective Function Value:  14.572646168482379 Total misclassified:  2\n",
      "Objective Function Value:  14.571819803705164 Total misclassified:  2\n",
      "Objective Function Value:  14.57099360493415 Total misclassified:  2\n",
      "Objective Function Value:  14.570167572117226 Total misclassified:  2\n",
      "Objective Function Value:  14.569341705202334 Total misclassified:  2\n",
      "Objective Function Value:  14.568516004137411 Total misclassified:  2\n",
      "Objective Function Value:  14.567690468870435 Total misclassified:  2\n",
      "Objective Function Value:  14.56686509934939 Total misclassified:  2\n",
      "Objective Function Value:  14.566039895522305 Total misclassified:  2\n",
      "Objective Function Value:  14.565214857337205 Total misclassified:  2\n",
      "Objective Function Value:  14.564389984742157 Total misclassified:  2\n",
      "Objective Function Value:  14.563565277685239 Total misclassified:  2\n",
      "Objective Function Value:  14.562740736114556 Total misclassified:  2\n",
      "Objective Function Value:  14.561916359978229 Total misclassified:  2\n",
      "Objective Function Value:  14.561092149224415 Total misclassified:  2\n",
      "Objective Function Value:  14.560268103801269 Total misclassified:  2\n",
      "Objective Function Value:  14.559444223656996 Total misclassified:  2\n",
      "Objective Function Value:  14.558620508739796 Total misclassified:  2\n",
      "Objective Function Value:  14.557796958997919 Total misclassified:  2\n",
      "Objective Function Value:  14.556973574379612 Total misclassified:  2\n",
      "Objective Function Value:  14.556150354833154 Total misclassified:  2\n",
      "Objective Function Value:  14.55532730030685 Total misclassified:  2\n",
      "Objective Function Value:  14.554504410749026 Total misclassified:  2\n",
      "Objective Function Value:  14.553681686108021 Total misclassified:  2\n",
      "Objective Function Value:  14.552859126332201 Total misclassified:  2\n",
      "Objective Function Value:  14.552036731369956 Total misclassified:  2\n",
      "Objective Function Value:  14.551214501169696 Total misclassified:  2\n",
      "Objective Function Value:  14.550392435679855 Total misclassified:  2\n",
      "Objective Function Value:  14.54957053484889 Total misclassified:  2\n",
      "Objective Function Value:  14.548748798625265 Total misclassified:  2\n",
      "Objective Function Value:  14.54792722695749 Total misclassified:  2\n",
      "Objective Function Value:  14.547105819794083 Total misclassified:  2\n",
      "Objective Function Value:  14.54628457708358 Total misclassified:  2\n",
      "Objective Function Value:  14.545463498774545 Total misclassified:  2\n",
      "Objective Function Value:  14.54464258481557 Total misclassified:  2\n",
      "Objective Function Value:  14.543821835155255 Total misclassified:  2\n",
      "Objective Function Value:  14.543001249742222 Total misclassified:  2\n",
      "Objective Function Value:  14.542180828525133 Total misclassified:  2\n",
      "Objective Function Value:  14.54136057145266 Total misclassified:  2\n",
      "Objective Function Value:  14.540540478473485 Total misclassified:  2\n",
      "Objective Function Value:  14.539720549536325 Total misclassified:  2\n",
      "Objective Function Value:  14.538900784589927 Total misclassified:  2\n",
      "Objective Function Value:  14.538081183583044 Total misclassified:  2\n",
      "Objective Function Value:  14.537261746464461 Total misclassified:  2\n",
      "Objective Function Value:  14.536442473182968 Total misclassified:  2\n",
      "Objective Function Value:  14.535623363687396 Total misclassified:  2\n",
      "Objective Function Value:  14.534804417926592 Total misclassified:  2\n",
      "Objective Function Value:  14.533985635849419 Total misclassified:  2\n",
      "Objective Function Value:  14.533167017404764 Total misclassified:  2\n",
      "Objective Function Value:  14.532348562541545 Total misclassified:  2\n",
      "Objective Function Value:  14.531530271208679 Total misclassified:  2\n",
      "Objective Function Value:  14.530712143355135 Total misclassified:  2\n",
      "Objective Function Value:  14.529894178929876 Total misclassified:  2\n",
      "Objective Function Value:  14.529076377881907 Total misclassified:  2\n",
      "Objective Function Value:  14.528258740160236 Total misclassified:  2\n",
      "Objective Function Value:  14.527441265713914 Total misclassified:  2\n",
      "Objective Function Value:  14.526623954491985 Total misclassified:  2\n",
      "Objective Function Value:  14.525806806443553 Total misclassified:  2\n",
      "Objective Function Value:  14.5249898215177 Total misclassified:  2\n",
      "Objective Function Value:  14.52417299966357 Total misclassified:  2\n",
      "Objective Function Value:  14.523356340830297 Total misclassified:  2\n",
      "Objective Function Value:  14.522539844967046 Total misclassified:  2\n",
      "Objective Function Value:  14.521723512023014 Total misclassified:  2\n",
      "Objective Function Value:  14.52090734194742 Total misclassified:  2\n",
      "Objective Function Value:  14.520091334689482 Total misclassified:  2\n",
      "Objective Function Value:  14.51927549019846 Total misclassified:  2\n",
      "Objective Function Value:  14.518459808423628 Total misclassified:  2\n",
      "Objective Function Value:  14.517644289314285 Total misclassified:  2\n",
      "Objective Function Value:  14.516828932819749 Total misclassified:  2\n",
      "Objective Function Value:  14.516013738889352 Total misclassified:  2\n",
      "Objective Function Value:  14.51519870747246 Total misclassified:  2\n",
      "Objective Function Value:  14.51438383851846 Total misclassified:  2\n",
      "Objective Function Value:  14.513569131976743 Total misclassified:  2\n",
      "Objective Function Value:  14.512754587796742 Total misclassified:  2\n",
      "Objective Function Value:  14.511940205927909 Total misclassified:  2\n",
      "Objective Function Value:  14.5111259863197 Total misclassified:  2\n",
      "Objective Function Value:  14.510311928921606 Total misclassified:  2\n",
      "Objective Function Value:  14.509498033683133 Total misclassified:  2\n",
      "Objective Function Value:  14.508684300553828 Total misclassified:  2\n",
      "Objective Function Value:  14.507870729483225 Total misclassified:  2\n",
      "Objective Function Value:  14.507057320420913 Total misclassified:  2\n",
      "Objective Function Value:  14.506244073316472 Total misclassified:  2\n",
      "Objective Function Value:  14.505430988119523 Total misclassified:  2\n",
      "Objective Function Value:  14.50461806477971 Total misclassified:  2\n",
      "Objective Function Value:  14.503805303246688 Total misclassified:  2\n",
      "Objective Function Value:  14.502992703470131 Total misclassified:  2\n",
      "Objective Function Value:  14.502180265399748 Total misclassified:  2\n",
      "Objective Function Value:  14.501367988985251 Total misclassified:  2\n",
      "Objective Function Value:  14.500555874176394 Total misclassified:  2\n",
      "Objective Function Value:  14.499743920922935 Total misclassified:  2\n",
      "Objective Function Value:  14.498932129174655 Total misclassified:  2\n",
      "Objective Function Value:  14.49812049888137 Total misclassified:  2\n",
      "Objective Function Value:  14.497309029992902 Total misclassified:  2\n",
      "Objective Function Value:  14.496497722459102 Total misclassified:  2\n",
      "Objective Function Value:  14.495686576229836 Total misclassified:  2\n",
      "Objective Function Value:  14.494875591255 Total misclassified:  2\n",
      "Objective Function Value:  14.494064767484502 Total misclassified:  2\n",
      "Objective Function Value:  14.493254104868276 Total misclassified:  2\n",
      "Objective Function Value:  14.492443603356275 Total misclassified:  2\n",
      "Objective Function Value:  14.491633262898478 Total misclassified:  2\n",
      "Objective Function Value:  14.490823083444877 Total misclassified:  2\n",
      "Objective Function Value:  14.490013064945487 Total misclassified:  2\n",
      "Objective Function Value:  14.48920320735035 Total misclassified:  2\n",
      "Objective Function Value:  14.488393510609523 Total misclassified:  2\n",
      "Objective Function Value:  14.487583974673091 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.486774599491147 Total misclassified:  2\n",
      "Objective Function Value:  14.485965385013813 Total misclassified:  2\n",
      "Objective Function Value:  14.485156331191238 Total misclassified:  2\n",
      "Objective Function Value:  14.484347437973584 Total misclassified:  2\n",
      "Objective Function Value:  14.48353870531103 Total misclassified:  2\n",
      "Objective Function Value:  14.482730133153796 Total misclassified:  2\n",
      "Objective Function Value:  14.481921721452094 Total misclassified:  2\n",
      "Objective Function Value:  14.48111347015617 Total misclassified:  2\n",
      "Objective Function Value:  14.4803053792163 Total misclassified:  2\n",
      "Objective Function Value:  14.479497448582778 Total misclassified:  2\n",
      "Objective Function Value:  14.4786896782059 Total misclassified:  2\n",
      "Objective Function Value:  14.477882068036 Total misclassified:  2\n",
      "Objective Function Value:  14.47707461802344 Total misclassified:  2\n",
      "Objective Function Value:  14.47626732811858 Total misclassified:  2\n",
      "Objective Function Value:  14.475460198271817 Total misclassified:  2\n",
      "Objective Function Value:  14.474653228433574 Total misclassified:  2\n",
      "Objective Function Value:  14.473846418554274 Total misclassified:  2\n",
      "Objective Function Value:  14.473039768584371 Total misclassified:  2\n",
      "Objective Function Value:  14.47223327847436 Total misclassified:  2\n",
      "Objective Function Value:  14.471426948174713 Total misclassified:  2\n",
      "Objective Function Value:  14.470620777635968 Total misclassified:  2\n",
      "Objective Function Value:  14.46981476680865 Total misclassified:  2\n",
      "Objective Function Value:  14.469008915643325 Total misclassified:  2\n",
      "Objective Function Value:  14.46820322409057 Total misclassified:  2\n",
      "Objective Function Value:  14.467397692100992 Total misclassified:  2\n",
      "Objective Function Value:  14.466592319625201 Total misclassified:  2\n",
      "Objective Function Value:  14.465787106613844 Total misclassified:  2\n",
      "Objective Function Value:  14.46498205301759 Total misclassified:  2\n",
      "Objective Function Value:  14.464177158787116 Total misclassified:  2\n",
      "Objective Function Value:  14.463372423873125 Total misclassified:  2\n",
      "Objective Function Value:  14.462567848226346 Total misclassified:  2\n",
      "Objective Function Value:  14.46176343179752 Total misclassified:  2\n",
      "Objective Function Value:  14.460959174537413 Total misclassified:  2\n",
      "Objective Function Value:  14.460155076396816 Total misclassified:  2\n",
      "Objective Function Value:  14.459351137326532 Total misclassified:  2\n",
      "Objective Function Value:  14.45854735727739 Total misclassified:  2\n",
      "Objective Function Value:  14.457743736200243 Total misclassified:  2\n",
      "Objective Function Value:  14.456940274045941 Total misclassified:  2\n",
      "Objective Function Value:  14.4561369707654 Total misclassified:  2\n",
      "Objective Function Value:  14.455333826309506 Total misclassified:  2\n",
      "Objective Function Value:  14.4545308406292 Total misclassified:  2\n",
      "Objective Function Value:  14.453728013675441 Total misclassified:  2\n",
      "Objective Function Value:  14.452925345399185 Total misclassified:  2\n",
      "Objective Function Value:  14.452122835751439 Total misclassified:  2\n",
      "Objective Function Value:  14.451320484683198 Total misclassified:  2\n",
      "Objective Function Value:  14.450518292145507 Total misclassified:  2\n",
      "Objective Function Value:  14.449716258089415 Total misclassified:  2\n",
      "Objective Function Value:  14.448914382465997 Total misclassified:  2\n",
      "Objective Function Value:  14.448112665226342 Total misclassified:  2\n",
      "Objective Function Value:  14.447311106321575 Total misclassified:  2\n",
      "Objective Function Value:  14.44650970570282 Total misclassified:  2\n",
      "Objective Function Value:  14.445708463321239 Total misclassified:  2\n",
      "Objective Function Value:  14.444907379128004 Total misclassified:  2\n",
      "Objective Function Value:  14.444106453074319 Total misclassified:  2\n",
      "Objective Function Value:  14.443305685111394 Total misclassified:  2\n",
      "Objective Function Value:  14.442505075190459 Total misclassified:  2\n",
      "Objective Function Value:  14.441704623262783 Total misclassified:  2\n",
      "Objective Function Value:  14.440904329279638 Total misclassified:  2\n",
      "Objective Function Value:  14.440104193192326 Total misclassified:  2\n",
      "Objective Function Value:  14.439304214952163 Total misclassified:  2\n",
      "Objective Function Value:  14.438504394510474 Total misclassified:  2\n",
      "Objective Function Value:  14.437704731818648 Total misclassified:  2\n",
      "Objective Function Value:  14.436905226828038 Total misclassified:  2\n",
      "Objective Function Value:  14.436105879490048 Total misclassified:  2\n",
      "Objective Function Value:  14.435306689756104 Total misclassified:  2\n",
      "Objective Function Value:  14.434507657577647 Total misclassified:  2\n",
      "Objective Function Value:  14.433708782906134 Total misclassified:  2\n",
      "Objective Function Value:  14.432910065693036 Total misclassified:  2\n",
      "Objective Function Value:  14.432111505889877 Total misclassified:  2\n",
      "Objective Function Value:  14.431313103448147 Total misclassified:  2\n",
      "Objective Function Value:  14.430514858319412 Total misclassified:  2\n",
      "Objective Function Value:  14.429716770455222 Total misclassified:  2\n",
      "Objective Function Value:  14.428918839807164 Total misclassified:  2\n",
      "Objective Function Value:  14.428121066326831 Total misclassified:  2\n",
      "Objective Function Value:  14.427323449965854 Total misclassified:  2\n",
      "Objective Function Value:  14.42652599067587 Total misclassified:  2\n",
      "Objective Function Value:  14.42572868840854 Total misclassified:  2\n",
      "Objective Function Value:  14.424931543115548 Total misclassified:  2\n",
      "Objective Function Value:  14.424134554748598 Total misclassified:  2\n",
      "Objective Function Value:  14.423337723259412 Total misclassified:  2\n",
      "Objective Function Value:  14.422541048599726 Total misclassified:  2\n",
      "Objective Function Value:  14.421744530721309 Total misclassified:  2\n",
      "Objective Function Value:  14.420948169575942 Total misclassified:  2\n",
      "Objective Function Value:  14.42015196511543 Total misclassified:  2\n",
      "Objective Function Value:  14.419355917291593 Total misclassified:  2\n",
      "Objective Function Value:  14.418560026056275 Total misclassified:  2\n",
      "Objective Function Value:  14.417764291361333 Total misclassified:  2\n",
      "Objective Function Value:  14.416968713158663 Total misclassified:  2\n",
      "Objective Function Value:  14.416173291400149 Total misclassified:  2\n",
      "Objective Function Value:  14.41537802603773 Total misclassified:  2\n",
      "Objective Function Value:  14.414582917023344 Total misclassified:  2\n",
      "Objective Function Value:  14.41378796430895 Total misclassified:  2\n",
      "Objective Function Value:  14.412993167846539 Total misclassified:  2\n",
      "Objective Function Value:  14.412198527588105 Total misclassified:  2\n",
      "Objective Function Value:  14.411404043485675 Total misclassified:  2\n",
      "Objective Function Value:  14.410609715491294 Total misclassified:  2\n",
      "Objective Function Value:  14.409815543557018 Total misclassified:  2\n",
      "Objective Function Value:  14.409021527634934 Total misclassified:  2\n",
      "Objective Function Value:  14.408227667677142 Total misclassified:  2\n",
      "Objective Function Value:  14.407433963635768 Total misclassified:  2\n",
      "Objective Function Value:  14.406640415462947 Total misclassified:  2\n",
      "Objective Function Value:  14.405847023110855 Total misclassified:  2\n",
      "Objective Function Value:  14.40505378653166 Total misclassified:  2\n",
      "Objective Function Value:  14.404260705677567 Total misclassified:  2\n",
      "Objective Function Value:  14.403467780500801 Total misclassified:  2\n",
      "Objective Function Value:  14.402675010953601 Total misclassified:  2\n",
      "Objective Function Value:  14.40188239698823 Total misclassified:  2\n",
      "Objective Function Value:  14.401089938556964 Total misclassified:  2\n",
      "Objective Function Value:  14.400297635612116 Total misclassified:  2\n",
      "Objective Function Value:  14.399505488105998 Total misclassified:  2\n",
      "Objective Function Value:  14.398713495990947 Total misclassified:  2\n",
      "Objective Function Value:  14.397921659219323 Total misclassified:  2\n",
      "Objective Function Value:  14.397129977743514 Total misclassified:  2\n",
      "Objective Function Value:  14.396338451515918 Total misclassified:  2\n",
      "Objective Function Value:  14.395547080488956 Total misclassified:  2\n",
      "Objective Function Value:  14.394755864615059 Total misclassified:  2\n",
      "Objective Function Value:  14.393964803846693 Total misclassified:  2\n",
      "Objective Function Value:  14.393173898136336 Total misclassified:  2\n",
      "Objective Function Value:  14.39238314743649 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.391592551699658 Total misclassified:  2\n",
      "Objective Function Value:  14.39080211087839 Total misclassified:  2\n",
      "Objective Function Value:  14.390011824925244 Total misclassified:  2\n",
      "Objective Function Value:  14.389221693792795 Total misclassified:  2\n",
      "Objective Function Value:  14.38843171743364 Total misclassified:  2\n",
      "Objective Function Value:  14.387641895800394 Total misclassified:  2\n",
      "Objective Function Value:  14.386852228845692 Total misclassified:  2\n",
      "Objective Function Value:  14.38606271652219 Total misclassified:  2\n",
      "Objective Function Value:  14.38527335878257 Total misclassified:  2\n",
      "Objective Function Value:  14.384484155579518 Total misclassified:  2\n",
      "Objective Function Value:  14.383695106865758 Total misclassified:  2\n",
      "Objective Function Value:  14.382906212594012 Total misclassified:  2\n",
      "Objective Function Value:  14.382117472717038 Total misclassified:  2\n",
      "Objective Function Value:  14.381328887187617 Total misclassified:  2\n",
      "Objective Function Value:  14.380540455958531 Total misclassified:  2\n",
      "Objective Function Value:  14.379752178982594 Total misclassified:  2\n",
      "Objective Function Value:  14.378964056212647 Total misclassified:  2\n",
      "Objective Function Value:  14.378176087601531 Total misclassified:  2\n",
      "Objective Function Value:  14.37738827310212 Total misclassified:  2\n",
      "Objective Function Value:  14.37660061266731 Total misclassified:  2\n",
      "Objective Function Value:  14.375813106250002 Total misclassified:  2\n",
      "Objective Function Value:  14.37502575380313 Total misclassified:  2\n",
      "Objective Function Value:  14.374238555279637 Total misclassified:  2\n",
      "Objective Function Value:  14.373451510632497 Total misclassified:  2\n",
      "Objective Function Value:  14.372664619814701 Total misclassified:  2\n",
      "Objective Function Value:  14.37187788277925 Total misclassified:  2\n",
      "Objective Function Value:  14.371091299479168 Total misclassified:  2\n",
      "Objective Function Value:  14.370304869867509 Total misclassified:  2\n",
      "Objective Function Value:  14.369518593897332 Total misclassified:  2\n",
      "Objective Function Value:  14.368732471521726 Total misclassified:  2\n",
      "Objective Function Value:  14.367946502693787 Total misclassified:  2\n",
      "Objective Function Value:  14.367160687366656 Total misclassified:  2\n",
      "Objective Function Value:  14.366375025493454 Total misclassified:  2\n",
      "Objective Function Value:  14.365589517027354 Total misclassified:  2\n",
      "Objective Function Value:  14.364804161921544 Total misclassified:  2\n",
      "Objective Function Value:  14.364018960129213 Total misclassified:  2\n",
      "Objective Function Value:  14.363233911603587 Total misclassified:  2\n",
      "Objective Function Value:  14.362449016297905 Total misclassified:  2\n",
      "Objective Function Value:  14.361664274165422 Total misclassified:  2\n",
      "Objective Function Value:  14.360879685159427 Total misclassified:  2\n",
      "Objective Function Value:  14.360095249233206 Total misclassified:  2\n",
      "Objective Function Value:  14.359310966340079 Total misclassified:  2\n",
      "Objective Function Value:  14.358526836433386 Total misclassified:  2\n",
      "Objective Function Value:  14.357742859466477 Total misclassified:  2\n",
      "Objective Function Value:  14.356959035392727 Total misclassified:  2\n",
      "Objective Function Value:  14.35617536416553 Total misclassified:  2\n",
      "Objective Function Value:  14.3553918457383 Total misclassified:  2\n",
      "Objective Function Value:  14.354608480064478 Total misclassified:  2\n",
      "Objective Function Value:  14.353825267097493 Total misclassified:  2\n",
      "Objective Function Value:  14.353042206790839 Total misclassified:  2\n",
      "Objective Function Value:  14.352259299097991 Total misclassified:  2\n",
      "Objective Function Value:  14.35147654397247 Total misclassified:  2\n",
      "Objective Function Value:  14.350693941367787 Total misclassified:  2\n",
      "Objective Function Value:  14.349911491237503 Total misclassified:  2\n",
      "Objective Function Value:  14.349129193535184 Total misclassified:  2\n",
      "Objective Function Value:  14.348347048214404 Total misclassified:  2\n",
      "Objective Function Value:  14.347565055228785 Total misclassified:  2\n",
      "Objective Function Value:  14.346783214531934 Total misclassified:  2\n",
      "Objective Function Value:  14.346001526077504 Total misclassified:  2\n",
      "Objective Function Value:  14.345219989819155 Total misclassified:  2\n",
      "Objective Function Value:  14.344438605710565 Total misclassified:  2\n",
      "Objective Function Value:  14.343657373705437 Total misclassified:  2\n",
      "Objective Function Value:  14.342876293757492 Total misclassified:  2\n",
      "Objective Function Value:  14.34209536582046 Total misclassified:  2\n",
      "Objective Function Value:  14.341314589848107 Total misclassified:  2\n",
      "Objective Function Value:  14.340533965794208 Total misclassified:  2\n",
      "Objective Function Value:  14.339753493612555 Total misclassified:  2\n",
      "Objective Function Value:  14.338973173256969 Total misclassified:  2\n",
      "Objective Function Value:  14.338193004681274 Total misclassified:  2\n",
      "Objective Function Value:  14.337412987839329 Total misclassified:  2\n",
      "Objective Function Value:  14.336633122685004 Total misclassified:  2\n",
      "Objective Function Value:  14.33585340917219 Total misclassified:  2\n",
      "Objective Function Value:  14.33507384725479 Total misclassified:  2\n",
      "Objective Function Value:  14.33429443688674 Total misclassified:  2\n",
      "Objective Function Value:  14.333515178021983 Total misclassified:  2\n",
      "Objective Function Value:  14.33273607061449 Total misclassified:  2\n",
      "Objective Function Value:  14.331957114618245 Total misclassified:  2\n",
      "Objective Function Value:  14.331178309987248 Total misclassified:  2\n",
      "Objective Function Value:  14.330399656675521 Total misclassified:  2\n",
      "Objective Function Value:  14.32962115463711 Total misclassified:  2\n",
      "Objective Function Value:  14.328842803826074 Total misclassified:  2\n",
      "Objective Function Value:  14.328064604196491 Total misclassified:  2\n",
      "Objective Function Value:  14.327286555702466 Total misclassified:  2\n",
      "Objective Function Value:  14.32650865829811 Total misclassified:  2\n",
      "Objective Function Value:  14.32573091193756 Total misclassified:  2\n",
      "Objective Function Value:  14.324953316574973 Total misclassified:  2\n",
      "Objective Function Value:  14.324175872164522 Total misclassified:  2\n",
      "Objective Function Value:  14.323398578660402 Total misclassified:  2\n",
      "Objective Function Value:  14.32262143601682 Total misclassified:  2\n",
      "Objective Function Value:  14.321844444188011 Total misclassified:  2\n",
      "Objective Function Value:  14.32106760312822 Total misclassified:  2\n",
      "Objective Function Value:  14.320290912791716 Total misclassified:  2\n",
      "Objective Function Value:  14.31951437313279 Total misclassified:  2\n",
      "Objective Function Value:  14.318737984105741 Total misclassified:  2\n",
      "Objective Function Value:  14.317961745664896 Total misclassified:  2\n",
      "Objective Function Value:  14.317185657764597 Total misclassified:  2\n",
      "Objective Function Value:  14.316409720359204 Total misclassified:  2\n",
      "Objective Function Value:  14.315633933403104 Total misclassified:  2\n",
      "Objective Function Value:  14.314858296850694 Total misclassified:  2\n",
      "Objective Function Value:  14.314082810656387 Total misclassified:  2\n",
      "Objective Function Value:  14.313307474774618 Total misclassified:  2\n",
      "Objective Function Value:  14.31253228915985 Total misclassified:  2\n",
      "Objective Function Value:  14.311757253766558 Total misclassified:  2\n",
      "Objective Function Value:  14.31098236854923 Total misclassified:  2\n",
      "Objective Function Value:  14.310207633462372 Total misclassified:  2\n",
      "Objective Function Value:  14.309433048460521 Total misclassified:  2\n",
      "Objective Function Value:  14.308658613498224 Total misclassified:  2\n",
      "Objective Function Value:  14.307884328530047 Total misclassified:  2\n",
      "Objective Function Value:  14.307110193510578 Total misclassified:  2\n",
      "Objective Function Value:  14.306336208394415 Total misclassified:  2\n",
      "Objective Function Value:  14.305562373136187 Total misclassified:  2\n",
      "Objective Function Value:  14.304788687690543 Total misclassified:  2\n",
      "Objective Function Value:  14.304015152012123 Total misclassified:  2\n",
      "Objective Function Value:  14.303241766055624 Total misclassified:  2\n",
      "Objective Function Value:  14.30246852977573 Total misclassified:  2\n",
      "Objective Function Value:  14.301695443127173 Total misclassified:  2\n",
      "Objective Function Value:  14.300922506064666 Total misclassified:  2\n",
      "Objective Function Value:  14.300149718542981 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.29937708051688 Total misclassified:  2\n",
      "Objective Function Value:  14.298604591941157 Total misclassified:  2\n",
      "Objective Function Value:  14.297832252770615 Total misclassified:  2\n",
      "Objective Function Value:  14.297060062960085 Total misclassified:  2\n",
      "Objective Function Value:  14.29628802246441 Total misclassified:  2\n",
      "Objective Function Value:  14.295516131238458 Total misclassified:  2\n",
      "Objective Function Value:  14.29474438923711 Total misclassified:  2\n",
      "Objective Function Value:  14.293972796415261 Total misclassified:  2\n",
      "Objective Function Value:  14.293201352727838 Total misclassified:  2\n",
      "Objective Function Value:  14.292430058129774 Total misclassified:  2\n",
      "Objective Function Value:  14.29165891257603 Total misclassified:  2\n",
      "Objective Function Value:  14.290887916021571 Total misclassified:  2\n",
      "Objective Function Value:  14.290117068421404 Total misclassified:  2\n",
      "Objective Function Value:  14.289346369730527 Total misclassified:  2\n",
      "Objective Function Value:  14.288575819903983 Total misclassified:  2\n",
      "Objective Function Value:  14.287805418896808 Total misclassified:  2\n",
      "Objective Function Value:  14.287035166664065 Total misclassified:  2\n",
      "Objective Function Value:  14.286265063160855 Total misclassified:  2\n",
      "Objective Function Value:  14.285495108342275 Total misclassified:  2\n",
      "Objective Function Value:  14.284725302163443 Total misclassified:  2\n",
      "Objective Function Value:  14.2839556445795 Total misclassified:  2\n",
      "Objective Function Value:  14.283186135545606 Total misclassified:  2\n",
      "Objective Function Value:  14.282416775016934 Total misclassified:  2\n",
      "Objective Function Value:  14.281647562948685 Total misclassified:  2\n",
      "Objective Function Value:  14.280878499296062 Total misclassified:  2\n",
      "Objective Function Value:  14.280109584014312 Total misclassified:  2\n",
      "Objective Function Value:  14.279340817058666 Total misclassified:  2\n",
      "Objective Function Value:  14.278572198384406 Total misclassified:  2\n",
      "Objective Function Value:  14.277803727946814 Total misclassified:  2\n",
      "Objective Function Value:  14.277035405701191 Total misclassified:  2\n",
      "Objective Function Value:  14.276267231602871 Total misclassified:  2\n",
      "Objective Function Value:  14.27549920560718 Total misclassified:  2\n",
      "Objective Function Value:  14.274731327669485 Total misclassified:  2\n",
      "Objective Function Value:  14.273963597745167 Total misclassified:  2\n",
      "Objective Function Value:  14.273196015789615 Total misclassified:  2\n",
      "Objective Function Value:  14.272428581758241 Total misclassified:  2\n",
      "Objective Function Value:  14.271661295606485 Total misclassified:  2\n",
      "Objective Function Value:  14.270894157289792 Total misclassified:  2\n",
      "Objective Function Value:  14.270127166763636 Total misclassified:  2\n",
      "Objective Function Value:  14.269360323983493 Total misclassified:  2\n",
      "Objective Function Value:  14.268593628904885 Total misclassified:  2\n",
      "Objective Function Value:  14.267827081483313 Total misclassified:  2\n",
      "Objective Function Value:  14.267060681674325 Total misclassified:  2\n",
      "Objective Function Value:  14.266294429433492 Total misclassified:  2\n",
      "Objective Function Value:  14.265528324716376 Total misclassified:  2\n",
      "Objective Function Value:  14.264762367478584 Total misclassified:  2\n",
      "Objective Function Value:  14.263996557675721 Total misclassified:  2\n",
      "Objective Function Value:  14.263230895263423 Total misclassified:  2\n",
      "Objective Function Value:  14.262465380197334 Total misclassified:  2\n",
      "Objective Function Value:  14.261700012433131 Total misclassified:  2\n",
      "Objective Function Value:  14.260934791926491 Total misclassified:  2\n",
      "Objective Function Value:  14.260169718633124 Total misclassified:  2\n",
      "Objective Function Value:  14.259404792508747 Total misclassified:  2\n",
      "Objective Function Value:  14.258640013509096 Total misclassified:  2\n",
      "Objective Function Value:  14.257875381589942 Total misclassified:  2\n",
      "Objective Function Value:  14.257110896707049 Total misclassified:  2\n",
      "Objective Function Value:  14.256346558816208 Total misclassified:  2\n",
      "Objective Function Value:  14.255582367873245 Total misclassified:  2\n",
      "Objective Function Value:  14.254818323833977 Total misclassified:  2\n",
      "Objective Function Value:  14.25405442665426 Total misclassified:  2\n",
      "Objective Function Value:  14.253290676289957 Total misclassified:  2\n",
      "Objective Function Value:  14.252527072696953 Total misclassified:  2\n",
      "Objective Function Value:  14.251763615831136 Total misclassified:  2\n",
      "Objective Function Value:  14.251000305648446 Total misclassified:  2\n",
      "Objective Function Value:  14.250237142104812 Total misclassified:  2\n",
      "Objective Function Value:  14.249474125156189 Total misclassified:  2\n",
      "Objective Function Value:  14.248711254758545 Total misclassified:  2\n",
      "Objective Function Value:  14.247948530867877 Total misclassified:  2\n",
      "Objective Function Value:  14.247185953440194 Total misclassified:  2\n",
      "Objective Function Value:  14.246423522431517 Total misclassified:  2\n",
      "Objective Function Value:  14.2456612377979 Total misclassified:  2\n",
      "Objective Function Value:  14.244899099495402 Total misclassified:  2\n",
      "Objective Function Value:  14.244137107480096 Total misclassified:  2\n",
      "Objective Function Value:  14.243375261708096 Total misclassified:  2\n",
      "Objective Function Value:  14.2426135621355 Total misclassified:  2\n",
      "Objective Function Value:  14.241852008718457 Total misclassified:  2\n",
      "Objective Function Value:  14.241090601413111 Total misclassified:  2\n",
      "Objective Function Value:  14.240329340175636 Total misclassified:  2\n",
      "Objective Function Value:  14.239568224962213 Total misclassified:  2\n",
      "Objective Function Value:  14.238807255729053 Total misclassified:  2\n",
      "Objective Function Value:  14.238046432432377 Total misclassified:  2\n",
      "Objective Function Value:  14.237285755028424 Total misclassified:  2\n",
      "Objective Function Value:  14.236525223473455 Total misclassified:  2\n",
      "Objective Function Value:  14.235764837723746 Total misclassified:  2\n",
      "Objective Function Value:  14.235004597735589 Total misclassified:  2\n",
      "Objective Function Value:  14.234244503465298 Total misclassified:  2\n",
      "Objective Function Value:  14.2334845548692 Total misclassified:  2\n",
      "Objective Function Value:  14.23272475190365 Total misclassified:  2\n",
      "Objective Function Value:  14.231965094524996 Total misclassified:  2\n",
      "Objective Function Value:  14.23120558268964 Total misclassified:  2\n",
      "Objective Function Value:  14.230446216353972 Total misclassified:  2\n",
      "Objective Function Value:  14.22968699547441 Total misclassified:  2\n",
      "Objective Function Value:  14.228927920007392 Total misclassified:  2\n",
      "Objective Function Value:  14.22816898990937 Total misclassified:  2\n",
      "Objective Function Value:  14.227410205136817 Total misclassified:  2\n",
      "Objective Function Value:  14.226651565646213 Total misclassified:  2\n",
      "Objective Function Value:  14.225893071394076 Total misclassified:  2\n",
      "Objective Function Value:  14.225134722336932 Total misclassified:  2\n",
      "Objective Function Value:  14.224376518431306 Total misclassified:  2\n",
      "Objective Function Value:  14.223618459633771 Total misclassified:  2\n",
      "Objective Function Value:  14.222860545900897 Total misclassified:  2\n",
      "Objective Function Value:  14.222102777189278 Total misclassified:  2\n",
      "Objective Function Value:  14.221345153455534 Total misclassified:  2\n",
      "Objective Function Value:  14.220587674656283 Total misclassified:  2\n",
      "Objective Function Value:  14.219830340748185 Total misclassified:  2\n",
      "Objective Function Value:  14.219073151687898 Total misclassified:  2\n",
      "Objective Function Value:  14.218316107432093 Total misclassified:  2\n",
      "Objective Function Value:  14.217559207937487 Total misclassified:  2\n",
      "Objective Function Value:  14.216802453160794 Total misclassified:  2\n",
      "Objective Function Value:  14.216045843058737 Total misclassified:  2\n",
      "Objective Function Value:  14.215289377588075 Total misclassified:  2\n",
      "Objective Function Value:  14.214533056705585 Total misclassified:  2\n",
      "Objective Function Value:  14.213776880368044 Total misclassified:  2\n",
      "Objective Function Value:  14.213020848532263 Total misclassified:  2\n",
      "Objective Function Value:  14.212264961155057 Total misclassified:  2\n",
      "Objective Function Value:  14.211509218193275 Total misclassified:  2\n",
      "Objective Function Value:  14.210753619603764 Total misclassified:  2\n",
      "Objective Function Value:  14.20999816534341 Total misclassified:  2\n",
      "Objective Function Value:  14.209242855369096 Total misclassified:  2\n",
      "Objective Function Value:  14.208487689637733 Total misclassified:  2\n",
      "Objective Function Value:  14.207732668106251 Total misclassified:  2\n",
      "Objective Function Value:  14.20697779073159 Total misclassified:  2\n",
      "Objective Function Value:  14.206223057470712 Total misclassified:  2\n",
      "Objective Function Value:  14.205468468280596 Total misclassified:  2\n",
      "Objective Function Value:  14.204714023118246 Total misclassified:  2\n",
      "Objective Function Value:  14.203959721940667 Total misclassified:  2\n",
      "Objective Function Value:  14.203205564704895 Total misclassified:  2\n",
      "Objective Function Value:  14.202451551367975 Total misclassified:  2\n",
      "Objective Function Value:  14.201697681886973 Total misclassified:  2\n",
      "Objective Function Value:  14.200943956218975 Total misclassified:  2\n",
      "Objective Function Value:  14.200190374321078 Total misclassified:  2\n",
      "Objective Function Value:  14.1994369361504 Total misclassified:  2\n",
      "Objective Function Value:  14.19868364166408 Total misclassified:  2\n",
      "Objective Function Value:  14.197930490819267 Total misclassified:  2\n",
      "Objective Function Value:  14.197177483573135 Total misclassified:  2\n",
      "Objective Function Value:  14.196424619882869 Total misclassified:  2\n",
      "Objective Function Value:  14.195671899705669 Total misclassified:  2\n",
      "Objective Function Value:  14.194919322998759 Total misclassified:  2\n",
      "Objective Function Value:  14.194166889719384 Total misclassified:  2\n",
      "Objective Function Value:  14.193414599824791 Total misclassified:  2\n",
      "Objective Function Value:  14.192662453272256 Total misclassified:  2\n",
      "Objective Function Value:  14.191910450019078 Total misclassified:  2\n",
      "Objective Function Value:  14.191158590022553 Total misclassified:  2\n",
      "Objective Function Value:  14.190406873240011 Total misclassified:  2\n",
      "Objective Function Value:  14.189655299628795 Total misclassified:  2\n",
      "Objective Function Value:  14.18890386914626 Total misclassified:  2\n",
      "Objective Function Value:  14.18815258174979 Total misclassified:  2\n",
      "Objective Function Value:  14.18740143739677 Total misclassified:  2\n",
      "Objective Function Value:  14.186650436044621 Total misclassified:  2\n",
      "Objective Function Value:  14.185899577650764 Total misclassified:  2\n",
      "Objective Function Value:  14.18514886217265 Total misclassified:  2\n",
      "Objective Function Value:  14.184398289567733 Total misclassified:  2\n",
      "Objective Function Value:  14.183647859793505 Total misclassified:  2\n",
      "Objective Function Value:  14.18289757280745 Total misclassified:  2\n",
      "Objective Function Value:  14.182147428567085 Total misclassified:  2\n",
      "Objective Function Value:  14.18139742702995 Total misclassified:  2\n",
      "Objective Function Value:  14.180647568153578 Total misclassified:  2\n",
      "Objective Function Value:  14.179897851895545 Total misclassified:  2\n",
      "Objective Function Value:  14.179148278213432 Total misclassified:  2\n",
      "Objective Function Value:  14.178398847064843 Total misclassified:  2\n",
      "Objective Function Value:  14.177649558407381 Total misclassified:  2\n",
      "Objective Function Value:  14.176900412198691 Total misclassified:  2\n",
      "Objective Function Value:  14.176151408396418 Total misclassified:  2\n",
      "Objective Function Value:  14.175402546958228 Total misclassified:  2\n",
      "Objective Function Value:  14.174653827841809 Total misclassified:  2\n",
      "Objective Function Value:  14.173905251004872 Total misclassified:  2\n",
      "Objective Function Value:  14.17315681640512 Total misclassified:  2\n",
      "Objective Function Value:  14.172408524000296 Total misclassified:  2\n",
      "Objective Function Value:  14.171660373748146 Total misclassified:  2\n",
      "Objective Function Value:  14.17091236560645 Total misclassified:  2\n",
      "Objective Function Value:  14.170164499532987 Total misclassified:  2\n",
      "Objective Function Value:  14.169416775485569 Total misclassified:  2\n",
      "Objective Function Value:  14.168669193422005 Total misclassified:  2\n",
      "Objective Function Value:  14.167921753300146 Total misclassified:  2\n",
      "Objective Function Value:  14.167174455077834 Total misclassified:  2\n",
      "Objective Function Value:  14.166427298712946 Total misclassified:  2\n",
      "Objective Function Value:  14.165680284163368 Total misclassified:  2\n",
      "Objective Function Value:  14.16493341138701 Total misclassified:  2\n",
      "Objective Function Value:  14.164186680341794 Total misclassified:  2\n",
      "Objective Function Value:  14.163440090985656 Total misclassified:  2\n",
      "Objective Function Value:  14.162693643276551 Total misclassified:  2\n",
      "Objective Function Value:  14.161947337172457 Total misclassified:  2\n",
      "Objective Function Value:  14.161201172631358 Total misclassified:  2\n",
      "Objective Function Value:  14.160455149611268 Total misclassified:  2\n",
      "Objective Function Value:  14.159709268070202 Total misclassified:  2\n",
      "Objective Function Value:  14.158963527966204 Total misclassified:  2\n",
      "Objective Function Value:  14.158217929257328 Total misclassified:  2\n",
      "Objective Function Value:  14.157472471901656 Total misclassified:  2\n",
      "Objective Function Value:  14.156727155857277 Total misclassified:  2\n",
      "Objective Function Value:  14.15598198108229 Total misclassified:  2\n",
      "Objective Function Value:  14.155236947534831 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.154492055173037 Total misclassified:  2\n",
      "Objective Function Value:  14.153747303955061 Total misclassified:  2\n",
      "Objective Function Value:  14.153002693839092 Total misclassified:  2\n",
      "Objective Function Value:  14.1522582247833 Total misclassified:  2\n",
      "Objective Function Value:  14.151513896745909 Total misclassified:  2\n",
      "Objective Function Value:  14.150769709685147 Total misclassified:  2\n",
      "Objective Function Value:  14.150025663559248 Total misclassified:  2\n",
      "Objective Function Value:  14.14928175832647 Total misclassified:  2\n",
      "Objective Function Value:  14.14853799394509 Total misclassified:  2\n",
      "Objective Function Value:  14.147794370373406 Total misclassified:  2\n",
      "Objective Function Value:  14.14705088756972 Total misclassified:  2\n",
      "Objective Function Value:  14.146307545492363 Total misclassified:  2\n",
      "Objective Function Value:  14.145564344099672 Total misclassified:  2\n",
      "Objective Function Value:  14.144821283350009 Total misclassified:  2\n",
      "Objective Function Value:  14.144078363201753 Total misclassified:  2\n",
      "Objective Function Value:  14.14333558361329 Total misclassified:  2\n",
      "Objective Function Value:  14.14259294454303 Total misclassified:  2\n",
      "Objective Function Value:  14.141850445949405 Total misclassified:  2\n",
      "Objective Function Value:  14.141108087790851 Total misclassified:  2\n",
      "Objective Function Value:  14.140365870025834 Total misclassified:  2\n",
      "Objective Function Value:  14.13962379261282 Total misclassified:  2\n",
      "Objective Function Value:  14.138881855510308 Total misclassified:  2\n",
      "Objective Function Value:  14.1381400586768 Total misclassified:  2\n",
      "Objective Function Value:  14.137398402070835 Total misclassified:  2\n",
      "Objective Function Value:  14.136656885650945 Total misclassified:  2\n",
      "Objective Function Value:  14.135915509375693 Total misclassified:  2\n",
      "Objective Function Value:  14.135174273203647 Total misclassified:  2\n",
      "Objective Function Value:  14.13443317709341 Total misclassified:  2\n",
      "Objective Function Value:  14.133692221003582 Total misclassified:  2\n",
      "Objective Function Value:  14.13295140489279 Total misclassified:  2\n",
      "Objective Function Value:  14.132210728719677 Total misclassified:  2\n",
      "Objective Function Value:  14.131470192442901 Total misclassified:  2\n",
      "Objective Function Value:  14.130729796021136 Total misclassified:  2\n",
      "Objective Function Value:  14.129989539413074 Total misclassified:  2\n",
      "Objective Function Value:  14.129249422577429 Total misclassified:  2\n",
      "Objective Function Value:  14.128509445472908 Total misclassified:  2\n",
      "Objective Function Value:  14.12776960805827 Total misclassified:  2\n",
      "Objective Function Value:  14.127029910292261 Total misclassified:  2\n",
      "Objective Function Value:  14.126290352133658 Total misclassified:  2\n",
      "Objective Function Value:  14.125550933541252 Total misclassified:  2\n",
      "Objective Function Value:  14.124811654473852 Total misclassified:  2\n",
      "Objective Function Value:  14.12407251489028 Total misclassified:  2\n",
      "Objective Function Value:  14.123333514749369 Total misclassified:  2\n",
      "Objective Function Value:  14.122594654009983 Total misclassified:  2\n",
      "Objective Function Value:  14.121855932630991 Total misclassified:  2\n",
      "Objective Function Value:  14.121117350571282 Total misclassified:  2\n",
      "Objective Function Value:  14.120378907789767 Total misclassified:  2\n",
      "Objective Function Value:  14.119640604245356 Total misclassified:  2\n",
      "Objective Function Value:  14.118902439897 Total misclassified:  2\n",
      "Objective Function Value:  14.118164414703646 Total misclassified:  2\n",
      "Objective Function Value:  14.117426528624264 Total misclassified:  2\n",
      "Objective Function Value:  14.116688781617846 Total misclassified:  2\n",
      "Objective Function Value:  14.115951173643396 Total misclassified:  2\n",
      "Objective Function Value:  14.115213704659926 Total misclassified:  2\n",
      "Objective Function Value:  14.114476374626484 Total misclassified:  2\n",
      "Objective Function Value:  14.113739183502114 Total misclassified:  2\n",
      "Objective Function Value:  14.113002131245885 Total misclassified:  2\n",
      "Objective Function Value:  14.11226521781689 Total misclassified:  2\n",
      "Objective Function Value:  14.111528443174226 Total misclassified:  2\n",
      "Objective Function Value:  14.11079180727701 Total misclassified:  2\n",
      "Objective Function Value:  14.11005531008438 Total misclassified:  2\n",
      "Objective Function Value:  14.109318951555483 Total misclassified:  2\n",
      "Objective Function Value:  14.108582731649491 Total misclassified:  2\n",
      "Objective Function Value:  14.10784665032558 Total misclassified:  2\n",
      "Objective Function Value:  14.107110707542954 Total misclassified:  2\n",
      "Objective Function Value:  14.106374903260825 Total misclassified:  2\n",
      "Objective Function Value:  14.105639237438432 Total misclassified:  2\n",
      "Objective Function Value:  14.104903710035016 Total misclassified:  2\n",
      "Objective Function Value:  14.104168321009844 Total misclassified:  2\n",
      "Objective Function Value:  14.103433070322204 Total misclassified:  2\n",
      "Objective Function Value:  14.102697957931383 Total misclassified:  2\n",
      "Objective Function Value:  14.1019629837967 Total misclassified:  2\n",
      "Objective Function Value:  14.101228147877478 Total misclassified:  2\n",
      "Objective Function Value:  14.100493450133072 Total misclassified:  2\n",
      "Objective Function Value:  14.099758890522832 Total misclassified:  2\n",
      "Objective Function Value:  14.099024469006153 Total misclassified:  2\n",
      "Objective Function Value:  14.09829018554241 Total misclassified:  2\n",
      "Objective Function Value:  14.097556040091021 Total misclassified:  2\n",
      "Objective Function Value:  14.096822032611424 Total misclassified:  2\n",
      "Objective Function Value:  14.096088163063044 Total misclassified:  2\n",
      "Objective Function Value:  14.09535443140535 Total misclassified:  2\n",
      "Objective Function Value:  14.094620837597809 Total misclassified:  2\n",
      "Objective Function Value:  14.093887381599918 Total misclassified:  2\n",
      "Objective Function Value:  14.093154063371188 Total misclassified:  2\n",
      "Objective Function Value:  14.092420882871135 Total misclassified:  2\n",
      "Objective Function Value:  14.091687840059302 Total misclassified:  2\n",
      "Objective Function Value:  14.090954934895244 Total misclassified:  2\n",
      "Objective Function Value:  14.090222167338531 Total misclassified:  2\n",
      "Objective Function Value:  14.08948953734875 Total misclassified:  2\n",
      "Objective Function Value:  14.088757044885512 Total misclassified:  2\n",
      "Objective Function Value:  14.08802468990843 Total misclassified:  2\n",
      "Objective Function Value:  14.087292472377136 Total misclassified:  2\n",
      "Objective Function Value:  14.086560392251288 Total misclassified:  2\n",
      "Objective Function Value:  14.085828449490558 Total misclassified:  2\n",
      "Objective Function Value:  14.085096644054621 Total misclassified:  2\n",
      "Objective Function Value:  14.084364975903181 Total misclassified:  2\n",
      "Objective Function Value:  14.083633444995952 Total misclassified:  2\n",
      "Objective Function Value:  14.082902051292674 Total misclassified:  2\n",
      "Objective Function Value:  14.082170794753086 Total misclassified:  2\n",
      "Objective Function Value:  14.081439675336952 Total misclassified:  2\n",
      "Objective Function Value:  14.080708693004055 Total misclassified:  2\n",
      "Objective Function Value:  14.079977847714193 Total misclassified:  2\n",
      "Objective Function Value:  14.079247139427174 Total misclassified:  2\n",
      "Objective Function Value:  14.078516568102831 Total misclassified:  2\n",
      "Objective Function Value:  14.077786133701 Total misclassified:  2\n",
      "Objective Function Value:  14.077055836181547 Total misclassified:  2\n",
      "Objective Function Value:  14.076325675504346 Total misclassified:  2\n",
      "Objective Function Value:  14.075595651629285 Total misclassified:  2\n",
      "Objective Function Value:  14.074865764516282 Total misclassified:  2\n",
      "Objective Function Value:  14.074136014125244 Total misclassified:  2\n",
      "Objective Function Value:  14.073406400416133 Total misclassified:  2\n",
      "Objective Function Value:  14.07267692334888 Total misclassified:  2\n",
      "Objective Function Value:  14.071947582883471 Total misclassified:  2\n",
      "Objective Function Value:  14.071218378979886 Total misclassified:  2\n",
      "Objective Function Value:  14.070489311598134 Total misclassified:  2\n",
      "Objective Function Value:  14.06976038069823 Total misclassified:  2\n",
      "Objective Function Value:  14.069031586240209 Total misclassified:  2\n",
      "Objective Function Value:  14.068302928184126 Total misclassified:  2\n",
      "Objective Function Value:  14.067574406490037 Total misclassified:  2\n",
      "Objective Function Value:  14.066846021118037 Total misclassified:  2\n",
      "Objective Function Value:  14.066117772028209 Total misclassified:  2\n",
      "Objective Function Value:  14.065389659180681 Total misclassified:  2\n",
      "Objective Function Value:  14.064661682535577 Total misclassified:  2\n",
      "Objective Function Value:  14.063933842053036 Total misclassified:  2\n",
      "Objective Function Value:  14.063206137693232 Total misclassified:  2\n",
      "Objective Function Value:  14.062478569416331 Total misclassified:  2\n",
      "Objective Function Value:  14.06175113718253 Total misclassified:  2\n",
      "Objective Function Value:  14.061023840952043 Total misclassified:  2\n",
      "Objective Function Value:  14.06029668068508 Total misclassified:  2\n",
      "Objective Function Value:  14.0595696563419 Total misclassified:  2\n",
      "Objective Function Value:  14.058842767882737 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  14.05811601526788 Total misclassified:  2\n",
      "Objective Function Value:  14.05738939845761 Total misclassified:  2\n",
      "Objective Function Value:  14.056662917412226 Total misclassified:  2\n",
      "Objective Function Value:  14.055936572092058 Total misclassified:  2\n",
      "Objective Function Value:  14.055210362457426 Total misclassified:  2\n",
      "Objective Function Value:  14.054484288468688 Total misclassified:  2\n",
      "Objective Function Value:  14.053758350086213 Total misclassified:  2\n",
      "Objective Function Value:  14.053032547270373 Total misclassified:  2\n",
      "Objective Function Value:  14.052306879981572 Total misclassified:  2\n",
      "Objective Function Value:  14.051581348180225 Total misclassified:  2\n",
      "Objective Function Value:  14.050855951826755 Total misclassified:  2\n",
      "Objective Function Value:  14.050130690881602 Total misclassified:  2\n",
      "Objective Function Value:  14.04940556530524 Total misclassified:  2\n",
      "Objective Function Value:  14.048680575058128 Total misclassified:  2\n",
      "Objective Function Value:  14.04795572010077 Total misclassified:  2\n",
      "Objective Function Value:  14.047231000393666 Total misclassified:  2\n",
      "Objective Function Value:  14.046506415897337 Total misclassified:  2\n",
      "Objective Function Value:  14.045781966572331 Total misclassified:  2\n",
      "Objective Function Value:  14.045057652379182 Total misclassified:  2\n",
      "Objective Function Value:  14.044333473278481 Total misclassified:  2\n",
      "Objective Function Value:  14.043609429230797 Total misclassified:  2\n",
      "Objective Function Value:  14.042885520196737 Total misclassified:  2\n",
      "Objective Function Value:  14.04216174613692 Total misclassified:  2\n",
      "Objective Function Value:  14.041438107011967 Total misclassified:  2\n",
      "Objective Function Value:  14.040714602782533 Total misclassified:  2\n",
      "Objective Function Value:  14.03999123340928 Total misclassified:  2\n",
      "Objective Function Value:  14.039267998852875 Total misclassified:  2\n",
      "Objective Function Value:  14.038544899074024 Total misclassified:  2\n",
      "Objective Function Value:  14.037821934033442 Total misclassified:  2\n",
      "Objective Function Value:  14.037099103691833 Total misclassified:  2\n",
      "Objective Function Value:  14.036376408009954 Total misclassified:  2\n",
      "Objective Function Value:  14.035653846948549 Total misclassified:  2\n",
      "Objective Function Value:  14.034931420468395 Total misclassified:  2\n",
      "Objective Function Value:  14.034209128530279 Total misclassified:  2\n",
      "Objective Function Value:  14.033486971095002 Total misclassified:  2\n",
      "Objective Function Value:  14.032764948123383 Total misclassified:  2\n",
      "Objective Function Value:  14.032043059576251 Total misclassified:  2\n",
      "Objective Function Value:  14.031321305414455 Total misclassified:  2\n",
      "Objective Function Value:  14.03059968559886 Total misclassified:  2\n",
      "Objective Function Value:  14.029878200090344 Total misclassified:  2\n",
      "Objective Function Value:  14.029156848849809 Total misclassified:  2\n",
      "Objective Function Value:  14.02843563183815 Total misclassified:  2\n",
      "Objective Function Value:  14.027714549016304 Total misclassified:  2\n",
      "Objective Function Value:  14.026993600345214 Total misclassified:  2\n",
      "Objective Function Value:  14.026272785785826 Total misclassified:  2\n",
      "Objective Function Value:  14.02555210529912 Total misclassified:  2\n",
      "Objective Function Value:  14.024831558846078 Total misclassified:  2\n",
      "Objective Function Value:  14.024111146387703 Total misclassified:  2\n",
      "Objective Function Value:  14.023390867885018 Total misclassified:  2\n",
      "Objective Function Value:  14.022670723299049 Total misclassified:  2\n",
      "Objective Function Value:  14.021950712590844 Total misclassified:  2\n",
      "Objective Function Value:  14.021230835721477 Total misclassified:  2\n",
      "Objective Function Value:  14.020511092652018 Total misclassified:  2\n",
      "Objective Function Value:  14.019791483343571 Total misclassified:  2\n",
      "Objective Function Value:  14.019072007757227 Total misclassified:  2\n",
      "Objective Function Value:  14.018352665854126 Total misclassified:  2\n",
      "Objective Function Value:  14.017633457595409 Total misclassified:  2\n",
      "Objective Function Value:  14.016914382942224 Total misclassified:  2\n",
      "Objective Function Value:  14.016195441855748 Total misclassified:  2\n",
      "Objective Function Value:  14.015476634297167 Total misclassified:  2\n",
      "Objective Function Value:  14.014757960227676 Total misclassified:  2\n",
      "Objective Function Value:  14.014039419608505 Total misclassified:  2\n",
      "Objective Function Value:  14.013321012400867 Total misclassified:  2\n",
      "Objective Function Value:  14.012602738566033 Total misclassified:  2\n",
      "Objective Function Value:  14.011884598065242 Total misclassified:  2\n",
      "Objective Function Value:  14.011166590859785 Total misclassified:  2\n",
      "Objective Function Value:  14.010448716910952 Total misclassified:  2\n",
      "Objective Function Value:  14.009730976180055 Total misclassified:  2\n",
      "Objective Function Value:  14.009013368628414 Total misclassified:  2\n",
      "Objective Function Value:  14.008295894217365 Total misclassified:  2\n",
      "Objective Function Value:  14.007578552908269 Total misclassified:  2\n",
      "Objective Function Value:  14.006861344662493 Total misclassified:  2\n",
      "Objective Function Value:  14.006144269441412 Total misclassified:  2\n",
      "Objective Function Value:  14.005427327206434 Total misclassified:  2\n",
      "Objective Function Value:  14.004710517918973 Total misclassified:  2\n",
      "Objective Function Value:  14.00399384154046 Total misclassified:  2\n",
      "Objective Function Value:  14.003277298032337 Total misclassified:  2\n",
      "Objective Function Value:  14.002560887356063 Total misclassified:  2\n",
      "Objective Function Value:  14.001844609473117 Total misclassified:  2\n",
      "Objective Function Value:  14.001128464344983 Total misclassified:  2\n",
      "Objective Function Value:  14.000412451933185 Total misclassified:  2\n",
      "Objective Function Value:  13.99969657219922 Total misclassified:  2\n",
      "Objective Function Value:  13.998980825104631 Total misclassified:  2\n",
      "Objective Function Value:  13.998265210610978 Total misclassified:  2\n",
      "Objective Function Value:  13.997549728679811 Total misclassified:  2\n",
      "Objective Function Value:  13.996834379272727 Total misclassified:  2\n",
      "Objective Function Value:  13.996119162351317 Total misclassified:  2\n",
      "Objective Function Value:  13.995404077877186 Total misclassified:  2\n",
      "Objective Function Value:  13.994689125811966 Total misclassified:  2\n",
      "Objective Function Value:  13.993974306117295 Total misclassified:  2\n",
      "Objective Function Value:  13.993259618754834 Total misclassified:  2\n",
      "Objective Function Value:  13.99254506368625 Total misclassified:  2\n",
      "Objective Function Value:  13.991830640873236 Total misclassified:  2\n",
      "Objective Function Value:  13.991116350277483 Total misclassified:  2\n",
      "Objective Function Value:  13.990402191860712 Total misclassified:  2\n",
      "Objective Function Value:  13.989688165584656 Total misclassified:  2\n",
      "Objective Function Value:  13.988974271411063 Total misclassified:  2\n",
      "Objective Function Value:  13.988260509301695 Total misclassified:  2\n",
      "Objective Function Value:  13.98754687921832 Total misclassified:  2\n",
      "Objective Function Value:  13.986833381122736 Total misclassified:  2\n",
      "Objective Function Value:  13.986120014976748 Total misclassified:  2\n",
      "Objective Function Value:  13.985406780742181 Total misclassified:  2\n",
      "Objective Function Value:  13.984693678380864 Total misclassified:  2\n",
      "Objective Function Value:  13.983980707854656 Total misclassified:  2\n",
      "Objective Function Value:  13.983267869125413 Total misclassified:  2\n",
      "Objective Function Value:  13.982555162155034 Total misclassified:  2\n",
      "Objective Function Value:  13.981842586905401 Total misclassified:  2\n",
      "Objective Function Value:  13.981130143338424 Total misclassified:  2\n",
      "Objective Function Value:  13.980417831416034 Total misclassified:  2\n",
      "Objective Function Value:  13.979705651100176 Total misclassified:  2\n",
      "Objective Function Value:  13.978993602352793 Total misclassified:  2\n",
      "Objective Function Value:  13.978281685135869 Total misclassified:  2\n",
      "Objective Function Value:  13.977569899411376 Total misclassified:  2\n",
      "Objective Function Value:  13.976858245141333 Total misclassified:  2\n",
      "Objective Function Value:  13.976146722287737 Total misclassified:  2\n",
      "Objective Function Value:  13.97543533081263 Total misclassified:  2\n",
      "Objective Function Value:  13.97472407067805 Total misclassified:  2\n",
      "Objective Function Value:  13.974012941846066 Total misclassified:  2\n",
      "Objective Function Value:  13.973301944278738 Total misclassified:  2\n",
      "Objective Function Value:  13.97259107793817 Total misclassified:  2\n",
      "Objective Function Value:  13.97188034278646 Total misclassified:  2\n",
      "Objective Function Value:  13.971169738785722 Total misclassified:  2\n",
      "Objective Function Value:  13.970459265898102 Total misclassified:  2\n",
      "Objective Function Value:  13.969748924085746 Total misclassified:  2\n",
      "Objective Function Value:  13.969038713310805 Total misclassified:  2\n",
      "Objective Function Value:  13.968328633535464 Total misclassified:  2\n",
      "Objective Function Value:  13.967618684721932 Total misclassified:  2\n",
      "Objective Function Value:  13.966908866832398 Total misclassified:  2\n",
      "Objective Function Value:  13.96619917982909 Total misclassified:  2\n",
      "Objective Function Value:  13.965489623674245 Total misclassified:  2\n",
      "Objective Function Value:  13.964780198330118 Total misclassified:  2\n",
      "Objective Function Value:  13.964070903758973 Total misclassified:  2\n",
      "Objective Function Value:  13.963361739923098 Total misclassified:  2\n",
      "Objective Function Value:  13.962652706784777 Total misclassified:  2\n",
      "Objective Function Value:  13.961943804306333 Total misclassified:  2\n",
      "Objective Function Value:  13.96123503245009 Total misclassified:  2\n",
      "Objective Function Value:  13.960526391178385 Total misclassified:  2\n",
      "Objective Function Value:  13.959817880453574 Total misclassified:  2\n",
      "Objective Function Value:  13.959109500238029 Total misclassified:  2\n",
      "Objective Function Value:  13.95840125049413 Total misclassified:  2\n",
      "Objective Function Value:  13.957693131184286 Total misclassified:  2\n",
      "Objective Function Value:  13.956985142270906 Total misclassified:  2\n",
      "Objective Function Value:  13.956277283716414 Total misclassified:  2\n",
      "Objective Function Value:  13.955569555483263 Total misclassified:  2\n",
      "Objective Function Value:  13.9548619575339 Total misclassified:  2\n",
      "Objective Function Value:  13.954154489830806 Total misclassified:  2\n",
      "Objective Function Value:  13.953447152336471 Total misclassified:  2\n",
      "Objective Function Value:  13.952739945013388 Total misclassified:  2\n",
      "Objective Function Value:  13.952032867824073 Total misclassified:  2\n",
      "Objective Function Value:  13.951325920731065 Total misclassified:  2\n",
      "Objective Function Value:  13.950619103696912 Total misclassified:  2\n",
      "Objective Function Value:  13.949912416684167 Total misclassified:  2\n",
      "Objective Function Value:  13.949205859655404 Total misclassified:  2\n",
      "Objective Function Value:  13.948499432573225 Total misclassified:  2\n",
      "Objective Function Value:  13.947793135400214 Total misclassified:  2\n",
      "Objective Function Value:  13.94708696809901 Total misclassified:  2\n",
      "Objective Function Value:  13.94638093063223 Total misclassified:  2\n",
      "Objective Function Value:  13.94567502296254 Total misclassified:  2\n",
      "Objective Function Value:  13.944969245052587 Total misclassified:  2\n",
      "Objective Function Value:  13.944263596865053 Total misclassified:  2\n",
      "Objective Function Value:  13.943558078362631 Total misclassified:  2\n",
      "Objective Function Value:  13.94285268950803 Total misclassified:  2\n",
      "Objective Function Value:  13.942147430263958 Total misclassified:  2\n",
      "Objective Function Value:  13.94144230059317 Total misclassified:  2\n",
      "Objective Function Value:  13.940737300458398 Total misclassified:  2\n",
      "Objective Function Value:  13.940032429822416 Total misclassified:  2\n",
      "Objective Function Value:  13.939327688648001 Total misclassified:  2\n",
      "Objective Function Value:  13.938623076897938 Total misclassified:  2\n",
      "Objective Function Value:  13.93791859453505 Total misclassified:  2\n",
      "Objective Function Value:  13.937214241522145 Total misclassified:  2\n",
      "Objective Function Value:  13.93651001782207 Total misclassified:  2\n",
      "Objective Function Value:  13.93580592339767 Total misclassified:  2\n",
      "Objective Function Value:  13.935101958211817 Total misclassified:  2\n",
      "Objective Function Value:  13.934398122227384 Total misclassified:  2\n",
      "Objective Function Value:  13.933694415407265 Total misclassified:  2\n",
      "Objective Function Value:  13.932990837714371 Total misclassified:  2\n",
      "Objective Function Value:  13.93228738911163 Total misclassified:  2\n",
      "Objective Function Value:  13.931584069561975 Total misclassified:  2\n",
      "Objective Function Value:  13.930880879028356 Total misclassified:  2\n",
      "Objective Function Value:  13.930177817473748 Total misclassified:  2\n",
      "Objective Function Value:  13.929474884861124 Total misclassified:  2\n",
      "Objective Function Value:  13.92877208115348 Total misclassified:  2\n",
      "Objective Function Value:  13.928069406313833 Total misclassified:  2\n",
      "Objective Function Value:  13.927366860305199 Total misclassified:  2\n",
      "Objective Function Value:  13.926664443090614 Total misclassified:  2\n",
      "Objective Function Value:  13.925962154633146 Total misclassified:  2\n",
      "Objective Function Value:  13.925259994895843 Total misclassified:  2\n",
      "Objective Function Value:  13.9245579638418 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.923856061434112 Total misclassified:  2\n",
      "Objective Function Value:  13.92315428763588 Total misclassified:  2\n",
      "Objective Function Value:  13.922452642410235 Total misclassified:  2\n",
      "Objective Function Value:  13.92175112572032 Total misclassified:  2\n",
      "Objective Function Value:  13.921049737529284 Total misclassified:  2\n",
      "Objective Function Value:  13.92034847780029 Total misclassified:  2\n",
      "Objective Function Value:  13.919647346496529 Total misclassified:  2\n",
      "Objective Function Value:  13.918946343581188 Total misclassified:  2\n",
      "Objective Function Value:  13.918245469017478 Total misclassified:  2\n",
      "Objective Function Value:  13.917544722768636 Total misclassified:  2\n",
      "Objective Function Value:  13.916844104797887 Total misclassified:  2\n",
      "Objective Function Value:  13.916143615068494 Total misclassified:  2\n",
      "Objective Function Value:  13.915443253543717 Total misclassified:  2\n",
      "Objective Function Value:  13.914743020186839 Total misclassified:  2\n",
      "Objective Function Value:  13.914042914961161 Total misclassified:  2\n",
      "Objective Function Value:  13.913342937829984 Total misclassified:  2\n",
      "Objective Function Value:  13.912643088756642 Total misclassified:  2\n",
      "Objective Function Value:  13.91194336770447 Total misclassified:  2\n",
      "Objective Function Value:  13.911243774636823 Total misclassified:  2\n",
      "Objective Function Value:  13.91054430951706 Total misclassified:  2\n",
      "Objective Function Value:  13.909844972308573 Total misclassified:  2\n",
      "Objective Function Value:  13.909145762974756 Total misclassified:  2\n",
      "Objective Function Value:  13.90844668147901 Total misclassified:  2\n",
      "Objective Function Value:  13.907747727784768 Total misclassified:  2\n",
      "Objective Function Value:  13.907048901855458 Total misclassified:  2\n",
      "Objective Function Value:  13.906350203654542 Total misclassified:  2\n",
      "Objective Function Value:  13.905651633145482 Total misclassified:  2\n",
      "Objective Function Value:  13.904953190291762 Total misclassified:  2\n",
      "Objective Function Value:  13.90425487505687 Total misclassified:  2\n",
      "Objective Function Value:  13.903556687404324 Total misclassified:  2\n",
      "Objective Function Value:  13.902858627297636 Total misclassified:  2\n",
      "Objective Function Value:  13.90216069470035 Total misclassified:  2\n",
      "Objective Function Value:  13.901462889576022 Total misclassified:  2\n",
      "Objective Function Value:  13.900765211888206 Total misclassified:  2\n",
      "Objective Function Value:  13.90006766160049 Total misclassified:  2\n",
      "Objective Function Value:  13.899370238676461 Total misclassified:  2\n",
      "Objective Function Value:  13.898672943079735 Total misclassified:  2\n",
      "Objective Function Value:  13.897975774773922 Total misclassified:  2\n",
      "Objective Function Value:  13.897278733722668 Total misclassified:  2\n",
      "Objective Function Value:  13.89658181988962 Total misclassified:  2\n",
      "Objective Function Value:  13.895885033238443 Total misclassified:  2\n",
      "Objective Function Value:  13.895188373732815 Total misclassified:  2\n",
      "Objective Function Value:  13.894491841336418 Total misclassified:  2\n",
      "Objective Function Value:  13.893795436012976 Total misclassified:  2\n",
      "Objective Function Value:  13.893099157726189 Total misclassified:  2\n",
      "Objective Function Value:  13.892403006439807 Total misclassified:  2\n",
      "Objective Function Value:  13.891706982117572 Total misclassified:  2\n",
      "Objective Function Value:  13.89101108472325 Total misclassified:  2\n",
      "Objective Function Value:  13.890315314220615 Total misclassified:  2\n",
      "Objective Function Value:  13.88961967057345 Total misclassified:  2\n",
      "Objective Function Value:  13.888924153745574 Total misclassified:  2\n",
      "Objective Function Value:  13.88822876370079 Total misclassified:  2\n",
      "Objective Function Value:  13.887533500402938 Total misclassified:  2\n",
      "Objective Function Value:  13.886838363815862 Total misclassified:  2\n",
      "Objective Function Value:  13.886143353903423 Total misclassified:  2\n",
      "Objective Function Value:  13.8854484706295 Total misclassified:  2\n",
      "Objective Function Value:  13.884753713957974 Total misclassified:  2\n",
      "Objective Function Value:  13.884059083852748 Total misclassified:  2\n",
      "Objective Function Value:  13.883364580277746 Total misclassified:  2\n",
      "Objective Function Value:  13.88267020319688 Total misclassified:  2\n",
      "Objective Function Value:  13.881975952574113 Total misclassified:  2\n",
      "Objective Function Value:  13.881281828373393 Total misclassified:  2\n",
      "Objective Function Value:  13.880587830558696 Total misclassified:  2\n",
      "Objective Function Value:  13.879893959094002 Total misclassified:  2\n",
      "Objective Function Value:  13.879200213943308 Total misclassified:  2\n",
      "Objective Function Value:  13.878506595070643 Total misclassified:  2\n",
      "Objective Function Value:  13.87781310244002 Total misclassified:  2\n",
      "Objective Function Value:  13.87711973601548 Total misclassified:  2\n",
      "Objective Function Value:  13.876426495761088 Total misclassified:  2\n",
      "Objective Function Value:  13.875733381640906 Total misclassified:  2\n",
      "Objective Function Value:  13.87504039361901 Total misclassified:  2\n",
      "Objective Function Value:  13.874347531659513 Total misclassified:  2\n",
      "Objective Function Value:  13.873654795726512 Total misclassified:  2\n",
      "Objective Function Value:  13.87296218578414 Total misclassified:  2\n",
      "Objective Function Value:  13.87226970179653 Total misclassified:  2\n",
      "Objective Function Value:  13.871577343727832 Total misclassified:  2\n",
      "Objective Function Value:  13.870885111542218 Total misclassified:  2\n",
      "Objective Function Value:  13.870193005203866 Total misclassified:  2\n",
      "Objective Function Value:  13.869501024676964 Total misclassified:  2\n",
      "Objective Function Value:  13.868809169925722 Total misclassified:  2\n",
      "Objective Function Value:  13.86811744091436 Total misclassified:  2\n",
      "Objective Function Value:  13.867425837607126 Total misclassified:  2\n",
      "Objective Function Value:  13.866734359968248 Total misclassified:  2\n",
      "Objective Function Value:  13.866043007961999 Total misclassified:  2\n",
      "Objective Function Value:  13.865351781552654 Total misclassified:  2\n",
      "Objective Function Value:  13.864660680704503 Total misclassified:  2\n",
      "Objective Function Value:  13.863969705381846 Total misclassified:  2\n",
      "Objective Function Value:  13.863278855549007 Total misclassified:  2\n",
      "Objective Function Value:  13.862588131170313 Total misclassified:  2\n",
      "Objective Function Value:  13.861897532210108 Total misclassified:  2\n",
      "Objective Function Value:  13.861207058632758 Total misclassified:  2\n",
      "Objective Function Value:  13.860516710402617 Total misclassified:  2\n",
      "Objective Function Value:  13.85982648748409 Total misclassified:  2\n",
      "Objective Function Value:  13.859136389841575 Total misclassified:  2\n",
      "Objective Function Value:  13.858446417439474 Total misclassified:  2\n",
      "Objective Function Value:  13.85775657024222 Total misclassified:  2\n",
      "Objective Function Value:  13.857066848214254 Total misclassified:  2\n",
      "Objective Function Value:  13.856377251320037 Total misclassified:  2\n",
      "Objective Function Value:  13.855687779524027 Total misclassified:  2\n",
      "Objective Function Value:  13.854998432790707 Total misclassified:  2\n",
      "Objective Function Value:  13.85430921108458 Total misclassified:  2\n",
      "Objective Function Value:  13.853620114370147 Total misclassified:  2\n",
      "Objective Function Value:  13.852931142611938 Total misclassified:  2\n",
      "Objective Function Value:  13.85224229577448 Total misclassified:  2\n",
      "Objective Function Value:  13.851553573822333 Total misclassified:  2\n",
      "Objective Function Value:  13.850864976720057 Total misclassified:  2\n",
      "Objective Function Value:  13.850176504432225 Total misclassified:  2\n",
      "Objective Function Value:  13.849488156923433 Total misclassified:  2\n",
      "Objective Function Value:  13.848799934158281 Total misclassified:  2\n",
      "Objective Function Value:  13.848111836101396 Total misclassified:  2\n",
      "Objective Function Value:  13.847423862717406 Total misclassified:  2\n",
      "Objective Function Value:  13.84673601397095 Total misclassified:  2\n",
      "Objective Function Value:  13.846048289826685 Total misclassified:  2\n",
      "Objective Function Value:  13.845360690249297 Total misclassified:  2\n",
      "Objective Function Value:  13.84467321520346 Total misclassified:  2\n",
      "Objective Function Value:  13.843985864653883 Total misclassified:  2\n",
      "Objective Function Value:  13.843298638565276 Total misclassified:  2\n",
      "Objective Function Value:  13.842611536902357 Total misclassified:  2\n",
      "Objective Function Value:  13.841924559629877 Total misclassified:  2\n",
      "Objective Function Value:  13.84123770671259 Total misclassified:  2\n",
      "Objective Function Value:  13.840550978115257 Total misclassified:  2\n",
      "Objective Function Value:  13.839864373802662 Total misclassified:  2\n",
      "Objective Function Value:  13.839177893739599 Total misclassified:  2\n",
      "Objective Function Value:  13.83849153789087 Total misclassified:  2\n",
      "Objective Function Value:  13.837805306221309 Total misclassified:  2\n",
      "Objective Function Value:  13.837119198695742 Total misclassified:  2\n",
      "Objective Function Value:  13.836433215279023 Total misclassified:  2\n",
      "Objective Function Value:  13.835747355936006 Total misclassified:  2\n",
      "Objective Function Value:  13.835061620631569 Total misclassified:  2\n",
      "Objective Function Value:  13.834376009330605 Total misclassified:  2\n",
      "Objective Function Value:  13.833690521998014 Total misclassified:  2\n",
      "Objective Function Value:  13.833005158598711 Total misclassified:  2\n",
      "Objective Function Value:  13.832319919097625 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.8316348034597 Total misclassified:  2\n",
      "Objective Function Value:  13.830949811649894 Total misclassified:  2\n",
      "Objective Function Value:  13.830264943633171 Total misclassified:  2\n",
      "Objective Function Value:  13.829580199374519 Total misclassified:  2\n",
      "Objective Function Value:  13.828895578838928 Total misclassified:  2\n",
      "Objective Function Value:  13.828211081991416 Total misclassified:  2\n",
      "Objective Function Value:  13.827526708797002 Total misclassified:  2\n",
      "Objective Function Value:  13.826842459220721 Total misclassified:  2\n",
      "Objective Function Value:  13.826158333227625 Total misclassified:  2\n",
      "Objective Function Value:  13.825474330782779 Total misclassified:  2\n",
      "Objective Function Value:  13.824790451851257 Total misclassified:  2\n",
      "Objective Function Value:  13.82410669639815 Total misclassified:  2\n",
      "Objective Function Value:  13.82342306438856 Total misclassified:  2\n",
      "Objective Function Value:  13.822739555787603 Total misclassified:  2\n",
      "Objective Function Value:  13.822056170560415 Total misclassified:  2\n",
      "Objective Function Value:  13.821372908672135 Total misclassified:  2\n",
      "Objective Function Value:  13.820689770087922 Total misclassified:  2\n",
      "Objective Function Value:  13.820006754772944 Total misclassified:  2\n",
      "Objective Function Value:  13.81932386269239 Total misclassified:  2\n",
      "Objective Function Value:  13.81864109381145 Total misclassified:  2\n",
      "Objective Function Value:  13.817958448095332 Total misclassified:  2\n",
      "Objective Function Value:  13.81727592550927 Total misclassified:  2\n",
      "Objective Function Value:  13.816593526018488 Total misclassified:  2\n",
      "Objective Function Value:  13.81591124958825 Total misclassified:  2\n",
      "Objective Function Value:  13.81522909618381 Total misclassified:  2\n",
      "Objective Function Value:  13.81454706577045 Total misclassified:  2\n",
      "Objective Function Value:  13.813865158313455 Total misclassified:  2\n",
      "Objective Function Value:  13.813183373778134 Total misclassified:  2\n",
      "Objective Function Value:  13.812501712129794 Total misclassified:  2\n",
      "Objective Function Value:  13.811820173333775 Total misclassified:  2\n",
      "Objective Function Value:  13.811138757355412 Total misclassified:  2\n",
      "Objective Function Value:  13.81045746416007 Total misclassified:  2\n",
      "Objective Function Value:  13.809776293713112 Total misclassified:  2\n",
      "Objective Function Value:  13.809095245979918 Total misclassified:  2\n",
      "Objective Function Value:  13.808414320925891 Total misclassified:  2\n",
      "Objective Function Value:  13.80773351851644 Total misclassified:  2\n",
      "Objective Function Value:  13.80705283871698 Total misclassified:  2\n",
      "Objective Function Value:  13.806372281492958 Total misclassified:  2\n",
      "Objective Function Value:  13.80569184680981 Total misclassified:  2\n",
      "Objective Function Value:  13.805011534633007 Total misclassified:  2\n",
      "Objective Function Value:  13.80433134492802 Total misclassified:  2\n",
      "Objective Function Value:  13.803651277660341 Total misclassified:  2\n",
      "Objective Function Value:  13.802971332795465 Total misclassified:  2\n",
      "Objective Function Value:  13.802291510298918 Total misclassified:  2\n",
      "Objective Function Value:  13.801611810136215 Total misclassified:  2\n",
      "Objective Function Value:  13.800932232272906 Total misclassified:  2\n",
      "Objective Function Value:  13.80025277667454 Total misclassified:  2\n",
      "Objective Function Value:  13.799573443306693 Total misclassified:  2\n",
      "Objective Function Value:  13.79889423213493 Total misclassified:  2\n",
      "Objective Function Value:  13.79821514312486 Total misclassified:  2\n",
      "Objective Function Value:  13.79753617624208 Total misclassified:  2\n",
      "Objective Function Value:  13.796857331452216 Total misclassified:  2\n",
      "Objective Function Value:  13.796178608720897 Total misclassified:  2\n",
      "Objective Function Value:  13.795500008013768 Total misclassified:  2\n",
      "Objective Function Value:  13.794821529296492 Total misclassified:  2\n",
      "Objective Function Value:  13.794143172534735 Total misclassified:  2\n",
      "Objective Function Value:  13.793464937694196 Total misclassified:  2\n",
      "Objective Function Value:  13.792786824740563 Total misclassified:  2\n",
      "Objective Function Value:  13.792108833639546 Total misclassified:  2\n",
      "Objective Function Value:  13.79143096435687 Total misclassified:  2\n",
      "Objective Function Value:  13.790753216858278 Total misclassified:  2\n",
      "Objective Function Value:  13.79007559110952 Total misclassified:  2\n",
      "Objective Function Value:  13.789398087076354 Total misclassified:  2\n",
      "Objective Function Value:  13.788720704724565 Total misclassified:  2\n",
      "Objective Function Value:  13.788043444019934 Total misclassified:  2\n",
      "Objective Function Value:  13.787366304928275 Total misclassified:  2\n",
      "Objective Function Value:  13.78668928741539 Total misclassified:  2\n",
      "Objective Function Value:  13.78601239144712 Total misclassified:  2\n",
      "Objective Function Value:  13.785335616989297 Total misclassified:  2\n",
      "Objective Function Value:  13.784658964007782 Total misclassified:  2\n",
      "Objective Function Value:  13.783982432468449 Total misclassified:  2\n",
      "Objective Function Value:  13.783306022337165 Total misclassified:  2\n",
      "Objective Function Value:  13.782629733579832 Total misclassified:  2\n",
      "Objective Function Value:  13.781953566162352 Total misclassified:  2\n",
      "Objective Function Value:  13.781277520050654 Total misclassified:  2\n",
      "Objective Function Value:  13.780601595210666 Total misclassified:  2\n",
      "Objective Function Value:  13.779925791608331 Total misclassified:  2\n",
      "Objective Function Value:  13.779250109209608 Total misclassified:  2\n",
      "Objective Function Value:  13.778574547980476 Total misclassified:  2\n",
      "Objective Function Value:  13.777899107886906 Total misclassified:  2\n",
      "Objective Function Value:  13.777223788894911 Total misclassified:  2\n",
      "Objective Function Value:  13.776548590970496 Total misclassified:  2\n",
      "Objective Function Value:  13.775873514079674 Total misclassified:  2\n",
      "Objective Function Value:  13.775198558188498 Total misclassified:  2\n",
      "Objective Function Value:  13.774523723263009 Total misclassified:  2\n",
      "Objective Function Value:  13.773849009269266 Total misclassified:  2\n",
      "Objective Function Value:  13.773174416173353 Total misclassified:  2\n",
      "Objective Function Value:  13.772499943941348 Total misclassified:  2\n",
      "Objective Function Value:  13.771825592539358 Total misclassified:  2\n",
      "Objective Function Value:  13.771151361933498 Total misclassified:  2\n",
      "Objective Function Value:  13.770477252089893 Total misclassified:  2\n",
      "Objective Function Value:  13.769803262974682 Total misclassified:  2\n",
      "Objective Function Value:  13.769129394554014 Total misclassified:  2\n",
      "Objective Function Value:  13.768455646794056 Total misclassified:  2\n",
      "Objective Function Value:  13.767782019660991 Total misclassified:  2\n",
      "Objective Function Value:  13.767108513121013 Total misclassified:  2\n",
      "Objective Function Value:  13.766435127140305 Total misclassified:  2\n",
      "Objective Function Value:  13.765761861685107 Total misclassified:  2\n",
      "Objective Function Value:  13.765088716721639 Total misclassified:  2\n",
      "Objective Function Value:  13.764415692216142 Total misclassified:  2\n",
      "Objective Function Value:  13.76374278813487 Total misclassified:  2\n",
      "Objective Function Value:  13.7630700044441 Total misclassified:  2\n",
      "Objective Function Value:  13.762397341110102 Total misclassified:  2\n",
      "Objective Function Value:  13.761724798099177 Total misclassified:  2\n",
      "Objective Function Value:  13.761052375377623 Total misclassified:  2\n",
      "Objective Function Value:  13.760380072911767 Total misclassified:  2\n",
      "Objective Function Value:  13.759707890667936 Total misclassified:  2\n",
      "Objective Function Value:  13.759035828612479 Total misclassified:  2\n",
      "Objective Function Value:  13.758363886711745 Total misclassified:  2\n",
      "Objective Function Value:  13.75769206493212 Total misclassified:  2\n",
      "Objective Function Value:  13.757020363239974 Total misclassified:  2\n",
      "Objective Function Value:  13.756348781601703 Total misclassified:  2\n",
      "Objective Function Value:  13.75567731998372 Total misclassified:  2\n",
      "Objective Function Value:  13.755005978352445 Total misclassified:  2\n",
      "Objective Function Value:  13.754334756674305 Total misclassified:  2\n",
      "Objective Function Value:  13.75366365491576 Total misclassified:  2\n",
      "Objective Function Value:  13.75299267304326 Total misclassified:  2\n",
      "Objective Function Value:  13.752321811023279 Total misclassified:  2\n",
      "Objective Function Value:  13.751651068822298 Total misclassified:  2\n",
      "Objective Function Value:  13.75098044640682 Total misclassified:  2\n",
      "Objective Function Value:  13.750309943743357 Total misclassified:  2\n",
      "Objective Function Value:  13.74963956079842 Total misclassified:  2\n",
      "Objective Function Value:  13.748969297538558 Total misclassified:  2\n",
      "Objective Function Value:  13.748299153930315 Total misclassified:  2\n",
      "Objective Function Value:  13.747629129940247 Total misclassified:  2\n",
      "Objective Function Value:  13.746959225534937 Total misclassified:  2\n",
      "Objective Function Value:  13.746289440680954 Total misclassified:  2\n",
      "Objective Function Value:  13.745619775344917 Total misclassified:  2\n",
      "Objective Function Value:  13.744950229493426 Total misclassified:  2\n",
      "Objective Function Value:  13.744280803093105 Total misclassified:  2\n",
      "Objective Function Value:  13.743611496110592 Total misclassified:  2\n",
      "Objective Function Value:  13.742942308512545 Total misclassified:  2\n",
      "Objective Function Value:  13.742273240265613 Total misclassified:  2\n",
      "Objective Function Value:  13.741604291336474 Total misclassified:  2\n",
      "Objective Function Value:  13.740935461691826 Total misclassified:  2\n",
      "Objective Function Value:  13.74026675129835 Total misclassified:  2\n",
      "Objective Function Value:  13.739598160122773 Total misclassified:  2\n",
      "Objective Function Value:  13.73892968813182 Total misclassified:  2\n",
      "Objective Function Value:  13.738261335292217 Total misclassified:  2\n",
      "Objective Function Value:  13.737593101570722 Total misclassified:  2\n",
      "Objective Function Value:  13.736924986934099 Total misclassified:  2\n",
      "Objective Function Value:  13.736256991349117 Total misclassified:  2\n",
      "Objective Function Value:  13.73558911478257 Total misclassified:  2\n",
      "Objective Function Value:  13.734921357201255 Total misclassified:  2\n",
      "Objective Function Value:  13.734253718571996 Total misclassified:  2\n",
      "Objective Function Value:  13.733586198861595 Total misclassified:  2\n",
      "Objective Function Value:  13.732918798036911 Total misclassified:  2\n",
      "Objective Function Value:  13.732251516064785 Total misclassified:  2\n",
      "Objective Function Value:  13.73158435291208 Total misclassified:  2\n",
      "Objective Function Value:  13.73091730854568 Total misclassified:  2\n",
      "Objective Function Value:  13.730250382932466 Total misclassified:  2\n",
      "Objective Function Value:  13.729583576039339 Total misclassified:  2\n",
      "Objective Function Value:  13.728916887833215 Total misclassified:  2\n",
      "Objective Function Value:  13.72825031828101 Total misclassified:  2\n",
      "Objective Function Value:  13.727583867349674 Total misclassified:  2\n",
      "Objective Function Value:  13.726917535006159 Total misclassified:  2\n",
      "Objective Function Value:  13.726251321217411 Total misclassified:  2\n",
      "Objective Function Value:  13.72558522595042 Total misclassified:  2\n",
      "Objective Function Value:  13.724919249172178 Total misclassified:  2\n",
      "Objective Function Value:  13.724253390849674 Total misclassified:  2\n",
      "Objective Function Value:  13.723587650949923 Total misclassified:  2\n",
      "Objective Function Value:  13.72292202943996 Total misclassified:  2\n",
      "Objective Function Value:  13.722256526286806 Total misclassified:  2\n",
      "Objective Function Value:  13.721591141457523 Total misclassified:  2\n",
      "Objective Function Value:  13.72092587491918 Total misclassified:  2\n",
      "Objective Function Value:  13.72026072663884 Total misclassified:  2\n",
      "Objective Function Value:  13.719595696583585 Total misclassified:  2\n",
      "Objective Function Value:  13.718930784720527 Total misclassified:  2\n",
      "Objective Function Value:  13.718265991016782 Total misclassified:  2\n",
      "Objective Function Value:  13.717601315439468 Total misclassified:  2\n",
      "Objective Function Value:  13.716936757955718 Total misclassified:  2\n",
      "Objective Function Value:  13.716272318532688 Total misclassified:  2\n",
      "Objective Function Value:  13.715607997137539 Total misclassified:  2\n",
      "Objective Function Value:  13.714943793737437 Total misclassified:  2\n",
      "Objective Function Value:  13.714279708299584 Total misclassified:  2\n",
      "Objective Function Value:  13.713615740791164 Total misclassified:  2\n",
      "Objective Function Value:  13.712951891179399 Total misclassified:  2\n",
      "Objective Function Value:  13.712288159431505 Total misclassified:  2\n",
      "Objective Function Value:  13.71162454551473 Total misclassified:  2\n",
      "Objective Function Value:  13.71096104939631 Total misclassified:  2\n",
      "Objective Function Value:  13.710297671043506 Total misclassified:  2\n",
      "Objective Function Value:  13.7096344104236 Total misclassified:  2\n",
      "Objective Function Value:  13.708971267503875 Total misclassified:  2\n",
      "Objective Function Value:  13.708308242251626 Total misclassified:  2\n",
      "Objective Function Value:  13.707645334634162 Total misclassified:  2\n",
      "Objective Function Value:  13.7069825446188 Total misclassified:  2\n",
      "Objective Function Value:  13.70631987217289 Total misclassified:  2\n",
      "Objective Function Value:  13.70565731726377 Total misclassified:  2\n",
      "Objective Function Value:  13.704994879858795 Total misclassified:  2\n",
      "Objective Function Value:  13.704332559925342 Total misclassified:  2\n",
      "Objective Function Value:  13.7036703574308 Total misclassified:  2\n",
      "Objective Function Value:  13.703008272342558 Total misclassified:  2\n",
      "Objective Function Value:  13.702346304628023 Total misclassified:  2\n",
      "Objective Function Value:  13.701684454254622 Total misclassified:  2\n",
      "Objective Function Value:  13.70102272118978 Total misclassified:  2\n",
      "Objective Function Value:  13.700361105400946 Total misclassified:  2\n",
      "Objective Function Value:  13.699699606855583 Total misclassified:  2\n",
      "Objective Function Value:  13.699038225521152 Total misclassified:  2\n",
      "Objective Function Value:  13.69837696136514 Total misclassified:  2\n",
      "Objective Function Value:  13.697715814355035 Total misclassified:  2\n",
      "Objective Function Value:  13.69705478445835 Total misclassified:  2\n",
      "Objective Function Value:  13.696393871642597 Total misclassified:  2\n",
      "Objective Function Value:  13.695733075875314 Total misclassified:  2\n",
      "Objective Function Value:  13.69507239712404 Total misclassified:  2\n",
      "Objective Function Value:  13.694411835356336 Total misclassified:  2\n",
      "Objective Function Value:  13.693751390539758 Total misclassified:  2\n",
      "Objective Function Value:  13.693091062641889 Total misclassified:  2\n",
      "Objective Function Value:  13.692430851630329 Total misclassified:  2\n",
      "Objective Function Value:  13.691770757472675 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.691110780136544 Total misclassified:  2\n",
      "Objective Function Value:  13.690450919589564 Total misclassified:  2\n",
      "Objective Function Value:  13.689791175799371 Total misclassified:  2\n",
      "Objective Function Value:  13.689131548733632 Total misclassified:  2\n",
      "Objective Function Value:  13.688472038359997 Total misclassified:  2\n",
      "Objective Function Value:  13.687812644646144 Total misclassified:  2\n",
      "Objective Function Value:  13.687153367559766 Total misclassified:  2\n",
      "Objective Function Value:  13.686494207068566 Total misclassified:  2\n",
      "Objective Function Value:  13.685835163140258 Total misclassified:  2\n",
      "Objective Function Value:  13.685176235742555 Total misclassified:  2\n",
      "Objective Function Value:  13.684517424843204 Total misclassified:  2\n",
      "Objective Function Value:  13.683858730409959 Total misclassified:  2\n",
      "Objective Function Value:  13.683200152410574 Total misclassified:  2\n",
      "Objective Function Value:  13.682541690812826 Total misclassified:  2\n",
      "Objective Function Value:  13.681883345584495 Total misclassified:  2\n",
      "Objective Function Value:  13.68122511669339 Total misclassified:  2\n",
      "Objective Function Value:  13.680567004107306 Total misclassified:  2\n",
      "Objective Function Value:  13.679909007794079 Total misclassified:  2\n",
      "Objective Function Value:  13.679251127721537 Total misclassified:  2\n",
      "Objective Function Value:  13.678593363857527 Total misclassified:  2\n",
      "Objective Function Value:  13.677935716169909 Total misclassified:  2\n",
      "Objective Function Value:  13.677278184626546 Total misclassified:  2\n",
      "Objective Function Value:  13.676620769195324 Total misclassified:  2\n",
      "Objective Function Value:  13.675963469844147 Total misclassified:  2\n",
      "Objective Function Value:  13.675306286540907 Total misclassified:  2\n",
      "Objective Function Value:  13.674649219253524 Total misclassified:  2\n",
      "Objective Function Value:  13.673992267949941 Total misclassified:  2\n",
      "Objective Function Value:  13.67333543259809 Total misclassified:  2\n",
      "Objective Function Value:  13.672678713165928 Total misclassified:  2\n",
      "Objective Function Value:  13.672022109621416 Total misclassified:  2\n",
      "Objective Function Value:  13.671365621932537 Total misclassified:  2\n",
      "Objective Function Value:  13.67070925006729 Total misclassified:  2\n",
      "Objective Function Value:  13.670052993993659 Total misclassified:  2\n",
      "Objective Function Value:  13.669396853679672 Total misclassified:  2\n",
      "Objective Function Value:  13.668740829093352 Total misclassified:  2\n",
      "Objective Function Value:  13.668084920202737 Total misclassified:  2\n",
      "Objective Function Value:  13.66742912697588 Total misclassified:  2\n",
      "Objective Function Value:  13.666773449380836 Total misclassified:  2\n",
      "Objective Function Value:  13.666117887385688 Total misclassified:  2\n",
      "Objective Function Value:  13.665462440958512 Total misclassified:  2\n",
      "Objective Function Value:  13.664807110067416 Total misclassified:  2\n",
      "Objective Function Value:  13.664151894680508 Total misclassified:  2\n",
      "Objective Function Value:  13.663496794765901 Total misclassified:  2\n",
      "Objective Function Value:  13.662841810291736 Total misclassified:  2\n",
      "Objective Function Value:  13.66218694122616 Total misclassified:  2\n",
      "Objective Function Value:  13.661532187537333 Total misclassified:  2\n",
      "Objective Function Value:  13.660877549193419 Total misclassified:  2\n",
      "Objective Function Value:  13.660223026162598 Total misclassified:  2\n",
      "Objective Function Value:  13.659568618413068 Total misclassified:  2\n",
      "Objective Function Value:  13.658914325913036 Total misclassified:  2\n",
      "Objective Function Value:  13.658260148630713 Total misclassified:  2\n",
      "Objective Function Value:  13.657606086534326 Total misclassified:  2\n",
      "Objective Function Value:  13.656952139592129 Total misclassified:  2\n",
      "Objective Function Value:  13.65629830777236 Total misclassified:  2\n",
      "Objective Function Value:  13.655644591043298 Total misclassified:  2\n",
      "Objective Function Value:  13.6549909893732 Total misclassified:  2\n",
      "Objective Function Value:  13.654337502730378 Total misclassified:  2\n",
      "Objective Function Value:  13.653684131083113 Total misclassified:  2\n",
      "Objective Function Value:  13.65303087439973 Total misclassified:  2\n",
      "Objective Function Value:  13.65237773264855 Total misclassified:  2\n",
      "Objective Function Value:  13.651724705797896 Total misclassified:  2\n",
      "Objective Function Value:  13.65107179381613 Total misclassified:  2\n",
      "Objective Function Value:  13.650418996671608 Total misclassified:  2\n",
      "Objective Function Value:  13.649766314332698 Total misclassified:  2\n",
      "Objective Function Value:  13.649113746767785 Total misclassified:  2\n",
      "Objective Function Value:  13.648461293945267 Total misclassified:  2\n",
      "Objective Function Value:  13.647808955833538 Total misclassified:  2\n",
      "Objective Function Value:  13.647156732401035 Total misclassified:  2\n",
      "Objective Function Value:  13.646504623616174 Total misclassified:  2\n",
      "Objective Function Value:  13.645852629447404 Total misclassified:  2\n",
      "Objective Function Value:  13.64520074986317 Total misclassified:  2\n",
      "Objective Function Value:  13.64454898483195 Total misclassified:  2\n",
      "Objective Function Value:  13.643897334322219 Total misclassified:  2\n",
      "Objective Function Value:  13.643245798302459 Total misclassified:  2\n",
      "Objective Function Value:  13.642594376741174 Total misclassified:  2\n",
      "Objective Function Value:  13.641943069606867 Total misclassified:  2\n",
      "Objective Function Value:  13.641291876868078 Total misclassified:  2\n",
      "Objective Function Value:  13.64064079849334 Total misclassified:  2\n",
      "Objective Function Value:  13.639989834451193 Total misclassified:  2\n",
      "Objective Function Value:  13.6393389847102 Total misclassified:  2\n",
      "Objective Function Value:  13.638688249238934 Total misclassified:  2\n",
      "Objective Function Value:  13.63803762800598 Total misclassified:  2\n",
      "Objective Function Value:  13.637387120979923 Total misclassified:  2\n",
      "Objective Function Value:  13.636736728129378 Total misclassified:  2\n",
      "Objective Function Value:  13.636086449422958 Total misclassified:  2\n",
      "Objective Function Value:  13.635436284829295 Total misclassified:  2\n",
      "Objective Function Value:  13.63478623431703 Total misclassified:  2\n",
      "Objective Function Value:  13.634136297854816 Total misclassified:  2\n",
      "Objective Function Value:  13.633486475411315 Total misclassified:  2\n",
      "Objective Function Value:  13.63283676695521 Total misclassified:  2\n",
      "Objective Function Value:  13.632187172455188 Total misclassified:  2\n",
      "Objective Function Value:  13.631537691879938 Total misclassified:  2\n",
      "Objective Function Value:  13.630888325198178 Total misclassified:  2\n",
      "Objective Function Value:  13.63023907237864 Total misclassified:  2\n",
      "Objective Function Value:  13.62958993339005 Total misclassified:  2\n",
      "Objective Function Value:  13.62894090820115 Total misclassified:  2\n",
      "Objective Function Value:  13.628291996780701 Total misclassified:  2\n",
      "Objective Function Value:  13.627643199097482 Total misclassified:  2\n",
      "Objective Function Value:  13.626994515120263 Total misclassified:  2\n",
      "Objective Function Value:  13.626345944817832 Total misclassified:  2\n",
      "Objective Function Value:  13.625697488159012 Total misclassified:  2\n",
      "Objective Function Value:  13.625049145112598 Total misclassified:  2\n",
      "Objective Function Value:  13.624400915647438 Total misclassified:  2\n",
      "Objective Function Value:  13.623752799732355 Total misclassified:  2\n",
      "Objective Function Value:  13.623104797336207 Total misclassified:  2\n",
      "Objective Function Value:  13.622456908427857 Total misclassified:  2\n",
      "Objective Function Value:  13.621809132976171 Total misclassified:  2\n",
      "Objective Function Value:  13.621161470950044 Total misclassified:  2\n",
      "Objective Function Value:  13.620513922318374 Total misclassified:  2\n",
      "Objective Function Value:  13.619866487050054 Total misclassified:  2\n",
      "Objective Function Value:  13.619219165114021 Total misclassified:  2\n",
      "Objective Function Value:  13.6185719564792 Total misclassified:  2\n",
      "Objective Function Value:  13.61792486111453 Total misclassified:  2\n",
      "Objective Function Value:  13.617277878988975 Total misclassified:  2\n",
      "Objective Function Value:  13.616631010071501 Total misclassified:  2\n",
      "Objective Function Value:  13.615984254331071 Total misclassified:  2\n",
      "Objective Function Value:  13.615337611736695 Total misclassified:  2\n",
      "Objective Function Value:  13.614691082257368 Total misclassified:  2\n",
      "Objective Function Value:  13.614044665862085 Total misclassified:  2\n",
      "Objective Function Value:  13.613398362519886 Total misclassified:  2\n",
      "Objective Function Value:  13.61275217219981 Total misclassified:  2\n",
      "Objective Function Value:  13.612106094870889 Total misclassified:  2\n",
      "Objective Function Value:  13.611460130502198 Total misclassified:  2\n",
      "Objective Function Value:  13.61081427906279 Total misclassified:  2\n",
      "Objective Function Value:  13.610168540521766 Total misclassified:  2\n",
      "Objective Function Value:  13.609522914848197 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.608877402011199 Total misclassified:  2\n",
      "Objective Function Value:  13.60823200197989 Total misclassified:  2\n",
      "Objective Function Value:  13.607586714723396 Total misclassified:  2\n",
      "Objective Function Value:  13.606941540210853 Total misclassified:  2\n",
      "Objective Function Value:  13.606296478411407 Total misclassified:  2\n",
      "Objective Function Value:  13.605651529294224 Total misclassified:  2\n",
      "Objective Function Value:  13.605006692828482 Total misclassified:  2\n",
      "Objective Function Value:  13.604361968983355 Total misclassified:  2\n",
      "Objective Function Value:  13.603717357728046 Total misclassified:  2\n",
      "Objective Function Value:  13.60307285903176 Total misclassified:  2\n",
      "Objective Function Value:  13.602428472863721 Total misclassified:  2\n",
      "Objective Function Value:  13.601784199193151 Total misclassified:  2\n",
      "Objective Function Value:  13.601140037989296 Total misclassified:  2\n",
      "Objective Function Value:  13.600495989221404 Total misclassified:  2\n",
      "Objective Function Value:  13.599852052858743 Total misclassified:  2\n",
      "Objective Function Value:  13.599208228870587 Total misclassified:  2\n",
      "Objective Function Value:  13.598564517226235 Total misclassified:  2\n",
      "Objective Function Value:  13.597920917894964 Total misclassified:  2\n",
      "Objective Function Value:  13.597277430846106 Total misclassified:  2\n",
      "Objective Function Value:  13.596634056048956 Total misclassified:  2\n",
      "Objective Function Value:  13.59599079347287 Total misclassified:  2\n",
      "Objective Function Value:  13.595347643087184 Total misclassified:  2\n",
      "Objective Function Value:  13.59470460486125 Total misclassified:  2\n",
      "Objective Function Value:  13.594061678764438 Total misclassified:  2\n",
      "Objective Function Value:  13.59341886476613 Total misclassified:  2\n",
      "Objective Function Value:  13.592776162835703 Total misclassified:  2\n",
      "Objective Function Value:  13.59213357294257 Total misclassified:  2\n",
      "Objective Function Value:  13.591491095056131 Total misclassified:  2\n",
      "Objective Function Value:  13.590848729145822 Total misclassified:  2\n",
      "Objective Function Value:  13.59020647518107 Total misclassified:  2\n",
      "Objective Function Value:  13.589564333131325 Total misclassified:  2\n",
      "Objective Function Value:  13.588922302966036 Total misclassified:  2\n",
      "Objective Function Value:  13.58828038465468 Total misclassified:  2\n",
      "Objective Function Value:  13.587638578166736 Total misclassified:  2\n",
      "Objective Function Value:  13.586996883471688 Total misclassified:  2\n",
      "Objective Function Value:  13.586355300539044 Total misclassified:  2\n",
      "Objective Function Value:  13.585713829338323 Total misclassified:  2\n",
      "Objective Function Value:  13.585072469839034 Total misclassified:  2\n",
      "Objective Function Value:  13.584431222010721 Total misclassified:  2\n",
      "Objective Function Value:  13.583790085822944 Total misclassified:  2\n",
      "Objective Function Value:  13.58314906124525 Total misclassified:  2\n",
      "Objective Function Value:  13.5825081482472 Total misclassified:  2\n",
      "Objective Function Value:  13.581867346798393 Total misclassified:  2\n",
      "Objective Function Value:  13.581226656868415 Total misclassified:  2\n",
      "Objective Function Value:  13.580586078426862 Total misclassified:  2\n",
      "Objective Function Value:  13.579945611443357 Total misclassified:  2\n",
      "Objective Function Value:  13.579305255887522 Total misclassified:  2\n",
      "Objective Function Value:  13.578665011728997 Total misclassified:  2\n",
      "Objective Function Value:  13.57802487893743 Total misclassified:  2\n",
      "Objective Function Value:  13.577384857482478 Total misclassified:  2\n",
      "Objective Function Value:  13.576744947333815 Total misclassified:  2\n",
      "Objective Function Value:  13.576105148461126 Total misclassified:  2\n",
      "Objective Function Value:  13.575465460834097 Total misclassified:  2\n",
      "Objective Function Value:  13.574825884422442 Total misclassified:  2\n",
      "Objective Function Value:  13.574186419195863 Total misclassified:  2\n",
      "Objective Function Value:  13.573547065124094 Total misclassified:  2\n",
      "Objective Function Value:  13.572907822176887 Total misclassified:  2\n",
      "Objective Function Value:  13.57226869032397 Total misclassified:  2\n",
      "Objective Function Value:  13.57162966953511 Total misclassified:  2\n",
      "Objective Function Value:  13.570990759780077 Total misclassified:  2\n",
      "Objective Function Value:  13.570351961028662 Total misclassified:  2\n",
      "Objective Function Value:  13.569713273250654 Total misclassified:  2\n",
      "Objective Function Value:  13.569074696415857 Total misclassified:  2\n",
      "Objective Function Value:  13.568436230494079 Total misclassified:  2\n",
      "Objective Function Value:  13.567797875455167 Total misclassified:  2\n",
      "Objective Function Value:  13.56715963126894 Total misclassified:  2\n",
      "Objective Function Value:  13.566521497905264 Total misclassified:  2\n",
      "Objective Function Value:  13.565883475333987 Total misclassified:  2\n",
      "Objective Function Value:  13.565245563524986 Total misclassified:  2\n",
      "Objective Function Value:  13.564607762448144 Total misclassified:  2\n",
      "Objective Function Value:  13.563970072073351 Total misclassified:  2\n",
      "Objective Function Value:  13.563332492370517 Total misclassified:  2\n",
      "Objective Function Value:  13.562695023309555 Total misclassified:  2\n",
      "Objective Function Value:  13.562057664860394 Total misclassified:  2\n",
      "Objective Function Value:  13.561420416992974 Total misclassified:  2\n",
      "Objective Function Value:  13.560783279677233 Total misclassified:  2\n",
      "Objective Function Value:  13.560146252883145 Total misclassified:  2\n",
      "Objective Function Value:  13.559509336580684 Total misclassified:  2\n",
      "Objective Function Value:  13.558872530739816 Total misclassified:  2\n",
      "Objective Function Value:  13.558235835330546 Total misclassified:  2\n",
      "Objective Function Value:  13.557599250322873 Total misclassified:  2\n",
      "Objective Function Value:  13.556962775686822 Total misclassified:  2\n",
      "Objective Function Value:  13.55632641139242 Total misclassified:  2\n",
      "Objective Function Value:  13.555690157409689 Total misclassified:  2\n",
      "Objective Function Value:  13.555054013708691 Total misclassified:  2\n",
      "Objective Function Value:  13.554417980259487 Total misclassified:  2\n",
      "Objective Function Value:  13.553782057032132 Total misclassified:  2\n",
      "Objective Function Value:  13.553146243996725 Total misclassified:  2\n",
      "Objective Function Value:  13.552510541123358 Total misclassified:  2\n",
      "Objective Function Value:  13.551874948382121 Total misclassified:  2\n",
      "Objective Function Value:  13.551239465743143 Total misclassified:  2\n",
      "Objective Function Value:  13.550604093176542 Total misclassified:  2\n",
      "Objective Function Value:  13.54996883065246 Total misclassified:  2\n",
      "Objective Function Value:  13.54933367814104 Total misclassified:  2\n",
      "Objective Function Value:  13.548698635612443 Total misclassified:  2\n",
      "Objective Function Value:  13.548063703036846 Total misclassified:  2\n",
      "Objective Function Value:  13.547428880384416 Total misclassified:  2\n",
      "Objective Function Value:  13.54679416762535 Total misclassified:  2\n",
      "Objective Function Value:  13.546159564729855 Total misclassified:  2\n",
      "Objective Function Value:  13.545525071668145 Total misclassified:  2\n",
      "Objective Function Value:  13.544890688410433 Total misclassified:  2\n",
      "Objective Function Value:  13.544256414926974 Total misclassified:  2\n",
      "Objective Function Value:  13.543622251187994 Total misclassified:  2\n",
      "Objective Function Value:  13.54298819716376 Total misclassified:  2\n",
      "Objective Function Value:  13.542354252824545 Total misclassified:  2\n",
      "Objective Function Value:  13.54172041814062 Total misclassified:  2\n",
      "Objective Function Value:  13.541086693082281 Total misclassified:  2\n",
      "Objective Function Value:  13.540453077619823 Total misclassified:  2\n",
      "Objective Function Value:  13.539819571723566 Total misclassified:  2\n",
      "Objective Function Value:  13.53918617536382 Total misclassified:  2\n",
      "Objective Function Value:  13.538552888510935 Total misclassified:  2\n",
      "Objective Function Value:  13.537919711135244 Total misclassified:  2\n",
      "Objective Function Value:  13.537286643207105 Total misclassified:  2\n",
      "Objective Function Value:  13.536653684696889 Total misclassified:  2\n",
      "Objective Function Value:  13.536020835574972 Total misclassified:  2\n",
      "Objective Function Value:  13.53538809581174 Total misclassified:  2\n",
      "Objective Function Value:  13.534755465377588 Total misclassified:  2\n",
      "Objective Function Value:  13.53412294424293 Total misclassified:  2\n",
      "Objective Function Value:  13.53349053237819 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.532858229753796 Total misclassified:  2\n",
      "Objective Function Value:  13.532226036340187 Total misclassified:  2\n",
      "Objective Function Value:  13.531593952107826 Total misclassified:  2\n",
      "Objective Function Value:  13.530961977027165 Total misclassified:  2\n",
      "Objective Function Value:  13.530330111068697 Total misclassified:  2\n",
      "Objective Function Value:  13.529698354202882 Total misclassified:  2\n",
      "Objective Function Value:  13.52906670640024 Total misclassified:  2\n",
      "Objective Function Value:  13.528435167631265 Total misclassified:  2\n",
      "Objective Function Value:  13.527803737866481 Total misclassified:  2\n",
      "Objective Function Value:  13.527172417076422 Total misclassified:  2\n",
      "Objective Function Value:  13.526541205231615 Total misclassified:  2\n",
      "Objective Function Value:  13.525910102302614 Total misclassified:  2\n",
      "Objective Function Value:  13.525279108259994 Total misclassified:  2\n",
      "Objective Function Value:  13.524648223074308 Total misclassified:  2\n",
      "Objective Function Value:  13.52401744671615 Total misclassified:  2\n",
      "Objective Function Value:  13.523386779156109 Total misclassified:  2\n",
      "Objective Function Value:  13.522756220364798 Total misclassified:  2\n",
      "Objective Function Value:  13.522125770312822 Total misclassified:  2\n",
      "Objective Function Value:  13.521495428970818 Total misclassified:  2\n",
      "Objective Function Value:  13.52086519630941 Total misclassified:  2\n",
      "Objective Function Value:  13.520235072299254 Total misclassified:  2\n",
      "Objective Function Value:  13.519605056911011 Total misclassified:  2\n",
      "Objective Function Value:  13.51897515011534 Total misclassified:  2\n",
      "Objective Function Value:  13.518345351882928 Total misclassified:  2\n",
      "Objective Function Value:  13.517715662184465 Total misclassified:  2\n",
      "Objective Function Value:  13.517086080990648 Total misclassified:  2\n",
      "Objective Function Value:  13.516456608272197 Total misclassified:  2\n",
      "Objective Function Value:  13.515827243999828 Total misclassified:  2\n",
      "Objective Function Value:  13.515197988144273 Total misclassified:  2\n",
      "Objective Function Value:  13.514568840676283 Total misclassified:  2\n",
      "Objective Function Value:  13.513939801566615 Total misclassified:  2\n",
      "Objective Function Value:  13.513310870786018 Total misclassified:  2\n",
      "Objective Function Value:  13.512682048305285 Total misclassified:  2\n",
      "Objective Function Value:  13.5120533340952 Total misclassified:  2\n",
      "Objective Function Value:  13.511424728126553 Total misclassified:  2\n",
      "Objective Function Value:  13.510796230370161 Total misclassified:  2\n",
      "Objective Function Value:  13.510167840796838 Total misclassified:  2\n",
      "Objective Function Value:  13.509539559377416 Total misclassified:  2\n",
      "Objective Function Value:  13.508911386082726 Total misclassified:  2\n",
      "Objective Function Value:  13.508283320883635 Total misclassified:  2\n",
      "Objective Function Value:  13.507655363750995 Total misclassified:  2\n",
      "Objective Function Value:  13.507027514655679 Total misclassified:  2\n",
      "Objective Function Value:  13.506399773568576 Total misclassified:  2\n",
      "Objective Function Value:  13.505772140460575 Total misclassified:  2\n",
      "Objective Function Value:  13.50514461530257 Total misclassified:  2\n",
      "Objective Function Value:  13.50451719806549 Total misclassified:  2\n",
      "Objective Function Value:  13.503889888720256 Total misclassified:  2\n",
      "Objective Function Value:  13.503262687237804 Total misclassified:  2\n",
      "Objective Function Value:  13.502635593589083 Total misclassified:  2\n",
      "Objective Function Value:  13.502008607745044 Total misclassified:  2\n",
      "Objective Function Value:  13.501381729676657 Total misclassified:  2\n",
      "Objective Function Value:  13.500754959354909 Total misclassified:  2\n",
      "Objective Function Value:  13.500128296750779 Total misclassified:  2\n",
      "Objective Function Value:  13.499501741835267 Total misclassified:  2\n",
      "Objective Function Value:  13.498875294579387 Total misclassified:  2\n",
      "Objective Function Value:  13.498248954954159 Total misclassified:  2\n",
      "Objective Function Value:  13.497622722930618 Total misclassified:  2\n",
      "Objective Function Value:  13.4969965984798 Total misclassified:  2\n",
      "Objective Function Value:  13.496370581572759 Total misclassified:  2\n",
      "Objective Function Value:  13.49574467218056 Total misclassified:  2\n",
      "Objective Function Value:  13.495118870274277 Total misclassified:  2\n",
      "Objective Function Value:  13.494493175824989 Total misclassified:  2\n",
      "Objective Function Value:  13.493867588803793 Total misclassified:  2\n",
      "Objective Function Value:  13.493242109181807 Total misclassified:  2\n",
      "Objective Function Value:  13.492616736930124 Total misclassified:  2\n",
      "Objective Function Value:  13.491991472019887 Total misclassified:  2\n",
      "Objective Function Value:  13.49136631442223 Total misclassified:  2\n",
      "Objective Function Value:  13.49074126410829 Total misclassified:  2\n",
      "Objective Function Value:  13.490116321049243 Total misclassified:  2\n",
      "Objective Function Value:  13.489491485216243 Total misclassified:  2\n",
      "Objective Function Value:  13.488866756580475 Total misclassified:  2\n",
      "Objective Function Value:  13.48824213511313 Total misclassified:  2\n",
      "Objective Function Value:  13.4876176207854 Total misclassified:  2\n",
      "Objective Function Value:  13.486993213568507 Total misclassified:  2\n",
      "Objective Function Value:  13.486368913433658 Total misclassified:  2\n",
      "Objective Function Value:  13.485744720352091 Total misclassified:  2\n",
      "Objective Function Value:  13.485120634295061 Total misclassified:  2\n",
      "Objective Function Value:  13.484496655233794 Total misclassified:  2\n",
      "Objective Function Value:  13.483872783139578 Total misclassified:  2\n",
      "Objective Function Value:  13.48324901798367 Total misclassified:  2\n",
      "Objective Function Value:  13.482625359737362 Total misclassified:  2\n",
      "Objective Function Value:  13.482001808371946 Total misclassified:  2\n",
      "Objective Function Value:  13.48137836385872 Total misclassified:  2\n",
      "Objective Function Value:  13.48075502616901 Total misclassified:  2\n",
      "Objective Function Value:  13.48013179527413 Total misclassified:  2\n",
      "Objective Function Value:  13.47950867114543 Total misclassified:  2\n",
      "Objective Function Value:  13.478885653754245 Total misclassified:  2\n",
      "Objective Function Value:  13.47826274307194 Total misclassified:  2\n",
      "Objective Function Value:  13.477639939069878 Total misclassified:  2\n",
      "Objective Function Value:  13.477017241719432 Total misclassified:  2\n",
      "Objective Function Value:  13.476394650991997 Total misclassified:  2\n",
      "Objective Function Value:  13.47577216685897 Total misclassified:  2\n",
      "Objective Function Value:  13.475149789291759 Total misclassified:  2\n",
      "Objective Function Value:  13.474527518261784 Total misclassified:  2\n",
      "Objective Function Value:  13.473905353740477 Total misclassified:  2\n",
      "Objective Function Value:  13.473283295699273 Total misclassified:  2\n",
      "Objective Function Value:  13.472661344109625 Total misclassified:  2\n",
      "Objective Function Value:  13.47203949894299 Total misclassified:  2\n",
      "Objective Function Value:  13.471417760170846 Total misclassified:  2\n",
      "Objective Function Value:  13.470796127764675 Total misclassified:  2\n",
      "Objective Function Value:  13.470174601695962 Total misclassified:  2\n",
      "Objective Function Value:  13.469553181936215 Total misclassified:  2\n",
      "Objective Function Value:  13.468931868456938 Total misclassified:  2\n",
      "Objective Function Value:  13.46831066122967 Total misclassified:  2\n",
      "Objective Function Value:  13.46768956022593 Total misclassified:  2\n",
      "Objective Function Value:  13.46706856541727 Total misclassified:  2\n",
      "Objective Function Value:  13.466447676775234 Total misclassified:  2\n",
      "Objective Function Value:  13.465826894271396 Total misclassified:  2\n",
      "Objective Function Value:  13.465206217877329 Total misclassified:  2\n",
      "Objective Function Value:  13.464585647564615 Total misclassified:  2\n",
      "Objective Function Value:  13.46396518330485 Total misclassified:  2\n",
      "Objective Function Value:  13.463344825069642 Total misclassified:  2\n",
      "Objective Function Value:  13.46272457283061 Total misclassified:  2\n",
      "Objective Function Value:  13.462104426559371 Total misclassified:  2\n",
      "Objective Function Value:  13.461484386227564 Total misclassified:  2\n",
      "Objective Function Value:  13.460864451806843 Total misclassified:  2\n",
      "Objective Function Value:  13.46024462326886 Total misclassified:  2\n",
      "Objective Function Value:  13.459624900585279 Total misclassified:  2\n",
      "Objective Function Value:  13.459005283727787 Total misclassified:  2\n",
      "Objective Function Value:  13.45838577266806 Total misclassified:  2\n",
      "Objective Function Value:  13.457766367377806 Total misclassified:  2\n",
      "Objective Function Value:  13.45714706782873 Total misclassified:  2\n",
      "Objective Function Value:  13.456527873992552 Total misclassified:  2\n",
      "Objective Function Value:  13.455908785841006 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.455289803345813 Total misclassified:  2\n",
      "Objective Function Value:  13.45467092647874 Total misclassified:  2\n",
      "Objective Function Value:  13.454052155211542 Total misclassified:  2\n",
      "Objective Function Value:  13.453433489515987 Total misclassified:  2\n",
      "Objective Function Value:  13.452814929363857 Total misclassified:  2\n",
      "Objective Function Value:  13.452196474726941 Total misclassified:  2\n",
      "Objective Function Value:  13.451578125577045 Total misclassified:  2\n",
      "Objective Function Value:  13.450959881885975 Total misclassified:  2\n",
      "Objective Function Value:  13.45034174362555 Total misclassified:  2\n",
      "Objective Function Value:  13.449723710767609 Total misclassified:  2\n",
      "Objective Function Value:  13.449105783283986 Total misclassified:  2\n",
      "Objective Function Value:  13.448487961146533 Total misclassified:  2\n",
      "Objective Function Value:  13.44787024432712 Total misclassified:  2\n",
      "Objective Function Value:  13.44725263279761 Total misclassified:  2\n",
      "Objective Function Value:  13.446635126529888 Total misclassified:  2\n",
      "Objective Function Value:  13.446017725495844 Total misclassified:  2\n",
      "Objective Function Value:  13.445400429667393 Total misclassified:  2\n",
      "Objective Function Value:  13.44478323901643 Total misclassified:  2\n",
      "Objective Function Value:  13.44416615351489 Total misclassified:  2\n",
      "Objective Function Value:  13.443549173134706 Total misclassified:  2\n",
      "Objective Function Value:  13.442932297847815 Total misclassified:  2\n",
      "Objective Function Value:  13.442315527626173 Total misclassified:  2\n",
      "Objective Function Value:  13.441698862441747 Total misclassified:  2\n",
      "Objective Function Value:  13.441082302266505 Total misclassified:  2\n",
      "Objective Function Value:  13.440465847072435 Total misclassified:  2\n",
      "Objective Function Value:  13.439849496831531 Total misclassified:  2\n",
      "Objective Function Value:  13.4392332515158 Total misclassified:  2\n",
      "Objective Function Value:  13.438617111097246 Total misclassified:  2\n",
      "Objective Function Value:  13.438001075547898 Total misclassified:  2\n",
      "Objective Function Value:  13.4373851448398 Total misclassified:  2\n",
      "Objective Function Value:  13.436769318944988 Total misclassified:  2\n",
      "Objective Function Value:  13.43615359783551 Total misclassified:  2\n",
      "Objective Function Value:  13.435537981483447 Total misclassified:  2\n",
      "Objective Function Value:  13.434922469860865 Total misclassified:  2\n",
      "Objective Function Value:  13.434307062939844 Total misclassified:  2\n",
      "Objective Function Value:  13.43369176069249 Total misclassified:  2\n",
      "Objective Function Value:  13.4330765630909 Total misclassified:  2\n",
      "Objective Function Value:  13.43246147010719 Total misclassified:  2\n",
      "Objective Function Value:  13.431846481713496 Total misclassified:  2\n",
      "Objective Function Value:  13.43123159788194 Total misclassified:  2\n",
      "Objective Function Value:  13.430616818584664 Total misclassified:  2\n",
      "Objective Function Value:  13.430002143793846 Total misclassified:  2\n",
      "Objective Function Value:  13.429387573481627 Total misclassified:  2\n",
      "Objective Function Value:  13.4287731076202 Total misclassified:  2\n",
      "Objective Function Value:  13.428158746181744 Total misclassified:  2\n",
      "Objective Function Value:  13.427544489138452 Total misclassified:  2\n",
      "Objective Function Value:  13.426930336462531 Total misclassified:  2\n",
      "Objective Function Value:  13.426316288126204 Total misclassified:  2\n",
      "Objective Function Value:  13.425702344101692 Total misclassified:  2\n",
      "Objective Function Value:  13.425088504361224 Total misclassified:  2\n",
      "Objective Function Value:  13.424474768877054 Total misclassified:  2\n",
      "Objective Function Value:  13.423861137621437 Total misclassified:  2\n",
      "Objective Function Value:  13.423247610566639 Total misclassified:  2\n",
      "Objective Function Value:  13.422634187684938 Total misclassified:  2\n",
      "Objective Function Value:  13.422020868948609 Total misclassified:  2\n",
      "Objective Function Value:  13.421407654329961 Total misclassified:  2\n",
      "Objective Function Value:  13.420794543801296 Total misclassified:  2\n",
      "Objective Function Value:  13.420181537334924 Total misclassified:  2\n",
      "Objective Function Value:  13.419568634903179 Total misclassified:  2\n",
      "Objective Function Value:  13.41895583647839 Total misclassified:  2\n",
      "Objective Function Value:  13.418343142032906 Total misclassified:  2\n",
      "Objective Function Value:  13.417730551539089 Total misclassified:  2\n",
      "Objective Function Value:  13.417118064969298 Total misclassified:  2\n",
      "Objective Function Value:  13.416505682295911 Total misclassified:  2\n",
      "Objective Function Value:  13.41589340349131 Total misclassified:  2\n",
      "Objective Function Value:  13.415281228527888 Total misclassified:  2\n",
      "Objective Function Value:  13.414669157378059 Total misclassified:  2\n",
      "Objective Function Value:  13.414057190014239 Total misclassified:  2\n",
      "Objective Function Value:  13.413445326408846 Total misclassified:  2\n",
      "Objective Function Value:  13.412833566534323 Total misclassified:  2\n",
      "Objective Function Value:  13.412221910363106 Total misclassified:  2\n",
      "Objective Function Value:  13.41161035786766 Total misclassified:  2\n",
      "Objective Function Value:  13.410998909020442 Total misclassified:  2\n",
      "Objective Function Value:  13.41038756379394 Total misclassified:  2\n",
      "Objective Function Value:  13.40977632216062 Total misclassified:  2\n",
      "Objective Function Value:  13.409165184092997 Total misclassified:  2\n",
      "Objective Function Value:  13.408554149563564 Total misclassified:  2\n",
      "Objective Function Value:  13.40794321854483 Total misclassified:  2\n",
      "Objective Function Value:  13.40733239100933 Total misclassified:  2\n",
      "Objective Function Value:  13.406721666929599 Total misclassified:  2\n",
      "Objective Function Value:  13.406111046278182 Total misclassified:  2\n",
      "Objective Function Value:  13.405500529027622 Total misclassified:  2\n",
      "Objective Function Value:  13.404890115150495 Total misclassified:  2\n",
      "Objective Function Value:  13.404279804619367 Total misclassified:  2\n",
      "Objective Function Value:  13.403669597406829 Total misclassified:  2\n",
      "Objective Function Value:  13.403059493485467 Total misclassified:  2\n",
      "Objective Function Value:  13.402449492827897 Total misclassified:  2\n",
      "Objective Function Value:  13.401839595406717 Total misclassified:  2\n",
      "Objective Function Value:  13.401229801194567 Total misclassified:  2\n",
      "Objective Function Value:  13.40062011016406 Total misclassified:  2\n",
      "Objective Function Value:  13.400010522287857 Total misclassified:  2\n",
      "Objective Function Value:  13.399401037538603 Total misclassified:  2\n",
      "Objective Function Value:  13.39879165588896 Total misclassified:  2\n",
      "Objective Function Value:  13.398182377311606 Total misclassified:  2\n",
      "Objective Function Value:  13.397573201779213 Total misclassified:  2\n",
      "Objective Function Value:  13.396964129264486 Total misclassified:  2\n",
      "Objective Function Value:  13.396355159740118 Total misclassified:  2\n",
      "Objective Function Value:  13.39574629317882 Total misclassified:  2\n",
      "Objective Function Value:  13.395137529553324 Total misclassified:  2\n",
      "Objective Function Value:  13.394528868836346 Total misclassified:  2\n",
      "Objective Function Value:  13.393920311000645 Total misclassified:  2\n",
      "Objective Function Value:  13.39331185601895 Total misclassified:  2\n",
      "Objective Function Value:  13.392703503864041 Total misclassified:  2\n",
      "Objective Function Value:  13.392095254508684 Total misclassified:  2\n",
      "Objective Function Value:  13.391487107925652 Total misclassified:  2\n",
      "Objective Function Value:  13.390879064087745 Total misclassified:  2\n",
      "Objective Function Value:  13.390271122967754 Total misclassified:  2\n",
      "Objective Function Value:  13.389663284538496 Total misclassified:  2\n",
      "Objective Function Value:  13.389055548772781 Total misclassified:  2\n",
      "Objective Function Value:  13.388447915643447 Total misclassified:  2\n",
      "Objective Function Value:  13.387840385123333 Total misclassified:  2\n",
      "Objective Function Value:  13.38723295718528 Total misclassified:  2\n",
      "Objective Function Value:  13.386625631802156 Total misclassified:  2\n",
      "Objective Function Value:  13.386018408946818 Total misclassified:  2\n",
      "Objective Function Value:  13.385411288592149 Total misclassified:  2\n",
      "Objective Function Value:  13.384804270711047 Total misclassified:  2\n",
      "Objective Function Value:  13.384197355276392 Total misclassified:  2\n",
      "Objective Function Value:  13.383590542261093 Total misclassified:  2\n",
      "Objective Function Value:  13.382983831638082 Total misclassified:  2\n",
      "Objective Function Value:  13.38237722338027 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.381770717460604 Total misclassified:  2\n",
      "Objective Function Value:  13.381164313852022 Total misclassified:  2\n",
      "Objective Function Value:  13.380558012527484 Total misclassified:  2\n",
      "Objective Function Value:  13.379951813459947 Total misclassified:  2\n",
      "Objective Function Value:  13.379345716622396 Total misclassified:  2\n",
      "Objective Function Value:  13.378739721987817 Total misclassified:  2\n",
      "Objective Function Value:  13.378133829529194 Total misclassified:  2\n",
      "Objective Function Value:  13.377528039219538 Total misclassified:  2\n",
      "Objective Function Value:  13.376922351031865 Total misclassified:  2\n",
      "Objective Function Value:  13.37631676493919 Total misclassified:  2\n",
      "Objective Function Value:  13.37571128091455 Total misclassified:  2\n",
      "Objective Function Value:  13.375105898930983 Total misclassified:  2\n",
      "Objective Function Value:  13.374500618961553 Total misclassified:  2\n",
      "Objective Function Value:  13.373895440979318 Total misclassified:  2\n",
      "Objective Function Value:  13.373290364957338 Total misclassified:  2\n",
      "Objective Function Value:  13.37268539086871 Total misclassified:  2\n",
      "Objective Function Value:  13.372080518686516 Total misclassified:  2\n",
      "Objective Function Value:  13.37147574838386 Total misclassified:  2\n",
      "Objective Function Value:  13.370871079933845 Total misclassified:  2\n",
      "Objective Function Value:  13.370266513309604 Total misclassified:  2\n",
      "Objective Function Value:  13.369662048484251 Total misclassified:  2\n",
      "Objective Function Value:  13.369057685430931 Total misclassified:  2\n",
      "Objective Function Value:  13.368453424122801 Total misclassified:  2\n",
      "Objective Function Value:  13.367849264533017 Total misclassified:  2\n",
      "Objective Function Value:  13.367245206634731 Total misclassified:  2\n",
      "Objective Function Value:  13.366641250401134 Total misclassified:  2\n",
      "Objective Function Value:  13.366037395805417 Total misclassified:  2\n",
      "Objective Function Value:  13.365433642820761 Total misclassified:  2\n",
      "Objective Function Value:  13.364829991420393 Total misclassified:  2\n",
      "Objective Function Value:  13.364226441577507 Total misclassified:  2\n",
      "Objective Function Value:  13.363622993265341 Total misclassified:  2\n",
      "Objective Function Value:  13.363019646457126 Total misclassified:  2\n",
      "Objective Function Value:  13.362416401126108 Total misclassified:  2\n",
      "Objective Function Value:  13.361813257245549 Total misclassified:  2\n",
      "Objective Function Value:  13.3612102147887 Total misclassified:  2\n",
      "Objective Function Value:  13.360607273728839 Total misclassified:  2\n",
      "Objective Function Value:  13.360004434039242 Total misclassified:  2\n",
      "Objective Function Value:  13.359401695693215 Total misclassified:  2\n",
      "Objective Function Value:  13.35879905866405 Total misclassified:  2\n",
      "Objective Function Value:  13.358196522925061 Total misclassified:  2\n",
      "Objective Function Value:  13.35759408844957 Total misclassified:  2\n",
      "Objective Function Value:  13.356991755210903 Total misclassified:  2\n",
      "Objective Function Value:  13.356389523182408 Total misclassified:  2\n",
      "Objective Function Value:  13.355787392337422 Total misclassified:  2\n",
      "Objective Function Value:  13.355185362649316 Total misclassified:  2\n",
      "Objective Function Value:  13.354583434091452 Total misclassified:  2\n",
      "Objective Function Value:  13.353981606637213 Total misclassified:  2\n",
      "Objective Function Value:  13.35337988025998 Total misclassified:  2\n",
      "Objective Function Value:  13.352778254933158 Total misclassified:  2\n",
      "Objective Function Value:  13.352176730630145 Total misclassified:  2\n",
      "Objective Function Value:  13.35157530732436 Total misclassified:  2\n",
      "Objective Function Value:  13.350973984989231 Total misclassified:  2\n",
      "Objective Function Value:  13.350372763598191 Total misclassified:  2\n",
      "Objective Function Value:  13.349771643124688 Total misclassified:  2\n",
      "Objective Function Value:  13.349170623542168 Total misclassified:  2\n",
      "Objective Function Value:  13.348569704824095 Total misclassified:  2\n",
      "Objective Function Value:  13.347968886943955 Total misclassified:  2\n",
      "Objective Function Value:  13.347368169875216 Total misclassified:  2\n",
      "Objective Function Value:  13.346767553591375 Total misclassified:  2\n",
      "Objective Function Value:  13.346167038065936 Total misclassified:  2\n",
      "Objective Function Value:  13.345566623272397 Total misclassified:  2\n",
      "Objective Function Value:  13.344966309184295 Total misclassified:  2\n",
      "Objective Function Value:  13.344366095775156 Total misclassified:  2\n",
      "Objective Function Value:  13.34376598301851 Total misclassified:  2\n",
      "Objective Function Value:  13.34316597088791 Total misclassified:  2\n",
      "Objective Function Value:  13.342566059356916 Total misclassified:  2\n",
      "Objective Function Value:  13.341966248399096 Total misclassified:  2\n",
      "Objective Function Value:  13.341366537988023 Total misclassified:  2\n",
      "Objective Function Value:  13.340766928097278 Total misclassified:  2\n",
      "Objective Function Value:  13.340167418700474 Total misclassified:  2\n",
      "Objective Function Value:  13.339568009771199 Total misclassified:  2\n",
      "Objective Function Value:  13.33896870128307 Total misclassified:  2\n",
      "Objective Function Value:  13.338369493209719 Total misclassified:  2\n",
      "Objective Function Value:  13.337770385524767 Total misclassified:  2\n",
      "Objective Function Value:  13.337171378201871 Total misclassified:  2\n",
      "Objective Function Value:  13.33657247121467 Total misclassified:  2\n",
      "Objective Function Value:  13.335973664536837 Total misclassified:  2\n",
      "Objective Function Value:  13.33537495814203 Total misclassified:  2\n",
      "Objective Function Value:  13.334776352003939 Total misclassified:  2\n",
      "Objective Function Value:  13.33417784609625 Total misclassified:  2\n",
      "Objective Function Value:  13.33357944039266 Total misclassified:  2\n",
      "Objective Function Value:  13.332981134866873 Total misclassified:  2\n",
      "Objective Function Value:  13.332382929492615 Total misclassified:  2\n",
      "Objective Function Value:  13.331784824243616 Total misclassified:  2\n",
      "Objective Function Value:  13.331186819093599 Total misclassified:  2\n",
      "Objective Function Value:  13.330588914016316 Total misclassified:  2\n",
      "Objective Function Value:  13.329991108985523 Total misclassified:  2\n",
      "Objective Function Value:  13.329393403974986 Total misclassified:  2\n",
      "Objective Function Value:  13.328795798958476 Total misclassified:  2\n",
      "Objective Function Value:  13.328198293909766 Total misclassified:  2\n",
      "Objective Function Value:  13.32760088880267 Total misclassified:  2\n",
      "Objective Function Value:  13.32700358361097 Total misclassified:  2\n",
      "Objective Function Value:  13.326406378308484 Total misclassified:  2\n",
      "Objective Function Value:  13.325809272869039 Total misclassified:  2\n",
      "Objective Function Value:  13.325212267266451 Total misclassified:  2\n",
      "Objective Function Value:  13.324615361474567 Total misclassified:  2\n",
      "Objective Function Value:  13.32401855546723 Total misclassified:  2\n",
      "Objective Function Value:  13.323421849218303 Total misclassified:  2\n",
      "Objective Function Value:  13.322825242701652 Total misclassified:  2\n",
      "Objective Function Value:  13.322228735891144 Total misclassified:  2\n",
      "Objective Function Value:  13.321632328760682 Total misclassified:  2\n",
      "Objective Function Value:  13.321036021284137 Total misclassified:  2\n",
      "Objective Function Value:  13.320439813435438 Total misclassified:  2\n",
      "Objective Function Value:  13.319843705188477 Total misclassified:  2\n",
      "Objective Function Value:  13.319247696517177 Total misclassified:  2\n",
      "Objective Function Value:  13.318651787395485 Total misclassified:  2\n",
      "Objective Function Value:  13.318055977797336 Total misclassified:  2\n",
      "Objective Function Value:  13.317460267696674 Total misclassified:  2\n",
      "Objective Function Value:  13.316864657067462 Total misclassified:  2\n",
      "Objective Function Value:  13.31626914588367 Total misclassified:  2\n",
      "Objective Function Value:  13.315673734119269 Total misclassified:  2\n",
      "Objective Function Value:  13.315078421748257 Total misclassified:  2\n",
      "Objective Function Value:  13.314483208744615 Total misclassified:  2\n",
      "Objective Function Value:  13.313888095082365 Total misclassified:  2\n",
      "Objective Function Value:  13.313293080735512 Total misclassified:  2\n",
      "Objective Function Value:  13.312698165678079 Total misclassified:  2\n",
      "Objective Function Value:  13.312103349884108 Total misclassified:  2\n",
      "Objective Function Value:  13.311508633327628 Total misclassified:  2\n",
      "Objective Function Value:  13.310914015982702 Total misclassified:  2\n",
      "Objective Function Value:  13.310319497823382 Total misclassified:  2\n",
      "Objective Function Value:  13.309725078823748 Total misclassified:  2\n",
      "Objective Function Value:  13.309130758957872 Total misclassified:  2\n",
      "Objective Function Value:  13.308536538199842 Total misclassified:  2\n",
      "Objective Function Value:  13.307942416523751 Total misclassified:  2\n",
      "Objective Function Value:  13.30734839390372 Total misclassified:  2\n",
      "Objective Function Value:  13.306754470313859 Total misclassified:  2\n",
      "Objective Function Value:  13.30616064572828 Total misclassified:  2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective Function Value:  13.305566920121134 Total misclassified:  2\n",
      "Objective Function Value:  13.304973293466556 Total misclassified:  2\n",
      "Objective Function Value:  13.304379765738704 Total misclassified:  2\n",
      "Objective Function Value:  13.303786336911731 Total misclassified:  2\n",
      "Objective Function Value:  13.303193006959814 Total misclassified:  2\n",
      "Objective Function Value:  13.302599775857132 Total misclassified:  2\n",
      "Objective Function Value:  13.302006643577876 Total misclassified:  2\n",
      "Objective Function Value:  13.301413610096237 Total misclassified:  2\n",
      "Objective Function Value:  13.300820675386431 Total misclassified:  2\n",
      "Objective Function Value:  13.300227839422668 Total misclassified:  2\n",
      "Objective Function Value:  13.299635102179177 Total misclassified:  2\n",
      "Objective Function Value:  13.299042463630194 Total misclassified:  2\n",
      "Objective Function Value:  13.298449923749962 Total misclassified:  2\n",
      "Objective Function Value:  13.297857482512732 Total misclassified:  2\n",
      "Objective Function Value:  13.297265139892763 Total misclassified:  2\n",
      "Objective Function Value:  13.296672895864333 Total misclassified:  2\n",
      "Objective Function Value:  13.296080750401725 Total misclassified:  2\n",
      "Objective Function Value:  13.295488703479217 Total misclassified:  2\n",
      "Objective Function Value:  13.294896755071111 Total misclassified:  2\n",
      "Objective Function Value:  13.294304905151723 Total misclassified:  2\n",
      "Objective Function Value:  13.29371315369536 Total misclassified:  2\n",
      "Objective Function Value:  13.293121500676353 Total misclassified:  2\n",
      "Objective Function Value:  13.292529946069038 Total misclassified:  2\n",
      "Objective Function Value:  13.291938489847752 Total misclassified:  2\n",
      "Objective Function Value:  13.291347131986853 Total misclassified:  2\n",
      "Objective Function Value:  13.290755872460704 Total misclassified:  2\n",
      "Objective Function Value:  13.290164711243673 Total misclassified:  2\n",
      "Objective Function Value:  13.289573648310142 Total misclassified:  2\n",
      "Objective Function Value:  13.2889826836345 Total misclassified:  2\n",
      "Objective Function Value:  13.288391817191147 Total misclassified:  2\n",
      "Objective Function Value:  13.287801048954487 Total misclassified:  2\n",
      "Objective Function Value:  13.287210378898934 Total misclassified:  2\n",
      "Objective Function Value:  13.286619806998917 Total misclassified:  2\n",
      "Objective Function Value:  13.28602933322888 Total misclassified:  2\n",
      "Objective Function Value:  13.285438957563251 Total misclassified:  2\n",
      "Objective Function Value:  13.284848679976488 Total misclassified:  2\n",
      "Objective Function Value:  13.284258500443059 Total misclassified:  2\n",
      "Objective Function Value:  13.283668418937427 Total misclassified:  2\n",
      "Objective Function Value:  13.283078435434067 Total misclassified:  2\n",
      "Objective Function Value:  13.282488549907475 Total misclassified:  2\n",
      "Objective Function Value:  13.281898762332151 Total misclassified:  2\n",
      "Objective Function Value:  13.281309072682593 Total misclassified:  2\n",
      "Objective Function Value:  13.280719480933332 Total misclassified:  2\n",
      "Objective Function Value:  13.280129987058872 Total misclassified:  2\n",
      "Objective Function Value:  13.279540591033761 Total misclassified:  2\n",
      "Objective Function Value:  13.27895129283254 Total misclassified:  2\n",
      "Objective Function Value:  13.278362092429756 Total misclassified:  2\n",
      "Objective Function Value:  13.277772989799967 Total misclassified:  2\n",
      "Objective Function Value:  13.277183984917755 Total misclassified:  2\n",
      "Objective Function Value:  13.276595077757683 Total misclassified:  2\n",
      "Objective Function Value:  13.276006268294353 Total misclassified:  2\n",
      "Objective Function Value:  13.27541755650235 Total misclassified:  2\n",
      "Objective Function Value:  13.274828942356287 Total misclassified:  2\n",
      "Objective Function Value:  13.274240425830772 Total misclassified:  2\n",
      "Objective Function Value:  13.273652006900429 Total misclassified:  2\n",
      "Objective Function Value:  13.2730636855399 Total misclassified:  2\n",
      "Objective Function Value:  13.272475461723811 Total misclassified:  2\n",
      "Objective Function Value:  13.271887335426824 Total misclassified:  2\n",
      "Objective Function Value:  13.271299306623588 Total misclassified:  2\n",
      "Objective Function Value:  13.270711375288785 Total misclassified:  2\n",
      "Objective Function Value:  13.27012354139708 Total misclassified:  2\n",
      "Objective Function Value:  13.269535804923162 Total misclassified:  2\n",
      "Objective Function Value:  13.268948165841724 Total misclassified:  2\n",
      "Objective Function Value:  13.268360624127471 Total misclassified:  2\n",
      "Objective Function Value:  13.267773179755123 Total misclassified:  2\n",
      "Objective Function Value:  13.267185832699393 Total misclassified:  2\n",
      "Objective Function Value:  13.26659858293501 Total misclassified:  2\n",
      "Objective Function Value:  13.266011430436718 Total misclassified:  2\n",
      "Objective Function Value:  13.265424375179265 Total misclassified:  2\n",
      "Objective Function Value:  13.264837417137402 Total misclassified:  2\n",
      "Objective Function Value:  13.264250556285907 Total misclassified:  2\n",
      "Objective Function Value:  13.263663792599548 Total misclassified:  2\n",
      "Objective Function Value:  13.263077126053098 Total misclassified:  2\n",
      "Objective Function Value:  13.262490556621366 Total misclassified:  2\n",
      "Objective Function Value:  13.26190408427915 Total misclassified:  2\n",
      "Objective Function Value:  13.261317709001254 Total misclassified:  2\n",
      "Objective Function Value:  13.260731430762501 Total misclassified:  2\n",
      "Objective Function Value:  13.260145249537725 Total misclassified:  2\n",
      "Objective Function Value:  13.259559165301749 Total misclassified:  2\n",
      "Objective Function Value:  13.258973178029429 Total misclassified:  2\n",
      "Objective Function Value:  13.258387287695621 Total misclassified:  2\n",
      "Objective Function Value:  13.257801494275181 Total misclassified:  2\n",
      "Objective Function Value:  13.257215797742981 Total misclassified:  2\n",
      "Objective Function Value:  13.256630198073918 Total misclassified:  2\n",
      "Objective Function Value:  13.256044695242855 Total misclassified:  2\n",
      "Objective Function Value:  13.255459289224717 Total misclassified:  2\n",
      "Objective Function Value:  13.254873979994393 Total misclassified:  2\n",
      "Objective Function Value:  13.254288767526816 Total misclassified:  2\n",
      "Objective Function Value:  13.253703651796895 Total misclassified:  2\n",
      "Objective Function Value:  13.253118632779573 Total misclassified:  2\n",
      "Objective Function Value:  13.252533710449793 Total misclassified:  2\n",
      "Objective Function Value:  13.251948884782502 Total misclassified:  2\n",
      "Objective Function Value:  13.251364155752665 Total misclassified:  2\n",
      "Objective Function Value:  13.250779523335249 Total misclassified:  2\n",
      "Objective Function Value:  13.250194987505235 Total misclassified:  2\n",
      "Objective Function Value:  13.249610548237603 Total misclassified:  2\n",
      "Objective Function Value:  13.24902620550736 Total misclassified:  2\n",
      "Objective Function Value:  13.248441959289499 Total misclassified:  2\n",
      "Objective Function Value:  13.24785780955904 Total misclassified:  2\n",
      "Objective Function Value:  13.247273756290998 Total misclassified:  2\n",
      "Objective Function Value:  13.246689799460414 Total misclassified:  2\n",
      "Objective Function Value:  13.246105939042321 Total misclassified:  2\n",
      "Objective Function Value:  13.245522175011772 Total misclassified:  2\n",
      "Objective Function Value:  13.244938507343816 Total misclassified:  2\n",
      "Objective Function Value:  13.244354936013522 Total misclassified:  2\n",
      "Objective Function Value:  13.24377146099597 Total misclassified:  2\n",
      "Objective Function Value:  13.243188082266236 Total misclassified:  2\n",
      "Objective Function Value:  13.24260479979942 Total misclassified:  2\n",
      "Objective Function Value:  13.242021613570614 Total misclassified:  2\n",
      "Objective Function Value:  13.241438523554933 Total misclassified:  2\n",
      "Objective Function Value:  13.240855529727497 Total misclassified:  2\n",
      "Objective Function Value:  13.240272632063423 Total misclassified:  2\n",
      "Objective Function Value:  13.239689830537865 Total misclassified:  2\n",
      "Objective Function Value:  13.239107125125944 Total misclassified:  2\n",
      "Objective Function Value:  13.238524515802832 Total misclassified:  2\n",
      "Objective Function Value:  13.237942002543683 Total misclassified:  2\n",
      "Objective Function Value:  13.23735958532367 Total misclassified:  2\n",
      "Objective Function Value:  13.236777264117972 Total misclassified:  2\n",
      "Objective Function Value:  13.236195038901773 Total misclassified:  2\n",
      "Objective Function Value:  13.235612909650273 Total misclassified:  2\n",
      "Objective Function Value:  13.235030876338676 Total misclassified:  2\n"
     ]
    }
   ],
   "source": [
    "N_iterations = 10000\n",
    "for l in range(N_iterations):\n",
    "    W -= eta*_gradient(Phi,W,Z)\n",
    "\n",
    "    y_pred = np.argmax(softmax(np.dot(Phi,W)),axis=1)\n",
    "    print ('Objective Function Value: ',_L(Phi,W,Z),'Total misclassified: ',sum(y_train!=y_pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.29287358e-02 9.05682829e-01 8.13884353e-02]\n",
      " [9.90669379e-07 2.92871214e-02 9.70711888e-01]\n",
      " [5.19610077e-03 6.76181402e-01 3.18622497e-01]\n",
      " [9.90900750e-01 9.09924670e-03 3.29924374e-09]\n",
      " [4.35549639e-07 2.58019361e-02 9.74197628e-01]\n",
      " [1.20393073e-02 9.61817746e-01 2.61429472e-02]\n",
      " [9.88767699e-01 1.12322973e-02 3.98530913e-09]\n",
      " [9.92831332e-01 7.16866480e-03 3.38021688e-09]\n",
      " [9.82075681e-01 1.79242849e-02 3.43284847e-08]\n",
      " [1.02514602e-02 9.02768495e-01 8.69800447e-02]]\n",
      "[[0. 1. 0.]\n",
      " [0. 0. 1.]\n",
      " [0. 1. 0.]\n",
      " [1. 0. 0.]\n",
      " [0. 0. 1.]\n",
      " [0. 1. 0.]\n",
      " [1. 0. 0.]\n",
      " [1. 0. 0.]\n",
      " [1. 0. 0.]\n",
      " [0. 1. 0.]]\n"
     ]
    }
   ],
   "source": [
    "print( softmax(np.dot(Phi,W))[:10,:])\n",
    "print(Z[:10,:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's quite useful to print confusion matrices:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[31  0  0]\n",
      " [ 0 33  0]\n",
      " [ 0  2 34]]\n",
      "Classification Accuracy 0.98\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(y_pred,y_train)\n",
    "print (cm)\n",
    "print (\"Classification Accuracy\", 1-sum(y_train!=y_pred)/len(y_train))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How about the test set?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[19  0  0]\n",
      " [ 0 15  1]\n",
      " [ 0  0 15]]\n",
      "Classification Accuracy 0.98\n"
     ]
    }
   ],
   "source": [
    "Phi_test = np.column_stack((np.ones_like(y_test),X_test))\n",
    "y_pred_test = np.argmax(softmax(np.dot(Phi_test,W)),axis=1)\n",
    "cm = confusion_matrix(y_pred_test,y_test)\n",
    "print (cm)\n",
    "print (\"Classification Accuracy\", 1-sum(y_test!=y_pred_test)/len(y_test))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And of course it's fun to plot the classifications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsoAAAKzCAYAAAAHuytJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XeYVOX1wPHvmbaVztJFpAsIotiN3dg1UWMUSyxRMRpTfjGabjSxE3sjKNZYUBRRFHulLoiANClKh21sm9lp9/z+mN1ly+zsADu77HI+zzNPdu6973vPDD5Pzr577nlFVTHGGGOMMcbU5mrpAIwxxhhjjNkTWaJsjDHGGGNMHJYoG2OMMcYYE4clysYYY4wxxsRhibIxxhhjjDFxWKJsjDHGGGNMHJYoG2OMMcYYE4clysYYY4wxxsRhibIxxhhjjDFxeFo6gJ3VtWtX7devX0uHYUyLmj9/fr6q5rR0HMYYY0xb1uoS5X79+pGbm9vSYRjTokTkh5aOwRhjjGnrrPTCGGOMMcaYOFKaKIvI70TkWxFZIiIviUh6nfNpIvKKiKwSkTki0i+V8RhjjDHGGJOslCXKItIbuBEYo6ojADdwYZ3LrgKKVHUgcD9wd6riMcYYY4wxZmekuvTCA2SIiAfIBDbVOX8O8Gzlz68BJ4qIpDgmY4wxxhhjGpWyRFlVNwL3AeuAzUCxqr5f57LewPrK6yNAMdAlVTEZY4wxxhiTrFSWXnQitmK8H9ALyBKRS+peFmeoxpnrGhHJFZHcvLy8pg/WtEnqlLV0CMYYY4xpxVJZenESsFZV81Q1DEwBjqxzzQZgH4DK8owOQGHdiVR1gqqOUdUxOTnWOtY0TqPb0G1HoCFrJWiMMcaYXZPKRHkdcLiIZFbWHZ8ILKtzzVvALyp/Ph/4WFXrrSgbs7O07FEgjJbe09KhGGOMMaaVSmWN8hxiD+gtABZX3muCiNwmImdXXvYU0EVEVgG/B25JVTxm76HRbRCYAjgQXmGrysYYY4zZJdLaFnDHjBmjtjOfScQp/gcEXgPCsQPeA3F1ebVFY2pqIjJfVce0dBzGGGNMW2Y785k2ZcdqcnjHQVtVNsYYY8wusETZtCmx2uRonaMBq1U2xhhjzE7ztHQAxjQpZxu44nRG0QCqEWLNVYwxxhhjGmdZg2lTXJ0eb+kQjDHGGNNGWOmFMcYYY4wxcVii3MI0vBKn+C87NyayHqf4Tzh5J+EUXIIGv0hunIZxyp/DyT8LJ+9UnLLHUA3sSth7NI2swtn+O5y8E3EKr0RD81o6JGOMMca0QlZ60cK09A4IzULTz0bSDmv8+sh6tOAnoH4gCtF1aNEitP1fcGX+PPHY7TdAcBZQETtQ9jha8SF0ebXN1O5qeDlaeCFoBeBAdD1amIt2GI8r4+SWDs8YY4wxrYitKLcgDS+F0AJA0dK7khtT/ghoObU7O1RA6T2ohhLcaxGEZlOdJAMQhOgaCH6688HvobT03spfIpwaRyug9HZaW89wY4wxxrQsS5RbUKxlWTD2JroGDc5pfFBwLrWTwCpRiG5oeFxoIWjdtmmA+ttWj+HwwvjHnQLQ4uaNxRhjjDGtmiXKLaTmanLsQCC5VWV39wYmjICrc4JxOSDeOCfSwd2j8fu2Fq4uDZxwg2Q2ayjGGGOMad0sUW4htVaTqySxqixZ1wIZdY76IO14xNWx4YFpJ9BQSbpknN1YuK1H3O8nHTLOR8TXEhEZY4wxppWyRLkFaHQLhGaCZIBk73hpBPU/nXCspB8P7W4CyYq98EHacUiHuxu5qxD/n7uh462TZJwL2VcDGTu+n/TTkfa3tHRoxhhjjGll2karg9bG1R3pOh00HOdct8aHZ12CZl4A0XXg6owkKrmoEvwEiPewn6KBaUjWpY3P0QqICJJ9A5p1FUQ3gisHcXVo6bCMMcYY0wpZotwCRAQ8A3dzDt/OzRHdEj8xpyLxQ4CtlEjGbn/HxhhjjNm7tZ2/uZvEvCNB3PWPSybiO6j54zHGGGOM2cOlLFEWkSEisrDGq0REflvnmuNEpLjGNX9PVTx7Pe+BsRfpNQ76wN2n8kE/Y4wxxhhTU8pKL1R1BXAggIi4gY3AG3Eu/UJVz0xVHCZGRKDTf9HypyHwWqyncsaZSNa1SNy2ccYYY4wxe7fmqlE+EVitqj800/1MHCI+JHscZI9r6VCMMcYYY/Z4zVWjfCHwUgPnjhCRb0TkXREZHu8CEblGRHJFJDcvLy91URpjjDHGGFNJVDW1N4jt8rAJGK6qW+ucaw84qlomIqcDD6rqoETzjRkzRnNz29CWy7tAo5vRsgkQmg3uXkjW1Uja4S0dlmlGIjJfVce0dBzGGGNMW9YcK8qnAQvqJskAqlqiqmWVP08HvCLStRliarU0ugnNPxsCr0B0NYS+QIuuxfFPaenQjDHGGGPalOZIlC+igbILEekhIlL586GV8RQ0Q0ytlpY9CloGRGocDUDpHWjcPsnGGGOMMWZXpPRhPhHJBE4Grq1xbByAqj4BnA9cJyIRIABcqKmuBWntgjOBaJwTEYiuB0//5o7IGGOMMaZNSmmirKp+oEudY0/U+PkR4JFUxtDmuHPA2Vj/uEbA1Sn2oyo4hSBpiCu7mQM0xhhjjGkbbGe+VkayrgbJqHPUB2nHIK5OaOhrNP8UNO9YdNthOIVXoU5hi8RqjDHGGNOaWaLcykj6yZB9I5ABkg2kge8IpMM9sQf9ii6H6PdACAhDaBZaeClW0WKMMcYYs3Oaa8MR04RcWVehmWMhsgZcXRF3dwCc0gmxEoxaIhDdCOGF4Bvd/MEaY4wxxrRStqLcSolkIN7h1UkyEEucidf5QmLJsjHGGGOMSZolym2J7xAgvf5xjYA3tumhOoWo/zXU/zIa3ZL01KpRNPgZWv4cGprXbKUc6hSjoYXNci9jjDHGmJqs9KINkYzz0PKJ4ETY0Wc5HdKOQzz74QSmQ/EtIAIK8G+03U24si5LOK9G89DCi8ApiCXd4gbPIOj0LOLKTOln0tJ7oOIdyPnSOngYY4wxplnZinIbIq5spMsUyDgPXF3A3Qeyb0Q6/ifW+aL4ZqACNECsbXUQSu9FI6sTzqvFf46Vbmh5bIz6IbwMLXsgpZ9Ho1sg8BZoBPU/k9J7GWOMMcbUZYlyGyPuHFwdbsfVbRaunI9xZf8SEQ9UfAgS7587igbeaXA+1RCEvqL+JichCLzZlKHXv3fZw4ATu1f5RNQpS+n9jDHGGGNqskR5rxGBuHXFlYlogxwq6zTiiLdDYNOoXk2uejhRHVtVNsYYY0yzskR5b5F2HLGkty4vkn5Kg8NE0sE7CpA6ZzyQfnLTxVfHjtXkKhW2qmyMMcaYZmWJ8l5C3L3APaD+CVdH8AxPPLbDHSDtd+wIKJng6oZk35SCSEGjWyHwOvVa3WkQ9T+bknsaY4wxxtRlXS/2EhpeCtG1cU6UQugLSDu2wbHi6Q85H6OBtyCyBvGNgPTTEUlLUbRuyBhL3NIO96AU3dMYY4wxpjZLlPcWoVzill6oHw3ORhIkygDiaodkXZya2Orey90V6fD3ZrmXMcYYY0xDrPRib+HqDOKNcyINXF2TmiLiOGyvCOA002YjxhhjjDEtKWUryiIyBHilxqH+wN9V9YEa1wjwIHA64AcuV9UFqYppr5Z+IpTcWv+4uJCMsxMOdVR5eM4sJn6dSyjqkO3z8ocjf8RFI0amJlZjjDHGmD1AylaUVXWFqh6oqgcCBxNLhN+oc9lpwKDK1zXA46mKZ28nkoF0fg5cPWMP40kWSCek4xOIOyfh2EfnzWbCgnmUh8OEnShFFRX86/NPeGflimaK3hhjjDGm+TVXjfKJwGpV/aHO8XOA51RVgdki0lFEeqrq5maKa68i3mGQ8ylElgNR8OyPiDvhmKjj8N8FuQQikVrHA5EI98/5ijMGD0ldwMYYY4wxLShhoiwiRwCXAD8CehLb93gJ8A7wgqoWJ3mfC4GX4hzvDayv8X5D5bFaibKIXENsxZm+ffsmeUsTj4iAd/+krw9EIlTUSZKrbCmznsbGGGOMabsaLL0QkXeBXwIzgFOJJcrDgL8C6cBUEUlc3BqbxwecDUyOdzrOsXpPiqnqBFUdo6pjcnISlwmYXVcRCfDh8hd5f8m/WZO/GIAsr5dO6elxrx/cuUtzhmeMMcYY06wS1ShfqqpXqepbqrpJVSOqWqaqC1R1vKoeB8xM4h6nAQtUdWuccxuAfWq87wNsSjp602SWbZnLkRPvZ9221zm64wuMff0N/vreHagqNx95MOnu2j2N091Rbj7qiBaK1hhjjDEm9RpMlFU1v+Z7EWkvIp2rXvGuacBFxC+7AHgLuExiDgeKrT65+TmOw9VvzwAcft5/OS5RLh28hDdWu5ix/DV+0nMS9x/+MUM75JPtCXJQly1MOmYGh7SP90cCY4wxxpi2odGH+UTkWuA2YvXJVWURSqzdW2NjM4GTgWtrHBsHoKpPANOJtYZbRawrxhU7F75pCt9umc32kJcbhuUiKD63wy8GLWHiilH8b8lSTun8GSf3jnBy7zW1BwbegPY3t0zQxhhjjDEplkzXiz8Aw5NcPa5FVf1AlzrHnqjxswLX7+y8pmmFIiE6+QJcOnAp6Z5YiYWg/HLIN3yyZRhxysarRjZbjMYYY4wxzS2ZPsqria32mj2IqnLnl5+xqbRkp8ZoYDpO4RU4BZei/tdRDTOi12FcOXgxUiMhzvBEuXzQYn42uDN4R1D/uUsPpJ3YNB/GGGOMMWYPlMyK8p+AmSIyBwhWHVTVG1MWlWnUrA3r+e+CXAr8fu778WlJjdGSWyDwHrEqGtDwIqh4G2+H8Vw6aBkuqf3Ans/lcO7AAJJ1J1pwIWg5EAV84OqEtLupaT+UMcYYY8weJJlE+UngY2Ax4KQ2HJMMVeWOLz8D4J3vVvC7w4+id/v2iceEV0DgXaCixtEAhL+G0BxcmedSHsznh6KNBKMRume1p0f7fXB5ByOegWiXNyD/VCAKkgZd3kHcie9pjDHGGNOaJZMoR1T19ymPxCRt1ob1fF9UBICjyv2zv2p8VTk0h7i/56gfwotwdfg37YAR3RoYH3gdcANh0CgS+gQyztn1D2GMMcYYs4dLpkb5ExG5RkR61m0PZ5Kn2jSL8VWryf5IGICw4/DOdyvYWNJIrbKrI0i834t84Nrxz6kaJRwtr31PpwT8k9ixGu1HS+9DdceOfY7j4EQLcJz4u/gZY4wxxrQ2ySTKY6msUwbmV75yUxlUW+OUPYpu/1WTzFVzNbl6/spV5YTSTsLR+v/cDi4k42xUK3CK/84d7/+SAx5/hNDW09DQPAC0/GnQOp0vnFKoeCf2Y/HdsG0Y5B0B24bhFIzFcawjhjHGGGNat0YTZVXdL86r0R7KJkadEiifAMEv0fCy3Z7vsXlziKhDO5+v+uV1u5m6YhklwYoGxzmkc8Psn5IfSEc1lveWhrz8ZtaplEc7odv/j1DZVCatGEbIcXPP1zlo4VU44e/A/wwgIO12vIiiZY/jlE2AwFPUKusI50Lh2N3+rMYYY4wxLSmZDUeuB15U1e2V7zsBF6nqY6kOri3YsRobQUvvRTo/vVvz/fO4E9hUVlrveJrbQ7YvrcFxn/3wPV9t7sC0TgO5eOBSXKLM3NabTzf34aNVX3JW58+465sxOAggPPvdAfxx5Fw8/qeQTs9Udryow9UZLbwo/g0ji3CcElwue+DPGGOMMa1TMg/zXa2qj1a9UdUiEbkasES5EfVqe0O5aHgZ4t1/l+cc0LkLAzp3afzCOn4o3k62u5wLByzD546t/h7bYz09MvLYXr6KUMcMXlg1nKp+yVEV7ll0KH8e8x3S4cAG51UNNHzTyFrwjdrpWI0xxhhj9gTJ1Ci7RKR6twkRcQO+1IXUdtSv7Q2hpfem/L55/nKmrljGB6tXEYzEHq4b2qUr44YtQATyAhmsK2uHx+Xwx5HzyGl/AHctHFm5mlwltqoccTecJMcuS7Bi7Bm4+x/GGGOMMaaFJLOiPAN4VUSeILaX8TjgvZRG1QbEapOfpnbfYgdC83Z7VTmRCfPncf/sr/C4XAiCiDDpnHM5rFcWo13f4nNH+eXsE9kayOL9017h2B4/EO7QmRvf35+6u+9FVbh30YH85dgEN2x3M5T8uf5x3/G4XFlN+tmMMcYYY5pTMivKNwMfAdcB11f+/MdUBtUmhBcT+73CV+elaHB2Sm65cMtmHpgzk2A0Snk4TFk4RGkoyJVTpxCpmI/X7WZhQXcWFnZnSyCLDzbuh9ftZtGWWThalSRrjZfwyQ95Ce/pyjwf2v0TJLPyiBvSz4eOj6fkMxpjjDHGNBfRum2/9nBjxozR3FzrThfPnz96n1eXLsGp82+a7fPx4KlncHy//lw85VVmb1iPAvt17MSHl15Bjcoa00qIyHxVHdPScRhjjDFtWYMryiIyTUTOEhFvnHP9ReQ2EbkyteGZnVEeDtdLkqsEwmEWb9vK11s2U3XF1vIyPl67pvkCNMYYY4xpRRKVXlwN/AhYLiLzRGS6iHwsImuBJ4H5qrp7vc7MLtleEeDRubMZ+/or3PzhDJblx8ojThs4mExPvd9rCEejHNGnL3d+8Wn1w30A/nCYO778lGT/qqBOGU7JnahGm+aDGGOMMcbswRp8mE9VtxCrRf6jiPQDegIBYKWq+pOZXEQ6AhOBEcSKXq9U1Vk1zh8HTAXWVh6aoqq37fSn2Ivk+/2c+dJzFFcECUYjzNu0kbdXLufBU8/g5P4DOLRPH+Zu3IA/HMaF4PO4ueWoY9hQWsKcjevROg/srSsu5MM1qzh5wKBG763+Z2Lt7rwHQMaZKfqExhhjjDF7hmS6XqCq3wPf78L8DwLvqer5IuIDMuNc84WqWtaVpEfnzaYoECDsxHohR1UJRCL86aMPmH3VtUw866d8vHY17636juy0NC4YNoJhOd1YsuFtTu2zhrprxwJkOR8BiRNldcqgfGLs59J7If00Yp0CjTHGGGPapqQS5V0hIu2BY4DLAVQ1BIRSdb+9xUdrV1cnyTX5w2F+KN5O/06dOan/QE7qX7uH8bCsGTx85IfxJ/VsIdb1r2Hqfwa08r5aDBXv2qqyMcYYY9q0ZNrD7ar+QB4wSUS+FpGJIhKvse4RIvKNiLwrIsPjTSQi14hIrojk5uUlblfW1tStB+6Qll7j3Y6EOaoO7dJ2bGEddZzatceujg3fRGqfq1uzvGM1uSK2f4r60dJ7rVbZGGOMMW1aKhNlD3AQ8LiqjgbKgVvqXLMA2FdVRwEPA2/Gm0hVJ6jqGFUdk5OTk8KQ9xxO+cs4245At+6Ps+1HOP43ALhq9MFkeDxkukMsPe8pxg5Ygsfl4uCevcjJzOK7ggIumPwygx+5n/0fe5A/fvAeZaEQZCZYMc6+tvpHrfgQLTgX1R1JuJY/AxpiTUkHjn1nLNuDaeAUxlaVjTHGGGPaqEYTZRE5SkQ+EJGVIrJGRNaKSDI9xTYAG1R1TuX714glztVUtURVyyp/ng54RaTrTn6GNsfxvwKld4JTUHlgK5T8AyfwDucM2Z+LDxjFHYd8gdflcMuoOezfNYeHTj2TPH85509+ifmbN6JAKBrlrRXLuHzq60h0aQN3EyS6CgBVBy35N0RWQPDDymMK5U8AEe5bfChb/FlMXDESCKKl96T6qzDGGGOMaTHJ1Cg/BfwOmA8k/bd2Vd0iIutFZIiqrgBOBGplayLSA9iqqioihxJL3AuSjr6tKnuQWIORmiqg7H4k4wxuOeoQdNtqBMjwRHjjrCiuzEwemjOLUDRS64G9kOOwLC+PZcWHsH/HJ1ENQehL0Aik/QiRDPCOiF0cfB+0CIjEkuC0kypn8bCmJIPPNvfFwcUz3x3AL4csomOmL9XfhDHGGGNMi0kmUS5W1V39G/uvgRcrO16sAa4QkXEAqvoEcD5wnYhEiGWGF2pr2yqwialGwcmPfzK6Kfa/xX9FKtNhASj9D2T9gmX5eQSj9X+XcYmwanuYYd2Pj12fcUqc+zpoyd1Q1fkvmh9bVfYdCYS4b/FRRCq3uVaEiStG8odRS3brsxpjjDHG7MkaTJRFpKpM4hMRuReYAgSrzqvqgsYmV9WFQN1tdp+ocf4R4JGdCbilbCotYeGWzXTNzGJMr964ktz2ORiJMHfDtzhOCaN7H0L7Wg/j1SfiRl09wNlS/6R7HxynHILT65wI4JQ/y6ju+/PZD2upqLGpCMQe9BvcpZGKlurV5Cr+2KpylxmsKe3FZ5v7EtVYO7hg1BNbVR5eQefKqzWyjqVbchnSdT/caQfW2hZbnUIIzQPJBt9hiKSs2YoxxhhjTJNJlLGMr/O+ZsKrwAlNH86eR1W57fNPeHnJIjyuWEl354xMXjz3Z/Rp3yHh2LkbN3D1tDcZf+jbDO6Qz+ETL+HW407kguEHJL5p1vVQ+g9qdrUAF2T/For/ClXFFVsjyLjN6JM9gf/w8+GzmTD/S0IRB6ey/DzNFeGg7p0Z2rXhhyDrrSZXieYjoY+4b+lPCDuBOmOEiavP46ZeUbT4j6zLn8k5757LPYc+z08GhKHTs4i7C07ZBCh7GKqT4zToPAnx7p/4OzDGGGOMaWENPsynqser6vHAVVU/1zj2y+YLsWVNW7mcV79dQjAapTwcpjwcZmNpCePenppwXCAc5qq33iAnbQtHdv+Bzj4/x/b4jls/+5jVhY2UYUe+AequWLsgvBBCM6uPyP0FMKcC+U8hEKADX/L6ia9zXM91+FwR2nmDjB3wLRMOr6xNbkh0PTh5gLvOK4hWfMzcrYKIC7c4lS8loh4+XR9G/c9DxYc8sGQkKNz7zWgiobVo8R/Q0DwoexQIgpZXvgrRoqustZwxxhhj9njJ/A28XrcKYDJwcNOHs+d5btFCApFwrWOOKmu2F7GueDt9O8TvT/zJ92sA5Q8HzMUjDh6vcsuo2Xz0bn9eW/YtNx91TNxxqgqBt6j/3GQEAq/h6j4fjW5FlxwLr5QiCvpKANddn+OEHmff7AIm/GhG7aGSDaFZkHZs3HuKZ1+kR8P1xguuafAUTt7JrCvzMGNDfxxclEa8vL2+Hz/Zdy5a3g6oiPMhAxBeAL5DGp7YGGOMMaaFJapRHgoMBzqIyLk1TrUHEhfatiFlofgrsW4Ryhs4VzVu36wijum5Ho8rVirROS3Aib3WUBIcmeCODhCOf0pjJeJa9ghy/zZwKkswnDB6261wRwa1yzVqTlue4J67QQM8sGQM0coH/fwRH/d+cxhn7rMOj1MM9TbNBhBwylITjzHGGGNME0nUR3kIcCbQETirxusg4OrUh9b8wtEo9878gmCNh+FOHziYNLe73rVet5tBCR6QO7rvvtw4fCYe2ZG4Znkj/OnA2ZwyYECD40Tc4D2YuKUXviPR6Fb4fjK8sh2pzNMlpDBpErL9EJTM+pNqGNIOb/Ceu2Nd6CRmbOhPRHd8R6URL29vOBAyzgYy4sQTsdVkY4wxxuzxEtUoT1XVK4AzVfWKGq8bVXVmQ+NaszeXL+Xx3Lm88u3i6mNXHHgQvdq1J8MTW3x3i5Dh8XDvSadWP9wXT8+MPE7s9X31avKO4+Uc3W1lwjik/T9BsoCqPsVpINlI+7+gpeOR+zfvWE2u4oTQuz9lSVEPyiOxWKOOEIh4mLX9fMTVmVR4YPFIwk7t78Ef8XHPokOJ+n5M/YQfSDsBcWWnJB5jjDHGmKaSTI3yWBG5qM6xYiBXVRM/0daKhKNR7p31JQAPzJnJz4cfQJrHQ7u0NN6+6FLeWL6UL9Z9T6/s9lw8chT9OzWSeGoEST+e7RV+NpeWElWle1Y2OZmZIIk36hDvIOg6A/W/DJFl4B2BZF6IuDqjkXWQG6xeTa4eE4KSzz7jspHX8aPuKzmlzxrKwj5eXTuUZcUd+LKvn66ZcVabd9N+nXpw7L5RcDaDsx0kE9y9yE7rQDTwHu54pSDBj1CnBHG1b/J4jDHGGGOaijS2v4eITACGEnuAD+A84FtgH2CNqv42pRHWMWbMGM3NzW3yeSd/u5h/fv4J/nCYTI+XPx71Iy4bNbrJ77O7nLwTY10q6sngX0t/wzNLiuqdyfL6uOvEH3PG4CGpD7AGp/BqCH1W/4RkIx3GI+nHN2s8bYmIzFfVuj3KjTHGGNOEEtUoVxkInKCqD6vqw8BJwP7AT4EfpzK45lK1muwPxx6i80fCPDBnZq1a5T2GNFSyECXN0yHuRigCtEtLS2lYcbk6Erf0AgUrvTDGGGPMHi6ZRLk3kFXjfRbQS2ONcIPxh7Quby5fWp0kVwlForVqlZuaagSn9CGcrYfgbBmKk38uGvq60XGS+Qtm5/Xj9PfOZ+Cr1zB6yuU8sWw0jmcUZw49Om7dtMfl4og++7C9IsDvZ0znwY8u5qWZ53DN22+yubQ0FR+vMtaLgDgJumRXPrBojDHGGLPnSiZRvgdYKCKTROQZ4GvgPhHJAj5MZXDN5aG5s4k6DtleX/Urqg6PzpudsntqyT+hfCJoMeBAZAlaeDka/i7huEUlR/DLz3/MypIugFAaSePRpQdz77JL6JHdLu6Kcp/27XG7XPz8tVf44vtvuGrI15yz70q+27aQn776IoFwA+3odpP4DoJ2v6PqYUQkC1zdkE5PI5LMf3rGGGOMMS2n0Yf5VPUpEZkOHErs7+h/VtVNladvSmVwzeXek0+lMBCod7xDemrKFdTZDoE3qb8gH0TLH0c6/qfBsQ/PnU1FtHYyHIi6eX7xStK97YlXc766qJD/Lf6GTaUljBv6NYLiFocbh8/lbwtO5Z3vVnD+sBFN8Mnqc2VdgWb8FEILwNUOvAfFWuAZY4wxxuzhkul6AbGV57zK6weKyEBV/Tx1YTWvw/vs07w3jK4H8VZvILKDA+HlCYeuKMiLe9wtwoLNmwlG628N7RIXX2/ZRIarnF8MWkKGJ3bNKX3W8sCSApbn5+/Sx0iWuDpC+gkpvYcxxhhjTFNrNFEWkbuBnxPrdFHV60uBNpMoV1lf+A35JYvo0m4YfbuksIbW3Se2CUg9LvAOrX63urCANUVFDOzShf06dgJgYOcubIxTVxx2HA5l4VR6AAAgAElEQVTq0ZPcTRvqJcuOOhzYoxdD055DauyU5xaHPxwwn4rsnzXN50pgXfF2umVlke7xpvxexhhjjDFNIZlC0Z8AQ1T1DFU9q/J1djKTi0hHEXlNRJaLyDIROaLOeRGRh0RklYgsEpGDduVD7K5guJyvl51DF/+F9HffTZfApSxafjqBUElK7ieuTpBxDvV3Ak9DssYRCId57Hc3kj5wECcOHISv/wD++3+/IxiJMCynW9w5O6alc9mo0aR5av/u43O7OaBbdy4evi8XD1xUvZoM4HUpJ/VezZn9m76/ck2haJRzX/0f9878MqX3McYYY4xpSskkymuAXV0GfBB4T1WHAqOAZXXOnwYMqnxdAzy+i/fZLQu++yND2q0k3ROlnTdEhifCwOy1fLPqdym7p7S/FbJ+CdIeEPAMRzpPQryDmfaPv3HFo0/Qu6gIF9C7qIhLHn6U9277J99s3RJ3vsKKAG6XMOWCsQzq1KX6+OkDB/H0OedB8HPS3fXb3aW5o6RFpqfmQ1aavHQJ/lCYl5YsosDvT+m9jDHGGGOaSjI1yn5iXS8+osbTZ6p6Y6JBItIeOAa4vPL6EFBnPznOAZ7T2BNosytXoHuq6ubkP8LuG9buM9I9tcsV0j1RDmg/C8dxcCXYqnpXiXiQdjdCu9pfo6py1BMTyKjTiSIjHOaQRx/l7PyCBHMK2b40SkKxfyavy4XP7SHT60UjDkoGUPehRQ9o6h6uC0Wj/GfWV1REI/jcbh7LncPfjrGNRowxxhiz50smA3wLuB2YCcyv8WpMf2IPAE4Ska9FZGJlS7maegM1t5nbUHmsFhG5RkRyRSQ3Ly/+w2y7I80Vf2ORNHcESLxzYVNzVOlZVH93PYAehUWISIMvgLdXLqe0MlEOOw5TVyyL9Up2yiDedtJEQVNTYgKx1eRgNPb9hqJRW1U2xhhjTKvRaKKsqs8CrwKzVfXZqlcSc3uAg4DHVXU0UA7cUueaBrZtqxfDBFUdo6pjcnJykrj1zllZuh9OnRzSUVhZ0heXq3lbmbldLvK7do17rjAn/vEqEcfh7q++qLV5iqPKg3NmQtpRgLC0qDPz8rozP687iwpyUNKRtOMajWtLWSn/mfUV170zlSfnz2N7Rf12enVVrSbXjeex3DmNjjXGGGOMaWmNJsoichawEHiv8v2BIvJWEnNvADaoalVW9BqxxLnuNTV7s/UBNtHMOuT8i/Koj2A09nUEo278ES/pnW9v7lAACN9+GwFf7bLwgM9L9F//Tjju7ZXLKQjUXq0NOw6vL/uWLYEcZucPol+7Eg7uspWDc7YysH0RC/K7oZ4xCef9dttW7v/19fz8jLN49MyfcObJp3DfDdexsTTxSvTkpUsoC9VugReKRnl+0UJbVTbGGGPMHi+ZGuVbiW028imAqi4Ukf0aG6SqW0RkvYgMUdUVwInA0jqXvQXcICIvA4cBxc1dnwywb5eDyfNNY+mGh8lkBeUMZECvX9O/w8DmDgWA3uOuo8jrI/SXv9B+2zZKu3VD77iD7ldemXCciHBIrz71jntcwur8xRzUaSnp7h212JneCPt33MjyLTMY1vv0Bud995+38o8XXyazcmW4d1ERf37uf7zauQuX3zO+wXFel4sxceLxulz4w2G6xBljjDHGGLOnkHg7udW6QGSOqh4mIl9XllAgIotUdWSjk4scCEwEfMS6Z1xBrCczqvqExAprHwFOJfbQ4BWqmptozjFjxmhubsJLTByzV97JyMzn6j206CjMLTqVI4c9FHdcIBymsHt3esepm97UuRO9CgpTEq9JTETmq2riPwUYY4wxZrcks6K8RETGAm4RGQTcSOzBvkap6kKg7v+ZP1HjvALXJxmr2Q0uVxbROCXhEccFrrrPWO7gdrkSPlxojDHGGNNWJdP14tfAcGKt4V4CSoDfpjKovYGjyhO5czl04uMMeeR+Lpj8Mou3ba0+P3/NRBYvO5q1341hyfKjWfjDC9XnNLQAp+B8nC3DcbYdjVP+LI39ZWBo7wvjPjnpqNCv+6UNjvO53RQ18ABlWffuiT9kK1O0rZg7L3mQM7Mv4ez2lzL+qscoLSpr6bCMMcYY00IaLb3Y07SV0otbP/2IyUuXEIjsaE2X4fHy1oUXU1j0CsPSHmFxYVfG5Gxhbl5PRnXOY2XkTxzY+2C04EKgYsdkkgGZv8DV7vcJ77lo/ev04+/V792iLAvdyJj+4xKO8z/7DK5rriU9tKMNdjAtDfd//4vn0oaT7NYkFAxz5dDfkL+xkGgkVp7i8brpPagnT35zH25383Y/aYyVXhhjjDGp12DphYhMI0ET4WS3sTb1FVdU8Mq3iwlGa9cLh6IRHsudy02DJlIa9jCySx4ugVGd8whGXXSKPoqWHUiNfV9iNADlz6BZ4xBXw9tRj9znPCrCP2b5pmk4GmZQjzMZk974I3WZv7gc9XgJ3XIL3o0bifTuTdpdd8HFF+/Kx98jfTllDiUFpdVJMkAkHGXbunzmv7+IQ08b3YLRGWOMMaYlJKpRvq/ZotjL/FC8Ha/bXS9RjqqyeOsWcg4oY15eD0Z12QaAoCwv7sLBXbdAeDlxf38RNzibwTUg4b3Tve04cN+xOx2zXHwxvsrEeFf3M9+TrV28jkBZRb3j4WCY75ess0TZGGOM2Qs1mCir6mfNGUhbpRqF8ELQEPhGI5JOn/btCddJkgFcIgzp2pVVxR0Z2SWPNHdsF5R0T5RRnfNYW9qZwTkDILSJgop0Ptm8DyM65TO0YxFoBFyxmmF/OMyCzZvI8noZ1aMnLtlRnRxxHBZs3kTUcTioZy/SPMk8z9k6bVy1mV4DelTvWphI36G9Sc9Op6JOsuxN99JnSK9UhVht89qtdNunK27PnlXiYYwxxuzN2m6WtAfQ8BK06JpYaQQCOGj7u+iccSon7TeA6atW1lobdonwqzGHsXljD/q2q72Zh6Bs8PdlcNYN3DXP4dmVQwmrG49E2b/jdp46JYuurmymLPuWv33yIW6XC1WlnS+NST85jyFdujJ/80aunTaVUDRavSfi/aeczon7JV6Fbo02rd7CFUN/w+1Tb+awMw5u9PpjfnY4E295gVAghBON/YLi9rjp0LU9h51ed5+cpuUvDTDuwJu45O/n87P/s4omY4wxZk+RTNcLswtUg2jh5eDkg5aDloH6ofiPaOQH1pUU1yugcImwoaSEkZ2+x+NyiDhS/fK6owzruJq31qbz4uqRhNUDCBH1sLSoK7/5cjDL8/P46ycfEohEKAuFKA+H2VJexqVTJlNcUcEVU6dQWBGgLByiLBR7/frdt9lcWtoC31BqTfrrSwA8edPzjXYEAUjLSOPh2Xdw8MmjcLlduD1uDj/zYB6a+e+Ur/K+8dB0QsEwL/7rdSr8wcYHGGOMMaZZ2IpyqgQ/BeqXV0CEddte47vC+l99KBrl6YXzOe6cuTgaGxuOVOD1pKNAjrh5avJkAhGn1rgoMH/zJp7+en5stbiOimiEx+fPxYmTMDqqTF2xjHFjDt35z7iH2rR6CzOn5qKOkrc+n7nTFyS1qtytbw53TP8z0WgUEcHlSv3vkf7SAK/c/SaRUASPx820x2fYqrIxxhizh7CuF6nilIA6cU5EKK4oxSPxu01sr4glxlXSvLU3AykO1n/gDMCFkOcvj5sMqyoF/nKiTv14QtEohQF/gg/S+kz660tEK9vuVZQHefKm5zn09IOSqlUGmrUV3BsPTcep/Hep8Ad58V+vc9Z1p5CemdZsMRhjjDEmvkRLZvcB4xO8TCK+w4BYAvRtURc+3Lhv5YlMhnQ/ini7f/hcbk7uH6sXLgoEeDJ3Lr977x2e+jqXksoE+ch9+lL39xdBcQucNXh/Mr31e1KEHYfz9x8RN1HM8Hg4tt9+u/wx9zRVq8nRGqvuVavKe5qq1eSgf0d/6mg4yrTHZ7RgVMYYY4yp0mCirKqfJXo1Z5CtkXj6QuZYVDO4ac4J/H7OCfgj7cB7AL7ME7j9+JNI93iqO1Kkuz3kZGVx1egxrCkq5ITnnuLBubOYunI542d9xQnPPc2GkmJchHFL7URZEbxu5dSBgxjcpSvpNVZEMzwexh18KIf12Yd2Pl/cWA/v1Sd1X0Qzm/TXlwiHwrWOVa0q72mb67zx0HTCwTqx+oO8cPtrVqtsjDHG7AEarVEWkUHAncAwoLomQFX7pzCuNkHa3cIX24axwb8SR+H59dcz7vBLEXFzzpD92a9jJ5795ms2lZZw3L77cdEBo2iflsZ170ylJBisXjeuiEQIRaPc9vknDMxezajOedRdVc7yChEnykvnXsC4t6fy+brvERF+f8RRXDV6DLM3rCPPX7/EIhCJ8MrSJYw9YFTqv5Bm0K5zNsMOHxz3uOM4e9QOe26PiyGHDKx33JfhJVAasPILY4wxpoU1uoW1iHwJ/AO4HzgLuKJy3D9SH159rWkLa1XltP89y8qCAgCyfT5mXzUubnlEFUeVwY/cH7fW2Od2s/SCaRBdH2dkBtL1LYoj3Tjq6QnVW2OP7tGT1y8Yyw3TpzF91cq49xzVrQdvXNh2dtnbG9gW1sYYY0zqJfNYf4aqfkQsOf5BVW8FTkhtWG3DF+t+YEPJjn7IEcfh2YWJa2UFcEv8fxaf2w2S0cBIBySdCfNzayXZy/PzyN20kcwGyi4AMhIk7sYYY4wxe6tkEuUKEXEB34nIDSLyU6BbMpOLyPcislhEFopIvWVgETlORIorzy8Ukb/vZPzNYlneNi6ZMpnhjz3EUU9P4NmFC6rrXbeWlfHb995h8CP3M/yxB7nzy8+oiIRRVf79xaf4wztqUCsiER7LnYM/HMZRZdLCBRz19ARGPPYQl7wxmWX5eYgIZw0eEkuKa/C53Zw7dBhkXAzUTZZd4BlCcbg9z36zoNbW2IFIhDu//IxfH3JYg5/v+gTnmsML/3qNZ/7+SovGsDtUlXef+ojLBl7PmdmX8Nsf/Y1lc75r6bCMMcYYs5uSKb04BFgGdARuBzoA96jq7EYnF/keGKOq+Q2cPw74g6qemWzAzV16saaokLNffqFWwpvh8XDJAQdy42FHcNLzT5NXXk5VjwWfy8Xonr34zWFHMHbK5Lhz3nzUMeSXl/O/Jd9Ul0gAZHq9TLvoUrpkZHLZm6+xqjBWsqGqjOjWnUnnnEeGx4UW/xEq3gdxAwKujkjnF3kk9wcenjcbb43+v0osQZ964SV8vHY1D86ZVSuW8/cfzj0nn9ok39WuKCkoZey+41CFF9Y+RqduHVosll310p1TePHfUwjWeAAvLTON+z+/jUEHpaaU30ovjDHGmNRr9GE+VZ0HULmqfKOqtr1t3BJ4dN4cgjWSWYit0j636GtysrIoCYao2Z045Dgs2rqVZfn5+FxuQk7tDUC8LjfFgQAvLF5Ya+UXIBiJ8Ni82dx78mm8ccFYFm7ZzJrtRQzq3IWR3XtUXycdx6ORNRD+BlzdwXc4Ii5OGeije3Z2vc8gIvRt34HfHHYkY0eMZML8XCLqcPmo0ezbsdPuf0m74eW730QdRRVeumMKv3rgihaNZ2eFgmH+d+cbtZJkgFAgyLP/eIV/TftTC0VmjDHGmN2VTNeLMcAkoF3l+2LgSlWdn8T8CrwvIgo8qaoT4lxzhIh8A2witrr8bdLRN4NFW7cQjbPq7nW7mbNxPYFIuN45VYcl27bidgnU2eMj7ERZVVSIz+2ulyhHVVm0dSsQS25H9+zF6J694sYlnv7gqb1aObhLVwZ36Zrw8+RkZfOXY45LeE1zKSko5a3H3iNUEfsO3/nvh1z053Nb1apywcZCiLvJC6z6+vvmD8gYY4wxTSaZGuWngV+paj9V7QdcTyxxTsZRqnoQcBpwvYgcU+f8AmBfVR0FPAy8GW8SEblGRHJFJDcvLy/JWzeNAZ06x9sbhHA0yoic7tV9kGuKqjI8p1vcc+keD8O7dauXJEPsQb4BnTo3QdQNc1T5ZusW5m/eSDhODKlQ4Q/y1ZtzWZm7ulYv46rV5CrqKC/dMSXpeVWVbevjVvUkFCgL8MWU2axauHa3eyt37N4Bx4k/R+9BPeIeN8YYY0zrkEyiXKqqX1S9UdUvgaTKL1R1U+X/bgPeAA6tc75EVcsqf54OeEWk3pKoqk5Q1TGqOiYnJyeZWzeZXx1yGOme2gvv6R4Ppw0azHH99ovbxi2qys+HH0DP7HZ4atQLC7GH8n4xajSnDRgUd95fpfDBum+2buGIp57kkimvcsXUKRw68XG++OH7lN0PYMYzn3B+tyu59bx7ufHIP3Pl/r9l0+ot9VaTAcLBMO/890OKthUnNffst+dz2YAbdipZfuvxGZzf7Spu+9l4bjj0T1wz8v/Ytm7Xf/nKyErnjKtPIi2zdleRtEwfl/3jgl2e1xhjjDEtL5lEea6IPFnZoeJYEXkM+FREDhKRgxoaJCJZIlJVrpEF/BhYUueaHlK5r7KIHFoZT8GufphUGNm9B0+ccQ77duiIW4R0j4efDz+Au048JbapB7V3oxZiq7bzNm3kpfN+zvH99sPjcuEW4cAePZl8/kV0TM/grpNO4YJhI0j3eHCLsG+Hjjxx5jmM6NY9JZ/DHw5z2RuvkecvpzwcpiwUojgYZNw7U9laVpaSe66cv5qHr58Y26JZIRpx2PDdJm7+8e3MeiuXYCCEx+ep9QpVhJg1dV6jc6sqE256DnUcnr/11aTiWfLlMibc9FwsOVeIRqL8sGwDfz79jt1aWb52/GX89MbTychOx+1x0a1vV255/kZGHTd8l+c0xhhjTMtLpuvFJwlOq6rG7aksIv2JrSJDrBb6f6r6bxEZVznwCRG5AbgOiAAB4PeqOjNRPC254Yg/HCbN7cZduUocdRzKK7thBCNh3OLCU9nWrZ3PR+XvAISiUVSVNE/9kvCo4xCMRhNuQtIUpq5Yxl8//qA63ippbje/O/worjn4kCa/531XPsqMZz+tu4kgGdnp3PneX+g3fJ+44zLbZ1Z/dw2ZNS2XOy5+kIqyCnzpXiateIhu+ySuz779gvF8/lr9Zi3pWWk8+NW/6T9y34TjGxONRglVhEnPTGs0/t1lXS+MMcaY1Eum68XxuzKxqq4B6u2LrKpP1Pj5EeCRXZm/JdRNZt0uF+3TKrcZTmt4u+G6PZHrzpHpSmZhf/dsrwgQdpx6x4PRKPn+8pTcs3DL9npJMgACpYXlZHXI2qV5q1aTK8oqAHAc5flbX+X/nvpV4/HEC8clFOeXxD23M9xuNxlZe84W2cYYY4zZPY1maCLSXUSeEpF3K98PE5GrUh+aaUqH9d4n7sOFmV4vR/ftl5J7Hnpa/MqcoD/I/ocP2uV5Z789n/wNhdXvI6EIH7/0ZaO1yoeePjru8VAgxOAxA3Y5HmOMMca0TcksZT4DzACq+pStBH6bqoBMagztmsMZAweT4dmxKp7h8TC6R0+O7rt7JQcN8fjcxGsZIiKIa9dKE1SVR379FBV1+xZXhHnqTy8mjscb/w8o4nKlvFTCGGOMMa1Po6UXQFdVfVVE/gSgqhERaZ6+YqZJ3X3yqRzbbz9e+XYx4WiUc/cfzk+HDou70twUohGHAaP6UZxXQtn2clxuFx27daBDl3aU5JfSvnO7nZ4zEo5QUhC/6cqqhd8nHKuO0n/UvhTnlVJeXI7b447F07UdpYVlZLaruzW4McYYY/ZmyTzM9ylwHvCBqh4kIocDd6vqsc0QXz0t+TCfaXklBaX8vPc1REKReuc6duvA5C0TWyCq5mcP8xljjDGpl8yK8u+Bt4ABIvIVkAOcn9KojGmA29vww3LetGT+czbGGGOMSU6jNcqqugA4FjgSuBYYrqqLUh3Y3u7T79dy9kvPM+qJhzn3lReZuX5dS4e0S7b+kMcdFz/AuV0u5+J+1/HKPW8SjdSu3Hn13qm8+O/Xk5ovq30mI44eistd+z9dX4aP0395YpPF3ZCZU+dx35WPpvw+xhhjjGl5yZRe/Ax4T1VLReSvwEHAvyoT6Ga3N5RevLdqJb9//10qIjvKC9I9Hp484xx+tG+/lgtsJxXnl3DlsN9SVlSOE421pkvL9HH0Tw/jludvBKC0qIyx+4xDVXnxh8fp0LV9o/Pmbyrk98f8ne15xZXzCiOOGsJtb92CLy11/aij0SiX9PsVRVuLeXTeXQwY1S9l92qMlV4YY4wxqZdM14u/VSbJRwOnAM8Cj6c2rL3bnV9+XitJBqiIRLjjy89aKKJdM+3xGVSUVVQnyQBBf4gvXp/Nlu+3ATD5vrdwHAdV5eW730xq3q69OjNpxYP8ffIf+NX9VzD+039y14y/pTRJBvjslZmUF/txHIeJt7yQ0nsZY4wxpuUlkyhX/Z38DOBxVZ0K+FIX0t4t6jisLymOe251UWHc43uqJV+tiG0XXYfH52Ht4nWUFpXxxoPTCVWECVWEmfbYjKQ3/nC73Yz58ShOv/okhjRDD+RoNMp/b36BQFkF6iiLP1/G6m++T/l9jTHGGNNykkmUN4rIk8AFwHQRSUtynCHW93dFQT6Ltm4hEmdnvLrcLhed0uO3KcvJ3LWd7JpDeXE5S2etIG9DQfWxvkN7x334Lhpx6NEvp3o1uYqzE6vKAPkbC1g6awVl2+vvLLh57VZeHT+VlQvW7OQnia9qNblKKBi2VWVjjDGmjUumTcAFwKnAfaq6XUR6AjelNqy2YWVBPte8/Sb5fj8CeN1u7v/x6Rzbb7+E464bcyj3z/6KQI3yiwyPh98cdkSKI955qsozf3+Z18ZPw5vmJRwMc+AJI/jry7/jJ78+jWlPzKg3pu/Q3nTt04XJ46fVavMWrgjz5kPTufDmnySsVa7wB7njogfI/eAbfJX3/OlvzuCqO8aiqtxw2J/4bv6OBLlLr05MWDR+l/o2Q+3V5OrPXWNVuSVrlY0xxhiTOsl0vfCr6hRV/a7y/WZVfT/1obVuoWiUsVNeZX1xMf5wmPJwmO0VFVw3/S02liQuL7hq9MHccMjhZPt8+Nxu2qel8Ycjf8TPho1opuiT98Fzn/H6/e8QqghTXuwnVBHm64+WMP7qJ/CXBBCp/59Y2fZy3n3qo7i9kCPhKO9M+CDhPR+49klyP/iGcI17vvnwu7z39MfcefGDtZJkgIJNRdx4xF92+TMun7OK/I2F+NK9+DJ81a9wMMz7z366y/MaY4wxZs9mjWdT5PMf1hKKRKnbUyTqKJOXLuG3hx/Z4FgR4bpDDuPqgw+hNBikfVoabteeWe0yefxbBOtsJx0Ohpn55jy8Pg/RcP1kePu2YhZ+sqTBOdcuargVXoU/yOevzSIcrD1v0B/k1fveYvPqLXHHbfxuM+UlfrLaZyb6OHENP3IIr26ZCHE6xGR32nPLYYwxxhizeyxRTpECv5+o1q9JDjtRtpaXJTWHx+WiU8aeva1ycV781XER2LYuH8epn1yKSyjcvL3BOYu2xX+YESBQGgDib7ldkl9KNNJwHfj2vOJdSpQBOnXrsEvjjDHGGNN67ZnLlLvhh+3beXDOTO744lPmbtxAY32ikxF1HD5cs4rbP/+ECfPnkeev//BYXYf07kOcHJFMr5cf9d13t2PaVd9/u55Jf3uJibe8wIp5q5IeV17iZ9rjM3j0t5P44PnPCFWEADjwhBFInLw1q2MWR/30UHwZ9Vu2hYMRThh7dIP3OuLsHe2B8zYUMHPqvOr3Hbt1oENO/VpjcQmjjhtG+67x65BdLqHnft0bvKcxxhhjTF2NbjiyW5OLfA+UEmsxF6m7QYKICPAgcDrgBy5vbCOTRBuOTFn2LX/5+EOi6hB1HNI9Xk7uP4D7TzkdiZfNJSEYiXDRlFdZWZCPPxwmze3G7XLx9NnncmjvPgnH3vLhDKatXEEgEmuRlu7xMLhLVyaffyFed8NbMafKa/+ZxqS/vUwkFEEdxZfh48xrT2Lc+MsTjtuwchO/OeovBANhgv4g6dnpdOzanofn3EHBpiKuO/iPaJ3fCq4dfxmnXnUiF/W+hory2qUZR/8/e/cdJlV5PXD8e6bsbKOzSJMmahQLKmI3KppgVIyKhhhNNBpL9IeJJpZETaKJEaNGjS2IJnZRFMWCAlEQCx1BEVAQaVIWdtk2fe75/TGzy+7ObAF2dracz/PM48y9733vmYGVs2fect5R3Dbxen6UcyGxSM1d+lweF1ODL+JKDDX5y+h7mfPmQl5Y/3hVVXfu2wu58yf3Ew5EUFXcXjfZuT4ennc3D/36CRb/7/Ok99C1Z2de2jh+t/8etDS24YgxxhiTfs1RUT5ZVYfW8Y/66cC+iccV7MFGJqWhIH98fwahWJSo46BAIBphxprVzFr77e52yzNLFrNiWyH+SDzZDcVi+CMRxk59C6eBXzL+PuIH/H3EaRzZuw8H99iL3x97PBPP+0lGkuSt6wp56tYXCQfCOLH4Bh8hf4i3/j2dlQtW13vtvb98lLKiiqqxyMHyIIUbtzPh5ueZ/uws3J7k9/PeUx+w8N3PUg3rZcG7nzHnrYVJSTKAE3WY+/ZCANav3Mi8dxaBwIt3vVbV5qgzjuD+WXdwwnlHMejQ/pxxxWmMX3IvffftRbdeXeg5sAdenwcE3B433ft2pc++vWpsfGKMMcYY05BMj1E+G3hG42XtOSLSWUR6qeqmXe3oo3Xr8LhchGrlXv5IhDe/WsFJDSzJVpfXVy5P2iUPoDwS5uui7ezfrXud14oIo/Y/gFH7H7Bb925Kc99elLKaGg5G+Oi1OXVu2hEKhFg+9+ukISyxSIyPXptLTofslKtXbFy1mXf/837SRD8Al9vFC9US39reeOQ9jjnrSJ7644tEIzGcmMPbT8zgp384t6qqvN8R+3DbyzckXXvTM/9XZ7/GGGOMMbsi3RVlBaaJyEIRuSLF+T7A+mqvNySO1SAiV4jIAhFZUFhYmPJG3jpWhRAgy7X7Fdy6+kyiTAkAACAASURBVFXVOs+1RG6vJ2Wi7HK58Hjr/n1JXC7ElXq4gtvjTllNhsTnU8eW0k7MwZNiI5JKHq+7qppcWQVWR2tUlY0xxhhj0i3dmd5xqno48SEW14jIibXOp8rAkr6sV9XxqjpMVYcVFBSkvNHx/fqjyZeS7fFw7oEH7nrkCWMOOoQcT3IiuVdePgM7d6E4EOBPM//HURMe58T/PsGj8+cSjsUScYdxyh/D2XoyztbjcEruRJ3i3Y5lTxx79rAau+BVcnlcnDTmOBzHYdwvHmZk1hhOc53PRQN/zdIPl5Hl83LEaYfg9tT8q+L1eTn14hMZ+ctTyMqpuaO5yyXse/ggRtQxYS8SjvKrcRfXGetPbvpxVTW56ppQhLefmFHvihjGGGOMMU0prYmyqn6X+O9WYDIwvFaTDcDe1V73Bb7bnXvleL08dsYocjwecr1esj0efG43vzzsCI7sXf+ku/qcf+BBfL//QHIS/eV5vXTOzubxM88mGI1y9sTneOmLpRT6K9hQWsrD8+Zw9dtvAKDFv4byx8DZCE4hBF5Ct49GNdjAXZtep+4d6TWwR9LxvE659Bnck2uPuoUZz84iFo0np1vWFnLDyX/mq0XfcMOEq+nRr4CcDtl4fV6y87MZdGh/LrlzDBf8/mwOPGY/svN8eH1ecjvk0LVXF/7wwnWsXro2ZRU7FonRqaAjI395ctK5Uy8+ke59uvLx5LmIS/Bkuase0UiUV+6d0vQfjjHGGGNMCmlb9UJE8gCXqpYlnk8H7lDVd6u1OQO4lviqF0cBD6lq7WS6hvpWvQAoDYWY8c0qKiIRvt9/AP06dW6Kt8OyrVtYsGkjBbl5jBi4Dz6Ph5eXfc4dsz7An1jVolK2x8Nbo49ggHMNEKjZkeQiHW5Hcs9tkrga64uPV3DLyL8mrUCRk5/NpX/9KY/+5j8pr9tv2CAemTeOWCzGgveW8N2qzQw6tD+HnHhgVRKsqiyf8xUr569mr/4FDP/RYXi8Hr6c8xXLP/2KHYUlbFi5iawcLwMO6ocvJ4tTLz6Rjl07sOaLdbx8zxuoKhf8fhSDDhlA+Y4Kpj8zK+Xku/2HD+ag477X9B9QK2OrXhhjjDHpl85EeRDxKjLEJw2+oKp/E5GrAFT18cTycA8DI4kvD3epqtadBdNwotycbpz+LpOWL0s6nuPx8J8fxBiW/zRJiTJAzmhcne5Kf4DVvPbg20y4+bmkHe0ADjnpQJbO/DLldb5cH2+VP5fu8MwuskTZGGOMSb+0rXqhqt8Ah6Y4/ni15wpck64Y0m1A5y743G5CsVprAYuQ4+sP4kox4toH7ubfcGSv/gV4srxJibIvN4t9DxtUZ6LcuaDjHt87GomyYu4quvbuTO9BPfe4P2OMMcaY5tB6lm1ogc4fchCeWitfuEXolpvLkD5ng6sLUGt1B/EgOaObL8iEo844nNyOObhqrWDh8Xr42a3n4XKn/qtw6sW151/umtmvzmH0Xpdx/fdv49L9r+Oa4TdTuGH7HvVpjDHGGNMcLFHeAwW5eTx/7gUM7tKVLLcbr8vF8D59mXjeGFwuD9L1BfAOA7xAFrgHI12fRdzdmj1Wj9fDA7PvpN+BO1ff696nK//88A5KCktTjgcWl7Dx611e0rrKN0vXMu4X/6Jihx/V+LJwXy/6hpt+cGeTbC1ujDHGGJNOmd5wpNU7ZK+eTLv4Urb5/WS5XXT0ZVedE3dPpNuzqFMKGslIglxdzwE9CJTtnMznLwsw8OD4MJAXN/ybqRNm8NK4NwgHwuR3zuPhuXfRtXfX3b7fG4+8SzhYc6KjOkrh+m18tWA1+x85eLf7NsYYY4xJN6soN5Huubk1kuTqxNUx40kywJKZy9iydueGLf7SAO9MmAFAx675vPbgO4QDYSA+rnjhjM/JyUv9nhpj67ptqJNcORaXULR5x273a4wxxhjTHCxRbkf+cekjScf+/btnAHj7iRk1tqIOVoR4+vaJhEPxinCgIsjbT8zg1lF3M/PlT4iEI0l91Xb4aQen3FIm5A+z/5Gpt8w2xhhjjGkpbOhFO1G7mlzJXxpgymPv8syfX05aYzlQHuTdp97nyB8OZewxf6C8pIJoOMbiGUv5T99u/OvTu+jYrUOd9+zQpUOKVT9ARPDl+vb4PRljjDHGpJMlyu3E14u+weN1p8pb+XrBNxT07UanFEnv9u+K+McvH2HHttKqpDccjLDl261MuOV5rh9/VZ33LN1eSq9Be1FeXE6gIojL5SKvcx4du+azbWMReR1zm+jdGWOMMcY0vbRtOJIuLWnDkfYgHAxzVoeLU66Kkd85j8lF/23+oIxtOGKMMcY0AxujbOonKQYZV51rvjCMMcYYY5qbJcoGAFVlxnMfcuVhv+PCfldx3+WPsnX9NrJ8Xvru1yvlNYd+f0iD/RZv2cFD1zzBhf2v4vKDf8vb46fjOMnV6bosmbWMB68e3+j2xhhjjDFNxcYoGwD+c+uLTH7wHYL++IS+6c/M4pM35jN+6X117qS3dvmGevssKy7nqsNvpGRbKbFIfJvvx65/mlWL13DdY1c0GJOq8q9rJrB+xUbOuOI0Bh82cBfflTHGGGPM7rOKsqGsuJxX//lWVZIMEIs6BMqCvPbA27jc7nqurtvb42dQvqOiKkkGCPlDvPffmWzb2PA21vPf/YwtawtRhfE3PrtbMRhjjDHG7C5LlA1rPl+H1+dNOh4JR1n8vy8IlgdSXrdtY1G9/X72wRdVG5hU5/V5+HrRmnqvVVXG//4ZghUhVJUvP1nJqsX1X2OMMcYY05QsUW6kSDjC2uUb2FFYkulQmlxB325EQskbiIgIvfftmTKJBuiyV6d6++0zuCduT/JfMSfmUNC3/p0KK6vJlcLBiFWVjTHGGNOs0p4oi4hbRBaLyFspzl0iIoUi8lnicXm649kdU5/6H+fvdTn/d9QtXNjvam4bdTcVpf5Mh9Vkeg3aiwOO3g9vVs0h61k5Xs6/YRRnXzMSX25WjXO+XB8/+8N59fZ79rWn46nVp9vjpu9+vdln6IA6r6teTa5+zKrKxhhjjGlOzVFRvg5YXs/5iao6NPGY0Azx7JLF73/OI2OfoqLET6A8SCQUYeH0Jfztpw9kOrQm9ZfJv+eIHw7F6/Pgy/XRuUcnbn52LPsP24dL//pTfnT5qWTlZJGd5yMnP5uLbjuPH1xyUr199vteH/782o1079MVX04WXp+HQ08awt/f/SNSz7Jzq5d8y9ovN5CTn01Oh52PaCTGG4+828Tv3BhjjDEmtbRuOCIifYGngb8B16vqmbXOXwIMU9VrG9tnc284csvpf2XBe0uSjmdle3l61cN079212WJpDmXF5VSU+CnYuxvuWpP4AhVBdmwpoVufrmTVMRwjFVVl67pt5ORn17vldfX2m77ZknKTk669upDbIafR926rbMMRY4wxJv3SvTzcA8CNQH3Z0XkiciLwFfBbVV1fu4GIXAFcAdCvX790xFmnretTr87gyfKwY0tJm0uUO3TJp0OX/JTncvKyyRmUvct9igh79S/Ypfa99+m5y/cxxhhjjGlKaRt6ISJnAltVdWE9zd4EBqjqIcAM4tXnJKo6XlWHqeqwgoLGJ1xNYejJB+HxJi+P5sQc+u7fu1ljaaxVn63hxb9PZvJD71C0ubjGuS1rC5l0/5tMvOcN1q3YuEv9xqIxZr38SVOGaowxxhjTYqVt6IWI/B24GIgC2UBH4DVVvaiO9m6gSFXrXUqhuYdeFG7YzpVDf4e/1E8sGh8K4Mv1ccmdYxj92zMbuLp5qSoPXTOB6c/MJBqO4vbGvzC45bmxHH/OUbwzYQaPjH0KVUUdxeV28ZObfszP/3RBo/p/7z8fcO9lj3LvB39u1K58Jn1s6IUxxhiTfmmrKKvqLaraV1UHAGOA92snySJSfW/kUdQ/6S8jCvp24/HF/+CHl55Cr0F7MeS47/HHF3/T4pJkgMX/+5wZz84i5A8TizqEA2HCgTB3X/wvNq7axCNjnyIcjBAJRYlGYoSDEV6+5w2+Wbq2wb5j0RhP/vEFAMb/3pZpM8YYY0zb1+xbWIvIHcACVZ0CjBWRUcSrzkXAJc0dT2P02Ls7v/33lZkOo0EznvuwxpJqldweF5PuexNxJa80EQlH+fCVTxl0SP/6+372QwLlQQDWLd/AklnLrKpsjDHGmDatWTYcUdWZlSteqOrtiSS5suo8RFUPVdWTVXVFc8Rjdk1lNTmYSJSDFSGrKhtjjDGmzbOd+dqQUy86kew8X9JxJ+ow+oazUCd5PLony8OJ5x9Tb7/Vq8mVKqvKxhhjjDFtlSXKbchhIw7mtJ9/H19uFm63i6xsL76cLG5+biy99+lJn317JV2T3zmX/gf2rbNPVa1RTa4UrAgx4ebnm/w9GGOMMca0FM0+Rtmkj4gw9pFf8aNfncr8qZ+Rk5/NiecfTdeeXVgx72s2fbMl6Rp/WZA5by3kuB8Pr7Pf828YRaAskHS8R7/uTRq/McYYY0xLYolyGzR46EAGDx1Y49jyOV8Ti8aS2gbLg3z+0fI6E2UR4fwbzkpLnMYYY4wxLZkNvWgnuvXugicr+feirJwseuxtlWFjjDHGmNosUW4njj5rGL7sLKTWCnFuj4sRPzshM0EZY4wxxrRglii3E1k+L/fNuoP+Q/aOT/LLzaLnwB6Mm3Y7nbp3zHR4xhhjjDEtjo1Rbkf6fa8PTyy9ny1rC4lFY/QatBdSu8RsjDHGGGMAS5Tbpb36F2Q6BGOMMcaYFs+GXhhjjDHGGJOCJcrGGGOMMcakYImyMcYYY4wxKViibIwxxhhjTAqiqpmOYZeISCGwthFNuwPb0hzOrrB46mfx1K92PP1V1WZlGmOMMWnU6hLlxhKRBao6LNNxVLJ46mfx1K+lxWOMMca0Bzb0whhjjDHGmBQsUTbGGGOMMSaFtpwoj890ALVYPPWzeOrX0uIxxhhj2rw2O0bZGGOMMcaYPdGWK8rGGGOMMcbsNkuUjTHGGGOMSaFVJ8oisreIfCAiy0VkmYhcl6KNiMhDIrJKRJaKyOEZjuckESkRkc8Sj9vTGE+2iMwTkSWJeP6Soo1PRCYmPp+5IjIgw/FcIiKF1T6fy9MVT7V7ukVksYi8leJcs30+jYil2T8bY4wxpj3zZDqAPRQFblDVRSLSAVgoItNV9ctqbU4H9k08jgIeS/w3U/EAzFbVM9MUQ3Uh4BRVLRcRL/CRiExV1TnV2lwGFKvqYBEZA4wDfpLBeAAmquq1aYohleuA5UDHFOea8/NpKBZo/s/GGGOMabdadUVZVTep6qLE8zLiCUafWs3OBp7RuDlAZxHplcF4mk3iPZcnXnoTj9qzN88Gnk48nwSMEBHJYDzNSkT6AmcAE+po0myfTyNiMcYYY0wzatWJcnWJr8QPA+bWOtUHWF/t9QaaIXmtJx6AYxLDD6aKyJA0x+EWkc+ArcB0Va3z81HVKFACdMtgPADnJYbJTBKRvdMVS8IDwI2AU8f55vx8GooFmvezMcYYY9q1NpEoi0g+8CrwG1UtrX06xSVprWI2EM8ioL+qHgr8C3g9nbGoakxVhwJ9geEiclDtcFNdlsF43gQGqOohwAx2VnObnIicCWxV1YX1NUtxrMk/n0bG0myfjTHGGGPaQKKcGOv6KvC8qr6WoskGoHrlrS/wXabiUdXSyuEHqvoO4BWR7umKp9p9dwAzgZG1TlV9PiLiAToBRZmKR1W3q2oo8fIJ4Ig0hnEcMEpEvgVeAk4RkedqtWmuz6fBWJr5szHGGGPavVadKCfGij4JLFfV++toNgX4eWL1i6OBElXdlKl4RKRn5RhXERlO/M9ge5riKRCRzonnOcCpwIpazaYAv0g8Hw28r2nahaYx8dQaPz6K+DjvtFDVW1S1r6oOAMYQf+8X1WrWLJ9PY2Jpzs/GGGOMMa1/1YvjgIuBzxPjXgH+APQDUNXHgXeAHwGrAD9waYbjGQ1cLSJRIACMSVdiCvQCnhYRN/GE/GVVfUtE7gAWqOoU4on9syKyinildEyaYmlsPGNFZBTxFUSKgEvSGE9KGfx8Gool45+NMcYY057YFtbGGGOMMcak0KqHXhhjjDHGGJMuligbY4wxxhiTgiXKxhhjjDHGpGCJsjHGGGOMMSlYomyMMcYYY0wKlii3MyJykoi8tRvX9RaRSXWcmykiwxLP/1Dt+AAR+aKR/f9GRH6+q3Gl6OdaEUnnEoDGGGOMaScsUTaNoqrfqeroRjT9Q8NNakrsePdL4IVdDizZU8DYJujHGGOMMe2cJcotjIjkicjbIrJERL4QkZ8kjh8hIrNEZKGIvFe5S1uimvuAiHySaD88cXx44tjixH/3b+C+74jIIYnni0Xk9sTzO0Xk8urVYRHJEZGXRGSpiEwEchLH7wZyROQzEXk+0bVbRJ4QkWUiMi2xI19tpwCLVDWa6GewiMxIfAaLRGSfRCV8loi8LCJficjdIvIzEZknIp+LyD4AquoHvq38HIwxxhhjdpclyi3PSOA7VT1UVQ8C3hURL/AvYLSqHkG8avq3atfkqeqxwK8T5yC+NfSJqnoYcDtwVwP3/RA4QUQ6Et/57bjE8eOB2bXaXg34VfWQRBxHAKjqzUBAVYeq6s8SbfcFHlHVIcAO4LwU9z4OWFjt9fOJaw4FjgUqtxw/FLgOOJj4Doj7qepwYALwf9WuXwCc0MD7NcYYY4ypV2vfwrot+hy4V0TGAW+p6mwROQg4CJguIgBudiaPAC8CqOqHItJRRDoDHYhvF70voIC3gfvOJj5kYQ3wNnCaiOQCA1R1pYgMqNb2ROChxD2XisjSevpdo6qV23kvBAakaNMLWA4gIh2APqo6OdF/MHEcYL6qbkq8Xg1MS1z/OXBytf62At9r4P0aY4wxxtTLEuUWRlW/EpEjgB8BfxeRacBkYJmqHlPXZSle3wl8oKrnJJLcmQ3cej4wDPgGmA50B35FzUpvffesS6ja8xiJYRq1BIDsxHNpZF9OtdcONf8uZyf6NMYYY4zZbTb0ooURkd7EhzU8B9wLHA6sBApE5JhEG6+IDKl2WeU45uOBElUtAToBGxPnL2novqoaBtYDFwBziFeYf0fysAuID9P4WeKeBwGHVDsXSQwV2RXLgcGJOEqBDSLy40T/vkRle1fsBzRqtQ1jjDHGmLpYotzyHAzME5HPgD8Cf00ksaOBcSKyBPiM+NjdSsUi8gnwOHBZ4tg9xCvSHxMfqtEYs4EtiQlxs4G+pE6UHwPyE0MubgTmVTs3HlhabTJfY0wlPpyj0sXA2ET/nwA9d6EviI95nrGL1xhjjDHG1CCqjf0G3bREIjIT+J2qLsh0LHtCRCYDN6rq13vYz2HA9ap6cdNEZowxxpj2yirKpqW4mfikvj3VHbitCfoxxhhjTDtnFWVjjDHGGGNSsIqyMcYYY4wxKViibIwxxhhjTAqWKBtjjDHGGJOCJcrGGGOMMcakYImyMcYYY4wxKbS6Lay7d++uAwYMyHQYxmTUwoULt6lqQabjSMV+Ro1p2T+jxpjGa3WJ8oABA1iwoFXvrWHMHhORtU3YlxtYAGxU1TNrnbsE+Ac7t0N/WFUn1Nef/Ywa07Q/o8aYzGl1ibIxpsldBywHOtZxfqKqXtuM8RhjjDEtQlrHKIvIb0VkmYh8ISIvikh2rfM+EZkoIqtEZK6IDEhnPMaYmkSkL3AGUG+V2BhjjGmP0pYoi0gfYCwwTFUPAtzAmFrNLgOKVXUw8E9gXLriMcak9ABwI+DU0+Y8EVkqIpNEZO9UDUTkChFZICILCgsL0xKoMcYY09zSveqFB8gREQ+QC3xX6/zZwNOJ55OAESIiaY7JGAOIyJnAVlVdWE+zN4EBqnoIMIOdP681qOp4VR2mqsMKCmz+kjHGmLYhbYmyqm4E7gXWAZuAElWdVqtZH2B9on0UKAG6pSsmY0wNxwGjRORb4CXgFBF5rnoDVd2uqqHEyyeAI5o3RGOMMSZz0jn0ogvxivFAoDeQJyIX1W6W4lJN0Zd9rWtaPNUIGtuc6TAaTVVvUdW+qjqA+LCo91W1xs+oiPSq9nIU8Ul/GReoCLJ+5caGGxpjjDF7IJ1DL04F1qhqoapGgNeAY2u12QDsDZAYntEJKKrdkX2ta1oDLX8U3fZjVMOZDmWPiMgdIjIq8XJsYkLuEuJzDi7JXGQ7TbjpOX5z/K2EQ5FMh2KMMaYNS2eivA44WkRyE+OOR5BcjZoC/CLxfDTxilZSRdmYlk6dMvD/B7QC9U/KdDi7TFVnVq6hrKq3q+qUxPNbVHWIqh6qqier6orMRgpFm4t596kPCFaEeOeJGZkOxxhjTBuWzjHKc4lP0FsEfJ641/ha1aongW4isgq4Hrg5XfEYk05a8RSoA4Sg/IFWX1VuyZ7/66uoOoSDEZ7588tWVTbGGJM2aV31QlX/pKrfU9WDVPViVQ3VqlYFVfV8VR2sqsNV9Zt0xmNMOlRVkwkmjoRbZVW5NaisJkdCUQAioYhVlY0xxqRNupeHM6bN21lNrjzgt6pymlRWkysFK0JWVTbGGJM2ligbswfUKYOKJ9lZTa480TrHKrdkRZuLeXv8jKpqciV/WcCqysYYY9LCk+kAjGnVnBLwHgQpq8dW5WxK4WCEo888gmgkmnQur1NuBiIyxhjT1lmibMweEE9fpNsLmQ6jXeg5oAd/fu33mQ7DGGNMO2JDL4wxxhhjjEnBEmVjGqChj3G2nYOz5TCcbaPQ4Ae73IcTWYGzdQTO5v1wNu+Ps+0nOE5pvH91cIp+gUY+b+rQjTHGGLMHLFE2ph4amokWXw3RZaAVEF2B7rgOJ/Beo/twooWw/cfgrK/sFaKLoXBE/GVoGoTnoqV3Nf0bMMYYY8xus0TZmHpo6TiSVrQgCOXjGt9J2d8BJ/m4luD4X0/cw4HIMjT82e4Ha4wxxpgmZYmyMfWJfVvH8Q011vOtV3Rp3ecCr4IWJ16E0LJdSMCNMcYYk1aWKBtTH1eP1MelKyIN//ioxkC61d0guiK+QUm8tVWV6+A4Dp/PXs6Hkz6lcMP2TIdjjDGmnbDl4YypT/61UPpXIFDtYA7k/7rBSzW8CN1xDTj+Olq4SV5rOV5Vlm4v7l68bdDmb7fy+xF/oWRbKSJCJBTlrKtO46r7L0FEMh2eMcaYNswqysbUQ3JGQ4cbQDoBXpAOkD8Wyb243uvUKUGLLwNnOzWT7ARXN/AeChoCsqo9PBBZhMa2Nfl7aa3+dM49bF1bSKAsiL80QCQU4Z0J/+PDVz7NdGjGGGPaOKsoG1MPEUHyfo7mXgRaDpKHiLvhC4NTSTmBDx/kX48r/1JUQ9WGXVTnQVwd9jDytuG71ZvZ+NUmHEdrHA9WhHj94al8/4JjMxSZMcaY9sASZWMaQcQF0rHxFzjFiWpxbREksYqGiA/E1zQBtlH+sgAuT+ovvipK6hrSYowxxjQNG3phTDpkDU+dBIsPso5s/nhaqYEH9cPjSa7gZ2V7OXH00RmIyBhjTHuStkRZRPYXkc+qPUpF5De12pwkIiXV2tyerniMaVbewyHrGCCn2sGc+DHvEZmKqtVxe9z87qlr8OVm4U5Uln25Pnr0K+Cc687IcHTGGGPaurQNvVDVlcBQAIkP6twITE7RdLaqnpmuOIzJBBGBzo9A4A00MAnQ+MTAnLNtpYZddOzZR/LI/HG89dg0tm7YxrAfDOWE846iePMO8jrmZjo8Y4wxbVhzjVEeAaxW1bXNdD9jMk7EDbnnIrnnZjqUVq//AX255qFfVr3+1/89ycyJH/Pi+n+T5fNmMDJjjDFtWXONUR4D1LUw7DEiskREporIkFQNROQKEVkgIgsKCwvTF6UxpsUr2lzMu0+9T7A8yNQn/5fpcIwxxrRhaU+URSQLGAW8kuL0IqC/qh4K/At4PVUfqjpeVYep6rCCgoL0BWtMChqeh7N9DM6WI3G2n4+GPs50SO3a8397DXUcwsEIz/xpIuFQ7U1bjDHGmKbRHBXl04FFqrql9glVLVXV8sTzdwCviHRvhpiMaRQNfYQWXQ6RRaAlEFmCFl+NBt/PdGjtUmU1ORKKAhAORqyqbIwxJm2aI1H+KXUMuxCRnpKY2SQiwxPxbG+GmIxpFC27GxLrHu8URMvuykQ47V5lNblSsCJkVWVjjDFpk9ZEWURygdOA16odu0pErkq8HA18ISJLgIeAMaqqyT0ZkyHR1amPx9ahmmrnPZMuxVt28Pb46VXV5EoVpQGrKhtjjEmLtK56oap+oFutY49Xe/4w8HA6YzBmj7i6g5M0agikCyIuNLYJnG3gGYxITnI7s8vWfLGO9Ss20u+AvgwYsnfV8VAgzPDTDyMaiSVdk5Of3ZwhGmOMaSdsC2tj6pP3ayi7GwhUO5gDub/AKboEwgtBvKAxtMNvcOVdmqFAd19infMFwMbaa5qLiA94BjiC+LCon6jqt+mII+gPcduou1k+5yvcHjexSIwhx3+PO16/EV+Oj54DenDH6zel49bGGGNMSraFtTH1kNwxkD8WJB/wgeRB/pUQXgDh+UAItBwIQNkDaPCDDEe8W64Dltdx7jKgWFUHA/8ExqUriPG/e4ZlH68k5A/jLw0QCoT5fPZyJtz8fLpuaYwxxtTLEmVj6iEiuPIvQ3rMQwo+iP8353yIzANqTyALoBVPZCLM3SYifYEzgAl1NDkbeDrxfBIwQtK0teC0Z2YRqTUpLxKM8N5/W+UvH8YYY9oAS5SNaQQRD+LujogXnOL4cItUnFa3Ic4DwI1AXTMT+wDrAVQ1CpRQa94B7PmmQKpKOBhOeS4cSH3cGGOMSTdLlE27pqpoeD5O2b045f+OT84DVCNo8D2c0nGo/wWcWCnqfwXVGHgGAKmKqh7IOr45w98jInImsFVVF9bXLMWxpJVp9nRTIBHh4BMOoHatWkQ4s9vN+gAAIABJREFU9KSDdrk/Y4wxpinYZD7Tbqk66I7fQngmaADIQssfQTveCf7xENsI6kfJAcahBBDJQXLORDv8AUrvYOcayx6QDkj+lRl7P7vhOGCUiPwIyAY6ishzqnpRtTYbgL2BDSLiAToBRekIZuwjl3PdcbcSDkaIhCJkZXvxZnu55qFfpuN2xhhjTIMsUTbtV2gGhGaxc0WLxFf8pbcQL6RWjpfdueKFlt0D2afjyh2NuveOj0mObQLfcUje5Yi7R/PFv4dU9RbgFgAROQn4Xa0kGWAK8AvgU+Lrnr+frrXO+x+4N08tf4A3H5/G6sXfMvjwgZxxxamUFJY16vpARZAlHyxDXMLQk4fgy/GlI0xjjDHtiCXKpt3SwJuAP8WZGClGF8Q5JRCcCjlnIr6jEN9RaYwwM0TkDmCBqk4BngSeFZFVxCvJY9J57649u/CLP/+k6vXMiR9z188e5L8rH6L3Pj3rvO6jyXMZ9/N/4XLHR5OpKre9fANH/nBoOsM1xhjTxtkYZdN+iXs3LgqgZffExyq3Iao6s3INZVW9PZEko6pBVT1fVQer6nBV/aa5YorFYjxx03MA/OfWF+tst23jdu6+6CGCFSH8pQH8pQECZUH+ct69lG5vXDXaGGOMScUSZdNuSc55kHI3vQZGFmhpvKps0mr2pDmUFZWjjvLJG/P5bvXmlO1mTvwEx0n9Zzb71TnpDNEYY0wbZ4myab+yjoec0cTnsdWx3FsNbsADGkTL7k1vbO1cZTU5UB6fLBmLxuqsKleU+omGo8l9RKL4y4IprjDGGGMax8Yom3ZLRJCOt6G5F6Ilt0JkMcnLCbsgeyR4vkd80YfKizs3Z6jtTmU1uVIs6lRVlWuPVT5y5GFMuu9NghWhGsfdHjdHjrQxysYYY3afVZRNuyeefUDLSLnnhuQiuZfiyr8qvqpF5SN3dLPH2V44jlOjmlwpEo6mrCofcNS+HHfOUWTn7VzlIjvPxw8vPZkBQ/ZOe7zGGGPaLqsom4xTVdbsKMYtLvp16kSadkiun7sfRL8maXyyRsC9V/PH047FojEOPGY/+h3YN+lcr0HxP4tARZDt3xXTo193lsxcxonnHc0xZx3BjOdn43a7OPPKH3DEaYcAULxlB8s+WUmHrvkcfMIBuFxWH2iv1CkDpwTxJP/dip8vgvACkI6QdSSyWxN+jTFtSdoSZRHZH5hY7dAg4HZVfaBaGwEeBH5EfJ2uS1R1UbpiMi3Pks2buHbqWxQF/CjQK78Dj54xiv27dW/WOCTvV2joI3ZuIAKQBb5jEHfdy5KZpufN8vLHF39bb5snb3meGc9+SPUlnaPhKF16dmav/gUM+8GhADz955eZOO51vD4Pqkp+pzzumXE7fffrndb3YFomLf0ThBdDwYykJNgpHw/lD4FkAQqSC13+i3j3zUywxpgWIW2lFVVdqapDVXUocATxRHhyrWanA/smHlcAj6UrHtPy7AgGuGjyK2wsKyUQjRKMRlmzo5ifTppIMBppuIMmJFmHQad7wNWN+OS+LPCNQDr9s1njMA0r3rKDqRP+R0WJv2o5OH9pgHAwwpZvC1kx92tWzl/F/HcXM+m+KURCkaol47ZtLOKPZ/ydNO2ZYlowja6D4HRwiiD4bs1z4XlQ/ggQBi0HrQCnEC2+DNUUQ7KMMe1Gcw29GAGsVtW1tY6fDTyT2Olrjoh0FpFeqrqpmeIyGTRl5QpiKRKWiBPjvdWrOHv/A5o1HlfOSDT7B+BsBumIuPKb9f6mcZ7/26vEYnUnL+FghPE3Pktuh5ykCX6qStHmYlYv+ZbBQwemO1TTgmj5A0AUiKFl/4DskVVVZa14nuo7cO68qAwiSyDrsOYM1RjTgtRbURaRY0TkERFZKiKFIrJORN4RkWtEpNMu3GcMkGptpz7A+mqvNySO1Y7jChFZICILCgsLd+G2piXbUlFOMJq8rFc4FqOwoiIDEYGIC3H3tiS5hSresoOpT75PLFL/hi8r569i67ptKc+53C78pSmSItNmVVWTSfy90R01q8paWseVEq8wG2ParToTZRGZClwOvAeMBHoBBwK3Ev9u+g0RGdXQDUQkCxgFvJLqdIpjSSVGVR2vqsNUdVhBQUFDtzStxLDefcjzJq9f7HG5OaxnL+Zt3MBDcz/lmSWLKQ7sTGxUFQ28iWpykg2gTjFa8Rxa/jAanp/ya3aNfIWWP4ZWTECjG5ruTZm0ev5vr6J1bC5SXTgQJlgRxJeblXTOcZT9j9wnHeGZFmpnNbnygB8t+8fOHTZ9I4EUmw9pFLxWTTamPatv6MXFqlq7JFMOLEo87hORxsy4Oh1YpKpbUpzbAFRfv6kv8F0j+jRtwIn9BrB/t+58ua2wqrKc4/FwZO8+PLZgHnM2ricQieBze7jnk9k8edY5HNV3bwh/gpbcABpFcs+p0aeG56PFvwJ1gBDIBMgaDp0frVoH2Sm9D/xPAxHABWUPoh1vw5V7QfN+AE1ERIYBJwC9iX9//AUwQ1WLMhpYEyvesoO3/j29wWoygCpsWrOVXoP2omhTMcGKEC63C2+Wh+sevRxfjq/BPkzbEK8mv0PS8o/O1nhVOecMJPccNPAyxFaD+onXkLKg4x/t2yVj2rk6E+XaSbKIdKzeXlWLUiTSqfyU1MMuAKYA14rIS8BRQImNT24/3C4Xz597Af9dspjJy5fhcrn4yZCDyfF4+MusDwgkJvQFY1GIwa/feZN5l12JlI2Ld1B+L5pzVlUCrBpDi69N/EOXoH4IzYXAFMg9F418kUiSK1e3SCRdpXeivlMQd/OutrEnROQSYCywBlgIrCT+bc/xwE0i8gVwm6quy1iQTSgUCDPsh0OJhCJsXrOVcDBMh875bPuuiFg0Sq+BPem8VyeqVhcUYcxNP+a7VZuZ8+ZCuvTszJlXnWZjk9sbDcV34UyxTrriQQCRLOj2IgTfRoPTwNUVyf0p4j2o2cM1xrQsDU7mE5ErgTuIV6oqv/NU4su9NXRtLnAacGW1Y1cBqOrjwDvEl4ZbRXxVjEt3LXzT2vk8Hq484kiuPOLIqmNjXp1YlSRXF47FWFP4DoMkMSfUqUADb+6sKke+AMIp7hJAA68iueeigXdStxEXhN6H1lVVzgOOU9WUA25FZCjxFWXaRKLcc0APRl56Mnecf1/V8IttG4o46szD+euUW+q87tDvD+H0y0Y0V5imhRHvvkjXCQ23kyzIOQfJOafBtsaY9qMxq178DhjSyOpxDarqB7rVOvZ4tecKXLOr/Zq2zVXnhiMOvXgUqvJCf82qcr0blSTO1dumdW1EoaqPNHD+s+aKpTmEw5EaSXKluW8tYspj7zHq6h9mKDJjjDFtVWMyg9XEq73GNItcj4csV/KOWCf03ER27SHsiaoyAJ4hINkpehSIrsIpvRuyTgSSJ3ihDmSfgqri7LgJjXy5x++juYjIQBG5X0ReE5EplY9Mx9XUpo6fUedEvpf/8UYzR2OMMaY9aExF+RbgExGZC1QtSqqqY9MWlWm31pXsYNbab/G63WSLm4jj4HN7EIF7jv4CIUDNxVLiVWVyz4mvidr5EbT4ssRkviDxUUIKWgT+ZyE0DfIugYr/EB+zmPhdseOdiKsrGpoDwdfR2Eak23PN++Z33+vAk8CbpBqI2UaUbKtrCS+S1ks2xhhjmkJjEuV/A+8Dn9OG/xE2LcN9n34MxIdfXDVsOB6Xmy7Z2Zy+7/7kxfrGNwOpTXbOSpesw6HgQ9T/PJQ/SNVkPQAiENsOrp5I9ynxMcl4IfsHiLtnfNm5snGAQmQpGlmKeA9J59ttKkFVfSjTQaTbyF+ewrN3TEp57qgfHd7M0RhjjGkPGpMoR1X1+rRHYtq9dSU7mLb6a2Kq+CMRXvric2ZdcjluV+UIoXMb1Y+4OoC7LyrZ8a1oawhA+FMk70LwXFbzVHguxL5JvAihpfe0lqrygyLyJ2AaNb/1WZS5kJqe1+dFRFKuiz3wkH4ZiMgYY0xb15hE+QMRuYL417rV/xFuU2u0mvTyRyLkpthcpFIoGuUfn3xE1Nn5pcWOUJB3Vn3FWft9j3AsxsayUrrl5NDRV3Mcsjp+xJVbs0P3XnXcyQ2uLjixGEQXg/hwZR2ME6uAsrurTRRsVVXlg4GLgVPY+a2PJl63aGu/XE+ffXvh8Tb8vyJ/aYCDTzyA0m1lbFqzhVjUoXOPjuy9fx86drW1bts7VYXoV4h3/0yHYoxpQxqTKF+Y+G/19ZcatTycMQCvr1jO32bP5KNLf4XPk/qv3CVvvMr8jRtqjO3xRyKM++hDigMB7v30IxxVoo7DyH325e5Tf0C2x4tGlqHbx0DBe4i7986LvcPAVQCxIDWHX8QgMAkCL1UdcciKD99I2sa21VSVzwEGqWqqtfFarJJtpVx9xE1cfvfPOPe6Mxps/8mU+ayYt4oX1z9Ox64dmiFC06qE3kd3/Bq6v414Bmc6GmNMG9HgqheqOjDFw5Jk0yhRx+Huj2dREgry0rLPU7ZZXriVBd9txAFyPV7yvVnke7PI82bxXXkZd82eSXk4jD8SIRyL8d7qVdw8YxoAWnYPEEHLaw7RFRGk6zPgPRSoXcmuvfV1OD7ZjyhIXrVHDkTmobEWv1nkEqBzpoPYVS/ePRkn5vDsX14hHKw/xw/6Qzz/11dxojFevsdWuDA1xecX3B1/XnZ/hqMxxrQlDSbKInKNiHSu9rqLiPw6vWGZtuLNlSsoD4eJOg4PzPmEULR2kgrjPp6NAm4Rju67N69ecCGvXnAhr11wIQd0707YqTmHNBSL8u7qrymvWAThxYADgbeTElpx98TV7SXocCuQ04ho3ZBzLtLtlcRjEtJ9Grh67fb7byZ7AStE5L3WsjxcybZS3npsGrFojGgkylv/nl5v+zcfe49YJEY0EuP1h6dSWlTWTJGaViH0PjiFgEJoNhpdlemIjDFtRGPWUf6Vqu6ofKGqxcCv0heSaSuijsO4Tz7EH4nvshdxYklV5eWFW5n33QYcVWKqfLx+LdkeD/t268a+3bpREky97JfH5ULK72XnsHknqapcKb6kXPJOf8liEHgtviqGZ3DiMQCpd5OSFuFPxIdf3AXcV+3RYr149+SqSXnBilC9VeXKanLQH/+zVketqmyqVFWTq7auj1hV2RjTZBqTKLukWqYgIm5S7thgTE2V1eRK/kikqqq8pbycp5cs4v+mvlWjyhxzHO6f83HV62G9+6TcqW9I50Ky9Qt27qoeSVlVBuLDL6TuiYQ1qIP6n2lc25ZjHTBXVWep6ixgHrA2wzHVqbKaHA7u/OWlvqpyZTW5UjgYsaqy2amqmlzJsaqyMabJNCZRfg94WURGiMgpwIvAu+kNy7R2tavJlYLRCLe8P42Tnp7AXbNn8c2OYqov9hVV5e2vV7K+pASA644+llyvF3e1ZDnH4+Gfxy1DqF1tjqauKnsPB+9QINWufbUFoGI86pQ36n22EK9Qc43zWOJYi/Ti3ZOJRmoOwQlWhHjmLy8nVZWD/hDP3TmpqppcKRqOMXGcVZXbu+RqcqUwWtaiv1QxxrQSjVn14ibgCuBq4luiTQMmpDMo0/pt9/vJ8XgpyM2l0B//Ryzb46FDlo8pK5an3Lmma04OXpcLEWF1cRF7d+rEwM5deGPMRTw091Pmf7eBXvkd+PWRR9Ez931wCpI7iSVvSCIi0OUJtOJpCLwKGgZiic1LFPCBqyM7d/zzQmwjuFrNMlOe6iteqGpYRFrstz6dCzoy9OSDk4778rIIByNkZcdDV1W+/HQlPfp1J79zHqVFZYT8Ybr27Ex2bjYiEAlHWDLzS6LhKId8/0ByOzRmLLppOzS+db27b/Ipt62tbYzZc5Jq8f6WbNiwYbpgwYJMh2Ea6a7Zs3h26WJCsRg+t5vrjzmeB+d8gj9as9LsQrj88CO4+fjvZyjS1kVEFqrqsMTz6cC/VHVK4vXZwFhVHdFAH9nAh4CP+C/Nk1T1T7XaXAL8A9iYOPSwqtb7i3JT/IyWbi/jlpF/Zc0X64iEkieAdurRkWgoChIfswwQi8b47firGHHhCXt0b2OaQvWfUWNM61VnRVlE3gTGA++qaqTWuUHAJcC3qvpUWiM0rVZRwM9zn39GKBYfX+qoMv2bVSipfjlTWtnvbC3JVcDzIvJw4vUG4huQNCQEnKKq5SLiBT4SkamqOqdWu4mqem0Txtugey59hNVLvyUWSfXdA5Rsrb3mddw/f/U43xs+mD6DW/xKJcYYY1qB+sYo/wo4gfiyU/NF5B0ReV9E1gD/BhY2lCSLSGcRmSQiK0RkuYgcU+v8SSJSIiKfJR637/E7Mi3G4wvm19huOOI4LN2ymZiTnPxkeTycsV/jhjqohnGKr8MJfoRTdCVO4Wk4O36DRr6u1U7RwGScbefiFI7EKXsAdVJPAHNK70PD83fh3bUcqrpaVY8GDgSGqOqxqrq6EdepqlYOxvYmHhn/dcVfFmDhtCV1Jsn1iUVjTHt6ZtMHZYwxpl2qs6KsqpuBG4EbRWQA0AsIAF+pJs2cqMuDxCvSoxNjJnNTtJmtqmfuUtSmxSsJBnl6yWIiTqzG8WjMoWO2j3AwWON4ntfLAd1TjDlOQf2vQGgqhKYRn8OmEFuPBj+Abs8h3vj4Vy29HYJTdm5LXTEBDb4D3d9AZOdYVo2uAf8TaGg6dJ/aGpaDA0BELgJeUFUHoFrSW3l+H6CXqn5UTx9uYCEwGHhEVeemaHaeiJwIfAX8VlXXp+jnCuJzGejXb8/GhoYCYXY3X49GYlTsqNij+xtjjDGVGjOZD1X9Fvh2VzoWkY7AicSHaJCYbNSqttg1u8/tcnH1sOFJifI2fwWTVyxPah+IRpmxZjWnD96v3n5Vw1D+YOJV9b4dIICW3o10ex6NboDA61BjZYwwxLag/ilI3k929ll2PyDxyX2hmZB98i6804zqBiwWkYXEk91C4kt7DAa+D2wDbq6vA1WNAUMTmwpNFpGDVPWLak3eBF5U1ZCIXAU8DZySop/xxIdqMWzYsD2qSncu6EiHLvkUbynZ5Wuz87I5+qwj9+T2xhhjTJVGJcq7aRDxf7j/IyKHEv+H/DpVrV3uOUZElgDfAb9T1WVpjMk0k/ysLH5z9LFJx59d+hlTVq5I2kTaH4kwZ8P6hhNl/yugqTchASCS2NAk8hnxv9612wYg/BEkEmWNroknx8RA/WjZOPCd1Cqqyqr6YGJc8inAccAhxL/1WQ5crKrrdqGvHSIyExgJfFHt+PZqzZ4AxjVB6A3FslvXZef5GHryEA4/NXlFDWOMMWZ3pDNR9gCHA/+nqnNF5EHi1a3bqrVZBPRPTCb6EfA6sG/tjprya13TPPyRCMWBAD3y8vC63VXHC3JzcYuLmtVg8Lnd9MrvUG+fO6vJgbobSR6OE0TcPeKrvSXlXC6QvXb2WXY/VE/bW1lVOVERnp547BIRKQAiiSQ5BziVWomwiPRS1U2Jl6OIJ+FpFYvGOPjEAynaVMzWddsI+kO4PW5Kt5cSizjkd8kjv0se0XCU/M55FG8pIb9LHhffNpq8zrksnL6UQ79/YNUyczsKS/jyk6/o2C2fA4/dH5erMcvHt1+loSDl4TC9O3RM2z1UoxBeAFoBWUcirvi91PFDeG58g6Cs4bTgVQ6NMe1EOhPlDcCGamMeJ1Hra2BVLa32/B0ReVREuqvqtlrtmuxrXZNekViMOz78gElffoFLBI/LzY3HHs/PDhkKwJriYkKx5OW+3C4X5x0wpN6+G6wmA+h22HoI6jsXXF0gFqDmXhwOhKYAt9asJu+8SauqKu+hXsDTiXHKLuBlVX1LRO4AFiSWmxsrIqOI/zZRRGIoVTp5s7zcNvH6qtdffrqS60/6U9XkvvLiCsqL419MbdtQhNfnoayonPuveByPd+f/0m5/5Qa+/PQrXvz7ZLw+D6pKhy75jJt+O333tVUx6vL76e+xqmg7My6+NC0/Axr5Ei36JfFvewQ0gna4BVydoeQWkMpfrAW6PIZkDW/yGIwxprEaTJRF5Djgz0D/RHshPmF+UH3XqepmEVkvIvur6kpgBPBlrb57AltUVUVkOPF/rLen6M60End8+AGvLl9WtSQcRLnro1l0z8vjhH4DeGzhPFwi9MjLpzgYQBA6Zft4cOQZFOTl1d+5/ynAAcmPv9YgJA3iSAi9BrmXQuhTiK1IHMwF/KA7cALTIDIPiO3sr1LsG4gshaxDd+cjaDVUdSlwWIrjt1d7fgtwS3PGVdvvT72jxhbWtVWusxwOOIQDO1eyvG3UOFxuIRKKEAnFjwfLQ9x6xl38Z+VD7eEXoV22umg7H679FpcI76/5hhGD9mnS/lUj8SRZi2qeKLsr8SRc41sgLb4CCj5CXLV+Ro0xppk0pqL8JPBb4mOM6/7XKrX/I76+axbwDXBpYkIQqvo4MBq4WkSixL9PH6OtbQcUUyUYjTDpyy+qJclxgWiUh+fNYU1xMTHHIeI45Hg8vHDhz4k6DoO6dG1U0iJdnwGn5gQvjayD0rGpLwi8HE+WK9YQr15VWw687Hak+3uQc26qO4Gn/rHSpnksfv9zwoHdmwMci8aIhGouMaeqbN9UzOol3zJ46MCmCLFNueeTj4g6MWKq3PXRLE4ZOKhpf6EIzyV53gDE53mnGBKjQOh/kHN208VgjDG7oDGJcomqTt2dzlX1M6D2zkSPVzv/MPAwpk3YEQzW+Y/qprJSHl0wl0A0Xv3bXFHOquIiRgxsfMVK3H3A3afGMXV21H2B+hNV6Mp/mKslyk4RGpqLK+cHjb5/SyUiPuA8YADVfqZV9Y5MxdRUduzGyheVnBTrdQO43C78pfWMc2+nKqvJsUStYktFedNXlWuuYFhLqj+vGNSx9rkxxjSHOme1iMjhInI48IGI/ENEjqk8ljhuTA0FuXlku1P/7iUIkWqVZn8kwt9nz6pa4eCr7dtYu6Nm0vvlprk8NfcxJi99jvLgDjT0EZoYo6zBD1CNgbe+4RG5oPVsWlFW9/42qoqG56MVT6HB9+ITCVuuN4CziY9Dqaj2aPWOOXtYfLDXbnB73Hizk/8+OjGH/YY17ZCCtqCymlzJH4lw10ezdnsVkpSyhkPNjV4TfEAdE/d8xzfd/Y0xZhfVV1G+r9br6pVhJcVaqqZ9c7tc3Hz8ifxl1vtVleNK24PJFbyNZaW8/+03nDxgEFe8+TodfD6mjLkIRx1+9/bfeW+dF0cFj6uEJz+7mzdOm4x0+D1kHYquvAy5Ng/XK9NxfCMh9G6KiCLUu3S3U4QTmJZUVVYNxcdRRpfF/1GXLJBc6PoS4tl7Nz6ZtOurqiMzHUQ6ZOdmM/r6s5h035u7dl2ej5PHHM+KeV+zafUWgv4QLpfgzfZy7cOXkZ3rS1PErdPqou38b81q/p+98w6Tokz++KcmzwbSkpMEQfRIIqgIZjHnnPX0ztO78/TOcHrJcD+zZ7gzHObEKUZEMSAGJBgAQaJkkLg5T+zp+v3Rs8vuzszuABvYpT/PM8/OdL/dXT07M11db9W3zDpO8c+lpXy+fi3HDdi3UY4jjk5o1o1Q8R8ghHUp8YPrAHB2gPBcqlVtxA/+CxFXv0Y5to2Njc2uUF9nvqMBRGSAqq6ruU5E6i3ks9l7Of8Xw8jJyOCJ779lSV5uwoUXrC58Xpf10VuWl0s0ZlIQDJAfCPDt5k3klcxm+s8uQjFrTMR0cu3+izBVcVQ+BaH+yKOFMHc9evddOJ56GrPsIQi8CoTB0QUyroLA86AxS4IqaV4kEHwH6jrKFc9YxXxV22gUNIiW3oTkvNlI71SjMldEhqnqkpY2pCn4zUOXc8DYwTx1w4sU5Zbg9bmJhAxiRgzESqXweN0gEAlF6dS9I9f/5yrGnj6GSCjCjFe/5psPF9CpewdOv+4E9j3Qzk2uS8gwGNenL2adr6sAjnhIf3NZKR18frI8uyfZ5sj6FeoZhQbeAC1DfCeD7yTACeHP0OBU6+bUcyTE1mNWvAQZF+NwJB5XjfVgrAFXf8TVOM68jY2NTU2koWk1EflBVUfVWbZAVQ9qUstSMHr0aJ0/f35LHNpmJ1hVWMBZk/9H0EicZh3ZvQfvnn8xAKYqR7/8PJvKrFzUX3TpSras5du8HZrK+2SVMu34t/C5YsTUhTPPQA5dg4QU9XuQdRuhe/eUtpglf4TQtOQr3WNx5Lxce3zeUWBuTTYY6TobcXSs/+SbgXg3Pi9WSM6FpT++jmrNLVRVh7eEbY39Hc3bVMCfJ9xN4dZixCFEwwZn/eEkfnX/pdU58XOnzuP+S/+NOHbkadzx9s2MOq5F3oI2R8w0OeKl5xjbuw8PH39Skx/PLL4ewp/WWCLQ/jEcfuvYqhG05HorAi1uUAM8ByIdnkYcGU1uXzrEr5N1a3RsbGxaGfXlKA8RkXOA9iJydo3HlVhtcm1sUhIzTVIVyxs1iqymr11DYTBQ/XpdcTHFEWet8TcN+x6Xw9rGKQbyaC7Voa9YFL37rvqN0frEWpLJy9WT11xfznPzcypwGnASVtvq4+Ovq5a3Ce4480G2rs0lWBEiUBYkGo4y9alPmfXOtwAUbC3i3oseq15f9bjjrAcpK7ILwRqDD1evpCQUZNrqlWwpK2t4g93ADLxdx0kGUCi9EdO0Uqm0/LF4mkY4XiAYgsgPaPl9TWqbjY3N3kd9Lar2w7rgdsC66FY9RgG/bnrTbForC7dt5dFv5xA2Ep1Qj9NJJ58fsKLJ982eSSC6I+ocNKKgYd44egqn9FnDPlklHNNjIy5H3DHONWByORJPPZaIwksvwPbt1fvQ8EzMoiswC07DLP8X+M9KbWzGpYnLfKeQtLDINQBx5jR4/s2Fqm5U1Y3A/1U9r7mspe1rDLau3c6mn7ZgxmrfoIQqw0z5jyXG89UbczDr5gwAKMx+57vE5TY7Rcw0eWD21wQNg5gi6SSmAAAgAElEQVQqj347p2kPWDkxxQqNp1dhST8mpFOFITilcYsPbWxs9nrqy1F+H3hfRMaq6jfNaJNNK+aTNav40/SPCRtGQvdofzwvefamjWwoKWZVYQFbyhOjU6tKOxBTB/eNmUlu0I/HuSMiLI8WkpBIGYvCP/8JTz6JWfE8VPyb6oIgYz04poB7HETrXOBdI6uncmsiWb9DI19DbIslMSd+wI20f3gn341mo1ZLw3invRZJjWpsAmVBHK7k9/MVJZawR2VZACOSeFNmRA0qbRm43ebD1Sspi1hOqWGaTFu9kj8eOo5e7ZqoxbUGUq8zi+NjQikGRLBmhJwp1tvY2NjsHOnoKF8sIhfVWVaK1eL2/SawyaaVYqpyx1efE0oSSe7foSNnDTmA/87/HgH+9c1sfj1qDJcPjzeGM1ajke8AAwE6ekNkuAz6Zlawunx/+nQaQoZsggXTqqPJVUhEYe5c1KyAisexqumriFgXV/8oyLwMKl+wUjEyL8HhPzXpeYgjC3KmQPgLNLLIUrrwnYY4spOObylE5HbgL4BfRKruOATLW3imxQxrRPoN7YPTmej0eHxuxp99CACjjx/J2//6gFBl7Qijw+Vk9PF2jvLuUBVNrjnrUxVVbrJcZe8xEJycfF3GudZfz8EQmQN1b8fdIxGxnWQbG5vGIx1H2QsMAd6Kvz4HWAZcLSJHq+qNTWWcTesiv7KSsnBydYnSUJAPV/9EIF7cN2PdWm4aO55/HHk0AGbJFAjNStjO6chgSJ9fI1VObX26DpF5IK6EaydEIDwTR/b14EtP1VDEDb4TEN8JaY1vCVT1PuA+Ebkv3mq6zeFyu/jTs9fywOX/IRoxMGMm3gwvOT06cs6NpwBwwNjBjD19DN9MnVftLPsyvRx76RH0H7ZPS5rf6vlw9UoKgrUjvIZpMmXliqaLKmffBqEP42o1NfAcgyMuFSft/o4WnhePLEcAD4gbaXdn49tjY2OzV5OOo7wvcIyqGgAi8jQwHZhA/W6LTRvFVKUoGCTL48bnclcvz/Z6E33UOD6Xm801ioAMU3lg9tfcd9zxdPD5qYx1wacunFI3Gq3g6JyeYY4cq/o9AQGnpYqhZjlgIo726e1zD6ZG45+3kjUBUtUfmtmkRuHnn7aw6act9N2/F8HKEAVbi7jj3Zv5cOIM8n8uYPw5B3PW9Sfjz7Jy3StLA1x938Ucdf5hzHhtJg6Hg+OvPJoxJ45s4TNpnZSFQ1RGovTIzsYpwiG9+hAzTUrDIZwi+N1uAtEo87Zupkf2/jiSVO2qKhhrEPeg2suiC8EsAveBKfP9HY5MzC6zoeyfEP7MSn3K/C2OzItrjIpBzjSo/K+1T/cvkKzrEWdq9RsbGxubXSEdR7kXkImVbkH8eU9VjYlICnFam7bKJ6tXccfMLygNW+kNZ+63P3cddSxel4sMt5uTBg7ik7WrCdfowudzOjFV60zfmny6bg0znl2L2+lE1MWpfQ/jvjFf1ziaAGE0ti2t5mziGoC6BoGxgtpqFl7wnYJZeFFcH1lR1xCkw4OtXXu1qimQD6sh0I9Yb9pw4DugVbU0CwfD3HHWQyydtQKHy0GoIgwCGs9Jd7ocePweXrv7HSpLAtXycA9f/RQbl23mhRWPcdgZY1r4LFo/t372KauLCplx2S85dfAQKiIR7p75JS6ng0gsxonffc8tH35Cj+Ji8nI64bzvPrr8+praO4l8gxZfCTlTEPcBqPGz9dosxvqnRtHMX+HIviG5EcF3LUlHcVuR5conUM8oxD0EjW1FC04D135grLXGGOvQ2GbYg+ThbGxs2gb1qV5U8SCwSEReFJGXgIXAwyKSCcxoSuNs9izmbd3MTZ99TH6gkkgsRiQW4/2VP3HbjB1STvccezxH7NMPr9NJlseDz+Xi9P32Z3tlBVkeD9keTy2nN6ZKyDAIxty8s34/firpSKXhRvGBdAUEKh5Ck0aKE5GOE8E9HPCCZIFkQvbtUH6PFXkiChhgLEMLL7Lymlspqnp0vDHQRmCUqo6O65sfCKxpWet2nmdueZUlXy8nHIwQLA9ZbcRrFG7GDJNgeaiWPNzPP21h3scLKdhSyLcfLmhB69sGa4sKmblxA9srKvhi/TpWFORz99dfEooZVEQinPjd99z7xtv0Ki7GAXQvLCL799ejkyZV70NV0fL7reflD1uvi6+B2FbL6dUKIAyBF9DQlwk2aORHKH+Iauk3rQSzAC2+CtUYWvE4EANjObY8nI2NTVPTYERZVZ8XkY+Ag7GiVX9R1apuDLc0pXE2exZPzvsuoTV1OGbwydrV/CMYpKPfT4bbzcRTzySvsoJtFRUM7NgJn8vFRUOHY6qyYNtWHvlmNqFYoraxiYNTp5/HQZ1L+f0hR3F49p1WKoUG0OBUJOPsBm0UZ2ck5w3U2AxaAq5BEP4K1Upq6yMraMSKWmVcsHtvTMszpGZXPlVdKiKtLu9g+stfEQklNqhJRpU8XLvO2RjRGGYoyjO3vMKhpx5U3YTEZud5aO5sDDNGTJV7Z89kfN99iBg7vqs3f/gxGdHa/yNfJELkttvwXHKJtSDyDcQ2xp/PR0OfQmwbCfrkGkQDryG+o+ssfoOknTQ1iIY+huBHKayPy8O1u9v+DNjY2DQa6USUq8blA0XAviJyRNOZZLOnsrGkJOlyt8NJbmXtyGzXzCxGdOtOlseDy+FgRPceHNijJx6nE603kUJYVNiRWGQpaLxZhAag4uG0o8oA4uqNuIci4oXYZtBkWUJBNLYp7X3uwawQkedE5CgROVJEngVWtLRRO4OqEg5GGh5Yg6LtJcz7eGG1xnLB1mI7qrwbVEWTY3Ed4tzKClYV5GPWqDzoWZziN2DLFqBGNFmrZPkiUPkcpFKiMEtTLEtW7SAQeBOor4FQlTycjY2NTePQoKMsIg8Ac4C/YkWQbwFubmK7bPZARvXoiTNJpCamJn3bd0hrH539fswGuts5iDG2/au19VTNCrT0dszgDOZt2cCrixcxa+MGzHSaC7h+AZKkgYhkIO5hadm9h/NLLCWaG4AbgeXxZa0GEWHouCFpj/f43DicghHd4TSFKkI8c8srdsOJXaQqmlxFIBplfUkJfueOicetHZN/z7VPH+tJzWgyACYYK1MU2frAd2LCUvEdD/iTHCQM0R9I3k0zji0PZ2Nj08ikE1E+E9hPVU9R1dPij9PT2bmIdBCRt0XkJxFZISJj66wXEfm3iKwRkcXJKvdt9hx+O/rgpMsv+MUwMtzupOvq8sCcWURNE7ek/uid1GctbqnbiCSEht4nUHgDg946guOPOYpx/fqT16ULZS++WP9BPYeAazCW0mH1QnD0sDRbWzmqGlLVR1X1rPjjUdWUHRn2WK5/8ldktPPj8tTv6HgzPHTo0o7Nq7YldOzbti7PjirvAuuKi5ixfm11NLmKwmCQvu07kBFXt3n41JMI1PmuGz4fjnvvBagTTa4iAs6+WDWnVd97Pzh7IRl1JfoB38ngHsIOZ1msbV1DSO0ku0EybXk4GxubRicd1Yt1gJukSWMN8jjwiaqeKyIeoG458knAoPjjEODp+F+bPZBvt2zG5XAQq5NfPPvnjSm2qM28LZvZFO/E16tdO4pDQcrCYUQkHgVU3I4YY7psJaaCQ2pftAXImFqI/CUPCVrruhcWEr7uOvB4oCpHsg4iAp1eRiueguB7gAm+U5CsP1h6ya0UEXlTVc8XkSUkmatW1VbVbaP/0L48v/wx3vv3R3z28lc4XU5UlUg4ii/DSywaw+P3cOpvJ7B8zipCwQg9B3TD7fNgxkw8vtb7v2xpSkJBRnXvgcdV+5IgwKXDRhA0YryzfCmRgYP4tN8ADv/vRHIKCgn37MHqm25CjzuWYapWTYCjo/Vp1CA44s6usz+S8SAamASxPPAcCe6+EPke9YwGDNCoVYAbnQeZvwUzD8IzQNojGReh4S/BkbXDOI1CbLt1HP8ZSOaVtjycjY1NoyMNTVOKyDvACOBzajjLqvqHBrZrhyVXNUBTHEREJgJfqerr8dcrgaNUdVuq/Y4ePVrnz59fr802TcOp/3uF5QX5Cct9LhefXHJFg+kXR774bLWjDDD/V9fRKcO6dzJL/wrBt0n096TWMhmzHtmcGFXSvn2Rjek57G0BEVkAnKaq20QkaVcNVW2RN6Qpv6Pv/edjnrrhhVrLMtr56NS9Ey+seMwu4tpF7p75JVNXrWDuVb/Bk6QTYsw0OfKl5zi0dx8ePv4kNN6F863lS3E7nZim0qd9e14581y6ZGai4blo8ZVIXB6uJhpdjhb/Kh55tqTicPa2moeYhVbTIBRwIh2fRjytU/JPRBao6uiWtsPGxmb3SCf1YirwT2AusKDGoyEGYBUAvigiC+PFRpl1xvQCalZTbY4vq4WIXCMi80Vkfn5+oqNm0zxEzeS5xYIQTaJiUZOa0eQqbpnxyY4XGiF5AU8dtqSYet3UJorydooaN5THAh5V3Vjz0ZK2NQWRSCTBSQYIlIXYtj7XTrnYRQoCAd5YuphAJMpby5cmHTNt9UqKQkGmrV7JlrIy3lmxjHdWLCcci1ERiRAwoqwtKuT6Tz5MkIeriaqBFl0FZkFtqbjYWjC3AKEdknBahhZf06olHG1sbFo/DTrKqvoy8Cbwraq+XPVIY98uYBTwtKoeCFQCt9UZkyz8k2wK+Zm4RuzoLl26pHFom6bg9P2G4E0SbWrv86IKf57xKae//iq3fz6d9SXFtcbcPP3jhO2+3LCeooBVsCe+kwnGsnlh5TDOmXEmV8w8hc+29ENVgBqFeL2SZwtJ3767fmKtn37ARBFZKyJvisj1rVEeriFeuP1/KdfFojG7kG8XeWred5gooZjBI9/MIVLnpjdmmtw/52tChoGpyqPfzuHFRT8QNGrLxBmqLNq+jZLyL2vLw0WX7xgU+Q5LmSJdFMKf79qJ2djY2DQC6ahenAYsAj6Jvx4pIlPT2PdmYLOqfhd//TaW41x3TJ8ar3sDW7HZI7lq5EHs2ymnunDP63SS4XbzuzGHcsbk13h3xTKW5ufx9vKlnPb6qyzNywXgh21bE6LJVdwab1YSdo3j/C/OZeWLbv7zh2d5+cLHGDphHh89eSi49qEqvV1vy0H9te+vTL8X7rmnic56z0dV/6GqxwBDgdlYyjRtLrxatC25NFkVtjzczlMVTa5yjsMxIyGqPG31SsrCVtZd1DSZtnolJaHktaJOAX/wX7Xk4WpFlbWctGaOqsfHwCxPf7yNjY1NI5NO6sWdWM1GSgBUdRHQv6GNVHU7sElE9osvOhZLtqomU4HL4+oXhwKl9eUn27Qsfrebd8+/mAePO5HLho/khkMO48vLr2bysiUEDaO6Yj4Wb1d990yr65bb4WBgx07079Ax4TGkszVD8NHq1fzi8xXc9b936V1cggPoVVzCcQ/+j9IpZyDt7wFHd/ScdujDXdHeLlRAe7vgkf1SFvLtDYjI30TkY2A6sC+WfGPvlrWq8bnw9jPrXW/Lw+08VdHkKgLRaK2oclU0uWb7eVOVTLcbtyPx8nFUj1w8urnGErN2VNlzcAqpuHrwtqpO7DY2Nm2MdFQvDFUtrVMkk+6V6HpgUlzxYh3wSxG5FkBV/wt8BJyM1W43QCvTft0bcTudnDxoMCcPGgxYF81l8chxXRblWvc8w7p157PL6v/XfrlhHX+e+kFC1y9/NIrecRfyqy1o6e1Wrs7Z7dCz29UYFUY1hIhvV0+rtXM2lm7WNGAmVppUq5OHa4iO3TrWre1MoEoebuxpdg1VQxQEAry2ZBFGndqDikiYt5Yv5ZJhI5i2eiUFgUCt9VHTZF1JMTl+P+WRCCHDwCmCx+nkvkMWAnXl4cJo+cNIpxcQRyc06w9Q8R+ggY+o+MF/AeLqt7unamNjY7PLpOMoLxWRiwGniAwC/oBV2Ncg8ehz3SvWf2usV+B3adraKJimSaAsiD/bhzNJvq1NamKmidPhQFUpj0Twu1w4HQ78bnetiFMVWZ4kTT5S0DUzK2XXL/+2+CSDox2YyS6u7vhj70RVR4lINjAemAA8KyK5qtpqQnHbN+Sx7seNdO/flQHDd4h4rP1xA7kb8hk4ch+Wf7OangO6EQ0b5G8pBAWH04HH5ya7UxY9B3bH4Uy32ejew7riItYWFTGwUydW5OexPD+fYwcMpEtGJuP69CVqmsRMk6hp4nE42FZRwcwN6zlyn/6sLCxgcE4O7b2+HYoiGsVJBX8cM5h5eRmsK1iAxzOQ4wYMpjy2DIezExkuI55+kRFvQx9EY9sRZ3ccWb9GPQeiFU9DdGlcTs4A1GoMZBaDawCSdR14rI+wxgqtVtiuweDsiRjLrb81FDU0ugpiP4NrP8TVJ/GNSIGalZYkHV7wjG7VkpE2NjaNTzqO8vVYXfnCwOvAp1gqGK2OT1/+kuf+PImKkkrcXhfn/PE0LvvHuTiSTCHa1EZVOeON1zi4V2+mr1tDXmUlAjjEQTiWOJXqc7m4fPiBae//4qHD2daxI72KixNXVnX9yrgCKh6hdgtbAd/Ze3U3LhEZChwOHIl1Y7oJmJXGdj7ga6xOLC7gbVW9o84YL/AKcBBQCFygqhsay/ZYLMZDVz7JrHe+xe1xYRgmA4b35fZJN3DPhY+xcfkmEAhVhqsjyU63kwtuOYNDTxvNP854gJgRo7I0wE/fr+Gm566zo8lxQkaUaz+cyvdbN+MUobLGzezTC75nn3bt+fTSK/G4XNw980veWr6keszG0hJmrF+L2+HA63IhlPLUKacztuM0qHgq3ulSGd6nHdorn9c3ns01Hy6nvWc/HjnkQw7MycPj9CDEo9ExRfOPRf3nIO3uRDyjkU7PY1a8BBX31jbc/2sc7W8BrN8ds/xRqw02UaqmFFQyrL/OAdDhcSj9M0SXWdJyGkV9E5D2DyJS/yXODEyFsr/VkKRzQ8dnEc+I3f8H2NjYtAka1FHe09hVjdY5U77nvksfJxzYUXHtzfBy7k2ncuVdFzamiW2Sz9et5bqPpiZM09alSoP1tMFDuO/Y43HtxE3Ij//6F4P/cjv+SI18SL8fx7PPwiWXYJbcCaEkygfucThyGujO18aoqdEqIlUpF7OBeaqaGN5Pvg8BMlW1Qqww2mzgBlX9tsaY3wLDVfVaEbkQOEtVL6hvvzvzHX3z4am8cufkWt9Ll8dFu05ZlBWW12pRXRNvhtdqRhKsraDg8Xt45seH6bVvj7SO35a586vPmbxsCeF6pBsnDBjIPcccz+EvPlPvOAC/y8HsU/9He09preWmQlHYz/gPLuGfB83i9H1W43Wm+p3wQ/ZfcGRegGlshYKjkg/r9BYOzwg0NAMtuYnEdI4qXCAdQMuorabhg6zrcGRdl/J81FiHFpxJQgqIZCNd5+x2Kpeto2xj0zZI6cWIyAciMjXVozmNbAxevqP2xRggHAjzzqPTiBn1XyD2dlSVe2fPbNBJBive89UVV/PQhBN3ykkGGHHTTbife55Ir16oCNq3b7WTDEDozeQbRudgpmFbWyXeXv5BVZ2brpMc305VtUqktip/pe6d8xlAlRzk28Cx0ohdPd5/8pOE76URMSjaXpLSSQbru2uEE0/VNGLMeHVmY5nXqnlr+bIGnd8v16/jqXnfpdRIr43Bx5sSb0AcAn5nlLP6rWrASQYIQvAV62nFE6mHlf8bAA28Smon2bIJLSBRci4EgdRyggAafJfkLbFNCNufIRsbG4v65qUermddqyPv54Kky2NRg8qyAO06ZTezRa2HL9avI7cyPdF/xUq72FVcl10Gl12WYm191fJlQP2dAW0SEStnZQGWWsaTNeQcq6huCqSqhoiUAjlAQZ39XANcA9B3JzStQxW7XnOYbDLMiMYoL7IbVKhq0pSouhiqvLF0MWYaM4uGCRVG8rqDTLfBTcO+x+VIw+GuknvT5JKRtdaZpanHNIQG6l9vlpL8N0VtSTobG5tqUob8VHVmfY/mNLIx6Dc0+cXbn+Unq0PthoHhYJiV89YkjC3aXszmVW1D5jlsGExfu5q3li9lc1nqi1FVNDlZsV4qPl69KmWEtywcYkV+3k7bq9HVpL6vE6BdinU29aGqMVUdiSUnd3A837kmTdoUaPQJI5IW4DndDeecaxL5C1+ml0NOtWe7RYSDevRscFy2x5P0fUyGUxwc3i31d9fvNNhWWbf5ahI8Y+MbnJ16jP8066/3yDQsS/a74ADPuHq3Eu8xIBmJKzQG3sPSOK6Njc3ewF5Txfar+y/B668dDfFmeLn6vosTivkmPzSVPx7+d0ryazuQ91/2H24/8Z5WP82/NC+Xsc9P5Obpn3DXzC+Y8OqL3DtrZlL92S/Wr2NbRfrRlUgsxl+/nMHwiU+QW5EY2fu/r7/ionffJGSk53irGpjFf0ALz6F2EV8NHD3tgszdRFVLgK+AE+usqm4KJFZlVHugqLGOe/V9l5DdMROPz1IacLmd+DK9XPuvy/FlehFn6iyPjt3a48v0Vr/2ZXoZfuQvOGjC8MYyr1Vz99HHkeXxVNcNJCMQNRpMzwDIcLs5c8j+7Nc5G/AnHZPpNshyG1RGXYRj9WXnWMdz+I4B5+DE1Y5u4L/Ueq712ea0JOSyb487vFVqFV6Qdkj2rfWflPdIcB9k7aMaP2T+EnE2fJNhY2Ozd7Drc+StjKHjhnD/p3/j2dsmsX7Jz3Ttk8Nld5zPkeeNrTWusizAWw9NRVV5/d73uO7RKwFYs3A9y+euRBzC7He/44hzxyY5yp5PzDS5euq7lIRrT3lPWvIjY/v04eh+A2ot/2bzJgTwx9MpTFWiptngVG0gGuWy995ieg395K3lZXyw6idA+N+SxVx14EEN2quB/0H4K1JrrrqA1n3jsquIyAfUoyqsqqc3sH0XIKqqJSLiB44DHqgzbCpwBfANcC7whTZiBXDXPp15YcXjfDhxOktmraDvkN6cef1J9BjQjYNPGsWrd7/FV2/MQRyCGTNRU3F5XLh9bgaO7M95fzqNj57/nEgwwjEXjefwcw9tszdNhYEACnTOSBIFTcJ+OZ2ZfumVvLp4EUvzcuno87No+zYKgwGG5HTmoJ69+GTNajr6/WS4rSDClvJStpWX4xIHY3r1ojwcwekQLh42gnZeL98F/81BHb7DFXwBCIKjOzgyicZMtlWUUxCE+WUXcvHAn/Can4K4QU0gAtIenN3AWaMXTs5UCDwFgcmACb6TwX0YEv0W9YwGZ0dwHwxmniUbhzuubBEG73FI1q8RVz/UezQaeAWMNeAZhWRcbGk2qwnRhWCWgWck4uhYfWgRB3ScCKFP0NAHIH7Efz5iR5NtbGxqsNeoXqTLK3e/xZsPTCEcjOD1e3htw1N06NKeWyfczaIvlqKqdOvXhVfWPNEqL8gLtm3hyinvUhmtW/wCxw0YyDOn1t/9rIpDn/8veZWVDY5b94ebqp/f+tknvL9yBVHTpJ3Xy7dX/wafq37NUjP/JIitTbLGg3T5EnGmP83flhCRBcBN9Y1pKEVKRIZjFeo5sWaX3lTVu0XkbmC+qk6NS8i9ChyIFUm+UFXX1bffxv6O5m8u5M8T7iZ/SxEOhxCNGJxzwylcde/FNGJd4R7PBW+/gWGavHP+xTu9bUkoyC/ff5dVhQUoEDJq5+Ye2K07b513EQ6Hg2s/fJ/FudspC4dwOBxEYzHCsRg+lwunOPC5XLx4xtkM7dqtkc7Mwgx+CmW3Yn0cARxIx6cRz5hd2p8aG9CiK0FLAQGNQtb1OLKuaSSL68dWvbCxaRukjCjvbrSqNVIVTQ7HJadM04oqT7j8SJbPXVmdmlBWUN5qo8phI0Yq3yIYTb+1bCSN6dqaVEWTq6rrozEzzahyokNv4bCiSnsxu1sroKqLsRzgusv/UeN5CDhvd46zu9xx1oNsWbMdM7Zj5mDKEx8zePRADj/n0Ba0rPlYtH0bS/JyEWD+1i2M7tlrp7a/dcanLM/PS6lusTB3O/fP+ZoLfjGMmRvXJ03HqHKuK6MRLp/yNt9efW29aR07gxqbofQW6s4cafE10GU24kgj97nmdqpo8dVgbqPWZazySdQ9HPHuHZ8bGxub3ae+kOjDwL/qebQ53nlsGlrjQhINR5n2zGc8eeOLREI7cmqDFSGeufXVVpmrPKpHj6RpEx6nk66Z9V+M/jv/e1YU5AMwYcC+OBuI5uX4d+T+Pfbt3FryckEjyuPffZMyV1nNCsyKZ60oULJ6MkcOOHfOWWiriMggEXlbRJaLyLqqR0vb1RhsW5fLxuWbaznJYDUgee/fH7WQVc3PfbNnEjYMgobBfbN37v6oIhJh5ob1DUrAvbFsCQ/NnZ3WTbBhmszZtHGn7KgPDU0leQ2CQvjznd+hsRTMQhJiPRpEA6/tgoU2NjZ7K3uN6kVDBMqDvPnglOpochXRSJSls1YkFLrlbypk9rt1lbT2fHwuNw8cewI+l6ta59jvciHAtNUrKQoml1TaUFLMQ3NncceX1kXrwl8MbzBP+c/jDgdgW3k576xYRqzO+PJImJd/XJiwnZoVaOGZUPFvMLdT+2LnAclAOjy8V027N8CLwNNYWldHY3XSe7VFLWokKksDOF3Jo5YVJQ2n/rQFqqLJVd+Cnwrymb91S9rbhwwjre9K2DCYuXFDWhoYqkp5uBFndMxSrM57dQ8Us/KLd3p/FaS8vJklO78/GxubvZYGi/lEZBBwH3AAUN2qSFUHpNyoFRIzYhx94bhakWOwLtSl+WX03Ld7wjbZnbKay7xG5ZTB+3FA1668tWwphcEAOX4/ryxeRMw0eXr+9/z18KMStnn4m9k4RFiWn8vCbVt59oeGc1DfWbGccw8YRnEoGG88WxunCD+XJF60NDAJYrlYXdNrbQGZv0IyLkKcjZsf2crxq+rnIiKquhG4U0RmAXc0tOGeTr+hfXAkUb5we92MPxJBjM0AACAASURBVPuQFrCo+amKJldRFVVON1c5x++nW2YWm+qRgQTI8ngoS9P5jZomY3unr5fdEOI9Eg1MBpLcqHvH7/wO3cNTKGb4wHfCzu/PxsZmryUd1YsXsS64j2JFq35Jcm3VVk12xyxueu63LW1Gs9G/Q0duHXc4qsoxr7xQrZM8acmPXDf6YDr5d1TWbygp5vN164ipEjIM7pv9NauKChqMPC3YZmlOby0vI8PjoSJSO1ofU2V7skYm4RkkOslYVenecbaTnEhIRBzAahH5PbAF6NrCNjUKLreLPz1zLQ9e8QTRiIEZM/FmeOjUvSNn33BKS5vX5Czavo0F27YmfNd+zN2edq6yiPDgcSdw1dT3iMYMjCQzQQ6gJBRq8DstWA2Frh19MF0aSNXaKTxjwTsWInNB4534xA/+8xFXv53enTgy0XZ/gbJ7sOocTMAPrr5IxrmNZ7eNjU2bJx1Huc1Gq8CaQhQRVJVoOIrb696rpvQ/W7eG/MCOKWxV5al53/HXw49CRIjGYjw0d1Z1frECS/NzyXIn79BVk0y3pWiR7fUmzed2iNA5I8nF1pGTfIcaA7G77yXhRiAD+APwT+AYLEm3NsER546l9+CeTHniY/I3FTLmxJGcdPUx+LOS6/m2JSKxGIf27pPQhVCEelvKbykrY0VBHn3ad8DtcFAeCTPx1NP5fP061hUX0cHrY3FeLmXhEGN69uKSYSN45of5mGrtN6YxKsIRtlWU0yUjkyP26cfKggI6+v1cObw/Oe5NhIIL8Lh7IcZyS/bNdUD1b6cZXQ2R7xDvEYir4ciziECHJyA8Ha18DfAjWZeD5/C03yuNrobYz+DaD3H1xpFxAerePz5DVWjJyWWciSXkkmIfZilEfgBHO3AfaEnI2djY7NU0KA8nInOAw4G3gS+wolX3q+p+De5cZANQjlWlYdSVyhGRo4D3gfXxRe+q6t317bMxpadyN+Zz/di/cNwlhzPt2RmEKkJ07p3DtY9cyeF7wbRuVTR5Y2nt9AenCMf2H0BRMMSCbVvS7NtVG5/TxRUjRhIxTV5fujhBjgqsyNTkcy9kWB2ZKQ1/gxZfCwRrLHWAa18cnT/cBWvaHsmkp0SkHaCq2qL9d5tawtEmNTHT5NYZn/LR6pW4nU4C0SiqSqbbjaHKYb378uTJp+Gtp838ddPe58ftO+ThAFDwulwc1SvCHcNfYtwH53PloKXcMHRevNmHgnMf6PAklP0NNn2DXLsJndgX+kxAOjyCSMM316ZpQt5wcGTj6PpNWuesZoWljhFdGtdtjoBvAtL+QaweOelhVr4A5Y9a+0CtpiWdXkRcu5ZlaMvD2di0DdK5Xa4ZrToIuIydi1Ydraoj6/nBmBVfP7IhJ7mxeekfb1CcW8I7j00jUBbENJW8nwt44PJ/s+CzH5vTlBZh7uaf2VhaQrbHU/3IdLuJqTJ93Vrm13GSU8XZBSs6LECW243X6eS4AQPZXlGR1EnOcLnwu1zceeQxCU4ygHjHQvaNWB22sqwpWOcApOOzjXTmbQsRGS0iS4DFwBIR+VFEGu7mYtPmeGHRD3yyZhXhWIyKSARTrQbVFdEoIcNgzqaNPDR3Vsrt1xUX8dWG9WyvrCBgGFREItYjGqE4WMGH60I8tfwAwjEHz68aRnnEAxqw0iWMNVB0IUTmI4/mwnch5JFcCH+NVjyZ3gkEJgIRMAsxgzPS2kTL/g7RxUAItBwIQ2gGWvlcescENDIPyh+zttUK0Eowt6NFV1lNS2xsbPZaGrzdVtV5APEcyD+0dLSqscjdmM/Xb30DSoL0VDgQ4eU73uSgCSNayLrm4cDuPXnpjHNqLXt+4QJm/5y88j1VZFmBSWeeS5/2HVhfUszAjp1wO52Mf/GZBKkpAYZ368Fzp59Fhjt1sxFH5i9R/3kQXQKOjtZ06l6UErOTvAD8VlVnAYjIeKzaAruX817GKz8uJJhk9qaKcCzGm8uW8rcjjk66/qG5s1LKw5k4iJnKcytHYKgTh0R5YdUwbhi6ID7CADMfcg2YXI4o6OQy+FMFdHsDsv9Yr+2maUJNh7r87+A/rt5tVCMQmk6iYkYIApMg69p6t6/eT2ASiXURajUriS4Gz8i09mNjY9P2aDCivJvRKgWmi8gCEUnVDmlsfJ8fi8gvUthwjYjMF5H5+fn5aR66fl76xxvEjNSRgq1rtzfKcfZkMtxujtinX/Vj306d+H7Lpl1KtSgKhejVrh3j++5Dj+xstpSV4k3SjECBomCgXie5CnFkId6xiHuI7STXT3mVkwygqrOxUp5s9jKSddysSzCFdrkVTa5fHs7AiaHWZSMUc/P8qhFWVLkG8mghmPG9mIo8UrSjQK8+qqLJVaQTVdaqQr1k65JLXSbFLCV5KEDiUWobG5u9lXRSL6qiVf1UtR/wO6xoVTqMU9VRwEnA70TkiDrrfwD2UdURwH+AKcl2oqrPqOpoVR3dpcvutyyuiibHjNTC+u27tKv1uqSgjOdun8TTf3qZbetzd9uGPZHHv/umQW3kVBzUo2et1/06dEza3UuADn4/+Wm0v7ZJm+9FZKKIHCUiR4rIU8BXIjJKREa1tHE2zccRffvhqOemUoCDe/VOus4q2k2n4+aO/ZsKL6watmNVrmlFk+P+rkSAyWVQOLDePSZEk6so/3v9ljiywNk/yRoHeMbVu20tvMcDSYpDNQruhOaVNjY2exHpOMq7HK1S1a3xv3nAe8DBddaXqWpF/PlHgFtEOqdp+y7TUDRZBH5evplNKy1R/8kPTuG8rlcz+YEpvPvYh1w+8Pc8eNUTTW1ms7K1vIz3V65I2b3L63Syb8dOSdeN6Nadblm1NaXb+3xcNHQ4/jpFQwosyd3OES89y5Pzvm0U220YCQzGUqK5E9gfOAyrg+bDLWeWTXNzy7jD6eDzJZ3N8TicZHo83HHkMQnr1hUX8dm6tQlNgRoiFHPz7MoRlEd9gA95rHJHNLkKU5FHlta/o7rR5OptG44qS/t74gWFVbNUXqsQL/vWNM8CJONscPVnh7MsgA+yb7OccRsbm72WdEqCvxeRicDrWH7OBcSjVQCq+kOyjUQkE3Coann8+fHA3XXGdAdyVVVF5GAsx71wl88mTZbMWpG8Mk1g4Ih+rF20AYD7L/s3d757K8/dNilh6GcvzeSYC8Yz+oS2kbs2L97pyx2vclesCnoF/C43Fw0dxk1jx/PxmlXcNfMLyiMRHCIcN2AgT510WtJ9/v2Io+mZnc3zCxeQVyOCXJVD+dS87xjTs3fKCJdNeqhq8oRTm72K/EAlX21Yz78mnMji3Fzmb9tC96xsAtEI64uLGdG9ByfuO5hNpaVkeTz0zN4xaxaIRuMydJaTqwpFoQBbyspAoXf79oQNI965M4polH7tYvhdgsdRQcBxDNk5v4cFh1VHk6uQCOi8cmvf0cVgFoFnBOKoeeNtgCXaUuesBKi/M594DoScD9DAq1ZBoftAJPOSOvuvHxEv5EyG4FQ09Ak4OiEZlyKetl2nYmNj0zDpyMN9Wc9qVdXE8IS13QCsKDJYDvn/VPUeEbk2vuF/480RrsNqvRsE/qSqc+uzp7GkpxZ+sYR/nPEAocow3gwv93/yV4aO358/H383P8xYUj3uqPMP46s3k5s0dPwQHv36n7ttS1vnm00/85sP36eiTv6kAKfvtz+PnnByyxjWiqkpPSUi3YB7gZ6qepKIHACMVdXnW8I2Wx6ueVFVHpgzixcXLSBqmrgdDvp16Mizp53BHV99yXdbNuEUIRCNIiJkuN1EYzFOGzyE+449Hqdj57WCVRUt/z8ITAbxADFw7kMg83FevvVmLnjjM3IKy8nv1I4PLzuOi+9/EE/ZtVaxHw4rtzjrWhxZv2/092NPwZaHs7FpG6SjerFL0SpVXQck3I6r6n9rPH8CaPYcBlVl4s2vEKq0qpzDgTDP3Poqd757Sy0nGWD+jNQyccGKUJPa2VYIGNGkEXwFKiMNFx/ZNMhLWHUDf42/XgVMBlrEUbZpXj5avYpXFy+qTpuKmiZriwo59803KI+Ea9UKqGp1h8xpq1eyf+cu/PLAXVASDL0HgbeBSLygDjDW8MHffsNVE7/CH+/02bWwjIue/IDPfQWcdEMutQrvKp9F3cMQ75G7cto2NjY2zUI6qhfdROR5Efk4/voAEbm66U1rOhZ9uZQtq7fVWrZu8c/8/bT7E8ZWFKUuOptwuf0Dnw4H9+yNEUvMfc5wuTl5UIN9a2waprOqvkncC1FVA6vJj81ewIuLFiQoWZhAQTCQtKC2iqBh8PLihbt0TK18mdoNgcBUgyNenFftJFfhj0Y58JkfSVCn0CBa+couHd/GxsamuUhnzu0l4FOgStZgFVYTklZLzWhyFeFAmFUL1iUd78v0Jizr2rczZ/3BThlIh2yvl38ceTQ+l6u6Ij/D7WZYt26cMmhwC1vXJqgUkRziCZ4icihQ2rIm2TQXpeG6+r/pUxlJLhXXIFYNdi0M00GP4pIkg6F7UYqPo2l/TG1sbPZs0inm66yqb4rI7WBFq0SkVUerho4fQvf+XWstC5YHE9Iuqui2TxfOvP5k3nt8GtGIwXGXHcGlfz93R3tXmwa5cOhwRnTrzuRlSygNhZgwcBDHD9wXl/0eNgZ/AqYCA+Mt57sA57asSTbNxRH77MPa4qKE5ULqJkFgtao/ql+/XTuo92gIvE7NRh8ep0lpl0w65ifOwpV1yaRdwlIv+I7ftePb2NjYNBPpOMptLlr1+38nZo6sWrCWn767i0B5ojC+0+Xk1N9M4NTfTGgO89os+3fpyp1HHdvSZrQ5VPUHETkS2A/LP1qpqrsYKrRpbdRVY6vC63LhQIiaJtE6+shep5Msj4c/HTp+l44pWb9FQ5/GI8IhwAm48f+jJ3rrGiS4wyj1C747+mN9NKsahPjA2QPJuHiXjm9jY2PTXKTjKO8V0aqsDpkYKRqQtMuxdTQBTFUE7C55exgich7wiaouE5G/AaNE5P9SSTfatA4M02TB1i0EDYMxPXuR6fEkHZfjz2B0j17kVVZQGg7hcbrI8ftxO538bvQh/LB9G8vz8+jdrh2GabK9ooJDevXm4mEj6Oj3Y6ryw7atlEfCHNSjJ+28vgZtE0cn6DwNDUyGyDfg7INkXobnkieIOuYg9yzBtS1MrIcX828j8Fx8PJJxARp4DWJ54D0G8Z+NODJq7Vc1CJH5gAs8oxFpuINnc6HGWnAOsH//bGz2MhqUhwMQERd7SLSqsaWnVJU3H57Kmw9OoawwMe/Ol+nl9tdu4LAzxjTaMVsbS/Ny+ceXM/gxdzs+l4vzDhjG7eOPwOtK5z7LpimoIw+3WFWHi8h44D6sJiN/UdVDWsI2Wx5u91mSl8tV779L2DBALE3z/ztmAmcNOaDe7WKmyZ9nfMq01StxO53ETJMDunTl+dPPpp03sdZiTVEhV0x5m7JwGBEhGjO5bfzhXDGi+Rs6msHpUHYrVumMAi6k49OIp+UV1tTYiBacgHR4AvEdl9Y2tjycjU3bIB3Vi/MAv6ouA84EJreltriv3PUmr931VlInWZzC2X88da92kjeXlXLhO5NZlLsdxaqUn7xsMb//+MOWNs1mB1VTIacAT6vq+0Dy8KPNHk/YMLjivbcpDAaoiEaoiEQIGgZ//eIz1hTV34/phUU/8PGaVYRjsertFudu57YZnyaMNVW5/L232V5RQWU0SkUkQjhm8OCcWfywbWtTnV5SNLYFSm8GDViFgloJWooW/xo1W77dvZY/Cihafj/pBJdsbGzaDulUUv093l1vPHAC8DLwdNOa1TxEI1HefuRDQoHkVeOicMnfzmlmq/YsXlj4A9E6ElPhWIzZP2/k59LkFe42zc6WePfM84GPRMRLet9tmz2QWT9vwNBEOcVoLMbkZckLjqt45ceF1Z0vq7czTT5fv5ZgHdm2Bdu2UB6JJBT8hQyDSUtS68c3BRp8n+SKhgrhz5vVlgQLjI1xGxRiBS1uj42NTfOSzsW0zUarSvPL0CT6vlWYpjLxpr1b53NFQV51I4OaeJwO1hcXt4BFNkk4H0vC8URVLQE6Abe0rEk2u0p5OIKZJGoZU6UklFhsXJPKaOoGPuFYbQe6PBwhWbqtAsXB+o/T6Jil1FTQ2GFMDMz6W1g3NVY0ueq9C9hRZRubvYx0HOU2G61q36UdDmf9p/LB05/y1ZtzKNhaxLxPFjJ36rxayhjlxRXMmfI9Cz77ESNq1LOnpiG3ooKP16xi3tbNSS+uu8vQrt1wJ5Fwi8RiDOzUqdGPZ7PzqGpAVd9V1dXx19tUdXpL22Wzaxzauw+xJDenGW43xw3Yt95tD+/br1qrvCa92rWnfZ0ivYN69EyYLQLwu1ycsO+gnbR69xDvESAZyVd6xzWrLTXZEU2u8T7ZUWUbm72KdKqxzgdOBB5W1RIR6UEbiVa5PW5OuPoYpjz+Ucoxair3XvI4GlPcXhdur5tYNMaNz/yGQGmAiTe/gsvjAgWXx8W9H/2F/cbUfzFrDFSV++d8zcs/LsTjdKKqdPJn8NpZ59GnfftGO84vR47ijaVLiJo7IlU+l4uj+/Wnd7vGO46NjY1Fj+xsrjloDM/9sKPjXobLzYhu3Tmu/8B6t7113OHM/nkjgWiEcCyGy+HA7XBw/7HHJ6g1tPf5uOWww/nXN7MJGQaK5SQP7JTDmfvt31SnlxzPYeA5FCLfWnnKAPgh4zzE1b95bamBFU2uG+m2osp4j7UVMGxs9gLSUr3Yk2jsivpzul5FWUH5Tm/n9roQhEi49o9odqcsJm99BrenaWWNPl6zipunf1Krda1DhEGdcvj4kisa9VgrCwu4e+YXzNu6hQy3m4uHjuDGQw/D43Q26nFs0mdPrqi3VS9qs72inGX5efTKbseQzl3S3m7Opo28vnQxgWiU0wYN4dTB++Fu4Du3vqSYDJeb536Yx9zNmxiUk8ONhxxGvw4dU24zf+sWJi1ZRHEoxMn7DuTM/gHcThM8ByHir/d4+ZWVLMnLpXtWFkM6hCEyGzxjcLh3PligGoPQJ2hwKogbyTgXPEdWO6NqbARnz2aVjDPL7oHoisQVjvZIh8exBKGSsyd/R21sbNJnr9b3yvs5f5ecZAAjGkOTKP3HjBgLP1/KwScduLvm1YtVtFPbSTdV2VhawrriIgZ0bLy0iP1yOjPp7PMbbX82ewYi0gd4BeiO1QXiGVV9vM6Yo4D3gfXxRe+q6t3NaWdrxVTl71/O4N0Vy/A4nRimyaCczrx4+tl09NfvgAKM67MP4/rsk/bxioNBTpn0Cvvl5PBTYQEep5MNJcVsKStLKQ8HMLpnL0b37IVGFqLFv4HyaLzAL4a2uw+H/+SEbVSVu7/+kteXLsbjdBIzQxzRbQNPHPYZIm5M9yik438RR2ba9os4wX8K4j8l8XhmOVp4BmT+Hsn6Vdr73F0c7f7abMeysbHZM2kTuca7SkXJrssOJXOSAVQhUBZIuq4xKQsnV+pwioOKSOqCHhubGhjATaq6P3Ao8DsRSSbUO0tVR8YftpOcJq8vXcyUn5YTjsUoj0u1rcjP46bpHzfJ8SYumEfEjPFjXm6tYy7JzeX2zxPl4WqiGkSLrwYtjsuzVYAGofQ21Pg5Yfx7Py3nzWVLiFTL0Dk4p9/KuIMdhegPaNldjXZuWvkSaBQqn7KaktjY2Ng0E3tVRLmsqJxpEz9j2ZyVdNmns1XxLZCgj5QGbp81/RcN1Y7qxqIGI48ZuvvGNsDJ+w5mXXFxQiW70yHsX2N6d0tZGa8uXsjqokIO6tGLi4YOp6Pfz5K8XCYtXkRRMMiEgfty+uAhdgORvQxV3QZsiz8vF5EVQC9geYsa1kZ4cdGCpFJtczZtpCwcSqsDXroUB4O8snhh0oLeiBljxjpLHs7vTpG2EPqS5D+EBhp8D8m+odbSF+qc26B2RYzttgWHWMECkSiEPkL13nrTE9JBzXIIPA9EQV1o5aRmjSrb2Njs3TSpZyQiG4ByrJJho26+lljJZ48DJwMB4Mqmarubt6mA343+M4GKEJHg7kVcfZleRh03nEBZgJ++X0Oo0upq5fG7ueyO8+nQpemL3K4YOYopK1ewtbyMoGHgFMHjdHL/McdX5zEu3LaVy6a8TTQWI2qafLN5Ey8sWsCvDxzD49/PJRKLYaoyZ9NGXvlxIW+fd5HtLO+liEg/4EDguySrx4rIj8BW4OZ486G6218DXAPQt2/fpjO0FVERTv474xAhEI02qqM8ccG8BiXLwjEjtaOsZZYUWwIGmIl66XVntG4e9h1uh6XUsaO+zcAqhNtNR7nyJajWlQ5aUeXMSxrMn7axsbFpDJrDKzpaVQtSrDsJGBR/HILVyKRJ2u4+f/skyooqMOvRTU6H7v278puHL+ewM8agpjLrnW+Z+eZcMttncPKvj+OAsfs1ksX1k+XxMPXCS3nvp+V8tWE93bOyuHT4SAbndK4ec9vn0wnUaDIQMgwisRgPfTOrVuQpaBisKy7i7RXLuGTYiGax32bPQUSygHeAG1W1rmjtD8A+qlohIicDU7C+r7VQ1WeAZ8Aq5mtik1sFR/cbwDsrlmLUcWBzMjLolpnVaMepiiaHk0i9VZFMHq4WnsNIGlGWDMR3dMLiY/sP5H9LfiRqmgxqV8Rh3bbgctTZ3tFzt53ZHdHkUI2FMTuqbGNj02y0dPjwDOAVtUIh34pIBxHpEZ8SblTmfbxwt51kgFBlmPFnxX15Bxx1wTiOuqBldD79bjcXDxvBxUmc27JwmPUliQ1BUmktBw2Dj1avtB3lvQyxJATeASap6rt119d0nFX1IxF5SkQ613PzaxPnxkMP4/MNaykPW62hq2d9jj2hUWXFJi6Yh5HCSXYCHpc7qTxcTcTVF824GIJvWLnJAPjBfRB4xieM/92YQ/lkzWpKQyFuHvYdXmeS44ugqrt1rlY0uW5kPgiVT9pRZRsbm2ahqR1lBaaLiAIT41GnmvQCNtV4vTm+rJaj3BjTur5MH+XFu168V4U/q/GmS5sSr9NJqstTqrTseiNONm2OeOrT88AKVX0kxZjuQK6qqogcjFUAXNiMZrZaumVlMf3SK5m0+Ee+3bKZfh068MuRoxIUaVSV5fl55FZWMqxbN7pkNKwUsb2inEy3B0XJD1QyOKczWV4vgtXqOreykspohBMG7MtvRh9crzxcFZJ9G3jHo4E3QcOI/zTwnYRIYs1354wMPr30Cl5fshic89lY6aJbRpAMZyWIHxzdwNkj7fcqJQ4/uEclMdYLZgCctqNsY2PTtDS1ozxOVbeKSFfgMxH5SVW/rrE+mS+X4MM1xrTuadcdz6R73iEc2L385FOvnbBb2zcXXpeLY/oN4LN1a6gZR3c7HPhcLioikVpvtN/l4tLhI5vMHtUwWv4vCL4FGgbPGKTd3xFX0zdnsUnJOOAyYImILIov+wvQF0BV/wucC1wnIgYQBC7U1ia+3oJ08Pn53cGH8rsU6/MDlVwx5R02lpTgdAiRWIzLh4/k9vFHpozEqiqXvPsWfreLtUVF/D979x0mVXk9cPx7pm6BpQsISJGIsSGKBRUrdsVuNPbEGHtNjCa/aDRq1DQ7ikbF3rtYiQVjo9sQBVEB6Sxbp9/z++POwpY7u8uyM7PlfJ5nH3ZuPQPcuWfe+77nDaYnHOpeUMikI49pcWlIEYHwWCQ8tlnbl4QL+O3onYGHW3S+5vAVnwnF1sXCGJM/WS0Pp6o/pf9cATwP7Fxvk8XAoFqvB+IOGGp1x//+CMYcPppQQZDCroX4fBv+OFBEWLuifhfOtmubTfrWHlkDQEqVK/fYk77FXSgOhugSChH2+zl/p13ZbVD2BmFp6XlQ/ThoFZCE+Mfo6l+gqRVZO6dpnKp+oKqiqtvVKv82WVXvTifJqOodqrq1qo5U1V1V9cN8x92RnD/5ZeavXkUkmaAyHieeSvHo53N46ZuvM+4zZeECfqoo56uVK4mly7NVJRL8VFHOaS882+SgPmOMMc2XtRZlESkGfOmyU8XAAUD9GqwvAeeLyBO4g/jKstE/GcAf8POnxy/hpwXLWDDnB/oP3QRHHS4a8yeSicyDYADChUF+feNJ9Ozbg2Ejmz8BQD6lHId7Z01v0CfZUeWJL77gg1+dxbQli1kbi7LTpgPoWViUtVg0+R3EPwFqj5RX0Bha/RjS9eKsnduYtmp5ZSWfLV/WYLBfJJnkgVkzOMJjGmlV5Yap73kO3FNgbTTC7GVLGdV/02yFbYwxnUo2u170BZ5PPz4MAI+p6usicjase6w7Gbc03Hzc8nBnZDEeADbdvB+bbt4PgFVLVuMP+JtMlB1HOeqChrNFtWUV8RiRRNJz3cK1a/CJsMvAQZ7rW11yAUjQ7XJRRxwSX+QmBmPamMp4DL/PBx5Jb1mGCYWmLFzAiurMYy18IhknIzLGGLPhspYoq+p3QIMSCjWPdNO/K2Tsvpd13fqUIP6me58Ud8vc2lpdEeGLD76moDjM1ruPwJ+uYZxvXUNhCgJ+EvGGN+HBzRjY06oCw0C9kvYQBBu2mhnTGQzp3oOwP1CnhCO44wj2H9aw735Na3L97WuLpxxrTTbGmFbUqaewDoaCHHfZ4RQUhRvdbu2KcqLV0QbLX7t/Csf3O5PrT/w3/3f43zhx0NnMn70wW+FuEL/Px7k77UJhvQlECgIBLts1t+XsJLA5hHYE6v09SwgpOimnsRjTVvh9Pm4adwCFgQD+9FiCAn+AXkVFnD16pwbbT1m4gMUVmcdIFAYC/GH3sZSEG/88M8YY03ydOlEGOOWq4zj5qmOb3O7Wc+6r83rBnO+584L7iUXiVJdHiFREKV22lisOvI5khi4PuXbWDjtx+e5j6Z3ufzy4W3duOfAQ9hoyNOexSI+7oPBYoBAQCI5Gej6O+PvlPBbTfnz/5SI+eXUGvbsCOgAAIABJREFUq5Z0zIp044YN59njTmS/oZuzVe8+nLnDaF4/6TTPMQNJx2HH/puyy4CB7DJgIKM3HcCQ7t3pFg6z9+AhPHTUsZy+vVtKbWlFBf9d+B3frm76781RZebSn3jv+4XWbcMYY+rJ94QjeScirFlad2KOf713LVvu+jPO2+kKFn72AwBTHnmfiyacSUGRW2t48n1TSMQaPgJNxBLMmvI5Ox00KvvBN0FEOG3kDpw2coeNLvy/8bEUIt2uhm5X5z0W0/ZVlFbyf4f9jQVzvicQDBCPJhh38p5cfM9Z+Hwd5/v9yuoqLn3rdX5Ml4e7d+Y0osmEZ3m4g4ZvwUHDt2j0eCnH4Yopb/LKN18T8vtJOA7b9NmE+8Yf7dnSvGDNak574VnKYlF8IsRTDlfusSenjsz/55cxxrQFHeeO00LJZJIX7ni9zrK/n3EnS75Zui5JBrd/YO1W5fJV5TiORxkmhaqy6qzF21JtKTFtS7GYtukfv7qLb2Z8R6w6TlVZNYlYgv8+/gEv3vFavkNrVTXl4aqTCSricWLNKA/XmAdmz2Tyt/OIpVJUxONEk0nmLF/OlVPeaLCto8qpLzzD0soKqhI1509y0//eZ9bSrFTpNMaYdqfTJsprV5bx2A3P8uutLmkwtfXS75Zz9VE3N9hnyiPvr+urvNsRO1NQ3LCFJpFIst1eW2UnaGM6gUhlhGmvzSIZr9uFKVYd44XbO06i3Gh5uNkzW3TMSXNmEUnW/XtLOCne/m4BkXqDAGcsXUJ5LNZghqdoMskjn89p0fmNMaaj6ZSJ8o9fL+GMERfx8LVP89P8ZZ7beC1XVW49+14Axh6zC8NHDa2TLIeLwvzyyqPo2S/HVSWM6UCiVTHvOTuBqvJIboPJooqa8nAeyqINBw83R1Ui88yj0XoJdHks5vl0R4E1kbb3VMwYY/KhU/ZRvu3ce6kqq6L+BFb+gI+C4gKSiSSJWJJwYYhIpXvDCoQChAtD+ALujSUQDHDz21fxzuP/492nPqS4WxGHnbU/I/feOtdvx5gOpfsm3ei1aU+WLaw7a6PP72PngztO39mhG1gerjnGbjaEV7+Zh1OvnXhASQndCwrqLBvdfwAJjxrOhYFAk32hjTGms+h0LcqO4/DZ+181SJIBRHy8UDqJVyof5Y3Ek/xsx2HrZoD2+XzcP/cWfn//+eu2D4aCHHDa3tzw6h/502MXW5JsTCsQES677xwKisP4A+5HVKggSNcexZz+1xPyHF3r8ft83Lhf3fJw4UbKwzXH5buNpaQgTDhdzz0gQmEgyI37Hdig9bhbQQGXjdmDwkBgXQN+YSDAsB49OdJjVkBjjOmMOl2LsogQDLmj6OsLFQTX/T5v2nzmTZu/LqFWdXj0+me54PYzcxWqMZ3W9vtsw4QZN/PcrZNZPG8J2+21FYefcyDdepfkO7RWtf/mw3n2+F8yafYsFleUscegwZy47XaUhAua3tnDgJIS3jr5DCZM/4SPFi/iZz17cdGuuzE0wyRDZ+4wmpH9+vHIZ3NYG41w0OY/44DNh1MWi7JJoMsGnVtTSyD5Lfg3QwLDWhS/Mca0NaJeTatt2OjRo3X69OnN2vZPh93AYb89gDGHj66z/J9nTmDKo++TiDWsdxwI+gkWhIhWRqn/dxMqCPHwd3dYH2STdyIyQ1VHN71l7m3INWpaV8pxuHLKm7xcqzzctpv05d7Dj2r2RCTnvvoS80tX88ZJpzerQo1qEi27HKJvgoTcWThDo5DudyG+4o19S+1WW75GjTHN12G7Xsx590tmvDmHOy68H8epW9XinH+fzhajN6egOIyv3hTWyUSKSEWkTpIcLgpR2KWAVDLFs7e8mpP4jTFmQz04Zyav1isPN3vZMv445c1m7f9d6Rre+f47lpSX8+4PzZtlVKsmQvRtIA5aCUQhPgOtuLblb8QYY9qIDpsoT7z8IVJJh/LVFUx99pM664q6FnLL1Ov42xv/16A0XH0iws92GMYFd57JZf85h3En75nNsI0xpsUenO1dHu6t7+Y3KA/n5R8ffkDScYgkk9ww9b0GT9U8VT8K1K/SEYfIq6i2jVlKjTGmpTpkojzn3S/5ce4SAKKVUSZe/nCDVmWAUKjpLtqqSmVpFfufshf7n7IXQ7fZrNXjNcaY1rAh5eHqq2lNTqWT46WVFc1rVdaqDCtSQNPJuTHGtGUdMlGeePlDbi3WNK9WZYBAONhgWX3iE4ZsM6hV4zPGmGwYu9kQfB5FqL3Kw9VX05pcozqRaF6rcmgMnreSwHBECpsTtjHGtFlZT5RFxC8is0TkFY91p4vIShGZnf7Z6JIStVuTa9RvVY7HEvzl6L9zwS5XNuijXF+oIMQJVxy1sWEZY0zWeZeHC/C3fQ9odGDed6VrePO7+etak2v8ULaWd75vvFVZul4B0gUIpZcEQQqRkr9uzFsxxpg2IRfl4S4C5gKZ6jo9qarnZ1i3waY8NpVYdQx/wF9rqbLih5V8/8Uihm03mPuueIRpb8zyLBEnAuL3oY4yaMSmXHjnb9h85JDWCs8YY7JmQEkJb558Bg9/NosZP/3E5j17ctrIUQzr0bPR/aoSCXbadIBn63HSaTgpSW0SGAy9X0OrH4H4LAhugRSdigSsm5oxpv3Lank4ERkITAKuBy5V1cPqrT8dGL0hiXJTpadSqZRn2TcRCBeGUVXGl5xSp2tGjeJuRbxQOglVJZlIEgw13TXDmHxoy6WnrDycMW37GjXGNF+2W5RvAS4HujayzTEisifwDXCJqi6qv4GInAWcBbDZZo23Uvj9fvxF/ozrVZVYtfeAl5rk2Z2UxJJkY4wxxpjOLGt9lEXkMGCFqs5oZLOXgSGquh3wNm7rcwOqOlFVR6vq6D59+mxUXD6fjxE7D/dcV9KrC5Pvm0K0umFrszHGGGOM6VyyOZhvd2C8iHwPPAHsKyKP1N5AVVerak1Wei+wYxbjWecXlx/hubx0eRkTLnmAM7e5hLJV5bkIxRhjjDHGtFFZS5RV9UpVHaiqQ4ATgP+q6sm1txGR/rVejscd9Jd1L931RsZ10aoYq5es4aG/PJWLUIwxxhhjTBuV8zrKInKtiIxPv7xQRL4UkTnAhcDp2T6/qjLn3S8b3SaZSPHB859mOxRjjDHGGNOG5aI8HKr6LvBu+verai2/ErgyFzHU5vMLTVQ8IlRgg/mMMfmTchxmLvuJaDLJjv0HUBS0zyRjjMm1nCTK+TR/9kIm/v5hvv7kW7r1KeEXlx/BFjtuzlcffZNxn3BhiEN/My6HURqTeyIyCHgI6Ac4wERVvbXeNgLcChwCVAOnq+rMXMfa2Xy5Yjm/euk5qhNJRNyk+Yb9DuCIET/Pd2jGGNOpdOhE+Ye5i7lk7FVEq6IARCqj3H3ZQ/h8AgLULyEtbpI8at9tOfayw3MerzE5lgQuU9WZItIVmCEib6nqV7W2ORj4WfpnF2BC+k+TJfFUilNeeIa10Wid5VdOeZNt+mzC5j175SkyY4zpfDp0ovzodc8Sj9Qt9RarjhEIBTjvljNY9dMa1iwto2f/biTiSZLxFIedNY6h2w7OU8TG5I6qLgWWpn+vEJG5wACgdqJ8BPCQujMTfSwi3UWkf3pfkwVTf/ieZMppsDyRSvHkl5/zx7F75z4oY4zppDp0ojxv2nwcp+HMg6GCICP33toSYmPSRGQIMAr4pN6qAUDtSYAWp5fVSZQ3ZFIg07iyWBSnweMuSKmyJhLJQ0TGGNN55bzqRS4NGrGp5/JkPEmvAT1zHI0xbZOIdAGeBS5W1foFxMVjlwZZXGtOCtTZ7TpwECmnYYtyUTDIuGHekyUZY4zJjg6dKP/yT8cQLgrVWRYuDLH3CbtT0rOxWbWN6RxEJIibJD+qqs95bLIYGFTr9UDgp1zE1llt2rWEX22/I4WB9VUuCgMBttmkL+OGbZ7HyIwxpvPp0F0vttp1C/781GXcft59rFqyhkDQzyG/Gcdvbj656Z2N6eDSFS3+A8xV1X9l2Owl4HwReQJ3EF+Z9U/Ovt/vPpZdBw7isS/mUJ1IcPgWW3LEiJ8T8HXotg1jjGlzOnSiDLDLITuw83d3Ul0RoaAojD/gz3dIxrQVuwOnAJ+LyOz0sj8CmwGo6t3AZNzScPNxy8OdkYc4O6Wxg4cwdvCQfIdhjDGdWodPlAFEhOKSonyHYUyboqof4N0HufY2CpyXm4iMMcaYtsWe4xljjDHGGOPBEmVjjDHGGGM8WKJsjDHGGGOMB0uUjTHGGGOM8SDuWJ32Q0RWAj/kO44m9AZW5TuIHLD3mT+DVbVNzuxh12ibYu8zf9rsNWqMab52lyi3ByIyXVVH5zuObLP3adqrzvJvau/TGGM2jnW9MMYYY4wxxoMlysYYY4wxxniwRDk7JuY7gByx92naq87yb2rv0xhjNoL1UTbGGGOMMcaDtSgbY4wxxhjjwRJlY4wxxhhjPFii3EpEZJCIvCMic0XkSxG5KN8xZZOI+EVkloi8ku9YskVEuovIMyLydfrfdUy+YzItZ9dox2PXqDEm2wL5DqADSQKXqepMEekKzBCRt1T1q3wHliUXAXOBknwHkkW3Aq+r6rEiEgKK8h2Q2Sh2jXY8do0aY7LKWpRbiaouVdWZ6d8rcG9QA/IbVXaIyEDgUOC+fMeSLSJSAuwJ/AdAVeOquja/UZmNYddox2LXqDEmFyxRzgIRGQKMAj7JbyRZcwtwOeDkO5AsGgasBB5IP76+T0SK8x2UaR12jXYIdo0aY7LOEuVWJiJdgGeBi1W1PN/xtDYROQxYoaoz8h1LlgWAHYAJqjoKqAKuyG9IpjXYNdph2DVqjMk6S5RbkYgEcW/Aj6rqc/mOJ0t2B8aLyPfAE8C+IvJIfkPKisXAYlWtaXF8BvembNoxu0Y7FLtGjTFZZ4lyKxERwe0rN1dV/5XveLJFVa9U1YGqOgQ4Afivqp6c57BanaouAxaJyIj0ov2Ajjroq1Owa7RjsWvUGJMLVvWi9ewOnAJ8LiKz08v+qKqT8xiT2TgXAI+mR9N/B5yR53jMxrFrtOOxa9QYk1U2hbUxxhhjjDEerOuFMcYYY4wxHixRNsYYY4wxxoMlysYYY4wxxniwRNkYY4wxxhgPligbY4wxxhjjwRLldkxETheRTZux3YMicmxzl7dCXH+s9fsQEfmimftdLCKntsL5zxcRKxNl8s6u0YzHsWvUGNMuWKLcvp0ONHkTzoM/Nr1JXSISAH4FPNYK578fuLAVjmPMxjodu0a92DVqjGkXLFFuI9KtOl+LyCQR+UxEnhGRovS6HUXkPRGZISJviEj/dCvTaNxi+7NFpFBErhKRaSLyhYhMTM9E1tzzNzhHevm7InKTiHwqIt+IyNj08iIReSod65Mi8omIjBaRG4HCdEyPpg/vF5F7ReRLEXlTRAo9QtgXmKmqyfTxh4vI2yIyR0RmisjmIrJ3Osan0rHcKCInpWP7XEQ2B1DVauB7Edm5hf8cxjRg16hdo8aYzscS5bZlBDBRVbcDyoFzRSQI3A4cq6o74rbEXK+qzwDTgZNUdXtVjQB3qOpOqroNUAgc1pyTZjpHrU0CqrozcDFwdXrZuUBpOta/AjsCqOoVQCQd00npbX8G3KmqWwNrgWM8wtgdmFHr9aPpfUYCuwFL08tHAhcB2+LOsrZFOrb7cGfpqjEdGNuc92/MBrBrdD27Ro0xHZ5NYd22LFLV/6V/fwT30eTrwDbAW+nGJz/rb0j17SMilwNFQE/gS+DlZpx3RBPneC795wxgSPr3PYBbAVT1CxH5rJHjL1TVmimDax+jtv7AXAAR6QoMUNXn08ePppcDTFPVpenXC4A30/t/DuxT63grgC0bicmYlrBrFLtGjTGdhyXKbUv9+cQVEOBLVR3T2I4iUgDcBYxW1UUi8hegoJnnbeocsfSfKdb/n2n2I+Na+9ccw+uxboT18TZ27NrHcmq9dqj7/7kgfUxjWpNdo00f265RY0yHYV0v2pbNRKTmRngi8AEwD+hTs1xEgiKydXqbCqBr+veaG9gqEekCbMhI+cbOkckHwPHp7bfCfcxaI5F+VLwh5gLDAVS1HFgsIkemjx+u6Qu6AbYAmjWS35gNYNcodo0aYzoPS5TblrnAaelHpD2BCaoax72h3iQic4DZuP0BAR4E7haR2bitNvfiPt58AZjW3JM2cY5M7sK9cX8G/AH4DChLr5sIfFZroFBzvAbsWev1KcCF6eN/CPTbgGOB25/y7Q3cx5im2DW6nl2jxpgOT1TrP0k0+SAiQ4BX0oN82jwR8QNBVY2mR7JPwR20E9+IYz4PXK6q325kbKOAS1X1lI05jjG12TVq16gxpvOxPsqmpYqAd9KPbwU4Z2NuwGlX4A4Y2qibMNAb+PNGHsOY9s6uUWOM2UjWomyMMcYYY4wH66NsjDHGGGOMB0uUjTHGGGOM8WCJsjHGGGOMMR4sUTbGGGOMMcaDJcrGGGOMMcZ4aHfl4Xr37q1DhgzJdxjG5NWMGTNWqWqffMfhxa5RY+waNaata+412u4S5SFDhjB9+vR8h2FMXonID614LD8wHViiqofVW3c68HdgSXrRHap6X2PHs2vUmNa9RlubXaPGNP8abXeJsjGm1V2EOzVzSYb1T6rq+TmMxxhjjGkTstpHWUQuEZEvReQLEXlcRArqrQ+LyJMiMl9EPklPEWuMyRERGQgcCjTaSmyMMcZ0RllLlEVkAHAhMFpVtwH8wAn1Nvs1UKqqw4F/AzdlKx5jjKdbgMsBp5FtjhGRz0TkGREZ5LWBiJwlItNFZPrKlSuzEqgxxhiTa9muehEACkUkABQBP9VbfwQwKf37M8B+IiJZjskYA4jIYcAKVZ3RyGYvA0NUdTvgbdZfr3Wo6kRVHa2qo/v0aZPjl4zpkERkhIjMrvVTLiIX5zsuYzqKrCXKqroE+AfwI7AUKFPVN+ttNgBYlN4+CZQBveofy1qrjMmK3YHxIvI98ASwr4g8UnsDVV2tqrH0y3uBHXMbojGmMao6T1W3V9Xtca/PauD5PIdlTIeRza4XPXBbjIcCmwLFInJy/c08dtUGC6y1yrQyTf2EppbmO4y8UtUrVXWgqg7B7Rb1X1Wtc42KSP9aL8fjDvpr08pWlfPlh/PyHYYx+bAfsEBV22zFDWMao6nVaKJtfX5ns+vFOGChqq5U1QTwHLBbvW0WA4MA0t0zugFrshiTMagqWnouWmqFHLyIyLUiMj798sL0gNw5uGMOTs9fZM0z4dJJXHHgX6muiOQ7FGNy7QTgca8V9mTWtAda/me09HTctLFtyGai/COwq4gUpfsd70fD1qiXgNPSvx+L26LVoEXZmFYV/xhSCyE5H41/mu9o2gRVfbemhrKqXqWqL6V/v1JVt1bVkaq6j6p+nd9IG7fs+xVMfeYjnJTDc7e+mu9wjMkZEQnhPvV52mu9PZk1bZ0mF0BsKjjVaKTt9B7KZh/lT3AH6M0EPk+fa2K91qr/AL1EZD5wKXBFtuIxBtKtyRU3gUaACFpuhVY6kgevepJU0iEeTfDUzS9aq7LpTA4GZqrq8nwHYkxLaMU/gQQQgcp/tZlW5axWvVDVq1V1S1XdRlVPUdVYvdaqqKoep6rDVXVnVf0um/EYs641uYa1KncYNa3JqWQKAMexVmXTqZxIhm4XxrR161qTayqVarTNtCpnuzycMW1G3dbkGtaq3FHUtCbXiFXHrVXZdAoiUgTsjzsWyJh2Z31rcs2C6jbTqmyJsuk84p9A0qOLbfJLND4t9/GYVrPix5X897Gp61qTa8QicV64fXKeojImN1S1WlV7qWpZvmMxHZ865TgVt+OsGo+z5lQ0OqV5+2kSp+pJnNXH4qw6BqfqMVQTaPI7iE2hwbxXThkaeaH138AGCuQ7AGNyRsJQcKDXCiCU62hMKwqEAhx98aE4yYYTDG6+/dA8RGSMMR2POpXo6iMhtQKIu8vic9AuZ+LrckHm/VTRtedB7GMg/ZSvcj4aexO6XgOFx4B6TBDr69v6b2IDWaJsOg0JjUJCo/IdhsmCnv16cPY/Tmt6Q2OMMS2m1U9CahU1SbIrApUT0aKTEV8P7x0Ts9wxQtTqCqcRiM9GnKVItxuyGPXGsa4XplNSdVCvb69N7qeopjKuc5z896cyxhhjsiL2HhBtuFyCkPgMTS3DKb0YZ/n2OMtH45RfhzrVEJ8GGm+4H9WQaNtdHy1RNp2KppbhrDkLXb41unxrnNKz0VTT1ZRUozhlf0GXb4cu3wpn1dFo4vP0uiROxb/Q5SNhxdY4Kw5EYx9m+60YY4wxueXvh3fq6KAUo6uPgdgb7mA8LYfqJ9DSX6G+XkDYY79C8PXKbswbyRJl02moxtHVx0P8fSDl/sTeQ1cf3+TIWl17AUSeBWKAQvILdM0paHIRWv5XqHqAdd+ynYVo6dlo4rPsviFjjDEmh6T4VBqO6fGDrz8k5oFTiXt/rRGHxFzwbwrikXKKDwoOzV7ArcASZdN5RN8EraDuyNqU+603lnnUriZ/TA9AiNVbkUCr7oXIcw3XEUUr72qduI0xxpg2QILbQMl1IF3cHwogsCXS8wFIfUmdPsi190stQnpOchNqKXJ/fJsgPe5HfN1y+h42lA3mM51HaiFoVcPlGoHkwobL1+33PUgItH4ynIDEF4Dfe7/k/BYGaowxxrRNvqLxaOFBbrlV6YYEBgOggS2AAhr0YRYB/xAkuC30eReS8wCFwAjEq5W5jbFE2XQegS1Aihsmy1LorsPtnkH8QzcpDu3qftMNbJ5hEEIQgqPSF70H/4jWjb8TWbl4NR+/PB2f38duR+xEj77d8x2SMcaYNJEQKt3Bv758mxQehVbekW5U0vTSAPgHQGjn9H4CwS1zH/BGaPupvDGtJbxvetBA7e+HQfBtAuG90Ph0dMUYdO2laNkV6Io9cKqfRPwDILwf7jflGuLWZS4+E6Sr9/mClii3xAt3vMbpW1zAPb97iAmXPsjJQ8/jzYfezXdYxhhj0twxP8eiFbesWya+bkivpyC4I256GYDwOKTnI26C3E5Zomw6DZGgexEXHOa2IksRFByG9HoCSKClZ7l9mLUy3eocg/Lr0cS3SPe/Q/EZID2AEIR2Q3o9hfjC6Smx638I+CD5Vc7fY3u3+Nul3PuHR4hHE8QicWLVceLROLeePZHVS0vzHZ4xxhjS9ZQ1AtWPos76z2YJDMPX6zGk7+dI38/x9bgtc23ldsK6XphORXw9ke43AzfXWa7R11n/qKi2BBp5Dl/JH5Cul0DXSxoes9+crMTaGb3/9IcNpqEG93Hd/57/lPHnes2saIwxZkOppiA+FRJfgX8QFByAiFcJt/r7xaHyNtxB7GG06l6k6+V1thEJZifoPLBE2RgApxrvRDmVrpRhciGVdFCn4b+DqpJMJPMQkTHGdDzqVKJrToTUYrfmsRRCxd+g55NIYFDj+1Y/WWvcTgyqHkGLf9PuW44zsa4XxgCEdwOvGfekCCnYP/fxdFK7H7kzwZD39/cx40fnOBpjjOmYtPIWSH6X7maobrLsrEHL/tD4futak2uXgVO3VGoHlbVEWURGiMjsWj/lInJxvW32FpGyWttcla14jGmM+PtBl3NwB+zV9DcugtCuEBqbx8g6l2HbDeboiw8lXBTC5/fhD/gIFYY49Zpf0H9o36YPYIwxpmmRV4D6E205kJiNOh5lVNPc1uT662NQNalOX+WOJGtdL1R1HrA9gIj4gSXA8x6bTlXVw7IVhzHN5etyLhraFY08C1qNFBwC4f3aRZ3H9mre9AX0GdiTnv3WP7L71fW/ZM/jxjD1mY/xBXzsffxuDN6q8UeBxhhjWotXN8Q0CaarWngs12qg43W/yFUf5f2ABar6Q47OZ0yLSGgHJLRDvsPoFOLROFcedB3b7LEl175Q93Hf8O2HMnz7oXmKzBhjOrjCQ6Harfi0ng+CIxFfl4y7+YpOgKITsh5eW5KrprITgMczrBsjInNE5DUR2dprAxE5S0Smi8j0lStXZi9KY0zOvHrv28SjcWa8OYcf5i7OdzjGGNNpSJdLIDDULZOKpKeU7oF0uwkATf6As/ZSnBVjcVYdla4MlT2qSZyqSTgrD8RZsRdO+fUb1JVDkwtwSs9D1Wn12LKeKItICBgPPO2xeiYwWFVHArcDL3gdQ1UnqupoVR3dp0+f7AVrOgRN/oCz5gycZT/HWbYdTtmfUKcy32GZWuLROA/95Sli1XGSiRT3//GxfIdkjDGdhvi6IL1eRLr9G+lyIVJyDdLnHSSwGZpchK4+CqKTwVkOyS/RtX/Aqbwva/Ho2t9BxT8htRCcpVD9GLr6GNSpbt7+FX+H2NsQe6vVY8tFi/LBwExVXV5/haqWq2pl+vfJQFBEeucgJtNBqbMWXX0sxD8CUkAUIi+ipb9CtZF+VyanXr33bZJxt9ybk3KY/sZsa1U2xpgcEvEjBftA8W+gYDwi7uyzWnV3eiKt2q2zEai6HdVoq8ehyQUQmwLUPnYCUqvRyMvN2H8+xP4HKFpxU6u3KuciUT6RDN0uRKSfpOc1FJGd0/GszkFMpoPS6mfT88zXvlDikJgHic/yFZappaY1OVoVW7fMWpWNaTkR6S4iz4jI1yIyV0TG5Dsm0/Y5kddwVuyFLt8WXbEzTuV9boNS/FPchqb6fJDMwlCzxOcgfo8VEUh80uiuqim09BzcyU+A1BK08tZWDS+ribKIFAH7A8/VWna2iJydfnks8IWIzAFuA05Qa/YzGyP5FXW/laaJQGpBzsMxDU2+bwrV5ZE6y5yUw4cvTWPRvCV5isqYdu1W4HVV3RIYCczNczymjdPoO1D2B7ebAwpa5rYYV00A/8AMOyXAn4Xur77+rC/LWlsI/IMb3VXL/gCp2sm7QtUEnNj0Vgsvq1UvVLUa6FVv2d21fr8DuCOkXP5hAAAgAElEQVSbMZiOS501EJ8Fvm4Q3MEt4xbYCniLBsmyKvg3z0eYpp7NthzA4ecc0GC5iBAuDAGwaslqPnp5Bn6/jzHjR9Ojb/dch2lMuyAiJcCewOkAqhoH4o3tY4zb6lr/PhmBqvug++0Qn1FvfRjCeyO+nk0fW1OQ/AYkBP5hpDsOZBbaCXy9IRWlTku2+JGi4zOfx6mE6CveKyuuhfBLTcbaHDaFtWmXnMq7ofJOt3YjCtINej6AFB2DVt2Tnl6zpvtFCIIjILhdHiNuu9J1zqcDS+rXNBeRMPAQsCNut6hfqOr3G3O+HcZtxw7jMv9bvHjna0z8/cPuh6sId170ABffcxb7n7LXxpzWmI5qGLASeEBERgIzgItU684KISJnAWcBbLbZZjkP0rQxqUXeyzWOBLdCS/4KFdeDRgEHCsYh3W5o8rAa+x+69jIgBuqAvy/0mIAEMjdUifig58Po2kshMRNQ8G2KdP874u+f+VzJBdTtZllLsvWeINtMCqbd0dj/oHIC7oVY6c4S5CxFS38D0g3p9QyEdgf8QAEUHon0uL/pb7Wd10VkflT7a6BUVYcD/wZuymYgi79dysTLHyEeTRCLxIlVx4hH49zy23tYvbRjzvpkzEYKADsAE1R1FFAFXFF/I6seZeoIDPNeLoUgJfiKjkA2+RDpPRnZ5GN83f+NSGGjh9TUT2jpuaBr0rP3RSD1A7rmZFTrzwJY77T+fkj324AgEIKSq5HQ6Mb3CW4BhL1XhnZtdN8NYYmyaXe0+lHqzjMPoOCsguRXSGAzfD3/g6/fXHz9PsPX7bpGC6h3ZiIyEDgUyFT35whgUvr3Z4D9JIvfON5/5iNSyYaDSESE/z3/abZOa0x7thhYrKo1o56ewU2cTSehmnJbcqufRhNfN2sf6fI7oKDe0kLociGSHlgnEkACA5t9/9TqZ4Fk/aVuq3Rs6volqZ/QZMMWba2c4G5PDCpuarJSlUghFJ/pxl1HAdL1smbF3ByWKJv2xynLsMIHTkVOQ+kAbgEuJ+PzKwYAiwBUNQmUUW/cAbTepECpRAp1Gn44Oo6STNT/ADbGqOoyYJGIjEgv2g/4Ko8hmRzS1DJ01QHo2vPR8uvQ1cfjlJ7ddAtueBekxwTwp2dAlZ5QcjW+4lNaHoyznLoz/dUE6bgNWTUvS89H155bJxHW1CqIPMW67vXOUoi/1+QppcuF0PV34OuL281yJNJzEhLcquXvox5LlE1eqbMWp3IiTum5OBW3oKllTe9UcCANvwkDmmqX/ZBVUzgVd+COwckdETkMWKGqMxrbzGNZg0y2tR7r7n7kzgRDDYdOiMCY8Y0/hjOmE7sAeFREPgO2B5ruTGo6BF17GaSWrO/qQBRiH6JVDzS5r4R3T1e4EJAwUnjERsUiod2AIo81DoR2dOONfeL2H07+CPEP17+Pda3JNQuq0fLmtCoLvuJT8G0yFV+/L/D1ehoJjdqo91GfJcombzT1E7ryQKi8w51Rp+o+dNXBaOLLxncsHI9HrgYFhyI+r4u0jYu+ClW3odXP5PrMuwPjReR74AlgXxF5pN42i4FBACISALoBa7IV0LDtBnPURYcQLgzh8wn+gI9wYYhT/3I8/Yf2zdZpjWnXVHV2+ovqdqp6pKpah/5OQJ21kJhNwweCUYg82fT+ia8hPo115eGir21cQAX7Q2AIEKq9EAoPWTeYTytuwk3oI2jFjahqujX5cRoUa0n92KxWZU2tchvcyq5GI6+0eqOTVb0weaPlN7oX57qLPA4aR8v+D+n9fOYdI6/i2dAZexXVPzc54KAtUU25U28CVN6CFh2LO+t7Ls6tVwJXAojI3sDvVPXkepu9BJwGfIRb9/y/2a51/usbTmKv43bj/Wc+wuf3sfcvdmfI1oOatW91RYS3H3mPn+Yv55DfjGOzLQdkM1RjjMkfTeD90I905acmdq/4O+uSU612XxccvK6P8oYLQGBztzTcOinwu90g1rUm16hpVfZ1A19PcFayvhFMQEJocjmSYbwegMZnoaVnuE+UiaGRF6FqAvR8stXGJlmibPInPhXPrrHJr1GNZE54o5PxnFQEP8Q/g/AurRhklkVfXd+vWmNo9TNI8S/zGpKIXAtMV9WXgP8AD4vIfNyW5BNyEcPwUUMZPmroBu3z+dS5/OnQG4hH46SSDi9NeINDfr0f5932K6t4YozpeHy9wT8AUgvrrQimuyhmtr41udY9uKZVufCwjPs1Kv6J+3S4zoC+BFT+Ay08pFZrcg23VZkek9Jjj2q3wSigSKCR8nCqbkk5ra61tBqSP6BV9yFdL27Z+6jHul6Y/BGPfsbuCtzSbhn4umZY4UA76nqxvjW55iKPuK3KOe6r7Mai79bUUFbVq9JJMqoaVdXjVHW4qu6sqt/lPLhmSMQTXHXkTUQqo6SS7gd/IprgjQffYdrrs/McnTHGNE5V0ehbOGtOw1l1NE7lRNSpanQfEUG63QxSzLoyaVIE/n5Il/MbP1/FP2g44YjbqqyaaWx3E+8h+nq67nL9QP1o1SRIenSrTH4LVQ+AeLTbajWa7g7iVN6Ns3wXnGXb4aw+GSe5CFKLwVntEUk880QkLWCJssmfwl/QcFBeEMIHNNr9QIpOcms91l0K0gMC27Q4HHWqcMquwVk+CmfZtjil56Gpn1p8vCbVbk1eF0QsH32V270vPvgaJ9Xwwz1aFeP1+/+bh4iMMab5tOKf6NrfQfwjSH4Blbejq49DvRLPWiQ0Eun9JnQ5BwqPQrr+Gen9KuJrYjbTwBDcBqnaT9v8ENyy5W9CCvDuCiLgK4aCwyF8CG6t5ACED4aCQyFjFwkfEMZZcxZU/gu0FIhC4lNYdQCaKsVzvBJQt5/0xrFE2eSNdDkXwrsBBe43YimEwM+Rbtc2vl94LBT9GgiBdHH39fVBet7b4kfsqur2c4o8nR49HIPYFHT1Me40mVmglbcByfR7T/+Qgiqb1X1DJRMpHMe7FSQRb7xMkjHG5JOmVkD1g9TtlhCD1BK0+sUm9xd/H3xdzsXX7Sak6Bgk49PaWlJLcLtd1E40U24Lb6Z+z03FUTgezwRVHaToFHzd/wGhUUDAnVU3uDW+7v9Eik/FO+ENQWgPiL/r9Qbc5DmwOQ1T2QIoar1egtZH2eSNSAjpcbc7DWViHgQGI8Gtm7Wvr+uFaNGJkJjhTl8d2nkjBiAAiTmQnEfdUbcOONVo5HlkY2pLZiAl14DjUUDCV9Lq5+roth37c+JR74R4z2PH5DgaY4zZAIlZICGPAXgRN0ks/kXrnzP+KZ7JaWo5aLl7X91AEtwKLfolVN9fd0W3mxFfF1RjUHk7EHFPXXU3WnSyW62q+53o2vMAcesuk4IuZ7uVLzJJzEF6v4iu+aXbwKXpyarCeyBFrTfWxxJlk3cS2Dz9rXAD9/P3Af9BrRNE8tsMT3Ai3v2qWoGEd8/KcTuj8tUVaMrjH1BgxY+rGi43xpi2wtcT7xuQD3z9snNOKQD1mqDL8eja2DzqVEH14w1XVP4LLTgArX4iXamjRgqtfgTpcpZ7P+zzAcTedQfnhcci/v44kTczn9DXBQlsBn3egdgH7oQnwe1adbIRsETZtKJ5q1exrKKCrTbZhD5FxfkOZ8MEhrizWjT4rCqAwEb02TItsmrJaj5+ZSY+v48x40fTY5O6rRtzP/mGlYtWr2st9gf8HHH+QZStLOfrafNJRBMM3HJTBo0YwLDtBufjLZiNpImvwNcL8Te/frY6ZRB9G4hCaE8k0LyygsbkVXBHkO6gEepWggohRSdm6aSZaq75aWlqqFVPULf7SFpqIRr7dH1r8rodInValcXXBQ3vCRpzK3oAvsIDcMrCQKzhcYvPAUAkCAX7tCjm5shaopyeTrN2xethwFWqekutbQS4FTgEd+j/6ao6M1sxmewojUT41UvPMW/1KoI+H7FUil9uM5I/77l3+ynLFRwN/sGQnM/6KThrZis6Kp+RdTov3fU69/zuIcQnCMKdF93PJfecxbiT91q3zZUHXU+kIsKu1aMJhYL06t+DPY8dw58OuwEUUskUcz/8hsE/H8iuh+2Yx3djWkI1gZb+2h2z0PP+pncANPYuWnoRbv9KB7gR7fJbfE2M/jcm30R80HMSWvpbSP0ENd0IS65Dgltk56RalmmFu056bPgxY69mXld1N2glSL2qVVoF0VfQ8D5o2e8gPh0Qt+xdt5uQ0PbQ8wlYcyJ1qnQUjMeXo1KqWUuUVXUe7lSaiNt5dAlQfxaJg4GfpX92ASak/zTtyCVvTOarlStIOM66/8ZPfvkZP+/Th+O2ankVilwSEej5EFp+LURfB1IQ2gkpuRbxbXhfLdMyS+Yv5Z7fP9ygv/G/z5rIDuO2o2e/Hrz+wH+pKnNL6t198YNceNdvSCaSbnm4irojxN944B12PngHdj64dac0NdmlkefBqYb4NDQxFwn+vPHtncp0klyvNatyIhoai4RGZi9YY1qBBDaD3pMhtQCcKgj+PLuTT/n6Qcqr60WgYTLbXMFd3YodXgp/gXQ913OV+kfAmuPS/ZHT/YxTC9HS06H36/hCW0O/z3BiUyG1FAoOwNdUVY9WlKuqF/sBC1T1h3rLjwAeUtfHQHcRyVxd2rQ5pZEIHy9ZRKJexYFIMsn9s2bkKaqWEV83dwRu3y+Qvl/i6/kwEtiwSS/Mxnnv6Y9IJVMNlovAB899CsDdl05at/yViW8Rjyf4fOpcKw/XQagm3NHsRIDE+pkrGxOfCuJ1O4ujkRdaOUJjskNEkMBwt+RbtmdoDW7rvdw/CEnXNFZnDRp7D018RbMmZPVl6s4h4CtCQjt5/6Tmuf2LqffZr0m0+qlahx+Lr+j4nCbJ0ESLsoiMAU4GxgL9cT+5vgBeBR5Rzdh2X98JgEcPbwYAi2q9XpxetrReHGcBZwFsttlmzTylyYXKeBxfhu4V5TGPPkXtgNtdZCMqaJgWSyVSqNPwA9lxlGQiWac1GUAd5e6LH2TMETtlPKaVh2tfNPJ8rUkLnOa1KmsSPG/kDuu7UrV9IjIa9367Kevvt2+rqkd5HGM2QvJz3G5Kta8bH6S+x3ESUHkLVE/CnT86Cf7NoMf97iD6TJzlGVaEEWdphnW4peo8JzmJe8w6mHsZW5RF5DXgTOAN4CDcRHkr4P9wZ4l4UUTGN3UCcb8WjQee9lrtsazBp52qTlTV0ao6uk+fRv6RTM4NKCmha6jhN9+Az8e+Q4cBsLq6mrumfcLFr7/Kf2ZNpzzWeAH1fNLE5+6kI2VXuH0emzlDkSYX45Rfj7PqaLT6WbcMjtlgux2xE8FQw+/vIjBm/Og6rck1Xpn4FiN2+Zlni3JBcZhxJ+2ZlVhN61vXmlxnStpmtCqH96BBaxSAFCIFh7RmiFkhIqeLyEzgSqAQmAesAPYA3hKRSSJirUSm1Uiv55BNpkOf6dB7KvSZhmwyDek7DYm9BZFHgLhbGUMjkJyPrr2g8WMGR7szA3rJ1IINaGAEDWYJrOEb0qz3k02NtSifoqr16ypVAjPTP/8Ukd7NOMfBwExV9fqqsRioPSx5IJDFqdBMa/OJcOO4Azlv8sskUilSqoT9frqGw1yw8658u3o1xz79OPFUklgqxZvfzefu6Z/ywgknM6Br26oX7FTemx6VGwccdzrO0FjoflujgxI19iFaeg7uha5o+V+g6l7o9QySccah1tORWqE2HzmEoy48hOdvn0wimgARgqEAJ191LJ9P/bpOa3INdZRJ//c4l0+6gBtPuQ1NOSTiSQqKCxi13zbscYwNe2gvNPIiOPUfVDoQ/wBNzEOCIzz3E18PtOTPUH4dkMRNmgug4BAItYs62sXA7qrqUTIARGR73LE8jRSVNab5RMLuYHUA6t6LnepJ6QoctaUg8SWaWob4+6GJLyH2Ifi6QsHB7liewkOg6k5IJVj/JKcAQrs0WrJNUstQ/Hh+2dW1LX6PrSVjolw/SRaRktrbq+oaj0Tay4l4d7sAeAk4X0SewB3EV6aqjbTPm7ZonyHDeP4XJ/HArBn8WLaW3QZtxknbbk+PwkLOm/wylfHYuscE0WSSeDLF9e+/y12HNvlAImc0tRwqb6NOCRqtdvs+xj+A8Fjv/dRBy36P54xKVfcjXS/MWswicjpwIbAQmIHbClWA2wr1BxH5Avizqrarm+uv/3YS2+29NY9e9wyBYIBTrj6OkXttzfQ3ZjN0m0Ge1UYHbzWQsUfvwqARN/LwNU9RvqaS/U/di/1P2av9VF4x4B8EhRlm1Gqitquv6Hg0tDMaeRm0GikYB8Ed2sW/v6re2cT62bmKxRicDMmp+NFUGVrxb4i+hjuzbBAq/gbd70HCu0KvZ9HK2yH6BhCCouOR4l81fj6twC1X17AhxLvWc241WfVCRH4LXIubCdTcoxS33FtT+xYB+wO/rbXsbABVvRuYjFsabj7u39AZGxa+aStG9OrNjeMOrLMskUoxa9nSBomNg/LeD/nvd1RH/H9uSZ76wWo1Gn3TnTbbS2qhW/KmgRhEJ0MWE2U6aCvUSxPe4O5LHyQRTyIIfzzkBi6Z+FvGnbQnow/cPuN+n0+du748XCrFVx99w7czvuPcW85oF8mSAV94Fwi3/AmABIYgXRt/PNyWichQ4AJgCHUbptpOq4Lp+ArGQdUk6s5UCxB073mxN1jXVUKT7h9rz4dNPkJ83ZGSP0PJn5t/vtDOeHedKnK/8OZZc8rD/Q7Yupmtx3WoajXQq96yu2v9rsB5G3pc0z74RPCL4HgMsgn529hcN1KId5d5H0gjk6dI4fppMz2PmT0dsRVqyfyl3HPZJBKx9IcvSjwS59+/uYcd9tuWnv28a3tmKg/3+v3/ZaeDRll5ONNevAD8B3iZujNPGIOmlqDRt/AVn15n+Y9la3loziy+X7uWXQYM5BfbbEtJuKDp4zlr0eonITEDAsORopMQ/wCk+Ew08hI4q3G7MgGEoeQ6iDxXbwxBDQfiMyC86wa/L/H3Q4t/7dZarv3f3r8lhN1EWRNfodWPg7MKCe8LhePd7iM50JzycAvwbA83pq65K1dwzFOPkUi5iaPf5+Og4VsQ9NX9bxb2+zl2q63zEWJmob3wnkI02OiEI+LfNHMiHc7eTEF1YhAZKiL/EpHnROSlmp+cnLyVvff0RySbKA/n5fOpc3GSVh7OtHtRVb1NVd9R1fdqfvIdlGkb9JurkXHnoIs+XLfsk8WLuP2iCzjjyGOYeMTRHLL/gfzj/HNZWVXV+LFSS9GVB0Hlne600VWT0FWHovHZuKlhgLrf1TRdsq6xMnHNKCGXgRQcQN1qU0EoOACRAE71c+jqEyDyNMSmoOXXoauPI8PD1FbXnET5SuBDEblHRG6r+cl2YKb9+dsH7zNn+TJe+Pqrdcv+us9+bNGrN0XBIMXBIIWBAKP6b8plY3bPY6QepBB8XtPdBsA/MONu6pSDlnsdEBJzWy28JrwAfA/cDvyz1k+7k6k8XDKZIplIeuyRXp9IeT8QwMrDmXblVhG5WkTGiMgONT/5DsrknyZ/QG56Hj6JwjW/cZep8sa113DNY08yoLQUHzCgtJQrJj3CO9f/tfHjVfwjPVCu5ilcwu1qWPYntOp+cFZSN1GOo2VXQOERuIVZPIRaPguqVvyD9a3X6XiqJuA4a6HimnScNfFEIPk9Wu1VTK31Nef59z3Af4HPsUdBJoMvVyxn+tIlOKr8/aMPOHLLrQj6/ZSEC3jphJOZvWwpC9eWMqJXb7bepG++w20o+Xl6VqD6HDTyIpJpqkwpQLrdjCa+ger7gJQ7q1GXK5Bgk934W0tUVTvEl9cx40fz0DVPNVieSqYYc/jojPttO/bnVh7OdATbAqcA+7L+fqvp1xmJyPdABW5Hz6SqZr5YTLujqujX5yNPliIK+uhcnD+/xMpe+/LrZ56jKFG3MaAokWDsPffCDTcyc+lP3PrJh3y7ZjVb9urDxbvuxnZ9+0HsfTxTutRCiEymYf9kgBj4h0Nwe0h8VGu5QLdbWjxJiibmuYPmG6yogIo78J7XIOoOKCw+tUXn3BDNSZSTqnpp1iMx7dpN/5tKPN3lojqR4IWvv+K4rd26iSLCqP6bMqr/pvkMsXGJeRlWRCD5GeCdKIuEoPBwtPoE1n/opBBfIbIR36430K0icjXwJrXKdqjqzFwF0FpW/JhhKITCikWr6D/M+0tWQVGYyyddwE2n3EYq5ZC08nCmfToKGKaqXllKU/ZpyVgi0/Zpxd+Qf7wPNU/bHEWuPo2iCXMoLi313KfvmjVM/eF7fvvqi0STbkvtsspKPl6yiAePOIbRwULwnDNOwFfi3SyqSRCFRP1bi0L0BShoYaOErwTCh0LsddYP6vNBYFsIjoBohjZaX7eWnW8DNSdRfic9M97L1L0Jt7sarSY7arcmg5so125VrrGkonyDayevjUb4etUqNikuZliPng3Wa2oZ+Hqvm3KzxQKD3Y6wDZ76F4D/Z43uqvFZkPiKdTtrtTtBQsHBiLjvX5OL3NmHAsMRf93y45paDsmFEBiM+Fs0g3uLWqHaol79e3D42QdQtrKcb2d+h8/vZ/iooZT06kJJz8ZrUo89ehe22PEW3n7kPSpKq9jlkB3Yfp9trOKF2WiqKYh/mLn6TeuZA3THnWzEGNSphIX3w5MVSPrrk8RBnyyj+MobWdOnN71XNvx+VN2/H9e+/866JLlGNJnkr++/w4uH/xIq76LuRB9Bd2xN4OfpmfvqkWKIvECdMqrrDvwqmrqy8Zn7MvH1g9R86la+cCA5zx3MV3U3pGoXXgMoRIpO2vBztUBzsouaprQray1rVnk40znUbk2uUb9V+dMliznx2Sd5/aTT+VmvXl6HqUNV+ffHH3LvzGmE/H4SjsPWfTZh4mFH0qOwML1NHF11BBSfinTZyOIpwZ3A19uz+4UUHd14rBU30eCDQ8sg+hoa3hddeyHEPwEJgcbQwqORkr8ADlp2pfv4SMLuuvA+SPd/bugjrI1phWpTRuw0nBE7DcdxHA4p/CWBoJ8H5zW/V0nfwX046U/HZjFC0ylFX0PLLoWeTyOhkdk8U1/gaxGZRt2GqabKwynwpogocI+qTsxijCaHNP4p/Gvl+tbkGo4iNz5N+KabiZ59NgXx9R//8XCYgptuZkGp9/eteatXIcUXoNF3IDlr/Qpfb7eyRdkVNJzeGnc8TvXLmSJFY1OQogx10BuTmOkmxRTXHWuiMYg8gfS4D11zWrqmsoAmoMuZufjiCjQjUVbVobkIxLRPFbEYHy3+sc7/bcH91vrUV1+sS5T/9oE7cPvmD6dy7+FHNnncV7+dx39mTSeWShFLJ+GfLV/GxW+8yqQj3URIq58CrYKqe9Gi0zZyFryEx4xgAApOBfi8y5KpswYSs3D7UNV8c/eBRtHIs24/sPgnQMy96AEiL6KBoe5xo2/gThOa/pD7f/bOO0yKKuvD7+kwPZEh5ySgEpQgSFDBAIY151UxYVrX8Km7rjmgrmJOa845gGLCDEgSJUkUkJzDZCZ0rKrz/VHdw8x098wwgSH0+zz1MH2r7q1bdKhT557zO4EpaNETSKO7d2Xy+5wX6p17PsEMmZghk8+fncA5N5/a0FNKsJ+iaqJFj9t/Fz2GNPuoPk93fw37HamqW0SkJXbJ6+WqOq3sAeGV4WsAOnZMVMPea3B1Ydt0F20ruEEkCMW/W2S8PQpNSiJ4xx24N2/GbN+epDFjYORIGr3yAoXBaO9vk+QUu3aAUSHh3CoA36eQfj3k/wnlCiq7IOM28E0FIzvGRMX2RNfoGg9CGj8HMaRkcR+CuDpCiym2jJ2VD+7+iLNqh1tdUZ2CI9cDH6radQRFpAlwoaq+VN+TS7Dnk+HxsOjaG/lmxXIenPoLXiNEktPJ9yMvo204zGL25k2syM1BgRkb1rMyN7dKr/Ib8+fhq7BkFLIsZm3eRI7XS7MUFxQ/h21kOlDvu7XzKgemUT7jNoKJ+j5DMmKH6YujKbScj/rGQ9ET2HV53ND8e9u4zhpEdFKEzxZzVx/R9e0D4B2LZty1KyEDNfVC7ZFYlsXYp3aq2719z8cJQzlBw+H/fqeyTWgJGlxYn17lDcBWVfUDiEgK9ve7UlR1S/jfLBH5AhgITKtwzGvAawADBgyouY5XgnrFtCxKQiEaeWyN4BUFaZx8851Ey/oo7TNSmAbIyJEkjbTDEMoadVcd1p+X584udy9Ncbn4R//D0aKHAD+q4ahDBREflLwKrm7YuaFlsSAwHVzNY98qAXE0rtE1S7gMdqXHiAOSDq/R+LWlOvJwV0eMZABVzQeurr8pJdjbSHI6eX7Wb3gNO/NWgXcXzCcpHJ88ZsbU0i+qYZk8PnN6lWPm+2LrI7ocDgoD/rA3OWKA+m2vshWrQl41sXYQWwPSCIuuV4K4oeQlypWx9n2KYBFXKEaL4lT0g/IyONXifuzwi0fYy+XhYKc3OULAG+TzZyc04IwS7K+UepNLCywEwqFW9cY4yn/5zXBbXEQkTUQyIn8DJwBL6m2GCeqVp3//lTM//bA052f+tq3E1r4Usr2VS19ed/hgRh7ah2SXi9SwPOuovv0Z1fcwNLSejcVpyPhC5PC1ONqtRAeswxiXDd537PAGSSuzeSA4HYyNsU8mabZixj5IdWKUHSIi4Sp6iJ2dVDMNkAR7NZsKdzBu6RJyvCUM7XgAI7p0xeVw8N2qFRQEdnpGg6bJJ38u5vqBg1mTn8eK3J2JBqZqtbzKR3fqzCd/LsawyhuMSU4nHRulQs5zlDNM1aqdVznp8NgV9iQV8VSeyau+rypUKgrY4u2pV4CzHZjrKw4KSYNsYzk4K3pAV8/SJMBqUiMv1J5IRW9yhIRXOUGDUNabDIDWt1fZVTbXQFWDUnXCQivgi/AKlAv4SFV/qI/JJahfdvj9vLPgD1Thp9WrOJZcKaAAACAASURBVKnbgQxq1y7u8a3TMyodzyHCXUOP4ebBR7K9pJjWaemkuN0A/JHbgv5TFyH/yUJ8tlHu3BxC/rMFMo9CLhwdY0Q36vsknOhXwUjXEDi77sLV7j1Ux6P8IzBWRIaLyHHAx0DiS7ifMWntak744B1emTubj5cs5tafv+eCzz7FGwzy2IxpeCvoOJpq8eLs38t5kyOEzKq9yjcMHEymJ7nUKy3YS0YPHzsCh/+zGCU0/VDyWo29yuLqCKnnVyg7nQKu7uAZHrefagiKn44xHwO8byGNHrLHKdWBdIOkIxm3IRn3hKv6RZ5XnbZh3mj0rk5/l71Qeyrv3Ffemxwh4A0y/rlvG2BGCfZXVLWCNzmCvzRmuR7IFpHSkCkROQOoVPJNVdeoap/w1ktVH66vySWoPusLCsgq2bX70QuzfyNomvhNgwenTsZSpUuTZnRtHDtH5oFjdgobGZbF/K1bYh6X6nZzQOMmpUYyQLdGW5BHc0uN5AgOv4Xc8zDi6hpj64ikXmp7l8t5uZPBcwziilW0a++nOh7l27ETAP6J/T/zE/BGfU4qwZ5F0DT594/fl5OZ8YZCLMvJ4pMli+iY2ZhGycn8lZONYn8puzRpisMhNElJ4ZAYBUbSk9xRbWVpmZbODyMv492Ff/Drxg20b5TJlf3607tVa6yS6eA6KLqTeMK6kDVL6pOMeyBpMOr9xI4fTj4NST2ncuk59YKzCzhiOHBVEc9gaP45WvIGGGvA3Q9JG4U4W9vHNPsaLXnbfkJ3dUfSrkRcnXd16jXxQu2RtD+wDR17tsMMWezIKUQcQqNmGThdDlp0sFcgNq/eysePfEEoEOLMG/9Gj0ExPgu7iGmYzPlhAdvWZnFg/y70HHJQQlYuAaScbifdVsRVb8lw1wIfisgL4debsKUfE+xFqCqjvvqcNhkZfHj2+dXq8878eby5YKc+8baSYk796D2+G3kZ3150KVd8/QUzN9mqTGkuN/89bgTDOu3UWvhi2Z/cOflnJl4yis5xDOuypLlCsDlOsPHGTXH7ibM1NBuLFv4XgnNAUiH1AiT9xmpd595IdVQvLOCV8JZgP2RJ1vbSeKmy+AyD71evZNx5F/LEzOmszc8jYJpYqjx07Aj6tGpdq/M2S03lX0OO4l9Dyrc70q6CtKtqNXYsRASSj0eSj69+H0cm0uyDyo9xdUMyH42zrwOSed8uzTMG2SJyuqp+DdXzQoWPS8ZO+PFg/xZ8pqr3VzjmcuAJYHO46QVVrbcH5RMuO5aAL8hLN7+NEbQ9ywFvkH+9fi1Dzx7MG3d+yKePfVl6/OSPZjDolMP47zd3xhuySrI35XLzUfdQlF+MGTJxOB0c2L8LY76/G0+Kp9bXlGDvRESQjFt36zlVdTUwWETSAVHVGFZ6gj2diWtWk1VSwraSYhZnbefQKqrRFgeDPDh9SlT78twc3ls4n0v79OOlU07niLdeJWSajOzdhzO69yw9LmSaPPHbDFB48rcZvPC306qc49KCNvRpuya2sdyhcs+wuLohTd+p8hz7CnFDL0TkGxE5TUSiXH8i0kVEHhSRK+p3egn2BJKcTqyYiW6Q7HJR4PfxzoI/SmXcAobBo2E5uAS7hWuBu0Rkg4hsYOcqUFUEgONUtQ/QFzhJRAbHOO5TVe0b3up1NWnzqq288q93S41kgKAvyNNXvcKyWSvKGckRZn37B9M++y2qvbo8dun/yNmch6/IT9Afwl8S4K/Zq/j4kfE1HjNBgl1BRC4WkdL7saoWlzWSRaSriBzVMLNLsCuoKo/MmIrXCMW8F/6Vm8OTM2cwZvpUFmzbCsBr8+bEHe/F2b8D8PysmQRNk5Bl8c7C+eSUlJQe8+XypXhDISyUSWtWs64gdrW+smQ2vRn/bS3RlPIrZ2ayG3nkkWpf7/5AZTHKVwNDCctOich3IjJZRNYCrwLzVPWtygYXkcYi8pmILBeRZSIypML+Y0Rkh4gsCG+1dq0lqHt6tWhJ4+TkqPYUl5sLD+nD63/MLedxVmDh9m0s3L4NsOObT/3oPfq88j/OGfsRv2+KkzW7C6ixHiv/Bqzt/bGyjsEqeRt78aOKflYR1o6HsLb1sbfCh3cprlkD07EKbq7N1OscVV2tqoOBnkAvVT0i7Jmqqp+qlkpvuMNbg8pGTR33G0Yo2sMhAq/8+724/cY+GZ0AWB1KCr38+etyLLP8ZyfoD/HjO1NqNGaCBDWgGTBfRN4SketF5HwRuTTskJoKPA5sr2KMBHsAE9esJttrG7GKrVqxOMt+616bN4ezPv2QV+fN5o35cxk5fiwPTv2F7SXxFw58Roif16zirQV/lCa3B02T0z55n4BhlHqTI3lChqU8+duMKud5QOszyb7wLVbffyhG2yRUINSuGc433oaRu6fi3d5CXENZVbep6m2q2hU4D3gI+Bf2jfh4Vf2qGuM/B/ygqt2BPsCyGMdML+OterAG15CgnhERXj/tLBonJ5PmTiLF5cLjdHF2954c06kzb83/A0sVj9NVuoVMk2d++5VvViznxu8nsDQnm6JgkPnbtnLF1+P5dWNFJYjqo+Z2NPccCEy0lSOsLVD0LFpY+XOWqonmXQC+j7EVM3zg/QjNu6h6RrYqWvgg+H+0y1Y3MHXhhRIRp4gswC5W8rOqxpDh4BwRWRR+6I25Jici14jIXBGZm50dS4y+epghE6tiBSogFDQwYxjQEYxg/H2VUdFALjdmjKTCBAnqA1V9DjgMO1m+BTA8/HozcImqnqOqKxtwigmqQak3uUxye8SrvLmokGd+/xW/YWCqotjhi5/+uYihHTvFHXNguw7c9EN0IvP2khLeWvBHqTc5gqlWtb3KHVucSLfbF+LaHEAsxb0pJ2Ekx6A6yXyo6jpg3a4MLCKNgGHA5eExgkRXXkiwl9CjeQt+u+IfTF2/lny/n4Ht2nNA4yYYlsWDxw4nYEQbKp0yG3P7pB9j1pofM2MaEy6sWY6KeiPFOsoaOT7wfYmm3xS/1nxgCphbKK+WHgJzo60P6Tm68hMHJoKZDZjhCl2f1Gj+dUjECzUPmAdkA8lAN+Bo7DjlOyobQFVNoK+INMaWmDpEVctqsH4DfKyqARG5FngXOC7GOHVSzGDwaf15b/TYqHbLtLj43nO59/TYGrYnXz2iRufLaJJO50M6smp+ef1PV5KLYecNidMrQYK6J/xd/Dm8JdgLmbhmNZsKy1d4VeD3TRv5cNGCmAnCAcPgu5UrcTkcUXKoYFe/rXgPjfD2gnkAUapTQdMsjVVWYw1a8jqE/gJ3LyTtalvlKUG1qZahXEO6YN+43xaRPtg38ptUtaTCcUNEZCGwBbhVVf+sxzklqAUel4sTuh5Yrs3lcHBez0NiHh8wDLJKKr7dNqvzqijiURnBP4jScARb9cJYCfEMZWOpXfK6IuqF0NJKDeVSqSjCUlGhZWhwPpLUb5enX1eo6nPh7PjjgCOB3tiu8mXYXqgNuzBWgYhMAU6iTLECVS37Rr0O1Gu1hRnjZ8fdt3VtFkPPGcT0z8s7vTv2bM+p/6h+AmZFbnv3Bv417D5CwRABb5CU9GSatG7MZQ9UL1s9QYIECcCuVHtStwOj2gUhyeGMWTbEIYLH5SLZ5aI4GO1L9Ljia+q7xcmwTp0pDgVYvH07Gwp3MKBNW1qlp9OzRUs0uADNuwzbR2mCsQz1fwNNP0LcPeOOm6A89Wkou7CXjm5U1Vki8hy2d+veMsf8AXRS1WIRORn4Eoj6lCVq1O85rC3Ip8Dno3vzFuU0GWOR5HSSnpREYSC61nzLtJpJuAHg6gqhhdhywWXQIDjb239qyDZ+JQVcB9pP8s4O2B/Lik/nzvC+8DAaBPUhjsydh5R6kyP4orzKamwEK8c+n6MW17cL1MYLJSItgFDYSE4BRlDBEBaRNqq6NfzydGKHT9UZbbq0pGPPduRv30FRrh0+3bhFIxq1yKB5u6bcN+5WJn08g/fu/xQjZHDatSdwwe1nlRtj8+qtLJ62jJNGRTm+Y3LAIR15f82LTPxgGptXbqXHoAM56pzBJHkq/3zvT6gq0zesZ1inzg09lRqj6gP/JFtCMmkw4upaZl8wvOKUBUl9EXfsh/8ECSpjcPsODG4fWzEi1+vltflzo9pdDifXHDaAyWuj00pSXC4u7t2XGRtj+zySXU7GjDiBrJJijn7HzrPO8Xr59NwLEBGsnLMoV5gLE9SLFv4XafbRLl/f/kp9GsqbgE1lYh4/o8IysOrOkkeq+p2IvCQizVU1p8JxiRr1DUx2SQlXffMFK/NycTkcmJZy19CjGXlo/OpUIsI/+w/k+dm/RdWav3lQzZe1JW0U6p8QDr+IkARJhyOujqh/MrrjNuzQDBMcLaDJq2jSIGIXqTfQpEGlT/taOBpCi6DZN4hItDc5QtirjKsLmn+d3UfcoAaafgOO9OoITzQobYB3w9U2HcBYVZ0gIg8Cc8Nyc/8XLoBgAHmEQ6nqi5NGHcert75Hcf5Oz39BdiFOt5OhZw/m1y9n88xVLyNOB2op7z8wDofTyfm3ltZo4M4TH2brmu0M/Fs/mrauWk8UIL1xGmfe8Lc6v559hYlrVvOPb7/i47PPZ1AcQ2BPRoML0fxRgIYrcCqachbS6AEw16F5F4H6QQ1AUM8RSOMXKtdQT5AgBnk+L4//Op0fV6/E6XBwVvee3DL4SJqlpvLg0cdx26Sfyh1/9WH96dGiJa+eeiZXffMFQdPEsCw8TieX9ulHgd8f50ywuchOSfnf7N+JpHZkeUuYtHY1ww/oYq+ixiK0oE6udX+hysp8InKkiPwsIitEZI2IrBWRNVX1U9VtwEYROTjcNBwo966JSGsJB+2IyMDwfGqxJp+gvrjy6/Eszc7CbxgUB4P4jBCPTJ/C7M3xhckBrul/ONcdPghHODbL7XBwx5HDOKtHrxrPRVzdkMavgTTd2egZgTT+H2psQAtutsvOarFtTJsb0bxLwD8Fu2ZO2QUw+7UEpgGg5jbwfQPGBgiGM4eN5eEy1GVreDiBAOobZ58vtAAI2OfEDyUvov6JNb7G3YGqLlLVfqraW1UPiSTTqup9EU1mVb0zXO2rj6oeq6rL63NOr93+fjkjOULulnzGPzeBMSOfI+AL4i/2E/AGCPpDvHf/p6xdbCeH/vnrcrausTPMH7/shahxEuw6kQQlgDF7oeyjqokWXBv+PSgB/EAA/F9BYCJacCNYeeF9AXt/YCbq3f0eNxHxiMhFInKXiNwX2Xb7RBLUiIBhcNanH/HF8qXsCATI8/l4f9ECLh4/DsuyeD4s9VaWdxcuIGAYDG7fgSmXXYUZjlO+7cih3H7kMNo3yozqEyEtyU1WSTGfLV1CyLJXWL2hEI9Mn4oqFSrNlkF2z4rnvkJ1Sli/CTwNHAUcDgwI/1sdbsSuMrQIW6f1ERG5NpwUBHAusCQco/w8cIFqjMoWCRqU1Xm5rMrPw6zw1vgMgzfnz6u0r4gwpH1HPOFS1A4Rjqwkw7faJPVjp5JZCrh7II401DeWaK+x2gazsw3SYibSYiY0nwTNJ+18nWIv32vx89ieaD9a+Ciqirh7IC1/h9TLsWtzANIImk+FtOvt6kRRde99aMmbtb/O/Ywv//d93H1v3f0JDmf0T1YoaDDxQ7sk+mNljON5Py8ib1vVmd8JKqes3NXKvDxm1YG8424ltND2FldEfWjJe2CsJ1oV0Q++6KTS3cBXwBnYP2IlZbYEewHfr1pJrs9LqExSXtA0WZGXw1vz57GpqDCqT2EwwBfLbR/iM7/9WvpJ/N8s26g+okP8cNMezVqU8yZHyPKWMHndGkj5O3Z+d1mSIfXiXb20/ZrqrCvtUNX4d69KUNUF2IZ1WV4ps/8FIOH22cPJ9flwOWI/U2VXo5b9mBlTS0MvDMviyZkzeOmU06voVTnq/Rzb+wPgg5JX0NRLwNxO7PAKRTQfcdplkIVm0UdEvMkRo9fcZHuVPUOBJPB9UOacAQhOQ9x9UXHZ8dEVsaosjlcniIgHOAfoTJnv9F4pt1jJc7JaFirRn0O1lFAgVM6bHOHxy17g0R/vjeqToHpUlLvyGSHGzJjKlxfsTTdaO5wiNoH4+zRGwnD9015VT2qIEyeoPYuztkUpUIB93/tu1Yq4/b5esZwzu/fk06WLS9sKAn4mrFhe6mSKxdytm5mzdTNuh5Nk105zLmAavDRnFsPP/zdqZYH/ZzvZXYOQfDKSfl0Nr3D/JK6hLCKHhf/8RUSeAMaz00pAVf+I2THBPkfPFi1jytYkOZ0c07lLpX3/2LqFP7OzcInJuQf8xSdrevDLujWsyc+jSxM7dEJV+eTPxZzToxdJlfwoRFANQvEztlpFaaOBet9HPMNQ/89ExROrCe6Kz2wVDin1JkfwoYWPQvOjwpJ0ZfapF4qfRptPxA7DqIgLkobZh1pFqO8rMNYiSb0h+SRs2zacYOT7Dg39Ca6DkJRTa5II+BWwA1tZJjpzci/iqLMH88vHscXyT75mBN+9Fh3O4klJYti5Q8p5kyNEvMrVjVVOUJ6y3uQIEa/yXhOr7O4bZ0eK7XEzXwBrc4V9HkipugxwPTBTRA5V1cVVH5pgT6NLk6akuNz4jPLGstvhoH/rtiwIF+GqSP/WbXho6i/lCncB3PfLJH4ddTVX9D0Mv2GwpbiI4kCAjpmZJLvcDG7XgfaZmfhiGOet0tMRSUIaP4Oa28HcAM7O8eVTE8SlMo/yUxVel7UylBhaqgn2TdKTkji7e08+WrIoat+Fh/SutO/oKZPwGwajMhdwz8Nf4LviIr7y9eThaVN484yzAZi+YT13T/4ZS7XS5MAIWvIJaEGF1gAUP4+2/BVcB4Cxip02YwqknIW44t/YbW/yF0QpaZhrbcO75DXs2MYyWEXg/w4y7oHC+8vsd4NkIOn/QI1VaO6FYY+zD/WnQvFz0Owz0BCae649Dl4gBS1+FpqNq3SuMdhnvFDHXnBkXEN56NmDadu1NW/c8SFmyMA0LTwpHoZfMgyHU6K8yRGeGPUiY76/pz6nvc8y5tdpUR4ynxFizK/T+PLve0dhApEkyHwKLbgJ+/sdAkkFdz8k5QxwdUXzLw8/CPvtfc5OSOoVu3GOshj7vuoCRoXzgCLublXVyn9oE+wRnH5Qd56aOQO/ESoNoXCK0CQlBWecVVmA5bm5/LIuOvWrIOBn0ro13DPsWFSV5TnZ5Pi89G7ZmswY1XLjIc5W4Gy1q5eTIExcQ1lVjwUQkS6qWu4dFJHK3YgJ9ilCpsm3K/+KancAE9es4sJKjNsNhTtwicm/J/4Is/zc3+UbvhrUg+W5ttSaqvLI9CkAPP3br5zX85Cqvcq+L+LNFMxspNnHaP6NEJwGCKT/A0n7Z+VjWlngOpDyHuUw5kZwdiGmdrNVgCP9atTVwY5JNreA5ygkdRTibI6Ve52dWBj52VQvmEG06GmwCsPhGRHj3AcaQAvvQ5q+Xfl8y7PPeKGatMrklGuOZ9Z388jZlAfYknGHjehDeuM0zrrxZA4b0ZvJH00n6A8x9OxB9BxyMCv+WEPnQzrErLTXrZ/9cxUMhJg1YR552wo4dGgPuvSug1j5fZxTDzyIXJ8PVNlaXEybjAwA2ob/bQjUzIXAZPuF51jE2bzKPpJ8LLT4EfV9CVYe4hkKSUch4oCkvtB8kr3P3Ip4BoBnOCK2PKBlBcH7BoSWQ9JASLkIRyVGTw05ta4HTLD7yfB4uPWIo7hvyiQi6VYiwv3DjmXcsvglIpZlZ0V5kyO8OncOA9q24/IvP2djYSFOhxAyTW4YOJjrDx9cL9eRoDzViVH+DFsPuSzjgP51P50EeyJLsrZjxCgr7DdNvli+NK6hHDJNSoJBLm20gJRx+YhC5vgczjhmGT8H7D7TN6wvTXAImAbjli6p2qtsVZJMFPwNnO0gNBfbOFUITK0yJkvcvZHmX8c/IP3KyvsnDUCSyod2qFUCoT+JThQywP9jOMGoYplkC4K/oWpiq7ZVcs590AvVfeCBrFqwjp/fm0JyqgfEVrzoffROw7ZTj/aMeujCcv0OOqwLry96Ou6465du5N/HjCYYCGKGLMQBg08dwJ0f/h/OaoT77K/8a4hdAX3imlVcM6Hh5eEs73h79SYSq174INpoNI7Uc6rsK842SHrsB2ZxNkNifMet0HLIPZvSvIfAD1D8JFbzSTic0XkONUVV1wOIyPuqWq5kqYi8D9SsjGmC3crWoiL+O31KOaPXsCxu+el7rux7GD+tXhWz32Ft2vDhkPOikvIAWqWl8ffPP2V1hYT6l+bMomeLlhxbRfhjgtoT97FYRLqLyDlApoicXWa7nOg0ygT7MC6nE40y9mySnPGftUQEt8OyvcmRL7il3D/lG5xhfeJHpk8pXdr1hkI8/duvBM2KxmNFKjFsJBn1vk85z3BoORpsgJB6cRA3UUhcENcQrqRfeU4FTgP+hl22+oTw60j7XseW1dt4+ea3CfpD+L0B/CW2BNxTV75SYwULVeX+s56gMLcQX5GfoD9IwBvk9wnz+OmdKXV7Afsg9ve04eXh1NwWDnEK2Co26rP/LhyNmlvq56R5lxOVHKxeyL+qfs4H5XQzwxrnCadUA7Fw+zbe+GMuXyxbSkmMqnkV+fKvpTE9w6rK75WoxeT5/HRq3IQDmkRv270lUUYy2KpTby9IpIrtDipbPzoY+4bbGPumG9kOA66u/6kl2FPo1aIlGUmeqPZkl4sLDjk0bj+Xw8Hojhttb3L4N0aCtlf53k555bzJESJe5UpJOTvODgHPCVDySoViJHYVvfpCVVHfN1g5p2BtH4SVfx1qrEIkBZIGE23Ye+xrSD6N8trMAC5bEzqGukOM864Pe6L+G/m7bFudXNxuZsrYmTHDJ0QqL29dGZtWbCFnc16UoEbAG2DCq7tc0HC/Y9La1WTtCfJw/h+IXp3BbvP/UOens6xC0LzYO+MVcqghInKniBQBvUWkMLwVAVnYyboJdiOmZfHPb7/ios8/5YmZ07l3ykSOeOs1FmfFzoOIkOfzxXT0GJZFYSWGdlEgflGRQr8/rupUns8Xsz1B3RL3bqyqX6nqKOBUVR1VZvs/VZ25G+eYoIFxiDCoXfRyq2lZ9G/TttK+537+abTkl6WcPe4tnpg5nYBh4HY4S7eAYfD0b7+WxnfFJOVyYn503YPANz4c0uAuv4Xmo6HoZMS6QEteRXfcA8ZK0HwITEJzz0ONdUjmGHC2AUkDPOEkop5I+g1Ixm3g6ma34bGPcXZEMkfv6hT2GS+UGTKxYqw/qipGKJbsX9UYIRNxxPbQ13TM/YWIN7miPFzDTCZEzBwCrHqScqvss1G3cv+qOkZVM4AnVLVReMtQ1WaqemednixBlYxfvpRp69fhMwxCloU3FKIoGODaCV9Vem8a1qkzqW53VLuIcHTHznH7dWsaP4yne/MWMc/pcTo5oUu3yi8kQZ1QnRjli0TkwgptO7BL3CaedPcD8n0+flwdWwPyrQV/cPfQY+L2lfkppd7k0rYgMM/FP+8cxLbioqg+6UlJhAs2xsb/AfZHt8LAoT8g/Z9Ixu2x+znaxB+zhqj6oPhloOyTvYL60eKXcDR+HJr/DMHpYGwEdw9w97evT4BmX0BwFhgrwNUFko6oljcZbC8UcBeQIiIR17xg/8e8VoeXudsYcvoAPn3sSwK+aO/L4FNrZvt36tme1PRk/MXlvTaelCSGjxxWozH3F8p6kyM0mDxc8nFQ/DzRBqwLkofX+ekcjqZYklpehjKCs94SQceVkWaNsANYr6qJp7rdxCdLFpVq/5dlR8DP8twcejSPLbF2ZIdODGjTjt83bSAYllRNcjg5q3sPtldSc2BD4Y64+zwuF6OPPo57p0wiYBgokOx00Twtlcv79tu1C0tQI6pjKHuA7tgJfGAXNvgTuFJEjlXVm+trcgn2DFbm5ZLkdBKosKQUsizmVFHCWhau5YEpk/n4z0UETZMUl4vrDx/MdYcP4uSaTig4hygjGUA8CBaSdnlNR951jI12LHLUA79pG+5gJ+V5jikt6lcWEQHPYHvbRVR1DDBGRMbsK16nbn0P4PTrT+Lrl34k6A/ace5JLi66+2zadm1dozEdDgd3fXwz95w6Bsu0CPpDJKcn06lHO864/sQ6voJ9i0dm7DnycOLqiqZdBSVvsvP7nwRpVyCuevKsZT4LBddUaHRC45fq53zwEnZ44yLsh95DgYVAMxG5VlV/itcxvJI0F9isqgkVjVoQipMnY5gmVoyaAhEEyPAk2bFiZRozkpIpDkY7hSKYVuV5Oef0PISuTZvxzoI/2FZSzHGdu3DhIb3J8MS4qSSoc6pjKHcDjos8zYrIy8BPwPHAXi9HlSAaw7LwhoI08tg5m20zMgjGiBt1iHBAk52FHP7ctoxVuZs4olM/WqTbkk05Xi+fLl1cGrflMwxenjuby/r0Iy2pYnxuNXF1htACopZhNWQrXuxOnC3iL/s645cerQvKeJ5ieaH22qJA1zx+Ca06t+Cde+2S1dc+dSnHX3JMrcbsc3Qv3l35P356byo5m/Lod9whDD61P07X/qN4ETAMJq1dTa7Px+B2HTiwWfnl3qBpMm/LZoaUKZlbKg9XgerKw63O+pXsHTPwuNvQq/15JLlSqj1fDS0HR1PE2bK0zZFxE5p8POr/FgBJPhlx94o3RDksKw8KnwVrA6SOwpF8dJV9HMnHYDWfAkWPgbHalpLLuBWHo3G1r2MXWQdcqap/AohIT+A/wEPYRb/iGsrATcAyoFF9TW5/oXV6Bkuys6LaQ5ZVaZjEnC2b+WXt2nJxykHT5N2F8zm/Z8+4/SL32sro27oNz550SpXHJah7qmMotwPSsJd/CP/dVlVNEdmrq4AliM2jM6Yydf06frr4ckSE9o0y6du6NbM3byrnOHUCVx92OFlF2Zzy8VvkkSNBOQAAIABJREFU+iNGx0KGtXXyzrm38OLs36OygC21eHfhfK47fFCN5iepV6C+7yhfACQJ3H0QV+cajVlTxNEETT7BLhFariheMpJ+bX2fPlIUKBm7INBCbKdGb2AWcFR9T6A+uH7QHayYs7r09eOXvcjE96fx2E/31Wrcpq2bcMFtZ9Z2enslS7OzGDl+LIZlYVoKAid3O4jHjz8JR9j79cmSRTwwdTI/XzKqtGpmRB5uVzHMIItW/J2eE2dzwGNZyBYDq+1V5Nw7mub/uKvK/qohNP8KcPVAmr5Zbp+4eyLu+EZHLCzvZ1BY5rzBmVjObtBsQpWayA5XW2jy3C6drxZ0jxjJAKq6VET6qeqaysLRRKQ9cArwMPCv+p/mvs2WGCGBYCew/5WbQ+9W9urWmBlTGdapM0d2sENxJq5ZFVWVz0b5eU10QZEIy7KzsVT5fOkS3l04n+JgkBO7Hsi1AwbSJKX6D5cJ6ofqBEM+DiwQkbdF5B1gPvCkiKQB0fVkE+zV5Hq9fLRkEZuLCplcplJQrPr14nDgDYU445OIkSyl27QtJg//8jafhUXWU1yu0s2wLD6OUeWvuoj7IKTJS5RznCQNC7ftfiRzTLjcrcfeHM0h81EkaWC9nldVjw0XBloPHKaqA1S1P9APiC3YuYcz8YOp5YzkCH9MXMz8yfWTjLmvo6pcM+FLdgQClIRC+E0Dv2Hww6qVTFixHLC9zc/OsnO0n5g5vdbnnLv6KXpOnI3n9q04NhuIgnNziKY33wsfflj1nH1fgVUCwTm2Z7kWWFYQCu+O3mGuguL42tsNxF8i8rKIHB3eXgJWiF3zvrKMxWeB24id7QiAiFwjInNFZG52dnYdT3vfIqOS1c60cLLemvw83pw/j3smTyxNtsvweGIqVDgdDlLc8f2SKW439/4ykdFTJ7M0J5sNhTt4Z+F8Tv/kA4qrIUuXoH6p0lBW1TeBI4Avw9tRqvqGqpao6n/qe4IJdi8vz52FquI3DMZMn4qqsiY/j5V5uVFhuCHT5IXZM9juixjJZRE+WprNtMuvYvKlV/DzJaNKt18uu5IJF9ZSPz9pkK1FDEAyJPVHHA1TLUzEgyPzEaTVbKTFJKTFDBwpNY7Argndy1blU9UlQN/dOYG64r0HxsXd9/rtVRtYCaJZlpNNgT9afsprhEofWD/9czFBw0SBKevWsiY/jixaNWku3+J5PAvxlf/VcPgtjDsqv22ohsIGrA8IokVP1GoudiXPOEoFvs9qN3bdczn2Q+7NwC3AmnBbCDg2VgcRORXIUtV5lQ2sqq+FH6YHtGgROxktgc2lffqR4iqvXuEIr652DYdePDlzBgJke0v4eY3tlzjz4J6xS1UrPDY8fj7EFX37M37Zn+USCEOWSZ7Py2dVyaUmqHeqW4fTAWQDeUA3EUmkiu+DRLzJkaS9bSXFTF63hhyvN+ZTsgKbKsnWDVh2jfu2GY2itl2pUx8L9X3BztALP5S8ZCtQNCAiKYizZbVVK+qQZSLyhogcE/ZCvY4dq7jXYRnxE2WMYCLpvyaELCtu+ZqgaZZ6k73hJWPDsmrtVXaJCZtjv1/Ozdsq7au+r8ooTVgQnF1Lr3J8jdroypgNi6r6VPUpVT1LVc9U1SdV1auqlqrGk004EjhdRNYBnwDHicgHu23S+yAndT2QkYf2xuN0kuZOIs3tpk16Bq+fZoduTVq7mh9Xr8RUxRsKcevPP+ANBumQmck9Q6Nj3/938qkMaNee83seErVvaIeOtEhPw+2IzpfwGQYzN26o+wtMsEtUeUcXkceAX4G7sZMK/gPcWs/zSlBLlmRt55nff+WlObNYX1BQrT4Rb3IEbyjEmOlT6d6sOaEYyXxJTicnduse5yastEuz+6j6CBV/zrg/nsTyfoPqzqWkoGky4a/lXPn1eD5avDBmiEfUyBqCoqfLyzZpCC35qFrXuQ8yCluJ5iZsT9TScNtex8nXxJf5Ov8/p+/Gmew79GrREneMMt0pLhdnde9Z6k2OYKrW2qu81TgabRtnqblDfFm5Um9yOUm2UO28yimVlLf2HFPzcesBETlSRH4WkRUisiayVdZHVe9U1faq2hm4AJisqhfvlgnvo4gIdw09hl8uu5LHRpzAG6edxdTLr6JjZmOySoptPeUyxxcHg5wz7mMA1uTnk1Tm+5bicrMhfA9+dMSJzLziGk47qDsndu3GxEtG8e5Z59E6LT1m9VuXCB0yM+v1WhNUTXVcX2cCB6vqKap6Wnir1h1LRBqLyGcislxElonIkAr7RUSeF5FVIrIoVuZ+gl3nv9N+4e+ffcKLs2fx3KyZnPThO1XGBOd6vby/aGGUBNzGwkLmbN3MzYOGkOLaeeNzOxw09iRzVb/DuahHJrZ/OfJFt/99fMQI1NiEZg/nq8UfcvsMYeqKl9Gck1Arj3yfjxM/eIcpY/7LA5dfyQW9+7KjdSuyX3+90rmqd7xd2KMcfih+vsG9yg2BqvpV9ZmwF+qs8N+VudH2WALe+A9KRfklcfcliI/L4eC5E08hxeUqvYGnut30atmKMw7uwTO/7/QmRwiaJk/OnFHjc/bpcifbb+mCppR/jLZSPMgjj8Ttp76vwar43bYgOB0NxdZyrwpRP3FLwjtqJjlYj7wJPI2diHt4mS1BA9A6PYOjOnZiYLv2pUmv/5v1e1Q5aYC/cnOYtWkjHy1ZVE71wmeEeHbWTALhsIrW6Rk8d9IpvHzKGaVJs31bt6F1egbOCgmbLqeTi3vvlVF0+xTVUb1Yg13erCYKF88BP6jquSKSBKRW2P834MDwNgh4Ofxvghoyf+sWPi4jlh6pcvbg1MmM6NKVFqlpMfttKy6iU+NMOyO+AluLivjHgIF0a9aMN+fPI9fr5djOXbj6sAE0SUnhoeOvpmvTL3hh7l8UhRx0zoAxw0/ksPZ9sPIuxzDyeWLxSQCMWdCPYa2+gMJHeWzucPpOmsyDn4wjNexJbpOXT+CGGyA1FUbG0WkNTotz9QHU2Iq4u+zC/9jei4iMVdXzRWQxMYIwVbV3A0yr2iyesYxPxnxB45aNuPyhC2nRvhlturSkQ/d25G8voLjANowbNU0ns0Umzdo0qWLEBPEY2qkzky69gk+WLGJlXi5nd+/FMZ0PwLAszunRi+JgkM1FO8guKaFT4yY0S0mhe5yiCtUhNSkT900LWeu8kfZPfIR7qxerfTucYx6L/70GcLaN4wEWEFszVs1cCPxiN3uORZzx5bpK+6ZcCOZ2CC20K3e6OoGrB4TVM1SDEJgGVha4++6yqkYdskNVv69pZ1WdAkyps9ns5wQMg+Pee4vbjhjK+b0OBWDq+rVxj39l7myCpkm6u3wyYGEgwKS1qzn5wINj9hMRPjjrPG74/hsWZ23HKQ7Sk5J44viTOKBx4nevoamOoezFVr2YRBljWVX/r7JOItIIGIadiIDa6+0V0zfPAN5Te73/97AHuo2qbq3+JSQoy7crV0R5hQGc4uCXtWtKv+wV6dWyFT9dXPlq/fADujL8gK4x913e/ywur1A4TdWA4Cy+Xt+FEsNOjNhSksG0bW04uu1P/LC6IxMmfFdqJEfwBIPoXXch8W6oWkLM5BxJRTQX2D8MZexQC4C9rrjAv465j8XTdoZR//TuVK5+7GLO/88ZGCGTl256y/YBiuD3Brn+vnMZdu6QuOMlqJrW6Rn4DINJa9fw0LEjcDocOB0OLu/bj/M/+4Rcr5eQZbF+RwGD2ndg9DG1q3bndiVzwI2j0QtmoOm34EyvWLgjGodnCHjiv8+W9wsovM8u8gNQ+ADaaDSO1PjhFeJsVloW3toxGnzjkabvlSb/qrEOzbsI1AdqAIJ6jkIaP49IdW6RdcovIvIEtmZy2fvtXqmJvrfz8ZJFFAUCPDFzOmd174nb6eSUgw7mrfnzCFUoPJLkdHLLkCO5I0aMMkCXKgzeVunpjDvvQrJKiikJheiU2bjUi52gYalO6MXX2GLnM4F5Zbaq6IKdAPi2iMwPJxtVdGe2AzaWeb0p3FaOhKxN9XGKxE7wFmJn49YzhiU8sXgQXsN+wvaabsYsHIyqAwHa5seJn964MXY7EP9jq9jqzvsHZR4ohwNJqrq+7NaQc6uMr1/+sZyRHOH12z9gxbzVvHzz24QCBqqglhL0BXnqypfJ21ZxST7BrpDv8/H+ogWoKi/PnV3afuP3E9heXFx64w+YJrM3b+Lt+dX5ma8cLXre/qPkFdSKUQp6V8Yyt9lGMoGwUeuz/y4cjZpV+1bUzALf54CFlry1s73gRrByww/gAcAPgRmo9+NazbeGDMLWRH8EWyf9KeDJhpjI/k7AMHhu1kxCloXPMBgfljq9ol9/UlzucsE8HqeTQe3a07tVaw5u1jzmVjZPINtbEjcRvmVaOgc0bpIwkvcgqiMP9y4wFvhdVd+NbNUY24VdivNlVe0HlAB3VDgm1ich1hJyQtammpx+cHeSYlQbMy1l+AG719Mq4uLrLadQGCpfZnNTSSOm5Z7JwLbt2dIkdoUr6Ri/qp2knkeWrzGzs1qR5UthbVEj5mS3QtUN7j51eg17CZ2BV0VktYiMFZEbRWSPDWwb/9y3cfe9eut7mEb0iogAv34xO7pDgmrzyrzZqCohy+LDxQvJ83nJ8XpZlp0d9aPrNww++bN2hVfV3Az+7wAT1ES9tRRi8P9AbC+Agr/qaAUtfincPwjet1GrCDW3gLEuxrh+8H1au/nWgIg2eoXtuN0+kQR8vGRRaUVabyjEk7/NIGSatEhN4/PzL+SIDh1xORyku5O48JDevHrqGdUe++YfvuXyrz4vlzyfYM+lOqoXpwELgB/Cr/uKyNfVGHsTsElVZ4Vff4ZtOFc8pmwKdHtgSzXGThCHXi1bcd2AgXicTjxOJ8kuFx6nkyeOP4nGybu/ws8j8zoSMMsa7orfdPLAnDZsLi7iyVP/htddXq/Sl+RGH3447ph5xiG4HX76T1tFq2FL6XLwPA7/2++sfjcZkf3HoxxBVe8L30wPAWZgK9PU3h1YT1Qm8xYKGqVx9WUxTZNQQh6uxkS8yZGwrIhX2bQs4mkMh6zaSafZ3uTI8rSv9l5lDRG7noYVv4x8pGupNzkc/adhr7KGiJvoV8WY9YGItBKRN0Xk+/DrniJy5W6fyH5OxJtctspeWa9y16bNeP+s81hxwy0s+ueN3Hf0cSRX0F2Ox5Ks7czftpVtxcXlinol2HOpzlr8aGAgUACgqguAA6rqpKrbgI0iEoleH44tW1WWr4FLw+oXg7ETGRLxybXkhoFD+GHk5dx25DDuHnoM00ddw6kHxU4iqG9sTeGyN6Kd1fuuPmwAB//fTXz971vIadEcFaGwdWvmjh4dPz4ZWLHxGTK+ycF123Zkk131y7HZ4MAHZlD81v/q+Yr2PETknvCN9SegG7Z8Y/uGnVV8hl8UvyzyyLvOiullMUMWg0/tH6NHguoQ8SZHCJgmHy5eiMvhICPJE7PPUeGyvDVhpzc5VLaxdl7l5OOIHVrlguTK46l3epMj+G2vsjQBR9MYPTyQ3CCh/+8APwJtw69XYEs+JtiNlE2Ij1DWq1wbxsyYSsAwbPnVGVMTXuW9gOpkKhiquqNCnfnqvrM3Ah+GFS/WAKNE5FoAVX0F+A44GbsSkZe9VPt1T6RT48aM6tuwansBw2BHILZYyvaSYs44uIf9YsAgGPMYYBelHlrFuJmOhbgfy46q+iU+Jem+h+CKG2s5872OswED+BaYih0mtcfKwzVtGz+pJXtjbO1eVSV3Sz5tu+5xcl57PDv8ft5dMJ9gBQ9xyDR5ac7vBOJ4jvP8NZda1OLnia647IOSl9G0SxDZ9dUtcXVF066EkrfYmReeBGmXI65u8edi5oTDKCpcpwbA+w7S+Bk0fxSoCQRAUsHZAUm7YpfnWAc0V9WxInIngKoaIrJnVUXZD1hbkBfTIBYRcn1eWqfXrApsxJscuXNFvMrxkuQT7BlUx1BeIiIXAU4RORD4P+zEvioJe58HVGh+pcx+Ba6v5lzrlG3rsjBCJu26tUb2waB5VWXdjgKSHE7aNWq0S3037djBjoCfHi1a1iqhIMnpJNXlpjgUXau+WWpFpcDqU2y2jlv1y70lBwBVCzWWgWTicDW8c1WtQlueytW+RkZCpWOrHiYiGdjaq8cDr4vIdlWN77ptQNoc0Iq/XTWcFXNXs3H5ZpxuJz0GH0TbLq1o3DqTk68awbo/N7Jq/lrEAQcP6Eb7g9qSlrnzM5OzOZfiAi+de8UvXrGvku/zMWntakxVjuvchRZpO3Oki4NBJq1dTUkwyLBOnWnfKBNF+fshh+I3DDYUFFAQ8NOlSVMyPR56tGjJ+eIgq6SYGRvW4zVCtExNY0iHjvRq0RKwv0sEfwNzHbgOAveA0t9MVeWPbVtYmp1Np8zGHNmho5007O4PuCG0DIy14MiEpMPB0QhU40Y7RFBzqy3XJh7wDC9VqHBk3IzlaAvF/wMU0m/Ekfb3Cn2zwcpF3N3DLQIpfwcCENoAWgSuA8CRAa4DkaR+0HyiXe3T3IJ4BoJnBCLVW0qvY0pEpBlhZ1RkpbUhJrI/k+P1xvQG5nq9NK1FCGPEmxwh4lU+rnOXfdIO2VeojqF8I3ZVvgDwMfay0EP1Oan6ZNOKLTxw7pNsWbUNcTjIbJ7BXR/dTK8jGiY0oT6Ys2UTt/zwHfl+H5ZC58aNeemU06vUY9xcVMh1337Nn1nbUaBZSgpPnXgyQzt2rtE8RIQr+vXn9T/mlFvGSnG5uG5AzeWymze/Dm07FolhLEvHjmjgN7TgVtAcQLBcPWypJ9fuN6pUg2jh/eD7BsRtx0amX42kXV9nP4wicgi2I/5o7AfTjUCVNYhFJBmYBniwfws+U9X7KxzjAd4D+gO5wN9VdV1t5jvwb4exbNYqNiybSihg4AiZLJ35F3+/7UwOG34onzz6JX/NXlV6/KKpS3F7XHTpvTMU4LFLX2Dzqq28v+ZFnDGqzu2rTFjxF//5+QecDkFVGT1lEncPPYaLe/flt40buHrClwhgqfLQNOWqwwbw7yFHcUGvQxk5fhzFwSCGWqwryOfUgw7m7B69+H7lCm78YULpOTYVFfLFsj+548hhqJWH5o4Ea5stnSZOcHaBpu/hNz1c+uVnLMvJxlLFKULz1DTGnnsBzZJPhsIHKfX8WsXg3wyNHkYclT8kW8WvQvEL2JGBAtwPTZ5HPEdj5YwEY87Og4vuxfJ9haP5zqqcuuNuMJZAi6mIuG2d5dSz0bxRYaUMA8w1kHIukmzru4uzOZJ+dV28RbXlX9ghiV1F5FegBXBuw05p/2PKuthayQr8sHolp0dWQ3eBJVnb+X3TxigDfH1BQcKrvIdTHdULr6reraqHh5Un7t6Tl3UrIxQMccuw+1j/5yaC/hABb4CsDTncedJ/yc/aNx7as0tKGPXVeLYUF+EzDAKmwYrcHC747NNKY6ssVUZ+PpY/s7YTSe/J8fm4dsJXbNhRvRLYsbhx4GBGHtqHZJeLVJebVLeb6w4fxIWH1LwWRpeWR7LhP9dEVf3SlBT0oVvR/GtBs8NXYYGxFM27BNXdv4KpRY+B71sgGJaf8kHx66jvs7o8zWNABvA80COcKX9fNfoFgONUtQ/QFzgp7MEqy5VAvqp2A54Jn6tWLPl1OeOe/JpQIFwUx7TwlwQYffYTfP/2pHJGcoR5Py1i/mS7uuSKeatZNmsFRXnFTB37W22ns9eQ4/Vy288/EDDt+Eb7+23y8PSp/JWbzT++/QpvKERJmX1vzZ/H7E0buXrClxQE/Bi6UwLu+5UrmbBiOTf9EK1CYqhy7riP0B2jwVy/UzpNvWCsQIue4LlZM1mStR1vKITfMCgJhdhcuIPbJv4IeRcTLZsPFN5d6TVqaAkUv2ifCx92RJ4PLfg/LN/35Y3k0snOxfJNCvdfYXu/rRLU96Xdpmb4N6EIO0IJe27+LyAwqer/+N1IWC/5aOAI4B9AL1WtvKxqgjqnspXUWOXgq4MAJ3Y9MGob0aUbqdVMBEzQMMT1KIvIN1QSi1zdMtZ7ErO+/YOgLxgVPG8aJj+/N4Xzb62+vMueymfLloQz2XeigC8UYur6tYzoEjuWb87mTeT6vFE55SHT5KPFC7njqNgi6lXhdDi4a+gx3DL4SHK8XlqmpeFx1V7Ev/NNL2I1G4x55x04N29FOnZEHn4Y6/RsKKkYG6mgOyD4O3iOrPW5q4tqCLzjgIrPlT4oeQ1Sz6uj8+gpNeynQHH4pTu8VfzOn4Gd0Au2cs0LIiJaiwyUH9/5hYA3OnZdBN6+O7527eu3f8hLc3rz+m0fEPSFUFXeuP0Djj5/yH7hVf5p9Upi3b9NtXh17pyYv9Z+w+CN+fMo8Ef7NrxGiNfmzcGK8zO/riAfAhPZaVxGCIL/az5f1iqquJGhyq8b16PmsrjRFZb3exypf4u5T71fEtPAxgFFj8YZESh+ClKGo0VPYsdGW1D8NJpyJoSWhD3JFU/mQ71jkeQR8cfdTYjI2XF2HSQiqOr43Tqh/ZxTD+rOpzHkEZ0inBjnHloVvVq24qVT9jqzKQGVh17scyLnuVvyMULRXsWgP0TWhtwGmFHds6WwKGZlPkMttpeUxO23vaSYWKaPocqmwsJazyvF7aZDZmatxymL4+JLcFx8SfnGgv8QfWMH1LLL0+5OIsu8sbD2jM+b2Hp687DVMl4sI+cYobQoUDixaAfQDMipMM41wDUAHSvRwAYI+WPLblmmhWXEkv+yMYJGqTc5YqcXF5QwdexvHHfhHhmOXacYloUV40tqWUrAjP05U8BvGsT8ckPM34oIIuEVmZgDmxgxZPx27q8sDrk43g5sIznGOVWJTg4sS2inNznSX32o70vE1Snu9ZcpftfQnFbJPsWu1JdgN/HQsSP4afVK8is8YD51/Ek4GqBwV4KGJe47rqpTK9t25yTril5HHIw4on+9U9KT6XN0z9LXOVvymD85tth+cUEJv0/YYyVqGdy+A6nu2Ms4h7VpG7MdoG/rNviN6BuRAEe0t2N71xfk889vv+aUj97j/UXzsaz4Rk2D4R5M7Dt0ANx2DQ411qHFr6Mlb6DGhvqbi2SAo3nsfXtIYRRVNVW1L7ac3MBwvHNZ6rwo0NBzYsenB3xBTrvuxLj9zv/P6aXe5Ai+Yj9v3P4BZi0lm/YGju0cu2CQx+Xkkt79MGJ8H1PdbkYe2gczjqF4dvf4sZbNUtIhaRDRtwkneI7lhK7dcFUwGgTo1aIl4qhEncQTz3mKHTMcM9nVhNRKVChSLy/jTQ6jXtur7OpFbC814In/edudqOqoSrYGkd/Yn/ljy5YoIxngzQWJSuL7I/vVo1G3fgfQ/4TeeFKTStuSkt20O7ANR5xxeGnbize+xb2nP0bJjmgP7AcPjeP+sx4na8OeWUr7hK7dSIkR2tCtSVN6NI9vwGQkeeLVvKJZairvLpzPse+9xY+rV7IsJ5v7p0xm8JuvEjT2sCIQztKE8WgcmVjFb6I5p6HFz6JFz6A5p2CVvF0vUxERyLgXSC47CZBUJOO2ejlnTVHVAmAKcFKFXaVFgUTEBWQCsTXcqknu1vyYIQSqyvCRw2jcKnrloc0BLenUswMLpyyJCp3K3ZrPtHG/12ZKewUdMjO5ceAQkl0uHCIIdmLsBYf0ZnD7Dvz3uBEku1ylxmuqy83RnTozsG37uIZyjs/HTQOHxNz33pnnIY0eAskEIsZrKjiaIY3u5LYjhtIqLb30wTzZ5aKRx8PjI06CpHiFId2II47RCpA0BDwRY1mwdZOTIeMOHBlXQSwD3NEK8QyC4BSivNFWAXjHRreX7t/Nq0wJ9gru+eXnmO2Ls7azsRY5Own2TmofLLqXcd/YfzPh1Z/49rWJGCGT4SOP4uybT8UZLvu88a/NzP5+PqB8/uy3XHr/+aV9C7J3MOGVnxGBd+8fy3/ebhBlu0pZmpNNSSjaM7wyL5dcrzeuLNvKvNy4AenTN6zn4yXR+SQ5Pi/3T53MmOEn1GbKdYu5FRxt7MQd9QECkgaODDQwC4qfJWq5tehp1DOiXlQxHCnHo8630f9n77zDo6q2PvyuKal0Qu+9KtIRUCmKoCIWsFwbNuyK9bt41Wvveu1iAcQOUgRBUUClSe9VQGqooYT0aWd/f8wkJJkzk5BkMpNkv8+Th5mzzz5nnSE7s846a/1W2ofg2Qf2jkil+4PqvhaW4tYRiEgtwKWUShavZt2F+BfrzQRuAZbirb7/vTj5yQB1m9Zm8G0DOH7wJEf2JmGLstKgZT0q16iEzW7lh0Of89HDE5gz/ncsFgvDHhzCrc9dx75tBxh8+0DTK65Rz7wVennj3u496d+0GTP/3oZHGVzSqg3n1K0HwFXtOhBvtzPm97lkud0Mb9+B/14wgFOOLK7rcDYnMjPYePQIWW4XjapUpUWNmpxVuy5XtG3H+U2a8MTcXzmcnkbnuvV5d/ClVI/1Oce15qMyZ4B7B2LvADGXIpY4asbB3JtGMnvHdtYfPkTz6jW4ql17qkTHYGT09Uq7ORZ46wOweZ/22JoGTcsQEaj6KriGo7LmgsQgsZfnrBdL7YUYaR9C+jeAgvgbsVS6D+XeC7HXYPrLYannlYdTp7ztqpUTrHW9Tret/KgdaUqO/SmBi/uXJu6nUdWK8fdG40XKWleYbt26qVWrVoXs+M9d/SZ/zVyJ4TGIiY/h+8SxxFf16pSOffQLZn70Gy6Hi6gYOxO2vUvtxsEfM5c2Ly/6k3FrV/t9XcTZ7fz3ggGMaJ//ybqXOTt38MTcOaaax13r1Wf1IfPO4pWjolh/d9lo8KHSPkWlvYN/3nAUUvlhJL7sdIoVkdXAo8H2KShFSkTOBibiDdtZgMlKqedF5HlglVJqpk9C7iugM95I8nVKqaB9V4u7Rmd/NpePHpqAxeqNjBoeg8cLSHeyAAAgAElEQVQm3Ef/a0uvELMsMuqnH5m3+5882+Ltdjbe8yBbk45yw7QfcBkGHp/yxWWt2vDahRfnyBR+tWEdz/45n7k33Urz6mbd6gqPYWTBsQvzRWwFqo/HUooFteFERFYrpfL3EYgIQv09WtbpPe4TDqeb59LPuv5G2teqU8oWaUJBYddohVK9KIjsaLLh8X6RKMPIiSpnR5NdDm+01vAYERtVFsz/44Kp9lYMrfOgn0CpWVFSFLdWwCc71dlk+zO5XmcBJSPPUQgO7TrCRw9NwJmv4O/N2z7inH4dqF5HR3LMSExO9nOSAdJdLu6dPZONR4+Q7Mibczl7x3b6Nm7C5W3a4XC7+d+yJQC8+dfi4lfnn/q3SVqDgpN3Qd1NxTt2OSSI6gWAVr0oZf6vz3k8/Nsvfttrx8drJ7kCEixH+U3grSA/5Y7xT36H23U62ujIdPLDmz+Rfiqd71+djpGrytvt8vDnpCURl6t8Weu2pvJrHsNgQLPTxUBTtmzii3WnixL7NmqSE2nKTazNzgM98kvrnmZAgAKj3Kw5dJCRM6Zy/oTPuHvWDLYmhSkvMGYQAX/loyMofeQMEZFWIjJFRLaIyK7sn3DbVRT+nPxXzo1qbkRg8bT8ghyabB6b92vAsbm7dnLSpB11ptuVk1I1ecsmnG4PCvhjzy52nSxWGnoQfWInhjNyi6HDyNAgP5eF0a4KybC27XmkV2+suSJITatWY84Nt4TRKk24CBhRLqvKFkXl4D+HWfzjcr9QrDPLyfevz2DGh7/iduZ9ZO9yuvnq+Sk8+vk9pWhpcM6uU5fbOnfl8zWrMZSRI5z+0oCLqBHrzU/OdLl4YeEfuA2Dq9p1oEp0DPFRUfzv4ksYPednEK9+st1qZUT7DkGLAD3BJKKABXt2c8/PM8nyFf0dSE1h0b49fHPVNTm5laWGtRFYa4MnMd/2umBtULq2lCwTgP/ibQjSH7iVshgiB1wOl6mjbHhUToMSjT+B5OHA20zIEuDXwenx5ESTM3yqN27DKIGochBFHJVRjOOWT5RSt4bbBk1e7u9xLvd268n+lFPUiI2lcnRMwZM05ZICi/lEpBXwCtCeXOX7SqmCQ4lliNjKsdzy7LUoE8evTY8WxMbH4DHRYG7RuWkpWHdmPHpuX65o0455u/8hympjSMtW1K1UOWf8qw3rcjRZP129ksd6nwfAoBatWHDrHfyyYzvpLif9mjanXUItth0LHDXfejx4dPjZBb/nOMnga37idvPSoj/5YcT1xbvQM8W5FAyTSJlxDJzLITpw5DzCiVVKzfc1AtkLPCsii/A6z2WK3pd3Z/LrM3Bk5s2VF4FeQ7uGyarI5+nz+jN8inmzlk516rI72b9SP9Zm44o27XKiydl4lMqJKhc5V9neBVxmTwAsYK8YOcpFRUQuBTqQ9/v2+fBZVHGxWCw0qVbddOyfE8dZtG8vlaKiGNSiJVW0I11uKYzqRbmJVgWjeu2q3Pj08IDjPYZ0KUVrik+LGjVpUaOm3/ZMl4sPVy4j0+e8Tli3hlFdu+cs8lpx8dzcKW/a6vIDiX7HyeZgamrAMYfbHbB6eNPRIwVeQ4njWhugQ1eWd6zsOspZImIBdojI/cABoHaYbSoSLTs347J7BjFr7FycmU5EwB5t5/oxV1K/RRBt3gpOIDUbgEtbtaFVzQTumT0Dj6FwGh7i7HbaJdTiirbtuWDi5znR5GycHg9vLV3Ch5cE64MRhGrvQFI//BRmKj+jGzYEQUTGAnF4v2s/x6s0s6KAOTHAQiAa73f6FKVUmbtJLisopXhx0Z98u3EDoLBaLDz75+98MnQYfRo1Cbd5mhBQGEe53ESrcpOUeBxHhoMGrerlVH2XNxxuNzaLBWuuL6bsaHI2+aPKAMcyMshyu2hQuQoiQssgUaWqMYHvoqOsVmJsNjJM5OpqxJo1FQgxltp4gzT5neUYsJbpAo3ReL9cHwReAAbglXQrk9z95i1cMKI3Cyb/hdVmof91fWnZuVm4zYooDqSm4HC7cyK+NouF6zuezbpDB9l63Ns0sUZMLAObNad59Rqc36Qp8266je82bWDnieNc2bY9A5o1x20YXNm2PWlOJ0npJ2kQu5ujzvbUiImlXQGNY4JhsdbEqL0cUp4BxzJv452qL2CJOitnH+Xe420rL1UgZgBef8+L4dwAGV+DxED83VhseZslZTcKEpt/F0jlOQbGccReeOk3pVzgWOgtQLSfg9gDN2IJMb2VUmeLyAal1HMi8hYFd+VzAAOUUmkiYgcWi8gvSqnyLy4eBhbv38v3mzaeTnfyNTu6Z/ZMVt5xj2mNkKZsU5j/0SJHq0RkD5AKeAB3fhkOEekHzAB2+zZNC/UjpkO7jvDCtW+zc+1uUFC/RR3GfDuaNt1ahPK0YWHkjKm0rpnAc/0GAt5o8vsrluZEk8Hbwnbc2tWM6tqdTJebB36ZxYajh7GIUD0mlrcHDaFP4yZYREzb517Vtr3ftmxEhFs6dWbCujV50i9ibTbu6tqjBK+0kMRcAqmv+0eVxe5tclBGUUqtBPCt0weVUoHD/GWEdj1b0a5nq3CbEbE88MssTmZm8vvNtyEiNKhShRbVa+TROz+Rlcnu5GT6+4p461WujNPj4fc9u3hxwIVYfTfRt53TlWumfM/wmAU89Oo0brzuPpxNe/N8/4FFtk8pN5x6wut8AhjpkHwXqsa3YG2CSn3R1whEQKyQYoEaExD72RgnbgfnotMHy/weo9JoLJXu9R1boZJ9akM1Z/oFOlTKk+DaBLUW4PUbC7DVvRd14l/e3GnldXpU9HlItXfx9tgpVbL/OGWISH3gOBD0LtGna56tZWb3/ZQt3dcyxNQtm8k06WILsCxxPxc01Tf15Y3CPAPLHa3qCtzEmUWr+iulzgmiVbfIN35OqJ1kt8vN6POeZseaXShDoZTiwM7DPDHwOU4dSwnlqUuddYcPse7wYSZv3shRnx7kT9u3mTYjcXg8fL9pI9dPm8Tawwdxejxkud0cSkvltpnTWJq4z9RJBliyP3gL6Id79WFE+45EW63E2+3E2mzc1rkrN50dqHNX6BBLJaTGV2BtijeyHA3W5kiNrxFL4EfXkY6IdBORjcAGYKOIrBcRndBbTll5MJG/jyWRlJHOvF1eSbiUrCxeXPSn376rDh1g4vq1AJzMzOTLDWtRSjF21cqcfR6YM4sTmae455c5yPIsXl40meUH9jO+GO16VcYkcCwCsrw/Kh2M46jkB8DxB2RMwRsI9Y2pVNTJuzAypuV1krNJewfD7auVcP7lbd7j3ud9nfu8ru3eCLaR7m2SUhhbkx/w1imo9NP2OhajMr4v8vUXg1kiUg14A1gD7AEKNERErCKyDjgKzFVK+SWIi8goEVklIquSkiJLraks4TZRhyrMmKbsUqCjrJRaqZRKA1LwRquuKquPdFb8vJastCy/e22328PcL8uXyMcrixfg9LhRwPsrvP9dNovFtL11tNXK4bRUktLT/Vrdug2DbzeuD3iew2nmouzZ2CwWnus3kBV33MP0a29g5Z338ui5fcOW7iL2dkjCr0jCbCThFyy15pzRI9oIZTxwr1KqqVKqKXAf3toCTTnklcULyXS7yXC5eHnxApRSQZ3aL3xjn6xeiVIKl2Hw9cZ1nMjM4HhGBluOHmVkldVE/3ASUdBkdiJtHXv53qQbZ6HJnIR/ipMC9x5UxkSTMby1AmkfBz5m+qfeaHLqq76nQpmo1FfztDRXaW8CTu/x0972plQEQXkOgns3/gHYTMgMi6P8ulIqWSk1FWgCtAVeLGiSUsqjlDoHaAj0EBG/zlJKqU+VUt2UUt1qFSOtpqIzrHU74mz+Tyo8hsG5Df1TgTRlnwId5WJGqxTwm4isFpFRAfY513fMX0SkQwAbSuROOCnxOC6n/x9OZ6aTw3vCpO0bAtYdPsSmo0dQeItypmzZxNH0NI5nZuAy/O94HR4PB1LMI+ouw2D3yZMBz5WSr4lBICpHR9OyRk3i7AU/Cg01IoLYGiG2huE2paRIVUrlhOGUUovxpjxpyhnZ0eRssqPKweThXB5PTjTZ4cunzI4quwwPUVYPD/0219taGsBQvL1kCi6Pv8pPoVH+HT69WEA5AowJXic3EFmno8nZ5Ioq50STs6XpVEbBUWXlIuDXYAFOdohYmnN6pRxKqVO5txWEUioZ+BMou7lkEc7A5i3o36x5zneZ3WIhxmbjjYsGR8T3m6bkKUzqRXGiVX2UUl2AIcB9InJ+vvE1QBOlVCfgfeBHs4OU1J1w256t8Lj9HUWLRTirb8HFG5lpmUx9ZzZjhrzIlmXb80QyIolXFi/wk2R7f8UyOtWpR5TF6rd/vN1Ov6bN8hT5ZRNrs3Fxi8C5om1qJhRoj8vj4dd/dvDJ6hX8sWcXHpPzaIrFChH5RET6icgFIvIR8KeIdBGRsiXXoglKdjQ5m+yo8g0dOwWcM7R1m5xocjYOj4evN67DbrFyf8ImbzTZ56OK0xtVHlUckZHYy/CKMOTDUg1irwHMinkVxF4b5Jg35YomZ3M6qnw6mpx9uIyCo8rWxmAxk/+KhpjS6/MhInV9AahYEemcvXZ9dTxB88JEpJYvXQMRiQUuBLaF3OgKikWE9wZfyvjLr+Lurt0Z3as3c2+6lUtalfknk5oAFKZSwS9aJSKFilYppQ76/j0qItOBHnhlbLLHU3K9/llEPhKRBKXUsUJfwRlQs351DBMnzTAUCY38pdRys2PNLh4f+BzpKRmgYMOCLXS56Gyenfo4Vpu/8xkuvLnJh/I8SHR6PEzevJH7u/fkrDp1WH/kcI4jHW210qx6Da7pcBYrDx7g13925HwR2y0WasbFcXuXbizcu4fVhw/mOZcALw8I3tHuaHoaV0/+juSsLBxuF9E2G/UrV+GHEddp3cmSIzvhO78STW+890kDStccTShYfegA6w8f8tu+P+UUC/ftCTivSnQM765YijNfhNjl8fD5mqU8NnvW6WhyNobiX1Pfh0sCPQgMjsTdisr6zRvxJQOIBrEi1d4C+zmorJngWudrPmIHrEjV11FRAyFzKhj78x4wegiiklDuHf4nc+9AZU4BxwL8UiiMk6jMmUjc1eZ2ikC1t1Enb/MV8jmAOLA1QuJvK9K1F5GLgZF4UyfezrU9BXiygLn1gIkiYsUb/JqslJoVCiM1XkSEHg0a0qNBuXkqqQlCYRzlFSLyCfAd3r9C1+KLVgEopUyT40QkHrAopVJ9rwcBz+fbpy5wRCmlRKQH3kV+vMhXUwBbl24PWAu8Zu4GOpxrfkeolOLZq98g/dTpjlLOLBdr529izvjfuXTURaEwt0hsP36M6jGxfpdpEWF3cjJfDLua8etW88PmTXiU4sq27RnVtTtWi4U3LhpM53r1+XrDOjJcLga3bMW93XoSZ7czafi1PLvgd37YshmX4aFp1Wq8NWgIbQuI8D85fy6H01Jzcp/dLhd7kk/y6uKFvDyw7LaNjiSUUv3DbYPmzNl/6hRL9nsbFgxo1qLAx7bx9ihGtO+IAjJcTjyGonK0N2pbMzaO6zqcxb5TyWw4chi3UjStWo2zatehYdUqjGjXkSy3i0NpqWS5PdSOj6dydDTtEhKwrLHlRJOzESdYV3njGIZSLEvcz+7kk7SqUZPu9RsUWGMglnioORWVPtFbvGdtAJVGI9kyb9XHo9LHQsYkkASo9gJib48ARsJcyPwKMqZ65eEq3Y0lZgDKtQlirwpwwqoQOxzTP/CW4B1AJaoLJMxDZU4DzwEkqgfEDCqUYkZJoZSaiNfZvdqXn3wmczcAnQvcUaPRFAkpKH1ARP4IMqyUUqbRKhFpDkz3vbUB3yqlXhKRu30Tx/rk5u4B3HirOx5RSv1ldrxsunXrplatWhXU5kDMGf87Hz40nqz0vDlyYhGueXwYd7xyg+m8PZv380CvMX7zANp0b8kHy18pkj3lHbdh0O7Dd/wKBAEqRUWx4e4HwmBV+UBEVmcryYhIHeBloL5SaoiItAfOVUqNC4dtxVmjFYXXlizki3VrsIhgEQsiMP7yq+hWv3Ct1K+a/G0eeTjwSlPd+ZP3T66hFIZSjOranYd79WHrsSRumDYZl8fAowxQMLRNG14deHFQp/dkZiafPDKamyf/QN0TJzlcozrf/es67nrrHSpFRQWcp5QblfywL8qLVwJO4pAa36AsjeHEMHD/nXdS1VexBHKEyyC51+gZzKkLvESI17JeoxpN4ddogRHlokarlFK7AL/EOaXU2FyvPwA+KMrxi4JhKAyTHGWlFCpI3qwyDIwAsi9mqRyagonU/O4yyhd46wb+43u/HZgEhMVR1gRnyf69fLn+dGFdNnf+NJ0Vd9yD3Ro8lSu7oE9EmLfrHy5q0RKH282oWT/6yT9+vmYVfRo15tHf5pCclbfwdtb27fRt3JShrdsGPNeM/z7FQ+MmEOs7bv0TJ7n3k8+ZVaUqI14KHCBQGZN9Gsq+cyq8xXXJD0D0QH8nGeDUGIzoy7BYAjvgFYAJ6LWs0UQUhVG9qCMi40TkF9/79iJye+hNK3l6XdYFl9OkOlxBnyt7BpzXpEMjPE7zCvBzBpgKdWjwSsOd26gx1nwRK5vFErRAUHPGJCilJuMr91dKufE2+dFEIJM3b8xTkJeNx1BB28VnYyYPF0jPPMvt5vM1qzmZ5S/Hlul25WlQkh9DKS76/LSTnE2sy0WfsZ8ENzLzewLJw5HxbYBJypufXLHRa1mjiTAKo3rxBfArkN1DdDveJiRljsO7jwaMZB7Y7l8kk03S/mOmahkAS2euLhHbyiuvDBhEjdi4nPzLOLud+pUrM6bvBWG2rFyRLiI18SVoikgv4FR4TdIEwuEO4PcIfgV3+QkkD+cyzOcpvA6xYJ5e4TBx2HPmKkW9ANKQdU8Eloz0Tg4iD0fgc/p1zax46LWs0UQYhSnmS1BKTRaRMeC9wxWRMnmHm5yUgsVm8Uu/sNqtnDgc+A+/1W6jY5+2ZGU6SDmeisflIa5yLHFV4uh4XuDHlhpoUKUKC0bezi87drAr+QRta9biohYtiSrg8bLmjHgEmAm0EJElQC1geHhN0gRiaOu2LN63l4x8bXA9hkHPAqroA8nD/XjtDbg9/jfzcXY7N3TsxKaj/jrxsTYbV7QJLItptVhISkig1jF/EaKTtWoRVCco5lJI/xSvikQuLFXB3gscpkqgEFfhf231WtZoIozCOMrl5g43af9xbDYbTnfeaIfH5SEp8UTAeQn1a/C/RS+E2rxyS4zNzpXt2ofbjHKLUmqNiFwAtMGr2ve3KqglmSZsDG7ZimnbNrP8QCIZLhc2iwWbWHhl4CDigxTIBZOHW3kwkef7D+SZP+fjNgzchkGc3c55jZswqGUr4qKiuHv2DDyGgcs31i6hFtd0OCu4sS+/ROb99xObq1FTZlQU1leDFzBL/G0ox2/g3k9eebi3UVmLA81CAjYjqRjotazRRB6FcZTL7B2u2+VGLILVF72sUbcaVrs1p74km6gYO7UK0FHWFEymy8UpRxa14uKxWgqT1aMpCURkBDBHKbVZRJ4CuojIi4GkGzXhxWqx8NnQK5m+dQtTt26mSnQ0o3v1pm1CcKnFbHm4NKeDbceOYShF65oJVI2JoUZsHBc2b0mXevWZtnULqU4HFzVvSZ9GjRERzm/SlLk33sjUjT9zLCOdPk06MLBlH2wFrNNad44iIyqatDFjiD98mIy6dbG+8grVbrkl6DyvPNw0yPoN5VwB1vpI7JWItTbKkwQxV4F7K7gPgNjB3hGs9SBAikhJoYw08OxC7GeH9DxFRURigHuBvniDU4tEZKxSqnAtUDUaTYlTGNWLMnuH+/zwt6hetxoPf3IXAD0v64o9yupXYoIIg27WObNFxeF289yC35m+bQsiQozNxpN9L2B4+47hNq2i8LRS6gcR6Yu3ccGbwMdA4ApVTVh5469FeeTh/krcx4RhV9G1XmB5uLYJtagcFcXkLZtytu05lczlrdvSpZ63hKR59Ro81ruv31zl2ka9zJu5v6XL11hDQepQVJWXCtREjrvlFvA5xvFncI0idoi9FIm9NM92S+wQiB1yBkcqOVTqW5A1DWotRiyVw2JDAXyJt/38+7731wNfASPCZpFGU8EpjOrFCCBWKbUZuAKYVBba4u7etI/Vc9cz76sFJCV6e5hYrRZvRDkfIphu1xSOZ/6cz49/b8Xh8ZDldpOclcV//5zPgj27w21aRSG7ZuBS4GOl1AygQmtsRTK55eEy3W7SXU7SnE7umDkdV5Bivu3HjzFunf9Dgpnbt7Fk396A85RSqJN3g0oGlY73kZoDMmdD1uwSuKKygfIkQeYUUB5U+hfhNicQbZRStyul/vD9jAJah9sojaYiU5jn40/7uutlR6sm4o1WRTSf//sb3E43hkfx5bOTAVjxy1oc6SbV2ArmfbXQf7umQNKcTmb+vTWnJXY2mW43H6xcFiarKhwHfN0zrwF+FpFoCre2NWGgqPJwH69aUaQx3Nu8TrIfmaiMScFMLVeotI/wZjM4IWMcykgNt0lmrPXVAQEgIj2BJWG0R6Op8BTmy7TMRat2b9rHut83YhgKt8vN798uIinxOEf2JuFy+meNODKdHNwZWB5OE5jjGRlYxfzX6EBKSilbU2G5Bq+E42ClVDJQA3g8vCZpApH/pjKHAuThHJ7AsmrBxrxSbYHSKypG6mtONBlfoEQZkRpV7gn8JSJ7RGQPsBS4QEQ2ikhg0WuNRhMyClPMlx2tuhB4rSxEq7KjydlkR5UvufNCDBMJJYtVaN/bK/OWnpLBvK8Wcmj3ES6980IatTmdM5hyIpWvn/+BpP0nOH94L/pffzoX0O1ys3z2Go7sTaJ11+Z06NO2wNy/cJGUkc78Xf/gUYqBzZpTt1LRc/XqVa6MxeJ/nRYROterVxwzNYVEKZUBTMv1/hCg7/wilMtbt2PJvn1+8nDuAuThbj77HObs3GE6dn3HIMVp9g6Y/6mPhZhhhbC47HM6mpxNljeqHD8y0nKVB4fbAI1Gk5fCOMrX4F28byqlkkWkHhEcrdq9aR9r5q7HME7/UXS73Mz7eiFD77nYtHGI4VHUb1GH9X9u5unLX8WZ6cTjMZj50a9cNuoi7vnfSBZNXcYL176d87d28fTlfPrEV0z85wNOHkpmdN+nSE/JwO30YLVZaNWlOa/++hRRMZEVfJ+2dTP/+X0uFp8T/+LCPxjT9wJu7tS5SMeLslp59Nw+vL5kUc7jZAFibDZG9+xTUmZrNOUGU3k4i4VXC5CH69WwMX0aNfbrwtc2IYGr2gXuECpig2pvoU7ej/cBoQskDmxtkLhrSuiqIhflOQ6Zk/BrdKIcqPQvkMoPhMUuM5RSgZPNNRpNWCiM6kWZilbtXLub+Kpx5G/AJxbh58/mBZw3+c0ZrJm7kcy0048iXVkufhk3n24Xd+Llf72TNyABHDtwgnfv/pSDOw9z4nByTrTa5YC/V+3ku1enc8uz15bYtRWXo+lp/Of3uTjyPd59dfFCzm/SlKbVqhfpuLd06kKd+Mp8uHIZh9PS6FyvHo+e25dWNbXknkaTn2x5uMX79jJv1z9UjYnm6nYd8qy/o+lp/LBlE/H2KK5q154q0TEAfHXlCGb+vZVxa1fjMQxuOPucPNHkdKeT3/fsIsPppG+TpjSoXAUAiT4fav2KypgKRhIS3Rei+3udaLzR7EX79nAoNZVOderSoXadQl2LUgpcG7xSb9ZGEHUuki8VSzlXgf0svA8j8813bQBrM7+orvIcBsdikGivnZZKhbIngJUQezWmHQFtzYtxXI1GUxGQQC2dI5Vu3bqpVatWFWnuw+c/zabF20zHKteshMflISPFv4Vqx75tA86LiY/G7XTjdvnnFtZqVJNv944tkq2h4KsN63hl8QK/HEmbxcLonr25t7tWEysriMhqpVS3Yh6jEV45qrqAAXyqlHo33z79gBlAtoTJNKXU88GOW5w1qoGJ69fwyqIFuAwDESHKauW9wZdyYfOWQectT9zPHT9NBwRDGRhKcVfXHozu1TvovAMpKVw75XtOORx4lIEAvRo2Yuylw7AH6aCpVBbqxO3g2gQoECtYaiE1vkWsCd59PIdQSQOg0iNYKt2Zd76RhkrqCzFXYKn6bM52I+1zSHsXxII3y89Aqn3ode7LECWxRkOFXqMaTeHXaETnGpc0ufOW82N4DAzDPy0DwOUILBtteAyvvpwJZmke4cRtGJjdGCmlcBllsiu5pni4gUeVUu2AXsB9ImLWQnGRUuoc309QJ1lTPHaeOM5rSxbhNAwUYChFltvNg3NmcyorcOGdw+1m1KwfSXe5SHc5yXS7cXg8fLZmJSsPBlbSAHhwziyOpKeR7nKS5XaT6XazNHE/402k6HKj0t73RpPJBLK80nOeRNSpMbn2ec/7Iv1jlJGRd37GF6DckDkV5fG22FauzZD2HuAAlek9pspEJd+PMtKD2qPRaDShIKSOsq9yd6OIrBMRv9tX8fKeiOwUkQ2h1me+6bnAaRCX3HEhzkxzh3jY/UMQk4I1gB5DOtOknX8Bji3KRr9rvZGcvVv28+rN7zOq06O8PvID9m4N/sVVXFKysrh71o90+Ohdzvr4ff4zfy5uw+DCZi1M97dbrQxq0SqkNmkiD6XUoezufUqpVGArELjjhSbk/LhtK04TVQyLCPN2/xNw3pL9+/JnhgFehY0fNm8yGfFyPCODzUeP4sl3A53ldvP9pgJEFjKnAflbTrvBucQbbfYcgsxZgMerXZzxTc5eykiD9M/xqlAoX7EdqMzp5ChT5EHAsSC4PRqNRhMCSiOi3N8XiTILbw8BWvl+RhFifeYeF58TcOzCkf1MFTEADu85yt1v+bdsja0cw2MT7uP/vnqAStXiiY7zFuLEVoqhXrPa3M5PVfMAACAASURBVPTMCLYs/Zv7e4zhj+8Ws3vjPuZ/s4j7e/ybbSvMq9eLS5bbTe8Jn/Lbrn9ymhl8t3kDA78cT6OqVRndszcxNhtWESx4u+iN7NSZdgW0z9WUb0SkKdAZWG4yfK6IrBeRX0TEtGpMREaJyCoRWZWUlBRCS8s3Do8bs79CHsPAEUhWjsCycoogcnSAy/AEeiAWVKrOe/BAT9qU1zFOew9yriYzT1TZG03OHnOejiorR645uQ/p0z/WaDSaUqYwqhehZBjwpfLmAywTkWoiUs9XMFjifPLElwHHXrvhXcQqKE/eyIrFKpw4dJKbnh5B7cYJPD/iLZShqNWwJl/sfJ+oKDvNOjbmq10fMv/bRRzceZj2vVrT+4ru2KPsfPDgeLIyTkddDI9BVrqDDx4czwfLXinxa3x3+V9kuPy/wPannGLern+4q1sP+jdrzqztf+NRBpe0bF3owh1N+UREKgFTgdFKqfzi12uAJkqpNBG5BPgR741tHpRSnwKfgjf/McQml1sGtWjJ+LWr/aLDTo+Hfk2bBZzXu1EjXCY3+nF2O0Nbtw04r058JepXrsLu5JN5tkdZLFzWqk1wY2MugswZ5C2SE7C1B5Xiiybn+luUHVWOu94XTc6dSuKNKkvMYFTWT6DypmmAB6LOC26PRqPRhIBQR5QV8JuIrBaRUSbjDYD9ud4nEsJHv39+/1fAsb2bE4mNj/HbbngUR/d5W2D/Mm5+jmx/yok0dqzalbNfpWrxDLt3MPe8PZILrumNPcqOUoqda8zbOO9Yvct0e3H5fXfg4/603VuQ2LpmAo+c24fHe5+nneQKjojY8TrJ3yilpuUfV0qlKKXSfK9/BuwiklDKZlYYktLN83AVcCwjv/N4mirRMbzQfyAxVhs2X4g4zm6nb6MmDGxunnIFICK8ffElxNujiPYV7sXZ7TSoUpX7egQv7pVKj4GlFhDr2xIDUhmp+qovmpz/hj0T0j9CpY/zRY5z44TMSShra4i+0CtfhwBW73Er/x9i1So6ZohIIxH5Q0S2ishmEXko3DZpNOWJUEeU+yilDopIbWCuiGxTSuXuFW320M8vGuVzskcBNG7cuNAnP7z7CNYoG7UaeP/AVqtdhWOJx033jY6LQhn+gTCL1UJCgxrebn9/bM7RZ3ZkOPj0ia94d/GLAc8vIsRViSX9lP8XXFyVWJMZxadWXDw7TphfY/3KESWsXyiUUqBOglRCJLI0qcs64u2IMw7YqpR6O8A+dYEjSiklIj3w3lyb/4JpzojElFP8sHkjDatU5bLWbYm120mIi+fqdh04kJrKPyeOYxGhba0EasVVItZmD3q84e070qVefaZu3Uyqw8lFLVrQt1GTAhsfdapTlz9uuZ2pWzaxL+UU3es3YEjL1kTbgn89iLUm1JoDmbO9Mm+25kjsFYilGsoeqAFKDFgbQ+wVJmM2bxpI1TfAuRyV9RtY4pCYYYhd11AEIbsod42IVAZWi8hcpdSWcBum0ZQHQuooK6UO+v49KiLTgR5Abkc5EWiU631D4KDJcc7ose7yn9fw4rVvk5XujVrEV43j5Z+f5KnvH2Zk6wdN54x642YmvzEDx64jeZqV2KNsDLtvMJ//+2vc+dQv/lm3h81//U2H3oEfUQ67bzBT35mFI+N0fl10XBRXPDCkoMsoEo/37suVk781Hbu3W4+QnDNUGJlzIPUFME4Bgoq9GqnypHaYS44+wE3ARhFZ59v2JNAYQCk1FhgO3CMibrzyBtepsqYpGYG8sWQR49auwmkY2ER4YdGfTBh2FT0aNGTbsSR+2r4Nq1gQgWWJibw/+LJC6ZI3r16Dx3ufeYpCQlwcdxXh74NILMQNRxieZ7sl7nrg+iAzrwx+4OheSHSvM7anIpK7t4FSKlVEsotyQ+ooH9p1hJVz1hETH03vYd2pVC2+UPNSTqTy14xVuBwuel7SmdqNdX2MJrIJWeqFiMT77m4RkXhgEJC//HomcLNP/aIXcKq4+clJicd5augrOU4yQPqpDB4+/2m2rdwZcN7JI8m8PvcZmnZsTHRsFHGVY4mvGsfjE+6jSs1KrPh5LdHx0cRXjcv58bg9TH5jRlB7bn72Gvpd1wd7jJ24qnHYY+wMuL4vNz41POi8otKkWrWcR6i5qRkbR5y97DiYyrEcTj0BRhLeIh4HZE5DpTwbZsvKD0qpxUopUUqdnUv+7Wel1Fifk4xS6gOlVAelVCelVC+lVOD8JU2hWLJ/L1+sX4PTJ0fpVoo0p5M7Zk5n27EkXl2yEIfHQ4bbRbrLRZbbzQNzZgWVh9NoIHhRbkkW3E58dhJ3dHyYTx7/kvfvH8d1De9i5a/rCpz314yV/KvR3Xz44Dg+eXQit7Z9iO9fm14sWzSaUBPKiHIdYLrvsZ8N+FYpNUdE7oacaNXPwCXATiADuLW4Jx035huT5A1vrvHCH5YRFRuFMzNv9bQ92oYtykadJrX4ZN2bJG4/SHpKJs3Pbow9yo5hGLy/7GXTpiK1GwdP17TarDz2+b3c8coNHNp1lPot6lA1oUqxrjEY07ZuQUwyWrLcbpbs38f5TZqG7NwliUr/iLzFPnjfZ85EVR7j18lLoykrTN68Mafde248SvHxqhW4TNQmsuXhrg7SqlpTsSmgKLfECm63LP2bH978CWdW3ieszw9/k8mHPzet9QFIS07n5RvewZHv+/fr56fQ7eJzaHlO4GJVjSachMxRVkrtAjqZbB+b67UC7ivJ8yZu98vcyOHgP4fx620NuBzuPLnLDVvXzzNusVho26N4OXLValWlWq2qxTpGYfjn5AmyPCZfwobB/pRTIT9/ieHeZ75d7GAcBe0oa8oogeTaspuLGAGaAgWTh9NUbAoqyi1Jfpv4p1+wCbz1PKt+Xc95V5kXgS6fvQaLxf8htsvhYt7XC7WjrIlYyl1nvg592gUcO6dfByxW/0uOrRRDu56tc96nnEhlx5rQqFKEmi716hNnUvQjInSoVTsMFhUReyfMfz0NsOqeGJqyy+AWrU23Z7nd3HR2J2JMiugMpYLKw2kqLoUpyi1JXA53wA6vHlfgmzm3K/C8YF1zNZpwU+4c5QE39Ak4NuLxy6nTxL9wwB5t57zhpwtHxj4ykccHPpdH/7iscFmrNtSMi8OW68492mqlU526dKpTN4yWnRlS+X6QGPIIo0gsxN+LiPmjPY2mLJCUEUACTimaVavBsDbtiLXZEbwpFzE2G6N79aZ+5dClbGnKNNlFuQN8XXDX+TTPQ0K/6/oQEx/tt93j8tB1kN9D5Bx6DOls2tQrOi6aC0b0LlEbNZqSJNwNR0qcPRv3E1sphqx0R87dq1iE2EoxbFq0jUO7jvjNyUzP4tCuIzRp15Aje5NYMPkvEOGnj39lxKOXl/YlFItom43p1/6Lt5cuYc7OHditFka0P4v7uvcsUCYqkhBbS6jxPSr1TXCtA0sCxN+NxA4Lt2maMJN+Kp3ls9fgdLjpPvgcatarHm6Tzoim1apxddv27D2VzJ7kZKKsVtrXqk3N2DgsIrw04CKuaNuen3f8TZTVypVt29OukE+DjmVk8NHKZaQ4HfyrYye61Ktf8CRNmUYptRhzqdWQ0G1QJ3pe2pXF05fj8dXtWO1WHvjgDipXr5Sz36xP5xIdE8VFN18AQPU61Rj1xs18/PAXeNy+eTYr51/Tm45926KUYuGUZUx7dzapJ9LoPawb1zw2jCo1dZqdJryUO0f54pH9GXRLP0a2eZCDOw8D0LZnK95b8hK/fvEHFpuV/EL4bqeL379dxK0vXM/E/07C4zHwuDx88+JUht5zMTFx/nfPkUyN2DheHHARLw64KNymFAuxt0VqfB5uMzQRxPLZq3nh2v9hsQrKUHg8Bne+diNXPhCyAFqJM6hFK9YfPsysHX9jEQtZbjfLDuxnwrCrqOfTOu/RoCE9GjQ8o+NOXLeG5xb+kfN+2tYt9KzfkO+GX1ui9msqNi6Hi90b9+YJvNhsVrYs3c7g2wYAkJ6SwSePfonVZuG84b1yvkO3LP0bq92a4yhbrMLONbvwuD1MfGYSP37wS45i1bTdR/jjuyV8uv5N4qsWTnpOowkF5S71AmDpzFWcOJyc837X+r1sWrINl8ONy+Hf3lkZ4Mxy5USTs++SPW4PP338a6nZrdFoApN+Kp0Xrv0fjgwHmalZZKU7cGW5GPfvb9izeX/BB4gQ/tq/jy/Wr8Hh8ZDpdpHmcpLmdHLnzB9NFS8KQ6ojK4+TnM3yg4l8vaFg2S6NprD88f0Sju47liev2JHpZP43C70F88DUd2ajDCPPd+iezftZMn1FnkJAl8PNwX+O8OuEP5j27uw8sq4uh5tTSSnM/mx+KV2ZRmNOuXOUlVJ88viXZKWdlhbL7qLX89IuOU5wfnoN7ZoTTc4mK93BNy9OLZO5yhpNeWPpT6uxWPyfMLucbuZ9vdBkRmQSSB7OrQxWHEws0jHHr1sTeGzt6iIdU6MxY/Vv6/M4tNlYrBa2LN1OekoGP7wxE0emM8936Ja//jZN/8tKy2Lx9BXYovyL0B2ZTlb9ug7DMPju1ekMr3M7g6Ou4/5eY9iy9O+QXJ9Gk59y5ygv/WkVh3cf9du+bdkOfv5sXsB5875cwPyvF/o50lnpWcwa+1uJ26nRaM4MZ5bLvGreMHCUoZvZTLf/U61sHO6iRZQzXIGP6SxilFqjMSOuSqzp9qx0BzXqVc+JJmeTHVWuUa86YqI6ZY+2Ua9ZbQwz/XCrhTqNExj76ES+eXEqp5JS8Lg9/L1iJ09c9AK7N+4tuQvTaAJQ7nKUqyZUySkeyI3glacxRbxfwoNvH4DH7V+VW69FnRK2UqPRnCk9hpzDhw+aV82fP/zcMFhUNC5v3Y4l+/aRkc9hdhsGPc8wLzmbm84+h8/WrDIdG9YmsGSmRhMMp9PFXzNW0qxjI5q0awRA4vbAzXMP7jqcE03OJjuq/PWej4iJiyYzNTPPHKvNyvVPXsWmJdvYuyUxjzKGPcrGoJH9+PfFL/o1OHFmOfnmpak89f0jJXGpGk1Ayp2j3KF3Gzr0bmM6NvOjX7HH2HBl5XOYFVRJqMJ97xS7MaBGowkRCQ1qMvKF65j4zCRcTjfKMIiOi6afr2q+rDC4ZSumbtvMigOJZLhc2CwWbBYLLw+4iPioorWZb1ilKsPbdWDK1s15tteKi+PhcwNLZmo0gfjk8S+Z8tZPOe+r1KzEe8tezslDNmP+VwtxZjmJrxpHVnoWIMTER5ORmsnSGat45PO7eXroq3nmXD36Mmo1rMkrc57iueFv8s/a3VhtVqx2Kw9/chdxVeKwRdn8HGVlKHau21OSl6zRmFLuHOVgVE2ojJmKjsUqVK9zumue2+XG5XQHbMWp0WjCw4hHL6fLhWcz7+uFuLKcnHf1uZx9QfsyJX1otVj4fOiVTN+6hSlbN1E1OobRvc6lbULxGgK9ftFghrRsxQcrlpPmdDKsbTtGde2eR1M9EEp5cGUuYv3hfXRr1B2x6yh0RWbe1wvyOMkAKcfTuLfL/1GzYY2A884f0Yt7/jeSgzsP8/rID0DBYxPupXajBBq2rs/1De/ym/Pdq9MZeu/F1KxXnfeWvMTR/cdIT06ncbuGWG1WUk+mmTYkERGadWxc/IvVaAqgQjnK3YecY6p6YXgUvS/vTnpKBu/e8xmLpi7D8Bg06dCIRz+7mzbdW4bBWo1GY0aLTk1p0alpuM0oFm8vXcy4tauxiAWLCEsT9zFh2NXF1j3u36wF/Zu1OKM5ynMQdfxfTN5Rm2dX9+C3IXfQNKEjUu0DvJ2RNRWNCU9PMt2ekZpJ5t8HA85b9tMarnzgUsaN+RaXw+vczv1yAc9Ne4KFU5eRkS/tAsDwGPzwxgzufnskALUbJUCjhJzxytUrMeiWfsz9agGOjNMpHVGxdm74z9VFuTyN5owod8V8wVg1dwP41wIB8OekJTx12SssnroMt9ON4THYvWEvjw98jiN7k0rXUI1GU275a/8+Jqw7LQ+X7nKS6nRyx8zpRZaHKw4q+WGcrqP8b+PZgOLtjZ3AsRSVPrHUbdFEBqnHUwOOKSPAlyjw96qdvHnHx6yZtyFn218/ruTD0RPYuGBLwHkbF28Las/979/O8EeGEl81DoBmZzXmpdlP0rKzbuuuCT0VylHeFSSfadPirexYsxtXvkc8LqebGR/OCbFlGo2mohAKebiioowT4NrElN2tcHisGFiYf6gJe1KjINM8qqgp/zTt2KhI87oN6sSv43/32/7jez/T+cKzAs678sHgDYOsNisjn7+OH09O5Ff3JD5d/xadLuhQJBs1mjOlQjnK+7YdCDh2aNcRrDb/j8PtdLNn075QmqXRaCoQoZCHKzLKidNj43+bupPh8RYSug3h7Y09QDkLmKwpr9QoYlv4hVOWBhz74c2ZAcdST6YV+hyWQuTcazQlSYX6jet0fvuAY+3ObWNaMBAVY6f9ua1DaZZGo6lADG3dljibf+5vceThioylDlP2dsXhseZs8iirN6rsHFK6tmgihuMHT5jVvWMxCSblRvmrN+ZwZG8SFquF/HW3YhG2r/qnCFZqNKVDyB1lEbGKyFoRmWUyNlJEkkRkne/njlDacv41gbVWr3xgCO3NZOUELrt7UAit0mg0FYkhLVvTvUFD4uxeZ9lmsRBjsxVLHq6ouA2DtzeekxNNzsbpsfK/DeYym5ryz+tznyG2Ut7GIlGxUVz3f1dgiw6sAdDinKYBx4bcMZBfXZN468/niY6LJiY+mgc+vIPf3JP5v4kPlJTpGk2JUxqqFw8BW4EqAcYnKaXuLwU72LF6N9GxUXk7fAlERdvZsWYXu9abdfkR9m5OpFq/qiZjGo1Gc2ZYLRbGXX4lC/buZt6uf6gWE8PV7TrQvHpg2a1QYSjFZa3bk+FMQ3n2gkpHLDXB2pD2teqWuj2ayGD6+7/gzMqbeuPMdDLlrZ+IqxRDisM8VeLovmMBj7lm3gZuenoEnz7xVU4nzYnPfM/g2wYQFa3VVTSRS0gdZRFpCFwKvASEvX1OjyGdmZX+jenYmvkbTTv3ubKc/Pz5fDr104UDGo2mZLCI0L9pc/o3bR5WO6JtNp7vf2FYbdBEHpVrVKLLhWf7bbdH2dj8V2CFimBy5iLCxkVb2b3xdM2PM8vFnPG/c/k9FxfLXo0mlIQ6ovwO8ARQOcg+V4vI+cB24GGl1P78O4jIKGAUQOPGoREYd2aaF64oBZlp/tqPGo1Go9GUR4beNYihd5mnHI7u8x9OJZnLx139yFAm/Oc707E7X7uRj0Z/kRNNBm97ax1V1kQ6IctRFpHLgKNKqdVBdvsJaKqUOhuYB5gKdyqlPlVKdVNKdatVq1ax7DIMg8/HfMMVNW7hsko38vadY3FmOTnr/HZ4XP4V5zHx0fS7VreA1Wg0Gk3F4fCeo7xy47uMqHs7t7Z9iFmf/IZSih3rdgecs/6PzfS5soff9oE3nIdSsG35DsQieX7SkjP4beKfIbwSjaZ4hDKi3Ae4XEQuAWKAKiLytVLqxuwdlFLHc+3/GfBaCO0BYFSnR9m7+bRW6S/j5rP4x+VMPvQZD3x4B+/f9zlulxuP2yAmPpr2vdtwwYjARYAajUaj0ZQnjh86yb3d/o/05HQMQ5F8NIWxj37Jvm0HqJpQhaT9x03n1WtRl9Ef38nmJdv44a2fsFgtXPPEMNp2b8nR/ce49cXrTee17hreFCSNJhghc5SVUmOAMQAi0g94LLeT7NteTyl1yPf2crxFfyFj+c9r8jjJ2aQeT2PS6zO44cmradujJb+M/520k+n0vrw7PS/rgtVqNTmaRqPRaDTlj2nvzCYzLQsjVxc+R4aD2Z/M5eFP7+K1mz/wmyMCd791EwAd+rSlQ5+2ecZrN0rgX09eFVrDNZoQUOo6yiLyvIhc7nv7oIhsFpH1wIPAyFCee+6XCwKOLfxhGQBN2jfi7jdv4bFx99J7WHftJGs0Go0mohGR8SJyVEQ2lcTxNi7aYtpXwB5tJ6FBTS67+6K857cIT016hJi4mJI4vUYTUZSKo6yU+lMpdZnv9TNKqZm+12OUUh2UUp2UUv2VUsEbvp8hHrcHj+d03nG12oEl3qrWrFSSp9ZoNJqgHEhNYfLmjfyycztZQbr1aTSF4AtgcEkdrGHr+lgs/hIWLqeb2o0TeOijUbw4+99YbBbs0XamJI3j/OE6RVFTPimXnfkO7znKvy9+gUti/8WlsTfw3ytf5+SRZK7/T+DHPtf+3xWlaKFGE35EpJGI/CEiW31Pdh4y2UdE5D0R2SkiG0SkSzhsLW+8tXQxF345nucX/sETc+fQ8/OxrD10MNxmacooSqmFwImSOt7wR4Zij8mrQmGPttGhdxvqt/Dqa3//8o8oj4HFKvz00W8ldWqNJuIod45yZnoWD/R6krXzN2J4DDxuD8tnr+GhPk/x97Ltpm05RYS9W/xzlzWaco4beFQp1Q7oBdwnIvn7vA8BWvl+RgEfl66J5Y+/9u9j/NrVODweMlwu0l0uUp1Obp85HZfHX3lHoykJRGSUiKwSkVVJSUlB921+dhP+O+UxajWqiT3Gjj3KxrlDu/HfqY8BsGXZdnas3YVS4MhwMum1H8lI1TKqmvJJaXTmK1UWTF5KVnreIgSP20Ny0imcDjcv/jQGt9vN6l834Ha56TqoEzFx0bTq0iyMVms0pY+vkPaQ73WqiGwFGgBbcu02DPhSeVtZLhORavmKcDVnyOTNG8l0++d/ug2DFQcT6dOoSRis0pR3lFKfAp8CdOvWTRWwO90Hd+abPR9z8kgysZVi8rS0/uzxr/L0HjAMg+nv/cwN/7k6BJZrNOGl3DnK+7clkpXu8Nvucrg4lnic4Y8MBaDP5f5ajxpNRUVEmgKdgeX5hhoAuZsAJfq25XGUS6MpUHkhM1A+soDDrSPKmshBRKhRt3qebVuWbWf76n9QuVxtR4aT71/7kSsfvIS4yrFoNOWJcpd60aJTU2Ir+Vfe2qPsNO2ov8A1mvyISCVgKjBaKZWSf9hkil80qiSbApV3hrZuS5zNvwuZ2zDo0aBhGCzSaArP+j82ISJExUbl+UEpdq3fE27zNJoSp9xFlPte1ZNx//kWZ5YLjy86Y4+yUbdZbbpceFaYrdNoIgsRseN1kr9RSk0z2SURaJTrfUNAV50VgyEtWzN162ZWHjxAhsuFzWLBZrHw0oCLqBQVFW7zNGUQEfkO6AckiEgi8F+l1LhQnOv6MVdx/Rith6ypOJQ7RzkqJooPlr3C2Ee/5K8ZK7BYLPS7rg+jXr8Ri6XcBdA1miIjIgKMA7Yqpd4OsNtM4H4R+R7oCZzS+cnFw2qxMO7yq/hzz27m795J1ehYhrfvQPPqNcJtmqaMopQyb3mn0WiKTblzlAGq16nGmK8fDLcZGk2k0we4CdgoIut8254EGgMopcYCPwOXADuBDODWMNhZ7rCIMKBZcwY00617NRqNJpIpl46yRqMpGKXUYsxzkHPvo4D7SscijUaj0WgiC52LoNFoNBqNRqPRmKAdZY1Go9FoNBqNxgTtKGs0Go1Go9FoNCZoR1mj0Wg0Go1GozFBlCqwk2VEISJJwN58mxOAY2Ewx4xIsgUiy55IsgXKtj1NlFIR2dlDr9EzJpLsiSRbILLsOVNb9BotOpFkC0SWPZFkC0SWPSFZo2XOUTZDRFYppbqF2w6ILFsgsuyJJFtA21OaRNK1RZItEFn2RJItEFn2RJItoSCSri+SbIHIsieSbIHIsidUtujUC41Go9FoNBqNxgTtKGs0Go1Go9FoNCaUF0f503AbkItIsgUiy55IsgW0PaVJJF1bJNkCkWVPJNkCkWVPJNkSCiLp+iLJFogseyLJFogse0JiS7nIUdZoNBqNRqPRaEqa8hJR1mg0Go1Go9FoShTtKGs0Go1Go9FoNCaUKUdZRAaLyN8islNE/m0yHi0ik3zjy0WkaRhtGSkiSSKyzvdzRwhtGS8iR0VkU4BxEZH3fLZuEJEuobKlkPb0E5FTuT6bZ0JoSyMR+UNEtorIZhF5yGSfUvl8CmlLqX02oUCv0YC2RMwajaT16TufXqOlRCStz0Lao9eo+bheo6W5RpVSZeIHsAL/AM2BKGA90D7fPvcCY32vrwMmhdGWkcAHpfTZnA90ATYFGL8E+AUQoBewPMz29ANmldJnUw/o4ntdGdhu8n9VKp9PIW0ptc8mBNen12hgeyJmjUbS+vSdT6/R0vmcI2Z9noE9eo2aj+s1GtyWEv18ylJEuQewUym1SynlBL4HhuXbZxgw0fd6CjBQRCRMtpQaSqmFwIkguwwDvlRelgHVRKReGO0pNZRSh5RSa3yvU4GtQIN8u5XK51NIW8oyeo0GIJLWaCStT9BrtBSJpPVZWHtKDb1GA1PR12hZcpQbAPtzvU/E/8PJ2Ucp5QZOATXDZAvA1b5HEFNEpFEI7CgshbW3NDlXRNaLyC8i0qE0Tuh7jNgZWJ5vqNQ/nyC2QBg+mxJCr9GiE2lrNCy/g3qNhpRIWp+FtQf0Gg2EXqOltEbLkqNsdlebX9uuMPuUli0/AU2VUmcD8zh9lx4OSutzKSxr8PZY7wS8D/wY6hOKSCVgKjBaKZWSf9hkSsg+nwJsKfXPpgTRa7ToRNIaDcvvoF6jISeS1mdhz6XXqDl6jZbiGi1LjnIikPtusiFwMNA+ImIDqhKaxxcF2qKUOq6UcvjefgZ0DYEdhaUwn12poZRKUUql+V7/DNhFJCFU5xMRO94F9Y1SaprJLqX2+RRkS2l/NiWMXqNFJ2LWaDh+B/UaLRUiaX0Wyh69Rs3Ra7R012hZcpRXAq1EpJmIROEtNJiZb5+ZwC2+18OB35VSobijKdCWfLk5l+PNowkXM4GbfVWpvYBTSqlD4TJGROpm572JSA+8v4fHQ3QuAcYBW5VSbwfYMporAAAABWVJREFUrVQ+n8LYUpqfTQjQa7ToRMwaLe3fQb1GS41IWp+FskevUXP0Gi3dNWor6sTSRinlFpH7gV/xVsuOV0ptFpHngVVKqZl4P7yvRGQn3rvg68Joy4Micjng9tkyMhS2AIjId3irPBNEJBH4L2D32ToW+BlvRepOIAO4NVS2FNKe4cA9IuIGMoHrQvjHuA9wE7BRRNb5tj0JNM5lT2l9PoWxpTQ/mxJFr9HARNIajbD1CXqNlgqRtD7PwB69RvUaLYotJfr56BbWGo1Go9FoNBqNCWUp9UKj0Wg0Go1Goyk1tKOs0Wg0Go1Go9GYoB1ljUaj0Wg0Go3GBO0oazQajUaj0Wg0JmhHWaPRaDQajUajMUE7yv/f3t2ExlWFYRz/P2I1Fls1bdWKtMGNoBUD7UatVgtuCuKmGEqkxp2ouAq4EQmCggiCoLZYKLFRcNGF1nYhWtv0U5FA80VbilLpQiylVruK1LwuzplyGW8mmWRiLuH5wSVn7px575kkT7gfc3MWAUk9ku6ZQb9+SVtnUf8lSdtL1ndIGsvtTklbCs/1SeqdQW1J+l7S8mbHVVLrO0l3zLWOWas5o9drOaNWSc7o9VrOaB3vKC8OPcC0AZ+tiNgZEXum6dZJ+h+KzdoCDJdMQTkbA8DLLahj1mo9OKPgjFp19eCMgjP6H95Rrph8dHlG0qeSRiTtlbQ0P7de0qCkIUnfSFqdj2w3AJ9LOiXpFklvSvpJ0pikT2oz1EyxvTslDeX2w5JC0pr8+GdJS4tHtXkMw5JOAq/kdTcBbwFdeQxdufwDkg5L+kXSa1MMoRv4qjCe7fl9D0sayOv6Je2QdCjX2iRpt6TTkvoLtfYB25r8lps1xRl1Rq3anFFntKUiwkuFFqADCOCx/Hg30EualecEsCqv7yLNZARwGNhQqNFeaA8Az+R2P7C1ZJvjwHLgVdK0ot3AWuBkfr4P6M3tEWBTbr8HjOV2D/BhoWZfHu/NwErS9JFLSrb9K7Astx8EzgIri+8jj/sLQMCzwF/AQ6QDvSGgs1DvHLBioX+OXhbv4ow6o16qvTijzmgrF59RrqYLEXE8tz8DNgL3A+uAb5WmbXwDuHeK1z8l6UdJo8BmUnAaOUGaFvIJ4J389XHgaLGTpNuA2yNiMK8amKbugYiYiIhLwEXgrpI+7RFxNbc3A3tzfyLicqHf15ESPAr8HhGjETFJ+uPUUeh3kXm8fGaWOaM4o1ZpzijOaCvcuNADsFL184oH6ShwPCIeafRCSW3Ax6Qj4wuS+oC2abZ3lBTotaTLN6/nbe6vL18ytkYmCu1/KP99uybphhzWRvVrtSbr6k7W1W0jze1uNp+c0alrOaNWBc7o1LWc0Sb4jHI1rZFUC/I24BjpUsqq2npJSyTVjnCvAstyuxbmS5JuBWZyd+4R4HngXA7aZdLNAceLnSLiCvCnpI15VXfh6eIYmnEWuC+3DwLPSVoBIKm9mUL5M2R3A+dnMQ6zZjijOKNWac4ozmgreEe5mk4DL0gaAdqBHRHxNyms70oaBk4Bj+b+/cDOfClpAthFurTyJemzUg1FxPncPJK/HgOuRMQfJd1fBD7KNyEUjzgPkW46KN6EMBMHgCfzOMaBt4HB/B7fb6IOwHrgh4i41uTrzJrljDqjVm3OqDPaEkofV7GqkNQB7I+IdQs8lP+FpNXAnoh4ugW1PgD2RcTBuY/MrJwzOqdazqjNO2d0TrWc0To+o2wLKiJ+A3apBf8onXTnsMNt1kLOqFm1OaPzy2eUzczMzMxK+IyymZmZmVkJ7yibmZmZmZXwjrKZmZmZWQnvKJuZmZmZlfCOspmZmZlZiX8BlrZYU6m8HhwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x1152 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D plots of all possible permutations of 2 features out of 4 produces 4 choose 2 plots\n",
    "fig,axs = plt.subplots(nrows=4,ncols=4)\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        if i>j:\n",
    "            axs[i,j].scatter(X_train[:,i],X_train[:,j],c=y_train)\n",
    "            axs[i,j].scatter(X_test[:,i],X_test[:,j],c=y_test,marker='^')\n",
    "            axs[i,j].plot(X_train[y_train!=y_pred,i],X_train[y_train!=y_pred,j],'ro')\n",
    "            axs[i,j].plot(X_test[y_test!=y_pred_test,i],X_test[y_test!=y_pred_test,j],'r^')\n",
    "            axs[i,j].set_xlabel(data['feature_names'][i])\n",
    "            axs[i,j].set_ylabel(data['feature_names'][j])\n",
    "        else: # delete redundant plots\n",
    "            fig.delaxes(axs[i,j])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that this is significantly better than naive Bayes!  \n",
    "\n",
    "As a second example, let's return to the MNIST problem.  In particular, let's perform a PCA in exactly the same way as we did before.  This time, we'll use softmax regression rather than naive Bayes for the classification problem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix: \n",
      " [[2229    1   10    1    6   20   10    7   20    6]\n",
      " [   1 2486   12   11    2   11    1    1   18    2]\n",
      " [  10   27 2080   34   22   11   32   30   56    7]\n",
      " [   6   10   49 2088    0   90   11   15   41   22]\n",
      " [   5   13   16    5 2114    2   16   11   13   73]\n",
      " [  27   13   27   59   31 1832   40    7   54   14]\n",
      " [  16   13   21    0   19   30 2125    2    8    0]\n",
      " [   3   11   26   16   23    2    0 2219    5   85]\n",
      " [  11   51   27   56   13   76   29   13 1961   32]\n",
      " [  15   13    5   30   58   14    2   74   25 2103]]\n",
      "Classification accuracy:  0.9193506493506494\n",
      "Confusion matrix: \n",
      " [[4462    0   18    9   10   36   30    4   21    3]\n",
      " [   0 5204   21   14    4   18    3   13   48    7]\n",
      " [  21   43 4250   62   50   25   65   44  103   18]\n",
      " [  18   18  105 4328    6  144   10   44   90   46]\n",
      " [  10   16   27    5 4252    2   43   17   30  154]\n",
      " [  43   14   37  127   38 3721   76   21  100   32]\n",
      " [  26   11   36    1   34   52 4453    4   23    2]\n",
      " [  10   18   57   17   38    9    2 4603   13  136]\n",
      " [  20   75   47  120   27  113   30   14 4061   49]\n",
      " [  17   19   12   50  123   21    0  124   28 4225]]\n",
      "Classification accuracy:  0.9287633262260128\n"
     ]
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "from sklearn import decomposition\n",
    "from sklearn import linear_model \n",
    "\n",
    "mnist = datasets.fetch_mldata('MNIST original')\n",
    "X_train,X_test,y_train,y_test = train_test_split(mnist.data,mnist.target,test_size=0.33)\n",
    "\n",
    "pca = decomposition.PCA(0.95,copy=True,whiten=True)\n",
    "pca.fit(X_train)\n",
    "\n",
    "X_pca_train = pca.transform(X_train)\n",
    "X_pca_test = pca.transform(X_test)\n",
    "\n",
    "lm = linear_model.LogisticRegression(C=1e1,solver='lbfgs',multi_class='multinomial')\n",
    "lm.fit(X_pca_train,y_train)\n",
    "\n",
    "y_test_pred = lm.predict(X_pca_test)\n",
    "c = confusion_matrix(y_test,y_test_pred)\n",
    "accuracy = np.diagonal(c).sum()/c.sum()\n",
    "print(\"Confusion matrix: \\n\",c)\n",
    "print(\"Classification accuracy: \",accuracy)\n",
    "\n",
    "y_train_pred = lm.predict(X_pca_train)\n",
    "c = confusion_matrix(y_train,y_train_pred)\n",
    "accuracy = np.diagonal(c).sum()/c.sum()\n",
    "print(\"Confusion matrix: \\n\",c)\n",
    "print(\"Classification accuracy: \",accuracy)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10000., 10000., 10000., 10000., 10000., 10000., 10000., 10000.,\n",
       "       10000., 10000.])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm.C_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([    9,    31,    34, ..., 23078, 23081, 23087]),)\n",
      "7466\n",
      "Classified as : 2.0\n",
      "Actual class : 5.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_wrong_value = np.random.choice(np.where(y_test_pred!=y_test)[0])\n",
    "print(np.where(y_test_pred!=y_test))\n",
    "print(random_wrong_value)\n",
    "fig,axs = plt.subplots(nrows=1,ncols=1)\n",
    "axs.imshow(X_test[random_wrong_value].reshape((28,28)))\n",
    "print(\"Classified as :\",y_test_pred[random_wrong_value])\n",
    "print(\"Actual class :\",y_test[random_wrong_value])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}