georgehc/94-775, 95-865 Clustering I and II.ipynb Secret

## 94-775, 95-865 Clustering I and II.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 94-775/95-865 Dimensionality Reduction, Clustering, Cluster Interpretation, and Automatically Choosing k\n",
    "\n",
    "Author: George H. Chen (georgechen [at symbol] cmu.edu)\n",
    "\n",
    "This demo uses the UCI drug consumption dataset:\n",
    "https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29#"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We begin with some boilerplate code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn')\n",
    "%config InlineBackend.figure_format = 'retina'  # if you use a Mac with Retina display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading and preprocessing data\n",
    "\n",
    "Next, we load in the UCI drug consumption data (which we assume resides in the same directory as this notebook). Each data point is represented as a 12-dimensional feature vector. Even though some of these features are not numerical (e.g., gender), they have been turned into numerical values (see the documentation on the UCI drug consumption data for what the numerical values mean for features that were originally not numerical)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import numpy as np\n",
    "np.set_printoptions(suppress=True)  # somewhat prettier printing\n",
    "\n",
    "drug_data = []\n",
    "with open('./drug_consumption.data', 'r') as csvfile:\n",
    "    csv_reader = csv.reader(csvfile, delimiter=',')\n",
    "    for row in csv_reader:\n",
    "        # row[0] is an ID, which we ignore\n",
    "        # row[1], row[2], ..., row[12] correspond to the 12 feature vectors we care about\n",
    "        drug_data.append([float(x) for x in row[1:13]])\n",
    "drug_data = np.array(drug_data)  # convert the data to be a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1885, 12)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We next standardize the data. Note that each row of `drug_data` corresponds to a different person, and each column corresponds to a different feature. Here, the standardization done subtracts off the mean of each column and divides by the standard deviation of the column (so that each column has mean 0 and unit variance):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "drug_data_normalized = scaler.fit_transform(drug_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction with PCA\n",
    "\n",
    "Next we use PCA to bring the dimensionality of the data from 12 down to 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "drug_data_normalized_pca2d = pca.fit_transform(drug_data_normalized)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the 2D PCA representation (in the second line here, I ask for the two axes to use the same scaling, i.e., you'll notice that the grid lines form squares):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-4.785092557291801, 5.247732284113553, -4.968880198213613, 5.094724057982493)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 367
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(drug_data_normalized_pca2d[:, 0], drug_data_normalized_pca2d[:, 1])\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.30814595 -0.24522535 -0.21510942 -0.36956402  0.10774476  0.21829237\n",
      " -0.05229747  0.27205377 -0.24354739 -0.33911344  0.40360201  0.43456227]\n"
     ]
    }
   ],
   "source": [
    "print(pca.components_[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.2516601192871777"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.inner(pca.components_[1], drug_data_normalized[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.8930275 ,  1.25166012])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data_normalized_pca2d[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.09329346  0.01478971 -0.17640044  0.03786158 -0.05526341  0.44066646\n",
      " -0.59335285 -0.38671826 -0.22543    -0.33520093 -0.13581118 -0.2793642 ]\n"
     ]
    }
   ],
   "source": [
    "print(pca.components_[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.24249161, 0.15598527])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dimensionality reduction with t-SNE\n",
    "\n",
    "Next, I apply t-SNE. Note that the code is nearly identical to using PCA: we import the nonlinear dimensionality reduction method we want to use (`TSNE`), create an instance of it (which we name `tsne`), and for that particular instance, we do `fit_transform` on the data. **Warning:** t-SNE takes way longer to run than PCA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0)  # note: in practice you should actually play with the perplexity, learning rate, and number of iterations\n",
    "drug_data_normalized_tsne2d = tsne.fit_transform(drug_data_normalized)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting is done just like before, except now we use our newly defined variable `drug_data_normalized_tsne2d`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-56.67873992692043, 48.4709228492837, -59.909223863743435, 62.57210762228836)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1])\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unlike in PCA, in general for nonlinear dimensionality reduction methods, the axes aren't as easy to interpret. Each axis here is no longer just a simple weighted combination of the original features. In terms of interpretation, the main thing here is that points close to each other are more similar, and points far away from each other are more dissimilar.\n",
    "\n",
    "\n",
    "However, with t-SNE, we are able to get some distinct blobs that appear. Could these blobs be semantically interesting? Possibly! (And possibly not!) Let's try to figure out what these clusters are..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering using k-means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the visualization above, it looks like there are maybe something like 6 clusters (small ones in the top left and bottom right, and then four bigger clusters in the middle). Let's try k-means with k=6..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-56.67873992692043, 48.4709228492837, -59.909223863743435, 62.57210762228836)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZNVD1OlVGsxNEliK1ZxQRaQETxRzfG9rFjskT5F0R7yEwhr5EO3cu38LGtuVnJe6y8OQiiKqpXvKA66x1OCKyAChRFxFpsieH9/HA0E7GitnzXhspZjiSGSUwhozTZNKFzGMYygQsS1ZYp+7bscVL6xOUiLQ0JeoiIk30vaGdfHswfcGVRnO+iBYiXXgCzCv/rp1Bgr54Bym/AvzuykpgXI8WPRJZopSoi4g0Qd4V+dyhJ9k9dVI5+KLg2dQZcX1/gbaYJxVAyiQwtkBn3BMzWWL2FOArTNLbsfkb6xW0iLQ4JeoiIg2Wd0X+4sCjHM6ONjsUqYEb+/PcMlCgJ+FInfVbNTPtv6vog+4BZ3GJp/HRKmxxC0a/tkWWFP3Ei4g02JeOPKMkfZF44yVZrl1ewUqjlTBAbAKYwAdHieI7MNEKbP5mDEEdLigirUaJuohIA00UcxzOjjQ7DKmBWwZy9UvSz2U8mAm8mSSyYwTZezS6LrIEqI+6iEgDPXRqF6MzdHeRhcXguXmgQUn6WRf2YE8SJR9p8IVFpBmUqIuINNDBzHCzQ5Aa2NpTpDvRpGnABrBDeDPenOuLSMMoURcRaSDn1eNlMbixv0CymWXiNouLP9/EAESkEVTgJiLSQIGpdg15aYak9aztiEgGnlxkODIVkI0MiRaYy+mtns6ILHZK1EVEGujSjgEOZIar6p1uAIPBqfN63Q2kIu5Zk2NVu6Mr7olZKDoYLxiOZywx45odIrRCDCJSV01P1MMw/DjwQeDudDr93XNeew/wAWAbMAx8AfhwOp2eaHScIiK1sL1vM0+PHGSkmLn4zufwgFeSXndX9ha4d13uvBr0mIW+pKcvGZGLwHmwTX1AoupVkcWuqT/lYRjeAvzKLK/dD3yGUox/AjxHKWn/ZhiGiYYFKSJSQ6kgzub2foKKlqeURrHGc+uK85P0czW1Pv0VWbxRP36RxaxpiXo52f4LOH/VhjAM1wMfBR4Dbkqn07+ZTqfvA/4j8Crg5xsZq4hILb119TVsaF+uZL0FpaynNzm3pxbWQFPnBtscUepbFFP/RD462cRARKRemjmi/luUSlq+NcNr76NUlvOxdDpdmLb9Y8AY8N76hyciUh+BsfyLdbdyXc8l9MbblK63kPaYpyve7CgqYHMQDDGc/wa56OicDvHk8WYUb8bwFC5+gIg0TVNq1MMwvAa4n1Li3Qu87pxd7ih/fXD6xnQ6nQ3D8DHg3jAMe9LptJ75iciCFBjLT66+jlxU5PHhveyYPIHznsg7juT01tYcnmuXF6ikMU+rNPFxfpLR/APA6zC0nfe6x+ODI7jYS2Angaj8SgxcD7ZwFdb1NzJkEZmDhifqYRgGwF8COykl6v9lht0uBY6n0+mZVnPYV/66DXiyHjGKiDRKMohxZ/9W7uzfCsBnDjze5IiWrq6457YVC3eEOfLjmPiLBIWbztruKRIlH4RgCEzxnKNyYCdx9iQ+WoPN34bRJFWRltGMEfVfA64HXpNOp/NhGM60z3Jg7yzHnx5q6plPEAMDXfM5XM6h+1l/usf1V4977L3n0eO7+ceDL5EpFohZy+au5fzsllvoSqTO2//U3qmaxyBzc8eqHPGWmCRaPZs8Tn9PB8aUkm3vHUO5fyByxy9yYB5vDxBPxehLvrYBkS5cei+uP93jMxqaqIdhuA34CPBn6XT6sQvsGgdys7x2evv5v+FERFrIF3f/gAeP7aTgzu53/fTQIZ4dOszyVAe/ee29dCaSr7w2Vcg3Okwpm+sk0lbmfIaiP0XclMpYJosvULhYkn7maHLRAXLFIyRja+oXpIjMWcMS9TAMDaUuLyco1adfSAaYrQXj6d9ok/OJZ3BwpqoaqdTpT726n/Wje1x/9bjHnz7wOLumBmd93eEZzE7wm0/8LR/YfA/d8Tb+6cTLZNzCLb1Y6B45luDS7kyTe6PPj/dFTg2PYF0SjydKvQzB3BdG8uQ5NfUksdw9dYxyYdJ7cf0t5ntc7VOCRo6o/yLwGuC+OSxYNMzspS2nt2u2lYi0pG8cf+mCSfp0Be/4473f5adX38BTI/vrHJlcyL6JgHwEqaYvBTgP3mBOdz22w2CqKKWyIxQTD4MtL8rlY9jCNoxbg1GPIpGGauTb0TvKX782S136A+Xtm4AdwJ1hGLal0+lzl+/bBDhKk1FFRFrO4yOzTbGZWdYV+YfjL2g0vekM3z6c4E3r8wt4VN2AK41nOTMKtopSKpOF+IGzNrngBPgkFDYTuEvAtWNUgSpSd41M1D8NfHeG7W8EbqW0Cuk+YAR4GLgbuB345ukdwzBMAbcBL87SEUZEpKmeGzlE0c+91OC0U0VNIm0sDzOMDj95MsGrVhVYtlDr1Y0rJdo+TmlMq5pzzLQtKo3OJ14g8i8AbeC6sIUrMW6VRtpF6qRhiXo6nf70TNvDMOyllKh/Op1Of7e87bPAh4CPhGH4YDqdPj2B9ENAN/DJugcsIlKF7w7pYd9CkbSOnDOcnZkaPruzjX+5LUNXYgEm68bh4s8T5LdjfCfeB6Uku2bnL/8hAzaDs8MYtxqb2662jiJ10JKVeOl0Oh2G4ceB3wCeCcPwq8CVwH3AI8CnmhmfiMhsVL6yUBg6445X9RV4aTRGITJ4IGY96zsiPAswSS/zwUk8DuMGwLeDqeMDaFvAm0O45KPY3Ks1si5SYy2ZqJfdDxwE3g/8MnAM+APgd6aNsIuItJSgVZaqlIuaKBi29ha5a+1ia4kZAXkMKUxxNT5R50pR4/D2KN6ewLiV9b2WyBLT9EQ9nU7/CvArM2z3wCfKf0REFoTN7f08M3ao2WHIHOScYaKwGD9Y+fIfsIVriGLHwI7V95K2gIu/iM0pURepJRWUiYjU0H0rr8JW8fi/M5ht6QipFwsEizFPJ+D0UiSGBEH2LnANWOnRjuFZbE8nRJpLibqISA2lgjj9iY6KjrEYfnr1DXQGyYvvLDXTFvMsT1XZGaWVue4zvdQB4zsJMm/AFLaAa6N+5ffF6vq2i8islKiLiNTYz294DQkTXHxHSg003jhwOZs7B7infxsdGllvmL6kp2+htmGcjYtjC1eet9mQJMjfgs3f0oSgRKRaStRFRGosFcT54KWvpd3GL7ifxfCmgSvZvvxSvPdc3b2G1/VfRn+8k6Rp+hSiRS1uHLetWIRlGq6/1O1lFsa3lXus10MAXosgidSSfhOIiNRBRyzJ/Vvv5cXxo3z9+AtMRnkcpRH0wFiu6l7DW1ZcCRgePLmT58YOk3UFnPdYoCOWoMekGMpPEi3gVoGtyODZ1B1xZV+x2aHUlKENm7vjwi0SXR/4NqAObUR9p1YrFakxJeoiC4X32L0/JP7o32KmxsA7fCxOtPl6oqvuwPcsh0Rbs6OUaYwxXNW9hqu61wDgvC+tF1Nu4bhvaogvH32WkcLU+al4VBpxX8j9vFuVB25bUfrgNLcCpYXBEDurNn3mfQwmWo+3L8y8Amm1fIAtXF7DE4oIKFEXaW25DNHhQfIP/z1tj/8TREXMOYmbPbKL+CNfxscS+GWrKd70JqJr7oJYvR5vS7XstB7rhzLDfOHI04wVs7Pu75Skz0tb4Ii8oehKyXlgStvWdDjaAr/oOr548niiiybrtnA5UWx/7RZC8pRKbqK1tTmfiLxCibpIq/Aeu+dZYk9+HTs2hBkdxBfzZIulOtrZcgoD4B2mkIXje7Hf+CT+8a+Qe+eH8MvXNCp6qYD3nv999LkLJukyf3esznFlX6lwqD3wBBbsIkvOp/PkiIKDxKKNF9zPEMfmbsKlHpj/qLoH3ABB9k6tSipSB0rURVpA8Nx3iD/6d5ixk5h85pXt1fzaM1ERM3SY1Kd+ldw7fwu36eraBSo1sWfqJKPFzMV3lIqlAs+ypCNmPMuTnu7EEnsqkXgKnx3A+Iu1CLWU3mHmeX9cF0H2tRj1phCpCyXqIk0We+iLxL7/VWymtst8m0KO5Od+B7fuMnI/9RvQ1oAFT2ROvje0i5xbXBMZm21Ne5G71+RZ1RaRCsCYxT16Piubx8VfIMjfesHdSom1BaJ5Xc74PiXpInWkny6RJrLpJ+qSpJ9mXESw/0VSn/kPkJmoyzWkclNRHTpuLFme+9Zl+Fdhhq09EV0JiAcQW+RlLhfig2P4iyXgrgv8PHv2uwSmEM7vHCJyQRpRF2mi+MNfqluSPp0dPEDyy/+V3D/7nbpfa6nKuyJPjRzg2dFD5FwRD8SMZXP7cu7s30pX7EzbOnVyqZ0fW5/h+v5oySblM8uBHQW3bNY9DClw3WDnUYLl2zGuv/rjReSilKiLNIkZPIgZOdG46504gBk+hu9b1bBrLhXPjh7i24M/YrSYPa9Ty4n8OC9NHOPyzpW8ZeXVGGOIGT3MrIU17UWuU5J+PhMxlz7ptnAVzp4CW8UTHp/EFq7WBFKROtNvC5EmiT3/IHZqtGHXs5MjxL/3+YZdb6n4wcgBvn78RYaLmVnbKY4Vszw9epAvHX2mtAJp1xqsEpx5+6nNmUXXYrEmfAy4eHtW61Ziog3l/SvgUpj8ldhoXXXxicicKVEXaZapsYZf0gweavg1F7PRQoZvn0wz5S6+FH3BO14eP8ZzY4e4uW8DPXEtTjUfSevp1lIBs0jg3dwmj9v8zZjCZnBzWFHUJSHqx+ZeRVC8bJ4xishcqPRFpFmS7Q2/pPHz6/AgZ3vg5I6KeqHnfcRjp/ZyXc86ru2+hAeHdqhavUrXLc+p5GU2Jotr+xrOxzHRemwhxDDzxFGDISjchC9ehou/gA8GKXWCKf+f6ePgejG+B1vciPHqHiXSSErURZok2nQNscf//ryVRuvJW/3I10rkHXunhio+7nBulP+885ukbJy4Ccjrw1NV+lMeo0R9ZiYCMwWAt88TxXZj8zdgo/WzH+I7CfK3lY55JVEPVIMu0mT6rS3SJObkIea92EgFPODW6XF1rYwVsmRddW0Wx6Mc41GuxhEtLU4J5NwYwEzhEk9Cngsm62cOCeofl4jMiWrURZok9qPHG5tq2IDCq9/WyCsuagUf4ZxrdhhLkCdhHON5g1Pd0NzZHC7xNH4O3WBEpHVoRF2kWQoXn4BYSz7ZAR29Db3mYmaNIee1umgj9cQdV/QVWN0ecWXfEm/LePpDSiX3wEzh4mmCwlX1iEhE6kCJukgTmGN7sIP7G3Y9D+Tf9N6GXW8p+Nbgj9B4emNs6Cxyz5o8fcmI7nkuprl4WDAV/h9owAf7QYm6yIKhRF2kwcyJfSQ//3uYqIGjscbgLrutcddb5HJRkcPZkWaHsSTcMpDjjtV5OtWK8QwXLy9qVAWTx+M1SVRkgVCNukgjeU/if/8BduxkYy/b1gVWE8Rq5YmRfYwU5rH0uszJ5T0FJennckmILoGqn+f4eRwrIo2mRF2kgeye5xqepAPQ3g1atn7e8q7II6d288DQTvU/rzvPXWtyStKn80D+Kkw0UFlt+lmMurqILCAqfRFpoPijf4vJTTX8utHGqxt+zcXmQOYUXzryDCOFDE5peg15Zso6b1qeZ6BN9/k8iZcgf231x7vO2sUiInWnITaRBjJTow2/putaRvE172j4dReTI5lR/ubwDzhVmFKSXnOGc9cTWNNW5N71+aXd1WUmBjAZfHwnuFTlx3sgWkkU7MbZY3iVwIi0PI2oizSSb+wvRo8huuoOfNeyhl53MfHe8+WjzzBWzDY7lEXsdLJe+vrWTTniGkaamQHsKfDt1R2ffAEPeG/Bd2CKq7CFqzFUkfiLSN3prVCkgXzQ2IJbn0hReO17GnrNxWbP1ElGipo4Wn8Gg+fyngI9cY30XpDx5TmhFb6fTH9CYRzYcXxiJ1HbN3Gm8U/7ROTilKiLNJDbeFVjCyeS7Q0fxV9svje0i5zTwka15elNOFa1RSxLOmz5p8JjePXqAik96704U4Co/9yqoerYCVzqQTz6QCrSavR2KNJAhe0/SfDSo5hGdX7JT2GO78OvvrQx11uEpqLGriC7mCWt57YVea5cVqQ95gmMx3lDJoJ94wHfO5okbjQHYE5MHuz4PLq/nMNO4BLPEOS31+iEIlILStRFGqmjl2jztZjnv4eJCnW/nMnnMJkJTX+cB6+7VxOr24riWOc5AAAgAElEQVS8Y3OWvqQ/Z5KopyMO/akiW3sivNf9nhMDBBM1PaUPTuIpYpQaiLQMlb6INFjhvl8g2nwtPtaAtdC9h7jWXJ+PQP3n5215MuKdl2ZZnjo3ST9bT8LTpb7pzWMm8cHBZkchItPoN5BIo9mA/Dvvp7D9bbjll+Dj9ey24HHdA3U8/+J3RedqLbY+Tz+xMUtvcm4j5YEtfb6UJjAeb8ebHYWITKNEXaQZjKV45zvJ/sIfkXvbByhc/3qKW2/Cx5M1v1Tw8iM1P+dSclvfJnrjbc0OY8FannT0JSub0Gz0yaiJdPNFWokSdZFmMha37RYKb3k/+Z/5LXI//u9xHb21Oz0Qe+nRmp1vKUoGMa7qWkPCaNn1aty+KkenylkWBh9gXO3ef0Rk/pSoi7QQd8V28j/+73DL1+BrVFveiEmri90bBi7nyu7VWI02VqwnoTqWBcO3Y6K1zY5CRKbR1G6RFuO23EB287XYHU+S/OonMNn5dXbwmgw5b8YY3r76elYmuvjm4I9w6gQzZypjWSA8mOJqjMbvRFqKfiJFWpENcJfdRvbd/zd0zu9RtO/sq1FQ8prlW9jc3t/sMBaUjNaKWhh8Elu4ttlRiMg5lKiLtDC/Zgvx178L2rqqOt6lOine/lM1jmppe8ea61UCU4FHjieYUrK+ADj0kF2k9ShRF2lxibvfTuLt78d1D1RccOF7BnBrt9UlrqWqM5akO1bPlpqLy6HJgLG8ftW0PFPA2RPNjkJEzqF3T5EFIH7L68n+uz8nf8c755ysu+4B8m/71brGtVQlrEYe587wrUMJxjWnubUZ8LHdzY5CRM6hRF1kobAB0Z0/Q/b9n8D1rpg1Yfc2hlu2htw778f3X9LQEJeK1anuZoewoOwaj/OtQykmlKy3NjPV7AhE5BwaFhJZYPzyNWTf/wmCFx8m9uTXMBMjpaUcjcG3d1O88V6ia+6GmJpX18s9/SG7J08yEeWaHcqCcWjSElW27pE0nN4zRFqNEnWRhSiIEV1zF9E1d4GLIJ+FeBIC/Ug3wvJEB2tTPaQnVdM7F0nredeWDD21X3hXasWDKa5rdhQicg6VvogsdDaAVIeS9AZ766prCNT9ZU5etTLPsqR6z7c6G21odggicg4l6iIiVUjaOB1BbVaPXawS1rN9RY7tK/NYfaZpbT6GIWh2FCJyDg3BiYhUIWGDUveXJVqnnrCevqQjZmCqaBjOGyg/YbB47lufZVNXRE/CE2hIqPWZiCjxODZ/K0ZPikRahhJ1EZEqGGPY3NHPyZHJZofSUCvbity1Os+qdkcq8Big6A0TBcNzQzGePhnnZy7NsK7TEVOCvnAYj4/tw5kIm9uuZF2kRShRFxGp0l3Lt/LyxDHGi0tjVP2e1TluHMjTcV5zEE9n3DOQynPn6jwxi5L0hcg4fHAYH+zHRBubHY2IoBp1EZGqdcfbeFXvJlJLYAGkO1bnuGXFTEn6GYGFVExJ+oJmirh4utlRiEiZ3k5FRObhjv6t3L5sC53B4u092Blz3NhfILX4P48IgJnAm7FmRyEiKFEXEZm3O/u38vMbXkNPrK3ZodTFa1bl6UmoveKSYXN4O9LsKEQEJeoiIjWxLNHOz669iTa7+FZ33NxdbHYI0mAe/ZuLtAIl6iIiNbK2rZe+eHvTrl+Pvu4GT0K/KZYWbzB+cT4dEllo9PYrIlJDP73mBnqbVAKzItFFV6y2tfJq0rcE+Q6MW9HsKESEJrVnDMNwFfAR4D5gJXAK+Bbw4XQ6veecfd8DfADYBgwDXyjvN9HImEVE5qI/2ck/v+QW/teRpxjJZyjiGnbtnngbGGraLtJhKKo8fUkx0QqtUirSIho+ol5O0p8A3ge8DPxR+fufBZ4Mw3DrtH3vBz5TjvNPgOcoJe3fDMNQa3eLSEtamermlzbdxY+tupq1yR56Yim6YklsHcenUzbOLb0b6jKif2hCSVtL8OU/9eQ6sIVr6nwREZmrZoyofwRYB3wwnU7//umNYRi+G/hr4L8BPx6G4Xrgo8BjwJ3pdLpQ3u+jwG8DPw/8aWNDFxGZm5ix3Ni7nht71xN5R8FFOO/4yvHnOZwZYbSYqWnO1RtvY11bH8YYfm7Ddv54zwMUfG1G8x88muTS7iJdGh5psgC8BVOoz+ldBzb3aoxv3jwLETlbM2rUfxIYBP5w+sZ0Ov1ZYDdwbxiGltKIewz42OkkvexjwBjw3saEKyIyP4GxpII47bEk71p7E7+06U7u7g/Z2jHAikTnvM/fbuPcvmwLxpRG7Pvi7fyzS24laWozEj6ct+wcjZGPanI6qYYHCpuBOs1/cG3Y7N1Y11+f84tIVRqaqIdhGFBKtD+STqdnGurJAYnynzvK2x6cvkM6nc5SGmW/NgzDnjqGKyJSF6kgzj392/gX627jTSuvnFdJTJuNc2vfJq7tWXvW9ks7+nn9istpt3MfBjeUngTM5OsH2tk1miBXz2RdtfCzc70EhesxxTW1v08eTDHE+u4an1hE5quhpS/pdDqiVJN+njAMLwMuA3an0+lsGIaXAsfT6fT4DLvvK3/dBjxZj1hFRBphbaqXrliS0WK2quOzrsCyxMylCrf1baIrSPLtk2kG85P4C2R43bEUr+7bzMpUN98b2kXGTbC6PUdn3INLsCG5jS2JDZjCARw/wptJjC1PWvXUqD2MhQZOvl0QfFBK0rN3Y4hhC1cQxQ6AmarhNdqxhUtrdz4RqZmWWBC6XOryp5TepT9Z3rwc2DvLIaPlr1WPqA8MdFV7qMxA97P+dI/rr1n3+JKTfYwOH63qWA985dgPSbXHubxvNQ5HdzxFW6w0kn7XQMidm7exc/QEf7fvOY5MjVJwEdYYUkGctlicy3tX8+b1V9KTaCMfDRGuiii4DI4zzbUszxGz++mM3UAy9lMU3SgFN4jzRSYKT+GYnPd9CGw3BkPRD8/7XAtfjLhdTkfsGlLBRkzX6ScdXUwVbmSs8ASe2nT3ScaWs2xAJS9zpffi+tM9PqPpiXoYhgb4f4HXAk9xpnY9DrO+C53enqpvdCIis4sO7yX3+d/HHzsALoIgwPQOEL/7HcRuei0mNrdVSn98wzW8PHwMV2VNQ9E7Prf7SdpjCQyGuA3ob+vgDWuv4Kpla7DGsK13Jb9+3RtK+7uIqWKBuLUkgzi2XNs+VUwznn8Cx/mjtY4p8m6K4fwg7dFVdCdvIWZLYyUFd4xMlK4q9ulitpfexF0MZb5GkcF5n29hM3TGricV23DeK+3xKwDDeOGpGf+tKmFNJ13xV8/rHCJSP01N1MMwjAGfAv4lsAd4azqdzpdfzlCqVZ/J6RU9qh7CGRycqaJGKnX6U6/uZ/3oHtdfxfc4lyH5qQ9gRwYx53RW8ZlJcp/7ONmv/A/y7/g13PorL3q6DhJ0BAnGo+pHSD0wWcy/8v1wfor9Yw+zNtXLP193Cwl7/tt9Dpgoj3s4exiX/D7YC5fgeApMFp9hMneIIHcPhgBvLoPU/osee0EuSXHqCoZ8nmIqi9p4FxjOPEUsu2yW1y/BMICJv4SP7QObA1y5ft2U/7gLlyS5DshtZ2TCAnp/uRi9F9ffYr7H1T4laFqiHoZhO/BF4M3ATuB16XT6yLRdhpm9tOX09tFZXhcRqY98htQfvReTm5o1BzKAmRwh8b9+l/zP/BZuw8WT9a5Yal6J+oyh+oi9mSE+c/Bx/vX67QSzTBT1eFzi2bkn2gYIBonavoyJ1mML12Ki1XizH0yVNea+G+N7S+UcVuvZAWAm8GYC42fuDGRIEhSuh8L19Pe3E/kphk6NYojhfRIf7MPHd4KZBFv+EOdNaeXRqB9buE6tGEVaXDPaMxKGYR/wHUpJ+jPAa9Lp9IFzdtsBrAzDcKZeVJsozTjaWddARUTOkfrkBy6YpE9n8xkSX/6vULx43+vliY75BzeLg5kRHh7aPevr3p6ofHKiAWwRH99DlPonKGzFRKtLkx8r5XoIsqVGXy44gtq/lNkszh6f067GBMRsF9b3YHwHlhhBtIVY9k0E2ddhsrdhcjdic7cTZN5MkN+uJF1kAWjGyqQp4B+AWym1XrwrnU6fmGHXhynFd/sMx98GvDhLRxgRkbowQ4cxI4MVNTgxk6MEzz1w0f3u6Q/pCOqzopDD89zYYbyfOQF28R+BncciOnYKn3oIk78Rk78Oou655doecB0EmddjTlc02kyNOsgsEmb+T1mM7yWINhMUQ2x0Cab509NEZI6aMaL+MWA7pV7ob0qn02Oz7PdZIAI+EoZhctr2DwHdnOkOIyLSEImv/ul5NekXY4DY41+56H4DyU4GEvXrdDBazHAgc3Y3FU8eb0+Cme1tuAI2g0s8jS1uA4K5JdsGoIAPplU9+rlNwF0SPODVM0FkKWvox+owDFcBv1j+9mXgN8IwnGnX/yedTqfDMPw48BvAM2EYfhW4ErgPeITSJFQRkYaxJ86t0JvjceNDc9rvXWtv5Pd3f4ecL1Z1nQvJuSLHcqNsaF+Gs0O4+LMQnAJquBy9HcTZA2AreNhp87j4y9hoY+nbaCWRj4Gp/T1YmKq/D5482DE8EYYEuB5McypeRaRKjX7+dRtnOrn86wvs94dAFrgfOAi8H/hl4BjwB8DvpNPp2s66EhGZzeggib/7Y8hV2QrPOfAezIWHmTtiSXpjKY4X6jOZMvKOYvxxiO8FU4c6cJPDJ56rPMk2kzg7hHXLMb4bXBcE6qWOAZ94EZdbhnVz73Pu7Clc/HmwI+XSGQc+BqQwxbXYwhVnSo1EpKU1emXSv6OC6sN0Ou2BT5T/iIg0XPzLHyf28mPgXfWl08ZcNEkHOJ4bZ9zlL7pfJSwea8B7S7h8L8RP1K8G3ACmihaNNo8P9oJbXjpN4XK8fVS16lAuKXoKm33jnHaP4s/jYzvK7RqnMXkgj4+PEcUOYnOvxpbvt4i0Ls0oERGZRfzzHyO248l554uue26jobsnTzAVzT9R74o7bl+VI+yJaIuVRs4NELdjrZv8mhwejw8O4xPPNDua1mJPUUx9DVPYho02Y2ZpMj+Rfw4fu8jEYAOYCVzyYcjejfXd9YlZRGpCibqIyAzM7meI7Xhq3nmtx5C/731z2jfj5l+XfefqLK9aUSDVjHd3D9X2KPD2JFH7F4CodT9MeJoTmwGCUbz9AZHfQZC9+7zWis7nmIxemHv3HjuJSzyBzb2uJiF67zn1+EuMvbAXV4zo2LSKFffcgE1ocrDIfChRFxGZQfLr/x0zz37eHvDtXfiN18xp/65gfnXD96zJsn1lgVjT5gsG4DuAKp4KBFUvNN0YHvC2+gWdasE4MKNEqe+c3dISmCy8gPMVzm2w43gzNa9+6i5fYNeffJkjX3mE7OGTFCcypVDjMdouGWD5q67kst/65yT7Z1u/UEQuRNO/RUTONTWOGTs5//PE4mT/ze/PeffLu1bRHVTXjm9FKuK2FU1M0j0QrcQUtpUS2sXGANjWWIvJjuGST5y1KRvtqeI8GVzs5arDKE5kePQn/wM7f/8LTKQPvpKkA/hCkam9Rzn4uW/xyI/9JhO7D1d9HZGlbBG+m4qIzI89srPUqaVKHoNr6ybzi38G3XOfsNcVS9GfnHm5+AvpCBK8bm2eRBWLgtaOxea2l9os+vqtstpcMVqlLsfbU/hprTV9lW0cva2uh76PIp54939k5Kk0vnjhn5WpPUd58p/9LrmTo1VdS2QpU6IuInKuatswAi6WJPfO+8l+8NMwx0mk072uP6SzghKY/kQHv7r5Di5t5pxAD+RuwJLAEGBz28EtxuXpTessQGQmcbHdTbv8sW88wegP5379yT1H+NHH/rqOEYksTkrURUTO1bWcakdOo2vvxm27eU7tGGeyvn0Zr+3fRkeQuOi+ffF23r32ZhKxHIGJqrpeTRggtv+Vb61bjs3eAVEPuMU0Fcpisve0RmmPAeypad9Wd5+Nq/wJDsCeP/8K0VRly5kMPfoCLl/DBbZEloAWeLcREWkt7pJtEKu8W4U3lsL2n5z39W/u28hPrLqWlcluUvb8BKwrSLKxbTk/t/5VDCS7wEQ0vXjaTp5VimH9MoLsm7G526G4EkNbE4OrEddB4HswmbtbI1mf9m+eDNZXfrhLYYuXV3xY/tQYU4cGKz5uav8xTjyg1psilVhMQx0iIrVhA6JN1xDb+VRFh/mOHuhdUZMQLu9axWWdKzmQGebhU7vJRHmMMfTHO7mzfwu98WmlJT5FaYi1mcm6K62C6c98wDEYjFuNza0mnvwBmSjdxPjmycWwhSsBCPxKivktkNjR3JJ1f2Y0vDN+LZniThwVdM/xXRhf+Yh6bnAUl62is4/z7P/MN1h17y2VHyuyRClRFxGZQf6+XyD4k/dhorlN0vPGknvLL9Y0BmMMG9qXsaF92YX38x00P1EHb6Zw8edKExSNA28xrhtbuJpWmYRZNd+LcasAcGYSEjub+1dybdji1le+tSZFWyxkMv9DsHP4f9a1Y3M3V3VpE7MYW91ffuSZXUS5AkFS/dVF5qIVnt2JiLSermVk3/lbeHvxVireGPJ3/DR+640NCGyG6+PBN3ncxRRwyYfw8f0QDIMdhWAYH99PlPo/5KOjLMhk3QNRH0H2Lkw5fpf4Ppgmlxq5rvP6n3fFb8IUt4C7yPwGD1DAB4fwVD63IdbVjq0y0S6MTnD4Sw9UdazIUqREXURkFv7S68j+q/+M6+jBm/PfLj0Gn2gj99Z/T3THO5sQ4WlFqn47r1W+aSKws0wutDkiRllQiboHXDumuJEg+3oMifJmD8GJ5sbm2rH58z8UGmMICjdgc6+B4kB5kaYZjjeALeATPyRq+wqe7MUvmS9w8G++w0P3/hoP3/tr5E5W19aRyHHoC9+t7liRJUilLyIiF+DXXEr2Vz+NGTpM/Gt/jh06Ct7hO/so3Pte3IYrmh0imOp6aAOlzizB6PxyaM8cj2/iqp7VMFN41wWceariydHUv4drx+Zuxfq+WXcxbiXY75e/ucC5DGCyRG1fJ8j8+KydYzKHBvn+z36Uid1HoDj/7kJTh05y8G++Q2J5N8tuuYx4T3WdZ0SWAiXqIiJz4JevJf+e/9TsMGbm41Q9ou7Wgo3AVLj8/CvXprIk35vml43Mxem/U+J5ouAwQe4NGOz8PhRVyxvw7eCWEeSvv+gE0Cj2EpjJuf+7mCxR4kli+Ved91L2+DAPveGD5IeqHEGfQfbQCZ775T8GY2hb20/XFRsJ7383PVdsrNk1RBYLJeoi0nRmbIjYw18iOJQGVwRjSyPWt78Dt+6KqnuSLxWGWLnzS4ULNbkUQXELvrgRl3oQbAUdQ85cvML9fbm1oVsYlTAGCE4RJb9LkLu7Ph12zv2w49pKf6LVGBIY346J1mCYY114/KXK7q0BYgeIJm9i/KX9FMemCNpTdG69hO/d8ys1TdLP4j2ZQ4NkDg0y+uwuwt98N+vf/br6XEtkgVKiLiLNExVI/N0fYQ++jB0/dfZrJ/ZjjuzA96wg//Zfxy9f3ZwYFwhb2IazT5S6rcyV78T4znIFxOuIkg+AHWtAAr1AkvTTDBAcxweHsdElOAJK8wJqeH4Xh+gSjO/CFi/F+Or6zjszAqbyRYW8L/LCb3+EY1/eR5TNYxMxiBxRprJFjaqVOzHMj37vr0gs72LVG29tyDVFFgJNJhWR5nARyc9+lODlx85P0stsdorg+D6Sn/sIZuhIgwNcWEy0EXzX3A/wSWz+qjPH+w4g1pgEeiEl6acZj4u/VPrvwrbad8I0ESZaiYlWEyWeoNj2NYpt/0Ax9TWKyYfwZhQATx5nj+KCAzh77KxFpgB8UPlCRADGGto3WYpjk/h8gWgi07Ak/bT84Cg/+thf4/0CKI0SaRCNqItI43lP4ksfx+5/YU45mx05QeKL/5nc+/4AZui+ImCwBNm7iFLfBnuRenOXxBQux7o155xEy7tfkBnHmyls4WpcPA1VtDac/dwOn3wK7y3YcxcTGiWyRymNrQVgsmdKiHwbxi2j6LYTs72lmKr8IGSTzf/Zyh4+yckHn2PgruuaHYpIS2j+T6WILC35DMn/+dsE6e9XlE/Y0RPYXVp+/EKM7yDIvh6KK0s1zudycYh6sPkbCYozdatZYF1ZGs0UwExgCbCZN5Rr7Wt5/uIMSXqZLb9mM2cm4xoHdhIfO8hQ9qtkirswrquq0X7vPOMv16kWvQLFiQx7/vtXmh2GSMvQiLqINE6xQPKvP4I9vKPyOYj5LPFH/ze5Ji0qtFAY30Ys99rSKqGxF8urhHrwcWwhxLiVryzcc74mdDRZUDweV2pD7vsg82Zc6lvlEe7mRuaYYiz/KJ6bcRHYCn+7u4Lj8F/tq0tslSqOVzgpWmQRU6IuIg0T//b/xB7ZXXVOYyZHahrPYmZ8O0GhuiXiK1Zpi8aFysfPmuRpfTc28zacGcYlniiXHPnSyHglk3prxJEhP/4QYy+coP+eFXM+znvP+HPDELVIbbi6PIm8Qom6iDSGiwh2PY3x86jrdSrNqCufBKqYQOhjlDq5XOjfp1xfzQKug/ft4LvP22x9HzZ37yvfO3sSl/zu7GUsdWSSOQ58cge9ty0jSAUYe/Gk1+cdz7znsQZENzeJ5effY5GlSjXqItIQwY8ex4ydnN9JbHDxfWQeqhy78b2Y4iZwHaXFec56zYDroC3YSlfspvNfXyi8wRQ3X6Bs6Azr+sF3NCCo88V7Elzynk08dP3XOfW9ExSnZi9nckVH9miGJ378QXKHMg2Mcnax3k62/PLbmx2GSMvQiLqINIQ98DKmOL8RRrdMvdTrybgufDBzq8wLHhf1ERRuxlPAxXbigyOl0XVvMW4NtrCV3s5leF9kPP989augNpPrxRa3zHl3m9uOSz0AtvH11vG+JLnDWZ78sQdZ864NrH/fFtrWtRNflsQYKIwVyB3NcvRLB9j/iZ1Ek60zN6FtbT99N4TNDkOkZShRF5HGmG+S3tZF4Y531igYmYktXE0UHANbQfmLa8MWrwTAEC91k5mxowwYE8PkL8cnnmtKWUhVPOB6CbJ3l1aAnSPreyB7Fy71EJjJmcuCTpeE1/ghQ2E8/8r5j3xuP0c+t5/2LZ20b+rExA25o1nGnhmu7UVrwLYluPq//NtmhyHSUpSoi0hD+J6B+R3fvw6/Zu4jmlI547vBdYOd46I5HnB9GN8+52sE0VaiQgEff/nCHwimz2tsRLXMuUmzt+A7MMW12MLVGOIVn9L6XkzmzbhgLz6+E0yOV2be+lipW0yNPrB45zn5zaPs+q8vlyaGnmNq1wRTu1r7SUbHptUsu+myZoch0lKUqItIQ0TXvRb3g2/MugrpbDzgV2wg9zMfqk9gcpYgdzuR/RbYOfTUdr0Eue2VX6N4Bc6twsWfBzsMJsNZmbKPQ3E9tnAZPr4PHxycthiTBbKlvuK1FK3EFi/Dm9Lf27gejFuFmedULkNAEG2BaAseR6kFZowo+QAEtelbHk0VefqnH+bU4yfx2YU74Tre3Zy6fpFWpkRdRKoXFTGjg5DPQqqjNGo+S2s137UMv2wNVJCoewzRupD8uz4MyRkW8JGaM6QIMq8lSn0PzPjMI74uCa6HIHcHhkRV17FuGTZ3J5482BG8KWJ8HNwyDNMmDReugcI15STXYwhwZrQO9d8BNloLrAUo1dvHX8LbY6+sAmqKG7DRprPjq0Ap6U/gzdTcPgjNgSs6nnrbQww/PMenIC0s3qNEXeRcStRFpGJmbIjYQ18k2PdDyE6CiyCIQXs3xSteTfGWt0Dq/F+6+df/S5Kf/z3s+NBFr+EBty4k/y8+pr7KDWZoI5a9F2eHyqPek4Arl4N0E+SvxvjeGl0rAW7FRatbpo9sl+q/78ClHi7Xf8+z/7cH4/rL/xnhEt/HB4Plc0/bLRgk8i9hiuuwhevm1AFmJi6WLq0wWgMHPrmL4e/Ps5tSC4h1d7D537612WGItBwl6iJLmBk/9UrLRNfdD8aQ+OZfYo7txURFfBDDbbgKN3AJbtO1+IF1BC88RPxbn5k52Z4cJf7g54n98Lvk3v5r+NWXnvWyX30p+Te+l8Q3/scFk3VvAtyaS8n97IeVpDeRdcuxubvO2+5xuGAvLranPEnSYKJl2MIVGFKNic0vw2TeVOoyE9tXGqGudpEh34YthHiKRKlvgx2auS7eODAT+PgOnJ3A5l5TVbLuazSa7r3n8F/thUKLLFQ0D21r+1n2qiubHYZIy1GiLrLUeEfw8uPEvv/3mNFBTC4D3pe6svhSojM99QiGDgPgEm3Q0YuZHMHkZx8NNHjM8DFSf/Hr+IF1+GQbbs1WCq9+G3T04i67jVzPAIlvfQYzdPismnUfS+B7BoguvZ7Ca98Dscon8J05WfnvFMTUf71GPB4XfxEf23teJxNvTxDFDoDrI8htr2ryZaVOd5nxxcuJkt+B2PHKT+IB1wkYouQjsyfpZ104wgdHcPFnCQrXVxH5/HnvGX36FFP7J5ty/VpK9Pew7dff9f+zd9/xcRXXAsd/M/feLVo1y5bcu/HagAFjGzChmBJKQkJLIYT03usLSUh5kEIqIQl5SQhJSAJJKKFDCBA6GGPAGBvb627JTZLVpW23zPtjZWNbkqVt2l15vp8PUbx7y9FK2j137pkzCH1Rrml96ERd0w4nHc0E/vodREcTQqU3+iiTMThEgn4woTxE07bUvg3rMNY+jzd+FsmLvogaP5PE+65BdLVivPo4orMZTB/e5Lm4c07MPLFWClm/BuuZOxBtu8B1QQhUoAz3qNNwFr2l31p3ZSdR3R2Itg5UWaWuhx+A51uGMvef2LkfAYgoiChu8BGM2NkI/MMSl0AgvFEoMkjUBWA04wYfSHVhGWquKFyU2YCyj0m7Zl14VSh29HlcKUXLU01s+fk6ki0J8BTCJxn79klM/cQszMjCHrQAACAASURBVIo3Ln7cHoeVH1iK21k8PdAz4autZvZX3s34t5xU6FA0rSgJpUr/llkmmpu7Ds9vPMdqaysAaG7uKnAkI1cuXmOxpwHff/6I3LYGXHtYut31RwHe+Jkk3v898OU4GY734P/nDxDN9ch431FGJSSqcgzJcz+CFz4BALFnB9ZT/8Bq3AzJOK7rgWmhqsdiv+kSvJnzdelNL9dci7JWg+wnSe93hzGY8XP2/TPf7xVKRHED/8lZ7ffQTioRiYWpri7p7CZiuIGHD4i149VWVn38ReLbozgHJ98GBCeFGHfJJGZfcwzK8Yh86zW2/WZDLr6LgvCPq6H8iEmEr7ycmkWl0ZJRf97l30h+jWtrKzL6MNEj6po2wsmtq/Dd+ytkZ+EnnAlA7tqE/5/Xknj/Nbk7sJ3Af8t3kLs2D3gRIpSH6GjC9+BvSQJG/RrMVU8iejr2NQbcN12xcw9y92a88TNIXHZV7i8qSoxCocxNQ0/SAUQnntyD7J2kmW9ClYFXMbyJuvBQ5jZIM1EXKtjbrz4Va9uLe3j1fUtJ7Bggdhdi23qo/8MmEk0Jpn9uNg1/2pxt9MNu/MWnUjFrIv6xNYw9ZyGBsTWFDknTip5O1DVtBBMtu4omSd9LAHLbKoyXH8ZdcF5Ojun7942HTNL3J3va8d1zPUIphB0fOM5kDLntdfy3XpO6A2Bk+HbZXI//nl8iW3aA56VKcYIVJM//+L6R/WKn5E6QaS6WI5N41up+J6Pmi0yegCef6O1SM0wynMBqJE/Elf/FjXfw2keWDZyk78ftdmi8p4HGB3bgxdyMzltI0a27WfC7rxQ6DE0rKdmt5KBpWlGz/vuXokrS9xKA76HfI1c/k/3B7ARy66q0ynlEMnbIJH3fdoDcuR7z2TvTjysZI/CrjxP8/Zcwdm9G2AmEayOcJLKrBf/tPyL448uhcWv6xx5mnm9FZgmpHN7b11JVIhOn9E4OHSYqs9IoocqR8VOp/+N2Yg1D7wfv9ri4HWnc2SgiXWu34Tmld4GhaYWkE3VNG6kSUeTuLYWOYkAC8N9zPdbDf8R85g7k+uWpfuxpMpY/lFp0Kc1zD3lbz8N8/dlUF5mhcpIErv9YqqvOAJN2BQqRjBG86auIIvs5KRHFsZ7HCdyDE7wzi8V5hn+VTOmNxoidg0jOTpXCeOYbi57mmgLh1WW8u1Q17LylEZzDY8qUcl3s1pFXe6xp+aRLXzRthDLWLdvXI71YCeVhLX8AOKg14xnvBd8Q+nH3tON78h95nxwrWnYiN67AO+L4IW3v/8NXEImeIcUlPJfAzd8gduU/Cj5xVYluXP9TvT3Jc5E8Fub7EQQw7IUo2wPZiut/OtXRJddUCGlnPhHSjSaw20q/vWI6nHiCxJqtJPd00LO9mV33PUtiVyue4yJNg7Jp45j9P5dRdfSMQoeqaUVBJ+qaNkJl0oKxkISTRLTsSCXF21aTuOJqKKscePv2Jvx/+y7CzX8ZgEDh/+f3cWYtwH7HV8E6RNvBWDeydVd6KaqdwHj1Udz55wy+bZ54oh0v8Gh6E0YHpXDlNpS1nqaYg8DCNaYi3VkZr+qZDoEEbwx5+ahTINzRqZVVM+T0xFBe6fyNZk1Kll/+PeJN7Tid3f3e6ehaV0/ri2spP2ISi27+Br6agd8DNO1woEtfNG2EUmbmCUQhCRRG41b8f78anAGSRjuB/x/fR7bvHta4zI0v4b/xy9BP+8e9rAd/m3YJjwCsx2/NMsLMKZJ4gcdznKQDogcVeA7MZlzVhqOaUP7luGW34fieQQ1XaYzKcaKuAK8GmTyw93eypZPIj25l+Qd+yIvv+z6rv3UT0YamAQ9jVpQhjMPnY1glbLo3bMfp6D9J38tu7aJt2Vqev+gqku1pTmLWtBFGj6hr2gghuloxl96DbK4HpVDSRCEQeSvQzS/ZWI/x2hO4x/cdZTZeeQTR0nfBmHwTgGzdif/v15D40I/6LVUxtr6W0VixSAx9QmGueda6/JSG9PdCCAAPzAZc436M2AVpLxiUdhjuZJRsz00ljhcArwYjcQqi9yM0vruVlV/6Nd2RBmI7Diw323Xvc4Smj+Poaz9O5VHTD3jOCPjw11YT31HcJWqF0h1p4JWP/5STbr+60KFoWsEcPpfymjZCiY5m/H/7Dv4//g/WsvsxNq/E2PIa5qZXyNcsOiUkKs+lC8JzMF/+Tz8nV1jLHypYWY8AxK7NyG2r+3/ey/A1L9DicwqFMjYPfzm5AERPauGfPJN2GFQWq6R6fnCrEfZ0jPg5mIkl+5L07k07eP6iq2h+fEWfJB0g0dRG67K1vHjF92l+5rU+z0/90PlInx4zG0jXuvpD3pXQtJFOJ+qaVsJEcz3+v34bY+sqZFdr3+fzdWLlDctIvexqRbQf+CEtGrci2jJYKj6HpOdgPXlbv8+pTEsZRIHejkUXyDyMpg/p3IDswJUteT2NZ+wAvIyvW0XyOMz4WzCSixHqjdaPTk+M5e//IdEtuwY9RnxnC6998ddE6w/83Z10yWmYVcPYTrLEJBrb2HDd7YUOQ9MKRifqmlaqEjH8t/8Y2T78SeuwDb7aCURP+wEPmc/eQf767Q2dbFjT7yi4O/ukjKJTwYrsg8qESFKINopvnB+U76W8HFrh4PifQPlfSNXfZ/KL6/kHXF116x8fomcISfpese3NrPvhLQc81vz0SuyOEdj5xRAYlaGcHKprfUNOjqNppUgn6ppWoszlDyHahm8yZSEoIVByv7IA18aMLC9Q07+DKayHft/nUfvcD4FMr+ZaIUie97FcBZYeZVKoNor7yLacH1KJGG7wATB2ZddqUoUQqqrvw0qx419PgZveRU7bK+txelJ3MNZcfTMrPnkdKlmaCxgNxKwKcfS1H0O5uVncSNlOTo6jaaVIJ+qaVoqUwlz9dEm1X8yI5UdV1+77p7H83+AVx4e2AMxVT4J7UDy+IO74mWmNqit/EG/uSYNvmA+qHJRVmHPvHwa5+7kqkriBx0FGs7sGUeaAfdKj23aT2NOR9iHjO/bQsnQ16669hW03/xunq3CTiPPFS9psuekhvJ7clFQJS9fwa4cvnahrWgkS7U0QzXS1yNKhfAHYryTEXPl4ocd+D2QnMFY/0+fh5AevRZWPGjRZV4AyLOIfuy4v4Q2FwAR3bMHO/4bcfRx5vhUg00+iD6AMhDMJ4U7t92m7rRsvnkz/sI7L69/+Ixt/fRduNJFdjEXKiyXpWb89NweTgrqzFuTmWJpWgvRlqqaVonj3wD3GR5L9M107gejJMvnKMQGYr/4X99gzDnxCSuJf+AP+P34N2bQNPLfPBYYSAhWsJP7Rn0JVLYVk2MfimjtAFOgOjTJTixPl4lC4KCPLeRteEOFMQtoLB1yYSfothJlZW8no5qHXtR/ughNrmf7Rt9K1voH1P7uNWEMTynWRPotxb13M1PefixkawirGmlaidKKuaaXI8oMc+TfERLQD8+nbUKFqVN3U4uwJ7wwwqioNEh/7OUQ7sR78LeaW18DzQAq8qrEkLvoCjJ02rKEORKhKSM4D32vZ1XNnQgHOtNwdzmgAkUU5iTKR8XOQ6tATIcumjsOqDGHrBXnyKtnRzeOLPgFK9Zl0275iPdv+9BDjLljM3O98ANHPugaaVup0oq5pJUhV10GgHGJdhQ4lr2Qiiu+pfwLglVUdckXQgjEGeRstq8R+55UU+/0P0zkKRxngfxXwhnF+qcSw5+XsaKmFjbK4M6D8CFU26GZmKEDVcbP6tFvUcsvtjDLQlFTleETrG9l288PEd7cy//++pJN1bcQZ+UNymjYSmT68SeFCRzGsZLQDUSQTSfenaiYUOoScMd05yOilYM8CzwQlegvp83RCBbijAV+OD5rN7r4By10OFv7ae/DVVmd3Pi1rbjRO4yPL2fR/9xQ6FE3LOZ2oa1qJsk9/N175qEKHcVjzQlXYp76z0GHklMTCtE/AjL0LM/oeZPRd4FXm52QCMNrwrJW5O6ZXlbrAyIQSCPuIIW9efsQkZnzibZjVesGiQnO7Y2z/5+OoAq3wq2n5ohN1TStRatQ47FPfiVeohXI01JhJqFHF0DElfyQmwp4DXi5HvfcjHJS5BSVyU9Yk3SkwhNKVfqkQ0p2e1i6zPncps7/ybqwxfXuta8MrvnMPzU+sKHQYmpZTukZd00qYu/B8MH1Yz9yO6NyD8EZ4X/Ui4tWMJ3HxlzPeX3odlNkvYbpNSBKAQmERN2cTs+aDKHxv870Mdxau04UyN4FMvyXhoGQMz1qNkTwx60MJTIQ7BiXTTPw9HzKxGEH6nVxmfPxt7LznGdoz6Kuu5Y7THWPnvc9Sd+bxhQ5F03JGJ+qaVuLc487CPeoUjGX34XvqNoSXm9UAtf4pQNVOIfGeb0NFTQYH8ChPPo7PrUf2mWKapMxZQZmzkqhxHDH/olyEnBOGPR/Pq8Kz1oDszPlkU2U05exYMnk8rtECcggdWRSAgUwsQXpjMjpftL6RWENzRvtqueV0FOGEc03LQtEn6uFw2AQ+B3wMmA7sAv4M/CgSiRR7IwVNGx6WH2HbqfZ/Wn4JQeKSL6OqMkjqlKIy8TCW1zBgnpt63KPMfQUj0Um3/6zMY80x6UyjqmcVbdUeGLmunHRROKkFmLIkCCLjS/D8T4FxiM5ICvBGIeNvRmZx3u23PUGiqS3j/bXcMasO3VZT00pNKdSo/wa4DmgBfgnsAK4B/lHIoDSt2JiRZcXZZ3ykUQrRsjOjXQPOSkxv+5AGowXgdzfit9dkdK58KLOX4fMaqexOQJFP2pOqEiN+DiIZBq8CVG9JiwI8P7g1yMRijPh5WSXpAPHG1uwD1nKiav7QJwNrWiko6hH1cDh8MvBx4E7gXZFIRIXDYQHcDLw/HA5fEIlEHihkjJpWFJQCO17oKA4bQmVQXqQUATuCTONiSgAhexkJcy4Uuj+08vA5WxEogkmHHtfDzXBlzv5JyKA+/FAEfgx7AcqeD3IPSkQBE+FVphZ5ypFk68hez6CUvH7VH2hfsZ55P/okZtBf6HA0LWvFPqL+md6vV0ciEQXQ+/UbpMZFPlqowDSt6BT5COeIIQTe6Elp72a6u5Ckn9AJkoQSTxb85+tzt+yLXwCj26MYtpuzuIRbM+T+5WkfG4nw6pDuNKQ7KadJetfG7bQsXZ2z42lZcjx2/PMJHp5xGY8t+Bjrrr2VpF49VithxZ6onwbsiUQiB7wLRiKRncB64PSCRKVpxUYIMPPUPk87gPIFUaOHtsiR9DoIJZ6iMv4A5cknkQOusTgwAQS89VQkHgZVuDkIltNwwN0AqWBMe5SyWBLDOShhTzd5V35kDlcnHU5rv/tn7FIcUTcko5ccR+XR00GOwNU8PUV8ezMbr7+Dp5d8gR13P13oiDQtI0Vb+hIOh/3AJGDZAJtsTW0Wro1EInq6vXbYcyfPRbbsKHQYI543bd6gF0WG20y5/SyG14UklvU5BeDz6qmK3UHCPBJTNSKUgydDxM2jcWX+F74yVHu/cVX2JFE9SRI+A9s0UAKkp4gGfXhDmXCqJMIZj1Cl14c82dZF17r6QoeRGdcjtmUXi+/7IVtvepCG258g2TgyJ8TGd7Xw+lU3AYKJF59a6HA0LS1Fm6gDe/ue9f10SNnbsLYKSDtRr63Vi8Tkkn4982+w19i76EPENr8CnXpiWz5ZbTuo8CWRVaP7fV7FtkHLI+Dl9na7ACzasZzn33jQg6C3BcwqqDoFUTYtp+fcn9rp0aeb5H6xBZIugeQbdwx8SZeOysAgdewmAXMy1WVnI0Sx3+A9kFKKF77/Z2LbS3ecKLqtkRfe/k0ujfyFLYtm8+yHf4JyRmbnqGRLJ+uvvYUjLzsdX2V2nWH0513+6df4DcWcqO9d7SMxwPN7Hw8MQyyaVlAqEcN+8m7sZ+6BWE+qtEBK5JQw/iu+hqwZi6wZi3HUSbjL/wvOQH82WrZU03biv/oKwS//EhE6cBRYOZ3Q8jC4w1gT68UgGYOWh1DumxAVx+bnPGY12ENPSn2uR017jO6Qn2TZaFzVA72lP5IghiinzJpH0JiFKPRE2TTZXVEeveAqmpcVT0eeTPVsa2Tl9/+GG7dHbJK+V8/2Ztb8+m6Ou+qKQoeiaUNWzIn63vvFA91j3judO6PVDZqbS7CmsAjtverVr2f+VEWexL7nRlQy1meqnbtxJdGr34dXN4XER34KZ30EX2cnxoaXEEndBSZfVPN2Ov90LcnLrjrg8fLEEwTcAv0teFHc1mfp6vbjmBNzfvigXUG645CGUpR3C1rd86gZ3YPr9dDV5SC8apSqpAfoobQm+rnxJEsvuor2FRsKHUrOrP7Fv5hyxZsLHUb+uR4b//5fJn78wox21593+TeSX+NM7xIU873GDsAjVdrSn6r9ttO0EclYei/2nTdAP0k6pEoOhPKQjVsJ/PoT4LkkL/4yybd8EnfCLLxA+XCHfNiQuzZCtDP1D6UwnQZ87uaCxmQQI+Qsz8uxE+YcPNJvd+fKGoQw8RuTKLPCSHdKTruuDLe11/yF9tc2FTqMnHJ74jQ/tRJkMacEueF0xVB6YTithBTtX2UkEkkC20itRtqf6aQ6wuiCXG1EEnt24HvyVvAG7xQiANHViu/Wa1LtA8dMSq1SWsAuISOd6G7HeuF+hIpRlbibyuQjGXV1yTXpdSK9zpwf15MVaU9a9bCImsfnPJZC8WyH5idXgDvy/q66I/VIK7d97IuRUgo1An9+2shVtIl6r2eBceFwePb+D4bD4QnAEcDSgkSlacPAevwWhDPA7L1+CMDYHkGuW4b/tmsxdm9GJqL5C/AwJwDZsomq+H1YXjMSp9AhAalR9YCzLi/H7rFOxKVsSNsqwJGjcYzxeYmlEHY9+AKxHXsKHUZ+KPASQ3+/KVXSMpFWMVf9atqBij1R/2vv1x+Gw2EJ0Lsy6bWkPidvLFRgmpZXdgK5dVX6+7k2vnuuR3a15D4mrY/gwirMftoWFppUGU3dGZRjjKPHdyIuwUNul0rSa+nyn1/4FVVzqG35Wrx4stBhaFmomDOl0CFoWlqK+rIyEok8Fg6HbwPeDSwNh8NPACcDpwJ3Ag8WMj5NyxfRshORTL//tgCErSeRDgdR7kdWFuciU0pYg2+UoaQ5G09UELKXIb1OjP36xCsknignKSfS4zsZRFF/xKTtcBhxHsmsmgqO+OplhQ5D09JSCu+i7wNeBz4IfBGoB74D/CQSieg107URSdiJgi8Zrx2aceJMZLD4bkp6GCTl0FZOzZRjjKfDuAjpdRJw1vSO4BvYchwJ8wgQI7PWOTi5rtAhaJkSgupjZ1E9b0ahI9G0tBR9oh6JRGzge73/adphQQVCqZIBnawXLWNcca6k6YkKbGPa8JxLVhL1nTQs58qH2PZmNv32HtpeXk90226EIfGPqcaqDDH5vWcz8ZLTDqhnnnzZmWz9879J7NKlZSXFkNQsnMPCP3+90JFoWtqKPlHXtMORGjMR5Q8i4vmpNdayJEBUHbpOuxAUkqQxFUpslc/h1rW+gVX/81u61jdgtx7YrznZnOr42/ryOjZcfwczPvF2pn3wfAACY2sonzlBJ+qlQggCE8cw4cI3MecbV+hJpFpJ0r+1mlaMhMQ9egnipQf77Z+uFZAAc/EsZLC46tMVAluOJWqdUOhQilrri2t55ZM/Jz5Y9xbHI7p5F2uuvpl4YxtzrrwcgCOv/hDLr/gBcZ2sFyVfbTX+ulFUzZvB2HMWMu68ExDGyCzF0g4POlHXtCJlL7kMc+VjYCcKHYq2l8/Ed+5RmLNTLQcVFMWFlEsAR9bR5T9Hj6YfQryxlRWf+cXgSfp+vGiCjb+8k8qjpjPhgsVUHT2Do3/8CVZf+XudrBcZozzICbd+i+pjZxU6FE3LGZ2oa1qxCpYTf8+3Cd76v+AWR4/uESdo4b/weCjzQU8cryOOs7oBtf2glouWge+i4zGnjC5MnAdRgIcPJYK4cjRRawGurCl0WEVv/c9uI1bflP6OrsfKz11P3RnHYYaCjDv3BMom1fLCO79LsiX3i0tpmRFSYPiL606XpmVLD71oWhFTU4/C/5UbIFiOKoqx2xEmZuNuacYYFcKYNBrrqIkELlyA//KTINjb4tBv4n/HwqJJ0vdKyDm0By+jy/9mnaQPgZe02fNsBmsT9HKjCV6/6qZ9/648ajon3Pa/WNXluQhPywE3liAwqbbQYWhaTulEXdOKnDlpFqEf30Pi/d/Dq5mA8gXQvWByR7UfuHqrCFgY46sJvOsECJrISTXI8dX97luoSycB+NQ2UHop9KFqf3Uj8V3ZrSra+NjLKNfd9+/qeTOomjdjRC3qVNKUov2lSKGj0LSc0om6ppUIb+pRxD/zG2JX/gNv7LRChzNyyP6TLDmmAv9FC/G/7ThEESZiUnXjc7cUOoySkWzrwotlt6posq2LpsdePuCxhX/5BlXHzgTj0B+nwmfphD7PlOOx8dd3FToMTcspnahrWglywyfpUfVM+Uys8+fhO/8YRFUQWVc54KZyfBWinwSsGF57iYvPrS90GCUjJ6uKOi6da7cd8JAZCnLyvT9k0juWUDZ1HMI6sMOIVRWi4sipHHPdp5nxqQuRAV1DnU/J1o5Ch6BpOaUnk2paCVJSX2NnSlQEMOdOQAiBnFKD8FsDb9vPCKiHCXgICl92IijOJe2FSuJ3XsfvbEaQKhVRu4JQcRyoiQXpTNO6fF1OjqO8vpdpRsDHcb/6PG40Qf3fH2PPM6/hxRNYo6uY9sHzGLVozr7fpdlffjcvf/yn7HluFSoXFw/aAdws75poWrHRibqmlRqlMNc8p6eWZqLMh3VaeF/SJMsDQ9pNAYogrqwgIadQ5qzIY5BD54mhxT9UQiWx3Hqk6kZh4RjjcGV6k2iDyZcJuOuQqgex/72HZBu0NFEtyuixFmOb03Ia+2B6Nu3I+hjCZ1I+a+KAzxtlfqZ/9K1M/+hbB9zGrAhy4j++g1KK5idW0PjoS7S9uJZEawdeNImXtBGWCULgdPZAPxcG2sDs9q7BN9K0EqITdU0rMXLnBkRndpPiDkshP77Twpgz0usKoRB0WWfgGGPxZCWG1wzOa4A76L755GERN+bk5FjS6yBkv4DptSBV974E27MDuKKcuHkkCXPOoDXWoeRz+J31SAYa1XQwVSflyafpwSVpzsxJ/EPRtWZr1scIThjD2HNzs6CUEIK6M4+n7szjD3jcjSaIN7bi2Q6bfnM32//1FNiF/V0rJUZZbi9eNa3QdKKuaSVG7N6CjPcUOoziZRnguPtWIxIVQWRdBdYps5Gj02+lp1A4xng8mdrXFdV4IoBUhb3FrjBwjbqsj2M626mwn8RQfX+nJHGkimPYz+Nz6+nyv3nAshXL2Ybf2XCIJP0NBjFCyedx5Dg8Gcr6exiM0x3DiWa/cFjNSUdiHKJUKheMMj+h6akFtY69/nN4SYeddz8DqvhG1n1jR4FSJJvaB994mAR1e0ZthNGJuqaVGkfXYB6K723HIQAVtxFBCzl+FMKf+VudACoSj9AZOA8lykBYOLIW0y3sQjeOGJX1MQx3DxXJJzE49IWfxMHn1VOefJJu/5n9blPmrEAy9GTYIErQXkbPAMfLpcb/vozTkd3FbXBKHUd+54O5CWiIhBDM/78voTyPXfc+V3TJevnMCcz89MWs/saNxHbuAbfw8zZC08YXOgRNyyk9I03TSoyqHosSxuAbHqZkeQBjei3m3AkY02qzStIhlahbqpmq+H0Ileq5HrUW4VKWg2gz5xjZJyQh+/lBk/S9BB4+dzvS69tVQ3qdSC/9C5eAuwm8/F94xndkVypmlPk56Y6r8Y0euENQvgghOP53X2Hipachg8XVMSa+s4W6M+dzwj++g1mV/zsjg7FGVzLr85cWOgxNyymdqGtaifFmHoeq1rd3ByIq/Hk5rqk6qEz8BwBPVhG1jscjP+cajIePhDk7q2NIrxujn6T7kPsQo8x+uc/jprsTg1gGUXgEnNUZ7JceI5T5z8koD7Lkhd8O20itG0vQtmIDe55dRee6epTnIYTguBu+yIxPvB1hFs9FenTrbp4++8u8ePn3cFoLP4kzNHXcISf7alop0qUvmlZqTB/e5LnItt2FjqQoiJoQ1plzUa09OK81QB4TGcPrxHCbcY1aEtZRKGERsl/unYA5fLf9XVGJJ6sOuY1QcXzOJgzVjcLEluNTo/C9E0IDzusYRA95jP6YXlOfx4ZSl95vjEDA3UCc4wfdNhtVR/WuHppB6ciEC08hOLYmD1EdaM/zq1n5pRuIb29GuR6gQAjMUJAJF5/CnG9cwZxvXMHOe58jumVX3uMZqq412wbfaDgIwczPX1LoKDQt53SirmklKHnmFcj6Ncj2xkKHUnCqtQfn5a0ELlmIedTEQVeIzIYkTpnzMl3GeQAkzdkkjZn4nfUEnHUIbAzVltfWmQpB1Fo04POG20rIfgHDa0PSvS8WDwtPlJMwjiBmHYfhtmV0foGbSnj36wDjieDeubvpH08lECqGEsGM4hmKijlTEIZEOel3T+lvwatcUkrxwju+Q8vzq/u2YlQKpytK/V8fYcddz3Dibd/FLCvMXZyipxS77n2O8eefVOhINC2ndOmLppWiihoS77wSL1hR6EiKgtfYidceRfjMfhcpyiXDO+gWvzBIWHPpCF5M3MiuHGUwCkgyCduc0u/zlrONysRD+LwGjP2SdACJjanaKHNeojLxEJbambO4bGMSiky7oSikiucslv4YoUBmNdQCQjMm5D6g/bzwzu/S8uyqQfulu90xXnjHd6leEB60TebhqmP15kKHoGk5pxN1TStFSmG9cB/C1SsbAhBNYi/dOCynMlQrNdE/UZ74777JpXsFnLV5XohKEPP3XyZiuM2UJ58ZdHKowMPytme8XaMFagAAIABJREFUqqnC6pMoKhHEI9PJhAKV55u7QghGLz467f2CE2uZcvlZeYgopempV1NJ+hB5sQR7nnmNwIQxeYuplHkJp9AhaFrO6URd00qQ9Z8/YqxbikjmdySylHjNwzOZTZAanQ64G6mJ3Uoo8ey+2mdBfhMFV1ThyP57p4fspWl0cMmMApLGtH6fi5rHk1HzQGHhifx30Al/7T1pd22pOHIaVlX6vfeHavXXb0y7bj7W0MTY807ArMhxqdAIGKXPd5mSphWC/q3WtFLT044RWYaws1/AZUQpQA9ngUfAfZ3yxBNAahGifEklyVP7XXAokw4umaZlMePIfh9P+o7AE+kntUk5AYah3WhFeDJjTj8O4Rva6H1wSh1H//BjeYmlfeVGXnjnd4luTr/8SDkuyaY2Jl/+ZqzqHFxESEFgwhjGvuUkrJrSLqWzKgvbMlXT8kFPJtW0EmM9dxeiM7u+0COSLMyIoAD83gbidhhXjsI8uIY9R1xRRcya3+9zAWdNRh1cMqHEwB8bUXM+Ift5JEObtOlSRszKb8eX/c2/4Qu48QR7nlyJGx34blTZ1LEcf9PXKJuc/cqvB9vwizvY8of7SbZkvmBW46PLCc2YiFVThVlRhpe0STS3D1rnfjBZ5ic4YQxuNE7jv19Ie/9iIn0mU95/bqHD0LSc04m6ppUQ0boL89XH81wHXZpErksB0jk3ELKfoytwLr54AyKzIpABOaKKTt/5KNF/xw+phquHtYABYgBImHPxudvxedsGbVfp4k/1opfDN4orDIOFf/o6O/71FFtvepBofRPJltSdCOGzKJs0hpqTjyZ85eUE6tJb+TXZ2UPzoy8Rb+7Aqg4x7s2L+pTabP7D/Wz+3b3Y7d1ZfR9e3KZrzdZ9//bVVjP5gsUkO3toeu51lD14CZZv3CikZdGzcUdWsWTEkOB55PLPJDBhDJPeeUbuDqhpRUIn6ppWApRj47vzJ8j6tYhEdkuhj0gBE2vxzIKGYNJGZeJhUmn70DOQN7YUvf+reh+XuCKEI8fS4zt5kPaFw1PF6BE4dC2zEHT5z6Y8+RSWu73fUX4FeKKcqHk8CWtu/oIdMETBpHcsYdI7ltC9YTuda7biROMEJ4xh9OKjkL70ute0r9jIq5//JT2bdx7Q/nGVIfGPq+GY6z5D3ZL5OD0xtvz+/qyT9P4km9tpuO95hGVihAK4PfFDJuv+cTUIyyDe0Lcnft5JSd0Z8+mM1BNvaM7JIf11o5j3009h+DPtPKRpxUsn6ppW5JTnEv/dNzE2vobw0u8DXfR8JiJogeOhosmMFqURVWUY46vzEFwaMQCmak9rHwUkxCR6/KehRBk+dxOm1wqAK6pJmDNBDJ582HIsfndjXhddUkCPtXjwDYWk238G0uuizH4Z02tE4GBIA6SPqJpK3JqHEr5DHiaZcOhoi+O4HuUVfioqc98/vPyISZQfMSnj/df97J9svO72fudHKNcjvmMPL77nGiZcdCqVR08ntjO/JWvKdnD2XghImbp+c/rGlmxu711UaXgZoQDTPvxW5lx1BSu/eAM77nwyo972+wtMrOWYn3+a2tOOzVGUmlZcdKKuaUUu+eDNeJtXj6wkXQiMI8ZiLpiKKA+AIRFKoZIu7o5W7Oc3QvfQJsuK6jL8Fw1fnXMupC5FJF3mqSR9c/Y9njRnZ7TGZ8KcTdBZiamGXveczgJFitRoetKcNeTje7KCbv+S3gMoautSZSCxQbrz7Gzo4D/3rWXbplbicQelwDAEY2pDnH7uERy3aCJGEXT32Hrzv9n489sGr+v2FDvvfobmJ1cM74Rnz2Og67ZCJOkiYDH+olOY8833IoTgmJ9+kp7NO2l7OZLR6yIsk+mfeDuzv/wuzFAgDxFrWnEQKoPRq5Ggubnr8PzGc6y2NlVf2jxMrfEOO55L6KYvoxrrCx1J7gQt/JcsRNaEBuzA4cWSJJduwFvRMPBxAhayugzfhfOR5bn7oM50hc3BjpkiURjEjbmp1UVl7sZKyhOP43c35GX+gkLQEvgAyMxHtQd7r1BKce9tq1j29FZse+DErXZcOZ/7+mmUhQ49Ip9PnuPy8KzL8WK681I6ZMDHxEtP59jrPgOAm7BZ8anraH85Qnx3az87iFSpVW8iL/wWwfFjGHP6Mcy58r1pt9vMlv68y7+R/BrX1lZk9PasR9Q1rYjJDS+h2gpQR5ovlkHgHYuQdYf+gJVBH/4lR2KX+XGeSy1kJGpCvU3MJaIigLV4Fsa4qpyGpwCXKgw6cp7wxoxjiPqHUDqSoR7fKZjxFkzVT8JzkHQvRjyCSGw88rd8/b23reK5xzcPWvnUvLub665+gv/53ln4/YX5CGv4x2M6Sc+AF0+y+8GlTL78LGoWzsHwWyz805XEdrWw8fo7aHt5Pcp2EaYkOLmOI77yLvAUXWvr8ZJJglPGMuZN85CWTl20w4f+bde0ImZsWgEjaFEj35lzEbVD6/IhpMA6YQbupiaM6bX4Tj4iz9GlkldHjkZ6cQS5S8QE4PPqiaqT8rawjBI+OgIXUJl4CMNrG7BFYiZ3DAyiBJ0V9PhOzTrO/jQ3drP0qS1Dnp7Q3hbj1j+8xIc/e1Je4hnMhuvuKMh5RwK7vZsNP7uNE//53X2PBcePZt6PPzngPtXHDr3kStNGmsIX+mmaNqARtfKoKZETRyHSSFSFlPjfsWhYkvS9LNVM1JyX4waLIFQSkede50oE6fBfTJfvDGw5FpcgHvKA7yXTywTDHXykPlP33bYK10nvFY+83oRbgFprAKdreHrWj1TdG7Zjd+S++42mjUR6RF3TipgqL2wnk1wy5o5HVKRfSy6HueWaUHEcYzJJr7m3H3iueAjloPLdBF9IbHMmPaKMisR/kTnqBGOpRspj/8Y2p+LJClwxCk9mvzKm63psWp9+NxTX8Xju8c2c9mY92lpqnO4Yse17sKrKUa5L+4qNJPa0I30WoZkTcbtj7H7kRXbe+xxudxQZ8GOWB5nx8bcx/u1vQpr5X8lW04qFTtQ1rYg5x52Nteop6E6v7V8xkmOrESXwAStwEdh0+c+lIvEwPq8+R8m6HLQlYa5Ir4uK5OMY5K7nvkARUPX47dTEZo8Anqwmah6LbU7L+LjRHhvbzqyj0UtL6wuSqBuhQEaj6sIyEYbEi2fS22fkUK5HsrWTNVffTNMjy4nvbsXpjvWWhakBlyFY8anrWPX1G5n1hUuZ9ZmLhzVmTSsUXfqiaUVMjZmEHD220GFkzpLgSyXnwiiV9VQ9QoknqEzcR0JOQeXobVKJAIrhaSNXZi/DUPkpLRC9/xnEsbzdVCQfpTz+WEb97wGUN3BiNpg9TT14BVj2ftbnL81ov7qzF2BVluU4mtIjLIPXvvIbNv/fPXRv3JFK0iH1OzTIj9Pp6Gbd9//Kyi/dkP9ANa0I6ERd04qcdd77oBRLYKTAd/EC/JcuRE4fg0oOvqx5MRCASQ8+bzcVzrP7VgrNhkIQN8MDTyRVCqESoLLrlW94bfjsdVju9qyOkw6Jh9/bxKjY3xEq/TkVZSEr4wm2yYTLv/72akb77s/u6Cba0ERiTwfKG7xUaNoHz0MG0rs7IkyDI7/3EYTuWILTHSO6rTHzA3iKhn/8l603P5y7oDStSOl3DE0rcuZRJ+Gd/W6S/7kVESuhCVgBC1kdQlYEMC5ZWOhoMpJKH1UOeqsLpBcF5YDofdtVCsvZRsh+EUkXe4cSFQHixpHEfUcPrVRGKfzuegL260jVhcHwT0BOjbB3Ux27i47AhXgyNKT9YlGbZ/+7iWzW83h95S6W7D6C2nHp1cu7CZvttz9O/V8fId7cjrIdhCGxKkOMe8tJzPjUhfhG9d+hSBgGs698D+uu+euQ7yTUnbMI/6gKvISdVpz7SDH44kolIicX7Uqx9pqbmfbB87I/lqYVMZ2oa1oJ8J35TrrMKnz334BIRPOyqE2uCZ+JzGDyaDHqrZzN+HUXeATdlVjxHXQG3gooqmJ3YdDdzzF7KHOXE4ytpMs6A9uaNvCBlUdF4lEsbzuSwt+xMOiiIvEQbb5LqN/STltrDMOU1I4t37eQyV4b1zVz+19W0NYSzbj0BaC7K8l/7l/LFR9bNOA2nqfo6U6QiLsEyyzY08ry932fns27+ixhn2hsY+Mv76Thn/9l3k8/zbhz+z/urE9fTKKxjS033n/oBFrA6DfNY+GfrgSlSLZltpDLxHcuoXXp68TqR9C6Cllyowman15J7WnHFjoUTcsbnahrWonw5i4mfsQC/H/8GrIpl91I8kONsMK6vcn63v+fyf6W2kNl/AEM1YVk4AmFqTrwJBX2Y3RyDo41pd/typNP9E52LUybwoPF4oL7H03y8ur/0N7mkUikLh7KQhZjxpZzypIZlFX4qN/cyrOPbybak+Ho8kHqt7ShlOrT+jPak+TJ/2xg1Su76OyIYyddfLEejn323wR7Dp0wJxrbeOVjP2HBn7/O2LMW9LvNUVd/mLqzF7Ly878i0diGcvdL+qXAGlVB+GuX7xv1dRL2vlU202VVhjj9qV/xxOJPkdjdltExRhylWPeDv+lEXRvRdKKuaaXE9JH44LUEf/FhsIu9x3qxX0qkTwC2GI1Uid4FkRTgIfCG/N2aqmXI55O4VNiP0WZ+AMSBHXMMrw3L3V40SXpru+Rnvx3Fzt0GHHQREu2xqd/cxt83v5yXc3e0xujsiFNVHdz32NpVu7nrlpW0tcYO2HbGa8vYOWU20YoqFIKy7g4mbV5DIN63i4uXsHnloz/lnPW3YAxQW1576jGcveIm4s1tbL/9SeK7WvDVVDLuLSdSOWfqAdvuuve5jL/HrX94gB13PY2rV0Q9QGJPR6FD0LS80om6ppUY0dGM8tyiT4PFyCin7cNQHTiyFigHzN5VQIfeBjHdn5vExm+vIeGbd8DjZfZLBalH7080JnqT9MJ8pLiu4pbfL+fTXzsVIQQb1zVzx19W0NlxYFIrXIeN804gGXijhr6VyTRNnE6wp5PZK5cS6uk88NjROK9/6yaOOcTKmQCB2lGDtgzs2ZTdJF+7pXPwjYqBFBhBP25P/n8/S6Hlq6ZlY4TdnNa0kU/EuxFugeqRq8sQdZUQ8h8UFGAc9HZSMu0Y0yNx8Hm78Hm78Xnb00rSMyGAMuegziZKYXrpLxKUL3f/O1SwJH2vXTs62bqxFc9T/OuWlX2SdABlmAck6XslgyE6xozntcVvpqN6TJ/nd9z+RE5iTLdTTMny1LAk6QDlMycOy3k0rVD0iLqmlZqeDrKafZch66wjMWePRZT5UbEkzus7UG1RkAJRV4GcXotq7iJ57wpwPeSY/jtmjDTDcTmSKrPZn5N1K8dccV1YtdY/+IZ5Fo85PPrAOhafPp32ttjgO/QjUVbB2gWnM//Zh/An3jiGm7Dp3riD8lnZJYWVR00fUd1bCk0YkjlXXVHoMDQtr/SIuqaVGv/wL5hinX0k5pETEGWphEwEfVgLp+N781H4zjoSa95kjPIAxpTR+C9ZACEf1sl6afdc6dvLvXjuVqxZ76OlrTg+Spobu3n6sY3YycwvYuKhCraGD5qc6Hp0rt2WZXRQd9YC/ONqsj6OlhKcVEvVUdMLHYam5VVxvLtqmjZ0/iDI4avLlGMrMWaPQ/gGvwEnDImcUI110izkqKH10tYGpw5OzIWJEsVxQ3R3s4FtF8dHieepnHSSaR8zHu+gDjJuNPtSDmkajH/r4qyPo4FR5ue4X3+h0GFoWt4Vx7urpmlD5o2ZhCofldNjqkOsDGmePAsZHHptrTANzGMm5SIsrZeibz96W04oQCSp9X08DxLJ1P/PcFHRvBCQk6qwRKCMzlG1bzxgSIIT+tauZ2LON95L+Zz+221qQ2OUB5n/2y9Tc+KRhQ5F0/KuOIZkNE0bOn8Z3vgZyM70JxMqQAUrwTRTWZY0UaPH45uocF9eB7GDRiN9BnJ0eis+AgipxwByRQHd1pv6PB6zjsfnbhm2zi+OA20dkmdeCPDCK0FsR2AailFVLj6fRzJZ+J+5L2Bi+bK/2+QZJrbvjbr74KRaak6cm/VxAcxQkMV3XsML7/5futZuG7H16mZVOU5HeispC9NI9aIf4CWRZQHqzpzP3G+9n9D08TmIUtOKn07UNa0E2ae/B2N7BNGTXg9hVTOB+Ed/Bq4NrgPBCix2YyUfxRhtYi/dhOqK7UvYRUUQBugfrQ0PhQ/b6luH68ly4sYcytxX81qxrhTcfl85z78UoKOzbxLc3GIii6QX55TpoxhTV86O+nZUFiEJz8PYr7NS7enHIX1WDiJM8ddWc8pDP6H+1kfZ+ud/07Mhu7aNxUaYBvN+9kle/+ZNJJvbB9/BNKg5YQ5zvnEFoWnjie9qYeeDzxPb3gwCKuZMpXreDEYtmosZGhmrHWvaUOlPYE0rQWrsNOwT3oa59G5kfGjtAb3qOhLvujJV484bC8ME468isZGzxmLOGovb1IG9oh5vQ2OqxWIRlTYcbjwk7b4LB3w+Zi0i6L6W10WP/n5XOU8vC5JIDDxi7qni+CV5eWkD4yZWUlHp77c941BZyTihzlSCGZw6lvD/vCdXIe5jBHxM/8hbmf6Rt/Lkki/QnYPJqsVi/IVvYuLbT8Fu7WL9z28j2TRwsi79FqNPPppFt3wL2dsT3V9XTdWxM4crXE0raoW/V6lpWkacUy7FPu0yvKravpMN96MsP+7kOSSuuAZV27c2VqoDE32jrorAufMo++zZyJl1GS95rmUvKafimYfoEiIl+byS2rTV5PmXAodM0ouJUrBreyfxmINpZR5zWXcH/kSM4NSxLPrz1/HXVecwyr6O/PYHENbIWLhn9GnHMP+GLwIw7YPnc/zvvsqoE+birztwXo1RHqR89mRmfeEdnPD3b+9L0jVNO5AeUde0EuaeeAHucWdhLn8IY82ziGgXIp6qC1VlFXiT5mIveQ+qZuB6zkONxvpPPgKVTQ2BlhWftyPVL10MkMQoReptPD891e/5d4ieaOklUMmki89nYFoSx07vQtNMxpndVs/Y807g6B9+jODE2sF3ylLdWccz6d1n0nDrY2RVs1NIUjL9E2/jyO9+ELHfDOMxbzqaMfdfS3RbI9tvf4J4cxtmKMiYU4+h9oz5B2yraVpfOlHXtFLnD+KccinOKZdmtLsa5Maa/iAtHEESw2vBNeoG2MJDYUKfBZGy53ngeYLUzL7S+x1IJl2mH1FDd2eC5sahlYdZeMydHOTiX38bq3J424se+/PP4CVsdtzx5LCeN1fGnncCR/3vhwZ8vmzqWGb/z2XDGJGmjQw6Ude0w5wnKkClNylVGz6Wu33gRF0YIGReFqpNJAWNewxKMUnfq7M9wVevPpM9Td3c8ZcVbN/WgTdAl5WqUUEWLp7MeRfNLdjF6fwbvkjzUytJNrUV5PyZqjx6OvNv0D3NNS0fdKKuaYe5qDkfM9mEJFnoULSDCMBQ0UNu44oKDNWV83M//myQ1vbSK3vZX+ueHtavbeKoY8bz+W8uIdqT5KlHNvL6yl3YSQ+lFD6/SfioOs447wjKK/yDHzTP/KMrSyZRt0ZVUDFnCov+8g3MUHDwHTRNS5tO1DXtMOcY43FlFdJrLnQoQ1aaxRiZcUXZIZ+PmcdhJhuROa5Tf2WVv7f0pXQpBXff+hpTp9dQXuGnLOTj/IuP5PyLM1sop7srwZP/2UDDlnY8z8O0DBYsnsz8RZMwzNxMuB13weJUf/Ui5x9Xw6JbvkX1vBmFDkXTRjSdqGva4U4IOv3nURW/H1MNoedxESi19HFvsUW6cSvAlaMPuY1tTEKJAKih1WEPleuW2qvcv/bWGDf9cimf/+bpSDm076lpdxcdbXGEhJoxIcrKLP7+x5fZWd9Oe9uBC0xt2djCYw+uZ8HiyZz9ltlZl83M/OwlbLz+TpTtDL5xgfjGVLH4X9+jfNbEQoeiaSOeTtQ1TUOJMjoCb6ci8RiG147BocsttKFRgEMtSXMKPmcbFumtJutSgW1MPvRGQtBtnUpl8uGcXsBIWaLdR/rR1NhFZHUjc48ZN+A2ju2y7JltLHt2Gx3tMeIxG4EgEDRJxB3sAbrHOLbHnsZunnx4A217enjXB47PKlYz4KN6wRG0vbA2q+PkjYCqY2fqJF3ThsmwJ+rhcPhs4EpgERAANgN/BX4WiUScg7atAa4BLgDqgLXATyKRyG3DGrSmHQaUCNIZeBvS66LMXo7f3ZTXhXQOBwqLjrJLALCNyVQm7h9yiYoCbHNqarLoIA7uhZ8LdWNcNhd/BcaQJOMujz+8YcBEPdqT5A/XP8+Ohg48d/8LFEV319DmbiTiDq+9tJO6cRUsOfeIrOJddPM3eXzxp3DaurM6Ts4JQfWC2Sy86cpCR6Jph41hXcUiHA5fATwCnADcBfyu96lrgX+Fw2Gx37Yh4FHg08ALwA1ANfDPcDj82eGMW9MOJ56soNt/Jkmj7+JIWrreGON2jLEkjWlDbtDiihqi1qLBz6ASlNkrcl4OdOG5PVSW56c/eyE07erst+OLbbvc+IvnadjaflCSnr543OHFZ7cN2FlmqHyjKjjt0evyvtBSOozyIJMuO5PFd30fo6zwk2417XAxbCPq4XA4CPwK6ATmRyKRLb2PW8C9wNuBi0kl8ABfAI4HPhuJRH7Tu+33gKXAj8Ph8O2RSKRpuOLXtBFPuUgVAxSeCBA1F2K6uzGID7qr1j9HHLiqaLfvTERSYbn1SPqvQU6Vy9SQMGZQGb8fQRKBQmHgyDqi1gI8Wblv+4C9GknuR17Hj3UZW+fS2V3Yzi8+n0FNbRmte6IkE5lfOPR026xZuZOj5x9YsvHUIxvZ0ZC7uRmte6KsXbWbo44deJGxoSibXMeS537Dhl/9i513PU2isQ3l9H7/e9vbDwPhM5n24bcw5+vvxQjqBF3Thttwlr6cAYwCfr43SQeIRCJ2OBz+IXB+7397E/VPA428MepOJBLpCofDPwD+DlwOXD9MsWvaiGV4LZTZL2F6LaB6k0dh4IoqEsZMgu7rJTd5sxgoBN2+0w58UEi6fGdjufUEnZUYXgeCJKBQWCgRwhaj8amdhJxX+pQemW47ltuAbUyg23cmCInf3Zi3n89nPtjBtb8eRWNz4aYzVY7y89X/PQulFMue2cZ9t6/KOGG/9aZX+O7P6ggELQCUUqx4cTsqhxVejuNxx19fJfyjOkwru4scqzLEkd96P3O/eQXtr2wgvrsF4bMIzRhP17oGItfeQrShCeW4CEAYEi+ZxiRUQzL+gsXM+OSFbLjudmI7mvESNiAoP2IS4a9fTuXcqVl9D5qmZWc43323At8Enurnub3L6pUDhMPhmcBE4M5IJHLwO/ITvV9PRyfqmpY5pQgln8HvbkYevLKlAkN1Y9KMwtebTGrp8AjiGaP6PiEEtjkV25yKUD0YXhcCD0+UYXh7KE8+jyQ24HENYkh3C0b8bsDAyOFiVe0dkl1NBrYjqCz3mDLR4crPtnH9jdU0tRjE48NaLQmkFi365Q+exOc3OXnJdN770YX87cblOANM7jwUO+nytxuX89HPL0YIQf2WNjraBn6tM9XdmeDP/7eMj3xu8ZA7zRyKkJJRC8MHPFYxaxITLlgMgGc7VAcMzFCA5t2dPH/Jt+h4dcOhR90Nyaj5sznu11/E8FuccMu3so5T07TcG7ZEPRKJrAHWDPD0xb1fX+/9OrP366Z+jrM7HA7Hgdm5jVDTDi+h5FP43U0DlmAASJIoQCH1xNI0eBh0+s4bdDslQjhGaql6oeJUJp9DDqHUSOBhqj05G0l3XXjy+SAPPBqiu0fgeoKAX1FV6bHgmDhf+0wbW7eb3HFfOTt3m9iOYLiaZCYTLg1bU6Up9VvaqB4VJBA06bYzu3iMrG7ip9/5L2eePxshBfFYftogbl7fwqqXd3Dsokl5Of7+pGXir6kAwCjzc/Jd32fFZ35B+6sbiO9s6bN9YOIYRi0Mc9yvvoDht/Ien6ZpmSt4e8ZwODyXVD16AvhL78N7GwcPVDjYCVRlc97a2opsdtcOol/P/Mvla6zi2yG+FQ6RpO+VSsc8hrUwtpQJH7L2QmqCQy8ZUErB7rshjfkAuUyTDQPCs5L87c6KfUeOxgTRmOSBR0O8uCJAeGaCpj0mtjP8o+p72UmX5sbs6/GbdnfzwJ2vM/fosTmIqn920uX5p7Zy9lvm5u0c/Um9T1Rw/gM/INbYyms/+ifNL65F2Q7CNBl76jzmffVdBGqLZ6JqqdGfd/mnX+M3ZJ2oh8PhrcBgn0i/iUQifTq1hMPhScBDQBnw5Ugk0tD71N5L/MTB++z3+KGX69M0bWAdL4A30J/XAIRFqpi3eBdiKSjhh+AMGHUKwkxzHKHtGUgWdm58zSiPo+ckWb3u4AmDgqY9Jk17DEpvqamBdXclWLF8O1KCl6ebRXuaemhp7mF0bSg/JxhEcGwNJ/7i0wU5t6ZpuZGLEfW7gdpBtnnx4AfC4fAsUu0XpwG/j0Qiv9jv6b1Fg74BjucHsmoc3Nzclc3uWq+9V7369cyfXL/GQiWoju8h3WlunhLEzSMJOGuR2DmJZaTwCNDmvwRFBbQBDP1nJVSM6tjqtH8euVYWUJx0fLyfRH2vkZOk7+U4+S3ninYn2LC+CY8xeT0P6Pfi4aBf4/wbya9xpncJsk7UI5HIl9LdJxwOLwIeJJXg/45Uh5f9tfV+HWhYqpJURxhN09IkVVdGk0MlCRxZS9JIEHAjeYisdDlyNEr2vgkrF6miCBw84UOJQ4+mBu2VyCJZCbYsqOch5JJSvWVNmqZpGSrEyqRvJjUKHwJ+GIlErupns/W9X6f3s/94Uiua6kxB0zIgsulFpxzi5pH43fUIXa8OgIdJ1FyA9LopSzyLT+1A9K4+qhAoyoiZ84hbR4Lo+5brc+uLZqw6Gitc/flI5A+X6PQNAAAgAElEQVSaVFUHCx2GpmklbLhXJj0JuIdUffkXB0jSiUQi9UA9cEo4HD44xiW9X5fmK05NG8k8EYQMCi08DJSswDHqUMP71lHUFBLLbWBU/O8E1DYkDuL/27vzODnqOv/jr6rqY+4jk/s+SL4hgQAh3KdARORScUFRWe9rYT13XXXddT3w3l1dr1VXXV38gQqIeItyi4QrEK4vEEhCQu7JZM7u6a6q3x/Vk0ySmcxMT08fM+/n48GjZrq+VfWhUlP9qW99j1yK7hLg0Ult9j6ae36C6x86lKJTJm3+e1Jw/yNVpQ5jXGlsqmbKtLpShyEiFaxo37bGmDrgBvZ3HP3qEJv8GJgN7OuEaoypBz5O1Ib9x2MUqsi4Frj1+EM0xxhwO2ohyFCXvp2wbOqAS8+hlxr/kcO+YXCIxj9vTN+MGxzYvaZczmXrHo/Hnx6sW5CMlOs5nHzm/FKHISIVrphNX94JzAVagSZjzCcHKPO0tfb63M9fBC4HvmqMOYtoTPXLgIXANdbanWMfssj4lIotI5a5Z0Rjo7ukqc/8WR1JDzKS2g6PNPWp37O35jX9Pi35KLn0pODeNdWEYXk8NIwHs+Y0cuLpmtVTREanmN8QfXNpTwL+dZAytwDXA1hr240xZwDXAhcDrwCeBl7fL5kXkTykY0uoyj5JPNw1rPIhHDp7qeTFYzdO2E3oRCPM9nrz8LKtJatXT6Vh7eNJfvNnjXhbKK7r8I73n0ospiZiIjI6xZyZ9FV5bLMdeNsYhCMysTke7VWvpCH1a2Lh7sMmiSHjcWC+0nEJqO59iO7kGQD0xFeQzD6DN7oRZ0fM92H3HpcHH63ip7+sQ//KhXPp646mplbNiERk9Er/zlVESiJ0qtlbdSm1mTXE/Rdxw07cfaOVuPjU4pJSU5cxEPe37fs5dKpIxZZTnV2Lm8ewmSMRhtCbgZ27XO5eU83t99bS26sEvdB6e7MEQYjr6tyKyOgoUReZyJw4XYnTIAyI+5uIBa1AgO824gad1GYfGNHu+nenVIoyOI82ktlnSXtHgOPQkzgOyFCdfQqX1Jgd13EgmYBJTSFnnJRi0+Y4Tz072ARHkq/f3vQkT6/bwdv//hTiiVJPZSUilcyZqJMx7NzZMTH/xwtsPM8iVi5KdY4be35BPNS8YmMlIEavN5/OxDlRBg14/k5qMg8SD17MDfE4ttr2uvzoZ/U8vE7DMhaa48ARS6dw+rkLueWGdXTsTROGUS37tJn1vOYNxzBnXnPBjldJ9+IwCNh+20Ns+dkdZDu68GqrmXHhKcy45DTcWPk+2FTSOa5U4/kcT5lSn9ctXYm6jMp4/qMqF6VL1G8cdmfT4VJ79wMFeKS9JXQlzzzgc8fvoCl9Ay7+mJ+v3XtcPvvVSbTuKd8EaTxyHJg0uYb3ffzsgrRnr4R7cRiGrP/GzWy+/s/0vLQLv2v/2yO3KkH1rMlMf+XJLP3YG3Hc8uuIWwnnuNKN53Ocb6Jefn8JIlImCn97UJJ+IBefhL8RN+jc/2GYpSFzGy5BUc5XS3PAped3Dl1QCioMYffObj7/8T/S0z3++4GEYcjaa77Ks//xMzqf3XxAkg4QpHrpWv8SL3znVh5442cIfb9EkYqUFyXqIjIg39WMisXg0U115qF9v9f3/plYsOOwEygVmlnUS8zTS8ZS6O7K8I0v3lXqMMac/fx1bL31L/idPYctF6Qz7Lp7HY99+FtFikykvClRF5EB9cRX4aO2y8UQD6JRYJywm5i/rehvHurrQmbNyBb5qNJnx9ZO2vcePoGtVGEY8vTnr2P9N24mSA1vVKOgN8POux6lt7V9jKMTKX9K1EVkQL7bTOA2ljqMCcHBhzCkPvVHXIqfsMViIVVJ1aiXShCE3HzdulKHUXCh7/PAmz7Lc1+/iTAzsqYsqS27WP+tW8YoMpHKoURdRAbVkTiPrNNQ6jAmhOrMo8TD7aOuTfeDkW+TzTqk0upBUErPPLWde/60njX3bmTbS+OjJvmxD32TXXc+CiNM0gEIQ3bd9WjhgxKpMBpHXUQGFbh1tCcvoiH9O9ywY8DJjzSSy+iFoUdVdt2o26Xv2esQBg6TmkeWrXd2OWzZqq+DUkqnfH5xfVSrXluXoLmlhtPPWcjxp8zBcSrvLyy9s42ddz5K0Jt/R9kgo+ZYIqpRF5HDCtx62qpeS0fiHDLudLJOAz51ZJ0GMs50AmpGvE81stgvBEInhkf3qPf1y9/VsXHzyBNu+1yCrB8lg46zb1h3KZGuzl42b2zjpp88yv995wGCoPL+Yp77+s2kXhrd8K6OpyFDRVSFIiJDcxwysfnsjc2Pfg/Dfdlcbe+9VGWfGHZtsE8NITFijI/X+6MVUIvL8DrZDeXZF+I8+0KcBXPbaGocXq367j0ut/w+GuHH8xxWrJpJV0cvz9ldBH7lJYjjSW/a58lHt/GzHz3CFW9eWepw8NMZNv/sdrbceBdBuhcn5lG3eDZLPnA58aY6OuyL+D1p4o21bP3NfaM+XvXMlgJELVLZlKiLyMj1q3Ltip9ELNhOLNg5ZBOYgASp2DICJ0lt5q+4jL+xkgNcwMVl6Nf2AUl6Ysupzj5ekGNnfYdtO2L84ne1vPqVnTTWHz7Rbtvr8pOb6tjdb7KjF55tJQxDYjGXTOAzQefEKxuZTMDT67bTuquLSZNrSxJDGIY886Xr2fLzO+jZspMwu/8hcM/9T7HlZ3fsKxdmsgV5ZRZvrmfxh183+h2JVDgl6iIyOk6M9uSFNKR/ixfsHjRB9akmFVtGT+J4AGoya4GuIgZaeCHRwwd4hHhkvNn0xFcBAQ3p3+CFewd90xCdjxWk46Zgibqbe1K64y81dHY5vOaVXUxq8qk6aJTN7h6HPW0uP7m5nidscn9Mfkhb6/gcJrCSdbSn+eOtliveMva16qltraS27gbHoXrWZBKTG3ngb69lx20PDdpTOUgXfsKmmvnTaDp6YcH3K1JplKiLyKiFTpK9yUuJ+xupyT6KG3QAuS91J07GnU53/HgCd/8IMoFTjRdWdqIOLp2Jc8l4s8E5sMtPW9VrqMo+RVX2GdywGwgIcQidBFl3Kt3xVdHwl6EfbVuAWsiamv2J1IOPVvPQY1Uce1Sa1Wd27xt+sbvH5bd/ruEJm0DdgCvHhudbx2zfoe+z9db7eP47t9KzZee+WUNjddVkU2mye4o7c21iShOrvveRoh5TpFwpUReRwujfjj3M4IYpQsclpAqcQzuFFXPmzbESkCBw6w9J0gFw4qTiK0jFjsYNO3FIAzF8pw6cfrdex8N3GvHC0SdDLz+rm42bY2QyUTxh6PDIuioeWaeJqypdNuMTBCGuW9iHq2xXijVv/AxtjzxD0HNgX4lsx+g7OOdjxkWnUj17SkmOLVJuNOqLiBSeEydw6wmd2gGTdIhGOql0oVOL7zYfvpDjELj1+O5kfLfpwCQ9pzu2siCPLauOSdMywqEZZey5rkM84RKPu7ij+NYt9Gg8QdZnzZWfovW+Jw5J0kspVqcHS5E+StRFpCRSniGs4FtQiEsqtrQg+/ILNAOs68JbX7+Xpobx10m3UrmewylnzeczX72Iz33zEl7xqmV5JdyJZKzg46lv+tHvaXv4Gcqqx7DnUrtwZqmjECkblV+lJSIVKR1bQk3mr3gFGpqw2LJuC6nYkQXZV0127ahai/s+rFmb5I931tDe4eL74LohQQBqh15agR9y7+0v8MiazbzhnSdw8pnzue/OF9ize2SddpcfM72gcWW7U9iv3EDQW16TClXPmsLMS08rdRgiZUOJuoiURE3vmoKNH15MIQ5ZdzLtyQsHbdYzUnF/c97bvrTN47++38SuVndf2/QDae7YctDdleF7X72PaTPqqa1PjihRb2qu5qyXLy5IHKltrdx/xSfpfG7zAcMsloumY48gVltd6jBEyoYSdREpupi/jWp/XUWljwEegdNIKnYEKe8o3LAXN+wiJEaQa4vvBp3Esy/g0kPg1JD1ZuC7Q0zaEoY4wxhzfSDbd3r8+383sav1cLfySjrL41sYhGzb0k5NbZzaugRdnUM/qFbXxDlz9SJq6xKjPn7bE8/zlws+MibDKRZCzbxpLPvUW0sdhkhZUaIuIkVXl76jZKO+5Fu/7DtN7E1eSpX/FE3pX+CGPUAvzgCTNvXtP8i4BE4jPbEVpGOm4L0Bv/nDxiGSdClH3V0ZqmvjNE2qpr0tRRAM/LdQ15DkjHMXcebqI0Z9zPSONv5y4UfLN0mfP51V3/8I1TM0G6lIf7rDi0hxBb14tJfs8HmnymFAU/pGvLB92A8ZLgFuuIe6zN0kghfpSJx3aLLuOIR53IrXb4ixq7VyO+NOdD1dGSa11HD2y4/g/ns20tmeJpsNcFyH6uoYcxdM4uUXL2XK9LqCHG/tB79O0JMuyL4Kbc7rz8V87I1UTR1iBCWRCUiJuogUVSLYSEFm9ykyj724YX5teh0CEv4L1PbeSVfy7EPWZ7xZxLJtI9rnL/9QS1d3YdrIS2ls39rBIjOZ089dRFtrN12dvcQTHs2TaognCvdv63enab23MLPfFlrNgukc85/XlDoMkbKlRF1EisoNU6UOIS8uo+t45xCS8DfRE3REkyT10x0/jkR2Ax7Dn6l1b7tq0ytdNhPwo/9+gH/81Lk0TaqhaVLNmBznpV/ei99dnn933Ru286cT34XjusRqksx8zZnMf8sF6lAqkqM7vYgUVeBM3C9gjx6qMw8d8nno1JKOHUFAfNj7eteb2jnz5NLMHCmFs3tHF/ffvXFMj9H5XP6jCo25MKRn43a6X9hK+xMbePra67jzzPex6Se3lToykbKgRF1EiqrXnctEHokkHmwf8PPu+EmkY0sIGN7oHjOm+VxxaSdXXb6XSmxKJJEgCPnLHS+M7UEKPaXpWPJ9ejbv4KlP/y8bfvi7UkcjUnJK1EWkuNwEPg2ljqJknDA78EyQjkNX4nR63dnDTrtra0JOXpnmkvOH32RGyk9baw8vbtgzZvtvXL6g4p6NM60dPPvvP6X7xR2lDkWkpJSoi0jRdSbPJqy0zKFQHAat4YxnN5AINo/ozNRUh5x6Qop4TLXqlaq7qxf7+MBvWvIVhiFPP76d6777IL9+weGpU85j28wFBBVUu57e3sqzX7mh1GGIlJQ6k4pI0WW96XR7R1PjPzbh0vXwME1barKP5DVba0uTz2kn9nDHX8amM6KMve1bOwu2r7tvW89f79pA254e0qncZFqTZ7OzaRoblx7L5K2bWPjUQxXxt7f7r08S9GZwE8PvvyEynqhGXURKoid5Cl3eiQS4E6aFdQikvYUDrnODvXhBR177jcfhlFXlOaqHDM9zT+8kHKhJ1AiEYcjPfvQIv//lU2zf2rE/Sc8JYnF66hrZvPBIHjvpvIqoXc92dNPz0u5ShyFSMkrURaRkUsnjaK1+G13eKnwShLmphEIgyC37/1fpAqpJxY8acF3C34hLT977rq0OqEqObghJKZ3etM8Lz44uIf3Vzx9n7QNbSPVkD1su9GK0tUzHHnPqqI5XDKHv45fpRE0ixaCmLyJSWo5LKnk8KY6Pfg993LAbhywBCbywE9dvpya7Bo/OinhdP5AQl+748YROcsD1Tji6ZGTWDJ93XJXhxl/X8tJLh0/UpPyk01n+/NtnWLhkcl7bZ7MBd9++/pBa9MGEsRhtk2cQOA7uKGvyx5KbiJNorh+6oMg4pURdRMqL4xE4+7+Ys9SCN43e+Hwa0r8jFuzEJVPCAEcuxKUrdiLp+PLByzhVozrGhs1JfnB9HZlMGHVYLd/cSwbR1Tny/gl9/nrPBlp3jmz0n3R1LanqOmq682tyVQzJyU1UTZ9U6jBESkaJuohUBidOe/Ii4v5mqrNr8YK9gE+Ulbq4pHDwSxzkflGe7JJ1mulInEfgNR22fK83Dz/zCF4ezV/2djh877o6Ojsq6wFGDrR9awef/affE4YQi7lU1cQ55cz5HH/KXGKxw7dUvffP68lkRtj0yXHormso20TdiXnMufK8UochUlJK1EWkcjgOmdgcMrE5OGEvTtgDOCSy66nLrilZWFEbeoeAWjLuTEInQdadQq+3ENzh3WYDt4HAbcQLRp6o79rtsWWrbueVrjft05s+8N//ps2P8effPstr33QMi4+cOui2md78HlK3zl3M5B1b8tp2rNUumMHcNyhRl4lNnUlFpCKFToLAbSRwG3ApbWezqE4/xCVN6CbpTp5Gb3zJsJP0Pl2xlfiMrAnMzt0u3/rfw9fWS+XyswG7d3bx//7nIZ55cvDJf1wvv6/zVE15tv9OTp/ECf/3z3jVA/fpEJkolKiLSMU73NjkxeSSoSpriWdfzGv7bGwOqdhRBAydnAQh7Njl8uVvNbGr1RvxsWIxF1ffABWjfW+an/94Lb3pgTuLzp3fnNd+k+nu0YQ1JuLNdZz+hy9TO396qUMRKTndpkWk4vV6s4eV3BaDSy/V2UdGtlHo4wZdOGEXPfFj6YqfSNZpJBjgFh0Cvb0OP7+1lo9+djLbd+Y3EUw2GxBoNMeK0tbaw1/v3jDguosuW05zy8gmvHJ70zTu3MpjJ53Hc0ceTzoxug7NhdB8gmH1Yz+gepo6kIqA2qiLyDjge1MJnDrcUQ5xWChesBc36CRw6w5bLubvoDrzELGwFcKoY2zoePjuZDoS5+GFe6nKPokTZiGEwK2mO7aSz31+HTu2lmcHQBk7QRDywL2bOPO8Iw5Z1zSphjnzmtize/g15KHnsckcix9P0DptNrtmzmf+04/Q2LqdZKq76MM2JqY1k9rRxm/m/s0BoxbFm+tZ+e0PMeXsY4saj0g5UKIuIuNCT2wZtZm/lsXQjS7dxIKd9A6WqIc+9b1/Iu6/dGj7+hBifgdxfytpbx7tyYvg4Bkky3jc63LhxRz87Pg7T6nuDEEQ4rqHzijw7g+ezr/942/Z/tIwHuKCgNCL4fdrNZWqrefp48/E9bM0tO6gpn0P855bRzJdnFlve7fvGfDzzJ4O7r/ik8Sb6znv8R/gxZS6yMShpi8iMi6kY0fS680jKIP6BwdgsNr9MKQ+/cfcTKSDvwFwSZH0n6Ou945D1sXiI2+TPtGE47RZTxCC7w/8P1dbl+Q9Hz6duQuaqa4ZuEmUF3NwwoDDdVAIvBhtU2by0qLlPHrK+QQHPyiWSGZPB38wbyLUg6pMIErURWR8cBw6E+eQjhkCSpvIhjiETvWA65L+s8SDLTgMnUm6+CT8DcSyBw6ft+wYdbIbShCMz2TO8xzih3lQq6tPcs1Hz+StV5/MkmVTmTK1luaWGiZPrWXB4haaW2oIneF/9adq69kxc0EhQi8Iv7OHNW/6bKnDECma0lc9iYgUiuPQFT+JRHYDMLJZGgspcOrIeDMHXFeVeRyX4U3zDlHn1Jrsw7THZhGGIS8818qWjW3jtmmHHF7LlNohyziOw4LFLbzzA6ce8PmOrR1880v3jOh4gRdjy8Ijmb7l+RFtNxzxpjoyeztHPIvuzj89VPBYRMqVEnURGVeqshaX0g4554c14Bza9MAN9uKFI+8E6gV7efyhDfzu1udpa+0h1VP6dvhSfFXVMc69cEne2z/ywGY6O0be4bo3WY3venhBYWb+9WqrmHz6Cua86TwefOO1I99BEPLi9X9mzuvOKUg8IuVMTV9EZFzxgt04I62iK3QMDJyMe8EeHEbeMe9Pd8HPr3ucbVvalaRPYNNnNrBoyeS8t+/q6M1ru9Bx8AvYgbPp2MWc8KOP0bN5V9772HzjHQWLR6ScKVEXkXFlNEl6odJ7d5Bk3MFnpN3y7HNxfvX7Gjo7ht9cRsafGbMbeOs1J+OMomNn1SAdTIcUhnh+Ya4/J+Yy7eWrAMju6cx7P5m2/LcVqSRK1EVkXMm6TSWuTwcIc+OiHyhwakc8Ks2Nv6mjvVO36okqFnNZsWoWV3/kTGpqRzcD77IV0wcdDeZwPN+np7qOQjR8Sc6czLyrXgFAzcIZee+nZs7UAkQjUv509xeRcSUdW0rA4ScaGpATx3fym4Z9YIc+LmTdqQTO0J0B++xuddmxU0MxTkSOA8uPnc6/fuUCrnrXCSSrRt/0ZN7CZpomDTwa0eH01Dfy4MteRU9d46hjcD0PryaaRXjGJacx4ldMOUd+4m9HHYtIJVCiLiLjSuhUkXVHmnC7MPUyUrEjCQtwWwzxYKAhIh2XXm/esGv8H1ibpK1difpE1DSpmqvedWJeNeCDcRyHU8+an1/S7zhsn3PEMAYVPbwwk6U312zFdV1q86hVd6sS1C7IvzZepJIoUReRcacrcQa+Uz+ssiFA7ZE4VbNJxZbmkuzRccjS3HMdTT3XU5e+HTdo37euJ74S3xlezeTeDiXpE5Xvh2PScfjksxaw/NjpJBIjv7ZePOIo2lqmj6ppWc/mnTz/7Vv2/X7idf8y4n0c/eX3jiICkcqiRF1Exp3Arac9sXrIZD0gRq+3EFqiNrMOAWEBRq11AI8uYuFeqvxnaEz9gtr07RCGhE6S9sQFZIdI1kMgWZ0cdSxSmRwHvHjhv6Idx+H1bz2ek8+cT2yk+w8DNi5eMeoYdt+7bt/PtQtmcPS//92wt535N2cz52/OHnUMIpVCibqIjEu+N4W2qlfR4y3FdxoOmK00oIqMM5XOxFl0JM7bN5JGVeYxXHoKHotHD1X+c9T33gZhSOA1srfqUlLeYrJOwwHNbUJcsk4jKe9I5h97BvGEbtMTUSIZI5kcm6lOHMfhkiuO5q1Xn4wXG971FU91M3nbixxz/235NivfJ8wc2C113htWc8JPPoETO0wtv+uw5COvY+XX3z/Ko4tUFk14JCLjVujU0JU8i67QJx5sxQm6wImTdVsI3ENrtBP+llEnIYNxCIj7m0j6z5COGUKnms7kORBmSfjP4wVtAPhuC73efHA8Zs+PpoTfs7vwDw9S3pYunzqqoRiHY8myqcyY1cDmjW1Dls0kqnCCgOzM6TTQS7azh+zePGf/HeDZYNq5x3PhlhvZff8TPPzOr9Db2g5hSKyumuWffQezLzsrv2OJVDgl6iIy/jkeGW/2gP07D1SYmRcH45KlKvME6ZjZ/6ETozc2+GyTZ64+gluuXzfoehl/GpqqeNkF+c9AOhJXvedEvv3le2jdNcRsvq6Ld+IxXPCRq0k4Ic/8+09Z/7Ub8zpm/ZHzB13XctJyVj/6/bz2KzIelTRRN8bUAesAx1o7f4D1k4BPARcBU4GngC9aa28oZpwiMlGMfTMTN+zAC1rx3UnDKn/6OQu54/fPsnfPyGc0lcrjOPCy84+gobGqKMeb1FLDuz54Gj/4xv207uqiN33ow2p1TZyp0+t46zWnUF0TjeUeb8pjCFQA12H+375iNCGLTCilrlH/HDAf2HjwCmNMLfBH4Djgp8Am4DLgemPMFGvt14sYp4hMAFl3EnF/x5gewyNFzN8x7ETdcRze/aHT+Y9P3z5gEiXji+s6NDSNfKzz0WiZUssH/+Vl2Cd2cPvvnqFjb5ogCHA9l5bJtZx3kWHewuYDmuI0LF+AV1uF3zWyB0gvmaBu8exC/y+IjFslS9SNMacBh+vq/T5gJXC1tfYbuW0+DdwHfMEY81Nr7dh+o4rIhNITX0nC34THEM0ARsmhd0Tlp0yr483vPYnrf/Aw7W2qWR/PfD/kkTWbOWbVrKIe13Udjjx6GkcePW1Y5aecuYKqmZPpenbziI7TcsYKPI1mJDJsJRlOwBhTBfwPcC/QPkix9wLbgW/3fWCt7QA+C9QAV45xmCIywQRuPf6IJ0samRCHwBl5s4Ely6by9r8/hYVLWgoyS6WUr3QqW+oQhuS4LjMuOAm84acR8eZ6zEdeP4ZRiYw/pRr369+Imry8gwHm2TbGLAJmAXdbaw9+13t7bqku4CJScB3J1WSdsUvWA6eOXm9OXtvOnNPIm997khL1cS6RrIyJrhZ/6Aoaj144rLJudYIZF55C41HDKy8ikaIn6saY44EPAZ+x1j49SLFFueX6g1dYa7cBKaA4XeJFZEIJnSR7qy6h152BT+E79GXcKeDkPy38XbetV/OXcSyecFlxfHGbveTLq0pw8k8/SdPxS3CrEoOWizfVMfuyszn6S+8uYnQi40NRq2WMMXHg+8CTwBcOU7QltxxscNd2YHhzcA9iypThTS8uw6PzOfZ0jsfe/nNcD7yBsHcntP0FsnsgDAAHwgwQgN/FAC8ED8+rp2raOVTH8/+3fHrd9ry3lfLXMrmW1a9cijeCJiX9Ff0+MaWeS+/7Oht+fidPfu0mul7cSbYnjeO6xOqqaF6+gGM/8UamnHhkceMaQ7oXjz2d4/1GnagbYzYA84Yo9g1r7dXAR4GjgFOstZnDlO+rbkoPsj5N1E5dRGTMOIkpMPXSQz4Pg17oeBR6noegFzK7GHIMdq8eWs7HiTeNKqaOvapNH6/iCY/jT56bd5JeKm7MY+HrzmHh686hZ3srPdv34MZj1M6eQrxeX9Uio1GIGvWbgSlDlFljjFkOfBz4qrV2zRDl+6bhG+xdWhLIc0q0yM6dHaPZXHL6nnp1PseOzvHYy+8cLwVvKXjgxHqo672LWLALN+w8YHZTnxp8t5Gu2Kn4nS3QObp/x66ukY0YI5UhFnc5wkzmrPOPyOtvvWzuE24cZkzFB9pSPqTGz32rbM7xODaez3G+bwlGnahbaz8wVBljjAf8BXgJ+MQwdrsntxyseUsD0YgwIiIlFzrVdCTPxwl7SWafJBbswiHEdxpIxZYTuHlODjPQscIRNreRsuY40DSpGrN8Kq95w7G4rjP0RiIyYRSrjfoc4MTcz53GmIPXNxpjQuBOa+3ZwDO5zxccXNAYMwOoAuzYhCoikp/QSZCKHzumx4jHPfxs+Q/fJ4eXSHpMn9nA0qOmcsZ5i/bN+Cki0l+xEvU2oiEZBxYAwesAABjLSURBVPJPRKO4/CewAcBau8kYswk43RjjWmuDfuXPzi3vG5tQRUTKVzzukuoZupyUr0TS48q3r+KoY2eUOhQRKXNFSdSttW3AJwdaZ4x5P9BmrT14/Y+J2rRfDXwtV7Y+91lPbr2IyIQyaXItHe1qp17JmpqrWbZieqnDEJEKUM6zZnwRuBz4qjHmLKIx1S8DFgLXWGt3ljI4EZFSmDSllo3P7xm6oBSN44LnuWQzwZBl6xuTvObKFWqLLiLDUrZjQFlr24EziMZdPwP4O6ImNK+31n69lLGJiJTKsmOm48WU5JULL+aycMlk3v2h02iZUotzmH+apknV/M1Vx3HEkVOLF6CIVLSS16hbawcdVNhaux14WxHDEREpaytWzuQPtzzNzu2dpQ5lQovFXSa11HD0ypmcf+mRuK7D+//5bO7583rWPrCF7s5efD/A9Vyqa+IsO3o6Z79iMfUNyVKHLiIVpOSJuoiIDJ/nuRx13Azu/tP6YTW1kMJrbEryqiuPYfkxMw5owlJdE2f1RUs570LD3j09pHqyJKpiNDVXq6mLiORFibqISIW54NXL2LJpL+vtTnxf46oXi+s6zF3QzDs+cCrJ5OBfn47j0DRJM3KKyOiVbRt1EREZmOs6vO3vT+aYVbNobK4qdTjjjus5uN7+GvCqqhjTZtaz+mLDez58+mGTdBGRQtLdRkSkAnmey5VvX0V7W4rrvvcg6+2uUoc0bhx3wiyWHzeT1p1dxGIuM+c0smBxC87heoqKiIwBJeoiIhWsoamKmXMalKgX0PpndrPITOaxh1+ivS1FPO4yfWYDZ79iMfMWTip1eCIygShRFxGpcKlUttQhjCttrT389H/XHvDZzu1dPPHoNiZPreXCy5azXLOKikgRqI26iEiF2r61gx9/ew2P/HVzqUOZEIIgZMe2Tq7/wcPce/vzpQ5HRCYA1aiLiFSYIAi54YcP8/S67XR19pY6nAmnpzvDH375NNNn1rPITCl1OCIyjqlGXUSkgoRhyHXffZBHH9yiJL2Eujp7+d0tT5c6DBEZ55Soi4hUkHUPvcRT67ZpsqMysGt7J627u0sdhoiMY0rURUQqyJ23PUdv2i91GAJ0tKdZe7/6B4jI2FGiLiJSIVp3ddG6UzW45aSjPVXqEERkHFOiLiJSIbZv7aCzM13qMKSfZFW81CGIyDimRF1EpEJkMgGhmqaXjUQyxpLlU0sdhoiMY0rURUQqRH1DkkTSK3UYkjNpcg0LjtBMpSIydpSoi4hUiHkLJ9HYXF3qMATwPIcTT5+L4zilDkVExjEl6iIiFcJ1HZYeNa3UYQiw9OhpnHHuolKHISLjnBJ1EZEKcsZ5C3Fd1eKOBc9ziCcP/7UYi7msOmUOf/uek1SbLiJjLlbqAEREZPjWrtlCEISlDmNc8v2Q6toEc+fVs21rOz3dGcIQHCAWd1myfCqvft0KNT8SkaJRoi4iUkEeX7u11CGMa53taVzX4R3vO5VJk2vw/ZCamjheTC+gRaT4dOcREakgflbjM4619rYUv735SWpqE9Q3JJWki0jJ6O4jIlJB1D69OLZv7aCrQ5NLiUhpKVEXEakgTZPUProY2lp7ePShLaUOQ0QmOCXqIiIV5OUXL6W2LlHqMCaEtj2pUocgIhOcEnURkQoyY3YjLVNqSx3GhJDULLAiUmJK1EVEKsyb3nUCkybXlDqMca26Js7CJZNLHYaITHBK1EVEKkxzSw3v+uBpTJ9Zj+bcGRtNzdXMXzSp1GGIyASnRF1EpAK1TKnlg/96DvWNVaUOZdyJJ1xWnTZXM4+KSMkpURcRqVCu65BIqB11IXmewyIzhTPOXVTqUERENDOpiEgli2kynoKpa0iyaMlkrnz78RqvXkTKghJ1EZEKNm/RJLa91FHqMMqe40BtXYJpM+vpTfukerL4fkAYhsRiHnPmN7H64qVMmVZX6lBFRPZRoi4iUsFWX2R4at122ts05vdgqqpiLF42lTe+YxVevzcQYRgCqC26iJQtJeoiIhWsaVINi5dOYe2DW/CzQanDKTvNk6q54i0rWWQmH5KQK0EXkXKnxo0iIhXu8jcfx5IjpxBPHP6WPhHbXftBQGNzlZJyEalIStRFRCqc57m85eqTWX3hUqbNrCdZfeDL0rqGJPMXTaK+IVn4Y8ccFpkWnBF8mxwuZ3Zc55D18YSX90NGe1uaX//8yby2FREpNTV9EREZB1zX4ZxXLuFlFyzm2ad28syTO0j1ZKlvTHL8yXOZPLWWz33sj4U/cAj1DVUkEzFSqeyQxRubq7jkiqN56rFtbHphD5neANeFRDLGyhNns+rUuTy8ZjMbnttNJhPQ2FjFaecupL0txe9/+RQvvtA24hBf3LiHVE+Gqup4Pv+HIiIlo0RdRGQccRyHJcumsmTZ1EPWebHCN//w/ZC1D2wZslyyymPq9Hpee9VxzJrTyDHHzxq07Fmrj+Cs1Ucc8NnM2Y288OyuvBL1vXtSPL52K6tOmTvibUVESklNX0REJojpMxtKduyamgT/8MnzmDWnMe992Cd25r1tW2tP3tuKiJSKEnURkQni5ZcspbY+UZJj72nt4ZYb1o1qH33DKeYjmdQMriJSeZSoi4hMENNnNjB7blPJjv/Eoy+NagjJRJ7JtuNEE0OJiFQaJeoiIhPI377nROYubB7RKC0DyWe0w9bd3Wx4vjXvYy49alpe21VVx5m7QIm6iFQeJeoiIhNIIhnjvR8+nRNOmUvLlFpcb2QZdzLpMW9RM7HYyGu3e9M+HaOYQfW0ly2koalq5NudszDvY4qIlJJGfRERmWBicY/L37ySTK/Pmns28sxTO+hN+2SzPj3dWVI9GYIgJJvx6e31qaqK0dhUxbJjZnDm6iPYub2T//7KvSM/sAPxUbQVr6qOY5ZN5cH7NjHc5uo1dQlefvHSvI8pIlJKStRFRCaoeMLjtHMWHlLj7GcDUj0Z4gmPeMI7ZFbPyVNrqa6Nk04PPW56f42NVaMeeea1bzqW1l1drH92NwyRrFdVx/jIp8+dkDOyisj4oKYvIiJyAC/mUlufJJGMHZKkA9TUJpg6vW7E+508rY6WKbWjju2dHziNlSfNGbQZTCzusnBxC//8xfOprSv8bKwiIsWiGnURERmx1Rcv5cUNbfR0Z4ZVPlkd4xWXLivIsb2Yy5VvO57url7u/MNzPGd3ks0EeJ7DrHnNnPfKJTQ2VxfkWCIipaREXURERmzBES0cd+JsHrxvE71p/7BlY3GXY1fO4oRT5rJrV2fBYqipTXDBqwuT/IuIlCMl6iIikpdXX7mCWMzlkTWb6WhPD1imrj7B0qOn8e4PnTFgMxoRERmcEnUREcmL4zhccsXRnH7uQm77leX5Z3eTyUS167GYy5z5zbz8kqVMnV6vDp0iInlQoi4iIqMyaXItl795JWEYkun1CcNoFlHVoIuIjI4SdRERKQjHcUgk9bUiIlIoGp5RRERERKQMKVEXERERESlDStRFRERERMqQEnURERERkTJU9F4/xpgm4BPAa4GpwEbgOuBL1trUQWUnAZ8CLsqVfQr4orX2hqIGLSIiIiJSZEWtUc8l6fcAHwDWAV8HOomS8Z8cVLYW+CPwXuCvubJNwPXGmKuLGLaIiIiISNEVu+nLZ4DlwNXW2oustf8AnAjcCrzaGHNmv7LvA1YC11hrX2et/UfgWOAJ4AvGmKlFjl1EREREpGiKlqjnasjfAtxrrf1m3+fW2gD4NPADIN5vk/cC24Fv9yvbAXwWqAGuLELYIiIiIiIlUcw26mcRJdg3HrzCWvsA8EDf78aYRcAs4OfWWv+g4rf3299/jk2oIiIiIiKlVcxE/ajc8gljzJuADwJLiWrN/wf4nLU2myuzKLdcf/BOrLXbjDEpYMkYxysiIiIiUjLFTNRn5pbXABcANwF3Aa8g6ky6HHhdrkxLbtk2yL7agcbRBDNlSv1oNpeD6HyOPZ3jsadzPPZ0jseWzu/Y0zkeezrH+406UTfGbADmDVHsG0Ay9/OFwCustX/IbV8D/B64whjz/6y1t7C/rXp6kP2liZrRjIYzyu1FRERERMZMIWrUbwamDFFmDXBa7udb+pJ0AGtttzHmn4E7gMuBW4Ce3OrEIPtLAl35BiwiIiIiUu5Gnahbaz8wnHLGmL426g8NsHptbtnXNn1PbjlY85YGorbtIiIiIiLjUjHHUX82txyolryvqUt3bvlMbrng4ILGmBlAFWALGp2IiIiISBkpZqJ+d255zgDrVuWWjwFYazcBm4DTjTEHx3h2bnlfoQMUERERESkXRUvUrbVPEyXrpxlj3tD3uTGmjmjCowD4Yb9NfgzMBq7uV7Ye+DhRG/Yfj33UIiIiIiKl4YRhWLSDGWMMUbLeAvwS2EA0Csxi4AvW2n/qV7YBeDC37iaiMdUvAxYC11hrv160wEVEREREiqyoiTqAMWYu8G/AK4k6hVrga9ba7w9QdhpwLXAxUAs8DXzJWnt98SIWERERESm+oifqIiIiIiIytGJ2JhURERERkWFSoi4iIiIiUoaUqIuIiIiIlCEl6iIiIiIiZUiJuoiIiIhIGYqVOgCpLMaYNwM/GKLYRmvt/H7b3AOcNkjZ91hrv12Y6MYPY8xmYNYgqy+w1v6uX9lJwKeAi4CpwFPAF621N4x5oBXMGHMe8BHgBKAKeB74EfBla232oLK6hvNkjIkB1wDvABYAW4nuIZ+31mZKGVulMcZMBz5JNP/INKAVuA34F2vt8/3KvR347iC7ud9ae/IYh1qxjDGfIZpYcSA3WGtf16/sVcAHgCXAHuCnRP8WnWMeaAUyxgxnmMGXWWvvyJXXdYwSdRm5tUTj4A/k5cApwJ0HfX4U0Xj5A41//2DhQhsfjDHNREn6/cDvBijyXL+ytcAfgeOIviQ2EU0Mdr0xZoomBhuYMeaNREl5B3Aj0E50/X4OOMUY8yprbf8vFV3D+fsG8E7gHqKJ7k4jerA8BnhtCeOqKLkkfQ0wh+hv/nrAAFcCFxhjTrbWPpsrviK3/AKQOmhXm4sQbiVbAaSBzw+w7vG+H4wxHyWa5+Ux4L+Ao4mS9pONMWdba3uLEGulGSx3mAq8B9hBNF9OH13HaBx1KRBjzALgUWA7cKy1tiv3+XzgBeA/rLUfLF2ElcMYczZwO/A+a+3Xhij7MeCzwNXW2m/kPqsH7iOqvVxgrd0xthFXFmNMNbCFqOnfcdbaF3Kfx4FbgAuAy6y1N+U+n4+u4bwYY04F7gV+DlxurQ2NMQ7wQ+Aq4GJr7a9KGGLFMMZ8G3gX8CFr7b/3+/wNwP8Bt1prL8l9dgdwtLW2pRSxVjJjzAag1Vq78jBl5hLNlv4AcFbfmyFjzKeAT6DZ00fEGHMr0RvhV1hrf9/v8zvQdaw26lIw3wfqgXf0Jek5fU/EjxU/pIo1knP2XqKHo31NL6y1HUTJew1RbZsc6GVAM/C9viQdIPdle23u1wv6ldc1nL+/yy3/re8NRW75USAE3l6qwCrQq4GdwH/2/9Baex1R0ni+MabvO/1oYF1xw6t8xpgGYB5D/62/i6hFwrUHNd+6lujtnK7rYco1p70I+GH/JD1H1zFK1KUAjDGvAs4GftrXtqwfJTkjN6xzZoxZRNRE5m5rrX/Q6ttzy7MKHNt4sAH4GHDTAOvSuWVdv890DefvTGCXtfbx/h9aa18CnkHX57AYYzyiJPCT1tpggCJpIAEkjDGzgUnoes3HcP/Wz8wtD2jmaa1NEb3NPMYY01jg2MYdY0wNUaVSJ1F/of7rdB3nqI26jEquBufzQAD88wBFVhDVnJ1mjPkeUZvKPUSvwv/VWru3WLFWkBXAbuBtudqGhUQd8H5MVIPTl0wuyi3XH7wDa+02Y0yKqJOT9GOtfRJ4cpDVr84tn+j3ma7hPBhjksBsor4WA9kQFTNTrLU7ixZYBco9iH91oHXGmKXAUmC9tTZljOlLNuPGmJuJ+gRUA38BPmGtXVOMmCtU37mbbIz5I7Aq9/ufgI9ba23u90XA9tzby4NtyC2XEDWNkcG9H5gJfHqAJpq6jnNUoy6jdRFR4vKLfh2Z+lsBOMCngYeJenDvBN4H3JN71Sg5uQef5UAL8EHgDuB/gCzwL8Cvc6NokCsD0DbI7toB1eoMkzHmSKLrMg38b79VuobzMym3HOz67HvA0TWap9z94utE3+XfyX3cl+C8myix+QFR59NzgbuNMecXO84K0nfu/oHo/vldogfNy4D7jTHH5ta3oOt6VIwxCaLRoFJEnXEPpus4RzXqAuzrQDNviGLfsNZefdBnf59bfnmAfbpEN7O1wEXW2i39Pv8mUTu/TxIlpOPacM8vUTL4LFGN7auttW257auAnxE9GL0X+BoQz22XPnRX+z6vGU3clWQU13Dfa9bfEJ2vD1prX8x9rms4f8O5PiEaGlNGKNcp97+JEpcH2d923QU2EtUAX9ev/FlENcM/MMYszDXTkAP5ROfuzf2bcfbrsPt9YCXRta3renQuB6YD3xnkjZqu4xwl6tLnZmDKEGUOeNVkjJkFnAM8Ya297+DCubaUh4xzaq0NjDEfBt4EvJ6JkeQM6/xaa7cDxx68IvdK+++JEvXXEyXqPbnViUH2lwS6Blk3Ho34GgYwxhxBVFMzH/hva+1/9K3TNTwqw7k+YWJdowWRe6v2XeDNROP/X9o3HKC19lr2d4rex1p7pzHmOqLRds4CDu64N+FZa/+O/R2g+39+nTHmncCZxhhDdG3ruh6dq3LLAcdJ13W8nxJ1AcBa+4E8NruYqEnAz/M4Xqcx5hngWGNMtbW2Z8iNKlie5/fgfbxgjNlDNOwiRLXuMPgr1gaiEWEmhHzOsTHmBODXRAn+t4neVgz3eBPqGs7DXqK+K4Ndn439yskw5Trg/Qx4JdHbt/NynXOH42GiBGfBUAXlEA8TdSJdQHTv1XWdp1xzwbOBDdbafOahmFDXsRJ1GY0Lc8sbB1ppjGkClhGN+vDMAEWqib7INTFEjjFmKlGb/w19zS/6rXOIXqe25z7qO6eH3KyMMTNyZe3B6yRijFlNVAtfS9RJ95DZCHUN589a22uM2cjgX6YLiM5raxHDqmi5ydB+C5wEPEI07vSOg8qsBOqstXcNsIvq3HLcNxcYqdxbiuMA11o7UAfo/ufuGeCsQR7QFxDdEwbqsyWR1UTNhwYaeQvQddyfOpPKaJwE7LHWDjbO6UqiyU4Gar8+g2g0k0cGGFpwIrsIuIuoM9PBjie6QT0IYK3dRDQT6en9xk/uc3ZueUiTJAFjzMnAL4japL9/oCQ9R9fw6NwDTDfGHDD6kDFmJrAYXZ/Dluun8iui++6dwNmDTGb2C+B2Y8zkAdadnltqNt1DeUR/67/NDYe5T66S5FSiTv1ria5rFzjjoHJVRE3lnhhkRBiJ9DUnHCgJ76PrOEeJuuQl1/luCof/Q7kH2Aa8MtcBpG/bBNFIBXGiDpSy36+I2j++JdcWEtj3qrBveLb+5+zHREPgXd2vbD3w8dx+fjzWAVcaY0wdcAP7O44OOOxdjq7h0flRbnlt38NkLun5HFGzue8MtqEc4lqiZPE+4AJrbfsg5X5G9N1+be5cA2CM+Ruit6B3HTyuvUBu2NtbiSZD+6eDVn+IaPKdn+Q6+F9H1PH0k7lhSPt8jKjJoa7rwzsutzzc8JW6jnOcMAxLHYNUoFzScgfwLWvtoO16jTEXETUvCIGfEo0Pvho4ErgeuLJvxkKJGGPeDXyLaBKIG4hGEbgImAt8wVr7T/3KNhA9LC0meo24nmgosYVoGusBGWM+CHwFaGXgYcEAnrbWXp8rr2t4FIwx1wNXEHXkvZ0o2TyDqG/L5Tp3QzPGTCcaASNBNPLIi4MU/TxRk7e/EF2f9xM9bBqi5GYbcLq19vmxjrkSGWPmEz0ITQduAx4lepN5NvAUcIa1dneu7OeJJul5iijBX050ju8Fzu0334UcxBjzAjDNWjvoqGS5Zoe6jlGiLnkyxryGqG36x3O9sw9X9mTgE0QTFvS1m/4u8M1BZtmb8IwxFxB9CawiqnlcB3zNWvuTAcpOI6ptu5iovfXTwJf6Ek05kDHmF8ClQxS7xVr7qn7b6BrOkzEmTlRD+WaimXQ3Eb3p+aKSmeHJzf588zCKNltr23JJzr8CrwFmALuIOk3/i7V269hFWvlyo5l9iqizbgvwEtFD5af7T26Wq+V9b+6/RUTJ403Av2kStMMzxrQD26y1h52QT9dxRIm6iIiIiEgZUht1EREREZEypERdRERERKQMKVEXERERESlDStRFRERERMqQEnURERERkTKkRF1EREREpAwpURcRERERKUNK1EVEREREypASdRERERGRMqREXURERESkDClRFxEREREpQ0rURURERETKkBJ1EREREZEypERdRERERKQMKVEXERERESlDStRFRERERMqQEnURERERkTL0/wFi2kmSmlIXnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "kmeans = KMeans(n_clusters=6, n_init=1000, random_state=0)\n",
    "kmeans.fit(drug_data_normalized_tsne2d)\n",
    "\n",
    "kmeans_cluster_assignments = kmeans.predict(drug_data_normalized_tsne2d)\n",
    "\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=kmeans_cluster_assignments, cmap='Spectral')\n",
    "# - `c` specifies how the different points should be colored (here, I set it to the\n",
    "#   cluster assignments so different clusters get different colors)\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These clusters don't look very good (they probably don't correspond to what you thought should have been the answer). In particular, the middle four blobs get cut up and assigned to different clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering using a Gaussian mixture model (GMM)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's instead cluster using a GMM. A GMM is going to be in some sense more general than what a k-means \"model\" can capture. The fitting code is almost the same as in k-means. Since fitting a GMM takes more time than running k-means, we use fewer random initializations (200 here instead of 1000 earlier; you could of course use more random initializations if you have the computational resources to do so)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.35388779 0.2383647  0.22296851 0.1274357  0.03985608 0.01748722]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "gmm = GaussianMixture(n_components=6, n_init=1000, random_state=0)\n",
    "gmm.fit(drug_data_normalized_tsne2d)\n",
    "\n",
    "print(np.sort(gmm.weights_)[::-1])  # print out probability of fitted clusters in decreasing weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-48.90941933,  31.2612636 ],\n",
       "       [  1.58156672, -31.87642254],\n",
       "       [ 29.73104425,  -1.91600612],\n",
       "       [-30.69682988, -10.9941896 ],\n",
       "       [ 28.01817264, -32.59592372],\n",
       "       [  4.02929188,  32.54950184]])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gmm.means_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we plot the GMM clusters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-56.67873992692043, 48.4709228492837, -59.909223863743435, 62.57210762228836)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=gmm_cluster_assignments, cmap='Spectral')\n",
    "plt.axis('equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A sketch of how to do interpretation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above clustering looks better than the k-means clustering. Note, however, that we have not actually carefully checked yet whether these clusters found are actually semantically meaningful in any way. To do so, we should look at what sorts of feature vectors land in each of these clusters, and interpret these clusters in terms of the original features (recall that these include psychological measures, level of education, age, gender, country of residence, and ethnicity--although not in this particular order). For example, if we wanted to carefully look at what the original feature vectors are for all the individuals in cluster 2, we would use the following code snippet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.34961705,  1.00053064, -0.0855145 , -1.18596532, -0.05296486,\n",
       "        0.33577418, -0.12766202,  0.52689629,  0.01076969, -0.27372881,\n",
       "        0.25824952,  0.2832843 ])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data_normalized[gmm_cluster_assignments == 2].mean(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, we can plot out all the cluster centers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Feature value')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 588,
       "width": 897
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "for cluster in range(gmm_cluster_assignments.max() + 1):\n",
    "    plt.plot(drug_data[gmm_cluster_assignments == cluster].mean(axis=0),\n",
    "             label=('Cluster ' + str(cluster) +' mean feature vector'))\n",
    "plt.legend(loc='lower right')\n",
    "plt.xlabel('Feature number (only look at 0, 1, 2, ..., 11)')\n",
    "plt.ylabel('Feature value')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows in which features the cluster centers differ in.\n",
    "\n",
    "Note that the above plot is unsatisfying in several ways:\n",
    "\n",
    "* A line doesn't actually make sense (e.g., what does it mean to be at feature 0.5?--this doesn't make any sense since the features are only at 0, 1, 2, ..., 11). However, if you don't draw the lines and only draw dots, the plot becomes really hard to read (you can try it by adding a parameter 'o' before the 'label' parameter to the `plt.plot` line).\n",
    "* What do the feature values mean? Here, we have to go back to the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29)! Feature 0 corresponds to age, feature 1 to gender, feature 3 to education, and so forth -- all features have been turned into numerical values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's focus on age (feature 0) for a specific cluster, say cluster 2. So, we pull the 0th column using numpy fancy indexing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.49788, -0.07854, -0.07854, -0.07854,  0.49788,  0.49788,\n",
       "        0.49788,  0.49788,  1.09449, -0.07854, -0.95197,  1.09449,\n",
       "        0.49788,  1.09449, -0.07854,  0.49788,  0.49788, -0.95197,\n",
       "       -0.07854,  1.09449, -0.07854, -0.07854, -0.95197,  0.49788,\n",
       "        1.09449,  0.49788,  1.82213, -0.07854,  1.09449,  0.49788,\n",
       "       -0.95197,  0.49788, -0.95197, -0.07854, -0.95197, -0.95197,\n",
       "       -0.07854, -0.95197, -0.95197, -0.95197, -0.95197, -0.07854,\n",
       "        1.09449, -0.95197,  1.09449, -0.95197, -0.95197, -0.07854,\n",
       "        1.09449, -0.07854, -0.07854, -0.95197, -0.95197, -0.95197,\n",
       "       -0.95197, -0.95197, -0.95197, -0.07854, -0.07854, -0.95197,\n",
       "       -0.95197, -0.07854, -0.95197, -0.95197, -0.95197, -0.07854,\n",
       "        0.49788, -0.95197, -0.95197, -0.07854, -0.95197, -0.07854,\n",
       "       -0.95197, -0.95197, -0.95197, -0.07854, -0.07854, -0.95197,\n",
       "       -0.95197, -0.95197, -0.95197,  1.09449, -0.07854, -0.95197,\n",
       "       -0.95197,  1.09449, -0.07854, -0.07854, -0.07854,  1.09449,\n",
       "       -0.95197, -0.95197,  0.49788, -0.95197, -0.95197, -0.95197,\n",
       "        0.49788, -0.95197, -0.07854, -0.95197, -0.95197, -0.07854,\n",
       "        0.49788,  1.09449,  0.49788, -0.07854, -0.07854, -0.95197,\n",
       "       -0.07854, -0.07854, -0.95197, -0.95197, -0.95197, -0.95197,\n",
       "       -0.07854, -0.95197, -0.07854, -0.07854, -0.07854, -0.95197,\n",
       "       -0.07854, -0.95197,  0.49788,  0.49788, -0.95197, -0.07854,\n",
       "       -0.07854, -0.07854,  1.82213, -0.95197, -0.07854, -0.95197,\n",
       "       -0.95197, -0.07854, -0.95197, -0.95197, -0.95197, -0.95197,\n",
       "       -0.07854, -0.95197, -0.95197,  0.49788,  0.49788, -0.95197,\n",
       "        0.49788, -0.95197, -0.07854, -0.95197, -0.95197,  0.49788,\n",
       "        0.49788, -0.95197, -0.95197,  0.49788, -0.95197, -0.95197,\n",
       "       -0.95197, -0.95197, -0.95197,  0.49788, -0.95197, -0.95197,\n",
       "       -0.95197, -0.95197, -0.95197,  0.49788, -0.95197, -0.95197,\n",
       "       -0.07854, -0.95197, -0.07854, -0.07854, -0.07854, -0.95197,\n",
       "       -0.95197, -0.95197,  1.82213, -0.07854, -0.07854,  0.49788,\n",
       "        1.09449, -0.07854,  1.09449, -0.95197,  0.49788, -0.07854,\n",
       "       -0.95197, -0.95197, -0.95197, -0.95197, -0.95197, -0.07854,\n",
       "       -0.07854, -0.07854,  0.49788, -0.07854, -0.07854, -0.07854,\n",
       "       -0.95197, -0.95197, -0.07854, -0.07854, -0.07854, -0.07854,\n",
       "       -0.95197, -0.95197, -0.95197, -0.95197,  1.09449,  0.49788,\n",
       "       -0.95197,  0.49788, -0.95197, -0.07854,  0.49788, -0.07854,\n",
       "        1.09449, -0.95197, -0.95197, -0.07854, -0.07854, -0.07854,\n",
       "        0.49788,  0.49788,  0.49788,  0.49788, -0.07854,  1.82213,\n",
       "       -0.95197, -0.95197, -0.07854, -0.95197, -0.95197, -0.95197,\n",
       "       -0.95197, -0.07854, -0.95197, -0.07854, -0.95197])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_data[gmm_cluster_assignments == 2][:, 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above values clearly aren't real ages (we have negative values!). Instead, if you look at the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29), you'll see that they've actually discretized ages into 6 possible real values:\n",
    "\n",
    "* -0.95197 corresponds to ages 18-24\n",
    "* -0.07854 corresponds to ages 25-34\n",
    "* 0.49788 corresponds to ages 35-44\n",
    "* 1.09449 corresponds to ages 45-54\n",
    "* 1.82213 corresponds to ages 55-64\n",
    "* 2.59171 corresponds to ages 65+\n",
    "\n",
    "So to plot out the distribution of ages, we would plot a histogram of the above values! At this point, you should hopefully be skilled at computing histograms (which we did at the start of class with basic text analysis)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "def plot_histogram(feature_values, labels):\n",
    "    histogram = Counter()\n",
    "    for val in feature_values:\n",
    "        histogram[val] += 1\n",
    "    sorted_key_val_pairs = sorted(list(histogram.items()))\n",
    "    sorted_keys, sorted_vals = zip(*sorted_key_val_pairs)\n",
    "    plt.bar(range(len(sorted_keys)), sorted_vals)\n",
    "    plt.xticks(range(len(sorted_keys)), [labels[key] for key in sorted_keys])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram(drug_data[gmm_cluster_assignments == 2][:, 0],\n",
    "               {-0.95197: '18-24',\n",
    "                -0.07854: '25-34',\n",
    "                0.49788: '35-44',\n",
    "                1.09449: '45-54',\n",
    "                1.82213: '55-64',\n",
    "                2.59171: '65+'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point you can examine the age distribution for the different clusters. This same idea can be used to examine distributions for other features and clusters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatically choosing k (using a score function for each k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest way is to try a bunch of different values of k, and for each value of k, fit a model and compute a score for the model (so the score depends on k). Then we pick whichever k corresponds to the best score.\n",
    "\n",
    "There are many score functions you can use. For example, scikit-learn provides [these](http://scikit-learn.org/stable/modules/classes.html#clustering-metrics), one of which is the CH index we discussed in the lecture slides (documentation for computing the CH index in scikit-learn is [here](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.calinski_harabaz_score.html))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 2 has CH index 1611.7974060985814\n",
      "k = 3 has CH index 2178.140473718385\n",
      "k = 4 has CH index 2460.703892816916\n",
      "k = 5 has CH index 2177.521903645438\n",
      "k = 6 has CH index 2159.260043233808\n",
      "k = 7 has CH index 2085.997353186762\n",
      "k = 8 has CH index 1942.3818094953544\n",
      "k = 9 has CH index 2023.3383241581907\n",
      "k = 10 has CH index 2237.73314520227\n",
      "Best k within 2, 3, ..., 10 according to CH index: 4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-56.67873992692043, 48.4709228492837, -59.909223863743435, 62.57210762228836)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import calinski_harabaz_score\n",
    "\n",
    "best_score = -np.inf\n",
    "best_k = None\n",
    "best_model = None\n",
    "best_cluster_assignments = None\n",
    "\n",
    "for k in range(2, 11):\n",
    "    candidate_gmm = GaussianMixture(n_components=k, n_init=100, random_state=0)\n",
    "    candidate_gmm.fit(drug_data_normalized_tsne2d)\n",
    "    cluster_assignments = candidate_gmm.predict(drug_data_normalized_tsne2d)\n",
    "    score = calinski_harabaz_score(drug_data_normalized_tsne2d, cluster_assignments)\n",
    "    \n",
    "    print('k =', k, 'has CH index', score)\n",
    "    \n",
    "    if score > best_score:\n",
    "        best_score = score\n",
    "        best_k = k\n",
    "        best_model = candidate_gmm\n",
    "        best_cluster_assignments = cluster_assignments\n",
    "    \n",
    "print('Best k within 2, 3, ..., 10 according to CH index:', best_k)\n",
    "\n",
    "gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
    "plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1],\n",
    "            c=best_cluster_assignments, cmap='Spectral')\n",
    "plt.axis('equal')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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## drug_consumption.data
1,0.49788,0.48246,-0.05921,0.96082,0.12600,0.31287,-0.57545,-0.58331,-0.91699,-0.00665,-0.21712,-1.18084,CL5,CL2,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
2,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.67825,1.93886,1.43533,0.76096,-0.14277,-0.71126,-0.21575,CL5,CL2,CL2,CL0,CL6,CL4,CL6,CL3,CL0,CL4,CL0,CL2,CL0,CL2,CL3,CL0,CL4,CL0,CL0
3,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,-0.84732,-1.62090,-1.01450,-1.37983,0.40148,CL6,CL0,CL0,CL0,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
4,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.80615,-0.01928,0.59042,0.58489,-1.37983,-1.18084,CL4,CL0,CL0,CL3,CL5,CL2,CL4,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL0
5,0.49788,0.48246,1.98437,0.96082,-0.31685,0.73545,-1.63340,-0.45174,-0.30172,1.30612,-0.21712,-0.21575,CL4,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0,CL2,CL2,CL0,CL0
6,2.59171,0.48246,-1.22751,0.24923,-0.31685,-0.67825,-0.30033,-1.55521,2.03972,1.63088,-1.37983,-1.54858,CL2,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
7,1.09449,-0.48246,1.16365,-0.57009,-0.31685,-0.46725,-1.09207,-0.45174,-0.30172,0.93949,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
8,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-1.32828,1.93886,-0.84732,-0.30172,1.63088,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
9,0.49788,0.48246,-0.05921,0.24923,-0.31685,0.62967,2.57309,-0.97631,0.76096,1.13407,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
10,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.24649,0.00332,-1.42424,0.59042,0.12331,-1.37983,-0.84637,CL6,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
11,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.05308,0.80523,-1.11902,-0.76096,1.81175,0.19268,0.07987,CL5,CL0,CL1,CL0,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
12,1.09449,-0.48246,-0.61113,-0.28519,-0.31685,-1.32828,0.00332,0.14143,-1.92595,-0.52745,0.52975,1.22470,CL5,CL1,CL0,CL0,CL6,CL4,CL5,CL2,CL0,CL3,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
13,1.82213,0.48246,0.45468,0.96082,-0.31685,2.28554,0.16767,0.44585,-1.62090,-0.78155,1.29221,0.07987,CL5,CL1,CL0,CL4,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL0
14,1.82213,0.48246,-0.05921,0.24923,-0.31685,-0.79151,0.80523,-0.01928,0.94156,3.46436,-0.71126,-0.84637,CL1,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
15,1.82213,0.48246,-0.05921,0.96082,-0.31685,-0.92104,1.45421,0.44585,-0.60633,1.63088,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
16,1.82213,-0.48246,0.45468,0.96082,-0.31685,-2.05048,-1.50796,-1.55521,-1.07533,1.13407,-0.71126,-0.52593,CL5,CL2,CL2,CL0,CL6,CL1,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
17,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.55078,-0.80615,-1.68062,0.28783,0.75830,-0.21712,-2.07848,CL6,CL0,CL0,CL1,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
18,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.52135,-1.23177,-0.31776,-0.45321,-1.38502,-1.37983,-0.84637,CL6,CL1,CL1,CL0,CL6,CL6,CL4,CL1,CL0,CL1,CL0,CL2,CL0,CL1,CL0,CL1,CL6,CL0,CL0
19,1.82213,-0.48246,0.45468,-0.09765,-0.31685,1.37297,-0.15487,-0.17779,-1.92595,-1.51840,-0.71126,-0.21575,CL6,CL2,CL0,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL0,CL0,CL0
20,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,-1.76250,-2.39883,-1.92595,0.75830,-1.37983,-2.07848,CL4,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL6,CL0,CL1,CL0,CL0
21,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.79151,0.80523,0.72330,1.61108,-1.13788,0.19268,-0.21575,CL6,CL1,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
22,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-1.19430,0.47617,-1.11902,-0.60633,1.81175,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
23,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.94779,-0.84732,1.11406,-0.89891,-0.71126,0.07987,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
24,1.09449,-0.48246,-1.73790,0.96082,-0.31685,1.60383,-3.27393,-1.27553,0.28783,-1.01450,-1.37983,-1.54858,CL6,CL2,CL1,CL5,CL6,CL2,CL6,CL2,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
25,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.14882,0.63779,1.24033,0.76096,1.46191,-0.21712,-0.52593,CL5,CL1,CL1,CL1,CL5,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
26,1.09449,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,-0.43999,-1.27553,0.94156,-0.00665,-0.21712,0.40148,CL5,CL1,CL2,CL0,CL6,CL1,CL5,CL2,CL0,CL2,CL0,CL0,CL3,CL2,CL0,CL2,CL1,CL0,CL0
27,1.82213,0.48246,-1.22751,0.24923,-0.31685,-0.05188,-1.63340,-3.27393,-0.76096,0.58489,0.19268,-1.54858,CL6,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
28,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.52135,-1.23177,-0.01928,-0.01729,-2.18109,1.86203,0.40148,CL6,CL1,CL1,CL2,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL2,CL0,CL0
29,0.49788,0.48246,1.16365,0.96082,-0.31685,0.04257,-1.50796,-0.71727,0.28783,1.30612,0.19268,-0.52593,CL6,CL0,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
30,1.09449,-0.48246,1.98437,0.96082,-0.31685,-1.32828,1.74091,0.88309,0.94156,1.81175,-0.21712,-0.52593,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
31,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.31287,-0.80615,-1.27553,-1.47955,-0.65253,-1.37983,0.07987,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL1,CL1,CL2,CL0,CL0
32,0.49788,0.48246,-1.73790,-0.28519,-0.31685,-1.19430,-0.80615,0.14143,-0.60633,-0.00665,-1.37983,-0.84637,CL3,CL0,CL0,CL2,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
33,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.79151,-1.23177,-0.01928,0.43852,-0.00665,0.19268,-0.84637,CL6,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
34,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.30033,0.29338,1.28610,-0.14277,-0.71126,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
35,0.49788,-0.48246,0.45468,-0.57009,0.11440,1.02119,0.63779,0.88309,-2.90161,-0.78155,0.52975,1.92173,CL4,CL2,CL1,CL1,CL5,CL2,CL5,CL2,CL1,CL1,CL1,CL2,CL1,CL1,CL1,CL1,CL5,CL0,CL1
36,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-0.24649,-0.80615,-2.63199,-0.30172,-0.78155,0.52975,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
37,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.57545,-0.17779,-0.01729,-1.51840,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
38,1.82213,-0.48246,-2.43591,-0.57009,-0.31685,0.31287,0.32197,1.06238,0.13136,-0.65253,0.52975,-0.52593,CL6,CL1,CL2,CL1,CL6,CL3,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
39,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.55078,1.28610,0.29338,-0.01729,0.75830,-0.21712,-0.84637,CL6,CL1,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
40,2.59171,0.48246,-0.05921,0.96082,-0.31685,-0.24649,-0.94779,-1.11902,-0.76096,0.41594,-1.37983,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL4,CL0,CL1,CL0,CL0
41,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.04257,-0.43999,-0.01928,-2.07848,0.75830,-0.71126,0.07987,CL5,CL1,CL0,CL2,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
42,0.49788,0.48246,0.45468,0.96082,-0.31685,0.82562,0.00332,1.06238,1.81866,-0.40581,-0.21712,-0.21575,CL4,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
43,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.94779,-1.27553,-0.01729,-0.65253,-0.21712,-0.52593,CL6,CL0,CL3,CL5,CL6,CL2,CL4,CL6,CL0,CL4,CL0,CL2,CL2,CL0,CL0,CL0,CL1,CL0,CL0
44,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.57545,-0.31776,-0.15487,-1.01450,-0.21712,-0.21575,CL6,CL2,CL2,CL0,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL6,CL0,CL0
45,-0.07854,-0.48246,0.45468,0.96082,0.11440,-1.05308,1.45421,0.44585,1.28610,0.93949,-0.21712,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
46,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,1.24033,0.94156,1.63088,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
47,1.09449,0.48246,-0.61113,0.24923,-0.31685,0.31287,0.63779,-1.11902,0.28783,1.46191,-0.71126,-0.84637,CL3,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL1
48,1.09449,-0.48246,1.16365,0.96082,-0.31685,-2.05048,0.80523,0.29338,0.94156,1.13407,-2.55524,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
49,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.13606,-0.80615,-0.31776,-0.15487,-0.65253,0.19268,-0.84637,CL6,CL1,CL1,CL0,CL6,CL5,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
50,-0.07854,0.48246,1.16365,0.96082,-0.22166,0.82562,-0.57545,-1.97495,-0.91699,0.25953,0.52975,1.22470,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
51,0.49788,-0.48246,1.16365,0.96082,-0.31685,1.02119,-0.15487,-0.17779,-1.21213,-0.00665,-0.71126,-0.84637,CL6,CL1,CL2,CL1,CL6,CL3,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL1,CL0,CL3,CL6,CL0,CL0
52,1.09449,-0.48246,-0.05921,0.24923,-0.31685,1.13281,0.96248,-0.58331,-0.91699,-1.92173,1.86203,1.92173,CL2,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
53,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.00332,-1.42424,0.28783,-0.78155,0.52975,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
54,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.43907,-0.15487,1.06238,0.28783,0.25953,-0.21712,-0.21575,CL5,CL1,CL1,CL0,CL6,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
55,1.82213,-0.48246,-1.73790,0.96082,-0.31685,0.04257,1.11406,-0.58331,-1.07533,-1.13788,1.29221,1.22470,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL6,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL1,CL1,CL0,CL0
56,1.82213,0.48246,-0.05921,0.96082,-0.31685,0.04257,-0.69509,-1.11902,-0.45321,-0.40581,-1.37983,-2.07848,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
57,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.04257,0.00332,-1.68062,-0.01729,0.25953,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
58,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.63779,-1.97495,0.28783,0.75830,-0.71126,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
59,1.09449,-0.48246,-1.22751,0.96082,-0.31685,0.22393,0.63779,-0.01928,-0.45321,-0.40581,1.86203,1.22470,CL5,CL1,CL1,CL0,CL6,CL5,CL5,CL5,CL2,CL3,CL1,CL3,CL3,CL1,CL0,CL2,CL6,CL0,CL1
60,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.23177,-1.27553,-1.62090,-0.14277,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
61,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.37297,0.32197,0.29338,-0.30172,-0.27607,-1.37983,0.07987,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
62,1.09449,-0.48246,1.16365,0.96082,-0.50212,-2.21844,1.58487,1.24033,0.13136,1.30612,-1.37983,-1.18084,CL5,CL1,CL0,CL0,CL4,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1
63,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.58016,-1.37639,-1.82919,-1.34289,0.41594,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
64,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.02119,-0.30033,-0.71727,-0.60633,-0.00665,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
65,1.09449,-0.48246,1.98437,0.96082,-0.31685,-1.55078,0.47617,1.06238,-0.45321,0.93949,-1.37983,-0.52593,CL6,CL1,CL0,CL1,CL6,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
66,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.73545,0.47617,-0.84732,1.11406,0.58489,0.52975,-0.21575,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
67,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-1.05308,-0.69509,-1.11902,1.28610,0.41594,-0.71126,-1.18084,CL4,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
68,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.34799,-0.30033,1.06238,-0.91699,-0.14277,0.88113,-0.21575,CL5,CL1,CL1,CL0,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
69,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,-0.92104,0.00332,0.29338,-0.15487,-0.27607,-0.21712,0.07987,CL5,CL1,CL1,CL0,CL5,CL2,CL6,CL3,CL0,CL2,CL0,CL1,CL1,CL1,CL0,CL1,CL1,CL0,CL0
70,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.05188,-0.69509,-1.68062,0.28783,-0.00665,-1.37983,-0.84637,CL6,CL0,CL0,CL6,CL1,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
71,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.34799,-0.30033,0.14143,-1.92595,-0.27607,0.52975,0.76540,CL6,CL2,CL1,CL0,CL4,CL2,CL6,CL3,CL0,CL3,CL0,CL2,CL2,CL2,CL0,CL0,CL2,CL0,CL1
72,1.09449,0.48246,-1.22751,0.24923,-0.31685,-0.46725,1.11406,-0.31776,1.11406,0.12331,-2.55524,-0.84637,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
73,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-1.55078,0.96248,-0.01928,0.43852,0.93949,0.19268,0.40148,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
74,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.67825,-0.57545,-0.31776,0.28783,1.13407,-0.71126,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
75,2.59171,0.48246,-1.73790,0.96082,-0.31685,-1.19430,-1.76250,-2.85950,-1.47955,0.25953,0.52975,-2.07848,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
76,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.14882,0.16767,-1.55521,-0.76096,-0.40581,0.52975,-0.21575,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
77,1.09449,0.48246,-1.43719,0.24923,-0.31685,-0.34799,-0.69509,-1.55521,0.43852,0.58489,-2.55524,-2.07848,CL4,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
78,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.13606,-1.63340,-0.58331,-1.21213,-0.40581,-0.21712,-2.07848,CL3,CL1,CL0,CL0,CL6,CL2,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
79,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,-0.80615,-2.09015,-1.62090,-2.18109,-2.55524,-1.18084,CL6,CL0,CL1,CL0,CL6,CL1,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1
80,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,-0.80615,-1.97495,1.11406,-0.65253,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
81,2.59171,0.48246,1.98437,0.24923,-0.31685,0.04257,0.32197,0.44585,-0.15487,1.46191,-0.21712,-0.21575,CL6,CL0,CL0,CL3,CL6,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
82,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.79151,-1.23177,-0.01928,-0.91699,-0.14277,0.88113,0.40148,CL5,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL1,CL1,CL1,CL0,CL0
83,1.82213,-0.48246,1.16365,0.24923,-0.31685,-2.05048,1.45421,-0.97631,0.59042,1.46191,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
84,1.82213,0.48246,-1.43719,0.96082,-0.22166,1.02119,-0.94779,-1.11902,1.45039,-1.64101,0.19268,-0.21575,CL3,CL0,CL0,CL5,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
85,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.16767,-0.31776,-0.30172,-0.14277,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
86,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.46725,0.00332,-1.55521,0.13136,0.41594,0.52975,1.22470,CL3,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
87,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.73545,-0.15487,-1.11902,0.13136,-0.14277,-0.21712,0.40148,CL5,CL0,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
88,1.82213,-0.48246,-1.73790,0.96082,-0.31685,-0.92104,0.16767,-0.45174,-0.30172,0.25953,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL5,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
89,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.31287,-1.92173,-1.42424,-0.76096,-0.52745,-1.37983,-2.07848,CL3,CL0,CL1,CL1,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
90,0.49788,0.48246,1.16365,0.96082,-0.31685,0.91093,-0.57545,0.29338,-0.60633,-0.27607,0.52975,-0.21575,CL5,CL1,CL1,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL1
91,0.49788,0.48246,1.16365,0.96082,-0.31685,1.37297,0.32197,0.72330,0.28783,-0.78155,-1.37983,0.07987,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
92,0.49788,-0.48246,-0.05921,0.24923,-0.31685,0.41667,-0.43999,0.72330,0.28783,0.75830,0.88113,0.76540,CL2,CL0,CL0,CL3,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
93,-0.07854,-0.48246,-1.22751,0.96082,-0.31685,-1.55078,-0.30033,-0.45174,0.28783,-0.00665,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
94,2.59171,0.48246,-1.73790,0.96082,-0.31685,-0.14882,-0.80615,-0.97631,0.76096,0.41594,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
95,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.67825,-0.57545,-0.97631,0.59042,-0.14277,-1.37983,-2.07848,CL5,CL0,CL0,CL3,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
96,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.46725,0.32197,1.06238,-1.62090,1.13407,0.52975,-0.21575,CL6,CL1,CL1,CL1,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
97,0.49788,0.48246,0.45468,0.24923,-0.31685,0.13606,-1.09207,0.29338,-0.15487,0.75830,-1.37983,-1.54858,CL4,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
98,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.46725,0.63779,-0.31776,-0.60633,-1.13788,0.19268,-0.84637,CL5,CL1,CL0,CL1,CL6,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
99,0.49788,-0.48246,1.98437,0.24923,-0.31685,-1.19430,-0.43999,-0.01928,-0.60633,0.93949,-0.21712,1.22470,CL4,CL1,CL0,CL0,CL6,CL1,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
100,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.67825,3.00537,0.72330,0.94156,1.63088,0.52975,0.40148,CL6,CL2,CL0,CL3,CL6,CL3,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
101,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,-1.05308,2.57309,0.58331,-1.47955,-0.40581,-0.21712,1.22470,CL6,CL3,CL3,CL4,CL6,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL2,CL2,CL0,CL3,CL0,CL0,CL0
102,1.09449,0.48246,-1.73790,-0.09765,-0.31685,-0.58016,0.47617,-1.68062,-0.15487,0.93949,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
103,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,1.28610,1.43533,-1.34289,-0.00665,-0.71126,1.22470,CL6,CL1,CL3,CL4,CL6,CL1,CL4,CL4,CL1,CL2,CL2,CL1,CL1,CL2,CL0,CL2,CL1,CL0,CL0
104,1.09449,0.48246,-0.05921,0.24923,-0.31685,0.04257,0.63779,-0.31776,-0.30172,0.12331,0.19268,0.76540,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
105,-0.07854,0.48246,-0.61113,0.24923,-0.31685,-0.92104,0.16767,-0.17779,1.11406,0.58489,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
106,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-2.21844,0.47617,-1.82919,-0.76096,2.04506,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
107,-0.07854,0.48246,-0.61113,0.96082,-0.31685,1.02119,-0.30033,-1.82919,0.28783,-0.40581,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
108,0.49788,0.48246,-1.73790,0.96082,-0.31685,0.13606,0.00332,-1.27553,-0.76096,0.58489,0.52975,-0.21575,CL5,CL3,CL0,CL0,CL6,CL0,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
109,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,2.12700,0.14143,0.13136,0.75830,1.86203,1.22470,CL5,CL0,CL0,CL3,CL6,CL3,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
110,1.09449,0.48246,-0.61113,0.96082,-0.31685,-0.79151,0.47617,-1.42424,-0.91699,-0.52745,-0.71126,0.07987,CL5,CL1,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
111,1.09449,-0.48246,1.16365,0.96082,-0.50212,-0.14882,0.32197,0.14143,-0.30172,-0.14277,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
112,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.31287,-1.09207,-0.84732,-0.60633,-0.65253,0.19268,0.40148,CL6,CL1,CL0,CL0,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
113,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.19430,0.32197,0.88309,-1.21213,-0.78155,-0.21712,-0.21575,CL3,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
114,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.63779,0.29338,0.13136,0.75830,0.19268,-0.21575,CL4,CL0,CL0,CL1,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
115,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-2.34360,1.93886,1.43533,-0.76096,-1.38502,1.86203,1.22470,CL4,CL1,CL1,CL2,CL6,CL6,CL4,CL1,CL0,CL2,CL2,CL2,CL0,CL2,CL0,CL2,CL6,CL0,CL0
116,-0.07854,0.48246,-0.05921,0.24923,-0.31685,0.22393,-0.57545,-0.84732,0.28783,1.13407,-1.37983,-2.07848,CL5,CL1,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
117,0.49788,-0.48246,-0.05921,0.24923,-0.31685,0.62967,-0.57545,0.14143,-1.77200,-0.40581,0.52975,-0.21575,CL4,CL0,CL0,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
118,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.60383,0.80523,1.43533,0.13136,-1.13788,0.52975,0.40148,CL5,CL1,CL1,CL3,CL6,CL1,CL5,CL3,CL0,CL3,CL2,CL2,CL2,CL2,CL0,CL3,CL4,CL0,CL0
119,0.49788,0.48246,-0.61113,-0.57009,-0.31685,1.83990,-1.92173,-2.39883,1.11406,0.25953,-0.21712,-1.54858,CL5,CL0,CL0,CL6,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL6,CL0,CL0
120,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,-0.97631,0.28783,1.46191,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
121,-0.07854,0.48246,1.16365,0.96082,-0.31685,-1.05308,0.63779,-0.97631,-1.07533,0.75830,0.19268,1.92173,CL6,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
122,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.49158,-1.23177,-1.55521,-2.07848,-0.78155,0.52975,0.07987,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
123,1.82213,-0.48246,1.16365,0.96082,-0.31685,0.22393,0.16767,-0.17779,-0.30172,-0.89891,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
124,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,-0.69509,-0.45174,-0.01729,0.12331,1.29221,0.07987,CL5,CL1,CL0,CL0,CL6,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1
125,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,1.93886,0.29338,0.43852,0.58489,-0.21712,-0.21575,CL3,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
126,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.46725,1.28610,0.44585,0.13136,1.13407,0.52975,0.40148,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
127,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.63779,-1.11902,-0.45321,-0.00665,-0.21712,-0.84637,CL5,CL1,CL1,CL0,CL5,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
128,1.09449,0.48246,-1.43719,0.96082,-0.31685,-0.34799,-0.80615,-0.84732,0.28783,0.93949,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
129,0.49788,-0.48246,1.98437,0.96082,-0.50212,0.04257,0.63779,0.14143,0.13136,0.25953,-0.21712,-1.18084,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
130,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.79151,0.96248,-1.11902,0.94156,0.41594,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
131,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.91093,0.32197,-1.42424,0.43852,2.33337,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
132,1.09449,0.48246,-1.73790,0.96082,0.11440,-1.55078,-0.15487,-1.27553,2.46262,0.58489,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
133,0.49788,0.48246,-1.22751,0.21128,-0.31685,-0.24649,-0.57545,-0.58331,-0.15487,0.25953,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
134,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.05188,0.16767,0.29338,-0.15487,0.12331,0.52975,0.40148,CL5,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
135,-0.07854,0.48246,1.16365,0.96082,0.12600,3.27393,-1.50796,-0.31776,0.59042,-0.65253,-1.37983,0.40148,CL6,CL1,CL0,CL0,CL6,CL1,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
136,0.49788,0.48246,-1.73790,0.96082,-0.31685,-1.69163,1.58487,-0.58331,1.81866,1.63088,0.52975,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
137,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.30033,-1.68062,1.81866,1.63088,1.29221,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
138,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.19430,1.58487,0.29338,0.76096,0.41594,-2.55524,-1.18084,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
139,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.80615,0.14143,0.28783,0.93949,-1.37983,-1.18084,CL6,CL0,CL0,CL4,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0
140,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-0.05188,0.32197,-0.58331,0.94156,-0.27607,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
141,-0.07854,0.48246,0.45468,0.96082,-0.50212,1.98437,0.32197,1.43533,0.94156,-0.27607,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
142,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.79151,0.63779,-1.11902,1.28610,0.58489,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
143,0.49788,-0.48246,-1.43719,0.96082,-0.31685,-0.46725,-0.30033,-1.27553,0.28783,-0.14277,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
144,0.49788,-0.48246,-0.05921,0.96082,-1.10702,-1.69163,1.28610,-0.58331,1.28610,2.04506,-0.71126,-0.52593,CL1,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
145,1.09449,-0.48246,-0.05921,0.24923,-0.31685,0.13606,-1.09207,-0.45174,-1.21213,-0.00665,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
146,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-1.11902,2.23427,0.75830,1.29221,0.40148,CL4,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
147,1.82213,-0.48246,-0.05921,0.96082,-0.31685,0.22393,-1.23177,-0.17779,-0.45321,-0.27607,0.19268,-1.18084,CL6,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
148,0.49788,-0.48246,1.16365,0.96082,-1.10702,-0.58016,0.47617,-0.71727,0.13136,0.93949,-0.21712,-0.52593,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
149,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.05188,-1.09207,-2.63199,-0.91699,0.25953,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
150,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.79151,1.93886,-0.71727,2.03972,1.63088,-0.21712,-1.18084,CL4,CL0,CL0,CL0,CL3,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
151,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.24649,1.28610,0.14143,0.59042,1.13407,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
152,0.49788,0.48246,0.45468,0.96082,-0.31685,0.52135,-1.63340,-1.82919,0.43852,-0.89891,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
153,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.50796,-0.71727,-0.60633,-0.65253,-2.55524,-1.54858,CL5,CL0,CL1,CL2,CL6,CL2,CL4,CL1,CL0,CL1,CL0,CL0,CL2,CL0,CL0,CL1,CL5,CL0,CL0
154,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.96248,-1.68062,0.76096,0.75830,-0.21712,-0.52593,CL6,CL0,CL1,CL0,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
155,-0.95197,0.48246,-0.61113,0.96082,-0.31685,2.82196,-1.37639,0.72330,-0.45321,0.58489,-0.21712,0.76540,CL5,CL0,CL0,CL5,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
156,0.49788,0.48246,0.45468,0.96082,-1.10702,0.62967,-1.37639,-1.27553,0.28783,-0.27607,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
157,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.23461,0.00332,-0.31776,1.11406,0.12331,0.19268,-0.52593,CL5,CL2,CL1,CL1,CL6,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
158,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-1.05308,1.11406,-1.82919,-0.45321,0.75830,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
159,0.49788,0.48246,0.45468,-0.09765,-0.31685,-0.24649,0.16767,-0.31776,-0.30172,0.41594,0.88113,1.22470,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
160,1.09449,0.48246,-0.61113,0.96082,-1.10702,-0.46725,-0.57545,-0.58331,0.13136,0.25953,-0.21712,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
161,1.09449,-0.48246,1.16365,-0.28519,-0.31685,1.02119,0.80523,0.44585,-0.15487,0.25953,-0.21712,0.40148,CL5,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
162,0.49788,-0.48246,0.45468,0.96082,-1.10702,-0.67825,0.32197,-0.84732,1.81866,-0.40581,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
163,-0.07854,0.48246,0.45468,-0.46841,-0.31685,0.22393,0.00332,-0.17779,1.61108,0.93949,-1.37983,-0.21575,CL3,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL0
164,-0.07854,0.48246,-0.61113,0.96082,-0.31685,1.83990,0.00332,-0.31776,0.94156,0.12331,-0.21712,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
165,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.13606,0.32197,-1.55521,1.45039,1.13407,-1.37983,-0.52593,CL3,CL1,CL0,CL0,CL3,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
166,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.24649,-0.30033,-0.31776,-0.45321,1.63088,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
167,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.23177,0.72330,-2.35413,-1.92173,0.88113,0.07987,CL5,CL0,CL0,CL0,CL5,CL4,CL5,CL3,CL3,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL6,CL0,CL3
168,-0.07854,0.48246,-0.05921,0.96082,-1.10702,0.04257,0.00332,-0.97631,-0.45321,0.93949,0.52975,-0.52593,CL2,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
169,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,1.28610,-1.27553,-0.30172,-1.13788,0.52975,0.40148,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
170,-0.95197,0.48246,-1.22751,0.96082,-0.31685,-0.34799,0.00332,-1.42424,0.59042,-0.14277,-0.71126,0.40148,CL5,CL0,CL3,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
171,1.09449,-0.48246,-1.73790,0.96082,-0.31685,1.37297,-0.30033,-0.31776,0.13136,-0.14277,0.88113,0.40148,CL2,CL1,CL1,CL3,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1,CL0,CL0
172,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.34799,0.96248,2.15324,0.76096,-0.78155,1.29221,1.92173,CL6,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
173,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.52135,-0.57545,-0.45174,-0.45321,0.75830,0.19268,-1.18084,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
174,0.49788,0.48246,0.45468,0.96082,-0.31685,1.02119,0.63779,1.24033,0.13136,0.25953,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
175,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.02119,-0.57545,-2.21069,0.76096,-1.51840,0.88113,0.07987,CL6,CL0,CL0,CL2,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
176,1.82213,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.44585,1.28610,0.12331,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
177,0.49788,0.48246,0.45468,0.96082,0.11440,-0.14882,-0.57545,-0.84732,-1.21213,-0.52745,-1.37983,-1.18084,CL3,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
178,0.49788,0.48246,0.45468,0.96082,-0.31685,1.49158,0.00332,-1.27553,-0.91699,1.13407,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
179,1.09449,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.94779,-0.45174,0.76096,-0.14277,0.19268,-0.21575,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
180,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.41667,-0.15487,-0.97631,1.11406,-0.65253,-1.37983,-1.18084,CL5,CL1,CL0,CL0,CL6,CL2,CL4,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
181,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.31287,0.63779,-1.55521,0.28783,0.93949,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
182,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-1.32828,-0.43999,-0.31776,0.59042,0.93949,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
183,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.31287,0.80523,-0.31776,1.28610,0.75830,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
184,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.98437,-0.43999,0.29338,-0.76096,0.93949,-0.71126,0.40148,CL6,CL3,CL0,CL0,CL6,CL0,CL5,CL6,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL0,CL6,CL0,CL6
185,1.82213,-0.48246,-1.22751,0.96082,-0.31685,0.04257,-0.80615,-0.97631,0.59042,0.25953,-1.37983,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
186,0.49788,0.48246,0.45468,0.24923,-0.31685,0.31287,0.63779,-0.01928,0.76096,-0.14277,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
187,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.67825,1.45421,0.14143,0.28783,1.81175,-1.37983,-1.54858,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
188,1.82213,0.48246,-1.73790,0.96082,-0.31685,-0.79151,-0.80615,-1.97495,1.11406,0.58489,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL3,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
189,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.41667,-1.37639,-2.09015,0.59042,-0.27607,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
190,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,0.13136,0.75830,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL5,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
191,1.82213,0.48246,-0.05921,0.96082,-0.31685,-1.43907,0.00332,-0.84732,0.59042,-0.27607,-0.71126,-1.54858,CL5,CL0,CL0,CL1,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
192,-0.95197,-0.48246,0.45468,0.96082,0.12600,-0.34799,1.28610,-1.11902,0.59042,-0.52745,0.52975,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
193,-0.07854,0.48246,-0.05921,0.24923,-0.31685,-0.79151,-0.30033,-0.17779,0.28783,-0.52745,0.88113,0.07987,CL5,CL1,CL0,CL1,CL6,CL5,CL4,CL1,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
194,1.09449,0.48246,0.45468,0.96082,-0.31685,0.31287,-1.09207,-0.45174,0.13136,0.12331,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
195,-0.07854,0.48246,0.45468,0.24923,0.12600,-0.92104,1.28610,-0.01928,-0.01729,0.41594,-0.71126,-1.18084,CL3,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
196,1.82213,0.48246,0.45468,0.96082,-0.31685,0.62967,0.32197,0.72330,-0.30172,0.93949,0.52975,0.07987,CL5,CL1,CL0,CL1,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
197,-0.95197,-0.48246,0.45468,0.96082,-1.10702,-0.58016,0.32197,-0.58331,1.28610,-0.89891,0.19268,-1.18084,CL4,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
198,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.47617,-0.71727,-0.91699,-0.52745,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
199,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.05188,0.47617,0.58331,0.76096,-0.00665,1.86203,1.22470,CL6,CL5,CL5,CL2,CL5,CL6,CL6,CL5,CL0,CL3,CL2,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL1
200,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,2.32338,0.72330,1.81866,1.30612,0.52975,0.07987,CL4,CL4,CL1,CL1,CL6,CL4,CL5,CL3,CL0,CL6,CL0,CL2,CL2,CL4,CL0,CL3,CL6,CL0,CL0
201,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.16767,-0.84732,1.11406,1.46191,0.52975,1.22470,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
202,0.49788,-0.48246,1.16365,0.96082,0.11440,-0.14882,-0.94779,-0.58331,-1.34289,1.30612,-0.71126,-0.84637,CL5,CL3,CL3,CL2,CL6,CL2,CL6,CL4,CL2,CL4,CL0,CL2,CL2,CL2,CL0,CL2,CL4,CL0,CL0
203,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.67825,1.28610,-0.45174,0.94156,1.13407,0.19268,-0.84637,CL6,CL0,CL0,CL3,CL6,CL1,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
204,2.59171,-0.48246,-2.43591,0.96082,-0.31685,-1.55078,-1.09207,-2.39883,-0.91699,-0.65253,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
205,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.96248,1.24033,-0.01729,0.25953,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL4,CL0,CL2
206,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.14882,1.11406,0.29338,-0.91699,-1.01450,1.86203,0.40148,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
207,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.05188,1.28610,0.58331,0.13136,0.41594,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
208,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.67825,0.47617,-0.58331,0.59042,-0.14277,-0.21712,0.40148,CL5,CL1,CL4,CL1,CL6,CL6,CL3,CL2,CL0,CL1,CL0,CL1,CL3,CL1,CL0,CL1,CL6,CL0,CL1
209,0.49788,0.48246,0.45468,0.96082,-0.31685,0.13606,0.00332,-0.17779,-0.30172,-0.00665,0.52975,1.22470,CL4,CL1,CL1,CL0,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL3,CL3,CL2,CL0,CL3,CL6,CL0,CL0
210,-0.07854,-0.48246,1.16365,0.96082,-0.50212,-1.43907,0.47617,1.06238,-0.45321,1.13407,-1.37983,-0.84637,CL0,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
211,-0.07854,0.48246,-0.61113,0.96082,-0.31685,0.73545,0.16767,-1.42424,-0.01729,-1.25773,1.86203,0.76540,CL3,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
212,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.67825,-0.57545,-1.11902,1.11406,0.93949,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
213,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.13606,0.63779,-0.84732,1.81866,0.58489,-0.21712,-1.18084,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
214,1.09449,0.48246,-0.05921,0.21128,-0.31685,0.52135,-0.15487,-1.27553,0.94156,0.12331,-1.37983,-1.54858,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
215,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.14882,1.11406,0.44585,1.28610,1.30612,0.19268,1.22470,CL5,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
216,-0.07854,0.48246,0.45468,0.24923,-0.31685,1.60383,-0.30033,-0.71727,1.11406,-0.40581,0.19268,0.07987,CL5,CL2,CL0,CL0,CL6,CL4,CL4,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL0
217,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.22393,1.11406,0.29338,1.45039,-0.00665,0.88113,0.76540,CL5,CL1,CL1,CL0,CL6,CL1,CL5,CL2,CL0,CL1,CL0,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0
218,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.23461,0.80523,0.44585,1.45039,-1.64101,1.86203,0.76540,CL2,CL1,CL1,CL1,CL6,CL1,CL6,CL1,CL1,CL1,CL1,CL1,CL0,CL1,CL1,CL0,CL6,CL0,CL1
219,-0.07854,0.48246,1.16365,-0.28519,-0.31685,0.31287,1.11406,-0.84732,-1.07533,0.75830,-0.21712,-0.52593,CL4,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL0
220,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.34799,-0.57545,0.14143,1.11406,0.25953,-1.37983,-0.84637,CL6,CL1,CL1,CL1,CL4,CL1,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
221,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.30033,0.29338,-0.01729,0.12331,0.19268,0.07987,CL5,CL0,CL2,CL0,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
222,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.47617,-0.45174,-0.76096,0.93949,0.52975,-0.52593,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
223,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.63779,0.72330,1.11406,0.25953,1.29221,1.22470,CL6,CL2,CL0,CL0,CL5,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL0
224,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.19430,1.11406,-0.31776,1.11406,0.93949,-0.21712,0.07987,CL1,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
225,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,1.45421,0.29338,0.43852,0.75830,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
226,0.49788,0.48246,0.45468,0.96082,-0.31685,-1.32828,0.63779,0.88309,-0.45321,0.25953,-1.37983,-1.54858,CL6,CL1,CL0,CL0,CL6,CL0,CL5,CL3,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
227,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,-0.71727,1.45039,1.46191,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
228,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.22393,0.96248,-0.97631,-0.60633,0.58489,1.29221,0.40148,CL5,CL0,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
229,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.67825,0.32197,-0.01928,-0.76096,-0.14277,0.19268,0.07987,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL2,CL0,CL0
230,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,1.45421,0.14143,0.94156,1.63088,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
231,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.02119,-2.21069,-1.82919,0.59042,0.41594,-1.37983,-1.54858,CL5,CL0,CL0,CL2,CL5,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
232,2.59171,0.48246,1.16365,0.96082,-0.31685,0.13606,-1.09207,-0.45174,-0.45321,0.25953,-0.21712,-1.54858,CL6,CL0,CL0,CL1,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
233,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,1.28610,-0.01928,0.13136,0.75830,0.52975,0.76540,CL5,CL1,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
234,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.80523,-1.42424,0.94156,0.25953,0.52975,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
235,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.41667,0.96248,-0.01928,-0.91699,1.63088,0.19268,0.40148,CL4,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
236,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.96248,-1.27553,2.23427,2.04506,-1.37983,-2.07848,CL5,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
237,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.49158,0.32197,-0.17779,0.43852,0.41594,0.19268,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
238,-0.07854,0.48246,-1.73790,0.96082,-0.31685,0.91093,-0.15487,-2.21069,0.28783,1.30612,-1.37983,-2.07848,CL5,CL1,CL1,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
239,-0.95197,0.48246,-1.22751,0.96082,-0.31685,0.52135,-0.15487,-0.71727,-0.60633,0.25953,-0.21712,-0.21575,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
240,1.09449,0.48246,-0.05921,0.96082,-0.31685,-1.86962,0.63779,0.72330,1.61108,0.25953,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
241,0.49788,0.48246,1.16365,0.96082,-0.31685,0.62967,-1.23177,-0.01928,1.61108,2.63199,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
242,-0.07854,0.48246,-1.22751,-0.28519,-0.31685,2.12700,-1.23177,-0.84732,0.76096,-1.01450,0.19268,-1.18084,CL5,CL0,CL0,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
243,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.50796,-3.27393,0.76096,-0.89891,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3
244,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.58016,1.11406,0.72330,0.94156,0.93949,-1.37983,-0.21575,CL5,CL3,CL1,CL2,CL6,CL3,CL4,CL3,CL2,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL1
245,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.98437,-1.50796,-0.17779,1.11406,-2.90161,-0.71126,-0.52593,CL5,CL0,CL0,CL3,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
246,-0.07854,0.48246,-0.61113,0.96082,-0.31685,-0.24649,-0.94779,-1.68062,-1.47955,-1.38502,-2.55524,-1.54858,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
247,-0.07854,0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.69509,-1.27553,0.43852,-0.65253,-0.21712,-0.84637,CL5,CL0,CL0,CL2,CL0,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
248,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,-0.30033,-1.11902,0.59042,1.63088,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
249,1.09449,0.48246,1.98437,0.96082,-0.31685,-2.42317,0.16767,-0.31776,2.03972,1.81175,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
250,1.09449,0.48246,-0.05921,0.96082,-0.31685,1.13281,0.32197,-0.17779,0.94156,1.13407,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
251,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-0.31776,-0.45321,1.46191,0.19268,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
252,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,-0.94779,-0.71727,-0.15487,0.75830,-1.37983,-1.54858,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
253,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.43907,0.96248,-0.58331,2.23427,2.04506,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
254,1.09449,0.48246,1.98437,0.96082,-0.31685,-0.79151,0.16767,0.29338,-0.01729,0.93949,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
255,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.69509,-0.71727,-0.91699,-0.27607,-1.37983,-0.84637,CL4,CL0,CL0,CL0,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
256,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.19430,1.74091,1.06238,1.28610,0.75830,0.19268,0.40148,CL5,CL1,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
257,-0.95197,0.48246,-0.61113,0.96082,-0.31685,-0.46725,0.63779,-0.31776,0.76096,0.93949,-0.71126,-0.21575,CL4,CL2,CL0,CL0,CL2,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
258,0.49788,-0.48246,1.98437,0.96082,-0.31685,0.04257,0.00332,0.88309,-2.70172,-0.27607,-0.71126,0.07987,CL4,CL1,CL1,CL1,CL6,CL1,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL4,CL0,CL1
259,2.59171,-0.48246,1.98437,0.96082,-0.31685,0.52135,-0.15487,-0.45174,-1.47955,1.81175,-0.71126,-1.54858,CL5,CL0,CL0,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
260,2.59171,-0.48246,-0.05921,0.96082,-0.31685,-1.05308,-0.30033,0.29338,0.43852,0.75830,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
261,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.96248,2.15324,-0.91699,-0.00665,1.86203,1.22470,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
262,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.67825,-0.43999,0.72330,-0.01729,-0.14277,1.86203,0.07987,CL2,CL0,CL1,CL2,CL0,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
263,1.09449,-0.48246,1.16365,0.96082,-0.50212,-0.92104,0.80523,-0.31776,0.94156,0.25953,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
264,1.82213,0.48246,-2.43591,0.96082,-0.31685,-1.05308,0.00332,-0.01928,1.61108,1.13407,-0.71126,-1.54858,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
265,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.16767,-0.01928,0.59042,0.58489,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL5,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
266,0.49788,0.48246,0.45468,0.96082,-1.10702,-0.24649,0.00332,-0.45174,-0.01729,-0.00665,-0.71126,-2.07848,CL2,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
267,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.19430,-0.15487,-0.17779,0.28783,0.75830,-0.21712,0.07987,CL6,CL1,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0
268,0.49788,-0.48246,-0.05921,0.96082,-1.10702,-0.92104,1.45421,-1.27553,-0.45321,-0.00665,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
269,1.09449,0.48246,1.16365,0.96082,-0.31685,-1.05308,1.74091,0.58331,0.43852,2.04506,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
270,0.49788,0.48246,1.16365,0.96082,-1.10702,-0.92104,0.16767,-0.84732,-0.76096,0.12331,-1.37983,-2.07848,CL4,CL0,CL0,CL2,CL2,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
271,1.09449,0.48246,1.16365,0.96082,-0.31685,-2.34360,2.12700,1.65653,0.76096,0.75830,0.88113,0.40148,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
272,1.09449,0.48246,1.16365,0.96082,-0.31685,0.73545,-0.69509,0.44585,0.28783,-1.38502,-0.71126,0.76540,CL6,CL1,CL1,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL2,CL1,CL2,CL0,CL0
273,1.82213,-0.48246,1.98437,0.96082,-0.31685,-1.05308,0.00332,-0.01928,0.28783,-0.00665,0.52975,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
274,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,0.16767,-1.11902,0.28783,0.25953,-0.71126,-0.21575,CL6,CL3,CL3,CL4,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL2,CL3,CL2,CL0,CL1,CL4,CL0,CL0
275,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.22393,0.96248,0.14143,-0.91699,0.58489,-0.21712,0.76540,CL6,CL1,CL6,CL5,CL6,CL3,CL4,CL1,CL1,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL6,CL0,CL0
276,0.49788,0.48246,1.16365,0.96082,-0.31685,0.41667,-0.43999,0.14143,0.43852,1.63088,-1.37983,-0.21575,CL4,CL0,CL0,CL0,CL6,CL1,CL4,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL0
277,1.82213,-0.48246,1.98437,0.96082,-0.31685,-0.92104,0.47617,-0.58331,-0.30172,-0.52745,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
278,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,1.45421,1.06238,0.76096,-0.14277,0.52975,0.07987,CL5,CL2,CL2,CL2,CL5,CL4,CL5,CL3,CL0,CL3,CL0,CL2,CL0,CL2,CL0,CL3,CL3,CL0,CL0
279,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.43999,-0.31776,0.76096,-0.00665,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
280,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.32828,0.80523,0.29338,0.43852,0.41594,0.19268,-0.52593,CL5,CL1,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
281,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.05188,0.16767,0.72330,-0.01729,-0.89891,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
282,1.09449,0.48246,-0.61113,0.96082,-0.31685,0.04257,-0.30033,-2.21069,-0.15487,-0.14277,-0.71126,-0.84637,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
283,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.05188,0.00332,0.14143,0.94156,0.93949,0.19268,0.40148,CL5,CL0,CL0,CL0,CL5,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
284,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.92104,1.58487,0.14143,-0.30172,0.75830,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
285,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,-1.19430,-0.80615,0.72330,-0.45321,0.25953,1.29221,-0.21575,CL3,CL2,CL2,CL3,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
286,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.92104,1.28610,-0.71727,-0.30172,0.25953,-1.37983,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
287,1.09449,0.48246,0.45468,0.96082,-0.31685,0.22393,-1.37639,-0.17779,-1.34289,-0.14277,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
288,1.09449,-0.48246,1.16365,0.96082,-0.31685,0.31287,0.32197,-0.45174,0.43852,-0.89891,-0.21712,-0.21575,CL3,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
289,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.62967,0.32197,-0.71727,-0.30172,-0.00665,-0.21712,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
290,-0.07854,0.48246,1.16365,0.96082,-0.31685,-2.05048,0.63779,-0.71727,1.61108,1.13407,-1.37983,-1.18084,CL4,CL0,CL1,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
291,0.49788,0.48246,-0.05921,0.96082,-1.10702,-0.92104,0.96248,-0.84732,1.45039,0.93949,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
292,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.62967,-1.09207,0.44585,-0.76096,-0.40581,-1.37983,-0.52593,CL5,CL1,CL0,CL0,CL4,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
293,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.15487,-0.58331,-0.60633,0.41594,-0.71126,-0.52593,CL3,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
295,-0.07854,0.48246,-0.05921,0.96082,-0.31685,1.13281,0.00332,-0.17779,-0.76096,-0.40581,0.19268,-0.21575,CL3,CL1,CL1,CL0,CL3,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
296,-0.95197,0.48246,-1.43719,0.96082,-0.31685,-0.34799,0.47617,-0.17779,-0.60633,-0.14277,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
297,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.37297,-0.43999,0.14143,-0.01729,-0.00665,-0.71126,-0.52593,CL5,CL0,CL1,CL4,CL5,CL2,CL6,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
298,2.59171,0.48246,-1.73790,0.96082,-0.31685,0.82562,-0.80615,0.14143,-0.15487,1.13407,-0.21712,-0.52593,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
300,0.49788,0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-1.42424,1.61108,0.41594,-0.21712,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
301,0.49788,0.48246,-0.05921,-0.57009,-0.31685,0.82562,-0.94779,-0.17779,0.43852,0.58489,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
302,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,-0.43999,-1.55521,0.13136,0.58489,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
303,0.49788,0.48246,1.98437,0.96082,-0.31685,0.52135,-0.43999,-0.71727,0.59042,0.93949,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
304,1.82213,0.48246,-0.05921,0.96082,-0.31685,-0.14882,0.63779,-0.01928,-0.76096,-0.40581,-0.21712,0.07987,CL6,CL0,CL0,CL1,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL0
305,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.00332,-1.27553,-0.15487,0.93949,-0.21712,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
306,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,-2.32338,-1.27553,1.61108,0.12331,-0.71126,-1.54858,CL4,CL1,CL2,CL0,CL6,CL0,CL4,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
307,0.49788,-0.48246,1.16365,0.96082,-0.31685,0.22393,-1.23177,-0.84732,-1.07533,0.75830,-1.37983,-0.84637,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
308,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.46725,-0.57545,-0.71727,1.11406,0.75830,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
309,0.49788,0.48246,-1.22751,0.96082,-0.31685,-1.69163,0.80523,-0.17779,-0.01729,1.63088,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
310,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.79151,0.16767,-0.17779,0.59042,0.41594,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
311,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.32828,-0.15487,-0.84732,0.13136,0.58489,-1.37983,-1.54858,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL4,CL0,CL1
312,-0.95197,0.48246,-1.73790,0.96082,-0.31685,1.13281,-0.57545,-1.97495,-0.30172,-0.14277,1.86203,0.76540,CL3,CL0,CL0,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
313,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,0.28783,0.12331,-1.37983,-0.52593,CL6,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
314,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.04257,1.74091,0.29338,0.59042,1.30612,0.19268,-0.52593,CL5,CL1,CL1,CL0,CL6,CL0,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL5,CL0,CL0
315,-0.95197,0.48246,-1.22751,0.21128,-0.31685,-0.58016,0.16767,-0.71727,0.13136,-0.14277,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
316,1.09449,0.48246,1.98437,0.96082,-0.31685,-0.79151,0.80523,0.58331,-0.01729,0.41594,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
317,1.82213,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.80523,1.06238,-0.45321,-0.78155,1.86203,0.40148,CL5,CL1,CL0,CL0,CL6,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
318,0.49788,-0.48246,0.45468,0.96082,-1.10702,-0.79151,1.93886,-0.97631,-0.01729,1.13407,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
319,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.04257,0.00332,-0.71727,0.28783,0.93949,-1.37983,-1.18084,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
320,1.09449,0.48246,-1.73790,0.96082,0.11440,0.31287,-0.30033,-1.27553,-0.15487,0.58489,0.88113,0.40148,CL4,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
321,1.09449,0.48246,0.45468,0.96082,-0.31685,0.73545,-0.30033,-0.58331,-1.07533,-0.14277,-1.37983,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
322,0.49788,0.48246,-0.61113,0.96082,-0.31685,0.52135,-0.30033,-0.97631,1.81866,1.63088,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
323,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.79151,0.47617,0.44585,0.94156,0.12331,-0.21712,0.40148,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0
324,1.09449,-0.48246,-1.43719,0.96082,-0.31685,0.91093,-1.09207,-1.68062,0.28783,-0.78155,-0.71126,0.07987,CL6,CL1,CL1,CL0,CL6,CL2,CL5,CL1,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
325,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.22393,0.00332,1.43533,-0.91699,0.93949,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
326,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.79151,1.28610,-0.17779,0.94156,2.33337,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
327,0.49788,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,-1.63340,-1.97495,0.94156,0.41594,0.52975,0.07987,CL6,CL3,CL2,CL0,CL4,CL4,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
328,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.86962,1.58487,-0.01928,1.61108,1.30612,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
329,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.22393,-0.30033,-1.27553,1.11406,-0.52745,-1.37983,-2.07848,CL5,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
330,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,0.47617,-0.97631,0.43852,-0.14277,0.52975,-0.21575,CL4,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
331,1.09449,0.48246,-0.05921,0.96082,-0.31685,-1.05308,0.47617,-0.71727,0.76096,0.75830,-0.21712,-0.21575,CL1,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
332,0.49788,-0.48246,-2.43591,0.96082,-0.31685,-0.24649,-0.43999,-0.97631,-0.45321,0.58489,-1.37983,-0.84637,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL6,CL2,CL3,CL0,CL2,CL0,CL2,CL0,CL2,CL6,CL0,CL0
333,1.82213,0.48246,-1.22751,0.24923,-0.31685,-0.46725,-0.43999,-1.55521,0.94156,0.75830,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
334,-0.95197,0.48246,-0.61113,0.96082,-0.31685,2.82196,-1.92173,-0.84732,0.43852,-1.78169,0.19268,-0.52593,CL6,CL0,CL3,CL0,CL6,CL5,CL6,CL3,CL0,CL3,CL0,CL0,CL5,CL0,CL0,CL0,CL6,CL0,CL3
335,2.59171,-0.48246,-0.61113,0.24923,-0.31685,-1.32828,-0.43999,-0.97631,0.13136,0.12331,1.29221,-0.21575,CL4,CL0,CL0,CL5,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
336,2.59171,0.48246,-1.73790,0.24923,-0.31685,-0.14882,-0.15487,-1.42424,-1.34289,-0.00665,-0.21712,0.76540,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
337,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.41667,-0.57545,0.58331,0.43852,-1.01450,1.86203,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
338,1.09449,0.48246,1.16365,0.96082,-1.10702,0.62967,0.16767,-0.17779,-0.01729,1.30612,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
339,1.09449,0.48246,-0.05921,0.24923,-0.31685,-0.58016,0.32197,1.06238,-1.77200,0.41594,1.86203,0.40148,CL5,CL1,CL1,CL2,CL6,CL2,CL6,CL3,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL2,CL6,CL0,CL0
340,0.49788,-0.48246,1.98437,0.96082,-0.31685,-1.86962,1.28610,0.29338,0.76096,1.46191,-0.21712,0.40148,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
341,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.14882,-0.30033,-0.58331,0.94156,0.75830,-1.37983,-0.21575,CL5,CL0,CL0,CL0,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
342,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.46725,1.11406,0.88309,0.28783,0.41594,-2.55524,-0.21575,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL6,CL0,CL0
343,1.82213,0.48246,-0.05921,0.96082,-0.31685,-1.69163,0.96248,-0.31776,0.94156,1.81175,-2.55524,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
344,1.82213,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.00332,-0.01928,-0.15487,0.58489,0.19268,-0.52593,CL1,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
345,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.22393,-0.15487,-0.01928,-0.15487,-0.40581,0.88113,-0.84637,CL5,CL2,CL3,CL6,CL6,CL6,CL5,CL4,CL2,CL3,CL3,CL0,CL3,CL2,CL2,CL2,CL6,CL0,CL0
346,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.86962,0.16767,1.43533,1.81866,1.13407,-0.71126,-0.84637,CL1,CL1,CL1,CL1,CL6,CL1,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL1
347,0.49788,0.48246,0.45468,0.96082,-0.31685,0.04257,0.47617,-0.17779,0.94156,0.25953,0.19268,-0.21575,CL2,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL2,CL6,CL0,CL1
348,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.14882,1.74091,1.65653,2.46262,0.25953,1.86203,1.22470,CL6,CL1,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL1,CL0,CL0,CL6,CL0,CL0
349,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,0.80523,-0.01928,-0.01729,0.41594,-1.37983,-1.54858,CL2,CL2,CL1,CL2,CL6,CL1,CL6,CL1,CL0,CL1,CL2,CL0,CL0,CL1,CL2,CL1,CL0,CL0,CL0
350,1.09449,-0.48246,-0.05921,0.96082,-1.10702,-0.58016,0.32197,-0.45174,-0.15487,0.25953,-0.21712,-1.18084,CL6,CL0,CL0,CL4,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
351,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.52135,-0.69509,-0.58331,0.13136,-0.14277,-0.21712,0.40148,CL5,CL1,CL1,CL1,CL6,CL3,CL5,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
352,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.02119,-0.57545,0.88309,1.28610,-0.65253,0.88113,-0.21575,CL4,CL2,CL1,CL4,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL1,CL2,CL1,CL6,CL0,CL1
353,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.41667,0.16767,-0.01928,-0.45321,-0.52745,-0.21712,0.40148,CL5,CL2,CL1,CL4,CL5,CL4,CL4,CL2,CL2,CL1,CL2,CL0,CL1,CL2,CL3,CL2,CL2,CL0,CL5
354,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.69509,0.44585,0.76096,-1.38502,0.19268,-0.21575,CL1,CL1,CL1,CL1,CL6,CL1,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL1,CL0,CL1
355,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.46725,0.00332,-0.17779,-0.60633,0.41594,0.52975,-0.84637,CL2,CL2,CL2,CL0,CL5,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL0,CL0
356,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.22393,-0.15487,-0.01928,0.28783,-0.27607,-0.71126,0.40148,CL2,CL1,CL1,CL2,CL6,CL1,CL5,CL2,CL2,CL1,CL2,CL1,CL0,CL1,CL2,CL1,CL3,CL0,CL0
357,-0.07854,-0.48246,-2.43591,0.96082,-0.31685,0.62967,0.00332,1.24033,1.81866,0.93949,1.86203,1.92173,CL6,CL1,CL2,CL3,CL6,CL3,CL6,CL2,CL3,CL3,CL2,CL3,CL0,CL1,CL3,CL1,CL6,CL0,CL1
358,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.19430,-0.15487,-1.27553,1.45039,0.41594,-0.71126,0.07987,CL6,CL0,CL0,CL1,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
359,0.49788,-0.48246,-1.73790,0.96082,-0.31685,2.46262,-1.23177,-0.97631,-1.77200,-1.64101,1.86203,1.92173,CL3,CL3,CL1,CL1,CL5,CL3,CL5,CL3,CL0,CL3,CL1,CL1,CL3,CL1,CL0,CL1,CL6,CL0,CL1
360,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.80615,0.88309,0.13136,-0.40581,0.52975,-0.21575,CL2,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL0,CL1
361,-0.07854,0.48246,-0.61113,0.96082,-0.31685,-0.58016,1.58487,0.58331,0.13136,0.41594,1.29221,1.92173,CL5,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL2,CL2,CL0,CL3,CL0,CL2
362,1.09449,0.48246,0.45468,0.96082,-0.31685,0.52135,0.80523,-0.01928,0.13136,-0.14277,-0.21712,0.07987,CL2,CL1,CL1,CL1,CL6,CL2,CL5,CL1,CL0,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
363,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.63779,1.06238,0.94156,1.30612,0.88113,0.40148,CL5,CL5,CL2,CL4,CL6,CL3,CL4,CL3,CL2,CL3,CL2,CL2,CL0,CL1,CL2,CL1,CL6,CL0,CL2
364,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.41667,0.32197,-0.17779,0.59042,0.41594,-0.71126,-0.52593,CL2,CL1,CL1,CL2,CL6,CL2,CL5,CL1,CL2,CL1,CL2,CL0,CL0,CL1,CL2,CL1,CL6,CL0,CL1
365,1.09449,0.48246,-0.05921,0.96082,-0.31685,1.23461,-0.15487,-1.27553,0.76096,0.41594,-1.37983,-2.07848,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
366,0.49788,0.48246,1.98437,0.96082,-0.31685,0.41667,-0.15487,0.14143,-0.01729,-0.52745,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL5,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
367,1.09449,-0.48246,-0.05921,0.96082,-0.50212,-0.14882,0.00332,-0.58331,-0.45321,-1.25773,-1.37983,-1.54858,CL5,CL0,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
368,0.49788,0.48246,0.45468,0.96082,-0.50212,-1.05308,0.47617,-0.17779,-0.15487,0.58489,-1.37983,-1.18084,CL0,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
369,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.19430,0.47617,0.29338,0.43852,0.25953,0.19268,-0.21575,CL5,CL0,CL0,CL5,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL1,CL2,CL0,CL0
370,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.94779,-1.68062,0.13136,0.75830,-0.21712,-0.84637,CL6,CL1,CL0,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
371,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.23461,0.32197,0.29338,0.76096,-0.65253,0.19268,-0.21575,CL3,CL2,CL2,CL5,CL6,CL2,CL5,CL2,CL2,CL1,CL2,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL2
372,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,0.22393,0.32197,0.14143,-0.91699,-0.27607,-0.71126,0.07987,CL5,CL2,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL3,CL6,CL0,CL0
373,0.49788,0.48246,0.45468,0.96082,-0.31685,1.02119,2.32338,1.65653,-1.34289,0.41594,1.29221,1.92173,CL5,CL0,CL0,CL3,CL6,CL2,CL6,CL1,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
374,-0.95197,0.48246,-0.61113,0.96082,-0.31685,0.91093,0.96248,-1.11902,0.59042,0.25953,-0.21712,0.40148,CL5,CL2,CL2,CL0,CL4,CL3,CL5,CL3,CL0,CL2,CL0,CL3,CL3,CL2,CL0,CL2,CL5,CL0,CL0
375,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-1.76250,0.72330,-0.91699,0.12331,-0.21712,-0.52593,CL6,CL1,CL1,CL0,CL6,CL4,CL5,CL1,CL0,CL3,CL0,CL0,CL1,CL1,CL0,CL2,CL0,CL0,CL0
376,1.82213,0.48246,1.16365,0.96082,-0.31685,-0.24649,1.28610,0.88309,1.61108,1.13407,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
377,2.59171,-0.48246,-0.05921,0.96082,-0.31685,0.13606,0.16767,0.29338,-1.34289,1.46191,-1.37983,-0.84637,CL6,CL0,CL0,CL1,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
378,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.92104,0.00332,-0.71727,0.13136,0.93949,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
379,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.57545,-1.68062,0.43852,-0.52745,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
380,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,0.82562,-0.94779,0.58331,0.59042,0.75830,0.52975,-0.21575,CL0,CL0,CL0,CL0,CL4,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
381,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.82562,-0.43999,0.72330,-0.01729,0.25953,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
382,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.46725,1.11406,-0.31776,-0.60633,0.12331,0.19268,0.76540,CL2,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL0,CL2,CL0,CL1,CL2,CL2,CL2,CL0,CL0
383,0.49788,-0.48246,-1.73790,-0.28519,-0.31685,-0.34799,-0.57545,-1.11902,-0.91699,-0.78155,1.29221,-0.52593,CL4,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
384,0.49788,0.48246,1.16365,-0.28519,-0.31685,-0.79151,0.16767,-0.17779,-0.30172,0.75830,0.19268,0.40148,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
385,1.09449,0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-0.45174,1.11406,0.75830,-2.55524,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
386,1.09449,0.48246,0.45468,0.96082,-1.10702,-0.24649,0.16767,-0.97631,0.76096,0.58489,0.19268,-1.54858,CL1,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
387,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-0.58016,-0.43999,-2.39883,0.13136,-0.40581,-0.71126,-0.21575,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0,CL6,CL0,CL0
388,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-2.05048,0.47617,-1.11902,1.61108,0.58489,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
389,-0.07854,-0.48246,0.45468,0.96082,-1.10702,-1.32828,0.32197,-0.58331,-1.34289,2.04506,-0.71126,0.07987,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
390,0.49788,-0.48246,-0.05921,0.96082,-0.31685,0.13606,-0.30033,0.14143,-0.15487,-0.27607,-0.21712,-0.84637,CL3,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0
391,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.58016,0.32197,-0.17779,0.13136,0.58489,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
392,0.49788,0.48246,-0.61113,0.96082,-0.31685,-0.67825,-0.43999,0.29338,0.13136,-0.00665,0.19268,-0.84637,CL2,CL0,CL1,CL3,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0
393,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.14143,0.28783,0.12331,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
394,0.49788,0.48246,-1.43719,0.96082,-0.31685,-0.46725,0.32197,-0.58331,-0.01729,1.13407,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
395,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.79151,-0.15487,-2.21069,-0.60633,1.46191,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
396,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,-1.43907,0.63779,-0.17779,-0.76096,1.81175,0.52975,0.40148,CL6,CL2,CL1,CL0,CL6,CL1,CL6,CL2,CL1,CL3,CL0,CL2,CL0,CL2,CL1,CL2,CL5,CL0,CL1
397,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.22393,1.28610,-0.45174,-1.47955,-0.78155,1.86203,1.22470,CL6,CL1,CL1,CL1,CL4,CL2,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL1,CL5,CL0,CL0
398,0.49788,0.48246,0.45468,0.96082,-0.31685,-1.86962,0.63779,-0.97631,-0.30172,0.58489,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
399,1.09449,-0.48246,-0.05921,0.96082,-0.31685,0.13606,0.47617,-0.84732,-1.47955,0.41594,1.29221,1.22470,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
400,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.79151,0.32197,0.29338,-1.34289,0.93949,0.88113,-0.52593,CL6,CL0,CL0,CL0,CL6,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
401,1.09449,-0.48246,1.16365,0.96082,-0.31685,-0.92104,1.28610,1.43533,0.94156,0.58489,-0.71126,-1.18084,CL1,CL1,CL1,CL0,CL5,CL1,CL6,CL1,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL4,CL0,CL1
402,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.14882,-0.15487,-1.97495,0.59042,0.75830,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
403,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.13606,-1.09207,-0.45174,-1.62090,-0.65253,1.86203,1.22470,CL5,CL2,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
404,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,-0.69509,-0.31776,-0.60633,-1.25773,0.52975,0.40148,CL5,CL0,CL0,CL0,CL5,CL5,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
405,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-1.43907,0.63779,-0.31776,-0.76096,-0.40581,-1.37983,-0.52593,CL5,CL0,CL0,CL2,CL5,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
406,1.09449,-0.48246,-1.43719,0.96082,-0.31685,0.91093,-0.15487,-0.17779,-0.15487,0.25953,0.88113,0.07987,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
407,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.13606,1.58487,1.88511,1.28610,-0.00665,1.29221,0.76540,CL5,CL3,CL2,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL0,CL3,CL6,CL0,CL0
408,1.09449,0.48246,0.45468,0.96082,-0.31685,1.83990,-0.94779,1.65653,-0.01729,-0.40581,0.19268,0.40148,CL3,CL1,CL0,CL0,CL6,CL6,CL6,CL1,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL1,CL6,CL0,CL0
409,0.49788,-0.48246,-1.43719,0.96082,0.11440,1.37297,-0.15487,-0.31776,-0.30172,-0.65253,-0.21712,0.07987,CL6,CL1,CL1,CL2,CL6,CL6,CL2,CL1,CL1,CL2,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
410,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.16767,0.58331,0.13136,-0.27607,0.19268,-1.54858,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL2,CL2,CL1,CL6,CL1,CL6,CL0,CL1
411,0.49788,0.48246,-0.05921,-0.57009,-0.31685,-1.55078,0.80523,0.72330,0.28783,0.58489,-0.21712,0.40148,CL1,CL1,CL0,CL2,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0
412,1.09449,-0.48246,-1.22751,0.96082,-0.31685,1.02119,-1.37639,0.44585,0.94156,-1.38502,0.88113,0.40148,CL5,CL2,CL0,CL3,CL6,CL6,CL6,CL1,CL0,CL2,CL1,CL2,CL2,CL1,CL6,CL2,CL2,CL0,CL1
413,0.49788,0.48246,-0.61113,-0.28519,-0.31685,-0.46725,-1.50796,0.29338,0.13136,-1.64101,-0.21712,-0.84637,CL3,CL0,CL0,CL1,CL3,CL1,CL6,CL1,CL1,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
414,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.13606,1.11406,-0.97631,0.43852,-0.27607,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL3,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
415,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.04257,-0.15487,0.72330,0.13136,-0.40581,-0.21712,-0.21575,CL5,CL2,CL2,CL2,CL6,CL6,CL5,CL3,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
416,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.86962,0.32197,-1.11902,-0.15487,-0.65253,0.19268,-0.21575,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
417,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,-1.09207,-0.58331,-2.07848,2.63199,-0.21712,0.76540,CL6,CL3,CL3,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL5,CL4,CL3,CL0,CL3,CL5,CL0,CL0
418,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,-0.69509,0.29338,-2.21844,-1.25773,0.19268,0.76540,CL5,CL0,CL3,CL3,CL6,CL6,CL5,CL5,CL0,CL3,CL0,CL4,CL3,CL0,CL0,CL2,CL6,CL0,CL0
419,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,0.96248,0.14143,-1.07533,-0.65253,1.29221,1.92173,CL5,CL2,CL2,CL0,CL5,CL2,CL4,CL2,CL2,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL2
420,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.31287,0.00332,1.06238,-0.45321,0.41594,-0.21712,-0.21575,CL6,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0
421,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.62967,0.16767,-0.17779,-0.30172,0.12331,0.19268,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
422,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.31287,0.80523,-0.01928,-0.91699,1.13407,0.52975,0.76540,CL4,CL3,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL5,CL0,CL0
423,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.31287,-1.76250,-1.42424,-0.30172,-0.40581,0.52975,-0.84637,CL5,CL2,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
424,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.79151,-0.15487,-0.01928,1.81866,-0.65253,-0.21712,-1.18084,CL4,CL1,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL2,CL1,CL1,CL1,CL6,CL0,CL1
425,0.49788,0.48246,0.45468,0.96082,0.12600,-1.05308,0.80523,-0.71727,1.28610,0.93949,-0.21712,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
426,1.09449,0.48246,1.98437,-0.57009,-0.31685,0.52135,0.00332,1.65653,0.94156,-0.00665,1.29221,0.40148,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL1,CL2,CL1,CL0,CL2,CL2,CL1,CL2,CL1,CL0,CL1
427,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.30033,0.14143,-0.30172,-1.64101,-0.21712,-0.84637,CL6,CL2,CL3,CL0,CL6,CL5,CL5,CL1,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL2,CL5,CL0,CL0
428,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.22393,0.00332,-0.31776,-0.15487,-0.00665,0.52975,-0.21575,CL5,CL1,CL0,CL3,CL5,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
429,0.49788,-0.48246,0.45468,-0.28519,-0.31685,0.62967,-0.80615,-0.17779,-1.34289,-0.14277,0.88113,0.07987,CL6,CL1,CL1,CL1,CL6,CL6,CL5,CL3,CL0,CL3,CL0,CL1,CL3,CL3,CL0,CL4,CL0,CL0,CL2
430,-0.07854,0.48246,-1.22751,0.96082,-0.31685,-0.92104,-0.15487,-2.09015,0.28783,0.75830,-1.37983,-1.54858,CL5,CL0,CL0,CL3,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
431,-0.07854,-0.48246,-2.43591,0.96082,-0.31685,0.22393,-0.94779,-1.42424,-0.76096,-0.27607,-0.21712,-0.21575,CL5,CL1,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
432,-0.07854,0.48246,-1.22751,0.96082,-0.31685,0.04257,0.32197,-0.97631,0.94156,-1.01450,0.19268,-0.21575,CL5,CL2,CL1,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL5,CL0,CL0
433,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.30033,-1.68062,0.28783,0.12331,-0.71126,-1.18084,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
434,1.09449,0.48246,-1.73790,0.96082,-0.31685,0.22393,1.93886,-1.11902,1.28610,-0.14277,1.86203,0.76540,CL6,CL1,CL1,CL0,CL2,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
435,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.96248,-1.55521,2.23427,1.63088,-0.21712,-0.52593,CL5,CL0,CL2,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
436,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,0.47617,-1.11902,0.59042,1.81175,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
437,1.82213,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,-0.30033,1.06238,1.81866,0.75830,-1.37983,-1.18084,CL1,CL0,CL0,CL0,CL2,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
438,1.09449,-0.48246,-1.73790,0.96082,-0.31685,-1.43907,0.47617,0.29338,-0.91699,0.41594,0.52975,0.40148,CL6,CL2,CL2,CL2,CL6,CL6,CL4,CL3,CL5,CL2,CL2,CL0,CL0,CL1,CL1,CL0,CL2,CL0,CL0
439,-0.07854,0.48246,0.45468,-0.57009,-0.31685,2.82196,-0.43999,-0.84732,-1.77200,-2.04506,0.88113,0.07987,CL5,CL2,CL0,CL6,CL6,CL2,CL6,CL2,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL2,CL6,CL0,CL0
440,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.37297,-0.30033,0.29338,-0.15487,-1.78169,0.19268,-0.21575,CL4,CL0,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL3
441,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.46725,0.47617,-0.58331,0.76096,1.81175,-0.21712,-0.52593,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL0
442,-0.95197,0.48246,-0.61113,0.96082,-0.31685,-0.67825,1.45421,-2.09015,-0.01729,0.58489,0.52975,0.07987,CL3,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
443,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.92104,0.00332,0.29338,-0.15487,-0.00665,0.19268,0.07987,CL5,CL2,CL0,CL0,CL6,CL6,CL6,CL3,CL0,CL4,CL0,CL2,CL3,CL2,CL0,CL2,CL6,CL0,CL0
444,0.49788,-0.48246,-1.73790,0.96082,-0.31685,0.41667,0.63779,-0.71727,-0.76096,-0.27607,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
445,1.09449,0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,0.58331,0.13136,0.75830,-2.55524,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
446,1.09449,0.48246,0.45468,0.96082,-0.31685,1.02119,-0.94779,-0.58331,-0.91699,0.41594,-0.21712,-1.54858,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
447,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,-1.09207,0.44585,2.75696,-0.65253,-0.71126,0.40148,CL6,CL2,CL2,CL2,CL5,CL3,CL5,CL2,CL0,CL2,CL0,CL2,CL3,CL3,CL3,CL2,CL6,CL0,CL0
448,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.04257,-0.15487,-0.84732,-0.76096,-1.13788,1.29221,0.07987,CL6,CL2,CL1,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL6,CL0,CL0
449,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.13281,1.45421,1.06238,-1.77200,-0.89891,1.29221,1.22470,CL5,CL0,CL2,CL3,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL4,CL0,CL3,CL5,CL0,CL0
450,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,0.44585,-0.30172,0.75830,-0.21712,0.07987,CL5,CL3,CL3,CL0,CL3,CL3,CL6,CL3,CL0,CL4,CL0,CL4,CL3,CL3,CL3,CL3,CL0,CL0,CL0
451,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.73545,-0.15487,-0.84732,0.59042,-1.01450,0.52975,0.07987,CL5,CL2,CL2,CL2,CL6,CL5,CL4,CL2,CL2,CL2,CL0,CL2,CL2,CL0,CL0,CL2,CL6,CL0,CL0
452,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.19430,0.80523,-0.84732,-0.15487,0.75830,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
453,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.15487,0.14143,0.13136,0.93949,-1.37983,0.07987,CL5,CL0,CL0,CL0,CL3,CL2,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
454,-0.07854,-0.48246,0.45468,0.96082,-0.31685,1.23461,-1.76250,-0.31776,0.13136,0.41594,-1.37983,-0.21575,CL5,CL2,CL3,CL0,CL4,CL3,CL5,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL0,CL2,CL2,CL0,CL0
455,1.09449,-0.48246,1.98437,0.96082,-0.31685,-0.14882,-0.57545,0.88309,-0.76096,-0.27607,1.86203,0.76540,CL6,CL6,CL2,CL5,CL6,CL6,CL6,CL3,CL2,CL3,CL5,CL2,CL4,CL4,CL5,CL3,CL4,CL0,CL1
456,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.82562,-0.80615,0.72330,-0.76096,-2.57309,0.88113,-0.21575,CL6,CL3,CL3,CL0,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL4,CL0,CL0,CL0,CL5,CL0,CL0
457,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.60383,-0.43999,0.29338,-2.21844,-0.65253,0.88113,0.40148,CL6,CL3,CL1,CL4,CL6,CL4,CL6,CL3,CL1,CL3,CL3,CL2,CL2,CL2,CL1,CL2,CL6,CL0,CL1
458,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.46725,-0.57545,0.14143,0.59042,0.75830,-1.37983,-2.07848,CL5,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
459,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.62967,0.00332,0.14143,0.59042,0.12331,-0.21712,0.07987,CL6,CL4,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL4,CL0,CL4,CL4,CL3,CL0,CL3,CL6,CL0,CL0
460,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.91093,1.28610,1.88511,-2.53830,-0.40581,0.52975,0.07987,CL4,CL3,CL0,CL0,CL6,CL4,CL6,CL2,CL0,CL3,CL0,CL4,CL3,CL3,CL3,CL3,CL5,CL0,CL0
461,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,-1.37639,1.24033,-1.77200,0.25953,0.88113,0.07987,CL6,CL3,CL3,CL4,CL6,CL5,CL6,CL3,CL0,CL2,CL3,CL5,CL3,CL2,CL3,CL2,CL6,CL0,CL0
462,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.37639,-2.63199,1.81866,-1.25773,0.52975,-1.18084,CL5,CL0,CL2,CL0,CL6,CL2,CL4,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0
463,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.82562,0.47617,1.43533,0.13136,-2.30408,1.29221,1.22470,CL3,CL2,CL2,CL1,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL1
464,1.09449,-0.48246,-1.22751,0.96082,-0.31685,1.02119,-0.94779,-0.58331,1.45039,-1.25773,-0.21712,0.40148,CL6,CL1,CL2,CL0,CL6,CL1,CL3,CL1,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL1,CL3,CL0,CL1
465,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.31287,-0.80615,1.06238,0.76096,0.93949,0.19268,-0.21575,CL5,CL2,CL2,CL3,CL5,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL2,CL3,CL3,CL3,CL6,CL0,CL0
466,-0.95197,0.48246,1.16365,0.96082,-0.31685,1.37297,-1.09207,-0.01928,-0.45321,-0.40581,1.29221,0.76540,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
467,-0.95197,0.48246,0.45468,0.96082,-0.50212,0.31287,0.63779,1.06238,1.11406,-0.27607,-0.71126,0.76540,CL0,CL2,CL0,CL2,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL2,CL6,CL0,CL2
468,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.22393,0.00332,1.24033,-0.01729,1.46191,-0.21712,-0.21575,CL6,CL1,CL1,CL0,CL2,CL1,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
469,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.05188,0.16767,-0.71727,-0.30172,0.12331,-1.37983,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
470,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.19430,1.74091,1.43533,0.76096,-0.00665,0.88113,1.22470,CL5,CL3,CL2,CL0,CL6,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL2,CL6,CL0,CL0
471,1.09449,0.48246,-1.73790,-0.57009,-0.31685,2.82196,-1.63340,-1.42424,1.61108,-2.04506,-0.21712,0.07987,CL3,CL1,CL1,CL6,CL6,CL1,CL6,CL1,CL1,CL1,CL2,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0
472,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.13606,0.80523,0.29338,-0.15487,0.75830,-0.71126,-0.84637,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
473,-0.95197,-0.48246,1.16365,0.96082,-0.22166,-0.92104,2.57309,1.06238,1.11406,2.33337,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL3,CL6,CL0,CL0
474,-0.95197,0.48246,-2.43591,0.96082,-0.31685,0.31287,0.00332,-0.17779,1.28610,-0.00665,0.19268,-0.21575,CL5,CL2,CL2,CL2,CL6,CL3,CL5,CL2,CL2,CL2,CL2,CL0,CL2,CL2,CL2,CL0,CL6,CL0,CL2
475,0.49788,0.48246,-0.61113,-0.57009,-0.31685,1.37297,0.00332,-0.45174,-0.76096,-0.52745,0.88113,-0.21575,CL2,CL0,CL0,CL3,CL6,CL6,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0
476,1.82213,0.48246,0.45468,0.96082,0.12600,-0.24649,0.96248,0.14143,-0.15487,0.41594,-1.37983,-2.07848,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
477,1.09449,0.48246,0.45468,-0.57009,-0.31685,-1.19430,0.96248,-0.45174,0.76096,0.93949,-0.71126,-0.84637,CL3,CL1,CL0,CL0,CL6,CL6,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL0
478,0.49788,-0.48246,0.45468,0.96082,-0.31685,1.72012,-0.94779,0.58331,-1.77200,-0.40581,0.19268,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL3
479,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.49158,-0.69509,-0.71727,-1.21213,-1.25773,1.29221,0.76540,CL6,CL0,CL1,CL6,CL6,CL2,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
480,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.41667,0.80523,-0.31776,0.94156,0.58489,-0.21712,0.07987,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
481,-0.07854,0.48246,1.16365,-0.09765,-0.31685,0.41667,-0.43999,1.43533,1.45039,0.25953,0.19268,0.40148,CL6,CL0,CL0,CL2,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
482,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.80615,-0.17779,-1.34289,-0.65253,-1.37983,-0.84637,CL3,CL3,CL0,CL3,CL6,CL3,CL4,CL3,CL0,CL3,CL3,CL3,CL3,CL3,CL3,CL3,CL6,CL0,CL0
483,0.49788,0.48246,0.45468,-0.09765,-0.31685,1.02119,0.16767,0.29338,-0.15487,0.58489,0.19268,0.40148,CL6,CL2,CL1,CL6,CL6,CL3,CL5,CL2,CL0,CL2,CL1,CL1,CL0,CL1,CL2,CL1,CL6,CL0,CL0
484,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-0.67825,-0.15487,0.29338,0.13136,1.63088,-0.71126,-0.21575,CL0,CL1,CL0,CL0,CL6,CL6,CL2,CL1,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL1
485,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.23461,0.47617,1.43533,0.28783,0.93949,0.19268,-0.84637,CL2,CL0,CL2,CL2,CL5,CL6,CL5,CL0,CL0,CL4,CL0,CL3,CL2,CL0,CL0,CL3,CL3,CL0,CL0
486,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.58016,0.96248,-0.58331,0.76096,-0.27607,-1.37983,-1.18084,CL4,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
487,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.46725,0.32197,-1.55521,1.11406,-0.78155,-1.37983,-0.84637,CL6,CL0,CL1,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
488,-0.07854,-0.48246,-1.22751,-0.28519,-0.31685,1.49158,-1.63340,1.06238,-0.76096,-1.38502,-0.71126,-1.18084,CL5,CL5,CL0,CL2,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL1
489,0.49788,0.48246,-1.22751,-0.57009,-0.31685,1.83990,-1.76250,1.24033,-1.07533,0.25953,0.19268,-0.52593,CL4,CL0,CL0,CL6,CL6,CL6,CL6,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
490,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,0.41667,-1.37639,0.14143,0.76096,-0.40581,-0.21712,1.22470,CL6,CL3,CL2,CL2,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL2
491,-0.95197,-0.48246,-2.43591,0.96082,-0.31685,1.98437,-1.37639,0.29338,-1.92595,-1.64101,-0.21712,0.07987,CL3,CL0,CL0,CL0,CL0,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0
492,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,1.11406,0.88309,-1.34289,-1.38502,-0.71126,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL0,CL4,CL5,CL0,CL0
493,1.09449,0.48246,-0.05921,0.96082,-0.31685,0.62967,0.80523,0.44585,-0.30172,-0.78155,1.29221,1.92173,CL5,CL1,CL1,CL1,CL6,CL6,CL5,CL1,CL1,CL1,CL1,CL0,CL0,CL1,CL1,CL1,CL6,CL0,CL0
494,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-0.92104,0.47617,0.44585,0.59042,-0.00665,0.19268,0.40148,CL6,CL2,CL2,CL0,CL5,CL6,CL4,CL3,CL0,CL4,CL0,CL2,CL3,CL0,CL0,CL3,CL4,CL0,CL2
495,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.52135,-0.57545,0.88309,-0.01729,0.25953,0.88113,0.76540,CL5,CL0,CL4,CL4,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
496,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.73545,-1.63340,0.88309,-1.21213,-1.64101,-1.37983,-0.52593,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL5,CL0,CL3,CL3,CL4,CL0,CL4,CL6,CL0,CL0
497,-0.95197,-0.48246,-0.05921,-0.28519,0.11440,-1.19430,-0.43999,0.44585,0.59042,0.12331,-1.37983,-0.21575,CL4,CL0,CL2,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
498,1.82213,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,0.16767,0.58331,0.59042,0.93949,-1.37983,-0.52593,CL3,CL1,CL0,CL1,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL3,CL1,CL4,CL0,CL6,CL0,CL0
499,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.04257,1.28610,2.90161,-0.60633,-0.00665,-0.71126,0.07987,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL6,CL0,CL0
500,-0.07854,-0.48246,-1.73790,-0.28519,-0.31685,-0.05188,-0.57545,0.88309,0.43852,-0.78155,-0.21712,0.07987,CL4,CL1,CL1,CL0,CL6,CL6,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
501,1.82213,0.48246,-0.61113,0.96082,-0.31685,1.37297,-0.69509,1.43533,-0.15487,-1.92173,0.88113,1.22470,CL5,CL1,CL1,CL3,CL6,CL6,CL6,CL2,CL2,CL2,CL1,CL0,CL2,CL1,CL1,CL1,CL2,CL0,CL0
502,0.49788,0.48246,-0.05921,0.21128,-0.31685,0.04257,0.47617,-0.84732,-0.76096,1.13407,0.52975,0.76540,CL3,CL0,CL1,CL2,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL1
503,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-0.58016,-0.15487,-1.42424,-0.01729,-0.40581,0.88113,-2.07848,CL3,CL1,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL1
504,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.55078,0.63779,-0.31776,-0.60633,-0.27607,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3,CL5,CL0,CL0
505,1.82213,0.48246,-0.05921,0.24923,-0.31685,0.04257,-0.30033,-0.31776,-0.76096,0.58489,1.29221,0.76540,CL1,CL0,CL1,CL4,CL5,CL5,CL4,CL1,CL1,CL0,CL0,CL0,CL6,CL1,CL4,CL1,CL1,CL0,CL1
506,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.05188,0.00332,-0.31776,-0.01729,0.41594,-1.37983,-1.18084,CL1,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
507,1.09449,-0.48246,-0.05921,-0.28519,-0.31685,0.41667,0.47617,0.29338,-1.07533,-1.13788,0.88113,0.07987,CL3,CL1,CL0,CL3,CL6,CL2,CL6,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
508,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.63779,0.88309,-0.76096,0.58489,0.19268,0.07987,CL4,CL2,CL3,CL1,CL6,CL2,CL5,CL1,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL2,CL0,CL1
509,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.13606,-0.30033,-0.97631,-1.34289,-0.00665,0.19268,-0.52593,CL3,CL2,CL3,CL0,CL5,CL6,CL6,CL3,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL6,CL0,CL0
510,0.49788,-0.48246,-1.73790,0.96082,-0.31685,1.49158,-1.09207,-1.11902,-1.77200,-0.78155,-0.71126,0.07987,CL5,CL2,CL2,CL3,CL5,CL2,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL0
511,0.49788,0.48246,1.16365,-0.28519,-0.31685,-1.05308,1.11406,-0.31776,0.28783,0.12331,-1.37983,-0.52593,CL5,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1
512,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.04257,0.96248,-0.58331,-0.30172,-0.40581,0.52975,-0.21575,CL5,CL2,CL2,CL0,CL6,CL5,CL5,CL2,CL1,CL2,CL0,CL1,CL0,CL1,CL0,CL1,CL5,CL0,CL0
513,1.09449,0.48246,1.16365,0.96082,-0.31685,0.41667,0.47617,-0.17779,-0.15487,0.25953,-0.21712,-1.18084,CL5,CL1,CL1,CL1,CL6,CL5,CL6,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL1,CL0,CL5,CL0,CL0
514,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.41667,0.47617,0.58331,0.13136,-1.01450,1.86203,0.40148,CL6,CL3,CL0,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL5,CL0,CL6,CL0,CL0
515,1.82213,-0.48246,-1.73790,-0.57009,-0.31685,-0.14882,-0.30033,-0.17779,0.76096,0.41594,-0.21712,-0.21575,CL3,CL2,CL1,CL1,CL6,CL5,CL6,CL4,CL3,CL3,CL1,CL0,CL0,CL1,CL2,CL1,CL6,CL0,CL1
516,0.49788,-0.48246,-1.73790,0.96082,-0.31685,0.91093,-0.30033,-1.55521,-0.45321,-0.27607,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
517,-0.95197,0.48246,-1.43719,-0.57009,-0.31685,-1.43907,1.93886,0.44585,0.13136,0.25953,0.88113,1.92173,CL5,CL3,CL0,CL5,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL4,CL3,CL6,CL0,CL2
518,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.14882,0.16767,-0.71727,-1.62090,0.25953,-0.21712,-0.52593,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL2,CL1,CL2,CL1,CL0,CL0,CL2,CL2,CL6,CL0,CL1
519,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.31287,-0.15487,0.29338,-0.45321,0.93949,-0.71126,-0.21575,CL2,CL0,CL2,CL3,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
520,-0.07854,-0.48246,-0.05921,-0.28519,-0.31685,0.52135,-0.57545,0.14143,-0.15487,-0.78155,0.52975,1.22470,CL2,CL3,CL2,CL6,CL6,CL6,CL6,CL3,CL0,CL3,CL3,CL0,CL0,CL2,CL2,CL0,CL6,CL0,CL1
521,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.14882,0.32197,-1.27553,1.11406,1.81175,0.52975,1.22470,CL5,CL2,CL2,CL4,CL5,CL3,CL5,CL2,CL2,CL3,CL2,CL2,CL0,CL0,CL0,CL0,CL5,CL0,CL2
522,0.49788,0.48246,0.45468,0.96082,-0.31685,0.22393,-0.30033,-0.97631,-0.76096,0.93949,-1.37983,-2.07848,CL5,CL0,CL2,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
523,1.09449,0.48246,-1.73790,-0.09765,-0.31685,0.62967,-0.30033,-0.84732,-0.45321,0.12331,-0.71126,-1.18084,CL3,CL0,CL0,CL6,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
524,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,0.32197,-0.01928,-1.34289,-0.14277,0.52975,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL3,CL6,CL0,CL0
525,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.24649,0.47617,-0.17779,-0.76096,-1.25773,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL6,CL0,CL0
526,0.49788,0.48246,-2.43591,0.96082,-0.31685,0.13606,-0.80615,-1.82919,0.13136,0.41594,-1.37983,-2.07848,CL2,CL2,CL2,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL2,CL0,CL0,CL1,CL2,CL0,CL3,CL0,CL1
527,1.09449,0.48246,0.45468,-0.09765,-0.31685,-0.67825,0.63779,1.06238,2.03972,2.63199,0.19268,0.07987,CL5,CL1,CL1,CL6,CL0,CL6,CL3,CL1,CL1,CL1,CL0,CL0,CL0,CL3,CL6,CL1,CL0,CL0,CL1
528,1.82213,-0.48246,-1.22751,0.96082,-0.31685,-1.86962,0.47617,-1.11902,-0.01729,0.41594,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
529,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.91093,-1.37639,-0.31776,-1.92595,-1.38502,0.88113,0.07987,CL4,CL0,CL2,CL0,CL4,CL5,CL5,CL4,CL0,CL3,CL0,CL0,CL2,CL0,CL3,CL0,CL4,CL0,CL0
530,0.49788,-0.48246,1.98437,0.96082,-0.31685,0.62967,-0.15487,-0.17779,0.59042,-1.64101,0.52975,-0.21575,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
531,-0.07854,0.48246,-0.05921,0.96082,-0.31685,0.73545,1.11406,-0.01928,-0.01729,-0.00665,-0.21712,1.22470,CL5,CL2,CL2,CL1,CL6,CL3,CL6,CL5,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL2,CL5,CL0,CL1
532,1.82213,-0.48246,0.45468,0.96082,-0.31685,0.91093,0.00332,0.58331,-1.92595,0.58489,-0.21712,-1.18084,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
533,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.02119,-1.50796,-0.71727,0.28783,-0.89891,-0.21712,0.76540,CL5,CL2,CL1,CL2,CL6,CL6,CL5,CL3,CL3,CL2,CL1,CL0,CL0,CL2,CL2,CL2,CL6,CL0,CL1
534,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.16767,-0.71727,1.61108,1.13407,0.19268,-1.18084,CL4,CL0,CL0,CL2,CL5,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
535,-0.07854,-0.48246,1.16365,0.96082,-0.31685,-0.34799,-0.15487,-0.71727,-1.62090,-0.65253,0.52975,0.07987,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
536,0.49788,0.48246,1.16365,0.96082,-0.31685,-1.86962,2.32338,-0.45174,1.45039,1.46191,0.19268,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
537,-0.07854,0.48246,0.45468,-0.57009,-0.31685,0.91093,0.00332,0.88309,-2.07848,-0.52745,0.19268,-0.21575,CL5,CL4,CL0,CL6,CL6,CL2,CL4,CL6,CL0,CL2,CL3,CL2,CL0,CL2,CL3,CL2,CL6,CL0,CL1
538,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.37297,0.80523,-0.97631,0.94156,-0.65253,0.52975,0.07987,CL6,CL0,CL3,CL0,CL5,CL4,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
539,1.09449,0.48246,-0.61113,0.96082,-0.50212,0.73545,-0.30033,-1.27553,0.76096,-0.89891,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
540,0.49788,0.48246,0.45468,0.96082,-0.31685,1.13281,-0.30033,-0.01928,0.59042,0.58489,0.19268,0.40148,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
541,1.09449,-0.48246,1.16365,0.96082,-0.31685,-1.32828,1.28610,-0.17779,0.59042,1.81175,-2.55524,-1.18084,CL6,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
542,1.09449,0.48246,0.45468,0.96082,-0.31685,-1.05308,0.32197,-0.17779,-0.91699,0.12331,-1.37983,-1.54858,CL5,CL0,CL0,CL2,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
543,1.09449,0.48246,0.45468,-0.28519,-1.10702,0.22393,0.80523,-0.01928,0.76096,0.41594,0.19268,0.07987,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
544,0.49788,-0.48246,-1.43719,0.96082,-0.31685,0.73545,0.80523,0.88309,-1.21213,-1.01450,0.19268,1.22470,CL6,CL1,CL1,CL5,CL6,CL5,CL5,CL2,CL0,CL2,CL1,CL2,CL4,CL1,CL0,CL1,CL6,CL0,CL1
545,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.82562,0.63779,-0.97631,-0.76096,0.25953,-0.21712,-0.21575,CL6,CL0,CL0,CL0,CL5,CL0,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
546,-0.95197,0.48246,-1.73790,0.96082,-0.31685,1.23461,-0.57545,-0.71727,-0.76096,-1.01450,1.29221,-0.21575,CL5,CL0,CL2,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
547,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.60383,0.16767,-0.45174,0.59042,-0.78155,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
548,1.09449,0.48246,-0.61113,-0.57009,-0.31685,-0.92104,-0.43999,0.88309,3.15735,-0.00665,-1.37983,-1.18084,CL2,CL2,CL0,CL2,CL6,CL2,CL6,CL2,CL2,CL0,CL0,CL0,CL0,CL1,CL2,CL0,CL6,CL0,CL0
549,-0.07854,0.48246,1.16365,0.96082,-0.31685,-1.86962,-0.69509,-0.97631,-0.45321,2.04506,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
550,-0.95197,-0.48246,0.45468,0.96082,-0.31685,1.23461,-0.43999,0.14143,0.13136,-1.78169,0.52975,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
551,-0.07854,0.48246,1.16365,-0.28519,-0.31685,-1.19430,1.11406,0.14143,-0.60633,-0.14277,-0.21712,-0.84637,CL4,CL0,CL0,CL0,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
552,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.43999,-1.42424,0.76096,1.30612,-1.37983,-0.52593,CL6,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
553,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.79151,1.28610,0.14143,-1.07533,1.13407,-0.21712,1.22470,CL4,CL2,CL1,CL0,CL6,CL4,CL5,CL3,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL3,CL0,CL0
554,-0.95197,0.48246,1.16365,0.96082,-0.31685,1.72012,-1.50796,-0.17779,0.76096,0.25953,-0.21712,-1.18084,CL2,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
555,-0.07854,0.48246,1.16365,-0.28519,-0.22166,1.02119,-1.92173,-0.45174,-0.01729,0.41594,-0.71126,-2.07848,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
556,-0.07854,0.48246,1.98437,0.96082,-0.31685,0.62967,0.47617,-0.45174,-0.01729,1.30612,0.52975,0.07987,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
557,1.09449,0.48246,1.16365,0.96082,-0.31685,0.22393,-0.94779,-1.11902,-0.01729,0.93949,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
558,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.30033,0.29338,-0.15487,0.25953,-1.37983,-0.52593,CL6,CL2,CL2,CL0,CL6,CL2,CL4,CL0,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL2,CL2,CL0,CL0
559,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.69163,0.96248,-0.17779,1.45039,1.30612,-0.71126,-0.21575,CL4,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
560,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.15487,-0.58331,0.94156,-0.14277,1.29221,1.22470,CL5,CL2,CL2,CL0,CL6,CL2,CL3,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
561,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.79151,0.00332,0.44585,0.28783,1.13407,0.19268,-0.52593,CL6,CL1,CL1,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
562,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.02119,0.16767,-0.71727,0.28783,0.41594,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
563,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,0.63779,0.44585,-1.07533,0.75830,-0.21712,-0.21575,CL5,CL1,CL0,CL3,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL3,CL0,CL0
564,0.49788,0.48246,1.16365,0.96082,0.11440,2.61139,0.47617,-1.55521,-0.30172,1.46191,-0.21712,-0.84637,CL6,CL0,CL1,CL1,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
565,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.82562,0.32197,-0.58331,-1.77200,-0.27607,0.19268,0.07987,CL5,CL0,CL3,CL2,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
566,1.09449,0.48246,-0.61113,0.96082,-0.31685,-0.46725,-0.43999,-0.01928,0.13136,-0.40581,1.86203,-0.84637,CL2,CL6,CL0,CL0,CL6,CL3,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL1
567,1.09449,0.48246,1.16365,0.96082,-0.31685,0.31287,-0.80615,0.14143,0.59042,-0.78155,-0.71126,-0.84637,CL5,CL0,CL0,CL1,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
568,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.91093,1.11406,-0.97631,0.94156,0.58489,-1.37983,-1.18084,CL5,CL2,CL2,CL2,CL5,CL4,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
569,-0.95197,-0.48246,0.45468,0.96082,-0.31685,1.83990,0.63779,1.24033,-0.91699,-0.52745,-0.21712,0.07987,CL6,CL0,CL2,CL0,CL6,CL3,CL6,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL0
570,0.49788,-0.48246,1.16365,0.96082,-0.31685,1.02119,-0.80615,-0.17779,-0.30172,-0.00665,-0.21712,-0.21575,CL1,CL0,CL0,CL0,CL1,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
571,0.49788,0.48246,1.98437,0.96082,-0.31685,-0.34799,0.80523,-0.17779,-0.91699,2.63199,-0.71126,-0.52593,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
572,0.49788,0.48246,-0.05921,-0.09765,-0.31685,0.22393,1.11406,-1.11902,-1.77200,-0.40581,0.52975,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
573,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.69163,1.93886,-0.17779,1.11406,1.81175,0.19268,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
574,0.49788,-0.48246,-0.05921,0.96082,-0.31685,1.23461,-1.23177,-1.68062,-1.07533,-0.65253,1.86203,0.07987,CL6,CL1,CL1,CL1,CL6,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
575,1.82213,0.48246,-0.61113,-0.57009,-0.31685,-0.92104,0.96248,0.44585,-0.60633,-0.40581,0.52975,-0.21575,CL5,CL0,CL0,CL2,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
576,0.49788,0.48246,0.45468,0.96082,-0.31685,2.12700,-1.50796,-1.82919,0.59042,-1.78169,-0.71126,-1.54858,CL6,CL1,CL0,CL0,CL5,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL2,CL0,CL0
577,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-1.86962,0.80523,-1.55521,-0.45321,1.13407,-0.21712,0.07987,CL5,CL0,CL0,CL0,CL3,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
578,-0.07854,0.48246,1.16365,0.96082,0.11440,0.82562,0.32197,0.14143,0.59042,0.93949,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
579,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.02119,0.80523,-0.71727,1.28610,-0.14277,-0.71126,-0.21575,CL4,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
580,1.09449,0.48246,1.16365,0.96082,-0.31685,1.02119,-0.15487,0.29338,1.11406,1.46191,-1.37983,-1.54858,CL6,CL1,CL0,CL2,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
581,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.14882,0.80523,0.58331,0.13136,0.75830,-0.21712,-0.21575,CL5,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
582,0.49788,0.48246,-0.61113,0.96082,-0.31685,-1.19430,0.00332,-1.11902,-0.01729,-1.92173,1.86203,-0.21575,CL6,CL1,CL1,CL1,CL6,CL2,CL6,CL2,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
583,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,1.58487,0.44585,-0.30172,-0.65253,0.88113,0.76540,CL6,CL0,CL4,CL0,CL6,CL5,CL6,CL0,CL0,CL5,CL0,CL4,CL2,CL0,CL0,CL2,CL6,CL0,CL0
584,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.31287,1.28610,1.65653,-0.30172,0.93949,0.52975,0.07987,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
585,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.00332,-0.58331,0.43852,-0.40581,-0.21712,1.22470,CL5,CL0,CL0,CL3,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
586,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.24649,0.16767,-0.31776,-1.21213,0.75830,1.29221,0.40148,CL2,CL0,CL2,CL0,CL3,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
587,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.73545,-0.57545,1.24033,-1.07533,-0.27607,0.52975,0.40148,CL2,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
588,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.31287,0.32197,-0.31776,0.76096,-1.78169,0.19268,0.76540,CL5,CL5,CL2,CL4,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
589,-0.07854,0.48246,-1.73790,0.96082,-0.31685,-0.46725,1.58487,0.44585,0.94156,0.12331,-0.21712,0.07987,CL5,CL3,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL0
590,1.82213,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,-0.15487,0.29338,-0.91699,0.41594,0.52975,0.07987,CL2,CL1,CL0,CL1,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL0,CL0
591,0.49788,-0.48246,-2.43591,0.96082,-0.31685,-0.58016,0.00332,-0.58331,-0.60633,0.58489,-0.21712,0.40148,CL3,CL3,CL2,CL1,CL6,CL6,CL5,CL2,CL0,CL2,CL1,CL0,CL0,CL1,CL1,CL0,CL6,CL0,CL1
592,0.49788,0.48246,0.45468,0.96082,-0.31685,0.41667,-0.43999,-0.31776,-1.62090,1.63088,-0.21712,-0.84637,CL6,CL0,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
593,0.49788,0.48246,-0.05921,-0.57009,-0.31685,-2.75696,0.96248,0.14143,0.43852,2.04506,-0.71126,-0.21575,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL2,CL3,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
594,-0.07854,-0.48246,-0.05921,-0.28519,-0.22166,-0.05188,0.96248,-0.01928,0.59042,0.58489,0.19268,0.76540,CL5,CL0,CL3,CL0,CL6,CL5,CL5,CL3,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL2,CL6,CL0,CL0
595,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,-0.57545,-0.58331,-1.21213,-0.65253,1.29221,0.76540,CL5,CL2,CL3,CL4,CL6,CL5,CL5,CL2,CL0,CL3,CL0,CL2,CL3,CL2,CL0,CL3,CL0,CL0,CL0
596,1.09449,-0.48246,-0.05921,-0.28519,-0.31685,0.31287,0.16767,-0.45174,-1.34289,0.41594,-0.21712,0.76540,CL6,CL1,CL1,CL2,CL6,CL1,CL4,CL1,CL1,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
597,-0.95197,-0.48246,-1.73790,0.96082,-0.31685,-1.43907,0.80523,0.72330,0.94156,0.93949,0.52975,1.22470,CL5,CL2,CL0,CL0,CL5,CL5,CL5,CL3,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
598,1.82213,0.48246,-0.05921,0.24923,-0.31685,-0.34799,-0.43999,-0.31776,-0.76096,0.58489,0.88113,1.22470,CL1,CL1,CL1,CL2,CL6,CL4,CL5,CL1,CL1,CL0,CL0,CL0,CL6,CL1,CL3,CL1,CL1,CL0,CL1
599,1.09449,0.48246,-0.05921,-0.57009,-0.31685,0.04257,0.16767,-0.58331,0.43852,0.25953,-0.21712,-0.52593,CL5,CL1,CL0,CL2,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL2,CL3,CL0,CL0
600,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.52135,-0.15487,0.29338,-0.01729,-0.89891,0.52975,0.40148,CL4,CL0,CL2,CL0,CL5,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL3,CL6,CL0,CL0
601,1.09449,0.48246,1.16365,0.96082,-0.31685,0.73545,-0.57545,-0.58331,1.81866,0.12331,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
602,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,1.11406,0.72330,0.13136,-1.01450,1.86203,1.22470,CL4,CL5,CL0,CL0,CL6,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL4,CL0,CL0,CL4,CL6,CL0,CL0
603,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-1.63340,-1.11902,-2.07848,0.58489,0.52975,1.22470,CL6,CL3,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL2
604,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.98437,-0.94779,0.72330,-0.60633,-1.01450,0.52975,0.76540,CL6,CL3,CL0,CL2,CL6,CL6,CL3,CL0,CL0,CL2,CL0,CL0,CL6,CL3,CL3,CL4,CL6,CL0,CL0
605,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,-0.67825,-0.80615,-0.45174,-1.47955,0.12331,-0.71126,-0.21575,CL5,CL0,CL0,CL2,CL6,CL5,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL3,CL0,CL3,CL5,CL0,CL2
606,0.49788,0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.32197,0.29338,0.94156,0.41594,-0.71126,-0.52593,CL5,CL0,CL0,CL5,CL6,CL5,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL5,CL0,CL0
607,1.82213,0.48246,1.16365,-0.57009,-0.31685,-2.52197,1.11406,1.88511,1.28610,-1.01450,-0.71126,-0.52593,CL5,CL3,CL1,CL2,CL6,CL6,CL6,CL1,CL2,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
608,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.46725,0.00332,-1.11902,1.45039,-0.78155,-0.21712,1.22470,CL5,CL0,CL0,CL0,CL6,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
609,1.09449,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.00332,0.88309,2.03972,-0.14277,-0.71126,0.07987,CL2,CL1,CL0,CL0,CL6,CL3,CL3,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
610,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.69163,1.28610,1.24033,0.13136,1.13407,0.52975,1.92173,CL6,CL6,CL4,CL4,CL6,CL6,CL6,CL6,CL2,CL4,CL2,CL3,CL4,CL2,CL0,CL3,CL1,CL0,CL5
611,1.82213,0.48246,-0.05921,0.24923,-0.31685,1.23461,-0.80615,-1.42424,1.11406,-1.51840,1.86203,-0.21575,CL4,CL1,CL0,CL1,CL5,CL5,CL4,CL3,CL3,CL0,CL0,CL0,CL0,CL1,CL0,CL4,CL1,CL0,CL1
612,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,0.96248,0.88309,0.13136,-0.65253,0.19268,1.92173,CL6,CL1,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL0,CL3,CL1,CL0,CL0,CL6,CL0,CL0
613,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.67825,0.32197,-0.58331,1.28610,0.58489,0.52975,1.22470,CL5,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL2,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL6,CL0,CL2
614,0.49788,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.16767,-0.17779,-0.30172,-0.40581,-0.21712,-0.52593,CL1,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL4,CL0,CL1,CL5,CL1,CL0,CL2,CL1,CL0,CL0
615,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.98437,-0.30033,-0.31776,-1.62090,-0.65253,0.19268,0.07987,CL6,CL3,CL2,CL5,CL5,CL6,CL6,CL3,CL0,CL2,CL0,CL0,CL6,CL0,CL0,CL2,CL6,CL0,CL1
616,-0.07854,0.48246,-2.43591,-0.57009,-0.31685,-0.24649,0.63779,-0.71727,-0.91699,0.25953,1.29221,-0.21575,CL3,CL2,CL0,CL3,CL6,CL3,CL4,CL3,CL3,CL3,CL3,CL0,CL0,CL3,CL3,CL2,CL6,CL0,CL2
617,0.49788,0.48246,1.16365,0.96082,-0.31685,0.13606,-0.15487,-0.45174,0.76096,-0.27607,0.88113,1.22470,CL6,CL0,CL0,CL1,CL6,CL2,CL2,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
618,1.09449,0.48246,-0.61113,-0.57009,-0.31685,1.02119,0.16767,-0.17779,-0.60633,-1.01450,1.29221,1.22470,CL2,CL6,CL1,CL6,CL6,CL6,CL6,CL2,CL1,CL0,CL0,CL0,CL2,CL1,CL2,CL4,CL4,CL0,CL0
619,1.09449,-0.48246,-0.05921,0.21128,-0.31685,-0.92104,1.28610,-0.31776,-0.60633,0.75830,-0.71126,0.07987,CL3,CL2,CL2,CL3,CL6,CL6,CL5,CL0,CL0,CL0,CL1,CL0,CL5,CL2,CL0,CL2,CL6,CL0,CL1
620,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.05188,1.11406,0.88309,0.13136,-0.00665,0.52975,0.07987,CL5,CL0,CL2,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
621,1.82213,-0.48246,1.16365,0.96082,-0.31685,-0.67825,-0.94779,0.72330,-0.91699,0.58489,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
622,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.52135,-1.37639,-0.45174,1.45039,-1.78169,1.29221,0.40148,CL5,CL0,CL0,CL0,CL6,CL5,CL6,CL0,CL0,CL4,CL0,CL4,CL2,CL0,CL0,CL0,CL6,CL0,CL2
623,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.92104,0.63779,-0.17779,-1.34289,0.25953,0.88113,0.40148,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
624,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.14882,0.47617,-0.31776,0.28783,1.63088,-0.71126,-1.54858,CL5,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
625,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.34799,0.00332,-0.45174,-0.30172,-1.38502,1.86203,-0.52593,CL6,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL1,CL2,CL0,CL1
626,0.49788,0.48246,1.98437,0.96082,-0.31685,0.04257,0.00332,-1.27553,-0.01729,0.25953,-1.37983,-0.21575,CL6,CL0,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0
627,0.49788,0.48246,-0.05921,0.96082,-0.31685,-0.34799,-0.57545,-0.58331,-0.91699,0.25953,-0.71126,-1.54858,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL2,CL2,CL0,CL0
628,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.05188,-0.43999,-0.84732,-0.45321,0.41594,-0.21712,-0.21575,CL6,CL1,CL2,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL0
629,0.49788,-0.48246,1.98437,0.96082,-0.31685,-1.69163,-0.94779,-1.55521,1.81866,0.58489,-2.55524,-0.84637,CL5,CL1,CL1,CL2,CL5,CL5,CL6,CL3,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL2,CL5,CL0,CL0
630,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.23461,-1.09207,-1.27553,1.61108,0.25953,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
631,1.09449,0.48246,1.98437,0.96082,-0.22166,-0.46725,0.47617,0.58331,0.28783,-0.14277,-0.21712,-2.07848,CL5,CL0,CL0,CL1,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
632,0.49788,0.48246,1.98437,0.96082,-0.31685,0.52135,-0.30033,1.65653,0.28783,1.13407,-1.37983,-2.07848,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL5,CL0,CL0
633,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.41667,-0.15487,-0.31776,2.23427,1.13407,-1.37983,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
634,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,-0.43999,-1.27553,-0.91699,0.75830,-1.37983,-2.07848,CL5,CL0,CL2,CL0,CL4,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
635,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.67825,1.74091,0.44585,0.13136,0.25953,-0.71126,0.07987,CL5,CL0,CL2,CL2,CL6,CL3,CL5,CL3,CL0,CL2,CL0,CL2,CL3,CL0,CL0,CL2,CL5,CL0,CL0
636,0.49788,0.48246,1.98437,0.96082,-0.31685,1.23461,0.16767,-0.01928,-1.07533,-0.65253,-0.21712,1.22470,CL6,CL3,CL3,CL6,CL6,CL5,CL5,CL5,CL0,CL5,CL1,CL3,CL3,CL2,CL1,CL2,CL6,CL0,CL1
637,0.49788,-0.48246,0.45468,0.96082,-0.31685,-0.79151,-0.30033,-0.17779,1.11406,-0.52745,-0.71126,0.07987,CL5,CL2,CL2,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL1,CL0,CL2,CL1,CL0,CL0
638,1.09449,0.48246,0.45468,0.96082,-0.31685,-0.67825,0.32197,-0.45174,0.43852,-0.00665,0.19268,-0.21575,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
639,0.49788,0.48246,-0.05921,0.24923,-0.31685,-0.34799,0.16767,-0.97631,0.76096,0.41594,-1.37983,-1.18084,CL4,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
640,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,-0.57545,-1.42424,-0.15487,1.63088,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
641,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.24649,1.74091,0.88309,1.28610,0.41594,0.52975,1.92173,CL5,CL1,CL2,CL3,CL6,CL6,CL6,CL4,CL0,CL3,CL0,CL2,CL2,CL2,CL0,CL2,CL6,CL0,CL0
642,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.69509,0.44585,0.13136,-0.14277,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
643,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.67825,0.96248,0.88309,2.23427,1.81175,-0.21712,0.40148,CL5,CL1,CL1,CL0,CL4,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL4,CL0,CL0,CL1,CL1,CL0,CL1
644,-0.07854,0.48246,1.16365,0.96082,-1.10702,-1.05308,0.63779,-0.31776,1.28610,1.30612,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL4,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
645,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.22393,-0.30033,-1.68062,0.59042,-0.65253,-0.21712,0.07987,CL5,CL3,CL3,CL0,CL5,CL4,CL6,CL5,CL0,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0
646,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.04257,-0.30033,-0.31776,-0.76096,-0.40581,1.29221,-0.52593,CL5,CL0,CL0,CL0,CL4,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
647,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.46725,-0.15487,-0.31776,-0.15487,0.75830,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
648,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.43907,1.45421,1.06238,-1.62090,0.93949,-0.71126,0.40148,CL6,CL0,CL0,CL3,CL6,CL5,CL6,CL4,CL0,CL4,CL0,CL0,CL4,CL0,CL3,CL3,CL6,CL0,CL2
649,0.49788,0.48246,1.16365,-0.57009,-0.31685,1.13281,0.16767,1.06238,2.03972,-1.01450,1.29221,1.92173,CL6,CL2,CL1,CL3,CL4,CL6,CL5,CL3,CL4,CL1,CL3,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL0
650,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,0.80523,-1.27553,-0.01729,2.04506,0.19268,-1.18084,CL5,CL2,CL1,CL0,CL2,CL2,CL5,CL2,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL0,CL2,CL0,CL0
651,1.09449,0.48246,1.16365,0.96082,-0.31685,-0.46725,2.12700,2.44904,1.61108,0.12331,1.29221,0.40148,CL5,CL2,CL2,CL4,CL6,CL5,CL6,CL4,CL1,CL5,CL0,CL3,CL4,CL2,CL1,CL2,CL6,CL0,CL0
652,-0.07854,-0.48246,1.16365,0.96082,-0.31685,0.62967,0.47617,0.44585,0.59042,-1.01450,0.19268,-1.18084,CL5,CL0,CL2,CL0,CL6,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
653,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,1.02119,1.28610,1.24033,-0.60633,-1.01450,0.19268,0.40148,CL5,CL5,CL3,CL4,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL4,CL5,CL5,CL3,CL4,CL6,CL0,CL3
654,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.63779,-0.01928,0.13136,-0.00665,1.29221,0.40148,CL6,CL0,CL0,CL0,CL4,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL2,CL0,CL0
655,0.49788,0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.96248,-0.71727,0.43852,1.13407,-0.71126,-0.84637,CL5,CL0,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL3,CL0,CL2,CL0,CL0
656,-0.07854,-0.48246,1.16365,-0.28519,0.11440,-0.46725,1.74091,-0.45174,-0.15487,-1.01450,0.52975,0.76540,CL5,CL0,CL0,CL2,CL6,CL4,CL5,CL0,CL3,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
657,1.09449,-0.48246,-0.61113,0.24923,-0.31685,1.23461,-0.57545,0.29338,-1.21213,-1.13788,1.29221,0.40148,CL4,CL0,CL0,CL0,CL6,CL6,CL5,CL2,CL3,CL0,CL0,CL0,CL3,CL2,CL0,CL5,CL6,CL0,CL0
658,1.09449,-0.48246,-0.05921,0.96082,-0.31685,1.13281,-1.37639,1.43533,-0.45321,-1.38502,1.86203,1.92173,CL5,CL1,CL1,CL1,CL6,CL4,CL6,CL1,CL0,CL2,CL1,CL1,CL1,CL1,CL1,CL1,CL6,CL0,CL0
659,-0.95197,-0.48246,1.16365,0.96082,-0.31685,0.62967,0.16767,0.44585,-0.30172,-0.52745,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
660,-0.07854,-0.48246,1.98437,0.21128,-0.31685,-0.79151,1.45421,1.88511,-0.91699,-0.40581,1.29221,0.40148,CL5,CL3,CL2,CL0,CL6,CL6,CL5,CL5,CL2,CL4,CL0,CL2,CL0,CL2,CL2,CL2,CL6,CL0,CL1
661,-0.07854,0.48246,1.16365,0.96082,-1.10702,-1.32828,0.47617,-0.01928,1.11406,0.12331,-1.37983,-1.54858,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
662,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,-1.09207,-0.71727,-0.15487,1.46191,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
663,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.04257,0.16767,0.29338,2.03972,1.81175,0.52975,-1.18084,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
664,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.23461,-1.23177,-0.31776,-1.34289,-1.38502,-0.21712,-0.52593,CL6,CL1,CL0,CL3,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL1
665,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.43999,0.58331,0.28783,-0.52745,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL4,CL0,CL0
666,-0.07854,0.48246,1.98437,0.96082,-0.31685,1.13281,-0.43999,0.14143,0.28783,-0.27607,-0.71126,-0.21575,CL6,CL2,CL2,CL0,CL5,CL2,CL6,CL2,CL1,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL2,CL0,CL1
667,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-2.05048,-0.30033,0.14143,-0.15487,-0.89891,0.88113,0.40148,CL3,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
668,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.91093,-0.69509,1.24033,-0.30172,0.25953,-0.21712,0.07987,CL4,CL2,CL1,CL6,CL4,CL5,CL6,CL4,CL4,CL3,CL5,CL3,CL2,CL2,CL6,CL3,CL6,CL0,CL0
669,1.09449,-0.48246,0.45468,0.96082,-0.31685,-1.69163,2.12700,0.14143,0.28783,-0.40581,0.19268,-0.21575,CL5,CL0,CL1,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL1
670,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-0.58016,0.96248,0.44585,-0.30172,-0.14277,0.19268,0.76540,CL6,CL0,CL3,CL5,CL6,CL6,CL6,CL4,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
671,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-0.34799,0.16767,-0.45174,-0.76096,-0.40581,-2.55524,-0.52593,CL5,CL0,CL3,CL0,CL6,CL5,CL5,CL2,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
672,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.46725,0.80523,-0.01928,-0.60633,0.12331,0.88113,1.22470,CL2,CL1,CL1,CL0,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
673,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.24649,0.00332,1.43533,0.76096,0.93949,0.52975,-0.21575,CL2,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL6,CL0,CL0
674,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.23461,1.11406,0.44585,0.59042,0.93949,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
675,-0.95197,0.48246,1.16365,0.96082,-0.50212,0.82562,-0.69509,-0.58331,-0.60633,-1.01450,-0.71126,0.76540,CL3,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
676,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.30033,-0.71727,-0.76096,-0.78155,0.19268,1.22470,CL3,CL2,CL1,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL3,CL3,CL1,CL0,CL3,CL6,CL0,CL1
677,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.22393,0.00332,-1.68062,-0.15487,0.25953,0.88113,0.76540,CL3,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL6,CL0,CL0
678,-0.07854,-0.48246,0.45468,0.96082,-0.31685,0.52135,-0.30033,0.44585,-0.60633,-0.65253,-0.21712,-0.21575,CL6,CL2,CL2,CL0,CL4,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
679,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,2.28554,-2.11437,-0.31776,-0.01729,-2.04506,-1.37983,-1.54858,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2
680,-0.95197,0.48246,-0.61113,0.96082,-0.31685,0.62967,-0.30033,-0.58331,-1.21213,1.46191,-0.71126,1.22470,CL5,CL4,CL3,CL3,CL6,CL3,CL4,CL3,CL0,CL0,CL0,CL0,CL4,CL0,CL3,CL0,CL3,CL0,CL3
681,1.09449,-0.48246,1.98437,0.96082,-0.31685,0.22393,-0.80615,-0.17779,-0.01729,-2.04506,-0.71126,-2.07848,CL6,CL6,CL1,CL3,CL6,CL1,CL4,CL3,CL3,CL6,CL3,CL3,CL3,CL2,CL2,CL2,CL0,CL0,CL0
682,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-1.32828,0.00332,-1.27553,-0.60633,0.12331,0.88113,0.76540,CL6,CL0,CL2,CL3,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
683,-0.07854,-0.48246,1.16365,0.96082,-0.31685,1.37297,-1.76250,0.44585,0.28783,0.58489,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
684,0.49788,0.48246,0.45468,0.96082,-0.31685,0.52135,-0.15487,-0.45174,-0.15487,-0.65253,-1.37983,-0.52593,CL3,CL2,CL2,CL2,CL3,CL3,CL4,CL3,CL1,CL2,CL0,CL2,CL2,CL2,CL0,CL3,CL1,CL0,CL0
685,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.91093,-0.69509,1.24033,-1.21213,-1.51840,1.29221,1.92173,CL4,CL0,CL0,CL6,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL1,CL4,CL0,CL0
686,-0.07854,-0.48246,0.45468,-0.09765,-0.31685,-0.34799,0.16767,0.72330,-0.45321,-0.78155,0.88113,0.40148,CL6,CL5,CL3,CL5,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL2,CL3,CL4,CL0,CL4,CL5,CL0,CL0
687,-0.95197,0.48246,-0.61113,0.24923,-0.31685,1.60383,0.96248,1.43533,-0.30172,-0.89891,0.88113,1.22470,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
688,1.09449,0.48246,-2.43591,-0.09765,-0.31685,-0.92104,0.63779,-0.97631,0.94156,0.25953,-1.37983,-2.07848,CL4,CL1,CL0,CL2,CL5,CL5,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL3,CL0,CL0
689,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,1.11406,-0.31776,-1.21213,0.58489,0.88113,1.22470,CL2,CL2,CL1,CL3,CL6,CL6,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
690,1.82213,0.48246,1.16365,0.96082,-0.31685,0.82562,-0.69509,-0.45174,-0.01729,-0.14277,1.86203,0.40148,CL6,CL1,CL0,CL1,CL6,CL1,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
691,1.82213,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.69509,-1.42424,-1.47955,-0.14277,0.52975,-0.52593,CL6,CL0,CL0,CL2,CL6,CL0,CL4,CL0,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL6,CL0,CL0
692,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.15487,-0.97631,0.13136,0.41594,-0.71126,-0.52593,CL4,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
693,1.09449,0.48246,1.16365,0.96082,-0.31685,0.22393,-0.69509,-0.31776,-0.30172,-0.52745,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
694,0.49788,-0.48246,1.16365,0.96082,-0.31685,-1.19430,-0.30033,0.14143,0.43852,0.58489,-1.37983,-0.84637,CL6,CL1,CL0,CL0,CL6,CL2,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
695,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.57545,-0.45174,-0.60633,-0.27607,0.19268,-0.21575,CL5,CL1,CL1,CL0,CL6,CL6,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL1,CL0,CL1,CL2,CL0,CL1
696,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.14882,-0.43999,-0.01928,1.28610,1.81175,-0.71126,-1.18084,CL6,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
697,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.79151,0.32197,0.44585,-1.47955,1.46191,-0.21712,0.07987,CL5,CL1,CL1,CL0,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
698,1.09449,0.48246,0.45468,0.24923,0.11440,-1.69163,-0.30033,1.06238,1.61108,-0.00665,-0.71126,0.07987,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
699,0.49788,-0.48246,0.45468,-0.57009,-0.31685,-0.05188,-0.94779,0.88309,-0.01729,-0.65253,-0.21712,-0.52593,CL6,CL5,CL0,CL3,CL6,CL5,CL6,CL2,CL0,CL2,CL1,CL0,CL0,CL3,CL0,CL2,CL5,CL0,CL0
700,1.82213,-0.48246,-0.61113,0.96082,-0.31685,-0.14882,-1.09207,-0.71727,0.28783,-1.01450,-0.21712,0.40148,CL6,CL2,CL2,CL0,CL6,CL6,CL4,CL2,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL2,CL6,CL0,CL2
701,0.49788,0.48246,-0.61113,-0.28519,-0.31685,0.91093,0.16767,0.44585,-0.91699,0.12331,1.29221,1.22470,CL5,CL2,CL0,CL2,CL6,CL6,CL6,CL2,CL1,CL3,CL1,CL0,CL3,CL2,CL0,CL2,CL6,CL0,CL1
702,1.09449,-0.48246,-2.43591,0.96082,-0.31685,-1.05308,1.11406,0.44585,0.76096,1.13407,-0.71126,0.40148,CL1,CL1,CL1,CL2,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL2,CL6,CL0,CL0
703,0.49788,0.48246,0.45468,0.96082,-0.31685,-0.34799,0.63779,0.58331,-0.30172,-0.00665,0.88113,0.76540,CL3,CL1,CL2,CL2,CL4,CL3,CL6,CL0,CL0,CL3,CL0,CL2,CL3,CL2,CL0,CL3,CL2,CL0,CL0
704,1.82213,-0.48246,0.45468,0.96082,-0.31685,-1.43907,0.80523,-0.17779,-0.91699,-0.14277,-0.71126,0.07987,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
705,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,-0.30033,-0.58331,-0.60633,0.25953,-0.71126,-0.52593,CL6,CL1,CL1,CL1,CL1,CL6,CL1,CL1,CL1,CL1,CL1,CL1,CL3,CL1,CL1,CL1,CL1,CL0,CL1
706,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-1.43907,0.32197,1.06238,2.03972,0.12331,-0.71126,-0.21575,CL3,CL2,CL2,CL2,CL4,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL0
707,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.14882,-0.94779,-1.42424,-0.45321,0.25953,0.52975,-0.84637,CL4,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
708,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.05188,1.93886,0.29338,-0.15487,-0.52745,0.52975,0.40148,CL5,CL2,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL5,CL0,CL3,CL3,CL0,CL0,CL0,CL5,CL0,CL0
709,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.41667,-0.57545,-0.45174,0.76096,1.13407,-1.37983,-0.52593,CL5,CL0,CL3,CL0,CL6,CL3,CL6,CL0,CL0,CL4,CL0,CL3,CL3,CL0,CL0,CL0,CL2,CL0,CL0
710,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-0.92104,-0.30033,-0.71727,0.59042,0.41594,-0.71126,-1.54858,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
711,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.91093,0.16767,0.58331,-0.60633,-1.25773,0.19268,1.22470,CL5,CL2,CL3,CL2,CL3,CL6,CL6,CL2,CL0,CL2,CL0,CL3,CL3,CL3,CL0,CL2,CL5,CL0,CL0
712,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,-0.15487,-0.84732,1.11406,0.41594,-1.37983,-0.84637,CL3,CL0,CL0,CL6,CL3,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0
713,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.52135,0.32197,0.72330,0.13136,1.13407,-0.21712,-0.52593,CL4,CL3,CL0,CL2,CL5,CL3,CL5,CL2,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0,CL0,CL0,CL0
714,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,0.80523,0.88309,1.81866,-0.00665,0.88113,0.76540,CL6,CL5,CL2,CL0,CL6,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL3,CL5,CL0,CL0
715,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.73545,1.11406,0.44585,-1.07533,-0.27607,0.88113,1.92173,CL5,CL0,CL0,CL0,CL6,CL5,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
716,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.47617,1.06238,1.81866,0.25953,-0.21712,0.40148,CL5,CL3,CL0,CL6,CL6,CL6,CL4,CL3,CL3,CL2,CL2,CL0,CL2,CL3,CL3,CL3,CL6,CL0,CL2
717,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,-1.50796,-1.27553,-0.60633,-1.78169,1.29221,-0.84637,CL3,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
718,0.49788,-0.48246,0.45468,-0.57009,-0.31685,-0.79151,-0.80615,-0.31776,0.13136,0.25953,-0.71126,-0.84637,CL5,CL1,CL0,CL4,CL4,CL6,CL5,CL2,CL0,CL0,CL0,CL2,CL2,CL2,CL0,CL3,CL6,CL0,CL1
719,-0.95197,-0.48246,-1.73790,-0.28519,-0.31685,-0.05188,-1.23177,-0.71727,-0.60633,-0.27607,1.86203,1.22470,CL5,CL2,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
720,1.82213,-0.48246,0.45468,0.96082,-0.31685,-0.34799,-0.94779,-0.71727,-0.45321,-0.40581,0.52975,0.40148,CL5,CL1,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL1,CL0,CL1,CL0,CL1,CL1,CL0,CL0
721,0.49788,-0.48246,-0.61113,0.96082,-0.31685,1.23461,0.80523,0.88309,-0.15487,1.13407,0.88113,0.76540,CL6,CL4,CL3,CL5,CL6,CL6,CL6,CL2,CL0,CL3,CL2,CL2,CL3,CL2,CL0,CL3,CL6,CL0,CL1
722,0.49788,0.48246,-0.05921,0.96082,-0.31685,1.60383,-0.69509,0.29338,0.76096,0.12331,-0.71126,-0.84637,CL4,CL2,CL1,CL0,CL6,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
723,1.82213,-0.48246,-0.05921,0.96082,-0.31685,-0.05188,-0.30033,-0.01928,-0.60633,-0.40581,-1.37983,-1.18084,CL1,CL1,CL0,CL1,CL6,CL6,CL5,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
724,-0.07854,0.48246,0.45468,0.96082,-0.31685,-0.92104,1.45421,0.29338,0.94156,0.58489,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
725,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.13281,-0.57545,0.72330,0.76096,-0.40581,0.19268,-0.21575,CL4,CL3,CL0,CL1,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
726,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.31287,0.63779,0.72330,1.61108,0.25953,-0.21712,1.92173,CL5,CL2,CL3,CL3,CL6,CL5,CL6,CL4,CL0,CL5,CL0,CL4,CL3,CL4,CL0,CL3,CL3,CL0,CL0
727,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,2.28554,-0.94779,0.72330,-1.21213,-0.52745,-0.71126,-0.52593,CL6,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
728,-0.07854,0.48246,1.16365,0.96082,-0.22166,0.31287,0.63779,-0.58331,0.13136,-0.14277,0.19268,-0.21575,CL5,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
729,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.43907,0.16767,0.72330,-0.30172,-1.51840,0.19268,0.07987,CL4,CL0,CL0,CL0,CL3,CL3,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL4,CL0,CL0,CL0
730,-0.07854,0.48246,-1.73790,-0.09765,-0.31685,-0.58016,0.32197,0.14143,-0.60633,0.12331,1.29221,0.76540,CL6,CL2,CL2,CL2,CL6,CL6,CL5,CL2,CL2,CL2,CL2,CL2,CL0,CL4,CL2,CL6,CL6,CL2,CL2
731,0.49788,0.48246,0.45468,0.96082,-0.31685,0.73545,0.00332,-0.97631,-0.01729,-0.00665,-0.21712,-1.18084,CL5,CL1,CL1,CL0,CL6,CL1,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL1
732,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.79151,1.28610,-0.31776,-0.15487,-0.52745,0.19268,0.40148,CL4,CL4,CL2,CL0,CL4,CL5,CL4,CL0,CL0,CL3,CL0,CL0,CL5,CL0,CL0,CL3,CL0,CL0,CL0
733,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.23461,0.63779,0.72330,-0.15487,-0.00665,-0.71126,-0.21575,CL6,CL0,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
734,0.49788,-0.48246,-1.73790,0.96082,0.12600,0.62967,0.16767,0.29338,-0.30172,-0.27607,-0.21712,-0.52593,CL5,CL2,CL2,CL3,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL0
735,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.73545,1.11406,1.43533,-1.47955,-1.78169,0.88113,0.76540,CL6,CL3,CL3,CL3,CL5,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL3,CL6,CL0,CL0
736,-0.07854,0.48246,0.45468,0.96082,-0.31685,0.22393,2.12700,2.44904,1.61108,-0.65253,1.29221,1.22470,CL4,CL3,CL2,CL3,CL6,CL5,CL5,CL4,CL0,CL5,CL2,CL3,CL3,CL4,CL3,CL3,CL6,CL0,CL2
737,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.46725,-1.76250,-2.85950,-1.47955,-1.13788,-1.37983,0.07987,CL6,CL2,CL5,CL0,CL6,CL3,CL6,CL4,CL0,CL4,CL0,CL5,CL0,CL1,CL0,CL0,CL5,CL0,CL0
738,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.05308,1.74091,-0.01928,0.13136,2.33337,0.52975,1.22470,CL5,CL2,CL0,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL0,CL2,CL0,CL0
739,-0.95197,0.48246,-1.22751,-0.28519,-0.31685,1.23461,0.16767,1.43533,1.28610,0.58489,-0.71126,0.40148,CL4,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL6,CL0,CL3,CL4,CL5,CL3,CL5,CL3,CL0,CL0
740,-0.07854,-0.48246,1.16365,-0.28519,-0.31685,-0.05188,-1.37639,0.44585,-0.45321,-0.52745,0.19268,0.76540,CL6,CL2,CL0,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL0,CL3,CL4,CL0,CL4,CL6,CL0,CL2
741,0.49788,-0.48246,-0.61113,0.96082,-0.31685,-1.32828,0.16767,0.58331,1.28610,-0.65253,0.88113,0.07987,CL5,CL3,CL2,CL3,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL4,CL4,CL5,CL0,CL4,CL6,CL0,CL0
743,1.09449,0.48246,1.16365,0.96082,-0.31685,0.82562,-0.30033,0.29338,0.76096,1.63088,0.52975,0.40148,CL6,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
744,0.49788,0.48246,0.45468,0.96082,-0.31685,0.62967,0.16767,-0.71727,-0.91699,-0.89891,-1.37983,-1.18084,CL5,CL0,CL1,CL2,CL5,CL1,CL4,CL0,CL0,CL2,CL0,CL0,CL2,CL1,CL0,CL0,CL3,CL0,CL1
745,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.34799,0.00332,-0.58331,-0.91699,0.75830,0.52975,0.40148,CL1,CL0,CL0,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL6,CL0,CL0,CL0,CL0
746,1.09449,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,0.16767,-0.01928,0.59042,-1.51840,1.29221,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
747,-0.07854,0.48246,-1.73790,0.96082,-0.31685,0.73545,0.32197,-1.11902,0.43852,-0.40581,-0.71126,-0.21575,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
748,-0.07854,0.48246,1.16365,0.96082,-0.31685,-0.05188,0.47617,0.44585,0.28783,0.41594,-0.71126,-0.21575,CL4,CL0,CL2,CL2,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL0,CL5,CL0,CL0
749,0.49788,0.48246,-1.73790,0.96082,-0.31685,0.41667,-0.57545,-1.42424,-0.01729,-1.78169,0.19268,-0.21575,CL2,CL6,CL2,CL3,CL6,CL6,CL6,CL2,CL2,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0
750,0.49788,0.48246,1.98437,0.96082,-0.31685,-1.69163,0.96248,-0.97631,1.61108,2.04506,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
751,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.14882,0.00332,-0.01928,1.11406,-0.14277,-0.21712,0.40148,CL5,CL0,CL1,CL1,CL6,CL2,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL1
752,-0.07854,0.48246,-0.05921,0.96082,-0.31685,-2.34360,1.45421,-1.82919,1.11406,1.30612,-0.21712,-0.84637,CL6,CL2,CL0,CL0,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL1
753,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.60383,-0.30033,1.06238,1.45039,-1.78169,1.86203,0.07987,CL6,CL3,CL0,CL5,CL3,CL5,CL4,CL3,CL0,CL4,CL0,CL0,CL4,CL0,CL0,CL3,CL6,CL0,CL0
754,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.41667,1.11406,-0.58331,1.28610,0.41594,0.19268,0.40148,CL5,CL2,CL2,CL0,CL6,CL2,CL5,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL0
755,-0.07854,-0.48246,1.98437,0.96082,-0.31685,-0.92104,0.47617,1.43533,1.11406,-0.52745,0.19268,0.07987,CL4,CL1,CL1,CL2,CL6,CL5,CL5,CL2,CL0,CL1,CL0,CL0,CL3,CL3,CL0,CL2,CL4,CL0,CL0
756,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.43907,1.58487,1.65653,0.76096,2.63199,-0.71126,-1.18084,CL5,CL4,CL3,CL3,CL6,CL2,CL5,CL3,CL0,CL3,CL3,CL4,CL4,CL4,CL3,CL4,CL6,CL0,CL0
757,-0.95197,0.48246,1.16365,0.96082,0.12600,0.62967,0.32197,-0.58331,0.13136,0.75830,-0.21712,-0.21575,CL5,CL0,CL2,CL0,CL5,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0
758,-0.95197,0.48246,-0.61113,0.21128,-0.31685,2.28554,-0.43999,-0.17779,0.76096,-2.18109,1.29221,0.40148,CL6,CL6,CL0,CL0,CL5,CL6,CL5,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
759,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.63779,-0.01928,-0.15487,-0.27607,0.52975,1.22470,CL3,CL3,CL0,CL5,CL6,CL6,CL5,CL3,CL3,CL3,CL0,CL0,CL4,CL0,CL3,CL3,CL6,CL0,CL0
760,-0.95197,-0.48246,1.98437,0.96082,-0.31685,-2.75696,1.74091,0.58331,1.11406,0.25953,-0.71126,0.40148,CL6,CL0,CL2,CL2,CL6,CL3,CL3,CL2,CL2,CL3,CL0,CL3,CL4,CL3,CL6,CL0,CL6,CL0,CL0
761,-0.07854,-0.48246,0.45468,0.24923,-0.31685,0.04257,-0.94779,-0.84732,-0.45321,-0.65253,0.19268,1.22470,CL6,CL2,CL2,CL2,CL6,CL3,CL6,CL3,CL0,CL3,CL3,CL2,CL5,CL0,CL3,CL3,CL5,CL0,CL3
762,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,0.32197,-1.11902,-0.45321,-2.42317,2.90161,-0.21575,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
763,-0.07854,0.48246,0.45468,-0.09765,-0.31685,-1.32828,0.80523,1.43533,1.11406,0.12331,-0.21712,0.40148,CL6,CL6,CL2,CL4,CL5,CL6,CL5,CL2,CL0,CL6,CL0,CL2,CL6,CL3,CL0,CL2,CL3,CL0,CL0
764,-0.95197,0.48246,0.45468,0.96082,-0.31685,1.13281,0.80523,0.58331,0.94156,-1.51840,0.88113,-0.84637,CL5,CL0,CL0,CL2,CL5,CL3,CL0,CL3,CL3,CL2,CL0,CL0,CL0,CL0,CL0,CL3,CL5,CL0,CL2
765,-0.95197,-0.48246,-1.73790,0.96082,-0.31685,0.41667,-0.94779,1.06238,0.59042,-1.01450,0.52975,0.76540,CL5,CL0,CL2,CL0,CL4,CL5,CL3,CL2,CL0,CL3,CL0,CL2,CL2,CL3,CL0,CL3,CL4,CL0,CL0
766,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.16767,2.15324,0.76096,-0.00665,0.19268,1.22470,CL4,CL2,CL3,CL2,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL3,CL5,CL2,CL4,CL6,CL0,CL0
767,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-0.80615,0.29338,2.23427,-0.65253,0.52975,0.07987,CL6,CL3,CL0,CL6,CL6,CL1,CL5,CL3,CL3,CL3,CL2,CL0,CL2,CL4,CL6,CL2,CL6,CL0,CL3
768,-0.07854,-0.48246,1.16365,-0.46841,-0.31685,0.82562,-0.69509,0.14143,-0.76096,-0.27607,-0.71126,0.07987,CL6,CL2,CL3,CL6,CL6,CL6,CL6,CL3,CL0,CL2,CL2,CL3,CL4,CL2,CL3,CL3,CL6,CL0,CL3
769,-0.95197,0.48246,-0.05921,-0.57009,0.11440,-0.34799,0.63779,0.14143,-0.30172,0.75830,1.29221,-0.52593,CL4,CL6,CL0,CL6,CL6,CL6,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL6,CL0,CL0
770,-0.07854,-0.48246,0.45468,-0.09765,-0.31685,1.02119,0.16767,0.58331,0.43852,0.75830,-1.37983,0.76540,CL6,CL2,CL2,CL3,CL6,CL2,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL2,CL0,CL1
771,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,-1.63340,-1.27553,-0.01729,-0.89891,1.86203,1.22470,CL3,CL3,CL0,CL0,CL3,CL3,CL6,CL0,CL0,CL3,CL0,CL5,CL5,CL3,CL0,CL0,CL5,CL0,CL0
772,-0.95197,0.48246,1.16365,0.96082,-0.50212,0.52135,-1.37639,-1.82919,0.94156,0.25953,0.52975,-0.84637,CL0,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
773,1.09449,-0.48246,0.45468,0.96082,-0.31685,1.23461,-1.37639,-0.45174,-0.60633,-1.78169,0.19268,0.40148,CL6,CL5,CL3,CL3,CL6,CL6,CL5,CL3,CL0,CL3,CL1,CL6,CL6,CL2,CL1,CL5,CL1,CL0,CL2
774,1.09449,0.48246,-0.05921,0.24923,-0.31685,1.02119,-1.23177,-0.31776,-0.30172,-0.52745,-0.21712,-0.21575,CL1,CL1,CL0,CL6,CL4,CL6,CL3,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL6,CL1,CL6,CL0,CL1
775,-0.95197,-0.48246,-1.22751,-0.28519,-0.31685,-1.19430,-0.43999,0.58331,0.28783,-0.00665,-0.71126,-0.21575,CL4,CL2,CL0,CL2,CL6,CL4,CL5,CL0,CL0,CL4,CL2,CL2,CL2,CL5,CL2,CL2,CL6,CL0,CL0
776,-0.95197,0.48246,-0.61113,-0.28519,-0.31685,-1.69163,0.47617,0.88309,-0.30172,-1.78169,0.19268,0.40148,CL4,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL5,CL0,CL4,CL0,CL2,CL6,CL0,CL0
777,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,-0.43999,-0.84732,-0.30172,-0.00665,-0.71126,-1.54858,CL3,CL6,CL0,CL6,CL6,CL5,CL5,CL2,CL2,CL2,CL3,CL0,CL0,CL2,CL6,CL2,CL6,CL0,CL0
778,-0.95197,-0.48246,-0.61113,-0.57009,0.12600,0.52135,0.63779,0.72330,-0.60633,-0.52745,0.19268,0.07987,CL6,CL4,CL0,CL6,CL6,CL6,CL0,CL3,CL3,CL2,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL0
779,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,1.98437,0.00332,2.15324,-0.45321,-0.65253,0.88113,0.76540,CL4,CL6,CL0,CL5,CL5,CL6,CL6,CL3,CL0,CL3,CL0,CL5,CL3,CL5,CL0,CL5,CL4,CL0,CL0
780,1.09449,-0.48246,-1.22751,0.96082,-0.31685,-2.21844,1.11406,-0.31776,0.59042,-0.40581,0.19268,-0.52593,CL5,CL3,CL1,CL0,CL6,CL6,CL5,CL2,CL0,CL4,CL1,CL2,CL6,CL3,CL0,CL5,CL1,CL0,CL1
781,-0.95197,0.48246,-0.05921,-0.57009,-0.31685,1.02119,-2.11437,-0.17779,0.43852,-0.00665,-1.37983,-0.84637,CL4,CL3,CL0,CL0,CL3,CL3,CL3,CL3,CL0,CL2,CL2,CL0,CL3,CL2,CL3,CL2,CL3,CL0,CL0
782,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,1.02119,-0.94779,-0.84732,-1.34289,-0.78155,0.19268,0.76540,CL6,CL0,CL0,CL5,CL6,CL5,CL5,CL1,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
783,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,1.13281,-1.23177,0.29338,-0.01729,-1.13788,1.86203,1.92173,CL3,CL3,CL0,CL2,CL6,CL4,CL3,CL4,CL2,CL3,CL2,CL2,CL3,CL3,CL3,CL0,CL4,CL0,CL3
784,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.82562,-0.43999,0.88309,0.43852,-0.52745,0.52975,1.22470,CL6,CL3,CL0,CL3,CL3,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL2,CL3,CL0,CL0
785,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.47617,0.88309,-0.01729,1.13407,-0.21712,1.22470,CL6,CL5,CL0,CL4,CL5,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0,CL2,CL0,CL0
786,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,1.37297,-0.80615,0.88309,-0.01729,0.25953,-0.21712,0.76540,CL4,CL2,CL0,CL3,CL5,CL5,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL2,CL3,CL0,CL0
787,-0.95197,-0.48246,-0.05921,-0.28519,-0.31685,-0.58016,0.00332,0.14143,-0.30172,-1.64101,0.88113,0.76540,CL3,CL3,CL2,CL3,CL4,CL6,CL5,CL3,CL0,CL3,CL0,CL3,CL4,CL3,CL0,CL3,CL6,CL0,CL2
788,0.49788,-0.48246,-0.05921,-0.28519,-0.31685,0.82562,-0.57545,0.14143,-0.76096,0.12331,1.29221,0.07987,CL6,CL1,CL2,CL1,CL6,CL2,CL3,CL2,CL2,CL2,CL1,CL0,CL2,CL1,CL0,CL2,CL6,CL0,CL1
789,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-1.69163,1.28610,-0.58331,-0.60633,-1.13788,1.86203,0.76540,CL5,CL0,CL2,CL0,CL5,CL0,CL6,CL5,CL0,CL5,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0
790,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-2.05048,0.16767,0.72330,0.13136,0.75830,0.19268,1.22470,CL3,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0
791,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,-0.14882,-0.43999,0.88309,-0.60633,-0.78155,1.29221,0.76540,CL5,CL3,CL5,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL2,CL3,CL3,CL0,CL3,CL5,CL0,CL5
792,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,-0.15487,0.58331,-1.62090,-0.14277,1.29221,1.92173,CL5,CL3,CL4,CL3,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL5,CL5,CL0,CL4,CL0,CL4,CL0,CL2
793,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.82562,0.63779,0.29338,-1.07533,-1.38502,-0.71126,-0.21575,CL5,CL5,CL3,CL3,CL6,CL5,CL6,CL3,CL2,CL3,CL3,CL4,CL5,CL5,CL3,CL3,CL3,CL0,CL3
794,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.04257,2.12700,-0.31776,-0.60633,-0.00665,1.29221,0.07987,CL5,CL2,CL3,CL0,CL6,CL0,CL6,CL4,CL0,CL5,CL0,CL3,CL5,CL2,CL0,CL0,CL0,CL0,CL1
795,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-0.05188,-0.57545,1.24033,1.28610,-0.52745,0.19268,0.76540,CL6,CL1,CL2,CL0,CL6,CL6,CL5,CL0,CL0,CL2,CL0,CL2,CL2,CL3,CL0,CL3,CL6,CL0,CL0
796,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.57545,-0.31776,-0.60633,1.13407,-0.71126,-0.21575,CL3,CL3,CL0,CL0,CL6,CL6,CL4,CL5,CL0,CL5,CL0,CL0,CL3,CL5,CL0,CL4,CL2,CL0,CL0
797,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,-0.94779,-0.31776,0.43852,-0.14277,-0.21712,0.76540,CL3,CL6,CL0,CL5,CL5,CL6,CL4,CL4,CL3,CL4,CL5,CL3,CL5,CL4,CL3,CL5,CL6,CL0,CL0
798,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.58016,0.80523,0.44585,0.59042,1.30612,-0.71126,0.76540,CL5,CL3,CL2,CL0,CL4,CL5,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL2
799,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,0.13606,1.11406,0.72330,-0.30172,0.75830,-0.21712,1.22470,CL6,CL3,CL0,CL3,CL6,CL4,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0
800,0.49788,0.48246,-0.61113,0.96082,-0.31685,1.23461,0.63779,1.43533,0.43852,-0.65253,1.86203,-0.52593,CL5,CL2,CL1,CL1,CL6,CL6,CL5,CL3,CL1,CL5,CL1,CL1,CL3,CL1,CL1,CL1,CL5,CL0,CL0
801,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.19430,0.16767,-0.01928,0.43852,2.04506,-0.21712,-0.21575,CL4,CL3,CL0,CL3,CL6,CL4,CL6,CL3,CL0,CL4,CL0,CL0,CL6,CL3,CL3,CL3,CL3,CL0,CL0
802,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-0.43999,-0.17779,0.59042,-1.01450,0.52975,0.40148,CL3,CL5,CL2,CL2,CL6,CL6,CL5,CL2,CL0,CL2,CL0,CL2,CL3,CL2,CL2,CL2,CL2,CL0,CL1
803,-0.95197,-0.48246,-1.22751,0.21128,-0.31685,-0.46725,0.32197,0.14143,-0.76096,-0.65253,0.88113,1.22470,CL5,CL4,CL0,CL3,CL6,CL5,CL6,CL0,CL0,CL3,CL0,CL0,CL4,CL0,CL0,CL0,CL5,CL0,CL5
804,1.09449,0.48246,0.45468,-0.57009,-0.31685,0.13606,-0.94779,-0.97631,0.76096,-0.27607,-1.37983,1.22470,CL6,CL6,CL1,CL0,CL6,CL4,CL5,CL3,CL0,CL0,CL3,CL0,CL6,CL2,CL0,CL0,CL6,CL0,CL0
805,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-1.09207,-0.45174,0.94156,-0.00665,-0.21712,0.07987,CL5,CL2,CL0,CL3,CL6,CL2,CL4,CL1,CL1,CL1,CL0,CL0,CL2,CL2,CL2,CL2,CL6,CL0,CL1
806,-0.95197,0.48246,0.45468,0.24923,-0.31685,1.98437,-1.50796,1.43533,-1.77200,0.41594,0.52975,0.07987,CL6,CL4,CL3,CL6,CL6,CL2,CL4,CL6,CL4,CL4,CL6,CL5,CL4,CL5,CL0,CL5,CL6,CL0,CL0
807,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.16767,-0.31776,-0.45321,-0.89891,1.29221,0.76540,CL2,CL6,CL0,CL6,CL6,CL3,CL4,CL3,CL2,CL2,CL3,CL3,CL0,CL2,CL3,CL3,CL6,CL0,CL1
808,-0.95197,-0.48246,-1.43719,-0.09765,-0.31685,-0.34799,0.80523,0.72330,0.59042,-0.89891,1.86203,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL4,CL3,CL0,CL0
809,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.02119,0.80523,1.06238,-1.07533,-0.52745,0.88113,1.22470,CL6,CL0,CL0,CL5,CL6,CL3,CL5,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0
810,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.41667,-1.92173,-0.97631,0.76096,-1.51840,-1.37983,-0.84637,CL3,CL3,CL0,CL3,CL6,CL3,CL6,CL3,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL2
811,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-1.69163,-0.80615,-1.27553,1.81866,-0.14277,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL4,CL4,CL4,CL3,CL0,CL3,CL0,CL3,CL3,CL0,CL0,CL0,CL6,CL0,CL0
812,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-1.69163,0.80523,1.06238,-0.91699,-0.40581,-0.71126,0.07987,CL3,CL0,CL0,CL0,CL3,CL4,CL4,CL0,CL0,CL5,CL0,CL3,CL3,CL3,CL0,CL4,CL0,CL0,CL3
813,1.09449,0.48246,0.45468,-0.57009,-0.31685,1.23461,1.74091,0.88309,-1.92595,-1.64101,0.88113,1.22470,CL6,CL4,CL1,CL2,CL6,CL3,CL6,CL3,CL2,CL3,CL1,CL0,CL4,CL1,CL3,CL1,CL4,CL0,CL0
814,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.13281,-0.69509,-0.01928,-1.34289,-0.89891,1.29221,1.22470,CL4,CL0,CL0,CL4,CL6,CL5,CL4,CL3,CL0,CL0,CL3,CL5,CL6,CL0,CL0,CL3,CL6,CL0,CL3
815,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.52135,-0.57545,0.72330,-1.62090,0.41594,-0.21712,0.40148,CL3,CL2,CL0,CL2,CL6,CL2,CL5,CL2,CL2,CL2,CL5,CL0,CL3,CL2,CL3,CL0,CL6,CL0,CL2
816,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.67825,0.00332,-0.45174,-0.91699,0.25953,0.52975,1.92173,CL5,CL3,CL4,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL4,CL3,CL0,CL3,CL6,CL0,CL2
817,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,2.46262,0.32197,0.29338,-0.91699,-1.01450,1.86203,1.22470,CL5,CL2,CL0,CL6,CL5,CL5,CL4,CL3,CL5,CL3,CL3,CL3,CL2,CL2,CL3,CL2,CL6,CL0,CL2
818,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.13606,-0.94779,-0.01928,0.43852,0.75830,-0.21712,-0.52593,CL3,CL0,CL0,CL0,CL1,CL5,CL5,CL0,CL0,CL3,CL3,CL3,CL4,CL3,CL0,CL4,CL0,CL0,CL0
819,1.09449,-0.48246,1.98437,-0.09765,-0.31685,0.62967,0.16767,0.88309,2.46262,0.25953,-0.71126,0.40148,CL4,CL3,CL2,CL4,CL4,CL5,CL4,CL2,CL1,CL2,CL3,CL1,CL2,CL2,CL1,CL2,CL3,CL0,CL1
820,-0.07854,0.48246,1.16365,0.96082,-0.31685,1.60383,-0.80615,-0.01928,-0.30172,-1.13788,0.19268,0.40148,CL5,CL2,CL3,CL5,CL6,CL6,CL5,CL2,CL0,CL4,CL0,CL4,CL6,CL0,CL0,CL2,CL5,CL0,CL1
821,-0.95197,-0.48246,-0.61113,-0.09765,-0.50212,-0.67825,1.74091,0.72330,0.13136,0.41594,0.88113,1.92173,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL5,CL4,CL3,CL0
822,-0.95197,0.48246,0.45468,-0.57009,-0.31685,-0.34799,0.32197,-0.17779,-0.15487,0.12331,0.88113,1.22470,CL5,CL4,CL0,CL0,CL6,CL2,CL4,CL4,CL0,CL3,CL0,CL3,CL2,CL3,CL0,CL3,CL3,CL0,CL3
823,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.05188,1.11406,0.72330,-0.45321,0.41594,-0.21712,1.22470,CL6,CL0,CL0,CL0,CL5,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0
824,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.16767,0.72330,0.28783,-0.40581,0.88113,1.22470,CL4,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL4,CL0,CL0,CL3,CL5,CL5,CL3,CL6,CL0,CL0
825,-0.95197,-0.48246,-0.61113,-0.28519,1.90725,0.04257,-0.30033,-0.17779,-2.07848,-2.04506,1.29221,1.22470,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL5,CL5,CL0,CL4,CL6,CL0,CL4
826,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,0.62967,-2.11437,-2.85950,0.94156,-1.38502,-0.71126,-1.18084,CL5,CL6,CL0,CL5,CL6,CL5,CL6,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0
827,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,0.63779,0.14143,-1.07533,1.30612,-0.21712,0.40148,CL6,CL2,CL0,CL4,CL6,CL6,CL6,CL6,CL5,CL5,CL6,CL0,CL3,CL5,CL6,CL2,CL2,CL0,CL0
828,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,1.45421,1.24033,-1.21213,-0.78155,0.52975,0.76540,CL3,CL6,CL0,CL4,CL6,CL6,CL5,CL4,CL3,CL6,CL4,CL3,CL6,CL4,CL5,CL4,CL0,CL0,CL0
829,-0.95197,-0.48246,0.45468,-0.28519,-0.31685,-0.92104,0.47617,-0.01928,-0.76096,-0.40581,0.19268,0.40148,CL6,CL2,CL0,CL4,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
830,-0.07854,0.48246,1.98437,-0.09765,-0.31685,1.72012,0.47617,1.06238,0.59042,0.12331,-1.37983,0.76540,CL5,CL3,CL0,CL0,CL3,CL3,CL6,CL0,CL0,CL5,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0
831,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,0.63779,1.88511,1.28610,-0.27607,-1.37983,0.40148,CL4,CL3,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0,CL4,CL0,CL0
832,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.31287,-0.43999,-0.71727,0.94156,-0.14277,0.19268,-0.21575,CL6,CL6,CL2,CL0,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL0,CL2,CL0,CL0,CL0,CL5,CL0,CL0
833,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.91093,-0.80615,0.14143,0.59042,-0.14277,-0.21712,0.76540,CL4,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL5,CL0,CL0
834,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.13606,-0.94779,1.43533,0.13136,0.58489,0.52975,1.92173,CL6,CL3,CL1,CL5,CL6,CL6,CL5,CL1,CL0,CL5,CL0,CL1,CL5,CL5,CL0,CL3,CL3,CL0,CL0
835,1.09449,0.48246,1.98437,-0.57009,-0.31685,0.04257,0.16767,-0.01928,-0.76096,-0.78155,0.88113,0.76540,CL6,CL6,CL1,CL4,CL4,CL1,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL1
836,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.82562,-0.69509,-0.01928,-0.30172,0.58489,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
837,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.52135,-0.94779,-0.45174,-0.15487,-0.14277,-0.21712,0.07987,CL6,CL3,CL0,CL2,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL2,CL3,CL3,CL2,CL3,CL6,CL0,CL2
838,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,-1.69163,0.16767,-0.01928,-0.30172,-1.51840,0.19268,0.07987,CL4,CL0,CL4,CL0,CL6,CL4,CL4,CL0,CL0,CL4,CL0,CL0,CL4,CL4,CL0,CL4,CL0,CL0,CL0
839,1.09449,-0.48246,1.16365,-0.57009,-0.31685,-0.34799,0.32197,0.14143,-1.21213,0.25953,0.19268,0.40148,CL3,CL6,CL3,CL2,CL6,CL2,CL4,CL2,CL0,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL5,CL0,CL3
840,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,-1.69163,1.74091,0.58331,0.43852,0.93949,1.29221,0.07987,CL4,CL0,CL0,CL0,CL4,CL4,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL5
841,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,0.73545,0.00332,2.15324,0.13136,-1.51840,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL4,CL0,CL4,CL5,CL3,CL0,CL3,CL6,CL0,CL2
842,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.22393,-1.37639,0.58331,-2.78793,-0.00665,0.88113,1.22470,CL5,CL6,CL2,CL5,CL6,CL5,CL5,CL3,CL2,CL3,CL3,CL2,CL3,CL3,CL6,CL3,CL6,CL0,CL2
843,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,-0.15487,0.88309,-0.45321,-1.25773,1.86203,0.76540,CL4,CL4,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL3
844,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.00332,0.29338,1.81866,1.30612,-0.21712,-0.52593,CL3,CL2,CL0,CL3,CL5,CL6,CL4,CL2,CL0,CL4,CL0,CL0,CL3,CL3,CL0,CL3,CL0,CL0,CL0
845,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,0.52135,-0.43999,0.14143,-1.07533,-0.27607,-1.37983,0.07987,CL6,CL1,CL0,CL4,CL6,CL3,CL4,CL1,CL0,CL0,CL1,CL1,CL0,CL1,CL0,CL0,CL1,CL0,CL0
846,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.31287,0.80523,1.06238,1.11406,-0.52745,0.19268,0.40148,CL5,CL0,CL0,CL2,CL4,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL3,CL0,CL3,CL3,CL4,CL0,CL2
847,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,0.91093,-1.63340,-1.42424,-0.15487,0.25953,-1.37983,-1.54858,CL6,CL0,CL0,CL5,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0
848,-0.95197,0.48246,-0.05921,0.24923,-0.31685,0.52135,-0.43999,-1.55521,1.11406,-0.65253,0.19268,-0.52593,CL2,CL6,CL0,CL0,CL5,CL2,CL6,CL2,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL0
849,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.62967,-0.43999,0.29338,-1.92595,-0.89891,0.52975,0.76540,CL3,CL6,CL2,CL6,CL6,CL3,CL4,CL4,CL2,CL3,CL4,CL4,CL0,CL3,CL2,CL5,CL6,CL0,CL1
850,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,0.52135,0.63779,1.06238,-1.07533,-0.40581,1.29221,1.22470,CL6,CL6,CL0,CL6,CL6,CL6,CL6,CL3,CL3,CL2,CL0,CL0,CL0,CL3,CL0,CL5,CL3,CL0,CL2
851,1.82213,-0.48246,1.16365,-0.57009,-0.31685,-1.69163,0.00332,1.24033,1.28610,0.41594,0.19268,0.07987,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL1,CL0,CL0,CL0,CL0,CL2,CL1,CL0,CL3,CL0,CL0,CL0
852,-0.95197,-0.48246,1.16365,-0.28519,-0.31685,0.41667,-0.94779,0.44585,-0.30172,0.41594,0.19268,0.40148,CL5,CL0,CL2,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL6,CL0,CL1
853,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,1.45421,1.43533,0.94156,0.12331,0.52975,0.07987,CL0,CL2,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL4,CL0,CL0,CL0
854,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.73545,0.16767,-1.42424,-1.21213,-1.25773,0.19268,1.22470,CL2,CL2,CL0,CL2,CL6,CL2,CL6,CL2,CL2,CL2,CL2,CL2,CL3,CL2,CL2,CL2,CL3,CL0,CL2
855,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,0.00332,1.43533,0.13136,-0.27607,0.19268,0.07987,CL5,CL5,CL0,CL6,CL6,CL6,CL5,CL2,CL0,CL2,CL2,CL2,CL3,CL2,CL4,CL2,CL3,CL0,CL0
856,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.34799,0.16767,-0.01928,-0.15487,-1.01450,1.29221,0.76540,CL5,CL0,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL2,CL3,CL4,CL0,CL0
857,-0.95197,-0.48246,-1.73790,0.24923,-0.22166,0.52135,0.80523,0.58331,-1.07533,-1.13788,0.52975,1.22470,CL5,CL4,CL2,CL3,CL5,CL5,CL5,CL5,CL4,CL3,CL5,CL2,CL0,CL2,CL4,CL2,CL6,CL0,CL1
858,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,-1.05308,0.47617,1.88511,1.61108,0.41594,-0.21712,0.07987,CL2,CL3,CL2,CL0,CL2,CL6,CL2,CL2,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
859,-0.95197,-0.48246,-0.05921,-0.57009,0.12600,0.52135,1.28610,-0.17779,0.59042,2.04506,0.88113,1.22470,CL5,CL5,CL0,CL3,CL4,CL5,CL6,CL5,CL0,CL3,CL3,CL3,CL0,CL2,CL6,CL3,CL6,CL0,CL0
860,-0.07854,-0.48246,-1.43719,0.24923,-0.31685,1.37297,-0.80615,-0.45174,-1.92595,-1.64101,0.19268,-0.52593,CL4,CL6,CL3,CL6,CL6,CL4,CL6,CL5,CL5,CL4,CL6,CL4,CL0,CL2,CL6,CL3,CL6,CL0,CL0
861,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.05308,2.32338,1.06238,-0.15487,0.93949,0.88113,0.76540,CL5,CL5,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL5,CL0,CL0,CL4,CL0,CL3,CL3,CL4,CL0,CL0
862,-0.95197,0.48246,-0.61113,-0.28519,-0.50212,1.02119,-1.23177,1.06238,-1.07533,-1.25773,2.90161,0.40148,CL3,CL6,CL0,CL6,CL4,CL2,CL5,CL2,CL0,CL2,CL2,CL2,CL2,CL2,CL0,CL0,CL6,CL0,CL0
863,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,0.62967,0.80523,1.06238,-0.45321,-1.78169,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL2,CL5,CL2,CL0,CL2,CL6,CL0,CL0
864,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.04257,-0.15487,-0.17779,-0.60633,-0.40581,1.86203,1.22470,CL6,CL2,CL2,CL2,CL3,CL6,CL4,CL4,CL2,CL2,CL0,CL2,CL2,CL4,CL2,CL2,CL4,CL0,CL0
865,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.86962,1.28610,2.15324,0.76096,0.93949,-0.71126,0.07987,CL0,CL0,CL0,CL0,CL5,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL5,CL2,CL3,CL5,CL0,CL0
866,-0.95197,-0.48246,-0.61113,0.21128,-0.31685,1.60383,-0.57545,-0.17779,-1.62090,-0.65253,-0.71126,0.76540,CL6,CL1,CL4,CL4,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL0,CL6,CL1,CL3,CL2,CL6,CL0,CL1
867,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.14882,1.11406,-0.58331,-0.60633,-0.78155,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
868,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,0.41667,-1.09207,0.58331,0.59042,-0.78155,0.19268,-0.21575,CL5,CL5,CL0,CL5,CL2,CL4,CL4,CL4,CL0,CL3,CL0,CL3,CL5,CL2,CL4,CL3,CL5,CL0,CL0
869,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.05188,1.28610,1.43533,0.76096,2.04506,0.52975,1.22470,CL6,CL3,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
870,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,0.32197,0.72330,0.94156,1.63088,-0.71126,0.40148,CL5,CL3,CL0,CL0,CL5,CL5,CL4,CL0,CL0,CL2,CL0,CL0,CL3,CL3,CL4,CL4,CL4,CL0,CL0
871,1.09449,-0.48246,-0.05921,0.96082,-0.31685,1.60383,-0.69509,0.88309,-0.30172,-1.78169,1.29221,1.92173,CL3,CL1,CL2,CL2,CL6,CL3,CL6,CL2,CL0,CL2,CL1,CL2,CL3,CL1,CL1,CL1,CL6,CL0,CL0
872,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.91093,-0.80615,1.06238,-0.45321,1.13407,0.88113,1.92173,CL6,CL2,CL2,CL2,CL6,CL2,CL6,CL2,CL1,CL2,CL2,CL2,CL2,CL4,CL2,CL4,CL3,CL0,CL0
873,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,0.22393,1.58487,0.14143,-1.62090,-1.01450,0.52975,0.40148,CL5,CL4,CL0,CL5,CL6,CL5,CL6,CL4,CL0,CL4,CL0,CL0,CL5,CL0,CL6,CL0,CL6,CL0,CL4
874,-0.07854,0.48246,1.16365,-0.57009,-0.31685,-0.67825,-0.43999,-0.01928,0.59042,-0.27607,-0.71126,-0.84637,CL5,CL0,CL0,CL2,CL6,CL5,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL2,CL2,CL0,CL0
875,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.49158,-1.76250,0.14143,-0.76096,-2.42317,-0.71126,-2.07848,CL4,CL0,CL0,CL2,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
876,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.22393,-1.09207,-0.58331,0.28783,-1.01450,0.52975,-0.21575,CL5,CL6,CL2,CL5,CL6,CL3,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL3,CL6,CL0,CL0
877,-0.95197,0.48246,-0.61113,-0.57009,0.11440,0.73545,0.32197,1.43533,-0.01729,-0.78155,1.86203,1.92173,CL5,CL6,CL0,CL4,CL6,CL6,CL6,CL3,CL0,CL5,CL0,CL0,CL4,CL5,CL0,CL4,CL6,CL0,CL3
878,0.49788,-0.48246,-0.05921,-0.57009,0.11440,1.23461,-2.11437,0.72330,-1.92595,-0.40581,2.90161,0.76540,CL3,CL5,CL1,CL2,CL5,CL4,CL5,CL2,CL2,CL0,CL4,CL0,CL6,CL1,CL6,CL1,CL1,CL0,CL0
879,-0.07854,-0.48246,-0.61113,-0.09765,-0.31685,-0.92104,0.47617,0.72330,0.43852,-2.18109,1.86203,1.92173,CL5,CL3,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL4,CL0,CL2,CL6,CL0,CL0,CL0,CL2,CL0,CL0
880,-0.95197,0.48246,0.45468,-0.57009,-0.31685,-0.58016,1.45421,0.88309,-0.01729,0.12331,0.88113,0.40148,CL5,CL3,CL0,CL0,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL0,CL0,CL3,CL0,CL5,CL5,CL0,CL0
881,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,1.23461,0.00332,-0.31776,-0.15487,-0.14277,1.29221,0.76540,CL6,CL6,CL2,CL6,CL6,CL3,CL3,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL3,CL3,CL3,CL0,CL0
882,-0.95197,0.48246,-2.43591,-0.57009,-0.31685,0.62967,-0.15487,0.88309,-0.45321,-1.38502,0.19268,1.92173,CL5,CL4,CL0,CL4,CL5,CL6,CL5,CL5,CL0,CL5,CL4,CL4,CL4,CL4,CL4,CL4,CL5,CL0,CL3
883,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,1.60383,-1.09207,0.29338,-0.60633,-0.78155,1.86203,0.40148,CL4,CL6,CL1,CL2,CL6,CL4,CL6,CL1,CL5,CL1,CL3,CL0,CL0,CL1,CL6,CL1,CL1,CL0,CL1
884,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,1.45421,1.24033,-0.91699,-0.14277,0.52975,1.22470,CL2,CL2,CL0,CL2,CL6,CL2,CL5,CL2,CL2,CL0,CL2,CL2,CL2,CL2,CL3,CL2,CL2,CL0,CL2
885,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,1.28610,0.72330,0.28783,-0.65253,0.19268,0.76540,CL6,CL3,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL3,CL2,CL0,CL3,CL3,CL3,CL2,CL6,CL0,CL0
886,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,1.49158,0.00332,0.29338,0.76096,-0.14277,-0.21712,0.76540,CL5,CL6,CL4,CL6,CL6,CL5,CL4,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL0,CL0,CL5,CL0,CL4
887,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.02119,-2.72827,0.14143,-0.01729,-0.14277,0.19268,0.07987,CL4,CL2,CL0,CL5,CL6,CL5,CL5,CL0,CL0,CL2,CL0,CL0,CL5,CL2,CL0,CL4,CL6,CL0,CL0
888,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.41667,-0.43999,0.14143,-0.30172,-0.00665,0.88113,0.40148,CL4,CL0,CL3,CL0,CL6,CL5,CL5,CL0,CL0,CL5,CL0,CL0,CL2,CL0,CL0,CL3,CL4,CL0,CL0
889,-0.95197,-0.48246,0.45468,0.96082,-0.31685,-0.46725,2.57309,0.72330,1.45039,0.12331,0.19268,1.22470,CL6,CL3,CL2,CL4,CL6,CL5,CL5,CL4,CL0,CL4,CL0,CL5,CL4,CL4,CL0,CL4,CL0,CL0,CL0
890,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.05308,1.45421,1.65653,1.81866,-0.78155,0.19268,-0.52593,CL5,CL0,CL0,CL0,CL5,CL6,CL4,CL2,CL0,CL4,CL0,CL0,CL2,CL3,CL0,CL3,CL2,CL0,CL0
891,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.80523,1.24033,1.11406,0.58489,-0.71126,0.07987,CL5,CL0,CL0,CL0,CL4,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL3,CL0,CL0,CL0
892,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,0.13606,0.96248,1.06238,0.59042,0.58489,-0.71126,0.76540,CL4,CL3,CL3,CL3,CL6,CL4,CL5,CL4,CL0,CL4,CL0,CL0,CL3,CL4,CL0,CL3,CL4,CL0,CL3
893,-0.07854,-0.48246,-0.61113,0.21128,-0.31685,-1.55078,2.12700,0.88309,-0.01729,0.93949,-0.21712,0.40148,CL5,CL6,CL2,CL6,CL6,CL5,CL5,CL4,CL2,CL4,CL3,CL5,CL0,CL3,CL3,CL4,CL6,CL0,CL1
894,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,0.13606,-0.43999,-1.82919,-2.35413,-0.14277,0.52975,0.76540,CL3,CL3,CL0,CL0,CL4,CL2,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0,CL3,CL0,CL0
895,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-1.50796,0.29338,-3.00537,-1.51840,1.29221,1.92173,CL4,CL4,CL2,CL4,CL6,CL4,CL4,CL2,CL2,CL2,CL2,CL2,CL4,CL4,CL3,CL4,CL2,CL0,CL5
896,-0.07854,0.48246,-1.43719,0.96082,-0.31685,3.27393,-2.11437,-0.84732,-1.07533,-2.30408,0.52975,-1.18084,CL6,CL3,CL2,CL2,CL6,CL3,CL4,CL2,CL0,CL2,CL1,CL0,CL6,CL0,CL0,CL2,CL2,CL0,CL3
897,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.43907,-1.76250,-0.01928,-2.35413,-0.27607,0.52975,0.76540,CL5,CL3,CL0,CL3,CL3,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL0,CL3,CL5,CL0,CL2
898,-0.95197,0.48246,-0.05921,0.96082,-0.31685,-1.86962,-0.30033,0.14143,0.13136,-0.65253,-0.71126,0.07987,CL4,CL2,CL3,CL0,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL0,CL6,CL0,CL0
899,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,-0.79151,1.11406,-0.17779,0.13136,0.41594,-0.21712,0.07987,CL5,CL4,CL3,CL6,CL6,CL6,CL6,CL3,CL2,CL4,CL0,CL3,CL4,CL5,CL0,CL3,CL6,CL0,CL2
900,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,1.83990,-0.30033,-0.45174,-0.45321,-1.01450,1.86203,1.92173,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
901,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.83990,-0.94779,-0.97631,-0.91699,-1.01450,2.90161,1.92173,CL6,CL0,CL0,CL0,CL6,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3
902,-0.95197,-0.48246,0.45468,0.24923,-0.31685,-2.52197,1.74091,-1.55521,-3.46436,-0.14277,0.52975,1.22470,CL5,CL6,CL4,CL6,CL6,CL4,CL5,CL5,CL5,CL4,CL4,CL5,CL5,CL2,CL5,CL3,CL6,CL0,CL0
903,-0.95197,-0.48246,-0.61113,0.96082,-1.10702,0.04257,-0.94779,0.44585,-0.60633,-0.89891,0.52975,1.22470,CL5,CL0,CL0,CL2,CL6,CL5,CL6,CL0,CL0,CL4,CL0,CL0,CL6,CL0,CL0,CL0,CL6,CL0,CL0
904,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.22393,-0.69509,0.29338,-0.60633,-1.13788,0.52975,0.40148,CL6,CL2,CL0,CL2,CL5,CL4,CL5,CL2,CL2,CL2,CL6,CL2,CL0,CL2,CL3,CL2,CL6,CL0,CL2
905,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-0.05188,0.96248,-0.01928,0.43852,-0.65253,0.88113,1.22470,CL4,CL6,CL4,CL4,CL6,CL6,CL5,CL3,CL0,CL3,CL3,CL0,CL4,CL3,CL6,CL4,CL6,CL0,CL0
906,0.49788,0.48246,0.45468,-0.57009,-0.31685,1.02119,-0.30033,1.06238,-1.07533,0.41594,-1.37983,-0.84637,CL6,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL3,CL0,CL1,CL0,CL0
907,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.37297,-0.15487,-0.17779,-2.35413,-1.13788,0.88113,0.40148,CL2,CL3,CL0,CL6,CL6,CL6,CL6,CL5,CL0,CL4,CL6,CL0,CL3,CL4,CL5,CL3,CL2,CL0,CL0
908,-0.07854,-0.48246,-0.05921,-0.28519,-0.31685,0.41667,0.32197,0.14143,-0.01729,2.04506,-0.71126,-0.52593,CL5,CL2,CL2,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL2,CL3,CL0,CL1
909,0.49788,-0.48246,0.45468,-0.09765,-0.31685,-1.32828,0.32197,-0.71727,-1.34289,0.41594,0.52975,1.22470,CL4,CL5,CL2,CL0,CL6,CL1,CL5,CL3,CL0,CL0,CL0,CL0,CL1,CL3,CL0,CL0,CL0,CL0,CL0
910,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,-0.24649,0.00332,-0.31776,0.76096,-0.78155,-1.37983,1.92173,CL5,CL4,CL0,CL4,CL6,CL6,CL4,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL4,CL6,CL0,CL0
911,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.13606,0.63779,-0.01928,-1.34289,-0.00665,0.88113,0.76540,CL5,CL5,CL3,CL6,CL4,CL5,CL5,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL2,CL0,CL0,CL0
912,-0.07854,0.48246,-0.61113,-0.57009,0.11440,1.37297,0.47617,1.06238,-0.91699,-1.78169,1.86203,1.22470,CL6,CL0,CL0,CL6,CL3,CL6,CL5,CL3,CL0,CL5,CL0,CL0,CL3,CL3,CL4,CL2,CL3,CL0,CL0
913,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,2.12700,-2.72827,-1.97495,-0.01729,-1.38502,0.52975,-0.84637,CL4,CL4,CL0,CL4,CL5,CL4,CL5,CL4,CL0,CL3,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0
914,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.73545,-1.37639,-0.71727,-1.34289,-0.78155,-0.21712,0.76540,CL4,CL0,CL0,CL2,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL4,CL0,CL0
915,0.49788,-0.48246,0.45468,-0.57009,-0.31685,0.31287,-1.50796,-1.68062,-1.62090,0.75830,-0.71126,0.40148,CL3,CL0,CL0,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL0
916,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,2.32338,1.24033,0.94156,0.93949,0.19268,0.76540,CL5,CL0,CL0,CL0,CL6,CL6,CL3,CL0,CL0,CL5,CL0,CL0,CL0,CL4,CL0,CL0,CL5,CL0,CL0
917,-0.07854,0.48246,-1.43719,-0.57009,-0.31685,2.28554,-2.53830,-0.58331,-2.21844,-3.15735,1.86203,1.22470,CL5,CL4,CL0,CL5,CL6,CL6,CL6,CL3,CL1,CL1,CL0,CL0,CL2,CL0,CL5,CL1,CL6,CL0,CL0
918,-0.95197,-0.48246,-1.22751,-0.57009,-0.22166,0.22393,0.00332,-0.01928,-0.45321,0.93949,-0.71126,-0.21575,CL6,CL6,CL0,CL4,CL5,CL4,CL5,CL0,CL0,CL2,CL3,CL0,CL6,CL2,CL6,CL2,CL4,CL0,CL0
919,-0.07854,-0.48246,-1.73790,-0.57009,-0.31685,0.41667,-0.15487,-0.17779,-0.15487,-0.52745,0.19268,0.76540,CL4,CL3,CL0,CL3,CL3,CL3,CL6,CL2,CL3,CL2,CL4,CL2,CL3,CL0,CL3,CL0,CL2,CL0,CL0
920,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.72012,-1.63340,-0.17779,1.61108,0.41594,0.52975,1.22470,CL3,CL0,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0,CL3,CL0,CL0
921,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,0.22393,1.45421,2.15324,-0.30172,-1.01450,1.86203,1.92173,CL6,CL4,CL2,CL3,CL6,CL6,CL4,CL5,CL0,CL5,CL5,CL4,CL3,CL5,CL3,CL5,CL6,CL0,CL0
922,0.49788,-0.48246,1.16365,0.96082,-0.31685,-0.24649,-0.30033,-0.71727,-0.76096,0.12331,1.29221,0.07987,CL5,CL0,CL0,CL5,CL6,CL2,CL6,CL0,CL0,CL0,CL1,CL0,CL3,CL0,CL3,CL2,CL6,CL0,CL0
923,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.19430,0.47617,1.06238,-1.34289,0.41594,-0.21712,1.22470,CL6,CL4,CL0,CL2,CL4,CL6,CL6,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL3,CL4,CL6,CL0,CL3
924,-0.95197,-0.48246,-2.43591,-0.09765,-0.31685,0.13606,-0.30033,-0.01928,0.43852,-1.13788,-0.21712,0.40148,CL3,CL4,CL0,CL2,CL6,CL6,CL6,CL2,CL2,CL2,CL0,CL0,CL4,CL5,CL6,CL3,CL6,CL0,CL2
925,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.19430,-1.37639,-0.71727,-1.21213,-1.13788,0.19268,-0.21575,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL0
926,-0.07854,-0.48246,-1.22751,-0.57009,-0.31685,1.23461,-1.23177,-2.39883,-1.07533,-0.78155,1.29221,-0.21575,CL3,CL0,CL0,CL3,CL6,CL3,CL5,CL2,CL3,CL2,CL2,CL2,CL4,CL0,CL6,CL2,CL6,CL0,CL3
927,-0.95197,-0.48246,-1.73790,-0.57009,-0.31685,1.02119,-1.50796,0.29338,0.13136,-0.89891,0.52975,0.07987,CL3,CL3,CL0,CL3,CL6,CL6,CL5,CL3,CL2,CL2,CL3,CL3,CL5,CL3,CL6,CL0,CL6,CL0,CL2
928,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,-0.79151,1.28610,0.58331,1.11406,-0.65253,-0.21712,0.76540,CL5,CL2,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL5,CL5,CL0,CL2
929,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.22393,-1.23177,0.88309,-0.76096,-0.27607,-0.21712,0.76540,CL5,CL0,CL0,CL3,CL5,CL5,CL6,CL1,CL0,CL2,CL0,CL0,CL3,CL2,CL3,CL4,CL2,CL0,CL2
930,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.45421,1.65653,1.61108,0.58489,0.19268,1.22470,CL4,CL1,CL0,CL3,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL0,CL0
931,-0.95197,0.48246,-0.61113,0.96082,0.11440,-0.24649,0.96248,0.72330,0.28783,-0.27607,0.52975,0.07987,CL4,CL5,CL4,CL3,CL6,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL0,CL0,CL0,CL0,CL6,CL0,CL2
932,0.49788,-0.48246,-1.73790,0.96082,-0.31685,-0.67825,-0.69509,-0.58331,0.13136,-0.65253,-1.37983,-0.84637,CL3,CL2,CL3,CL0,CL6,CL6,CL6,CL2,CL0,CL3,CL0,CL2,CL0,CL1,CL0,CL0,CL3,CL0,CL0
933,-0.07854,0.48246,0.45468,-0.09765,-0.31685,0.73545,-0.69509,1.24033,0.94156,0.41594,0.52975,0.76540,CL4,CL2,CL0,CL1,CL6,CL2,CL5,CL1,CL0,CL1,CL1,CL4,CL2,CL2,CL0,CL2,CL6,CL0,CL0
934,-0.95197,0.48246,-1.43719,-0.57009,-0.31685,1.13281,-1.92173,-0.01928,1.11406,-0.78155,-0.21712,1.92173,CL3,CL2,CL0,CL6,CL6,CL3,CL6,CL2,CL2,CL2,CL4,CL0,CL6,CL2,CL6,CL2,CL6,CL0,CL2
935,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.24649,0.00332,1.06238,0.59042,2.04506,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
936,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.32828,1.11406,1.24033,0.28783,-0.78155,1.86203,1.92173,CL5,CL3,CL3,CL4,CL5,CL6,CL4,CL5,CL3,CL3,CL4,CL3,CL3,CL3,CL2,CL4,CL6,CL0,CL2
937,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,2.28554,-0.69509,0.29338,0.13136,-0.78155,0.52975,0.76540,CL4,CL0,CL0,CL0,CL6,CL5,CL6,CL2,CL0,CL5,CL0,CL0,CL3,CL4,CL2,CL4,CL5,CL0,CL0
938,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.41667,1.28610,1.06238,-0.01729,-0.40581,0.52975,0.07987,CL3,CL5,CL2,CL5,CL5,CL5,CL6,CL3,CL0,CL5,CL0,CL3,CL5,CL5,CL2,CL4,CL5,CL0,CL0
939,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.05188,0.32197,0.58331,0.59042,-0.89891,0.88113,1.22470,CL6,CL0,CL0,CL0,CL5,CL6,CL4,CL4,CL0,CL4,CL0,CL3,CL3,CL3,CL0,CL3,CL6,CL0,CL0
940,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.31287,0.32197,-0.01928,-0.60633,0.75830,-0.71126,0.40148,CL5,CL0,CL2,CL0,CL5,CL6,CL6,CL3,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL0,CL5,CL0,CL0
941,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.41667,-0.43999,1.06238,-1.47955,-0.14277,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL3,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL4,CL0,CL3,CL3,CL0,CL0
942,-0.07854,0.48246,-1.22751,-0.28519,-0.31685,0.91093,1.28610,1.06238,-0.76096,1.46191,0.19268,0.40148,CL5,CL3,CL4,CL0,CL5,CL5,CL5,CL2,CL0,CL2,CL0,CL0,CL3,CL4,CL2,CL3,CL6,CL0,CL1
943,-0.07854,-0.48246,-0.05921,-0.57009,0.11440,-0.46725,2.32338,2.44904,1.28610,1.30612,-0.21712,0.40148,CL4,CL2,CL0,CL3,CL5,CL6,CL4,CL4,CL2,CL5,CL0,CL5,CL4,CL6,CL0,CL6,CL6,CL0,CL2
944,-0.95197,0.48246,-0.61113,-0.57009,0.12600,1.60383,-0.80615,0.58331,0.43852,-1.13788,0.88113,0.76540,CL3,CL3,CL0,CL6,CL6,CL6,CL6,CL6,CL0,CL2,CL4,CL0,CL0,CL2,CL3,CL2,CL0,CL0,CL0
945,-0.07854,0.48246,1.16365,-0.57009,-0.31685,1.02119,-0.30033,0.44585,0.76096,-1.25773,1.29221,0.76540,CL3,CL2,CL0,CL6,CL6,CL3,CL6,CL2,CL2,CL3,CL3,CL0,CL0,CL2,CL3,CL2,CL6,CL0,CL0
946,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.34799,-1.09207,-0.58331,1.45039,-0.89891,-0.71126,-1.54858,CL4,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL6,CL0,CL0
947,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-0.67825,-0.30033,-1.11902,-0.76096,-1.51840,0.88113,-0.21575,CL4,CL6,CL0,CL3,CL6,CL6,CL4,CL3,CL0,CL6,CL0,CL0,CL3,CL4,CL3,CL4,CL5,CL0,CL2
948,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,2.12700,-1.37639,0.14143,-0.30172,-1.64101,1.29221,-0.21575,CL6,CL2,CL3,CL6,CL6,CL3,CL5,CL0,CL0,CL2,CL0,CL3,CL3,CL2,CL5,CL2,CL0,CL0,CL0
949,-0.07854,0.48246,-1.22751,0.24923,-0.31685,0.41667,0.00332,-2.39883,-0.30172,0.75830,-1.37983,-2.07848,CL2,CL2,CL0,CL5,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL1
950,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,1.60383,-1.76250,-0.01928,0.13136,-1.51840,0.88113,-0.52593,CL5,CL1,CL0,CL1,CL6,CL3,CL6,CL1,CL0,CL4,CL0,CL0,CL4,CL1,CL0,CL3,CL4,CL0,CL0
951,-0.95197,0.48246,0.45468,-0.57009,-0.31685,0.62967,0.00332,0.44585,-0.45321,-0.65253,-0.21712,0.40148,CL6,CL2,CL0,CL3,CL6,CL4,CL6,CL2,CL0,CL3,CL2,CL2,CL3,CL6,CL0,CL4,CL3,CL0,CL3
952,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-1.19430,0.32197,1.88511,0.59042,-0.14277,2.90161,1.92173,CL3,CL3,CL0,CL0,CL4,CL6,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL3,CL0,CL0
953,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.16767,0.29338,-0.30172,-0.27607,1.86203,0.76540,CL5,CL5,CL0,CL3,CL5,CL6,CL4,CL3,CL0,CL5,CL0,CL3,CL3,CL5,CL3,CL3,CL6,CL0,CL0
954,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.02119,-0.94779,-0.01928,-0.30172,-1.64101,0.52975,0.76540,CL5,CL0,CL0,CL0,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL4,CL0,CL2
955,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,1.37297,-0.80615,-0.31776,-0.15487,-0.78155,-0.71126,-1.18084,CL0,CL0,CL0,CL0,CL5,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0,CL2,CL0,CL0
956,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,1.83990,-0.57545,-0.01928,-1.47955,-2.90161,1.86203,1.22470,CL4,CL5,CL2,CL4,CL5,CL6,CL5,CL4,CL2,CL3,CL4,CL0,CL3,CL0,CL4,CL2,CL6,CL0,CL2
957,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-1.19430,-0.57545,-0.58331,0.13136,0.41594,-0.71126,-0.84637,CL5,CL6,CL1,CL2,CL6,CL3,CL0,CL1,CL1,CL0,CL1,CL0,CL5,CL1,CL0,CL1,CL1,CL0,CL0
958,0.49788,-0.48246,-0.05921,0.96082,-0.31685,-1.43907,-0.30033,0.14143,1.28610,1.30612,-0.71126,-1.18084,CL6,CL0,CL5,CL0,CL6,CL6,CL6,CL3,CL0,CL6,CL0,CL6,CL3,CL1,CL0,CL1,CL5,CL0,CL0
959,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.24649,1.58487,-0.01928,-1.21213,2.04506,-0.21712,0.76540,CL5,CL0,CL0,CL0,CL5,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
960,-0.95197,0.48246,0.45468,-0.28519,-0.31685,0.04257,0.16767,1.43533,1.11406,-0.65253,0.52975,-0.52593,CL5,CL0,CL0,CL1,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL2,CL0,CL0
961,1.09449,0.48246,-0.61113,-0.57009,-0.31685,-0.05188,-0.69509,0.72330,2.03972,-0.40581,-0.21712,-0.21575,CL5,CL6,CL0,CL1,CL6,CL5,CL4,CL1,CL1,CL2,CL1,CL0,CL0,CL1,CL2,CL3,CL1,CL0,CL0
962,-0.95197,-0.48246,-0.05921,-0.09765,-0.31685,0.31287,0.96248,1.06238,0.28783,-0.27607,1.86203,1.92173,CL5,CL3,CL5,CL0,CL5,CL4,CL6,CL3,CL0,CL5,CL0,CL4,CL3,CL3,CL0,CL0,CL5,CL0,CL0
963,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.34799,0.32197,1.88511,0.76096,-1.13788,0.88113,0.40148,CL5,CL3,CL0,CL5,CL6,CL2,CL5,CL3,CL3,CL0,CL5,CL0,CL0,CL2,CL3,CL2,CL6,CL0,CL0
964,0.49788,-0.48246,-0.61113,0.96082,-0.31685,0.62967,-1.92173,-0.01928,0.13136,-0.00665,0.19268,1.22470,CL5,CL3,CL2,CL5,CL6,CL6,CL5,CL3,CL5,CL4,CL6,CL0,CL0,CL2,CL5,CL3,CL6,CL0,CL1
965,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.92104,1.28610,-0.45174,0.76096,0.25953,-0.21712,0.40148,CL5,CL3,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL4,CL0,CL0,CL3,CL5,CL0,CL4,CL3,CL0,CL0
966,-0.07854,0.48246,1.16365,-0.57009,-0.31685,-1.19430,0.00332,0.72330,0.43852,-0.27607,0.19268,0.40148,CL5,CL1,CL0,CL3,CL6,CL6,CL6,CL2,CL2,CL3,CL0,CL0,CL2,CL0,CL5,CL2,CL5,CL0,CL0
967,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-0.92104,1.11406,-0.01928,0.28783,0.41594,0.19268,1.22470,CL5,CL2,CL3,CL4,CL6,CL6,CL4,CL4,CL0,CL5,CL0,CL3,CL3,CL2,CL0,CL2,CL6,CL0,CL3
968,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.58016,0.32197,0.58331,1.11406,0.25953,-0.71126,-0.52593,CL4,CL3,CL1,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL1,CL3,CL4,CL0,CL1
969,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.16767,1.88511,1.45039,-0.40581,1.29221,1.22470,CL5,CL0,CL0,CL2,CL6,CL5,CL6,CL2,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL5,CL5,CL0,CL3
970,-0.95197,-0.48246,-0.61113,-0.57009,-1.10702,-1.55078,1.28610,1.06238,-1.47955,0.93949,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL3,CL5,CL3,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL4,CL0,CL0
971,1.82213,-0.48246,1.98437,-0.28519,0.11440,-1.86962,1.28610,0.58331,1.11406,0.75830,0.52975,0.07987,CL6,CL1,CL1,CL1,CL6,CL3,CL6,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL3,CL3,CL4,CL0,CL1
972,0.49788,0.48246,0.45468,0.24923,-0.31685,0.22393,0.00332,-0.17779,-0.60633,-0.52745,0.88113,0.76540,CL5,CL1,CL0,CL0,CL4,CL6,CL5,CL4,CL0,CL4,CL0,CL3,CL5,CL5,CL0,CL4,CL5,CL0,CL0
973,-0.07854,-0.48246,-0.61113,0.24923,-0.31685,0.41667,-1.63340,0.58331,-1.07533,0.93949,-0.21712,0.40148,CL6,CL4,CL0,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL3,CL4,CL4,CL0,CL4,CL6,CL0,CL0
974,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.49158,-1.23177,-1.11902,0.13136,-0.52745,-0.71126,0.40148,CL6,CL0,CL0,CL2,CL6,CL4,CL4,CL4,CL0,CL4,CL0,CL3,CL0,CL3,CL3,CL3,CL6,CL0,CL0
975,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-1.86962,2.12700,1.24033,1.45039,0.58489,-0.71126,1.92173,CL6,CL2,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
976,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.23461,0.00332,1.06238,-1.21213,-0.78155,0.52975,1.92173,CL5,CL0,CL0,CL0,CL2,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL0,CL5,CL0,CL0
977,2.59171,-0.48246,1.16365,-0.57009,-0.31685,-2.21844,0.00332,0.58331,0.76096,0.75830,0.52975,-0.52593,CL1,CL0,CL0,CL0,CL1,CL1,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL0
978,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.11406,0.72330,0.59042,-0.00665,-0.21712,-0.52593,CL0,CL2,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL4,CL5,CL0,CL0,CL0
979,0.49788,0.48246,1.16365,0.96082,-0.31685,-0.58016,1.45421,-1.27553,1.61108,-0.40581,1.29221,1.22470,CL5,CL4,CL2,CL2,CL6,CL3,CL6,CL5,CL0,CL5,CL0,CL0,CL2,CL3,CL0,CL3,CL6,CL0,CL0
980,1.09449,0.48246,-0.61113,-0.57009,-0.31685,1.23461,-1.09207,-0.45174,-0.15487,0.75830,-0.71126,-0.21575,CL6,CL1,CL1,CL4,CL6,CL6,CL6,CL3,CL2,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
981,-0.07854,0.48246,1.98437,-0.57009,-0.50212,0.62967,0.16767,0.72330,-0.60633,-0.27607,-0.71126,-0.84637,CL4,CL1,CL2,CL2,CL5,CL6,CL6,CL2,CL1,CL3,CL0,CL1,CL2,CL1,CL1,CL2,CL3,CL0,CL1
982,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.41667,-0.15487,0.14143,-0.76096,0.41594,-0.21712,0.07987,CL4,CL0,CL0,CL4,CL4,CL6,CL5,CL5,CL3,CL3,CL0,CL0,CL0,CL3,CL5,CL3,CL6,CL0,CL3
983,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,1.02119,1.11406,-1.11902,-0.91699,-1.01450,0.88113,1.22470,CL6,CL6,CL3,CL4,CL6,CL5,CL6,CL6,CL0,CL4,CL0,CL0,CL6,CL0,CL6,CL0,CL6,CL0,CL2
984,-0.07854,0.48246,0.45468,-0.57009,-0.31685,0.62967,-0.15487,1.88511,-1.77200,1.13407,0.52975,1.22470,CL5,CL1,CL0,CL6,CL6,CL5,CL6,CL3,CL3,CL0,CL3,CL1,CL0,CL1,CL6,CL1,CL6,CL0,CL4
985,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.14882,-0.15487,1.24033,0.94156,-0.14277,0.88113,1.92173,CL6,CL3,CL0,CL3,CL6,CL6,CL5,CL2,CL0,CL3,CL0,CL0,CL2,CL4,CL5,CL3,CL6,CL0,CL2
986,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.14882,0.32197,1.24033,-0.45321,-0.89891,0.52975,1.22470,CL5,CL3,CL3,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL0,CL2,CL0,CL0,CL4,CL6,CL0,CL0
987,-0.95197,-0.48246,-0.05921,-0.57009,-0.31685,0.73545,-0.80615,-0.71727,-0.45321,0.25953,0.88113,0.07987,CL5,CL6,CL0,CL6,CL6,CL6,CL3,CL3,CL0,CL3,CL6,CL0,CL2,CL4,CL6,CL3,CL0,CL0,CL0
988,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,0.63779,0.44585,-1.34289,-2.18109,1.29221,1.22470,CL4,CL0,CL0,CL4,CL6,CL6,CL4,CL2,CL2,CL3,CL0,CL0,CL3,CL2,CL4,CL3,CL5,CL0,CL0
989,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-1.50796,0.44585,-0.01729,-0.89891,-0.71126,0.07987,CL4,CL3,CL0,CL6,CL5,CL6,CL6,CL5,CL0,CL6,CL0,CL0,CL3,CL0,CL4,CL0,CL6,CL0,CL0
990,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,-0.79151,0.00332,0.14143,-1.07533,-0.27607,1.29221,1.22470,CL5,CL6,CL0,CL4,CL6,CL4,CL4,CL3,CL5,CL3,CL2,CL1,CL3,CL1,CL5,CL1,CL6,CL0,CL2
991,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.72012,-0.57545,1.65653,0.13136,-0.40581,0.88113,1.22470,CL6,CL4,CL2,CL6,CL6,CL6,CL5,CL4,CL3,CL2,CL6,CL0,CL3,CL0,CL4,CL2,CL6,CL0,CL2
992,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,0.31287,1.74091,0.29338,-0.76096,-1.78169,1.86203,1.92173,CL5,CL4,CL5,CL3,CL6,CL6,CL6,CL3,CL0,CL4,CL0,CL0,CL5,CL0,CL4,CL5,CL6,CL0,CL0
993,1.82213,-0.48246,-0.05921,-0.28519,-0.31685,-0.79151,0.32197,0.58331,0.13136,-0.00665,-0.21712,-0.21575,CL3,CL1,CL0,CL2,CL6,CL4,CL5,CL3,CL0,CL1,CL1,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
994,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.19430,0.80523,1.43533,2.23427,1.13407,-0.21712,0.40148,CL5,CL2,CL2,CL2,CL6,CL5,CL5,CL3,CL0,CL3,CL0,CL2,CL3,CL3,CL0,CL3,CL4,CL0,CL0
995,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,0.80523,0.72330,0.94156,-0.78155,0.52975,1.22470,CL5,CL5,CL0,CL3,CL6,CL6,CL6,CL3,CL2,CL2,CL2,CL0,CL4,CL2,CL2,CL3,CL6,CL0,CL3
996,-0.95197,-0.48246,1.16365,-0.28519,-0.31685,-0.79151,-0.30033,-0.31776,-0.91699,-0.14277,0.52975,0.76540,CL5,CL0,CL0,CL4,CL4,CL6,CL5,CL0,CL0,CL4,CL0,CL4,CL4,CL3,CL0,CL3,CL6,CL0,CL0
997,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-0.79151,0.96248,-0.45174,0.43852,0.75830,0.88113,0.76540,CL5,CL2,CL2,CL4,CL5,CL4,CL4,CL4,CL0,CL3,CL0,CL3,CL3,CL2,CL0,CL2,CL5,CL0,CL5
998,-0.07854,-0.48246,1.16365,0.96082,-0.31685,1.13281,-0.30033,0.88309,-0.60633,0.93949,-0.21712,0.07987,CL6,CL0,CL2,CL5,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
999,-0.07854,0.48246,1.98437,-0.57009,-0.31685,-1.05308,0.80523,-0.31776,-0.15487,0.93949,-0.21712,-0.52593,CL3,CL6,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL2,CL2,CL0,CL2,CL4,CL0,CL0
1000,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.47617,-0.17779,0.13136,1.46191,-0.71126,-1.18084,CL4,CL3,CL3,CL2,CL5,CL3,CL3,CL3,CL0,CL3,CL4,CL3,CL3,CL3,CL2,CL3,CL6,CL0,CL0
1001,-0.95197,-0.48246,-1.73790,-0.46841,-0.31685,1.23461,-1.09207,-0.31776,-0.15487,-0.65253,1.29221,0.76540,CL5,CL0,CL3,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL4,CL0,CL0,CL0,CL0,CL0
1002,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.96248,-1.27553,-2.35413,-0.89891,1.29221,1.92173,CL5,CL6,CL1,CL5,CL5,CL6,CL4,CL3,CL0,CL3,CL4,CL0,CL6,CL2,CL0,CL2,CL6,CL0,CL0
1003,1.09449,0.48246,-0.61113,-0.28519,-0.31685,-0.34799,0.16767,0.14143,0.43852,0.75830,-1.37983,-1.18084,CL4,CL1,CL0,CL1,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL6,CL0,CL0
1004,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,2.12700,-1.76250,-0.31776,-1.47955,0.25953,-1.37983,-0.52593,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL3,CL3,CL0,CL0
1005,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,1.83990,-2.21069,-1.11902,-0.45321,-3.46436,-0.21712,-1.18084,CL5,CL0,CL0,CL3,CL6,CL6,CL2,CL0,CL0,CL0,CL0,CL4,CL3,CL0,CL3,CL0,CL5,CL0,CL3
1006,-0.95197,-0.48246,-1.22751,-0.57009,-0.22166,0.82562,-1.50796,-1.82919,-0.01729,-1.64101,1.29221,1.22470,CL5,CL3,CL0,CL6,CL6,CL5,CL4,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL6,CL0,CL4
1007,-0.95197,0.48246,-1.22751,-0.57009,-0.31685,1.83990,-0.94779,0.88309,0.13136,-0.89891,-0.71126,-0.52593,CL3,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL3
1008,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.05188,0.16767,1.65653,0.94156,-0.00665,0.19268,0.40148,CL4,CL0,CL0,CL0,CL4,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL3,CL3,CL3,CL0,CL0
1009,1.09449,-0.48246,1.16365,-0.28519,-0.31685,0.62967,-1.23177,-0.58331,-0.45321,-1.13788,-0.21712,-0.21575,CL6,CL6,CL2,CL2,CL4,CL3,CL6,CL1,CL0,CL1,CL0,CL0,CL3,CL2,CL0,CL2,CL6,CL0,CL3
1010,-0.95197,0.48246,-1.22751,0.96082,-0.31685,1.23461,0.96248,0.44585,-0.30172,-0.27607,0.52975,0.40148,CL5,CL6,CL0,CL4,CL4,CL3,CL3,CL0,CL0,CL4,CL0,CL5,CL5,CL0,CL0,CL0,CL3,CL0,CL0
1011,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-0.67825,0.00332,-0.01928,-0.01729,0.41594,-2.55524,-0.52593,CL6,CL0,CL1,CL3,CL4,CL3,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1012,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.58016,1.45421,1.88511,1.28610,-0.78155,0.19268,1.92173,CL6,CL0,CL0,CL3,CL6,CL6,CL6,CL2,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0,CL4,CL0,CL0
1013,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.83990,-1.23177,0.44585,-0.76096,-1.38502,0.19268,-1.18084,CL6,CL6,CL0,CL6,CL5,CL4,CL5,CL3,CL3,CL0,CL2,CL0,CL6,CL2,CL6,CL2,CL6,CL0,CL4
1014,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.32197,0.14143,0.13136,-0.14277,0.19268,0.76540,CL5,CL4,CL0,CL6,CL6,CL5,CL6,CL3,CL0,CL3,CL0,CL4,CL3,CL3,CL3,CL3,CL6,CL0,CL0
1015,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,2.12700,0.88309,0.43852,-0.65253,1.86203,1.92173,CL5,CL3,CL0,CL3,CL6,CL3,CL4,CL3,CL3,CL3,CL2,CL3,CL6,CL3,CL2,CL5,CL6,CL0,CL0
1016,1.09449,-0.48246,0.45468,-0.57009,-0.31685,-1.19430,0.63779,2.44904,0.76096,1.30612,-1.37983,0.07987,CL1,CL6,CL1,CL6,CL6,CL4,CL6,CL1,CL1,CL5,CL1,CL0,CL6,CL1,CL6,CL2,CL6,CL0,CL0
1017,-0.95197,-0.48246,-0.05921,-0.28519,-0.31685,-2.21844,2.57309,1.88511,0.13136,1.63088,0.19268,0.76540,CL6,CL0,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL0,CL0
1018,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.31287,-2.53830,-0.84732,-1.62090,-2.57309,0.88113,0.07987,CL6,CL4,CL0,CL3,CL6,CL6,CL5,CL2,CL2,CL2,CL2,CL5,CL6,CL3,CL5,CL4,CL3,CL0,CL0
1019,-0.95197,0.48246,-1.22751,0.96082,-0.31685,-0.34799,-1.23177,-0.97631,0.43852,1.13407,-0.71126,-2.07848,CL5,CL0,CL0,CL0,CL6,CL3,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL0
1020,-0.07854,-0.48246,-1.22751,-0.28519,-0.31685,0.22393,1.58487,0.29338,-1.47955,-0.00665,-0.21712,0.76540,CL0,CL4,CL1,CL2,CL6,CL6,CL5,CL2,CL0,CL6,CL0,CL5,CL4,CL6,CL0,CL2,CL0,CL0,CL1
1021,0.49788,0.48246,-0.61113,-0.57009,-0.31685,0.91093,-1.37639,-1.42424,-0.45321,-0.78155,0.19268,-2.07848,CL3,CL6,CL0,CL0,CL6,CL5,CL5,CL3,CL0,CL0,CL5,CL0,CL4,CL0,CL0,CL0,CL6,CL0,CL0
1022,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.13606,-0.94779,1.06238,-1.92595,0.75830,-0.21712,-0.52593,CL6,CL3,CL0,CL3,CL5,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL2,CL3,CL3,CL0,CL2
1023,-0.95197,0.48246,-0.61113,0.96082,-0.31685,2.12700,-2.72827,-1.11902,-0.45321,-2.42317,-0.71126,-0.84637,CL5,CL0,CL0,CL0,CL2,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
1024,-0.95197,-0.48246,-1.22751,-0.09765,-0.31685,1.37297,-0.15487,1.65653,-0.91699,-0.40581,-0.21712,0.07987,CL5,CL0,CL0,CL0,CL4,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL6,CL4,CL0,CL4,CL2,CL0,CL0
1025,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,-0.30033,1.06238,-1.07533,-2.42317,1.29221,0.76540,CL6,CL4,CL0,CL0,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL5,CL0,CL4,CL0,CL0
1026,-0.95197,0.48246,-1.22751,-0.57009,0.11440,0.31287,-1.09207,0.44585,0.59042,-0.65253,0.88113,0.07987,CL4,CL6,CL0,CL5,CL6,CL3,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL3,CL3,CL0,CL3
1027,-0.95197,0.48246,0.45468,-0.57009,-0.31685,-1.19430,-0.94779,-0.71727,-0.30172,-0.40581,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL2,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
1028,1.09449,-0.48246,1.98437,-0.57009,-0.31685,0.13606,0.32197,0.44585,-0.91699,-0.00665,0.19268,0.40148,CL2,CL0,CL2,CL2,CL6,CL2,CL6,CL0,CL0,CL2,CL2,CL0,CL0,CL2,CL2,CL2,CL0,CL0,CL2
1029,0.49788,0.48246,0.45468,-0.57009,-0.50212,0.62967,0.32197,-0.45174,-0.01729,0.58489,1.29221,1.22470,CL5,CL2,CL2,CL2,CL6,CL3,CL4,CL1,CL1,CL3,CL1,CL1,CL0,CL1,CL0,CL1,CL5,CL0,CL1
1030,-0.95197,0.48246,1.16365,-0.57009,-0.31685,-0.34799,0.80523,0.58331,0.59042,1.30612,-0.21712,1.92173,CL5,CL3,CL0,CL0,CL5,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL2,CL4,CL4,CL4,CL4,CL0,CL5
1031,-0.95197,0.48246,0.45468,0.96082,-0.31685,0.52135,-0.94779,-0.84732,-1.07533,-0.40581,-0.21712,0.40148,CL5,CL2,CL2,CL3,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL5,CL0,CL2
1032,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,-0.67825,0.32197,0.58331,1.11406,-0.00665,0.19268,0.76540,CL3,CL4,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL5,CL0,CL0
1033,-0.07854,-0.48246,-0.61113,0.96082,-0.31685,0.22393,-1.37639,-0.17779,-1.07533,-1.38502,1.29221,0.40148,CL3,CL2,CL1,CL3,CL3,CL2,CL4,CL2,CL1,CL2,CL2,CL0,CL2,CL1,CL1,CL1,CL6,CL0,CL1
1034,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.22393,-0.69509,0.14143,-0.60633,-0.27607,0.19268,0.40148,CL6,CL3,CL0,CL0,CL6,CL6,CL6,CL3,CL0,CL0,CL0,CL0,CL2,CL3,CL0,CL3,CL3,CL0,CL0
1035,-0.95197,0.48246,-0.61113,0.96082,-0.31685,1.23461,-0.57545,0.44585,-0.60633,-1.01450,0.52975,1.92173,CL6,CL3,CL0,CL2,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL0,CL4,CL0,CL0,CL0,CL6,CL0,CL1
1036,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,0.52135,0.47617,1.88511,-0.01729,-0.52745,0.52975,0.76540,CL6,CL3,CL3,CL0,CL6,CL3,CL4,CL3,CL0,CL4,CL0,CL4,CL3,CL0,CL0,CL0,CL6,CL0,CL0
1037,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.52135,0.80523,0.88309,-0.15487,-0.27607,1.29221,1.22470,CL6,CL0,CL3,CL2,CL6,CL6,CL4,CL3,CL0,CL4,CL3,CL3,CL3,CL4,CL2,CL4,CL6,CL0,CL2
1038,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-2.05048,0.47617,0.58331,0.59042,0.75830,-1.37983,-0.84637,CL4,CL4,CL0,CL4,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL2,CL5,CL0,CL1
1039,0.49788,0.48246,1.16365,-0.57009,-0.31685,1.23461,-1.50796,-0.01928,2.75696,-0.78155,-0.21712,-2.07848,CL6,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0
1040,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.22393,-0.80615,0.72330,2.23427,1.13407,0.52975,1.22470,CL5,CL0,CL0,CL3,CL6,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL3
1041,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.73545,-0.15487,0.58331,-0.76096,0.41594,-0.71126,0.07987,CL6,CL3,CL0,CL6,CL6,CL6,CL6,CL4,CL0,CL3,CL0,CL0,CL6,CL0,CL5,CL0,CL6,CL0,CL3
1042,0.49788,0.48246,1.16365,0.96082,-0.31685,0.62967,-0.15487,-1.97495,-0.15487,-1.01450,0.88113,0.40148,CL6,CL1,CL0,CL2,CL6,CL1,CL3,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL1
1043,0.49788,-0.48246,0.45468,0.96082,-0.31685,0.22393,-2.11437,-2.09015,-1.34289,-1.38502,1.86203,0.76540,CL6,CL0,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1044,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.02119,-0.57545,0.14143,0.94156,-0.52745,0.88113,-0.21575,CL5,CL3,CL2,CL2,CL6,CL5,CL5,CL3,CL4,CL2,CL0,CL5,CL3,CL5,CL0,CL3,CL6,CL0,CL0
1045,-0.07854,0.48246,1.16365,0.96082,-0.31685,0.91093,-0.43999,-1.42424,0.76096,-0.65253,-1.37983,-0.52593,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1046,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.73545,1.28610,1.43533,0.94156,-0.89891,1.29221,1.22470,CL6,CL3,CL0,CL0,CL6,CL5,CL6,CL3,CL0,CL0,CL0,CL3,CL3,CL0,CL3,CL3,CL6,CL0,CL0
1047,-0.07854,0.48246,1.16365,-0.57009,-0.31685,1.37297,1.28610,1.88511,-2.53830,-1.25773,1.29221,1.22470,CL5,CL0,CL0,CL5,CL6,CL3,CL4,CL5,CL0,CL1,CL3,CL1,CL4,CL1,CL5,CL0,CL0,CL0,CL1
1048,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.23461,-1.23177,0.44585,-0.01729,0.25953,-1.37983,-1.54858,CL5,CL3,CL0,CL4,CL5,CL3,CL5,CL2,CL0,CL2,CL0,CL2,CL2,CL2,CL3,CL0,CL3,CL0,CL1
1049,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-1.43907,2.57309,0.44585,-0.76096,0.58489,0.88113,1.92173,CL6,CL0,CL0,CL3,CL6,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL6,CL0,CL0
1050,-0.95197,-0.48246,-0.05921,0.96082,-0.31685,-1.19430,0.63779,-0.01928,0.28783,-0.52745,-0.21712,-0.52593,CL5,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0
1051,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.02119,0.47617,1.43533,1.61108,-0.65253,0.88113,0.76540,CL5,CL3,CL0,CL3,CL6,CL5,CL4,CL3,CL0,CL5,CL0,CL3,CL2,CL3,CL0,CL3,CL5,CL0,CL3
1052,-0.07854,-0.48246,1.98437,-0.28519,-0.31685,-1.55078,-0.15487,0.72330,-1.92595,0.25953,0.19268,1.22470,CL5,CL2,CL2,CL3,CL6,CL5,CL3,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL2,CL0,CL1,CL0,CL1
1053,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,-0.43999,-0.97631,-0.30172,-0.27607,-0.21712,-0.21575,CL5,CL0,CL0,CL3,CL6,CL6,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL4,CL6,CL0,CL2
1054,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,1.23461,-0.57545,-1.55521,-1.92595,-2.04506,1.29221,1.92173,CL6,CL5,CL0,CL4,CL5,CL5,CL5,CL6,CL0,CL4,CL5,CL0,CL4,CL3,CL5,CL3,CL6,CL0,CL0
1055,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.41667,-0.57545,0.44585,-0.30172,-0.40581,-0.21712,-0.21575,CL5,CL0,CL0,CL2,CL4,CL6,CL4,CL2,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL3,CL3,CL0,CL0
1056,-0.07854,-0.48246,-1.73790,0.96082,-0.31685,-0.79151,1.28610,1.65653,-0.60633,0.58489,0.19268,0.40148,CL6,CL2,CL2,CL4,CL5,CL4,CL5,CL2,CL0,CL4,CL0,CL4,CL3,CL6,CL0,CL3,CL6,CL0,CL6
1057,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,0.22393,-0.15487,0.72330,0.59042,1.46191,-1.37983,-1.18084,CL4,CL2,CL2,CL3,CL5,CL5,CL4,CL2,CL2,CL2,CL0,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL1
1058,0.49788,0.48246,-1.22751,-0.57009,-0.31685,0.31287,-1.23177,-1.11902,-1.77200,-1.38502,0.19268,0.40148,CL4,CL5,CL0,CL3,CL5,CL4,CL5,CL2,CL0,CL0,CL0,CL0,CL6,CL1,CL2,CL1,CL3,CL0,CL1
1059,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.73545,-1.09207,-1.27553,-0.45321,-0.40581,0.52975,0.40148,CL5,CL4,CL0,CL4,CL6,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0
1060,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.58016,-0.15487,0.72330,0.94156,-0.27607,-0.71126,0.40148,CL5,CL0,CL0,CL0,CL6,CL5,CL5,CL0,CL0,CL3,CL0,CL0,CL5,CL5,CL3,CL0,CL3,CL0,CL0
1061,1.09449,0.48246,1.16365,-0.28519,-0.31685,-0.58016,0.00332,1.65653,0.59042,0.93949,-1.37983,-0.52593,CL5,CL1,CL1,CL0,CL2,CL1,CL6,CL1,CL0,CL0,CL1,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
1062,-0.95197,0.48246,-1.22751,-0.57009,0.11440,-0.24649,0.63779,-1.42424,0.13136,0.75830,1.29221,0.07987,CL2,CL0,CL0,CL0,CL4,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1063,-0.95197,0.48246,0.45468,-0.57009,1.90725,1.23461,1.93886,1.65653,-0.15487,-0.52745,1.29221,1.22470,CL5,CL0,CL0,CL3,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL4,CL0,CL0,CL0
1064,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-1.69163,-0.15487,0.88309,-1.47955,0.41594,-0.21712,0.07987,CL5,CL2,CL0,CL2,CL4,CL6,CL5,CL2,CL2,CL4,CL0,CL0,CL0,CL3,CL0,CL3,CL5,CL0,CL2
1065,-0.07854,-0.48246,1.16365,-0.28519,0.11440,-0.67825,0.63779,1.65653,0.59042,0.58489,-0.21712,1.22470,CL5,CL4,CL3,CL3,CL6,CL6,CL6,CL2,CL0,CL2,CL0,CL0,CL3,CL3,CL0,CL4,CL6,CL0,CL1
1066,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-3.15735,0.47617,1.24033,1.11406,-1.13788,0.88113,0.76540,CL4,CL0,CL0,CL0,CL4,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL3,CL4,CL0,CL0,CL5,CL0,CL0
1067,0.49788,0.48246,-1.43719,0.24923,-0.31685,1.23461,-0.69509,0.58331,0.28783,1.63088,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL6,CL2,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1068,0.49788,-0.48246,0.45468,0.24923,-0.31685,-0.58016,-0.69509,-2.39883,-0.30172,-0.27607,-2.55524,-1.18084,CL3,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0,CL0
1069,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-1.69163,0.96248,-0.01928,-0.01729,-0.89891,0.88113,0.07987,CL6,CL0,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1070,-0.07854,0.48246,1.98437,0.96082,-0.31685,-0.92104,0.00332,1.06238,2.03972,2.04506,-1.37983,-0.21575,CL6,CL0,CL0,CL0,CL5,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
1071,-0.07854,0.48246,1.16365,-0.28519,-0.22166,-0.05188,-1.37639,-0.45174,-0.15487,1.30612,-0.21712,-1.18084,CL6,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1072,-0.95197,-0.48246,1.16365,0.96082,-0.31685,0.41667,0.00332,0.29338,-0.60633,0.12331,0.88113,0.07987,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0
1073,-0.95197,-0.48246,-0.61113,0.21128,-0.31685,-0.46725,-0.43999,1.06238,0.13136,-1.38502,-0.21712,0.76540,CL5,CL0,CL2,CL0,CL6,CL3,CL5,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL2
1074,-0.95197,0.48246,1.16365,0.96082,-0.31685,1.60383,-1.50796,-0.17779,0.28783,-0.40581,-0.71126,-1.54858,CL2,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1075,0.49788,0.48246,1.98437,0.96082,-0.31685,-0.67825,0.32197,-0.01928,-0.30172,1.46191,-1.37983,-1.54858,CL5,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1076,0.49788,-0.48246,-1.22751,0.96082,-0.31685,0.31287,-0.69509,-0.45174,-0.45321,-0.14277,0.19268,0.76540,CL6,CL0,CL1,CL0,CL5,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
1077,-0.95197,-0.48246,-1.43719,0.96082,-0.31685,-0.92104,-0.57545,0.72330,1.28610,-0.27607,-0.71126,-0.21575,CL3,CL0,CL0,CL0,CL5,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL4,CL0,CL0,CL0
1078,0.49788,0.48246,-0.05921,0.24923,-0.31685,0.41667,0.00332,-0.97631,0.13136,-0.14277,-1.37983,-1.18084,CL4,CL0,CL0,CL0,CL6,CL1,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
1079,-0.07854,0.48246,0.45468,-0.57009,-0.31685,1.83990,-1.92173,1.88511,-0.91699,0.25953,0.19268,1.92173,CL3,CL1,CL1,CL2,CL6,CL3,CL6,CL0,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL3,CL0,CL0
1080,1.09449,-0.48246,-0.05921,0.96082,-0.31685,-1.55078,0.96248,-0.31776,-0.45321,0.25953,-0.21712,-1.54858,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1081,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.52135,-1.37639,-1.42424,0.13136,-1.13788,-1.37983,-1.18084,CL4,CL0,CL0,CL0,CL5,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1082,-0.07854,0.48246,1.16365,0.96082,0.11440,0.31287,1.74091,-0.17779,0.28783,0.58489,0.52975,0.76540,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1083,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.19430,1.58487,0.29338,1.11406,1.30612,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1084,-0.95197,-0.48246,1.16365,0.96082,-0.31685,-0.24649,0.47617,-0.31776,0.28783,-0.52745,-0.21712,-0.21575,CL5,CL0,CL0,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL2,CL3,CL0,CL0
1085,-0.95197,0.48246,1.16365,0.96082,-0.31685,0.62967,1.11406,-0.84732,-0.45321,-1.25773,-0.71126,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1086,-0.95197,0.48246,0.45468,0.96082,-0.31685,-0.05188,-0.15487,0.44585,0.28783,0.41594,-1.37983,-0.21575,CL5,CL2,CL2,CL0,CL6,CL2,CL4,CL0,CL0,CL3,CL0,CL2,CL3,CL0,CL0,CL2,CL2,CL0,CL1
1087,-0.95197,0.48246,1.16365,0.96082,-0.31685,-0.24649,0.47617,0.88309,-0.15487,1.81175,0.52975,0.40148,CL6,CL0,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1088,0.49788,-0.48246,-0.05921,0.24923,-0.31685,-0.14882,-0.15487,0.58331,0.43852,0.58489,-0.71126,0.40148,CL6,CL2,CL0,CL2,CL6,CL3,CL5,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL0,CL2,CL1,CL0,CL0
1089,-0.95197,0.48246,1.16365,-0.28519,-0.31685,-0.05188,0.96248,2.15324,-0.30172,0.25953,-1.37983,-0.52593,CL3,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1090,-0.95197,0.48246,1.16365,0.96082,-0.31685,0.52135,0.47617,-0.01928,-0.30172,0.25953,0.19268,-0.52593,CL6,CL0,CL2,CL0,CL6,CL2,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
1091,-0.07854,0.48246,1.16365,-0.57009,-0.31685,-0.46725,-0.15487,0.29338,0.59042,0.93949,0.19268,-0.84637,CL6,CL6,CL0,CL3,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL0
1092,-0.07854,0.48246,0.45468,0.96082,-0.31685,-1.05308,1.45421,0.14143,1.11406,-0.27607,-1.37983,0.76540,CL6,CL2,CL5,CL0,CL6,CL5,CL5,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL6,CL0,CL1
1093,-0.95197,0.48246,1.16365,0.96082,-0.31685,0.62967,1.45421,-0.17779,2.46262,-0.52745,1.29221,0.40148,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1094,1.09449,0.48246,-1.73790,0.96082,-0.31685,-0.46725,0.63779,-1.11902,1.11406,0.12331,0.19268,-0.52593,CL4,CL3,CL0,CL5,CL6,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL3,CL3,CL3,CL3,CL0,CL0
1095,-0.95197,-0.48246,0.45468,-0.09765,-0.31685,-1.69163,-0.80615,-0.58331,-1.21213,-1.25773,0.19268,0.76540,CL3,CL4,CL6,CL0,CL6,CL3,CL4,CL4,CL0,CL4,CL0,CL0,CL4,CL4,CL0,CL3,CL0,CL0,CL4
1096,-0.07854,0.48246,0.45468,-0.09765,-0.31685,-1.43907,1.74091,-0.84732,-0.60633,0.58489,0.88113,0.40148,CL6,CL2,CL0,CL2,CL6,CL4,CL5,CL3,CL0,CL3,CL0,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL0
1097,0.49788,-0.48246,1.16365,0.96082,-0.50212,-0.46725,0.96248,0.14143,-0.01729,0.93949,0.88113,-0.21575,CL5,CL0,CL0,CL2,CL4,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1098,-0.07854,-0.48246,1.16365,0.96082,-0.31685,1.13281,-1.09207,-0.84732,-0.01729,0.12331,-0.21712,-2.07848,CL5,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
1099,-0.95197,-0.48246,-1.22751,0.96082,-0.31685,-0.58016,-0.69509,1.65653,1.81866,-1.13788,-0.21712,-0.52593,CL5,CL2,CL3,CL3,CL5,CL5,CL4,CL0,CL0,CL3,CL0,CL4,CL3,CL0,CL0,CL0,CL6,CL0,CL0
1100,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.92104,0.00332,0.72330,0.13136,-0.65253,0.88113,0.07987,CL3,CL2,CL0,CL4,CL6,CL6,CL6,CL2,CL2,CL3,CL2,CL2,CL3,CL2,CL6,CL3,CL6,CL0,CL5
1101,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.04257,-0.43999,-0.01928,-0.91699,-0.65253,-1.37983,-0.21575,CL4,CL0,CL0,CL0,CL6,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL0
1102,-0.95197,0.48246,1.16365,0.96082,-0.31685,-1.32828,1.28610,0.29338,0.43852,0.58489,-0.21712,0.40148,CL5,CL2,CL2,CL0,CL5,CL5,CL6,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL5,CL0,CL0
1103,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.58016,0.47617,-0.17779,0.28783,-1.78169,0.19268,0.76540,CL6,CL4,CL0,CL0,CL6,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1104,-0.95197,0.48246,0.45468,-0.57009,-0.31685,0.31287,-0.15487,-0.58331,-0.30172,1.30612,-0.71126,-0.52593,CL5,CL0,CL0,CL2,CL6,CL6,CL5,CL3,CL0,CL4,CL0,CL2,CL2,CL4,CL0,CL2,CL3,CL0,CL0
1105,-0.95197,0.48246,1.16365,-0.28519,-0.31685,-0.79151,-0.15487,-0.17779,-0.45321,-0.40581,-0.21712,1.22470,CL6,CL0,CL3,CL0,CL5,CL6,CL5,CL3,CL0,CL4,CL0,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL0
1106,-0.95197,0.48246,-1.22751,-0.57009,-0.31685,-1.05308,0.32197,1.88511,-0.91699,-1.78169,0.19268,0.76540,CL5,CL0,CL0,CL0,CL5,CL4,CL5,CL0,CL0,CL4,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1107,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,-1.19430,-1.09207,0.72330,-1.21213,-2.04506,-1.37983,0.07987,CL6,CL3,CL2,CL3,CL6,CL5,CL5,CL3,CL0,CL4,CL0,CL3,CL3,CL4,CL0,CL4,CL6,CL0,CL0
1108,-0.07854,0.48246,1.98437,0.96082,-0.31685,-0.14882,-0.30033,-0.45174,2.23427,1.63088,-1.37983,0.07987,CL4,CL0,CL0,CL0,CL6,CL2,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL0,CL0
1109,-0.07854,0.48246,-0.61113,-0.28519,-0.31685,1.98437,-0.30033,0.44585,-1.21213,-1.01450,0.19268,0.76540,CL5,CL3,CL2,CL2,CL3,CL6,CL5,CL3,CL0,CL4,CL2,CL2,CL0,CL3,CL3,CL2,CL6,CL0,CL1
1110,-0.95197,-0.48246,0.45468,0.96082,-0.31685,1.13281,1.11406,1.06238,-0.15487,-0.52745,1.86203,1.92173,CL5,CL4,CL2,CL3,CL5,CL4,CL6,CL2,CL0,CL4,CL0,CL4,CL3,CL2,CL0,CL2,CL4,CL0,CL0
1111,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,-0.92104,1.74091,1.43533,1.28610,-0.27607,0.19268,0.40148,CL6,CL5,CL3,CL5,CL6,CL5,CL5,CL5,CL0,CL5,CL0,CL5,CL3,CL3,CL0,CL0,CL6,CL0,CL0
1112,1.09449,-0.48246,-0.61113,-0.57009,-0.31685,2.46262,-1.50796,-1.82919,0.13136,-1.64101,0.88113,-0.52593,CL5,CL3,CL1,CL6,CL6,CL1,CL5,CL3,CL0,CL1,CL1,CL2,CL0,CL1,CL3,CL2,CL1,CL0,CL1
1113,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.22393,-0.15487,-0.31776,2.23427,1.46191,-1.37983,-1.18084,CL5,CL0,CL0,CL6,CL6,CL3,CL4,CL0,CL0,CL4,CL0,CL0,CL3,CL4,CL0,CL5,CL0,CL0,CL0
1114,1.09449,-0.48246,1.98437,-0.57009,-0.31685,0.41667,-0.43999,0.58331,0.28783,-1.25773,1.29221,0.07987,CL6,CL6,CL0,CL2,CL6,CL3,CL6,CL2,CL0,CL1,CL0,CL0,CL0,CL3,CL3,CL2,CL2,CL0,CL0
1115,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,-0.92104,-1.23177,-0.71727,-1.07533,0.58489,-0.71126,-0.52593,CL5,CL0,CL4,CL3,CL6,CL6,CL6,CL4,CL0,CL4,CL0,CL3,CL3,CL3,CL3,CL4,CL6,CL0,CL2
1116,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-3.46436,0.47617,-0.01928,1.28610,2.04506,-0.21712,0.76540,CL5,CL0,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL0,CL0,CL0,CL4,CL3,CL3,CL3,CL5,CL0,CL0
1117,1.09449,-0.48246,-1.73790,0.96082,-0.31685,0.52135,-0.57545,0.44585,-2.53830,-0.27607,0.88113,-0.21575,CL3,CL1,CL1,CL1,CL6,CL6,CL6,CL1,CL0,CL0,CL3,CL0,CL0,CL1,CL0,CL3,CL1,CL0,CL0
1118,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,0.91093,0.00332,1.24033,-0.15487,-1.38502,1.29221,0.40148,CL5,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL3,CL0,CL0,CL6,CL4,CL0,CL4,CL6,CL0,CL0
1119,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.60383,-1.23177,-0.17779,-0.91699,-0.65253,-0.71126,-0.21575,CL6,CL4,CL0,CL6,CL6,CL6,CL6,CL0,CL0,CL4,CL0,CL0,CL4,CL3,CL3,CL3,CL6,CL0,CL0
1120,-0.07854,0.48246,0.45468,-0.57009,-0.31685,-1.69163,2.57309,2.90161,1.11406,-0.27607,0.52975,1.92173,CL6,CL6,CL0,CL3,CL6,CL6,CL6,CL3,CL0,CL3,CL0,CL0,CL0,CL4,CL5,CL5,CL6,CL0,CL4
1121,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-0.43999,-0.01928,-1.77200,-1.01450,0.88113,0.76540,CL4,CL5,CL0,CL3,CL4,CL6,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL3,CL0,CL0
1122,-0.07854,-0.48246,0.45468,0.96082,-0.31685,-1.05308,1.28610,0.44585,0.43852,0.75830,0.19268,-0.21575,CL5,CL2,CL2,CL0,CL6,CL2,CL6,CL2,CL0,CL2,CL0,CL2,CL2,CL0,CL0,CL0,CL2,CL0,CL0
1123,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,-0.34799,-2.44904,-1.27553,-0.76096,-0.27607,0.19268,0.76540,CL2,CL5,CL0,CL3,CL6,CL2,CL4,CL2,CL0,CL0,CL3,CL2,CL2,CL2,CL6,CL2,CL1,CL0,CL0
1124,-0.95197,-0.48246,-1.73790,0.24923,-0.31685,-0.05188,-1.92173,1.65653,-0.01729,-0.40581,-0.71126,-0.52593,CL3,CL2,CL0,CL2,CL6,CL3,CL4,CL3,CL2,CL2,CL0,CL2,CL2,CL2,CL4,CL2,CL6,CL0,CL0
1125,-0.07854,-0.48246,-0.05921,0.96082,-0.31685,0.73545,-0.94779,-1.11902,-0.01729,-1.25773,0.52975,-0.52593,CL6,CL6,CL2,CL3,CL6,CL3,CL6,CL3,CL0,CL3,CL0,CL4,CL6,CL0,CL0,CL2,CL6,CL0,CL0
1126,-0.07854,-0.48246,-1.22751,0.96082,-0.31685,-1.05308,0.00332,-2.39883,0.43852,-0.00665,1.29221,0.07987,CL6,CL2,CL2,CL5,CL4,CL6,CL6,CL3,CL3,CL3,CL0,CL4,CL6,CL2,CL0,CL2,CL6,CL0,CL3
1127,-0.07854,-0.48246,-0.05921,-0.57009,-0.31685,1.37297,-1.37639,-0.45174,-0.15487,-2.30408,-0.21712,-0.21575,CL4,CL4,CL2,CL5,CL6,CL5,CL5,CL3,CL0,CL4,CL3,CL0,CL4,CL0,CL2,CL3,CL6,CL0,CL3
1128,1.82213,-0.48246,-1.43719,-0.57009,-0.31685,0.52135,-0.43999,-0.58331,-1.62090,0.58489,-0.21712,0.07987,CL3,CL1,CL0,CL4,CL6,CL3,CL3,CL2,CL2,CL0,CL0,CL0,CL0,CL1,CL0,CL1,CL1,CL0,CL0
1129,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.37297,-0.94779,0.72330,0.28783,-0.78155,0.52975,1.22470,CL4,CL3,CL0,CL5,CL6,CL6,CL5,CL2,CL2,CL3,CL2,CL0,CL6,CL5,CL3,CL3,CL5,CL0,CL0
1130,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,1.02119,-2.03972,-0.71727,1.11406,-1.25773,0.88113,0.40148,CL5,CL5,CL0,CL3,CL6,CL6,CL5,CL3,CL2,CL3,CL0,CL0,CL2,CL3,CL6,CL2,CL6,CL0,CL2
1131,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.55078,-1.23177,0.88309,1.61108,-1.78169,-0.21712,0.40148,CL5,CL0,CL0,CL0,CL3,CL5,CL6,CL0,CL0,CL0,CL0,CL3,CL3,CL3,CL3,CL4,CL5,CL0,CL0
1132,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.41667,0.16767,-0.17779,-0.01729,-1.92173,1.29221,0.76540,CL6,CL3,CL3,CL6,CL4,CL5,CL5,CL2,CL2,CL3,CL5,CL5,CL6,CL2,CL0,CL2,CL6,CL0,CL2
1133,-0.07854,0.48246,-0.05921,-0.57009,-0.31685,2.28554,0.80523,0.72330,-2.07848,-1.78169,1.86203,1.92173,CL4,CL0,CL0,CL6,CL6,CL3,CL0,CL4,CL0,CL2,CL5,CL0,CL0,CL2,CL4,CL2,CL6,CL0,CL0
1134,-0.07854,-0.48246,1.16365,-0.46841,-0.31685,0.62967,-0.69509,0.14143,-1.21213,-0.27607,-0.21712,-0.21575,CL6,CL2,CL3,CL6,CL6,CL6,CL6,CL3,CL0,CL2,CL2,CL2,CL6,CL2,CL3,CL3,CL3,CL0,CL6
1135,0.49788,-0.48246,-0.05921,-0.09765,-0.31685,-1.32828,0.16767,1.65653,1.11406,0.25953,1.29221,0.76540,CL3,CL3,CL0,CL2,CL3,CL5,CL5,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
1136,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,0.41667,1.28610,-1.11902,-0.91699,-0.52745,1.86203,0.40148,CL5,CL5,CL0,CL4,CL6,CL3,CL6,CL3,CL0,CL0,CL0,CL0,CL3,CL0,CL6,CL0,CL6,CL0,CL2
1137,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,1.37297,0.63779,-0.31776,-1.34289,-1.64101,1.29221,1.22470,CL3,CL3,CL0,CL4,CL6,CL6,CL5,CL3,CL3,CL3,CL3,CL3,CL3,CL3,CL4,CL3,CL6,CL0,CL4
1138,-0.07854,0.48246,1.98437,0.96082,-0.31685,-0.05188,0.32197,-0.84732,-0.01729,0.41594,-1.37983,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1139,-0.07854,0.48246,0.45468,-0.28519,-0.31685,0.31287,-1.92173,-0.01928,0.59042,-1.25773,-0.21712,-0.84637,CL5,CL0,CL0,CL0,CL6,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1140,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-1.23177,0.44585,-3.15735,-0.52745,1.86203,1.22470,CL6,CL3,CL0,CL3,CL6,CL6,CL6,CL3,CL0,CL4,CL2,CL2,CL3,CL2,CL2,CL3,CL6,CL0,CL0
1141,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,-0.92104,0.47617,0.14143,1.45039,-0.27607,-0.21712,1.22470,CL6,CL2,CL0,CL5,CL5,CL5,CL5,CL5,CL3,CL4,CL3,CL0,CL3,CL0,CL5,CL3,CL5,CL0,CL3
1142,-0.07854,0.48246,0.45468,-0.09765,-0.31685,1.60383,-1.63340,0.72330,-1.07533,-1.51840,0.52975,1.22470,CL4,CL2,CL0,CL3,CL6,CL6,CL4,CL0,CL0,CL2,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL2
1143,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,0.41667,-1.23177,0.14143,-0.15487,0.58489,0.52975,0.07987,CL4,CL1,CL0,CL6,CL6,CL4,CL0,CL3,CL3,CL0,CL2,CL1,CL3,CL1,CL6,CL4,CL6,CL0,CL1
1144,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,1.98437,-1.92173,1.24033,1.45039,-1.13788,-0.21712,1.22470,CL6,CL3,CL0,CL4,CL6,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL0,CL6,CL0,CL0
1145,1.09449,-0.48246,0.45468,0.96082,-0.31685,0.22393,-1.09207,-0.71727,-0.30172,-0.65253,0.19268,-0.84637,CL1,CL1,CL1,CL3,CL6,CL1,CL6,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL6,CL0,CL0
1146,-0.95197,-0.48246,-0.61113,0.21128,-0.31685,1.60383,-0.80615,-0.71727,-1.21213,-2.18109,-0.21712,0.07987,CL5,CL4,CL2,CL0,CL6,CL4,CL3,CL3,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL0,CL6,CL0,CL0
1147,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,0.22393,-0.69509,0.29338,-0.01729,-1.01450,-0.71126,-1.18084,CL5,CL6,CL0,CL4,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL4,CL5,CL4,CL4,CL4,CL3,CL0,CL2
1148,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,-2.75696,-0.43999,-1.11902,-1.47955,0.93949,-0.21712,0.07987,CL5,CL6,CL5,CL3,CL6,CL2,CL4,CL2,CL0,CL4,CL0,CL0,CL0,CL3,CL0,CL2,CL0,CL0,CL0
1149,0.49788,-0.48246,-0.05921,-0.57009,-0.31685,1.83990,-0.94779,0.14143,-1.47955,-1.25773,0.88113,-0.52593,CL3,CL3,CL1,CL4,CL6,CL3,CL3,CL1,CL1,CL2,CL0,CL2,CL5,CL3,CL3,CL2,CL6,CL0,CL1
1150,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,0.16767,0.14143,-0.60633,-0.65253,0.52975,1.92173,CL5,CL4,CL2,CL4,CL6,CL6,CL5,CL6,CL3,CL5,CL2,CL3,CL2,CL3,CL3,CL3,CL5,CL0,CL2
1151,1.09449,0.48246,-1.22751,-0.09765,-0.31685,-0.58016,0.63779,-0.31776,0.43852,0.93949,-0.71126,-0.52593,CL1,CL6,CL2,CL6,CL5,CL6,CL5,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL0,CL2,CL6,CL0,CL0
1152,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,1.23461,-0.43999,0.58331,1.11406,0.41594,0.19268,0.40148,CL4,CL6,CL3,CL6,CL6,CL4,CL4,CL2,CL2,CL2,CL2,CL2,CL4,CL2,CL0,CL2,CL5,CL0,CL2
1153,0.49788,0.48246,0.45468,-0.57009,-0.31685,1.72012,-1.76250,-0.58331,-0.30172,-1.25773,0.88113,-0.84637,CL1,CL3,CL0,CL2,CL6,CL6,CL6,CL1,CL2,CL0,CL1,CL0,CL1,CL0,CL0,CL0,CL6,CL0,CL1
1154,1.82213,0.48246,1.16365,-0.57009,0.11440,0.31287,-0.69509,-0.71727,-1.21213,-0.27607,0.52975,1.92173,CL3,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1155,-0.95197,-0.48246,-1.22751,-0.28519,-0.31685,0.52135,-0.80615,-0.17779,-0.15487,-1.92173,0.52975,1.22470,CL4,CL3,CL0,CL3,CL4,CL4,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL3,CL0,CL4,CL0,CL0
1156,-0.95197,0.48246,1.16365,0.96082,-0.31685,0.41667,0.16767,0.29338,0.76096,-0.52745,0.19268,0.76540,CL6,CL2,CL2,CL0,CL6,CL6,CL4,CL3,CL0,CL4,CL0,CL5,CL3,CL3,CL0,CL0,CL6,CL0,CL0
1157,-0.95197,-0.48246,1.98437,0.96082,-0.31685,-0.92104,1.74091,1.65653,1.61108,-0.52745,-0.21712,1.22470,CL6,CL2,CL2,CL4,CL6,CL5,CL6,CL0,CL0,CL4,CL0,CL3,CL3,CL0,CL0,CL5,CL4,CL0,CL0
1158,-0.95197,0.48246,-0.61113,0.96082,-0.31685,0.22393,-0.15487,-0.31776,-0.60633,0.41594,-0.21712,-0.52593,CL3,CL2,CL0,CL4,CL3,CL2,CL6,CL2,CL0,CL2,CL0,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL0
1159,-0.95197,-0.48246,-0.61113,0.96082,-0.31685,0.62967,1.93886,1.88511,0.43852,-0.40581,1.29221,0.76540,CL4,CL5,CL0,CL0,CL5,CL6,CL5,CL3,CL0,CL6,CL0,CL3,CL6,CL0,CL0,CL0,CL6,CL0,CL0
1160,1.09449,-0.48246,-0.05921,0.21128,-0.31685,-0.46725,0.00332,-0.31776,-1.21213,0.93949,-0.71126,0.40148,CL3,CL2,CL2,CL3,CL6,CL6,CL5,CL1,CL0,CL0,CL0,CL0,CL3,CL1,CL0,CL1,CL6,CL0,CL1
1161,-0.07854,0.48246,0.45468,0.24923,-0.31685,0.62967,-0.15487,0.14143,-0.01729,-1.13788,0.19268,1.22470,CL6,CL2,CL2,CL3,CL4,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL2,CL2,CL0,CL3,CL1,CL0,CL0
1162,-0.95197,-0.48246,-1.43719,-0.57009,0.11440,0.82562,-1.09207,-1.42424,-0.91699,0.12331,0.52975,0.76540,CL5,CL6,CL0,CL0,CL6,CL5,CL4,CL5,CL0,CL4,CL0,CL0,CL3,CL3,CL0,CL3,CL6,CL0,CL0
1163,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.04257,-0.15487,1.65653,0.13136,0.25953,0.52975,1.92173,CL5,CL3,CL0,CL3,CL4,CL5,CL4,CL4,CL0,CL2,CL3,CL0,CL3,CL2,CL3,CL2,CL3,CL0,CL0
1164,-0.07854,0.48246,1.98437,0.96082,-0.31685,-0.14882,-0.94779,0.29338,0.94156,2.04506,-0.71126,-0.52593,CL5,CL0,CL0,CL2,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1165,-0.07854,-0.48246,-1.43719,-0.09765,-0.31685,-0.34799,0.32197,-0.01928,0.13136,0.41594,0.19268,0.07987,CL4,CL5,CL4,CL5,CL6,CL2,CL4,CL4,CL0,CL3,CL0,CL0,CL3,CL2,CL0,CL3,CL6,CL0,CL0
1166,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.82562,-1.09207,0.44585,-0.60633,1.13407,0.88113,-0.21575,CL5,CL0,CL0,CL5,CL4,CL5,CL5,CL0,CL0,CL0,CL0,CL0,CL5,CL0,CL5,CL3,CL1,CL0,CL0
1167,0.49788,-0.48246,0.45468,-0.57009,-0.31685,-0.34799,-0.57545,0.88309,0.76096,-1.78169,1.86203,1.92173,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL3,CL0,CL2,CL0,CL2,CL3,CL0,CL0,CL4,CL3,CL0,CL1
1168,-0.07854,-0.48246,0.45468,-0.57009,-0.31685,0.52135,-0.94779,1.06238,-0.30172,0.58489,-0.21712,0.07987,CL5,CL1,CL0,CL0,CL6,CL6,CL6,CL0,CL0,CL4,CL0,CL0,CL2,CL4,CL0,CL4,CL1,CL0,CL0
1169,-0.95197,-0.48246,-1.22751,-0.57009,-0.31685,0.82562,-0.30033,1.43533,-0.76096,-1.01450,0.88113,0.76540,CL6,CL2,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL3,CL3,CL2,CL0,CL0
1170,1.09449,-0.48246,-0.05921,-0.57009,-0.31685,0.41667,-0.15487,-0.17779,-1.92595,-1.01450,0.52975,0.40148,CL5,CL6,CL2,CL3,CL6,CL2,CL6,CL1,CL0,CL0,CL0,CL2,CL0,CL2,CL3,CL2,CL1,CL0,CL0
1171,0.49788,0.48246,0.45468,-0.57009,-0.31685,-1.19430,1.28610,1.43533,1.28610,0.25953,-0.71126,-0.21575,CL6,CL0,CL0,CL0,CL6,CL3,CL6,CL2,CL0,CL2,CL1,CL2,CL0,CL1,CL0,CL2,CL5,CL0,CL0
1172,0.49788,-0.48246,-0.61113,-0.57009,-0.31685,0.13606,-0.57545,-0.01928,-0.76096,0.12331,-0.71126,0.40148,CL3,CL0,CL0,CL5,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL2,CL6,CL0,CL1
1173,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.16767,-0.97631,0.59042,0.93949,0.88113,0.40148,CL5,CL3,CL0,CL3,CL6,CL6,CL5,CL3,CL0,CL3,CL4,CL3,CL2,CL0,CL3,CL2,CL3,CL0,CL3
1174,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.16767,1.43533,0.59042,0.58489,-1.37983,0.07987,CL4,CL0,CL0,CL3,CL6,CL6,CL6,CL0,CL0,CL2,CL0,CL0,CL2,CL2,CL0,CL0,CL3,CL0,CL2
1175,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,0.04257,-0.80615,0.88309,-0.30172,1.13407,-0.21712,0.76540,CL4,CL5,CL0,CL6,CL6,CL6,CL6,CL6,CL1,CL3,CL3,CL3,CL2,CL3,CL3,CL3,CL6,CL0,CL0
1176,-0.07854,-0.48246,1.16365,-0.57009,-0.31685,0.31287,-0.80615,-0.01928,-0.91699,1.13407,1.86203,1.92173,CL6,CL6,CL0,CL0,CL6,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL1,CL1,CL0,CL0,CL5,CL0,CL0
1177,-0.95197,-0.48246,-0.61113,-0.57009,0.11440,-1.43907,0.00332,-0.84732,0.76096,-0.27607,-0.21712,0.76540,CL3,CL3,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL4,CL0,CL0,CL4,CL4,CL2,CL3,CL0,CL0,CL0
1178,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,0.82562,-0.15487,-0.01928,-1.34289,-0.89891,-1.37983,0.07987,CL5,CL2,CL0,CL6,CL2,CL3,CL5,CL3,CL0,CL3,CL0,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0
1179,-0.07854,0.48246,-0.61113,-0.57009,-0.31685,-0.46725,0.32197,0.14143,1.61108,0.12331,1.29221,0.40148,CL5,CL0,CL0,CL3,CL6,CL2,CL5,CL1,CL0,CL1,CL0,CL0,CL0,CL1,CL0,CL1,CL0,CL0,CL0
1180,-0.07854,0.48246,1.16365,-0.57009,-0.31685,2.12700,0.47617,1.88511,-2.78793,-1.25773,1.86203,1.92173,CL4,CL6,CL0,CL4,CL6,CL4,CL6,CL4,CL0,CL1,CL3,CL1,CL4,CL1,CL4,CL0,CL3,CL0,CL2
1181,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.79151,-0.30033,-0.58331,0.76096,-0.27607,-0.21712,-1.18084,CL0,CL3,CL0,CL4,CL6,CL6,CL3,CL0,CL0,CL0,CL0,CL0,CL3,CL3,CL6,CL3,CL0,CL0,CL0
1182,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.14882,-1.63340,0.29338,-0.60633,-0.27607,-0.71126,0.40148,CL2,CL0,CL0,CL0,CL3,CL6,CL6,CL0,CL0,CL2,CL0,CL2,CL2,CL2,CL0,CL2,CL0,CL0,CL0
1183,-0.07854,-0.48246,-0.61113,-0.28519,-0.31685,1.72012,-0.43999,-0.58331,-0.45321,-1.01450,0.19268,0.40148,CL5,CL3,CL2,CL3,CL6,CL4,CL6,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL2,CL3,CL3,CL0,CL0
1184,-0.07854,0.48246,-0.05921,-0.09765,-0.31685,0.41667,-0.43999,-0.58331,2.23427,-0.78155,0.52975,0.07987,CL6,CL3,CL2,CL3,CL6,CL4,CL6,CL3,CL0,CL3,CL0,CL4,CL4,CL4,CL3,CL4,CL5,CL0,CL0
1185,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,-0.46725,1.11406,0.88309,-0.30172,1.81175,-0.71126,-0.21575,CL5,CL3,CL0,CL3,CL6,CL6,CL5,CL0,CL0,CL4,CL0,CL4,CL3,CL3,CL0,CL3,CL0,CL0,CL0
1186,1.09449,-0.48246,-1.73790,-0.57009,-0.31685,-0.14882,-1.23177,-0.17779,0.94156,0.25953,-0.21712,0.76540,CL4,CL1,CL0,CL5,CL6,CL5,CL4,CL1,CL0,CL0,CL0,CL0,CL0,CL1,CL6,CL0,CL1,CL0,CL1
1187,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.82562,-0.30033,0.58331,-0.91699,-0.89891,0.88113,0.76540,CL5,CL5,CL0,CL3,CL6,CL5,CL5,CL0,CL0,CL3,CL3,CL0,CL4,CL0,CL4,CL0,CL6,CL0,CL3
1188,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-1.05308,0.63779,0.29338,0.59042,-0.78155,1.86203,0.40148,CL6,CL0,CL0,CL2,CL5,CL4,CL6,CL0,CL0,CL3,CL0,CL0,CL5,CL0,CL0,CL3,CL4,CL0,CL0
1189,-0.07854,0.48246,0.45468,0.96082,-0.31685,1.23461,-0.30033,0.88309,0.43852,-0.00665,0.19268,0.07987,CL5,CL0,CL2,CL0,CL6,CL3,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL2,CL0,CL1
1190,1.82213,0.48246,1.98437,-0.57009,-0.31685,-0.34799,0.47617,0.44585,-0.45321,-0.00665,-0.21712,0.07987,CL6,CL1,CL2,CL2,CL6,CL6,CL6,CL2,CL1,CL2,CL1,CL1,CL5,CL2,CL0,CL3,CL6,CL0,CL0
1191,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.19430,1.45421,0.44585,-0.60633,-0.00665,1.29221,0.40148,CL4,CL4,CL0,CL0,CL6,CL6,CL5,CL6,CL0,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL0,CL0
1192,-0.95197,-0.48246,1.16365,-0.57009,-0.31685,-2.21844,0.32197,0.72330,1.81866,0.93949,-0.71126,-0.52593,CL5,CL0,CL0,CL0,CL6,CL5,CL5,CL2,CL0,CL3,CL0,CL0,CL2,CL3,CL0,CL0,CL2,CL0,CL0
1193,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.62967,0.63779,0.44585,0.13136,-2.57309,1.86203,1.22470,CL3,CL6,CL2,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL4,CL4,CL0,CL2,CL0,CL4,CL0,CL0
1194,-0.95197,-0.48246,-1.22751,0.24923,-0.31685,1.60383,-1.50796,0.44585,0.43852,-1.13788,1.86203,1.22470,CL6,CL6,CL2,CL5,CL4,CL6,CL4,CL3,CL2,CL3,CL0,CL3,CL0,CL0,CL0,CL3,CL6,CL0,CL0
1195,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-2.75696,1.11406,1.06238,1.61108,-0.52745,0.19268,0.40148,CL5,CL3,CL0,CL0,CL4,CL5,CL4,CL0,CL0,CL3,CL0,CL0,CL3,CL3,CL0,CL0,CL5,CL0,CL0
1196,0.49788,-0.48246,0.45468,-0.57009,-0.31685,0.31287,0.16767,0.72330,-1.07533,0.41594,0.52975,1.22470,CL5,CL2,CL0,CL5,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0
1197,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.91093,-0.43999,-0.01928,-0.45321,-1.64101,0.88113,0.40148,CL5,CL3,CL0,CL5,CL6,CL2,CL6,CL0,CL0,CL5,CL0,CL0,CL5,CL2,CL0,CL5,CL5,CL0,CL0
1198,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.52135,-0.30033,-0.58331,-0.76096,-0.52745,-0.21712,0.76540,CL4,CL3,CL0,CL0,CL6,CL6,CL5,CL3,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL5,CL0,CL0
1199,-0.07854,-0.48246,0.45468,0.24923,-0.31685,-0.92104,-0.30033,-0.17779,-1.92595,-0.27607,0.52975,-1.54858,CL0,CL6,CL0,CL0,CL3,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL0,CL0
1200,-0.07854,-0.48246,-1.73790,-0.57009,-0.31685,-0.34799,-2.44904,-0.71727,-0.01729,0.25953,-1.37983,-0.84637,CL5,CL0,CL0,CL3,CL6,CL6,CL3,CL2,CL0,CL2,CL0,CL0,CL0,CL0,CL5,CL3,CL6,CL0,CL0
1201,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,2.12700,-2.72827,-1.27553,0.28783,-1.92173,0.52975,1.22470,CL3,CL0,CL0,CL0,CL6,CL4,CL5,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0,CL3,CL6,CL0,CL0
1202,-0.07854,0.48246,0.45468,-0.28519,-0.31685,0.13606,-1.63340,0.44585,0.94156,-1.64101,-0.21712,-0.84637,CL6,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1203,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.31287,0.96248,1.88511,-0.76096,-0.65253,1.29221,1.92173,CL5,CL4,CL4,CL4,CL5,CL6,CL4,CL5,CL0,CL4,CL6,CL0,CL4,CL3,CL4,CL4,CL5,CL0,CL0
1204,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.67825,0.80523,0.29338,-1.07533,-0.78155,-0.21712,0.76540,CL6,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL2,CL0,CL4,CL2,CL4,CL2,CL3,CL2,CL0,CL0
1205,-0.95197,-0.48246,-1.22751,-0.57009,0.12600,0.41667,0.47617,-0.31776,-1.34289,-0.27607,0.52975,1.22470,CL5,CL3,CL0,CL4,CL6,CL6,CL0,CL3,CL3,CL3,CL5,CL3,CL3,CL3,CL5,CL3,CL6,CL0,CL3
1206,-0.07854,-0.48246,-0.61113,-0.57009,-0.31685,0.82562,-1.37639,0.44585,-1.07533,-1.13788,0.19268,0.76540,CL3,CL2,CL0,CL5,CL6,CL6,CL4,CL3,CL0,CL2,CL0,CL0,CL2,CL2,CL5,CL2,CL6,CL0,CL2
1207,-0.95197,0.48246,-1.22751,0.96082,-0.31685,-1.05308,-0.57545,-0.01928,-2.07848,-1.38502,1.29221,0.40148,CL5,CL0,CL0,CL0,CL5,CL4,CL6,CL0,CL0,CL0,CL0,CL0,CL2,CL0,CL0,CL0,CL6,CL0,CL2
1208,1.09449,-0.48246,0.45468,0.96082,-0.31685,-0.46725,1.58487,1.43533,1.45039,1.30612,-0.21712,-0.21575,CL4,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1209,-0.95197,-0.48246,-0.05921,-0.57009,0.11440,0.13606,0.00332,0.72330,-2.21844,1.46191,0.88113,1.92173,CL6,CL0,CL2,CL3,CL6,CL6,CL5,CL3,CL3,CL0,CL4,CL0,CL3,CL4,CL0,CL5,CL0,CL0,CL0
1210,-0.95197,-0.48246,-0.61113,0.24923,-0.22166,-1.55078,-0.94779,0.58331,-1.07533,-0.40581,0.52975,0.40148,CL3,CL3,CL0,CL0,CL3,CL3,CL5,CL0,CL2,CL3,CL0,CL5,CL5,CL3,CL0,CL3,CL3,CL0,CL0
1211,1.09449,-0.48246,0.45468,-0.09765,-0.31685,-1.05308,0.63779,-0.45174,-1.07533,0.75830,0.88113,0.76540,CL5,CL4,CL2,CL4,CL6,CL3,CL5,CL3,CL0,CL4,CL0,CL0,CL1,CL3,CL0,CL0,CL0,CL0,CL0
1212,-0.95197,-0.48246,-0.61113,0.24923,-0.31685,-1.43907,1.11406,0.58331,-0.60633,-0.78155,0.88113,0.40148,CL5,CL0,CL0,CL0,CL6,CL6,CL5,CL0,CL0,CL0,CL0,CL0,CL4,CL0,CL0,CL4,CL2,CL0,CL0
1213,-0.95197,-0.48246,-0.61113,-0.28519,-0.31685,-0.24649,-1.09207,0.29338,-0.45321,-1.01450,-1.37983,0.76540,CL5,CL0,CL0,CL0,CL3,CL3,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL5,CL0,CL0,CL3,CL0,CL0
1214,-0.95197,0.48246,-0.61113,0.24923,-0.31685,0.91093,0.16767,0.58331,-0.15487,-2.04506,-1.37983,0.40148,CL4,CL6,CL0,CL0,CL5,CL3,CL4,CL3,CL0,CL4,CL0,CL0,CL2,CL0,CL0,CL0,CL4,CL0,CL2
1215,-0.95197,-0.48246,-0.61113,-0.09765,-0.31685,-0.24649,0.16767,0.58331,-0.45321,-0.00665,0.19268,0.76540,CL5,CL4,CL3,CL4,CL6,CL6,CL6,CL0,CL2,CL4,CL0,CL2,CL4,CL5,CL0,CL4,CL5,CL0,CL4
1216,0.49788,0.48246,-0.05921,0.96082,-0.31685,0.73545,0.47617,-1.42424,-0.91699,0.12331,1.29221,0.76540,CL6,CL0,CL0,CL0,CL6,CL1,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0
1217,-0.07854,-0.48246,-0.05921,-0.57009,-0.31685,1.23461,-0.57545,0.88309,-0.01729,-0.89891,0.88113,0.76540,CL6,CL6,CL0,CL5,CL6,CL6,CL6,CL2,CL0,CL2,CL2,CL0,CL5,CL4,CL5,CL3,CL6,CL0,CL0
1218,-0.95197,-0.48246,-0.05921,0.24923,-0.31685,-0.14882,1.45421,1.43533,0.13136,-1.38502,0.52975,0.76540,CL5,CL4,CL0,CL0,CL6,CL6,CL4,CL0,CL0,CL5,CL0,CL0,CL4,CL3,CL0,CL3,CL0,CL0,CL0
1219,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,0.41667,0.63779,-0.31776,-0.91699,-0.00665,0.19268,0.76540,CL5,CL4,CL3,CL2,CL5,CL5,CL6,CL2,CL0,CL4,CL0,CL0,CL5,CL3,CL0,CL3,CL3,CL0,CL0
1220,-0.07854,0.48246,1.16365,-0.57009,-0.31685,0.31287,1.28610,-0.17779,-0.76096,-1.01450,0.19268,-0.52593,CL5,CL5,CL0,CL5,CL5,CL5,CL6,CL4,CL0,CL3,CL0,CL3,CL0,CL2,CL4,CL4,CL2,CL0,CL0
1221,-0.95197,0.48246,-0.61113,-0.28519,-0.31685,-1.32828,0.16767,0.72330,-1.21213,-1.51840,-0.71126,0.76540,CL4,CL0,CL0,CL4,CL6,CL3,CL5,CL0,CL0,CL0,CL0,CL6,CL0,CL4,CL0,CL4,CL3,CL0,CL0
1222,-0.95197,0.48246,-0.05921,-0.57009,-0.31685,1.02119,0.96248,0.29338,-1.62090,-0.89891,0.88113,0.40148,CL4,CL3,CL0,CL6,CL4,CL5,CL5,CL3,CL0,CL3,CL2,CL0,CL3,CL0,CL6,CL2,CL6,CL0,CL2
1223,-0.95197,0.48246,-1.22751,-0.57009,-0.31685,1.02119,-0.30033,0.14143,-1.47955,-0.65253,0.88113,1.22470,CL6,CL3,CL0,CL3,CL5,CL6,CL5,CL4,CL0,CL6,CL0,CL0,CL6,CL4,CL0,CL3,CL6,CL0,CL3
1224,-0.95197,-0.48246,-0.61113,-0.57009,-0.31685,-0.24649,0.63779,0.29338,-0.45321,-0.00665,1.29221,1.22470,CL5,CL3,CL0,CL5,CL6,CL6,CL6,CL3,CL3,CL3,CL0,CL3,CL3,CL3,CL5,CL3,CL6,CL0,CL0
1225,-0.07854,-0.48246,1.98437,-0.57009,-0.31685,-0.46725,-2.32338,-2.21069,-0.15487,-0.14277,-0.21712,-1.18084,CL5,CL0,CL2,CL0,CL5,CL0,CL5,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0
1226,-0.95197,0.48246,-0.61113,-0.57009,-0.31685,0.91093,-0.30033,-0.01928,-0.01729,-0.40581,-0.21712,-0.21575,CL5,CL2,CL0,CL0,CL5,CL3,CL5,CL0,CL0,CL3,CL0,CL0,CL5,CL0,CL4,CL3,CL0,CL0,CL0
1227,-0.95197,-0.48246,0.45468,-0.57009,-0.31685,0.62967,1.45421,0.58331,0.13136,0.93949,0.19268,1.92173,CL6,CL5,CL0,CL4,CL6,CL5,CL3,CL4,CL0,CL3,CL0,CL0,CL3,CL0,CL0,CL3,CL6,CL0,CL2
1228,-0.07854,0.48246,0.45468,-0.57009,-0.31685,0.52135,0.63779,1.24033,-0.15487,-1.38502,0.52975,-0.21575,CL5,CL3,CL0,CL3,CL6,CL6,CL4,CL2,CL2,CL2,CL0,CL2,CL2,CL2,CL2,CL2,CL3,CL0,CL0
1229,0.49788,-0.48246,-1.73790,-0.57009,-0.31685,1.13281,-0.57545,0.14143,0.59042,-1.51840,-1.37983,-0.21575,CL2,CL2,CL0,CL2,CL3,CL3,CL6,CL2,CL2,CL3,CL1,CL0,CL2,CL1,CL0,CL1,CL6,CL0,CL1
1230,-0.95197,-0.48246,-0.61113,-0.57009,-0.22166,-1.05308,1.93886,1.24033,0.13136,0.58489,0.52975,0.40148,CL3,CL0,CL0,CL0,CL3,CL5,CL4,CL0,CL0,CL0,CL0,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0
1231,-0.95197,0.48246,-1.22751,-0.57009,-0.31685,0.13606,0.16767,1.06238,-0.45321,-0.14277,0.19268,0.07987,CL6,CL3,CL0,CL2,CL4,CL6,CL5,CL3,CL3,CL3,CL0,CL3,CL3,CL3,CL2,CL3,CL3,CL0,CL0
1232,-0.95197,0.48246,0.45468,-0.28519,0.11440,1.02119,-1.23177,1.06238,-2.07848,-0.52745,1.29221,1.22470,CL6,CL2,CL0,CL2,CL5,CL6,CL4,CL3,CL0,CL3,CL0,CL0,CL0,CL3,CL0,CL0,CL6,CL0,CL2
1233,-0.95197,0.48246,-0.61113,-0.28519,-0.31685,1.60383,-0.43999,0.44585,0.59042,0.41594,0.19268,0.07987,CL5,CL0,CL0,CL0,CL6,CL0,CL6,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL0,CL6,CL0,CL0
1234,-0.95197,-0.48246,0.45468,0.96082,-0.31685,0.73545,-0.43999,0.58331,0.59042,-0.14277,0.19268,0.40148,CL5,CL4,CL4,CL3,CL6,CL4,CL4,CL5,CL0,CL4,CL0,CL5,CL5,CL0,CL5,CL3,CL6,CL0,CL0
1235,-0.95197,-0.48246,-0.61113,-0.