Untitled1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import tifffile as tf\n",
    "from keras.models import load_model\n",
    "from skimage.feature import canny\n",
    "from skimage.transform import hough_circle, hough_circle_peaks\n",
    "from skimage.filters import gaussian\n",
    "from scipy import histogram\n",
    "from skimage.filters import threshold_otsu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Summary of investigation: I don't think Hough algorithm will accurately identify\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "def auto_canny(image,sigma= 0.13):\n",
    "    \n",
    "    #Use the median to determine the lower and upper thresholds for canny.\n",
    "    #The median is less sensitive to outliers than the average, as it is has no knowledge of individual values just their order in size\n",
    "    \n",
    "    median = np.median(image)\n",
    "    \n",
    "    lower = int(max(0,(1.0-sigma)*median))\n",
    "    upper = int(min(np.max(image),(1.0+sigma)*median))\n",
    "    \n",
    "    \n",
    "    edged = canny(image,sigma = 3,low_threshold=lower,high_threshold=upper)\n",
    "    \n",
    "    return edged\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/MarcusF/anaconda3/lib/python3.6/site-packages/tifffile/tifffile.py:2236: UserWarning: ome-xml: not an ome-tiff master file\n",
      "  warnings.warn('ome-xml: not an ome-tiff master file')\n"
     ]
    }
   ],
   "source": [
    "with tf.TiffFile('/Users/MarcusF/Desktop/TrapAnalysis/260522_CecB-  PCPG vesicles- after flushing_1_MMStack_Pos6.ome.tif') as tif:\n",
    "    images = tif.asarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges = auto_canny(images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c2b43a438>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(edges,cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c2b808c88>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[0],cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([234051,   8802,   4564,   3089,   2594,   2181,   1968,   1589,\n",
       "          1277,    957,    634,    295,     94,     40,      9]),\n",
       " array([ 485.        ,  965.93333333, 1446.86666667, 1927.8       ,\n",
       "        2408.73333333, 2889.66666667, 3370.6       , 3851.53333333,\n",
       "        4332.46666667, 4813.4       , 5294.33333333, 5775.26666667,\n",
       "        6256.2       , 6737.13333333, 7218.06666667, 7699.        ]))"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "histogram(images[0],15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2.42131e+05, 7.66000e+03, 4.71200e+03, 3.58200e+03, 2.41800e+03,\n",
       "        1.30800e+03, 2.88000e+02, 4.50000e+01]),\n",
       " array([ 485.  , 1386.75, 2288.5 , 3190.25, 4092.  , 4993.75, 5895.5 ,\n",
       "        6797.25, 7699.  ]),\n",
       " <a list of 8 Patch objects>)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAD8CAYAAACyyUlaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAE9NJREFUeJzt3X+s3fV93/HnazhQ8hMTDHMxmUnrVWVRR4hFnDFVWViNoVNNJLIaTcHL2NyloDXbpBVSabRJK5GpTRukjpQGLyZKIYyQYqVkrkeYqk0JwRDCjxDqW2LBLS42mBC6aE0h7/1xPjc5XI7vte/nXvvr5PmQvjrf8/5+vt/v+9xzrl/3fL/fc5yqQpKkHn/naDcgSTr2GSaSpG6GiSSpm2EiSepmmEiSuhkmkqRuhokkqZthIknqZphIkrotm29AkjOAm4C/C3wPuKGqPpbk14F/A+xvQz9YVXe2da4GLgdeAv5dVe1o9Q3Ax4DjgE9U1bWtfiZwC3AycD/w3qr6bpIT2r7fBjwL/GJV7Zmr31NOOaVWr159qI9fkgTcd999z1TVioWun/m+TiXJSmBlVd2f5HXAfcDFwD8H/rqqfnvW+LOAm4FzgR8H/ifw99viPwd+DpgG7gUuraqvJ7kVuL2qbknyceBrVXV9kl8Gfqaq/m2STcC7q+oX5+p37dq1tWvXrsP5GUjSj7wk91XV2oWuP+9hrqraW1X3t/kXgEeB0+dYZSNwS1X9TVV9E5hiFCznAlNV9XhVfZfRO5GNSQK8C7itrb+NUVjNbGtbm78NOL+NlyQNyGGdM0myGngrcE8rXZnkwSRbkyxvtdOBJ8dWm261g9XfCHyrql6cVX/Zttry59t4SdKAHHKYJHkt8FngA1X1beB64CeAs4G9wO/MDJ2wei2gPte2Zve2JcmuJLv2798/YRVJ0lI6pDBJ8ipGQfLpqrodoKqerqqXqup7wB8yOowFo3cWZ4ytvgp4ao76M8BJSZbNqr9sW235G4ADs/urqhuqam1VrV2xYsHnjyRJCzRvmLRzFDcCj1bVR8fqK8eGvRt4uM1vBzYlOaFdpbUG+AqjE+5rkpyZ5HhgE7C9RlcA3A1c0tbfDNwxtq3Nbf4S4Ivlf8AiSYMz76XBwHnAe4GHkjzQah8ELk1yNqPDTnuAXwKoqkfa1VlfB14ErqiqlwCSXAnsYHRp8NaqeqRt71eBW5L8JvBVRuFFu/1UkilG70g2dTxWSdISmffS4GONlwZL0uFb8kuDJUmaj2EiSep2KOdMfmSsvupPjnYLE+259uePdguSNCffmUiSuhkmkqRuhokkqZthIknqZphIkroZJpKkboaJJKmbYSJJ6maYSJK6GSaSpG6GiSSpm2EiSepmmEiSuhkmkqRuhokkqZthIknqZphIkroZJpKkboaJJKmbYSJJ6maYSJK6GSaSpG6GiSSpm2EiSepmmEiSuhkmkqRuhokkqZthIknqZphIkroZJpKkboaJJKnbvGGS5Iwkdyd5NMkjSX6l1U9OsjPJ7na7vNWT5LokU0keTHLO2LY2t/G7k2weq78tyUNtneuSZK59SJKG5VDembwI/Meq+mlgHXBFkrOAq4C7qmoNcFe7D3AhsKZNW4DrYRQMwDXA24FzgWvGwuH6NnZmvQ2tfrB9SJIGZN4wqaq9VXV/m38BeBQ4HdgIbGvDtgEXt/mNwE018mXgpCQrgQuAnVV1oKqeA3YCG9qy11fVl6qqgJtmbWvSPiRJA3JY50ySrAbeCtwDnFZVe2EUOMCpbdjpwJNjq0232lz16Ql15tiHJGlADjlMkrwW+Czwgar69lxDJ9RqAfVDlmRLkl1Jdu3fv/9wVpUkLYJDCpMkr2IUJJ+uqttb+el2iIp2u6/Vp4EzxlZfBTw1T33VhPpc+3iZqrqhqtZW1doVK1YcykOSJC2iQ7maK8CNwKNV9dGxRduBmSuyNgN3jNUva1d1rQOeb4eodgDrkyxvJ97XAzvasheSrGv7umzWtibtQ5I0IMsOYcx5wHuBh5I80GofBK4Fbk1yOfAE8J627E7gImAK+A7wPoCqOpDkw8C9bdyHqupAm38/8EngROALbWKOfUiSBmTeMKmq/83k8xoA508YX8AVB9nWVmDrhPou4C0T6s9O2ockaVj8BLwkqZthIknqZphIkroZJpKkboaJJKmbYSJJ6maYSJK6GSaSpG6GiSSpm2EiSepmmEiSuhkmkqRuhokkqZthIknqZphIkroZJpKkboaJJKmbYSJJ6maYSJK6GSaSpG6GiSSpm2EiSepmmEiSuhkmkqRuhokkqZthIknqZphIkroZJpKkboaJJKmbYSJJ6maYSJK6GSaSpG6GiSSpm2EiSeo2b5gk2ZpkX5KHx2q/nuQvkzzQpovGll2dZCrJY0kuGKtvaLWpJFeN1c9Mck+S3Uk+k+T4Vj+h3Z9qy1cv1oOWJC2uQ3ln8klgw4T671bV2W26EyDJWcAm4B+0df5rkuOSHAf8PnAhcBZwaRsL8JG2rTXAc8DlrX458FxV/STwu22cJGmA5g2Tqvoz4MAhbm8jcEtV/U1VfROYAs5t01RVPV5V3wVuATYmCfAu4La2/jbg4rFtbWvztwHnt/GSpIHpOWdyZZIH22Gw5a12OvDk2JjpVjtY/Y3At6rqxVn1l22rLX++jZckDcxCw+R64CeAs4G9wO+0+qR3DrWA+lzbeoUkW5LsSrJr//79c/UtSVoCCwqTqnq6ql6qqu8Bf8joMBaM3lmcMTZ0FfDUHPVngJOSLJtVf9m22vI3cJDDbVV1Q1Wtraq1K1asWMhDkiR1WFCYJFk5dvfdwMyVXtuBTe1KrDOBNcBXgHuBNe3KreMZnaTfXlUF3A1c0tbfDNwxtq3Nbf4S4IttvCRpYJbNNyDJzcA7gVOSTAPXAO9Mcjajw057gF8CqKpHktwKfB14Ebiiql5q27kS2AEcB2ytqkfaLn4VuCXJbwJfBW5s9RuBTyWZYvSOZFP3o5UkLYl5w6SqLp1QvnFCbWb8bwG/NaF+J3DnhPrj/OAw2Xj9/wHvma8/SdLR5yfgJUndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSt3nDJMnWJPuSPDxWOznJziS72+3yVk+S65JMJXkwyTlj62xu43cn2TxWf1uSh9o61yXJXPuQJA3Pobwz+SSwYVbtKuCuqloD3NXuA1wIrGnTFuB6GAUDcA3wduBc4JqxcLi+jZ1Zb8M8+5AkDcy8YVJVfwYcmFXeCGxr89uAi8fqN9XIl4GTkqwELgB2VtWBqnoO2AlsaMteX1VfqqoCbpq1rUn7kCQNzELPmZxWVXsB2u2prX468OTYuOlWm6s+PaE+1z5eIcmWJLuS7Nq/f/8CH5IkaaEW+wR8JtRqAfXDUlU3VNXaqlq7YsWKw11dktRpoWHydDtERbvd1+rTwBlj41YBT81TXzWhPtc+JEkDs9Aw2Q7MXJG1GbhjrH5Zu6prHfB8O0S1A1ifZHk78b4e2NGWvZBkXbuK67JZ25q0D0nSwCybb0CSm4F3AqckmWZ0Vda1wK1JLgeeAN7Tht8JXARMAd8B3gdQVQeSfBi4t437UFXNnNR/P6Mrxk4EvtAm5tiHJGlg5g2Tqrr0IIvOnzC2gCsOsp2twNYJ9V3AWybUn520D0nS8PgJeElSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVK3rjBJsifJQ0keSLKr1U5OsjPJ7na7vNWT5LokU0keTHLO2HY2t/G7k2weq7+tbX+qrZuefiVJS2Mx3pn8k6o6u6rWtvtXAXdV1RrgrnYf4EJgTZu2ANfDKHyAa4C3A+cC18wEUBuzZWy9DYvQryRpkS3FYa6NwLY2vw24eKx+U418GTgpyUrgAmBnVR2oqueAncCGtuz1VfWlqirgprFtSZIGpDdMCvjTJPcl2dJqp1XVXoB2e2qrnw48ObbudKvNVZ+eUJckDcyyzvXPq6qnkpwK7EzyjTnGTjrfUQuov3LDoyDbAvCmN71p7o4lSYuu651JVT3VbvcBn2N0zuPpdoiKdruvDZ8GzhhbfRXw1Dz1VRPqk/q4oarWVtXaFStW9DwkSdICLDhMkrwmyetm5oH1wMPAdmDmiqzNwB1tfjtwWbuqax3wfDsMtgNYn2R5O/G+HtjRlr2QZF27iuuysW1Jkgak5zDXacDn2tW6y4A/qqr/keRe4NYklwNPAO9p4+8ELgKmgO8A7wOoqgNJPgzc28Z9qKoOtPn3A58ETgS+0CZJ0sAsOEyq6nHgH06oPwucP6FewBUH2dZWYOuE+i7gLQvtUZJ0ZPgJeElSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHUzTCRJ3QwTSVI3w0SS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUjfDRJLUzTCRJHVbdrQb0PxWX/UnR7uFifZc+/NHuwVJA+E7E0lSN8NEktRt8Ie5kmwAPgYcB3yiqq49yi2p8fCbpBmDDpMkxwG/D/wcMA3cm2R7VX396HamITPkpCNv0GECnAtMVdXjAEluATYChomOOYacfpgNPUxOB54cuz8NvP0o9SL9UDLktBiGHiaZUKtXDEq2AFva3b9O8tiSdnX4TgGeOdpNHAL7XFzHSp8wwF7zkYnlwfV5EMdin3+vZ0NDD5Np4Iyx+6uAp2YPqqobgBuOVFOHK8muqlp7tPuYj30urmOlTzh2erXPxbWYfQ790uB7gTVJzkxyPLAJ2H6Ue5IkzTLodyZV9WKSK4EdjC4N3lpVjxzltiRJsww6TACq6k7gzqPdR6fBHoKbxT4X17HSJxw7vdrn4lq0PlP1ivPZkiQdlqGfM5EkHQMMkwVIsjXJviQPj9VOTrIzye52u7zVk+S6JFNJHkxyztg6m9v43Uk2L0GfZyS5O8mjSR5J8isD7vXHknwlyddar7/R6mcmuaft9zPtQgySnNDuT7Xlq8e2dXWrP5bkgiXo9bgkX03y+aH22PaxJ8lDSR5IsqvVhvjcn5TktiTfaK/VdwytzyQ/1X6OM9O3k3xgaH227f/79jv0cJKb2+/W0r9Gq8rpMCfgZ4FzgIfHav8FuKrNXwV8pM1fBHyB0Wdm1gH3tPrJwOPtdnmbX77Ifa4EzmnzrwP+HDhroL0GeG2bfxVwT+vhVmBTq38ceH+b/2Xg421+E/CZNn8W8DXgBOBM4C+A4xa51/8A/BHw+XZ/cD22/ewBTplVG+Jzvw34123+eOCkIfY51u9xwF8x+lzGoPpk9EHvbwInjr02/+WReI0u+g/6R2UCVvPyMHkMWNnmVwKPtfk/AC6dPQ64FPiDsfrLxi1Rz3cw+p6zQfcKvBq4n9G3HTwDLGv1dwA72vwO4B1tflkbF+Bq4OqxbX1/3CL1tgq4C3gX8Pm2z0H1OLbdPbwyTAb13AOvZ/SPX4bc56ze1gP/Z4h98oNvDTm5veY+D1xwJF6jHuZaPKdV1V6Adntqq0/6SpjT56gvifb29a2M/uIfZK/t8NEDwD5gJ6O/hr5VVS9O2O/3e2rLnwfeeAR6/T3gPwHfa/ffOMAeZxTwp0nuy+hbImB4z/2bgf3Af2uHDj+R5DUD7HPcJuDmNj+oPqvqL4HfBp4A9jJ6zd3HEXiNGiZL72BfCXNIXxWzKA0krwU+C3ygqr4919CD9HREeq2ql6rqbEZ//Z8L/PQc+z3ivSb5Z8C+qrpvvDzH/o72c39eVZ0DXAhckeRn5xh7tHpdxuiQ8fVV9Vbg/zI6XHQwR/Vn2s41/ALw3+cbepB+lrTPds5mI6NDUz8OvIbR83+wfS5an4bJ4nk6yUqAdruv1Q/2lTCH9FUxvZK8ilGQfLqqbh9yrzOq6lvA/2J0rPmkJDOfhxrf7/d7asvfABxY4l7PA34hyR7gFkaHun5vYD1+X1U91W73AZ9jFNBDe+6ngemquqfdv41RuAytzxkXAvdX1dPt/tD6/KfAN6tqf1X9LXA78I84Aq9Rw2TxbAdmrszYzOj8xEz9snZ1xzrg+fZ2eAewPsny9tfE+lZbNEkC3Ag8WlUfHXivK5Kc1OZPZPRL8ShwN3DJQXqdeQyXAF+s0cHd7cCmdpXKmcAa4CuL0WNVXV1Vq6pqNaNDHV+sqn8xpB5nJHlNktfNzDN6zh5mYM99Vf0V8GSSn2ql8xn9FxOD6nPMpfzgENdMP0Pq8wlgXZJXt9//mZ/n0r9Gl+IE1Q/7xOjFtBf4W0YJfjmj44x3Abvb7cltbBj9B19/ATwErB3bzr8Cptr0viXo8x8zemv6IPBAmy4aaK8/A3y19fow8J9b/c3tRTzF6NDCCa3+Y+3+VFv+5rFt/Vp7DI8BFy7Ra+Cd/OBqrsH12Hr6WpseAX6t1Yf43J8N7GrP/R8zusppiH2+GngWeMNYbYh9/gbwjfZ79ClGV2Qt+WvUT8BLkrp5mEuS1M0wkSR1M0wkSd0ME0lSN8NEktTNMJEkdTNMJEndDBNJUrf/DzqrPdSgjOy+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(images[0].flatten(),8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = threshold_otsu(images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2126"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3204., 2746., 2299., 1864., 1421., 1033.,  534.,  180.,   56.,\n",
       "          11.]),\n",
       " array([2127. , 2684.2, 3241.4, 3798.6, 4355.8, 4913. , 5470.2, 6027.4,\n",
       "        6584.6, 7141.8, 7699. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(images[0][images[0] > threshold])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = np.zeros_like(images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask[images[0] > threshold ]= images[0][images[0] > threshold]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c2ed9db38>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask,cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "smoothed_mask = gaussian(mask,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c2ed35550>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(smoothed_mask,cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3204., 2746., 2299., 1864., 1421., 1033.,  534.,  180.,   56.,\n",
       "          11.]),\n",
       " array([2127. , 2684.2, 3241.4, 3798.6, 4355.8, 4913. , 5470.2, 6027.4,\n",
       "        6584.6, 7141.8, 7699. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(images[0][images[0]> threshold])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "hough_radii = np.arange(2,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 3, 4, 5, 6, 7])"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hough_radii"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "hough_res = hough_circle(edges,hough_radii)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2968\n"
     ]
    }
   ],
   "source": [
    "accums, cx, cy, radii = hough_circle_peaks(hough_res, hough_radii)\n",
    "print(len(cx))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[127 113 127 113 120 120 120 120 127 113 127 113 121 119 121 119 127 113\n",
      " 127 113 122 118 122 118 126 114 126 114 123 117 123 117 126 114 126 114\n",
      " 124 116 124 116 125 115 125 115 125 115 125 115] [351 351 351 351 358 358 344 344 352 352 350 350 358 358 344 344 353 353\n",
      " 349 349 358 358 344 344 354 354 348 348 357 357 345 345 355 355 347 347\n",
      " 357 357 345 345 356 356 346 346 356 356 346 346]\n",
      "[381 373 381 373 377 377 377 377 381 373 381 373 378 376 378 376 380 374\n",
      " 380 374 379 375 379 375 380 374 380 374 380 374 380 374] [171 171 171 171 175 175 167 167 172 172 170 170 175 175 167 167 173 173\n",
      " 169 169 174 174 168 168 174 174 168 168 174 174 168 168]\n",
      "[372 360 372 360 366 366 366 366 372 360 372 360 367 365 367 365 372 360\n",
      " 372 360 368 364 368 364 371 361 371 361 369 363 369 363 370 362 370 362\n",
      " 370 362 370 362] [442 442 442 442 448 448 436 436 443 443 441 441 448 448 436 436 444 444\n",
      " 440 440 448 448 436 436 445 445 439 439 447 447 437 437 446 446 438 438\n",
      " 446 446 438 438]\n",
      "[190 180 190 180 185 185 185 185 190 180 190 180 186 184 186 184 190 180\n",
      " 190 180 187 183 187 183 189 181 189 181 188 182 188 182] [ 98  98  98  98 103 103  93  93  99  99  97  97 103 103  93  93 100 100\n",
      "  96  96 103 103  93  93 101 101  95  95 102 102  94  94]\n",
      "[404 394 404 394 399 399 399 399 404 394 404 394 400 398 400 398 404 394\n",
      " 404 394 401 397 401 397 403 395 403 395 402 396 402 396] [145 145 145 145 150 150 140 140 146 146 144 144 150 150 140 140 147 147\n",
      " 143 143 150 150 140 140 148 148 142 142 149 149 141 141]\n",
      "[283 273 283 273 278 278 278 278 283 273 283 273 279 277 279 277 283 273\n",
      " 283 273 280 276 280 276 282 274 282 274 281 275 281 275] [316 316 316 316 321 321 311 311 317 317 315 315 321 321 311 311 318 318\n",
      " 314 314 321 321 311 311 319 319 313 313 320 320 312 312]\n",
      "[67 59 67 59 63 63 63 63 67 59 67 59 64 62 64 62 66 60 66 60 65 61 65 61\n",
      " 66 60 66 60 66 60 66 60] [ 96  96  96  96 100 100  92  92  97  97  95  95 100 100  92  92  98  98\n",
      "  94  94  99  99  93  93  99  99  93  93  99  99  93  93]\n",
      "[406 394 406 394 400 400 400 400 406 394 406 394 401 399 401 399 406 394\n",
      " 406 394 402 398 402 398 405 395 405 395 403 397 403 397 404 396 404 396\n",
      " 404 396 404 396] [62 62 62 62 68 68 56 56 63 63 61 61 68 68 56 56 64 64 60 60 68 68 56 56\n",
      " 65 65 59 59 67 67 57 57 66 66 58 58 66 66 58 58]\n",
      "[460 448 460 448 454 454 454 454 460 448 460 448 455 453 455 453 460 448\n",
      " 460 448 456 452 456 452 459 449 459 449 457 451 457 451 458 450 458 450\n",
      " 458 450 458 450] [320 320 320 320 326 326 314 314 321 321 319 319 326 326 314 314 322 322\n",
      " 318 318 326 326 314 314 323 323 317 317 325 325 315 315 324 324 316 316\n",
      " 324 324 316 316]\n",
      "[474 462 474 462 468 468 468 468 474 462 474 462 469 467 469 467 474 462\n",
      " 474 462 470 466 470 466 473 463 473 463 471 465 471 465 472 464 472 464\n",
      " 472 464 472 464] [40 40 40 40 46 46 34 34 41 41 39 39 46 46 34 34 42 42 38 38 46 46 34 34\n",
      " 43 43 37 37 45 45 35 35 44 44 36 36 44 44 36 36]\n",
      "[186 176 186 176 181 181 181 181 186 176 186 176 182 180 182 180 186 176\n",
      " 186 176 183 179 183 179 185 177 185 177 184 178 184 178] [349 349 349 349 354 354 344 344 350 350 348 348 354 354 344 344 351 351\n",
      " 347 347 354 354 344 344 352 352 346 346 353 353 345 345]\n",
      "[250 240 250 240 245 245 245 245 250 240 250 240 246 244 246 244 250 240\n",
      " 250 240 247 243 247 243 249 241 249 241 248 242 248 242] [183 183 183 183 188 188 178 178 184 184 182 182 188 188 178 178 185 185\n",
      " 181 181 188 188 178 178 186 186 180 180 187 187 179 179]\n",
      "[37 25 37 25 31 31 31 31 37 25 37 25 32 30 32 30 37 25 37 25 33 29 33 29\n",
      " 36 26 36 26 34 28 34 28 35 27 35 27 35 27 35 27] [139 139 139 139 145 145 133 133 140 140 138 138 145 145 133 133 141 141\n",
      " 137 137 145 145 133 133 142 142 136 136 144 144 134 134 143 143 135 135\n",
      " 143 143 135 135]\n",
      "[94 82 94 82 88 88 88 88 94 82 94 82 89 87 89 87 94 82 94 82 90 86 90 86\n",
      " 93 83 93 83 91 85 91 85 92 84 92 84 92 84 92 84] [391 391 391 391 397 397 385 385 392 392 390 390 397 397 385 385 393 393\n",
      " 389 389 397 397 385 385 394 394 388 388 396 396 386 386 395 395 387 387\n",
      " 395 395 387 387]\n",
      "[131 119 131 119 125 125 125 125 131 119 131 119 126 124 126 124 131 119\n",
      " 131 119 127 123 127 123 130 120 130 120 128 122 128 122 129 121 129 121\n",
      " 129 121 129 121] [15 15 15 15 21 21  9  9 16 16 14 14 21 21  9  9 17 17 13 13 21 21  9  9\n",
      " 18 18 12 12 20 20 10 10 19 19 11 11 19 19 11 11]\n",
      "[425 413 425 413 419 419 419 419 425 413 425 413 420 418 420 418 425 413\n",
      " 425 413 421 417 421 417 424 414 424 414 422 416 422 416 423 415 423 415\n",
      " 423 415 423 415] [207 207 207 207 213 213 201 201 208 208 206 206 213 213 201 201 209 209\n",
      " 205 205 213 213 201 201 210 210 204 204 212 212 202 202 211 211 203 203\n",
      " 211 211 203 203]\n",
      "[345 333 345 333 339 339 339 339 345 333 345 333 340 338 340 338 345 333\n",
      " 345 333 341 337 341 337 344 334 344 334 342 336 342 336 343 335 343 335\n",
      " 343 335 343 335] [62 62 62 62 68 68 56 56 63 63 61 61 68 68 56 56 64 64 60 60 68 68 56 56\n",
      " 65 65 59 59 67 67 57 57 66 66 58 58 66 66 58 58]\n",
      "[393 379 393 379 386 386 386 386 393 379 393 379 387 385 387 385 393 379\n",
      " 393 379 388 384 388 384 392 380 392 380 389 383 389 383 392 380 392 380\n",
      " 390 382 390 382 391 381 391 381 391 381 391 381] [498 498 498 498 505 505 491 491 499 499 497 497 505 505 491 491 500 500\n",
      " 496 496 505 505 491 491 501 501 495 495 504 504 492 492 502 502 494 494\n",
      " 504 504 492 492 503 503 493 493 503 503 493 493]\n",
      "[66 56 66 56 61 61 61 61 66 56 66 56 62 60 62 60 66 56 66 56 63 59 63 59\n",
      " 65 57 65 57 64 58 64 58] [180 180 180 180 185 185 175 175 181 181 179 179 185 185 175 175 182 182\n",
      " 178 178 185 185 175 175 183 183 177 177 184 184 176 176]\n",
      "[153 143 153 143 148 148 148 148 153 143 153 143 149 147 149 147 153 143\n",
      " 153 143 150 146 150 146 152 144 152 144 151 145 151 145] [475 475 475 475 480 480 470 470 476 476 474 474 480 480 470 470 477 477\n",
      " 473 473 480 480 470 470 478 478 472 472 479 479 471 471]\n",
      "[38 28 38 28 33 33 33 33 38 28 38 28 34 32 34 32 38 28 38 28 35 31 35 31\n",
      " 37 29 37 29 36 30 36 30] [54 54 54 54 59 59 49 49 55 55 53 53 59 59 49 49 56 56 52 52 59 59 49 49\n",
      " 57 57 51 51 58 58 50 50]\n",
      "[418 410 418 410 414 414 414 414 418 410 418 410 415 413 415 413 417 411\n",
      " 417 411 416 412 416 412 417 411 417 411 417 411 417 411] [422 422 422 422 426 426 418 418 423 423 421 421 426 426 418 418 424 424\n",
      " 420 420 425 425 419 419 425 425 419 419 425 425 419 419]\n",
      "[433 421 433 421 427 427 427 427 433 421 433 421 428 426 428 426 433 421\n",
      " 433 421 429 425 429 425 432 422 432 422 430 424 430 424 431 423 431 423\n",
      " 431 423 431 423] [272 272 272 272 278 278 266 266 273 273 271 271 278 278 266 266 274 274\n",
      " 270 270 278 278 266 266 275 275 269 269 277 277 267 267 276 276 268 268\n",
      " 276 276 268 268]\n",
      "[34 26 34 26 30 30 30 30 34 26 34 26 31 29 31 29 33 27 33 27 32 28 32 28\n",
      " 33 27 33 27 33 27 33 27] [221 221 221 221 225 225 217 217 222 222 220 220 225 225 217 217 223 223\n",
      " 219 219 224 224 218 218 224 224 218 218 224 224 218 218]\n",
      "[276 268 276 268 272 272 272 272 276 268 276 268 273 271 273 271 275 269\n",
      " 275 269 274 270 274 270 275 269 275 269 275 269 275 269] [390 390 390 390 394 394 386 386 391 391 389 389 394 394 386 386 392 392\n",
      " 388 388 393 393 387 387 393 393 387 387 393 393 387 387]\n",
      "[455 445 455 445 450 450 450 450 455 445 455 445 451 449 451 449 455 445\n",
      " 455 445 452 448 452 448 454 446 454 446 453 447 453 447] [487 487 487 487 492 492 482 482 488 488 486 486 492 492 482 482 489 489\n",
      " 485 485 492 492 482 482 490 490 484 484 491 491 483 483]\n",
      "[376 364 376 364 370 370 370 370 376 364 376 364 371 369 371 369 376 364\n",
      " 376 364 372 368 372 368 375 365 375 365 373 367 373 367 374 366 374 366\n",
      " 374 366 374 366] [288 288 288 288 294 294 282 282 289 289 287 287 294 294 282 282 290 290\n",
      " 286 286 294 294 282 282 291 291 285 285 293 293 283 283 292 292 284 284\n",
      " 292 292 284 284]\n",
      "[316 304 316 304 310 310 310 310 316 304 316 304 311 309 311 309 316 304\n",
      " 316 304 312 308 312 308 315 305 315 305 313 307 313 307 314 306 314 306\n",
      " 314 306 314 306] [18 18 18 18 24 24 12 12 19 19 17 17 24 24 12 12 20 20 16 16 24 24 12 12\n",
      " 21 21 15 15 23 23 13 13 22 22 14 14 22 22 14 14]\n",
      "[99 89 99 89 94 94 94 94 99 89 99 89 95 93 95 93 99 89 99 89 96 92 96 92\n",
      " 98 90 98 90 97 91 97 91] [56 56 56 56 61 61 51 51 57 57 55 55 61 61 51 51 58 58 54 54 61 61 51 51\n",
      " 59 59 53 53 60 60 52 52]\n",
      "[97 87 97 87 92 92 92 92 97 87 97 87 93 91 93 91 97 87 97 87 94 90 94 90\n",
      " 96 88 96 88 95 89 95 89] [139 139 139 139 144 144 134 134 140 140 138 138 144 144 134 134 141 141\n",
      " 137 137 144 144 134 134 142 142 136 136 143 143 135 135]\n",
      "[107  99 107  99 103 103 103 103 107  99 107  99 104 102 104 102 106 100\n",
      " 106 100 105 101 105 101 106 100 106 100 106 100 106 100] [210 210 210 210 214 214 206 206 211 211 209 209 214 214 206 206 212 212\n",
      " 208 208 213 213 207 207 213 213 207 207 213 213 207 207]\n",
      "[162 148 162 148 155 155 155 155 162 148 162 148 156 154 156 154 162 148\n",
      " 162 148 157 153 157 153 161 149 161 149 158 152 158 152 161 149 161 149\n",
      " 159 151 159 151 160 150 160 150 160 150 160 150] [410 410 410 410 417 417 403 403 411 411 409 409 417 417 403 403 412 412\n",
      " 408 408 417 417 403 403 413 413 407 407 416 416 404 404 414 414 406 406\n",
      " 416 416 404 404 415 415 405 405 415 415 405 405]\n",
      "[93 81 93 81 87 87 87 87 93 81 93 81 88 86 88 86 93 81 93 81 89 85 89 85\n",
      " 92 82 92 82 90 84 90 84 91 83 91 83 91 83 91 83] [475 475 475 475 481 481 469 469 476 476 474 474 481 481 469 469 477 477\n",
      " 473 473 481 481 469 469 478 478 472 472 480 480 470 470 479 479 471 471\n",
      " 479 479 471 471]\n",
      "[492 480 492 480 486 486 486 486 492 480 492 480 487 485 487 485 492 480\n",
      " 492 480 488 484 488 484 491 481 491 481 489 483 489 483 490 482 490 482\n",
      " 490 482 490 482] [197 197 197 197 203 203 191 191 198 198 196 196 203 203 191 191 199 199\n",
      " 195 195 203 203 191 191 200 200 194 194 202 202 192 192 201 201 193 193\n",
      " 201 201 193 193]\n",
      "[311 299 311 299 305 305 305 305 311 299 311 299 306 304 306 304 311 299\n",
      " 311 299 307 303 307 303 310 300 310 300 308 302 308 302 309 301 309 301\n",
      " 309 301 309 301] [114 114 114 114 120 120 108 108 115 115 113 113 120 120 108 108 116 116\n",
      " 112 112 120 120 108 108 117 117 111 111 119 119 109 109 118 118 110 110\n",
      " 118 118 110 110]\n",
      "[276 266 276 266 271 271 271 271 276 266 276 266 272 270 272 270 276 266\n",
      " 276 266 273 269 273 269 275 267 275 267 274 268 274 268] [475 475 475 475 480 480 470 470 476 476 474 474 480 480 470 470 477 477\n",
      " 473 473 480 480 470 470 478 478 472 472 479 479 471 471]\n",
      "[448 440 448 440 444 444 444 444 448 440 448 440 445 443 445 443 447 441\n",
      " 447 441 446 442 446 442 447 441 447 441 447 441 447 441] [213 213 213 213 217 217 209 209 214 214 212 212 217 217 209 209 215 215\n",
      " 211 211 216 216 210 210 216 216 210 210 216 216 210 210]\n",
      "[420 412 420 412 416 416 416 416 420 412 420 412 417 415 417 415 419 413\n",
      " 419 413 418 414 418 414 419 413 419 413 419 413 419 413] [255 255 255 255 259 259 251 251 256 256 254 254 259 259 251 251 257 257\n",
      " 253 253 258 258 252 252 258 258 252 252 258 258 252 252]\n",
      "[217 209 217 209 213 213 213 213 217 209 217 209 214 212 214 212 216 210\n",
      " 216 210 215 211 215 211 216 210 216 210 216 210 216 210] [221 221 221 221 225 225 217 217 222 222 220 220 225 225 217 217 223 223\n",
      " 219 219 224 224 218 218 224 224 218 218 224 224 218 218]\n",
      "[269 259 269 259 264 264 264 264 269 259 269 259 265 263 265 263 269 259\n",
      " 269 259 266 262 266 262 268 260 268 260 267 261 267 261] [329 329 329 329 334 334 324 324 330 330 328 328 334 334 324 324 331 331\n",
      " 327 327 334 334 324 324 332 332 326 326 333 333 325 325]\n",
      "[251 241 251 241 246 246 246 246 251 241 251 241 247 245 247 245 251 241\n",
      " 251 241 248 244 248 244 250 242 250 242 249 243 249 243] [ 97  97  97  97 102 102  92  92  98  98  96  96 102 102  92  92  99  99\n",
      "  95  95 102 102  92  92 100 100  94  94 101 101  93  93]\n",
      "[64 54 64 54 59 59 59 59 64 54 64 54 60 58 60 58 64 54 64 54 61 57 61 57\n",
      " 63 55 63 55 62 56 62 56] [348 348 348 348 353 353 343 343 349 349 347 347 353 353 343 343 350 350\n",
      " 346 346 353 353 343 343 351 351 345 345 352 352 344 344]\n",
      "[370 360 370 360 365 365 365 365 370 360 370 360 366 364 366 364 370 360\n",
      " 370 360 367 363 367 363 369 361 369 361 368 362 368 362] [352 352 352 352 357 357 347 347 353 353 351 351 357 357 347 347 354 354\n",
      " 350 350 357 357 347 347 355 355 349 349 356 356 348 348]\n",
      "[222 212 222 212 217 217 217 217 222 212 222 212 218 216 218 216 222 212\n",
      " 222 212 219 215 219 215 221 213 221 213 220 214 220 214] [58 58 58 58 63 63 53 53 59 59 57 57 63 63 53 53 60 60 56 56 63 63 53 53\n",
      " 61 61 55 55 62 62 54 54]\n",
      "[155 145 155 145 150 150 150 150 155 145 155 145 151 149 151 149 155 145\n",
      " 155 145 152 148 152 148 154 146 154 146 153 147 153 147] [307 307 307 307 312 312 302 302 308 308 306 306 312 312 302 302 309 309\n",
      " 305 305 312 312 302 302 310 310 304 304 311 311 303 303]\n",
      "[372 360 372 360 366 366 366 366 372 360 372 360 367 365 367 365 372 360\n",
      " 372 360 368 364 368 364 371 361 371 361 369 363 369 363 370 362 370 362\n",
      " 370 362 370 362] [106 106 106 106 112 112 100 100 107 107 105 105 112 112 100 100 108 108\n",
      " 104 104 112 112 100 100 109 109 103 103 111 111 101 101 110 110 102 102\n",
      " 110 110 102 102]\n",
      "[97 85 97 85 91 91 91 91 97 85 97 85 92 90 92 90 97 85 97 85 93 89 93 89\n",
      " 96 86 96 86 94 88 94 88 95 87 95 87 95 87 95 87] [225 225 225 225 231 231 219 219 226 226 224 224 231 231 219 219 227 227\n",
      " 223 223 231 231 219 219 228 228 222 222 230 230 220 220 229 229 221 221\n",
      " 229 229 221 221]\n",
      "[96 84 96 84 90 90 90 90 96 84 96 84 91 89 91 89 96 84 96 84 92 88 92 88\n",
      " 95 85 95 85 93 87 93 87 94 86 94 86 94 86 94 86] [309 309 309 309 315 315 303 303 310 310 308 308 315 315 303 303 311 311\n",
      " 307 307 315 315 303 303 312 312 306 306 314 314 304 304 313 313 305 305\n",
      " 313 313 305 305]\n",
      "[94 84 94 84 89 89 89 89 94 84 94 84 90 88 90 88 94 84 94 84 91 87 91 87\n",
      " 93 85 93 85 92 86 92 86] [152 152 152 152 157 157 147 147 153 153 151 151 157 157 147 147 154 154\n",
      " 150 150 157 157 147 147 155 155 149 149 156 156 148 148]\n",
      "[491 481 491 481 486 486 486 486 491 481 491 481 487 485 487 485 491 481\n",
      " 491 481 488 484 488 484 490 482 490 482 489 483 489 483] [436 436 436 436 441 441 431 431 437 437 435 435 441 441 431 431 438 438\n",
      " 434 434 441 441 431 431 439 439 433 433 440 440 432 432]\n",
      "[460 452 460 452 456 456 456 456 460 452 460 452 457 455 457 455 459 453\n",
      " 459 453 458 454 458 454 459 453 459 453 459 453 459 453] [177 177 177 177 181 181 173 173 178 178 176 176 181 181 173 173 179 179\n",
      " 175 175 180 180 174 174 180 180 174 174 180 180 174 174]\n",
      "[177 169 177 169 173 173 173 173 177 169 177 169 174 172 174 172 176 170\n",
      " 176 170 175 171 175 171 176 170 176 170 176 170 176 170] [212 212 212 212 216 216 208 208 213 213 211 211 216 216 208 208 214 214\n",
      " 210 210 215 215 209 209 215 215 209 209 215 215 209 209]\n",
      "[253 243 253 243 248 248 248 248 253 243 253 243 249 247 249 247 253 243\n",
      " 253 243 250 246 250 246 252 244 252 244 251 245 251 245] [14 14 14 14 19 19  9  9 15 15 13 13 19 19  9  9 16 16 12 12 19 19  9  9\n",
      " 17 17 11 11 18 18 10 10]\n",
      "[337 327 337 327 332 332 332 332 337 327 337 327 333 331 333 331 337 327\n",
      " 337 327 334 330 334 330 336 328 336 328 335 329 335 329] [478 478 478 478 483 483 473 473 479 479 477 477 483 483 473 473 480 480\n",
      " 476 476 483 483 473 473 481 481 475 475 482 482 474 474]\n",
      "[402 392 402 392 397 397 397 397 402 392 402 392 398 396 398 396 402 392\n",
      " 402 392 399 395 399 395 401 393 401 393 400 394 400 394] [229 229 229 229 234 234 224 224 230 230 228 228 234 234 224 224 231 231\n",
      " 227 227 234 234 224 224 232 232 226 226 233 233 225 225]\n",
      "[433 423 433 423 428 428 428 428 433 423 433 423 429 427 429 427 433 423\n",
      " 433 423 430 426 430 426 432 424 432 424 431 425 431 425] [221 221 221 221 226 226 216 216 222 222 220 220 226 226 216 216 223 223\n",
      " 219 219 226 226 216 216 224 224 218 218 225 225 217 217]\n",
      "[156 144 156 144 150 150 150 150 156 144 156 144 151 149 151 149 156 144\n",
      " 156 144 152 148 152 148 155 145 155 145 153 147 153 147 154 146 154 146\n",
      " 154 146 154 146] [392 392 392 392 398 398 386 386 393 393 391 391 398 398 386 386 394 394\n",
      " 390 390 398 398 386 386 395 395 389 389 397 397 387 387 396 396 388 388\n",
      " 396 396 388 388]\n",
      "[230 218 230 218 224 224 224 224 230 218 230 218 225 223 225 223 230 218\n",
      " 230 218 226 222 226 222 229 219 229 219 227 221 227 221 228 220 228 220\n",
      " 228 220 228 220] [412 412 412 412 418 418 406 406 413 413 411 411 418 418 406 406 414 414\n",
      " 410 410 418 418 406 406 415 415 409 409 417 417 407 407 416 416 408 408\n",
      " 416 416 408 408]\n",
      "[338 326 338 326 332 332 332 332 338 326 338 326 333 331 333 331 338 326\n",
      " 338 326 334 330 334 330 337 327 337 327 335 329 335 329 336 328 336 328\n",
      " 336 328 336 328] [319 319 319 319 325 325 313 313 320 320 318 318 325 325 313 313 321 321\n",
      " 317 317 325 325 313 313 322 322 316 316 324 324 314 314 323 323 315 315\n",
      " 323 323 315 315]\n",
      "[361 349 361 349 355 355 355 355 361 349 361 349 356 354 356 354 361 349\n",
      " 361 349 357 353 357 353 360 350 360 350 358 352 358 352 359 351 359 351\n",
      " 359 351 359 351] [458 458 458 458 464 464 452 452 459 459 457 457 464 464 452 452 460 460\n",
      " 456 456 464 464 452 452 461 461 455 455 463 463 453 453 462 462 454 454\n",
      " 462 462 454 454]\n",
      "[395 383 395 383 389 389 389 389 395 383 395 383 390 388 390 388 395 383\n",
      " 395 383 391 387 391 387 394 384 394 384 392 386 392 386 393 385 393 385\n",
      " 393 385 393 385] [406 406 406 406 412 412 400 400 407 407 405 405 412 412 400 400 408 408\n",
      " 404 404 412 412 400 400 409 409 403 403 411 411 401 401 410 410 402 402\n",
      " 410 410 402 402]\n",
      "[499 487 499 487 493 493 493 493 499 487 499 487 494 492 494 492 499 487\n",
      " 499 487 495 491 495 491 498 488 498 488 496 490 496 490 497 489 497 489\n",
      " 497 489 497 489] [20 20 20 20 26 26 14 14 21 21 19 19 26 26 14 14 22 22 18 18 26 26 14 14\n",
      " 23 23 17 17 25 25 15 15 24 24 16 16 24 24 16 16]\n",
      "[402 388 402 388 395 395 395 395 402 388 402 388 396 394 396 394 402 388\n",
      " 402 388 397 393 397 393 401 389 401 389 398 392 398 392 401 389 401 389\n",
      " 399 391 399 391 400 390 400 390 400 390 400 390] [491 491 491 491 498 498 484 484 492 492 490 490 498 498 484 484 493 493\n",
      " 489 489 498 498 484 484 494 494 488 488 497 497 485 485 495 495 487 487\n",
      " 497 497 485 485 496 496 486 486 496 496 486 486]\n",
      "[332 322 332 322 327 327 327 327 332 322 332 322 328 326 328 326 332 322\n",
      " 332 322 329 325 329 325 331 323 331 323 330 324 330 324] [494 494 494 494 499 499 489 489 495 495 493 493 499 499 489 489 496 496\n",
      " 492 492 499 499 489 489 497 497 491 491 498 498 490 490]\n",
      "[379 369 379 369 374 374 374 374 379 369 379 369 375 373 375 373 379 369\n",
      " 379 369 376 372 376 372 378 370 378 370 377 371 377 371] [26 26 26 26 31 31 21 21 27 27 25 25 31 31 21 21 28 28 24 24 31 31 21 21\n",
      " 29 29 23 23 30 30 22 22]\n",
      "[254 244 254 244 249 249 249 249 254 244 254 244 250 248 250 248 254 244\n",
      " 254 244 251 247 251 247 253 245 253 245 252 246 252 246] [128 128 128 128 133 133 123 123 129 129 127 127 133 133 123 123 130 130\n",
      " 126 126 133 133 123 123 131 131 125 125 132 132 124 124]\n",
      "[394 384 394 384 389 389 389 389 394 384 394 384 390 388 390 388 394 384\n",
      " 394 384 391 387 391 387 393 385 393 385 392 386 392 386] [406 406 406 406 411 411 401 401 407 407 405 405 411 411 401 401 408 408\n",
      " 404 404 411 411 401 401 409 409 403 403 410 410 402 402]\n",
      "[466 456 466 456 461 461 461 461 466 456 466 456 462 460 462 460 466 456\n",
      " 466 456 463 459 463 459 465 457 465 457 464 458 464 458] [62 62 62 62 67 67 57 57 63 63 61 61 67 67 57 57 64 64 60 60 67 67 57 57\n",
      " 65 65 59 59 66 66 58 58]\n",
      "[406 396 406 396 401 401 401 401 406 396 406 396 402 400 402 400 406 396\n",
      " 406 396 403 399 403 399 405 397 405 397 404 398 404 398] [323 323 323 323 328 328 318 318 324 324 322 322 328 328 318 318 325 325\n",
      " 321 321 328 328 318 318 326 326 320 320 327 327 319 319]\n",
      "[389 381 389 381 385 385 385 385 389 381 389 381 386 384 386 384 388 382\n",
      " 388 382 387 383 387 383 388 382 388 382 388 382 388 382] [424 424 424 424 428 428 420 420 425 425 423 423 428 428 420 420 426 426\n",
      " 422 422 427 427 421 421 427 427 421 421 427 427 421 421]\n",
      "[328 320 328 320 324 324 324 324 328 320 328 320 325 323 325 323 327 321\n",
      " 327 321 326 322 326 322 327 321 327 321 327 321 327 321] [420 420 420 420 424 424 416 416 421 421 419 419 424 424 416 416 422 422\n",
      " 418 418 423 423 417 417 423 423 417 417 423 423 417 417]\n",
      "[274 266 274 266 270 270 270 270 274 266 274 266 271 269 271 269 273 267\n",
      " 273 267 272 268 272 268 273 267 273 267 273 267 273 267] [312 312 312 312 316 316 308 308 313 313 311 311 316 316 308 308 314 314\n",
      " 310 310 315 315 309 309 315 315 309 309 315 315 309 309]\n",
      "[187 179 187 179 183 183 183 183 187 179 187 179 184 182 184 182 186 180\n",
      " 186 180 185 181 185 181 186 180 186 180 186 180 186 180] [434 434 434 434 438 438 430 430 435 435 433 433 438 438 430 430 436 436\n",
      " 432 432 437 437 431 431 437 437 431 431 437 437 431 431]\n",
      "[459 447 459 447 453 453 453 453 459 447 459 447 454 452 454 452 459 447\n",
      " 459 447 455 451 455 451 458 448 458 448 456 450 456 450 457 449 457 449\n",
      " 457 449 457 449] [405 405 405 405 411 411 399 399 406 406 404 404 411 411 399 399 407 407\n",
      " 403 403 411 411 399 399 408 408 402 402 410 410 400 400 409 409 401 401\n",
      " 409 409 401 401]\n",
      "[514 502 514 502 508 508 508 508 514 502 514 502 509 507 509 507 514 502\n",
      " 514 502 510 506 510 506 513 503 513 503 511 505 511 505 512 504 512 504\n",
      " 512 504 512 504] [417 417 417 417 423 423 411 411 418 418 416 416 423 423 411 411 419 419\n",
      " 415 415 423 423 411 411 420 420 414 414 422 422 412 412 421 421 413 413\n",
      " 421 421 413 413]\n",
      "[253 241 253 241 247 247 247 247 253 241 253 241 248 246 248 246 253 241\n",
      " 253 241 249 245 249 245 252 242 252 242 250 244 250 244 251 243 251 243\n",
      " 251 243 251 243] [275 275 275 275 281 281 269 269 276 276 274 274 281 281 269 269 277 277\n",
      " 273 273 281 281 269 269 278 278 272 272 280 280 270 270 279 279 271 271\n",
      " 279 279 271 271]\n",
      "[217 205 217 205 211 211 211 211 217 205 217 205 212 210 212 210 217 205\n",
      " 217 205 213 209 213 209 216 206 216 206 214 208 214 208 215 207 215 207\n",
      " 215 207 215 207] [340 340 340 340 346 346 334 334 341 341 339 339 346 346 334 334 342 342\n",
      " 338 338 346 346 334 334 343 343 337 337 345 345 335 335 344 344 336 336\n",
      " 344 344 336 336]\n",
      "[468 456 468 456 462 462 462 462 468 456 468 456 463 461 463 461 468 456\n",
      " 468 456 464 460 464 460 467 457 467 457 465 459 465 459 466 458 466 458\n",
      " 466 458 466 458] [63 63 63 63 69 69 57 57 64 64 62 62 69 69 57 57 65 65 61 61 69 69 57 57\n",
      " 66 66 60 60 68 68 58 58 67 67 59 59 67 67 59 59]\n",
      "[128 116 128 116 122 122 122 122 128 116 128 116 123 121 123 121 128 116\n",
      " 128 116 124 120 124 120 127 117 127 117 125 119 125 119 126 118 126 118\n",
      " 126 118 126 118] [183 183 183 183 189 189 177 177 184 184 182 182 189 189 177 177 185 185\n",
      " 181 181 189 189 177 177 186 186 180 180 188 188 178 178 187 187 179 179\n",
      " 187 187 179 179]\n",
      "[36 26 36 26 31 31 31 31 36 26 36 26 32 30 32 30 36 26 36 26 33 29 33 29\n",
      " 35 27 35 27 34 28 34 28] [138 138 138 138 143 143 133 133 139 139 137 137 143 143 133 133 140 140\n",
      " 136 136 143 143 133 133 141 141 135 135 142 142 134 134]\n",
      "[125 117 125 117 121 121 121 121 125 117 125 117 122 120 122 120 124 118\n",
      " 124 118 123 119 123 119 124 118 124 118 124 118 124 118] [265 265 265 265 269 269 261 261 266 266 264 264 269 269 261 261 267 267\n",
      " 263 263 268 268 262 262 268 268 262 262 268 268 262 262]\n",
      "[309 301 309 301 305 305 305 305 309 301 309 301 306 304 306 304 308 302\n",
      " 308 302 307 303 307 303 308 302 308 302 308 302 308 302] [268 268 268 268 272 272 264 264 269 269 267 267 272 272 264 264 270 270\n",
      " 266 266 271 271 265 265 271 271 265 265 271 271 265 265]\n",
      "[433 425 433 425 429 429 429 429 433 425 433 425 430 428 430 428 432 426\n",
      " 432 426 431 427 431 427 432 426 432 426 432 426 432 426] [222 222 222 222 226 226 218 218 223 223 221 221 226 226 218 218 224 224\n",
      " 220 220 225 225 219 219 225 225 219 219 225 225 219 219]\n",
      "[125 115 125 115 120 120 120 120 125 115 125 115 121 119 121 119 125 115\n",
      " 125 115 122 118 122 118 124 116 124 116 123 117 123 117] [264 264 264 264 269 269 259 259 265 265 263 263 269 269 259 259 266 266\n",
      " 262 262 269 269 259 259 267 267 261 261 268 268 260 260]\n",
      "[160 150 160 150 155 155 155 155 160 150 160 150 156 154 156 154 160 150\n",
      " 160 150 157 153 157 153 159 151 159 151 158 152 158 152] [56 56 56 56 61 61 51 51 57 57 55 55 61 61 51 51 58 58 54 54 61 61 51 51\n",
      " 59 59 53 53 60 60 52 52]\n",
      "[196 186 196 186 191 191 191 191 196 186 196 186 192 190 192 190 196 186\n",
      " 196 186 193 189 193 189 195 187 195 187 194 188 194 188] [20 20 20 20 25 25 15 15 21 21 19 19 25 25 15 15 22 22 18 18 25 25 15 15\n",
      " 23 23 17 17 24 24 16 16]\n",
      "[252 242 252 242 247 247 247 247 252 242 252 242 248 246 248 246 252 242\n",
      " 252 242 249 245 249 245 251 243 251 243 250 244 250 244] [275 275 275 275 280 280 270 270 276 276 274 274 280 280 270 270 277 277\n",
      " 273 273 280 280 270 270 278 278 272 272 279 279 271 271]\n",
      "[256 246 256 246 251 251 251 251 256 246 256 246 252 250 252 250 256 246\n",
      " 256 246 253 249 253 249 255 247 255 247 254 248 254 248] [455 455 455 455 460 460 450 450 456 456 454 454 460 460 450 450 457 457\n",
      " 453 453 460 460 450 450 458 458 452 452 459 459 451 451]\n",
      "[280 270 280 270 275 275 275 275 280 270 280 270 276 274 276 274 280 270\n",
      " 280 270 277 273 277 273 279 271 279 271 278 272 278 272] [227 227 227 227 232 232 222 222 228 228 226 226 232 232 222 222 229 229\n",
      " 225 225 232 232 222 222 230 230 224 224 231 231 223 223]\n",
      "[338 328 338 328 333 333 333 333 338 328 338 328 334 332 334 332 338 328\n",
      " 338 328 335 331 335 331 337 329 337 329 336 330 336 330] [156 156 156 156 161 161 151 151 157 157 155 155 161 161 151 151 158 158\n",
      " 154 154 161 161 151 151 159 159 153 153 160 160 152 152]\n",
      "[497 487 497 487 492 492 492 492 497 487 497 487 493 491 493 491 497 487\n",
      " 497 487 494 490 494 490 496 488 496 488 495 489 495 489] [21 21 21 21 26 26 16 16 22 22 20 20 26 26 16 16 23 23 19 19 26 26 16 16\n",
      " 24 24 18 18 25 25 17 17]\n",
      "[488 478 488 478 483 483 483 483 488 478 488 478 484 482 484 482 488 478\n",
      " 488 478 485 481 485 481 487 479 487 479 486 480 486 480] [282 282 282 282 287 287 277 277 283 283 281 281 287 287 277 277 284 284\n",
      " 280 280 287 287 277 277 285 285 279 279 286 286 278 278]\n",
      "[346 336 346 336 341 341 341 341 346 336 346 336 342 340 342 340 346 336\n",
      " 346 336 343 339 343 339 345 337 345 337 344 338 344 338] [149 149 149 149 154 154 144 144 150 150 148 148 154 154 144 144 151 151\n",
      " 147 147 154 154 144 144 152 152 146 146 153 153 145 145]\n",
      "[487 477 487 477 482 482 482 482 487 477 487 477 483 481 483 481 487 477\n",
      " 487 477 484 480 484 480 486 478 486 478 485 479 485 479] [367 367 367 367 372 372 362 362 368 368 366 366 372 372 362 362 369 369\n",
      " 365 365 372 372 362 362 370 370 364 364 371 371 363 363]\n",
      "[306 298 306 298 302 302 302 302 306 298 306 298 303 301 303 301 305 299\n",
      " 305 299 304 300 304 300 305 299 305 299 305 299 305 299] [139 139 139 139 143 143 135 135 140 140 138 138 143 143 135 135 141 141\n",
      " 137 137 142 142 136 136 142 142 136 136 142 142 136 136]\n",
      "[304 298 304 298 301 301 301 301 304 298 304 298 302 300 302 300 303 299\n",
      " 303 299 303 299 303 299] [139 139 139 139 142 142 136 136 140 140 138 138 142 142 136 136 141 141\n",
      " 137 137 141 141 137 137]\n",
      "[314 300 314 300 307 307 307 307 314 300 314 300 308 306 308 306 314 300\n",
      " 314 300 309 305 309 305 313 301 313 301 310 304 310 304 313 301 313 301\n",
      " 311 303 311 303 312 302 312 302 312 302 312 302] [187 187 187 187 194 194 180 180 188 188 186 186 194 194 180 180 189 189\n",
      " 185 185 194 194 180 180 190 190 184 184 193 193 181 181 191 191 183 183\n",
      " 193 193 181 181 192 192 182 182 192 192 182 182]\n",
      "[436 424 436 424 430 430 430 430 436 424 436 424 431 429 431 429 436 424\n",
      " 436 424 432 428 432 428 435 425 435 425 433 427 433 427 434 426 434 426\n",
      " 434 426 434 426] [189 189 189 189 195 195 183 183 190 190 188 188 195 195 183 183 191 191\n",
      " 187 187 195 195 183 183 192 192 186 186 194 194 184 184 193 193 185 185\n",
      " 193 193 185 185]\n",
      "[340 328 340 328 334 334 334 334 340 328 340 328 335 333 335 333 340 328\n",
      " 340 328 336 332 336 332 339 329 339 329 337 331 337 331 338 330 338 330\n",
      " 338 330 338 330] [396 396 396 396 402 402 390 390 397 397 395 395 402 402 390 390 398 398\n",
      " 394 394 402 402 390 390 399 399 393 393 401 401 391 391 400 400 392 392\n",
      " 400 400 392 392]\n",
      "[124 112 124 112 118 118 118 118 124 112 124 112 119 117 119 117 124 112\n",
      " 124 112 120 116 120 116 123 113 123 113 121 115 121 115 122 114 122 114\n",
      " 122 114 122 114] [434 434 434 434 440 440 428 428 435 435 433 433 440 440 428 428 436 436\n",
      " 432 432 440 440 428 428 437 437 431 431 439 439 429 429 438 438 430 430\n",
      " 438 438 430 430]\n",
      "[190 178 190 178 184 184 184 184 190 178 190 178 185 183 185 183 190 178\n",
      " 190 178 186 182 186 182 189 179 189 179 187 181 187 181 188 180 188 180\n",
      " 188 180 188 180] [183 183 183 183 189 189 177 177 184 184 182 182 189 189 177 177 185 185\n",
      " 181 181 189 189 177 177 186 186 180 180 188 188 178 178 187 187 179 179\n",
      " 187 187 179 179]\n",
      "[224 212 224 212 218 218 218 218 224 212 224 212 219 217 219 217 224 212\n",
      " 224 212 220 216 220 216 223 213 223 213 221 215 221 215 222 214 222 214\n",
      " 222 214 222 214] [154 154 154 154 160 160 148 148 155 155 153 153 160 160 148 148 156 156\n",
      " 152 152 160 160 148 148 157 157 151 151 159 159 149 149 158 158 150 150\n",
      " 158 158 150 150]\n",
      "[220 210 220 210 215 215 215 215 220 210 220 210 216 214 216 214 220 210\n",
      " 220 210 217 213 217 213 219 211 219 211 218 212 218 212] [139 139 139 139 144 144 134 134 140 140 138 138 144 144 134 134 141 141\n",
      " 137 137 144 144 134 134 142 142 136 136 143 143 135 135]\n",
      "[188 178 188 178 183 183 183 183 188 178 188 178 184 182 184 182 188 178\n",
      " 188 178 185 181 185 181 187 179 187 179 186 180 186 180] [182 182 182 182 187 187 177 177 183 183 181 181 187 187 177 177 184 184\n",
      " 180 180 187 187 177 177 185 185 179 179 186 186 178 178]\n",
      "[157 147 157 147 152 152 152 152 157 147 157 147 153 151 153 151 157 147\n",
      " 157 147 154 150 154 150 156 148 156 148 155 149 155 149] [224 224 224 224 229 229 219 219 225 225 223 223 229 229 219 219 226 226\n",
      " 222 222 229 229 219 219 227 227 221 221 228 228 220 220]\n",
      "[129 119 129 119 124 124 124 124 129 119 129 119 125 123 125 123 129 119\n",
      " 129 119 126 122 126 122 128 120 128 120 127 121 127 121] [ 97  97  97  97 102 102  92  92  98  98  96  96 102 102  92  92  99  99\n",
      "  95  95 102 102  92  92 100 100  94  94 101 101  93  93]\n",
      "[220 210 220 210 215 215 215 215 220 210 220 210 216 214 216 214 220 210\n",
      " 220 210 217 213 217 213 219 211 219 211 218 212 218 212] [402 402 402 402 407 407 397 397 403 403 401 401 407 407 397 397 404 404\n",
      " 400 400 407 407 397 397 405 405 399 399 406 406 398 398]\n",
      "[256 246 256 246 251 251 251 251 256 246 256 246 252 250 252 250 256 246\n",
      " 256 246 253 249 253 249 255 247 255 247 254 248 254 248] [128 128 128 128 133 133 123 123 129 129 127 127 133 133 123 123 130 130\n",
      " 126 126 133 133 123 123 131 131 125 125 132 132 124 124]\n",
      "[284 274 284 274 279 279 279 279 284 274 284 274 280 278 280 278 284 274\n",
      " 284 274 281 277 281 277 283 275 283 275 282 276 282 276] [58 58 58 58 63 63 53 53 59 59 57 57 63 63 53 53 60 60 56 56 63 63 53 53\n",
      " 61 61 55 55 62 62 54 54]\n",
      "[353 343 353 343 348 348 348 348 353 343 353 343 349 347 349 347 353 343\n",
      " 353 343 350 346 350 346 352 344 352 344 351 345 351 345] [247 247 247 247 252 252 242 242 248 248 246 246 252 252 242 242 249 249\n",
      " 245 245 252 252 242 242 250 250 244 244 251 251 243 243]\n",
      "[360 350 360 350 355 355 355 355 360 350 360 350 356 354 356 354 360 350\n",
      " 360 350 357 353 357 353 359 351 359 351 358 352 358 352] [459 459 459 459 464 464 454 454 460 460 458 458 464 464 454 454 461 461\n",
      " 457 457 464 464 454 454 462 462 456 456 463 463 455 455]\n",
      "[395 385 395 385 390 390 390 390 395 385 395 385 391 389 391 389 395 385\n",
      " 395 385 392 388 392 388 394 386 394 386 393 387 393 387] [481 481 481 481 486 486 476 476 482 482 480 480 486 486 476 476 483 483\n",
      " 479 479 486 486 476 476 484 484 478 478 485 485 477 477]\n",
      "[337 327 337 327 332 332 332 332 337 327 337 327 333 331 333 331 337 327\n",
      " 337 327 334 330 334 330 336 328 336 328 335 329 335 329] [319 319 319 319 324 324 314 314 320 320 318 318 324 324 314 314 321 321\n",
      " 317 317 324 324 314 314 322 322 316 316 323 323 315 315]\n",
      "[284 274 284 274 279 279 279 279 284 274 284 274 280 278 280 278 284 274\n",
      " 284 274 281 277 281 277 283 275 283 275 282 276 282 276] [143 143 143 143 148 148 138 138 144 144 142 142 148 148 138 138 145 145\n",
      " 141 141 148 148 138 138 146 146 140 140 147 147 139 139]\n",
      "[128 118 128 118 123 123 123 123 128 118 128 118 124 122 124 122 128 118\n",
      " 128 118 125 121 125 121 127 119 127 119 126 120 126 120] [183 183 183 183 188 188 178 178 184 184 182 182 188 188 178 178 185 185\n",
      " 181 181 188 188 178 178 186 186 180 180 187 187 179 179]\n",
      "[496 488 496 488 492 492 492 492 496 488 496 488 493 491 493 491 495 489\n",
      " 495 489 494 490 494 490 495 489 495 489 495 489 495 489] [208 208 208 208 212 212 204 204 209 209 207 207 212 212 204 204 210 210\n",
      " 206 206 211 211 205 205 211 211 205 205 211 211 205 205]\n",
      "[487 479 487 479 483 483 483 483 487 479 487 479 484 482 484 482 486 480\n",
      " 486 480 485 481 485 481 486 480 486 480 486 480 486 480] [367 367 367 367 371 371 363 363 368 368 366 366 371 371 363 363 369 369\n",
      " 365 365 370 370 364 364 370 370 364 364 370 370 364 364]\n",
      "[485 477 485 477 481 481 481 481 485 477 485 477 482 480 482 480 484 478\n",
      " 484 478 483 479 483 479 484 478 484 478 484 478 484 478] [367 367 367 367 371 371 363 363 368 368 366 366 371 371 363 363 369 369\n",
      " 365 365 370 370 364 364 370 370 364 364 370 370 364 364]\n",
      "[431 423 431 423 427 427 427 427 431 423 431 423 428 426 428 426 430 424\n",
      " 430 424 429 425 429 425 430 424 430 424 430 424 430 424] [222 222 222 222 226 226 218 218 223 223 221 221 226 226 218 218 224 224\n",
      " 220 220 225 225 219 219 225 225 219 219 225 225 219 219]\n",
      "[36 26 36 26 31 31 31 31 36 26 36 26 32 30 32 30 36 26 36 26 33 29 33 29\n",
      " 35 27 35 27 34 28 34 28] [140 140 140 140 145 145 135 135 141 141 139 139 145 145 135 135 142 142\n",
      " 138 138 145 145 135 135 143 143 137 137 144 144 136 136]\n",
      "[317 309 317 309 313 313 313 313 317 309 317 309 314 312 314 312 316 310\n",
      " 316 310 315 311 315 311 316 310 316 310 316 310 316 310] [105 105 105 105 109 109 101 101 106 106 104 104 109 109 101 101 107 107\n",
      " 103 103 108 108 102 102 108 108 102 102 108 108 102 102]\n",
      "[250 242 250 242 246 246 246 246 250 242 250 242 247 245 247 245 249 243\n",
      " 249 243 248 244 248 244 249 243 249 243 249 243 249 243] [ 96  96  96  96 100 100  92  92  97  97  95  95 100 100  92  92  98  98\n",
      "  94  94  99  99  93  93  99  99  93  93  99  99  93  93]\n",
      "[191 183 191 183 187 187 187 187 191 183 191 183 188 186 188 186 190 184\n",
      " 190 184 189 185 189 185 190 184 190 184 190 184 190 184] [13 13 13 13 17 17  9  9 14 14 12 12 17 17  9  9 15 15 11 11 16 16 10 10\n",
      " 16 16 10 10 16 16 10 10]\n",
      "[183 175 183 175 179 179 179 179 183 175 183 175 180 178 180 178 182 176\n",
      " 182 176 181 177 181 177 182 176 182 176 182 176 182 176] [266 266 266 266 270 270 262 262 267 267 265 265 270 270 262 262 268 268\n",
      " 264 264 269 269 263 263 269 269 263 263 269 269 263 263]\n",
      "[158 150 158 150 154 154 154 154 158 150 158 150 155 153 155 153 157 151\n",
      " 157 151 156 152 156 152 157 151 157 151 157 151 157 151] [138 138 138 138 142 142 134 134 139 139 137 137 142 142 134 134 140 140\n",
      " 136 136 141 141 135 135 141 141 135 135 141 141 135 135]\n",
      "[125 117 125 117 121 121 121 121 125 117 125 117 122 120 122 120 124 118\n",
      " 124 118 123 119 123 119 124 118 124 118 124 118 124 118] [263 263 263 263 267 267 259 259 264 264 262 262 267 267 259 259 265 265\n",
      " 261 261 266 266 260 260 266 266 260 260 266 266 260 260]\n",
      "[120 114 120 114 117 117 117 117 120 114 120 114 118 116 118 116 119 115\n",
      " 119 115 119 115 119 115] [508 508 508 508 511 511 505 505 509 509 507 507 511 511 505 505 510 510\n",
      " 506 506 510 510 506 506]\n",
      "[275 269 275 269 272 272 272 272 275 269 275 269 273 271 273 271 274 270\n",
      " 274 270 274 270 274 270] [313 313 313 313 316 316 310 310 314 314 312 312 316 316 310 310 315 315\n",
      " 311 311 315 315 311 311]\n",
      "[105  99 105  99 102 102 102 102 105  99 105  99 103 101 103 101 104 100\n",
      " 104 100 104 100 104 100] [210 210 210 210 213 213 207 207 211 211 209 209 213 213 207 207 212 212\n",
      " 208 208 212 212 208 208]\n",
      "[212 200 212 200 206 206 206 206 212 200 212 200 207 205 207 205 212 200\n",
      " 212 200 208 204 208 204 211 201 211 201 209 203 209 203 210 202 210 202\n",
      " 210 202 210 202] [490 490 490 490 496 496 484 484 491 491 489 489 496 496 484 484 492 492\n",
      " 488 488 496 496 484 484 493 493 487 487 495 495 485 485 494 494 486 486\n",
      " 494 494 486 486]\n",
      "[245 233 245 233 239 239 239 239 245 233 245 233 240 238 240 238 245 233\n",
      " 245 233 241 237 241 237 244 234 244 234 242 236 242 236 243 235 243 235\n",
      " 243 235 243 235] [362 362 362 362 368 368 356 356 363 363 361 361 368 368 356 356 364 364\n",
      " 360 360 368 368 356 356 365 365 359 359 367 367 357 357 366 366 358 358\n",
      " 366 366 358 358]\n",
      "[281 269 281 269 275 275 275 275 281 269 281 269 276 274 276 274 281 269\n",
      " 281 269 277 273 277 273 280 270 280 270 278 272 278 272 279 271 279 271\n",
      " 279 271 279 271] [227 227 227 227 233 233 221 221 228 228 226 226 233 233 221 221 229 229\n",
      " 225 225 233 233 221 221 230 230 224 224 232 232 222 222 231 231 223 223\n",
      " 231 231 223 223]\n",
      "[308 296 308 296 302 302 302 302 308 296 308 296 303 301 303 301 308 296\n",
      " 308 296 304 300 304 300 307 297 307 297 305 299 305 299 306 298 306 298\n",
      " 306 298 306 298] [437 437 437 437 443 443 431 431 438 438 436 436 443 443 431 431 439 439\n",
      " 435 435 443 443 431 431 440 440 434 434 442 442 432 432 441 441 433 433\n",
      " 441 441 433 433]\n",
      "[403 391 403 391 397 397 397 397 403 391 403 391 398 396 398 396 403 391\n",
      " 403 391 399 395 399 395 402 392 402 392 400 394 400 394 401 393 401 393\n",
      " 401 393 401 393] [230 230 230 230 236 236 224 224 231 231 229 229 236 236 224 224 232 232\n",
      " 228 228 236 236 224 224 233 233 227 227 235 235 225 225 234 234 226 226\n",
      " 234 234 226 226]\n",
      "[428 416 428 416 422 422 422 422 428 416 428 416 423 421 423 421 428 416\n",
      " 428 416 424 420 424 420 427 417 427 417 425 419 425 419 426 418 426 418\n",
      " 426 418 426 418] [360 360 360 360 366 366 354 354 361 361 359 359 366 366 354 354 362 362\n",
      " 358 358 366 366 354 354 363 363 357 357 365 365 355 355 364 364 356 356\n",
      " 364 364 356 356]\n",
      "[251 243 251 243 247 247 247 247 251 243 251 243 248 246 248 246 250 244\n",
      " 250 244 249 245 249 245 250 244 250 244 250 244 250 244] [ 98  98  98  98 102 102  94  94  99  99  97  97 102 102  94  94 100 100\n",
      "  96  96 101 101  95  95 101 101  95  95 101 101  95  95]\n",
      "[252 244 252 244 248 248 248 248 252 244 252 244 249 247 249 247 251 245\n",
      " 251 245 250 246 250 246 251 245 251 245 251 245 251 245] [353 353 353 353 357 357 349 349 354 354 352 352 357 357 349 349 355 355\n",
      " 351 351 356 356 350 350 356 356 350 350 356 356 350 350]\n",
      "[428 420 428 420 424 424 424 424 428 420 428 420 425 423 425 423 427 421\n",
      " 427 421 426 422 426 422 427 421 427 421 427 421 427 421] [436 436 436 436 440 440 432 432 437 437 435 435 440 440 432 432 438 438\n",
      " 434 434 439 439 433 433 439 439 433 433 439 439 433 433]\n",
      "[250 242 250 242 246 246 246 246 250 242 250 242 247 245 247 245 249 243\n",
      " 249 243 248 244 248 244 249 243 249 243 249 243 249 243] [436 436 436 436 440 440 432 432 437 437 435 435 440 440 432 432 438 438\n",
      " 434 434 439 439 433 433 439 439 433 433 439 439 433 433]\n",
      "[180 172 180 172 176 176 176 176 180 172 180 172 177 175 177 175 179 173\n",
      " 179 173 178 174 178 174 179 173 179 173 179 173 179 173] [435 435 435 435 439 439 431 431 436 436 434 434 439 439 431 431 437 437\n",
      " 433 433 438 438 432 432 438 438 432 432 438 438 432 432]\n",
      "[64 56 64 56 60 60 60 60 64 56 64 56 61 59 61 59 63 57 63 57 62 58 62 58\n",
      " 63 57 63 57 63 57 63 57] [263 263 263 263 267 267 259 259 264 264 262 262 267 267 259 259 265 265\n",
      " 261 261 266 266 260 260 266 266 260 260 266 266 260 260]\n",
      "[252 244 252 244 248 248 248 248 252 244 252 244 249 247 249 247 251 245\n",
      " 251 245 250 246 250 246 251 245 251 245 251 245 251 245] [13 13 13 13 17 17  9  9 14 14 12 12 17 17  9  9 15 15 11 11 16 16 10 10\n",
      " 16 16 10 10 16 16 10 10]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[431 421 431 421 426 426 426 426 431 421 431 421 427 425 427 425 431 421\n",
      " 431 421 428 424 428 424 430 422 430 422 429 423 429 423] [272 272 272 272 277 277 267 267 273 273 271 271 277 277 267 267 274 274\n",
      " 270 270 277 277 267 267 275 275 269 269 276 276 268 268]\n",
      "[186 176 186 176 181 181 181 181 186 176 186 176 182 180 182 180 186 176\n",
      " 186 176 183 179 183 179 185 177 185 177 184 178 184 178] [266 266 266 266 271 271 261 261 267 267 265 265 271 271 261 261 268 268\n",
      " 264 264 271 271 261 261 269 269 263 263 270 270 262 262]\n",
      "[399 389 399 389 394 394 394 394 399 389 399 389 395 393 395 393 399 389\n",
      " 399 389 396 392 396 392 398 390 398 390 397 391 397 391] [493 493 493 493 498 498 488 488 494 494 492 492 498 498 488 488 495 495\n",
      " 491 491 498 498 488 488 496 496 490 490 497 497 489 489]\n",
      "[65 55 65 55 60 60 60 60 65 55 65 55 61 59 61 59 65 55 65 55 62 58 62 58\n",
      " 64 56 64 56 63 57 63 57] [264 264 264 264 269 269 259 259 265 265 263 263 269 269 259 259 266 266\n",
      " 262 262 269 269 259 259 267 267 261 261 268 268 260 260]\n",
      "[127 117 127 117 122 122 122 122 127 117 127 117 123 121 123 121 127 117\n",
      " 127 117 124 120 124 120 126 118 126 118 125 119 125 119] [264 264 264 264 269 269 259 259 265 265 263 263 269 269 259 259 266 266\n",
      " 262 262 269 269 259 259 267 267 261 261 268 268 260 260]\n",
      "[130 120 130 120 125 125 125 125 130 120 130 120 126 124 126 124 130 120\n",
      " 130 120 127 123 127 123 129 121 129 121 128 122 128 122] [14 14 14 14 19 19  9  9 15 15 13 13 19 19  9  9 16 16 12 12 19 19  9  9\n",
      " 17 17 11 11 18 18 10 10]\n",
      "[153 143 153 143 148 148 148 148 153 143 153 143 149 147 149 147 153 143\n",
      " 153 143 150 146 150 146 152 144 152 144 151 145 151 145] [234 234 234 234 239 239 229 229 235 235 233 233 239 239 229 229 236 236\n",
      " 232 232 239 239 229 229 237 237 231 231 238 238 230 230]\n",
      "[92 88 92 88 90 90 90 90 92 88 92 88 91 89 91 89] [299 299 299 299 301 301 297 297 300 300 298 298 301 301 297 297]\n",
      "[276 266 276 266 271 271 271 271 276 266 276 266 272 270 272 270 276 266\n",
      " 276 266 273 269 273 269 275 267 275 267 274 268 274 268] [311 311 311 311 316 316 306 306 312 312 310 310 316 316 306 306 313 313\n",
      " 309 309 316 316 306 306 314 314 308 308 315 315 307 307]\n",
      "[314 304 314 304 309 309 309 309 314 304 314 304 310 308 310 308 314 304\n",
      " 314 304 311 307 311 307 313 305 313 305 312 306 312 306] [18 18 18 18 23 23 13 13 19 19 17 17 23 23 13 13 20 20 16 16 23 23 13 13\n",
      " 21 21 15 15 22 22 14 14]\n",
      "[317 307 317 307 312 312 312 312 317 307 317 307 313 311 313 311 317 307\n",
      " 317 307 314 310 314 310 316 308 316 308 315 309 315 309] [106 106 106 106 111 111 101 101 107 107 105 105 111 111 101 101 108 108\n",
      " 104 104 111 111 101 101 109 109 103 103 110 110 102 102]\n",
      "[370 360 370 360 365 365 365 365 370 360 370 360 366 364 366 364 370 360\n",
      " 370 360 367 363 367 363 369 361 369 361 368 362 368 362] [281 281 281 281 286 286 276 276 282 282 280 280 286 286 276 276 283 283\n",
      " 279 279 286 286 276 276 284 284 278 278 285 285 277 277]\n",
      "[399 389 399 389 394 394 394 394 399 389 399 389 395 393 395 393 399 389\n",
      " 399 389 396 392 396 392 398 390 398 390 397 391 397 391] [158 158 158 158 163 163 153 153 159 159 157 157 163 163 153 153 160 160\n",
      " 156 156 163 163 153 153 161 161 155 155 162 162 154 154]\n",
      "[343 329 343 329 336 336 336 336 343 329 343 329 337 335 337 335 343 329\n",
      " 343 329 338 334 338 334 342 330 342 330 339 333 339 333 342 330 342 330\n",
      " 340 332 340 332 341 331 341 331 341 331 341 331] [235 235 235 235 242 242 228 228 236 236 234 234 242 242 228 228 237 237\n",
      " 233 233 242 242 228 228 238 238 232 232 241 241 229 229 239 239 231 231\n",
      " 241 241 229 229 240 240 230 230 240 240 230 230]\n",
      "[434 420 434 420 427 427 427 427 434 420 434 420 428 426 428 426 434 420\n",
      " 434 420 429 425 429 425 433 421 433 421 430 424 430 424 433 421 433 421\n",
      " 431 423 431 423 432 422 432 422 432 422 432 422] [116 116 116 116 123 123 109 109 117 117 115 115 123 123 109 109 118 118\n",
      " 114 114 123 123 109 109 119 119 113 113 122 122 110 110 120 120 112 112\n",
      " 122 122 110 110 121 121 111 111 121 121 111 111]\n",
      "[257 245 257 245 251 251 251 251 257 245 257 245 252 250 252 250 257 245\n",
      " 257 245 253 249 253 249 256 246 256 246 254 248 254 248 255 247 255 247\n",
      " 255 247 255 247] [454 454 454 454 460 460 448 448 455 455 453 453 460 460 448 448 456 456\n",
      " 452 452 460 460 448 448 457 457 451 451 459 459 449 449 458 458 450 450\n",
      " 458 458 450 450]\n",
      "[353 341 353 341 347 347 347 347 353 341 353 341 348 346 348 346 353 341\n",
      " 353 341 349 345 349 345 352 342 352 342 350 344 350 344 351 343 351 343\n",
      " 351 343 351 343] [246 246 246 246 252 252 240 240 247 247 245 245 252 252 240 240 248 248\n",
      " 244 244 252 252 240 240 249 249 243 243 251 251 241 241 250 250 242 242\n",
      " 250 250 242 242]\n",
      "[312 300 312 300 306 306 306 306 312 300 312 300 307 305 307 305 312 300\n",
      " 312 300 308 304 308 304 311 301 311 301 309 303 309 303 310 302 310 302\n",
      " 310 302 310 302] [188 188 188 188 194 194 182 182 189 189 187 187 194 194 182 182 190 190\n",
      " 186 186 194 194 182 182 191 191 185 185 193 193 183 183 192 192 184 184\n",
      " 192 192 184 184]\n",
      "[488 476 488 476 482 482 482 482 488 476 488 476 483 481 483 481 488 476\n",
      " 488 476 484 480 484 480 487 477 487 477 485 479 485 479 486 478 486 478\n",
      " 486 478 486 478] [281 281 281 281 287 287 275 275 282 282 280 280 287 287 275 275 283 283\n",
      " 279 279 287 287 275 275 284 284 278 278 286 286 276 276 285 285 277 277\n",
      " 285 285 277 277]\n",
      "[256 244 256 244 250 250 250 250 256 244 256 244 251 249 251 249 256 244\n",
      " 256 244 252 248 252 248 255 245 255 245 253 247 253 247 254 246 254 246\n",
      " 254 246 254 246] [128 128 128 128 134 134 122 122 129 129 127 127 134 134 122 122 130 130\n",
      " 126 126 134 134 122 122 131 131 125 125 133 133 123 123 132 132 124 124\n",
      " 132 132 124 124]\n",
      "[160 148 160 148 154 154 154 154 160 148 160 148 155 153 155 153 160 148\n",
      " 160 148 156 152 156 152 159 149 159 149 157 151 157 151 158 150 158 150\n",
      " 158 150 158 150] [411 411 411 411 417 417 405 405 412 412 410 410 417 417 405 405 413 413\n",
      " 409 409 417 417 405 405 414 414 408 408 416 416 406 406 415 415 407 407\n",
      " 415 415 407 407]\n",
      "[392 386 392 386 389 389 389 389 392 386 392 386 390 388 390 388 391 387\n",
      " 391 387 391 387 391 387] [316 316 316 316 319 319 313 313 317 317 315 315 319 319 313 313 318 318\n",
      " 314 314 318 318 314 314]\n",
      "[417 411 417 411 414 414 414 414 417 411 417 411 415 413 415 413 416 412\n",
      " 416 412 416 412 416 412] [423 423 423 423 426 426 420 420 424 424 422 422 426 426 420 420 425 425\n",
      " 421 421 425 425 421 421]\n",
      "[429 423 429 423 426 426 426 426 429 423 429 423 427 425 427 425 428 424\n",
      " 428 424 428 424 428 424] [222 222 222 222 225 225 219 219 223 223 221 221 225 225 219 219 224 224\n",
      " 220 220 224 224 220 220]\n",
      "[448 442 448 442 445 445 445 445 448 442 448 442 446 444 446 444 447 443\n",
      " 447 443 447 443 447 443] [213 213 213 213 216 216 210 210 214 214 212 212 216 216 210 210 215 215\n",
      " 211 211 215 215 211 211]\n",
      "[328 322 328 322 325 325 325 325 328 322 328 322 326 324 326 324 327 323\n",
      " 327 323 327 323 327 323] [419 419 419 419 422 422 416 416 420 420 418 418 422 422 416 416 421 421\n",
      " 417 417 421 421 417 417]\n",
      "[369 363 369 363 366 366 366 366 369 363 369 363 367 365 367 365 368 364\n",
      " 368 364 368 364 368 364] [266 266 266 266 269 269 263 263 267 267 265 265 269 269 263 263 268 268\n",
      " 264 264 268 268 264 264]\n",
      "[368 362 368 362 365 365 365 365 368 362 368 362 366 364 366 364 367 363\n",
      " 367 363 367 363 367 363] [345 345 345 345 348 348 342 342 346 346 344 344 348 348 342 342 347 347\n",
      " 343 343 347 347 343 343]\n",
      "[310 296 310 296 303 303 303 303 310 296 310 296 304 302 304 302 310 296\n",
      " 310 296 305 301 305 301 309 297 309 297 306 300 306 300 309 297 309 297\n",
      " 307 299 307 299 308 298 308 298 308 298 308 298] [437 437 437 437 444 444 430 430 438 438 436 436 444 444 430 430 439 439\n",
      " 435 435 444 444 430 430 440 440 434 434 443 443 431 431 441 441 433 433\n",
      " 443 443 431 431 442 442 432 432 442 442 432 432]\n",
      "[335 327 335 327 331 331 331 331 335 327 335 327 332 330 332 330 334 328\n",
      " 334 328 333 329 333 329 334 328 334 328 334 328 334 328] [477 477 477 477 481 481 473 473 478 478 476 476 481 481 473 473 479 479\n",
      " 475 475 480 480 474 474 480 480 474 474 480 480 474 474]\n",
      "[243 235 243 235 239 239 239 239 243 235 243 235 240 238 240 238 242 236\n",
      " 242 236 241 237 241 237 242 236 242 236 242 236 242 236] [352 352 352 352 356 356 348 348 353 353 351 351 356 356 348 348 354 354\n",
      " 350 350 355 355 349 349 355 355 349 349 355 355 349 349]\n",
      "[219 211 219 211 215 215 215 215 219 211 219 211 216 214 216 214 218 212\n",
      " 218 212 217 213 217 213 218 212 218 212 218 212 218 212] [138 138 138 138 142 142 134 134 139 139 137 137 142 142 134 134 140 140\n",
      " 136 136 141 141 135 135 141 141 135 135 141 141 135 135]\n",
      "[196 188 196 188 192 192 192 192 196 188 196 188 193 191 193 191 195 189\n",
      " 195 189 194 190 194 190 195 189 195 189 195 189 195 189] [21 21 21 21 25 25 17 17 22 22 20 20 25 25 17 17 23 23 19 19 24 24 18 18\n",
      " 24 24 18 18 24 24 18 18]\n",
      "[337 329 337 329 333 333 333 333 337 329 337 329 334 332 334 332 336 330\n",
      " 336 330 335 331 335 331 336 330 336 330 336 330 336 330] [478 478 478 478 482 482 474 474 479 479 477 477 482 482 474 474 480 480\n",
      " 476 476 481 481 475 475 481 481 475 475 481 481 475 475]\n",
      "[128 120 128 120 124 124 124 124 128 120 128 120 125 123 125 123 127 121\n",
      " 127 121 126 122 126 122 127 121 127 121 127 121 127 121] [ 98  98  98  98 102 102  94  94  99  99  97  97 102 102  94  94 100 100\n",
      "  96  96 101 101  95  95 101 101  95  95 101 101  95  95]\n",
      "[128 120 128 120 124 124 124 124 128 120 128 120 125 123 125 123 127 121\n",
      " 127 121 126 122 126 122 127 121 127 121 127 121 127 121] [ 96  96  96  96 100 100  92  92  97  97  95  95 100 100  92  92  98  98\n",
      "  94  94  99  99  93  93  99  99  93  93  99  99  93  93]\n",
      "[113 105 113 105 109 109 109 109 113 105 113 105 110 108 110 108 112 106\n",
      " 112 106 111 107 111 107 112 106 112 106 112 106 112 106] [210 210 210 210 214 214 206 206 211 211 209 209 214 214 206 206 212 212\n",
      " 208 208 213 213 207 207 213 213 207 207 213 213 207 207]\n",
      "[64 56 64 56 60 60 60 60 64 56 64 56 61 59 61 59 63 57 63 57 62 58 62 58\n",
      " 63 57 63 57 63 57 63 57] [265 265 265 265 269 269 261 261 266 266 264 264 269 269 261 261 267 267\n",
      " 263 263 268 268 262 262 268 268 262 262 268 268 262 262]\n",
      "[352 344 352 344 348 348 348 348 352 344 352 344 349 347 349 347 351 345\n",
      " 351 345 350 346 350 346 351 345 351 345 351 345 351 345] [422 422 422 422 426 426 418 418 423 423 421 421 426 426 418 418 424 424\n",
      " 420 420 425 425 419 419 425 425 419 419 425 425 419 419]\n",
      "[354 346 354 346 350 350 350 350 354 346 354 346 351 349 351 349 353 347\n",
      " 353 347 352 348 352 348 353 347 353 347 353 347 353 347] [246 246 246 246 250 250 242 242 247 247 245 245 250 250 242 242 248 248\n",
      " 244 244 249 249 243 243 249 249 243 243 249 249 243 243]\n",
      "[395 387 395 387 391 391 391 391 395 387 395 387 392 390 392 390 394 388\n",
      " 394 388 393 389 393 389 394 388 394 388 394 388 394 388] [242 242 242 242 246 246 238 238 243 243 241 241 246 246 238 238 244 244\n",
      " 240 240 245 245 239 239 245 245 239 239 245 245 239 239]\n",
      "[471 463 471 463 467 467 467 467 471 463 471 463 468 466 468 466 470 464\n",
      " 470 464 469 465 469 465 470 464 470 464 470 464 470 464] [69 69 69 69 73 73 65 65 70 70 68 68 73 73 65 65 71 71 67 67 72 72 66 66\n",
      " 72 72 66 66 72 72 66 66]\n",
      "[160 152 160 152 156 156 156 156 160 152 160 152 157 155 157 155 159 153\n",
      " 159 153 158 154 158 154 159 153 159 153 159 153 159 153] [55 55 55 55 59 59 51 51 56 56 54 54 59 59 51 51 57 57 53 53 58 58 52 52\n",
      " 58 58 52 52 58 58 52 52]\n",
      "[156 148 156 148 152 152 152 152 156 148 156 148 153 151 153 151 155 149\n",
      " 155 149 154 150 154 150 155 149 155 149 155 149 155 149] [222 222 222 222 226 226 218 218 223 223 221 221 226 226 218 218 224 224\n",
      " 220 220 225 225 219 219 225 225 219 219 225 225 219 219]\n",
      "[343 333 343 333 338 338 338 338 343 333 343 333 339 337 339 337 343 333\n",
      " 343 333 340 336 340 336 342 334 342 334 341 335 341 335] [62 62 62 62 67 67 57 57 63 63 61 61 67 67 57 57 64 64 60 60 67 67 57 57\n",
      " 65 65 59 59 66 66 58 58]\n",
      "[372 362 372 362 367 367 367 367 372 362 372 362 368 366 368 366 372 362\n",
      " 372 362 369 365 369 365 371 363 371 363 370 364 370 364] [22 22 22 22 27 27 17 17 23 23 21 21 27 27 17 17 24 24 20 20 27 27 17 17\n",
      " 25 25 19 19 26 26 18 18]\n",
      "[435 425 435 425 430 430 430 430 435 425 435 425 431 429 431 429 435 425\n",
      " 435 425 432 428 432 428 434 426 434 426 433 427 433 427] [358 358 358 358 363 363 353 353 359 359 357 357 363 363 353 353 360 360\n",
      " 356 356 363 363 353 353 361 361 355 355 362 362 354 354]\n",
      "[413 403 413 403 408 408 408 408 413 403 413 403 409 407 409 407 413 403\n",
      " 413 403 410 406 410 406 412 404 412 404 411 405 411 405] [380 380 380 380 385 385 375 375 381 381 379 379 385 385 375 375 382 382\n",
      " 378 378 385 385 375 375 383 383 377 377 384 384 376 376]\n",
      "[374 364 374 364 369 369 369 369 374 364 374 364 370 368 370 368 374 364\n",
      " 374 364 371 367 371 367 373 365 373 365 372 366 372 366] [289 289 289 289 294 294 284 284 290 290 288 288 294 294 284 284 291 291\n",
      " 287 287 294 294 284 284 292 292 286 286 293 293 285 285]\n",
      "[93 83 93 83 88 88 88 88 93 83 93 83 89 87 89 87 93 83 93 83 90 86 90 86\n",
      " 92 84 92 84 91 85 91 85] [390 390 390 390 395 395 385 385 391 391 389 389 395 395 385 385 392 392\n",
      " 388 388 395 395 385 385 393 393 387 387 394 394 386 386]\n",
      "[131 121 131 121 126 126 126 126 131 121 131 121 127 125 127 125 131 121\n",
      " 131 121 128 124 128 124 130 122 130 122 129 123 129 123] [16 16 16 16 21 21 11 11 17 17 15 15 21 21 11 11 18 18 14 14 21 21 11 11\n",
      " 19 19 13 13 20 20 12 12]\n",
      "[193 183 193 183 188 188 188 188 193 183 193 183 189 187 189 187 193 183\n",
      " 193 183 190 186 190 186 192 184 192 184 191 185 191 185] [14 14 14 14 19 19  9  9 15 15 13 13 19 19  9  9 16 16 12 12 19 19  9  9\n",
      " 17 17 11 11 18 18 10 10]\n",
      "[214 204 214 204 209 209 209 209 214 204 214 204 210 208 210 208 214 204\n",
      " 214 204 211 207 211 207 213 205 213 205 212 206 212 206] [480 480 480 480 485 485 475 475 481 481 479 479 485 485 475 475 482 482\n",
      " 478 478 485 485 475 475 483 483 477 477 484 484 476 476]\n",
      "[230 220 230 220 225 225 225 225 230 220 230 220 226 224 226 224 230 220\n",
      " 230 220 227 223 227 223 229 221 229 221 228 222 228 222] [413 413 413 413 418 418 408 408 414 414 412 412 418 418 408 408 415 415\n",
      " 411 411 418 418 408 408 416 416 410 410 417 417 409 409]\n",
      "[316 306 316 306 311 311 311 311 316 306 316 306 312 310 312 310 316 306\n",
      " 316 306 313 309 313 309 315 307 315 307 314 308 314 308] [18 18 18 18 23 23 13 13 19 19 17 17 23 23 13 13 20 20 16 16 23 23 13 13\n",
      " 21 21 15 15 22 22 14 14]\n",
      "[345 335 345 335 340 340 340 340 345 335 345 335 341 339 341 339 345 335\n",
      " 345 335 342 338 342 338 344 336 344 336 343 337 343 337] [61 61 61 61 66 66 56 56 62 62 60 60 66 66 56 56 63 63 59 59 66 66 56 56\n",
      " 64 64 58 58 65 65 57 57]\n",
      "[371 361 371 361 366 366 366 366 371 361 371 361 367 365 367 365 371 361\n",
      " 371 361 368 364 368 364 370 362 370 362 369 363 369 363] [106 106 106 106 111 111 101 101 107 107 105 105 111 111 101 101 108 108\n",
      " 104 104 111 111 101 101 109 109 103 103 110 110 102 102]\n",
      "[341 329 341 329 335 335 335 335 341 329 341 329 336 334 336 334 341 329\n",
      " 341 329 337 333 337 333 340 330 340 330 338 332 338 332 339 331 339 331\n",
      " 339 331 339 331] [235 235 235 235 241 241 229 229 236 236 234 234 241 241 229 229 237 237\n",
      " 233 233 241 241 229 229 238 238 232 232 240 240 230 230 239 239 231 231\n",
      " 239 239 231 231]\n",
      "[402 390 402 390 396 396 396 396 402 390 402 390 397 395 397 395 402 390\n",
      " 402 390 398 394 398 394 401 391 401 391 399 393 399 393 400 392 400 392\n",
      " 400 392 400 392] [491 491 491 491 497 497 485 485 492 492 490 490 497 497 485 485 493 493\n",
      " 489 489 497 497 485 485 494 494 488 488 496 496 486 486 495 495 487 487\n",
      " 495 495 487 487]\n",
      "[283 271 283 271 277 277 277 277 283 271 283 271 278 276 278 276 283 271\n",
      " 283 271 279 275 279 275 282 272 282 272 280 274 280 274 281 273 281 273\n",
      " 281 273 281 273] [317 317 317 317 323 323 311 311 318 318 316 316 323 323 311 311 319 319\n",
      " 315 315 323 323 311 311 320 320 314 314 322 322 312 312 321 321 313 313\n",
      " 321 321 313 313]\n",
      "[64 52 64 52 58 58 58 58 64 52 64 52 59 57 59 57 64 52 64 52 60 56 60 56\n",
      " 63 53 63 53 61 55 61 55 62 54 62 54 62 54 62 54] [348 348 348 348 354 354 342 342 349 349 347 347 354 354 342 342 350 350\n",
      " 346 346 354 354 342 342 351 351 345 345 353 353 343 343 352 352 344 344\n",
      " 352 352 344 344]\n",
      "[155 143 155 143 149 149 149 149 155 143 155 143 150 148 150 148 155 143\n",
      " 155 143 151 147 151 147 154 144 154 144 152 146 152 146 153 145 153 145\n",
      " 153 145 153 145] [474 474 474 474 480 480 468 468 475 475 473 473 480 480 468 468 476 476\n",
      " 472 472 480 480 468 468 477 477 471 471 479 479 469 469 478 478 470 470\n",
      " 478 478 470 470]\n",
      "[162 150 162 150 156 156 156 156 162 150 162 150 157 155 157 155 162 150\n",
      " 162 150 158 154 158 154 161 151 161 151 159 153 159 153 160 152 160 152\n",
      " 160 152 160 152] [410 410 410 410 416 416 404 404 411 411 409 409 416 416 404 404 412 412\n",
      " 408 408 416 416 404 404 413 413 407 407 415 415 405 405 414 414 406 406\n",
      " 414 414 406 406]\n",
      "[216 204 216 204 210 210 210 210 216 204 216 204 211 209 211 209 216 204\n",
      " 216 204 212 208 212 208 215 205 215 205 213 207 213 207 214 206 214 206\n",
      " 214 206 214 206] [477 477 477 477 483 483 471 471 478 478 476 476 483 483 471 471 479 479\n",
      " 475 475 483 483 471 471 480 480 474 474 482 482 472 472 481 481 473 473\n",
      " 481 481 473 473]\n",
      "[222 210 222 210 216 216 216 216 222 210 222 210 217 215 217 215 222 210\n",
      " 222 210 218 214 218 214 221 211 221 211 219 213 219 213 220 212 220 212\n",
      " 220 212 220 212] [402 402 402 402 408 408 396 396 403 403 401 401 408 408 396 396 404 404\n",
      " 400 400 408 408 396 396 405 405 399 399 407 407 397 397 406 406 398 398\n",
      " 406 406 398 398]\n",
      "[391 379 391 379 385 385 385 385 391 379 391 379 386 384 386 384 391 379\n",
      " 391 379 387 383 387 383 390 380 390 380 388 382 388 382 389 381 389 381\n",
      " 389 381 389 381] [499 499 499 499 505 505 493 493 500 500 498 498 505 505 493 493 501 501\n",
      " 497 497 505 505 493 493 502 502 496 496 504 504 494 494 503 503 495 495\n",
      " 503 503 495 495]\n",
      "[284 272 284 272 278 278 278 278 284 272 284 272 279 277 279 277 284 272\n",
      " 284 272 280 276 280 276 283 273 283 273 281 275 281 275 282 274 282 274\n",
      " 282 274 282 274] [144 144 144 144 150 150 138 138 145 145 143 143 150 150 138 138 146 146\n",
      " 142 142 150 150 138 138 147 147 141 141 149 149 139 139 148 148 140 140\n",
      " 148 148 140 140]\n",
      "[317 305 317 305 311 311 311 311 317 305 317 305 312 310 312 310 317 305\n",
      " 317 305 313 309 313 309 316 306 316 306 314 308 314 308 315 307 315 307\n",
      " 315 307 315 307] [106 106 106 106 112 112 100 100 107 107 105 105 112 112 100 100 108 108\n",
      " 104 104 112 112 100 100 109 109 103 103 111 111 101 101 110 110 102 102\n",
      " 110 110 102 102]\n",
      "[334 322 334 322 328 328 328 328 334 322 334 322 329 327 329 327 334 322\n",
      " 334 322 330 326 330 326 333 323 333 323 331 325 331 325 332 324 332 324\n",
      " 332 324 332 324] [493 493 493 493 499 499 487 487 494 494 492 492 499 499 487 487 495 495\n",
      " 491 491 499 499 487 487 496 496 490 490 498 498 488 488 497 497 489 489\n",
      " 497 497 489 489]\n",
      "[217 203 217 203 210 210 210 210 217 203 217 203 211 209 211 209 217 203\n",
      " 217 203 212 208 212 208 216 204 216 204 213 207 213 207 216 204 216 204\n",
      " 214 206 214 206 215 205 215 205 215 205 215 205] [478 478 478 478 485 485 471 471 479 479 477 477 485 485 471 471 480 480\n",
      " 476 476 485 485 471 471 481 481 475 475 484 484 472 472 482 482 474 474\n",
      " 484 484 472 472 483 483 473 473 483 483 473 473]\n",
      "[288 276 288 276 282 282 282 282 288 276 288 276 283 281 283 281 288 276\n",
      " 288 276 284 280 284 280 287 277 287 277 285 279 285 279 286 278 286 278\n",
      " 286 278 286 278] [71 71 71 71 77 77 65 65 72 72 70 70 77 77 65 65 73 73 69 69 77 77 65 65\n",
      " 74 74 68 68 76 76 66 66 75 75 67 67 75 75 67 67]\n",
      "[391 379 391 379 385 385 385 385 391 379 391 379 386 384 386 384 391 379\n",
      " 391 379 387 383 387 383 390 380 390 380 388 382 388 382 389 381 389 381\n",
      " 389 381 389 381] [497 497 497 497 503 503 491 491 498 498 496 496 503 503 491 491 499 499\n",
      " 495 495 503 503 491 491 500 500 494 494 502 502 492 492 501 501 493 493\n",
      " 501 501 493 493]\n",
      "[397 385 397 385 391 391 391 391 397 385 397 385 392 390 392 390 397 385\n",
      " 397 385 393 389 393 389 396 386 396 386 394 388 394 388 395 387 395 387\n",
      " 395 387 395 387] [483 483 483 483 489 489 477 477 484 484 482 482 489 489 477 477 485 485\n",
      " 481 481 489 489 477 477 486 486 480 480 488 488 478 478 487 487 479 479\n",
      " 487 487 479 479]\n",
      "[247 235 247 235 241 241 241 241 247 235 247 235 242 240 242 240 247 235\n",
      " 247 235 243 239 243 239 246 236 246 236 244 238 244 238 245 237 245 237\n",
      " 245 237 245 237] [435 435 435 435 441 441 429 429 436 436 434 434 441 441 429 429 437 437\n",
      " 433 433 441 441 429 429 438 438 432 432 440 440 430 430 439 439 431 431\n",
      " 439 439 431 431]\n",
      "[223 211 223 211 217 217 217 217 223 211 223 211 218 216 218 216 223 211\n",
      " 223 211 219 215 219 215 222 212 222 212 220 214 220 214 221 213 221 213\n",
      " 221 213 221 213] [326 326 326 326 332 332 320 320 327 327 325 325 332 332 320 320 328 328\n",
      " 324 324 332 332 320 320 329 329 323 323 331 331 321 321 330 330 322 322\n",
      " 330 330 322 322]\n",
      "[222 210 222 210 216 216 216 216 222 210 222 210 217 215 217 215 222 210\n",
      " 222 210 218 214 218 214 221 211 221 211 219 213 219 213 220 212 220 212\n",
      " 220 212 220 212] [58 58 58 58 64 64 52 52 59 59 57 57 64 64 52 52 60 60 56 56 64 64 52 52\n",
      " 61 61 55 55 63 63 53 53 62 62 54 54 62 62 54 54]\n",
      "[218 206 218 206 212 212 212 212 218 206 218 206 213 211 213 211 218 206\n",
      " 218 206 214 210 214 210 217 207 217 207 215 209 215 209 216 208 216 208\n",
      " 216 208 216 208] [312 312 312 312 318 318 306 306 313 313 311 311 318 318 306 306 314 314\n",
      " 310 310 318 318 306 306 315 315 309 309 317 317 307 307 316 316 308 308\n",
      " 316 316 308 308]\n",
      "[434 422 434 422 428 428 428 428 434 422 434 422 429 427 429 427 434 422\n",
      " 434 422 430 426 430 426 433 423 433 423 431 425 431 425 432 424 432 424\n",
      " 432 424 432 424] [116 116 116 116 122 122 110 110 117 117 115 115 122 122 110 110 118 118\n",
      " 114 114 122 122 110 110 119 119 113 113 121 121 111 111 120 120 112 112\n",
      " 120 120 112 112]\n",
      "[401 389 401 389 395 395 395 395 401 389 401 389 396 394 396 394 401 389\n",
      " 401 389 397 393 397 393 400 390 400 390 398 392 398 392 399 391 399 391\n",
      " 399 391 399 391] [157 157 157 157 163 163 151 151 158 158 156 156 163 163 151 151 159 159\n",
      " 155 155 163 163 151 151 160 160 154 154 162 162 152 152 161 161 153 153\n",
      " 161 161 153 153]\n",
      "[465 453 465 453 459 459 459 459 465 453 465 453 460 458 460 458 465 453\n",
      " 465 453 461 457 461 457 464 454 464 454 462 456 462 456 463 455 463 455\n",
      " 463 455 463 455] [229 229 229 229 235 235 223 223 230 230 228 228 235 235 223 223 231 231\n",
      " 227 227 235 235 223 223 232 232 226 226 234 234 224 224 233 233 225 225\n",
      " 233 233 225 225]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [331 331 331 331 333 333 329 329 332 332 330 330 333 333 329 329]\n",
      "[307 303 307 303 305 305 305 305 307 303 307 303 306 304 306 304] [110 110 110 110 112 112 108 108 111 111 109 109 112 112 108 108]\n",
      "[301 297 301 297 299 299 299 299 301 297 301 297 300 298 300 298] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[302 298 302 298 300 300 300 300 302 298 302 298 301 299 301 299] [139 139 139 139 141 141 137 137 140 140 138 138 141 141 137 137]\n",
      "[304 300 304 300 302 302 302 302 304 300 304 300 303 301 303 301] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[305 301 305 301 303 303 303 303 305 301 305 301 304 302 304 302] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[305 301 305 301 303 303 303 303 305 301 305 301 304 302 304 302] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[305 301 305 301 303 303 303 303 305 301 305 301 304 302 304 302] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[227 223 227 223 225 225 225 225 227 223 227 223 226 224 226 224] [405 405 405 405 407 407 403 403 406 406 404 404 407 407 403 403]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [21 21 21 21 23 23 19 19 22 22 20 20 23 23 19 19]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [113 113 113 113 115 115 111 111 114 114 112 112 115 115 111 111]\n",
      "[326 322 326 322 324 324 324 324 326 322 326 322 325 323 325 323] [418 418 418 418 420 420 416 416 419 419 417 417 420 420 416 416]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [421 421 421 421 423 423 419 419 422 422 420 420 423 423 419 419]\n",
      "[280 276 280 276 278 278 278 278 280 276 280 276 279 277 279 277] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[279 275 279 275 277 277 277 277 279 275 279 275 278 276 278 276] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [392 392 392 392 394 394 390 390 393 393 391 391 394 394 390 390]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
      "[275 271 275 271 273 273 273 273 275 271 275 271 274 272 274 272] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[273 269 273 269 271 271 271 271 273 269 273 269 272 270 272 270] [392 392 392 392 394 394 390 390 393 393 391 391 394 394 390 390]\n",
      "[270 266 270 266 268 268 268 268 270 266 270 266 269 267 269 267] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[269 265 269 265 267 267 267 267 269 265 269 265 268 266 268 266] [331 331 331 331 333 333 329 329 332 332 330 330 333 333 329 329]\n",
      "[264 260 264 260 262 262 262 262 264 260 264 260 263 261 263 261] [331 331 331 331 333 333 329 329 332 332 330 330 333 333 329 329]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [352 352 352 352 354 354 350 350 353 353 351 351 354 354 350 350]\n",
      "[251 247 251 247 249 249 249 249 251 247 251 247 250 248 250 248] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[247 243 247 243 245 245 245 245 247 243 247 243 246 244 246 244] [100 100 100 100 102 102  98  98 101 101  99  99 102 102  98  98]\n",
      "[247 243 247 243 245 245 245 245 247 243 247 243 246 244 246 244] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[245 241 245 241 243 243 243 243 245 241 245 241 244 242 244 242] [273 273 273 273 275 275 271 271 274 274 272 272 275 275 271 271]\n",
      "[243 239 243 239 241 241 241 241 243 239 243 239 242 240 242 240] [365 365 365 365 367 367 363 363 366 366 364 364 367 367 363 363]\n",
      "[240 236 240 236 238 238 238 238 240 236 240 236 239 237 239 237] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[58 54 58 54 56 56 56 56 58 54 58 54 57 55 57 55] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[499 493 499 493 496 496 496 496 499 493 499 493 497 495 497 495 498 494\n",
      " 498 494 498 494 498 494] [21 21 21 21 24 24 18 18 22 22 20 20 24 24 18 18 23 23 19 19 23 23 19 19]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [ 99  99  99  99 101 101  97  97 100 100  98  98 101 101  97  97]\n",
      "[181 177 181 177 179 179 179 179 181 177 181 177 180 178 180 178] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[176 172 176 172 174 174 174 174 176 172 176 172 175 173 175 173] [436 436 436 436 438 438 434 434 437 437 435 435 438 438 434 434]\n",
      "[173 169 173 169 171 171 171 171 173 169 173 169 172 170 172 170] [213 213 213 213 215 215 211 211 214 214 212 212 215 215 211 211]\n",
      "[173 169 173 169 171 171 171 171 173 169 173 169 172 170 172 170] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[153 149 153 149 151 151 151 151 153 149 153 149 152 150 152 150] [414 414 414 414 416 416 412 412 415 415 413 413 416 416 412 412]\n",
      "[151 147 151 147 149 149 149 149 151 147 151 147 150 148 150 148] [304 304 304 304 306 306 302 302 305 305 303 303 306 306 302 302]\n",
      "[148 144 148 144 146 146 146 146 148 144 148 144 147 145 147 145] [472 472 472 472 474 474 470 470 473 473 471 471 474 474 470 470]\n",
      "[130 126 130 126 128 128 128 128 130 126 130 126 129 127 129 127] [12 12 12 12 14 14 10 10 13 13 11 11 14 14 10 10]\n",
      "[128 124 128 124 126 126 126 126 128 124 128 124 127 125 127 125] [ 99  99  99  99 101 101  97  97 100 100  98  98 101 101  97  97]\n",
      "[251 245 251 245 248 248 248 248 251 245 251 245 249 247 249 247 250 246\n",
      " 250 246 250 246 250 246] [10 10 10 10 13 13  7  7 11 11  9  9 13 13  7  7 12 12  8  8 12 12  8  8]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [264 264 264 264 266 266 262 262 265 265 263 263 266 266 262 262]\n",
      "[271 265 271 265 268 268 268 268 271 265 271 265 269 267 269 267 270 266\n",
      " 270 266 270 266 270 266] [475 475 475 475 478 478 472 472 476 476 474 474 478 478 472 472 477 477\n",
      " 473 473 477 477 473 473]\n",
      "[274 268 274 268 271 271 271 271 274 268 274 268 272 270 272 270 273 269\n",
      " 273 269 273 269 273 269] [391 391 391 391 394 394 388 388 392 392 390 390 394 394 388 388 393 393\n",
      " 389 389 393 393 389 389]\n",
      "[345 339 345 339 342 342 342 342 345 339 345 339 343 341 343 341 344 340\n",
      " 344 340 344 340 344 340] [146 146 146 146 149 149 143 143 147 147 145 145 149 149 143 143 148 148\n",
      " 144 144 148 148 144 144]\n",
      "[354 348 354 348 351 351 351 351 354 348 354 348 352 350 352 350 353 349\n",
      " 353 349 353 349 353 349] [246 246 246 246 249 249 243 243 247 247 245 245 249 249 243 243 248 248\n",
      " 244 244 248 248 244 244]\n",
      "[370 364 370 364 367 367 367 367 370 364 370 364 368 366 368 366 369 365\n",
      " 369 365 369 365 369 365] [288 288 288 288 291 291 285 285 289 289 287 287 291 291 285 285 290 290\n",
      " 286 286 290 290 286 286]\n",
      "[379 373 379 373 376 376 376 376 379 373 379 373 377 375 377 375 378 374\n",
      " 378 374 378 374 378 374] [170 170 170 170 173 173 167 167 171 171 169 169 173 173 167 167 172 172\n",
      " 168 168 172 172 168 168]\n",
      "[389 383 389 383 386 386 386 386 389 383 389 383 387 385 387 385 388 384\n",
      " 388 384 388 384 388 384] [424 424 424 424 427 427 421 421 425 425 423 423 427 427 421 421 426 426\n",
      " 422 422 426 426 422 422]\n",
      "[393 387 393 387 390 390 390 390 393 387 393 387 391 389 391 389 392 388\n",
      " 392 388 392 388 392 388] [242 242 242 242 245 245 239 239 243 243 241 241 245 245 239 239 244 244\n",
      " 240 240 244 244 240 240]\n",
      "[471 465 471 465 468 468 468 468 471 465 471 465 469 467 469 467 470 466\n",
      " 470 466 470 466 470 466] [70 70 70 70 73 73 67 67 71 71 69 69 73 73 67 67 72 72 68 68 72 72 68 68]\n",
      "[185 181 185 181 183 183 183 183 185 181 185 181 184 182 184 182] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[187 183 187 183 185 185 185 185 187 183 187 183 186 184 186 184] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[212 206 212 206 209 209 209 209 212 206 212 206 210 208 210 208 211 207\n",
      " 211 207 211 207 211 207] [390 390 390 390 393 393 387 387 391 391 389 389 393 393 387 387 392 392\n",
      " 388 388 392 392 388 388]\n",
      "[91 87 91 87 89 89 89 89 91 87 91 87 90 88 90 88] [301 301 301 301 303 303 299 299 302 302 300 300 303 303 299 299]\n",
      "[216 210 216 210 213 213 213 213 216 210 216 210 214 212 214 212 215 211\n",
      " 215 211 215 211 215 211] [220 220 220 220 223 223 217 217 221 221 219 219 223 223 217 217 222 222\n",
      " 218 218 222 222 218 218]\n",
      "[249 243 249 243 246 246 246 246 249 243 249 243 247 245 247 245 248 244\n",
      " 248 244 248 244 248 244] [94 94 94 94 97 97 91 91 95 95 93 93 97 97 91 91 96 96 92 92 96 96 92 92]\n",
      "[119 115 119 115 117 117 117 117 119 115 119 115 118 116 118 116] [506 506 506 506 508 508 504 504 507 507 505 505 508 508 504 504]\n",
      "[118 114 118 114 116 116 116 116 118 114 118 114 117 115 117 115] [429 429 429 429 431 431 427 427 430 430 428 428 431 431 427 427]\n",
      "[118 114 118 114 116 116 116 116 118 114 118 114 117 115 117 115] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[103  99 103  99 101 101 101 101 103  99 103  99 102 100 102 100] [209 209 209 209 211 211 207 207 210 210 208 208 211 211 207 207]\n",
      "[98 94 98 94 96 96 96 96 98 94 98 94 97 95 97 95] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[97 93 97 93 95 95 95 95 97 93 97 93 96 94 96 94] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[92 88 92 88 90 90 90 90 92 88 92 88 91 89 91 89] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[91 87 91 87 89 89 89 89 91 87 91 87 90 88 90 88] [141 141 141 141 143 143 139 139 142 142 140 140 143 143 139 139]\n",
      "[189 185 189 185 187 187 187 187 189 185 189 185 188 186 188 186] [95 95 95 95 97 97 93 93 96 96 94 94 97 97 93 93]\n",
      "[65 61 65 61 63 63 63 63 65 61 65 61 64 62 64 62] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[63 59 63 59 61 61 61 61 63 59 63 59 62 60 62 60] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [485 485 485 485 487 487 483 483 486 486 484 484 487 487 483 483]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [223 223 223 223 225 225 221 221 224 224 222 222 225 225 221 221]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [486 486 486 486 488 488 484 484 487 487 485 485 488 488 484 484]\n",
      "[210 206 210 206 208 208 208 208 210 206 210 206 209 207 209 207] [390 390 390 390 392 392 388 388 391 391 389 389 392 392 388 388]\n",
      "[209 205 209 205 207 207 207 207 209 205 209 205 208 206 208 206] [338 338 338 338 340 340 336 336 339 339 337 337 340 340 336 336]\n",
      "[207 203 207 203 205 205 205 205 207 203 207 203 206 204 206 204] [485 485 485 485 487 487 483 483 486 486 484 484 487 487 483 483]\n",
      "[195 191 195 191 193 193 193 193 195 191 195 191 194 192 194 192] [23 23 23 23 25 25 21 21 24 24 22 22 25 25 21 21]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [148 148 148 148 150 150 146 146 149 149 147 147 150 150 146 146]\n",
      "[66 58 66 58 62 62 62 62 66 58 66 58 63 61 63 61 65 59 65 59 64 60 64 60\n",
      " 65 59 65 59 65 59 65 59] [179 179 179 179 183 183 175 175 180 180 178 178 183 183 175 175 181 181\n",
      " 177 177 182 182 176 176 182 182 176 176 182 182 176 176]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[464 454 464 454 459 459 459 459 464 454 464 454 460 458 460 458 464 454\n",
      " 464 454 461 457 461 457 463 455 463 455 462 456 462 456] [228 228 228 228 233 233 223 223 229 229 227 227 233 233 223 223 230 230\n",
      " 226 226 233 233 223 223 231 231 225 225 232 232 224 224]\n",
      "[275 265 275 265 270 270 270 270 275 265 275 265 271 269 271 269 275 265\n",
      " 275 265 272 268 272 268 274 266 274 266 273 267 273 267] [313 313 313 313 318 318 308 308 314 314 312 312 318 318 308 308 315 315\n",
      " 311 311 318 318 308 308 316 316 310 310 317 317 309 309]\n",
      "[280 270 280 270 275 275 275 275 280 270 280 270 276 274 276 274 280 270\n",
      " 280 270 277 273 277 273 279 271 279 271 278 272 278 272] [485 485 485 485 490 490 480 480 486 486 484 484 490 490 480 480 487 487\n",
      " 483 483 490 490 480 480 488 488 482 482 489 489 481 481]\n",
      "[281 271 281 271 276 276 276 276 281 271 281 271 277 275 277 275 281 271\n",
      " 281 271 278 274 278 274 280 272 280 272 279 273 279 273] [143 143 143 143 148 148 138 138 144 144 142 142 148 148 138 138 145 145\n",
      " 141 141 148 148 138 138 146 146 140 140 147 147 139 139]\n",
      "[287 277 287 277 282 282 282 282 287 277 287 277 283 281 283 281 287 277\n",
      " 287 277 284 280 284 280 286 278 286 278 285 279 285 279] [72 72 72 72 77 77 67 67 73 73 71 71 77 77 67 67 74 74 70 70 77 77 67 67\n",
      " 75 75 69 69 76 76 68 68]\n",
      "[372 362 372 362 367 367 367 367 372 362 372 362 368 366 368 366 372 362\n",
      " 372 362 369 365 369 365 371 363 371 363 370 364 370 364] [443 443 443 443 448 448 438 438 444 444 442 442 448 448 438 438 445 445\n",
      " 441 441 448 448 438 438 446 446 440 440 447 447 439 439]\n",
      "[376 366 376 366 371 371 371 371 376 366 376 366 372 370 372 370 376 366\n",
      " 376 366 373 369 373 369 375 367 375 367 374 368 374 368] [289 289 289 289 294 294 284 284 290 290 288 288 294 294 284 284 291 291\n",
      " 287 287 294 294 284 284 292 292 286 286 293 293 285 285]\n",
      "[397 387 397 387 392 392 392 392 397 387 397 387 393 391 393 391 397 387\n",
      " 397 387 394 390 394 390 396 388 396 388 395 389 395 389] [242 242 242 242 247 247 237 237 243 243 241 241 247 247 237 237 244 244\n",
      " 240 240 247 247 237 237 245 245 239 239 246 246 238 238]\n",
      "[426 416 426 416 421 421 421 421 426 416 426 416 422 420 422 420 426 416\n",
      " 426 416 423 419 423 419 425 417 425 417 424 418 424 418] [361 361 361 361 366 366 356 356 362 362 360 360 366 366 356 356 363 363\n",
      " 359 359 366 366 356 356 364 364 358 358 365 365 357 357]\n",
      "[433 423 433 423 428 428 428 428 433 423 433 423 429 427 429 427 433 423\n",
      " 433 423 430 426 430 426 432 424 432 424 431 425 431 425] [272 272 272 272 277 277 267 267 273 273 271 271 277 277 267 267 274 274\n",
      " 270 270 277 277 267 267 275 275 269 269 276 276 268 268]\n",
      "[488 478 488 478 483 483 483 483 488 478 488 478 484 482 484 482 488 478\n",
      " 488 478 485 481 485 481 487 479 487 479 486 480 486 480] [280 280 280 280 285 285 275 275 281 281 279 279 285 285 275 275 282 282\n",
      " 278 278 285 285 275 275 283 283 277 277 284 284 276 276]\n",
      "[243 233 243 233 238 238 238 238 243 233 243 233 239 237 239 237 243 233\n",
      " 243 233 240 236 240 236 242 234 242 234 241 235 241 235] [363 363 363 363 368 368 358 358 364 364 362 362 368 368 358 358 365 365\n",
      " 361 361 368 368 358 358 366 366 360 360 367 367 359 359]\n",
      "[491 481 491 481 486 486 486 486 491 481 491 481 487 485 487 485 491 481\n",
      " 491 481 488 484 488 484 490 482 490 482 489 483 489 483] [196 196 196 196 201 201 191 191 197 197 195 195 201 201 191 191 198 198\n",
      " 194 194 201 201 191 191 199 199 193 193 200 200 192 192]\n",
      "[496 486 496 486 491 491 491 491 496 486 496 486 492 490 492 490 496 486\n",
      " 496 486 493 489 493 489 495 487 495 487 494 488 494 488] [207 207 207 207 212 212 202 202 208 208 206 206 212 212 202 202 209 209\n",
      " 205 205 212 212 202 202 210 210 204 204 211 211 203 203]\n",
      "[37 29 37 29 33 33 33 33 37 29 37 29 34 32 34 32 36 30 36 30 35 31 35 31\n",
      " 36 30 36 30 36 30 36 30] [53 53 53 53 57 57 49 49 54 54 52 52 57 57 49 49 55 55 51 51 56 56 50 50\n",
      " 56 56 50 50 56 56 50 50]\n",
      "[93 87 93 87 90 90 90 90 93 87 93 87 91 89 91 89 92 88 92 88 92 88 92 88] [300 300 300 300 303 303 297 297 301 301 299 299 303 303 297 297 302 302\n",
      " 298 298 302 302 298 298]\n",
      "[66 58 66 58 62 62 62 62 66 58 66 58 63 61 63 61 65 59 65 59 64 60 64 60\n",
      " 65 59 65 59 65 59 65 59] [181 181 181 181 185 185 177 177 182 182 180 180 185 185 177 177 183 183\n",
      " 179 179 184 184 178 178 184 184 178 178 184 184 178 178]\n",
      "[152 144 152 144 148 148 148 148 152 144 152 144 149 147 149 147 151 145\n",
      " 151 145 150 146 150 146 151 145 151 145 151 145 151 145] [236 236 236 236 240 240 232 232 237 237 235 235 240 240 232 232 238 238\n",
      " 234 234 239 239 233 233 239 239 233 233 239 239 233 233]\n",
      "[154 146 154 146 150 150 150 150 154 146 154 146 151 149 151 149 153 147\n",
      " 153 147 152 148 152 148 153 147 153 147 153 147 153 147] [64 64 64 64 68 68 60 60 65 65 63 63 68 68 60 60 66 66 62 62 67 67 61 61\n",
      " 67 67 61 61 67 67 61 61]\n",
      "[154 146 154 146 150 150 150 150 154 146 154 146 151 149 151 149 153 147\n",
      " 153 147 152 148 152 148 153 147 153 147 153 147 153 147] [308 308 308 308 312 312 304 304 309 309 307 307 312 312 304 304 310 310\n",
      " 306 306 311 311 305 305 311 311 305 305 311 311 305 305]\n",
      "[186 178 186 178 182 182 182 182 186 178 186 178 183 181 183 181 185 179\n",
      " 185 179 184 180 184 180 185 179 185 179 185 179 185 179] [265 265 265 265 269 269 261 261 266 266 264 264 269 269 261 261 267 267\n",
      " 263 263 268 268 262 262 268 268 262 262 268 268 262 262]\n",
      "[251 241 251 241 246 246 246 246 251 241 251 241 247 245 247 245 251 241\n",
      " 251 241 248 244 248 244 250 242 250 242 249 243 249 243] [354 354 354 354 359 359 349 349 355 355 353 353 359 359 349 349 356 356\n",
      " 352 352 359 359 349 349 357 357 351 351 358 358 350 350]\n",
      "[221 211 221 211 216 216 216 216 221 211 221 211 217 215 217 215 221 211\n",
      " 221 211 218 214 218 214 220 212 220 212 219 213 219 213] [144 144 144 144 149 149 139 139 145 145 143 143 149 149 139 139 146 146\n",
      " 142 142 149 149 139 139 147 147 141 141 148 148 140 140]\n",
      "[344 340 344 340 342 342 342 342 344 340 344 340 343 341 343 341] [145 145 145 145 147 147 143 143 146 146 144 144 147 147 143 143]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [408 408 408 408 410 410 406 406 409 409 407 407 410 410 406 406]\n",
      "[499 495 499 495 497 497 497 497 499 495 499 495 498 496 498 496] [21 21 21 21 23 23 19 19 22 22 20 20 23 23 19 19]\n"
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    {
     "name": "stdout",
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      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [285 285 285 285 287 287 283 283 286 286 284 284 287 287 283 283]\n",
      "[483 479 483 479 481 481 481 481 483 479 483 479 482 480 482 480] [277 277 277 277 279 279 275 275 278 278 276 276 279 279 275 275]\n",
      "[482 478 482 478 480 480 480 480 482 478 482 478 481 479 481 479] [369 369 369 369 371 371 367 367 370 370 368 368 371 371 367 367]\n",
      "[473 469 473 469 471 471 471 471 473 469 473 469 472 470 472 470] [37 37 37 37 39 39 35 35 38 38 36 36 39 39 35 35]\n",
      "[467 463 467 463 465 465 465 465 467 463 467 463 466 464 466 464] [37 37 37 37 39 39 35 35 38 38 36 36 39 39 35 35]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[459 455 459 455 457 457 457 457 459 455 459 455 458 456 458 456] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [401 401 401 401 403 403 399 399 402 402 400 400 403 403 399 399]\n",
      "[215 205 215 205 210 210 210 210 215 205 215 205 211 209 211 209 215 205\n",
      " 215 205 212 208 212 208 214 206 214 206 213 207 213 207] [476 476 476 476 481 481 471 471 477 477 475 475 481 481 471 471 478 478\n",
      " 474 474 481 481 471 471 479 479 473 473 480 480 472 472]\n",
      "[448 444 448 444 446 446 446 446 448 444 448 444 447 445 447 445] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [211 211 211 211 213 213 209 209 212 212 210 210 213 213 209 209]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [221 221 221 221 223 223 219 219 222 222 220 220 223 223 219 219]\n",
      "[426 422 426 422 424 424 424 424 426 422 426 422 425 423 425 423] [205 205 205 205 207 207 203 203 206 206 204 204 207 207 203 203]\n",
      "[93 83 93 83 88 88 88 88 93 83 93 83 89 87 89 87 93 83 93 83 90 86 90 86\n",
      " 92 84 92 84 91 85 91 85] [392 392 392 392 397 397 387 387 393 393 391 391 397 397 387 387 394 394\n",
      " 390 390 397 397 387 387 395 395 389 389 396 396 388 388]\n",
      "[155 145 155 145 150 150 150 150 155 145 155 145 151 149 151 149 155 145\n",
      " 155 145 152 148 152 148 154 146 154 146 153 147 153 147] [63 63 63 63 68 68 58 58 64 64 62 62 68 68 58 58 65 65 61 61 68 68 58 58\n",
      " 66 66 60 60 67 67 59 59]\n",
      "[187 177 187 177 182 182 182 182 187 177 187 177 183 181 183 181 187 177\n",
      " 187 177 184 180 184 180 186 178 186 178 185 179 185 179] [433 433 433 433 438 438 428 428 434 434 432 432 438 438 428 428 435 435\n",
      " 431 431 438 438 428 428 436 436 430 430 437 437 429 429]\n",
      "[215 205 215 205 210 210 210 210 215 205 215 205 211 209 211 209 215 205\n",
      " 215 205 212 208 212 208 214 206 214 206 213 207 213 207] [341 341 341 341 346 346 336 336 342 342 340 340 346 346 336 336 343 343\n",
      " 339 339 346 346 336 336 344 344 338 338 345 345 337 337]\n",
      "[190 182 190 182 186 186 186 186 190 182 190 182 187 185 187 185 189 183\n",
      " 189 183 188 184 188 184 189 183 189 183 189 183 189 183] [ 99  99  99  99 103 103  95  95 100 100  98  98 103 103  95  95 101 101\n",
      "  97  97 102 102  96  96 102 102  96  96 102 102  96  96]\n",
      "[220 212 220 212 216 216 216 216 220 212 220 212 217 215 217 215 219 213\n",
      " 219 213 218 214 218 214 219 213 219 213 219 213 219 213] [400 400 400 400 404 404 396 396 401 401 399 399 404 404 396 396 402 402\n",
      " 398 398 403 403 397 397 403 403 397 397 403 403 397 397]\n",
      "[241 233 241 233 237 237 237 237 241 233 241 233 238 236 238 236 240 234\n",
      " 240 234 239 235 239 235 240 234 240 234 240 234 240 234] [440 440 440 440 444 444 436 436 441 441 439 439 444 444 436 436 442 442\n",
      " 438 438 443 443 437 437 443 443 437 437 443 443 437 437]\n",
      "[384 380 384 380 382 382 382 382 384 380 384 380 383 381 383 381] [494 494 494 494 496 496 492 492 495 495 493 493 496 496 492 492]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [403 403 403 403 405 405 401 401 404 404 402 402 405 405 401 401]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [502 502 502 502 504 504 500 500 503 503 501 501 504 504 500 500]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [241 241 241 241 243 243 239 239 242 242 240 240 243 243 239 239]\n",
      "[390 386 390 386 388 388 388 388 390 386 390 386 389 387 389 387] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [423 423 423 423 425 425 421 421 424 424 422 422 425 425 421 421]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[384 380 384 380 382 382 382 382 384 380 384 380 383 381 383 381] [502 502 502 502 504 504 500 500 503 503 501 501 504 504 500 500]\n",
      "[374 370 374 370 372 372 372 372 374 370 374 370 373 371 373 371] [281 281 281 281 283 283 279 279 282 282 280 280 283 283 279 279]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [500 500 500 500 502 502 498 498 501 501 499 499 502 502 498 498]\n",
      "[369 365 369 365 367 367 367 367 369 365 369 365 368 366 368 366] [283 283 283 283 285 285 281 281 284 284 282 282 285 285 281 281]\n",
      "[368 364 368 364 366 366 366 366 368 364 368 364 367 365 367 365] [287 287 287 287 289 289 285 285 288 288 286 286 289 289 285 285]\n",
      "[367 363 367 363 365 365 365 365 367 363 367 363 366 364 366 364] [343 343 343 343 345 345 341 341 344 344 342 342 345 345 341 341]\n",
      "[366 362 366 362 364 364 364 364 366 362 366 362 365 363 365 363] [20 20 20 20 22 22 18 18 21 21 19 19 22 22 18 18]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [283 283 283 283 285 285 281 281 284 284 282 282 285 285 281 281]\n",
      "[354 350 354 350 352 352 352 352 354 350 354 350 353 351 353 351] [455 455 455 455 457 457 453 453 456 456 454 454 457 457 453 453]\n",
      "[350 346 350 346 348 348 348 348 350 346 350 346 349 347 349 347] [240 240 240 240 242 242 238 238 241 241 239 239 242 242 238 238]\n",
      "[347 343 347 343 345 345 345 345 347 343 347 343 346 344 346 344] [241 241 241 241 243 243 239 239 242 242 240 240 243 243 239 239]\n",
      "[346 342 346 342 344 344 344 344 346 342 346 342 345 343 345 343] [249 249 249 249 251 251 247 247 250 250 248 248 251 251 247 247]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [407 407 407 407 409 409 405 405 408 408 406 406 409 409 405 405]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[253 245 253 245 249 249 249 249 253 245 253 245 250 248 250 248 252 246\n",
      " 252 246 251 247 251 247 252 246 252 246 252 246 252 246] [15 15 15 15 19 19 11 11 16 16 14 14 19 19 11 11 17 17 13 13 18 18 12 12\n",
      " 18 18 12 12 18 18 12 12]\n",
      "[490 482 490 482 486 486 486 486 490 482 490 482 487 485 487 485 489 483\n",
      " 489 483 488 484 488 484 489 483 489 483 489 483 489 483] [434 434 434 434 438 438 430 430 435 435 433 433 438 438 430 430 436 436\n",
      " 432 432 437 437 431 431 437 437 431 431 437 437 431 431]\n",
      "[270 262 270 262 266 266 266 266 270 262 270 262 267 265 267 265 269 263\n",
      " 269 263 268 264 268 264 269 263 269 263 269 263 269 263] [329 329 329 329 333 333 325 325 330 330 328 328 333 333 325 325 331 331\n",
      " 327 327 332 332 326 326 332 332 326 326 332 332 326 326]\n",
      "[274 266 274 266 270 270 270 270 274 266 274 266 271 269 271 269 273 267\n",
      " 273 267 272 268 272 268 273 267 273 267 273 267 273 267] [475 475 475 475 479 479 471 471 476 476 474 474 479 479 471 471 477 477\n",
      " 473 473 478 478 472 472 478 478 472 472 478 478 472 472]\n",
      "[276 268 276 268 272 272 272 272 276 268 276 268 273 271 273 271 275 269\n",
      " 275 269 274 270 274 270 275 269 275 269 275 269 275 269] [475 475 475 475 479 479 471 471 476 476 474 474 479 479 471 471 477 477\n",
      " 473 473 478 478 472 472 478 478 472 472 478 478 472 472]\n",
      "[279 271 279 271 275 275 275 275 279 271 279 271 276 274 276 274 278 272\n",
      " 278 272 277 273 277 273 278 272 278 272 278 272 278 272] [486 486 486 486 490 490 482 482 487 487 485 485 490 490 482 482 488 488\n",
      " 484 484 489 489 483 483 489 489 483 483 489 489 483 483]\n",
      "[370 362 370 362 366 366 366 366 370 362 370 362 367 365 367 365 369 363\n",
      " 369 363 368 364 368 364 369 363 369 363 369 363 369 363] [21 21 21 21 25 25 17 17 22 22 20 20 25 25 17 17 23 23 19 19 24 24 18 18\n",
      " 24 24 18 18 24 24 18 18]\n",
      "[404 396 404 396 400 400 400 400 404 396 404 396 401 399 401 399 403 397\n",
      " 403 397 402 398 402 398 403 397 403 397 403 397 403 397] [324 324 324 324 328 328 320 320 325 325 323 323 328 328 320 320 326 326\n",
      " 322 322 327 327 321 321 327 327 321 321 327 327 321 321]\n",
      "[413 405 413 405 409 409 409 409 413 405 413 405 410 408 410 408 412 406\n",
      " 412 406 411 407 411 407 412 406 412 406 412 406 412 406] [381 381 381 381 385 385 377 377 382 382 380 380 385 385 377 377 383 383\n",
      " 379 379 384 384 378 378 384 384 378 378 384 384 378 378]\n",
      "[435 427 435 427 431 431 431 431 435 427 435 427 432 430 432 430 434 428\n",
      " 434 428 433 429 433 429 434 428 434 428 434 428 434 428] [359 359 359 359 363 363 355 355 360 360 358 358 363 363 355 355 361 361\n",
      " 357 357 362 362 356 356 362 362 356 356 362 362 356 356]\n",
      "[487 479 487 479 483 483 483 483 487 479 487 479 484 482 484 482 486 480\n",
      " 486 480 485 481 485 481 486 480 486 480 486 480 486 480] [284 284 284 284 288 288 280 280 285 285 283 283 288 288 280 280 286 286\n",
      " 282 282 287 287 281 281 287 287 281 281 287 287 281 281]\n",
      "[418 414 418 414 416 416 416 416 418 414 418 414 417 415 417 415] [420 420 420 420 422 422 418 418 421 421 419 419 422 422 418 418]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [59 59 59 59 61 61 57 57 60 60 58 58 61 61 57 57]\n",
      "[418 414 418 414 416 416 416 416 418 414 418 414 417 415 417 415] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[418 414 418 414 416 416 416 416 418 414 418 414 417 415 417 415] [204 204 204 204 206 206 202 202 205 205 203 203 206 206 202 202]\n",
      "[415 411 415 411 413 413 413 413 415 411 415 411 414 412 414 412] [420 420 420 420 422 422 418 418 421 421 419 419 422 422 418 418]\n",
      "[413 409 413 409 411 411 411 411 413 409 413 409 412 410 412 410] [383 383 383 383 385 385 381 381 384 384 382 382 385 385 381 381]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [59 59 59 59 61 61 57 57 60 60 58 58 61 61 57 57]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [232 232 232 232 234 234 230 230 233 233 231 231 234 234 230 230]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [160 160 160 160 162 162 158 158 161 161 159 159 162 162 158 158]\n",
      "[114 108 114 108 111 111 111 111 114 108 114 108 112 110 112 110 113 109\n",
      " 113 109 113 109 113 109] [210 210 210 210 213 213 207 207 211 211 209 209 213 213 207 207 212 212\n",
      " 208 208 212 212 208 208]\n",
      "[213 199 213 199 206 206 206 206 213 199 213 199 207 205 207 205 213 199\n",
      " 213 199 208 204 208 204 212 200 212 200 209 203 209 203 212 200 212 200\n",
      " 210 202 210 202 211 201 211 201 211 201 211 201] [489 489 489 489 496 496 482 482 490 490 488 488 496 496 482 482 491 491\n",
      " 487 487 496 496 482 482 492 492 486 486 495 495 483 483 493 493 485 485\n",
      " 495 495 483 483 494 494 484 484 494 494 484 484]\n",
      "[93 79 93 79 86 86 86 86 93 79 93 79 87 85 87 85 93 79 93 79 88 84 88 84\n",
      " 92 80 92 80 89 83 89 83 92 80 92 80 90 82 90 82 91 81 91 81 91 81 91 81] [475 475 475 475 482 482 468 468 476 476 474 474 482 482 468 468 477 477\n",
      " 473 473 482 482 468 468 478 478 472 472 481 481 469 469 479 479 471 471\n",
      " 481 481 469 469 480 480 470 470 480 480 470 470]\n",
      "[224 210 224 210 217 217 217 217 224 210 224 210 218 216 218 216 224 210\n",
      " 224 210 219 215 219 215 223 211 223 211 220 214 220 214 223 211 223 211\n",
      " 221 213 221 213 222 212 222 212 222 212 222 212] [153 153 153 153 160 160 146 146 154 154 152 152 160 160 146 146 155 155\n",
      " 151 151 160 160 146 146 156 156 150 150 159 159 147 147 157 157 149 149\n",
      " 159 159 147 147 158 158 148 148 158 158 148 148]\n",
      "[218 208 218 208 213 213 213 213 218 208 218 208 214 212 214 212 218 208\n",
      " 218 208 215 211 215 211 217 209 217 209 216 210 216 210] [311 311 311 311 316 316 306 306 312 312 310 310 316 316 306 306 313 313\n",
      " 309 309 316 316 306 306 314 314 308 308 315 315 307 307]\n",
      "[250 240 250 240 245 245 245 245 250 240 250 240 246 244 246 244 250 240\n",
      " 250 240 247 243 247 243 249 241 249 241 248 242 248 242] [435 435 435 435 440 440 430 430 436 436 434 434 440 440 430 430 437 437\n",
      " 433 433 440 440 430 430 438 438 432 432 439 439 431 431]\n",
      "[158 148 158 148 153 153 153 153 158 148 158 148 154 152 154 152 158 148\n",
      " 158 148 155 151 155 151 157 149 157 149 156 150 156 150] [138 138 138 138 143 143 133 133 139 139 137 137 143 143 133 133 140 140\n",
      " 136 136 143 143 133 133 141 141 135 135 142 142 134 134]\n",
      "[158 148 158 148 153 153 153 153 158 148 158 148 154 152 154 152 158 148\n",
      " 158 148 155 151 155 151 157 149 157 149 156 150 156 150] [410 410 410 410 415 415 405 405 411 411 409 409 415 415 405 405 412 412\n",
      " 408 408 415 415 405 405 413 413 407 407 414 414 406 406]\n",
      "[182 172 182 172 177 177 177 177 182 172 182 172 178 176 178 176 182 172\n",
      " 182 172 179 175 179 175 181 173 181 173 180 174 180 174] [435 435 435 435 440 440 430 430 436 436 434 434 440 440 430 430 437 437\n",
      " 433 433 440 440 430 430 438 438 432 432 439 439 431 431]\n",
      "[193 183 193 183 188 188 188 188 193 183 193 183 189 187 189 187 193 183\n",
      " 193 183 190 186 190 186 192 184 192 184 191 185 191 185] [188 188 188 188 193 193 183 183 189 189 187 187 193 193 183 183 190 190\n",
      " 186 186 193 193 183 183 191 191 185 185 192 192 184 184]\n",
      "[213 203 213 203 208 208 208 208 213 203 213 203 209 207 209 207 213 203\n",
      " 213 203 210 206 210 206 212 204 212 204 211 205 211 205] [490 490 490 490 495 495 485 485 491 491 489 489 495 495 485 485 492 492\n",
      " 488 488 495 495 485 485 493 493 487 487 494 494 486 486]\n",
      "[223 213 223 213 218 218 218 218 223 213 223 213 219 217 219 217 223 213\n",
      " 223 213 220 216 220 216 222 214 222 214 221 215 221 215] [326 326 326 326 331 331 321 321 327 327 325 325 331 331 321 321 328 328\n",
      " 324 324 331 331 321 321 329 329 323 323 330 330 322 322]\n",
      "[242 232 242 232 237 237 237 237 242 232 242 232 238 236 238 236 242 232\n",
      " 242 232 239 235 239 235 241 233 241 233 240 234 240 234] [439 439 439 439 444 444 434 434 440 440 438 438 444 444 434 434 441 441\n",
      " 437 437 444 444 434 434 442 442 436 436 443 443 435 435]\n",
      "[309 299 309 299 304 304 304 304 309 299 309 299 305 303 305 303 309 299\n",
      " 309 299 306 302 306 302 308 300 308 300 307 301 307 301] [114 114 114 114 119 119 109 109 115 115 113 113 119 119 109 109 116 116\n",
      " 112 112 119 119 109 109 117 117 111 111 118 118 110 110]\n",
      "[341 331 341 331 336 336 336 336 341 331 341 331 337 335 337 335 341 331\n",
      " 341 331 338 334 338 334 340 332 340 332 339 333 339 333] [494 494 494 494 499 499 489 489 495 495 493 493 499 499 489 489 496 496\n",
      " 492 492 499 499 489 489 497 497 491 491 498 498 490 490]\n",
      "[399 389 399 389 394 394 394 394 399 389 399 389 395 393 395 393 399 389\n",
      " 399 389 396 392 396 392 398 390 398 390 397 391 397 391] [396 396 396 396 401 401 391 391 397 397 395 395 401 401 391 391 398 398\n",
      " 394 394 401 401 391 391 399 399 393 393 400 400 392 392]\n",
      "[404 394 404 394 399 399 399 399 404 394 404 394 400 398 400 398 404 394\n",
      " 404 394 401 397 401 397 403 395 403 395 402 396 402 396] [63 63 63 63 68 68 58 58 64 64 62 62 68 68 58 58 65 65 61 61 68 68 58 58\n",
      " 66 66 60 60 67 67 59 59]\n",
      "[406 396 406 396 401 401 401 401 406 396 406 396 402 400 402 400 406 396\n",
      " 406 396 403 399 403 399 405 397 405 397 404 398 404 398] [63 63 63 63 68 68 58 58 64 64 62 62 68 68 58 58 65 65 61 61 68 68 58 58\n",
      " 66 66 60 60 67 67 59 59]\n",
      "[426 416 426 416 421 421 421 421 426 416 426 416 422 420 422 420 426 416\n",
      " 426 416 423 419 423 419 425 417 425 417 424 418 424 418] [207 207 207 207 212 212 202 202 208 208 206 206 212 212 202 202 209 209\n",
      " 205 205 212 212 202 202 210 210 204 204 211 211 203 203]\n",
      "[472 462 472 462 467 467 467 467 472 462 472 462 468 466 468 466 472 462\n",
      " 472 462 469 465 469 465 471 463 471 463 470 464 470 464] [68 68 68 68 73 73 63 63 69 69 67 67 73 73 63 63 70 70 66 66 73 73 63 63\n",
      " 71 71 65 65 72 72 64 64]\n",
      "[62 56 62 56 59 59 59 59 62 56 62 56 60 58 60 58 61 57 61 57 61 57 61 57] [262 262 262 262 265 265 259 259 263 263 261 261 265 265 259 259 264 264\n",
      " 260 260 264 264 260 260]\n",
      "[160 154 160 154 157 157 157 157 160 154 160 154 158 156 158 156 159 155\n",
      " 159 155 159 155 159 155] [407 407 407 407 410 410 404 404 408 408 406 406 410 410 404 404 409 409\n",
      " 405 405 409 409 405 405]\n",
      "[93 87 93 87 90 90 90 90 93 87 93 87 91 89 91 89 92 88 92 88 92 88 92 88] [140 140 140 140 143 143 137 137 141 141 139 139 143 143 137 137 142 142\n",
      " 138 138 142 142 138 138]\n",
      "[421 415 421 415 418 418 418 418 421 415 421 415 419 417 419 417 420 416\n",
      " 420 416 420 416 420 416] [254 254 254 254 257 257 251 251 255 255 253 253 257 257 251 251 256 256\n",
      " 252 252 256 256 252 252]\n",
      "[32 26 32 26 29 29 29 29 32 26 32 26 30 28 30 28 31 27 31 27 31 27 31 27] [219 219 219 219 222 222 216 216 220 220 218 218 222 222 216 216 221 221\n",
      " 217 217 221 221 217 217]\n",
      "[192 186 192 186 189 189 189 189 192 186 192 186 190 188 190 188 191 187\n",
      " 191 187 191 187 191 187] [191 191 191 191 194 194 188 188 192 192 190 190 194 194 188 188 193 193\n",
      " 189 189 193 193 189 189]\n",
      "[177 171 177 171 174 174 174 174 177 171 177 171 175 173 175 173 176 172\n",
      " 176 172 176 172 176 172] [435 435 435 435 438 438 432 432 436 436 434 434 438 438 432 432 437 437\n",
      " 433 433 437 437 433 433]\n",
      "[404 398 404 398 401 401 401 401 404 398 404 398 402 400 402 400 403 399\n",
      " 403 399 403 399 403 399] [321 321 321 321 324 324 318 318 322 322 320 320 324 324 318 318 323 323\n",
      " 319 319 323 323 319 319]\n",
      "[206 200 206 200 203 203 203 203 206 200 206 200 204 202 204 202 205 201\n",
      " 205 201 205 201 205 201] [327 327 327 327 330 330 324 324 328 328 326 326 330 330 324 324 329 329\n",
      " 325 325 329 329 325 325]\n",
      "[349 343 349 343 346 346 346 346 349 343 349 343 347 345 347 345 348 344\n",
      " 348 344 348 344 348 344] [422 422 422 422 425 425 419 419 423 423 421 421 425 425 419 419 424 424\n",
      " 420 420 424 424 420 420]\n",
      "[426 420 426 420 423 423 423 423 426 420 426 420 424 422 424 422 425 421\n",
      " 425 421 425 421 425 421] [206 206 206 206 209 209 203 203 207 207 205 205 209 209 203 203 208 208\n",
      " 204 204 208 208 204 204]\n",
      "[433 427 433 427 430 430 430 430 433 427 433 427 431 429 431 429 432 428\n",
      " 432 428 432 428 432 428] [221 221 221 221 224 224 218 218 222 222 220 220 224 224 218 218 223 223\n",
      " 219 219 223 223 219 219]\n",
      "[435 429 435 429 432 432 432 432 435 429 435 429 433 431 433 431 434 430\n",
      " 434 430 434 430 434 430] [212 212 212 212 215 215 209 209 213 213 211 211 215 215 209 209 214 214\n",
      " 210 210 214 214 210 210]\n",
      "[483 477 483 477 480 480 480 480 483 477 483 477 481 479 481 479 482 478\n",
      " 482 478 482 478 482 478] [366 366 366 366 369 369 363 363 367 367 365 365 369 369 363 363 368 368\n",
      " 364 364 368 368 364 364]\n",
      "[211 205 211 205 208 208 208 208 211 205 211 205 209 207 209 207 210 206\n",
      " 210 206 210 206 210 206] [482 482 482 482 485 485 479 479 483 483 481 481 485 485 479 479 484 484\n",
      " 480 480 484 484 480 480]\n",
      "[487 481 487 481 484 484 484 484 487 481 487 481 485 483 485 483 486 482\n",
      " 486 482 486 482 486 482] [285 285 285 285 288 288 282 282 286 286 284 284 288 288 282 282 287 287\n",
      " 283 283 287 287 283 283]\n",
      "[403 397 403 397 400 400 400 400 403 397 403 397 401 399 401 399 402 398\n",
      " 402 398 402 398 402 398] [230 230 230 230 233 233 227 227 231 231 229 229 233 233 227 227 232 232\n",
      " 228 228 232 232 228 228]\n",
      "[395 389 395 389 392 392 392 392 395 389 395 389 393 391 393 391 394 390\n",
      " 394 390 394 390 394 390] [407 407 407 407 410 410 404 404 408 408 406 406 410 410 404 404 409 409\n",
      " 405 405 409 409 405 405]\n",
      "[394 388 394 388 391 391 391 391 394 388 394 388 392 390 392 390 393 389\n",
      " 393 389 393 389 393 389] [493 493 493 493 496 496 490 490 494 494 492 492 496 496 490 490 495 495\n",
      " 491 491 495 495 491 491]\n",
      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
      " 390 386 390 386 390 386] [409 409 409 409 412 412 406 406 410 410 408 408 412 412 406 406 411 411\n",
      " 407 407 411 411 407 407]\n",
      "[368 362 368 362 365 365 365 365 368 362 368 362 366 364 366 364 367 363\n",
      " 367 363 367 363 367 363] [20 20 20 20 23 23 17 17 21 21 19 19 23 23 17 17 22 22 18 18 22 22 18 18]\n",
      "[367 361 367 361 364 364 364 364 367 361 367 361 365 363 365 363 366 362\n",
      " 366 362 366 362 366 362] [283 283 283 283 286 286 280 280 284 284 282 282 286 286 280 280 285 285\n",
      " 281 281 285 285 281 281]\n",
      "[484 478 484 478 481 481 481 481 484 478 484 478 482 480 482 480 483 479\n",
      " 483 479 483 479 483 479] [369 369 369 369 372 372 366 366 370 370 368 368 372 372 366 366 371 371\n",
      " 367 367 371 371 367 367]\n",
      "[337 331 337 331 334 334 334 334 337 331 337 331 335 333 335 333 336 332\n",
      " 336 332 336 332 336 332] [478 478 478 478 481 481 475 475 479 479 477 477 481 481 475 475 480 480\n",
      " 476 476 480 480 476 476]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [353 353 353 353 356 356 350 350 354 354 352 352 356 356 350 350 355 355\n",
      " 351 351 355 355 351 351]\n",
      "[310 304 310 304 307 307 307 307 310 304 310 304 308 306 308 306 309 305\n",
      " 309 305 309 305 309 305] [269 269 269 269 272 272 266 266 270 270 268 268 272 272 266 266 271 271\n",
      " 267 267 271 271 267 267]\n",
      "[310 304 310 304 307 307 307 307 310 304 310 304 308 306 308 306 309 305\n",
      " 309 305 309 305 309 305] [267 267 267 267 270 270 264 264 268 268 266 266 270 270 264 264 269 269\n",
      " 265 265 269 269 265 265]\n",
      "[327 321 327 321 324 324 324 324 327 321 327 321 325 323 325 323 326 322\n",
      " 326 322 326 322 326 322] [421 421 421 421 424 424 418 418 422 422 420 420 424 424 418 418 423 423\n",
      " 419 419 423 423 419 419]\n",
      "[219 213 219 213 216 216 216 216 219 213 219 213 217 215 217 215 218 214\n",
      " 218 214 218 214 218 214] [399 399 399 399 402 402 396 396 400 400 398 398 402 402 396 396 401 401\n",
      " 397 397 401 401 397 397]\n",
      "[257 251 257 251 254 254 254 254 257 251 257 251 255 253 255 253 256 252\n",
      " 256 252 256 252 256 252] [128 128 128 128 131 131 125 125 129 129 127 127 131 131 125 125 130 130\n",
      " 126 126 130 130 126 126]\n",
      "[373 369 373 369 371 371 371 371 373 369 373 369 372 370 372 370] [284 284 284 284 286 286 282 282 285 285 283 283 286 286 282 282]\n",
      "[372 368 372 368 370 370 370 370 372 368 372 368 371 369 371 369] [446 446 446 446 448 448 444 444 447 447 445 445 448 448 444 444]\n",
      "[371 367 371 367 369 369 369 369 371 367 371 367 370 368 370 368] [109 109 109 109 111 111 107 107 110 110 108 108 111 111 107 107]\n",
      "[372 368 372 368 370 370 370 370 372 368 372 368 371 369 371 369] [104 104 104 104 106 106 102 102 105 105 103 103 106 106 102 102]\n",
      "[378 374 378 374 376 376 376 376 378 374 378 374 377 375 377 375] [170 170 170 170 172 172 168 168 171 171 169 169 172 172 168 168]\n",
      "[370 366 370 366 368 368 368 368 370 366 370 366 369 367 369 367] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[370 366 370 366 368 368 368 368 370 366 370 366 369 367 369 367] [30 30 30 30 32 32 28 28 31 31 29 29 32 32 28 28]\n",
      "[370 366 370 366 368 368 368 368 370 366 370 366 369 367 369 367] [292 292 292 292 294 294 290 290 293 293 291 291 294 294 290 290]\n",
      "[368 364 368 364 366 366 366 366 368 364 368 364 367 365 367 365] [25 25 25 25 27 27 23 23 26 26 24 24 27 27 23 23]\n",
      "[377 373 377 373 375 375 375 375 377 373 377 373 376 374 376 374] [29 29 29 29 31 31 27 27 30 30 28 28 31 31 27 27]\n",
      "[385 381 385 381 383 383 383 383 385 381 385 381 384 382 384 382] [429 429 429 429 431 431 427 427 430 430 428 428 431 431 427 427]\n",
      "[377 373 377 373 375 375 375 375 377 373 377 373 376 374 376 374] [172 172 172 172 174 174 170 170 173 173 171 171 174 174 170 170]\n",
      "[380 376 380 376 378 378 378 378 380 376 380 376 379 377 379 377] [170 170 170 170 172 172 168 168 171 171 169 169 172 172 168 168]\n",
      "[381 377 381 377 379 379 379 379 381 377 381 377 380 378 380 378] [172 172 172 172 174 174 170 170 173 173 171 171 174 174 170 170]\n",
      "[390 386 390 386 388 388 388 388 390 386 390 386 389 387 389 387] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[390 386 390 386 388 388 388 388 390 386 390 386 389 387 389 387] [478 478 478 478 480 480 476 476 479 479 477 477 480 480 476 476]\n",
      "[392 388 392 388 390 390 390 390 392 388 392 388 391 389 391 389] [309 309 309 309 311 311 307 307 310 310 308 308 311 311 307 307]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [243 243 243 243 245 245 241 241 244 244 242 242 245 245 241 241]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [237 237 237 237 239 239 235 235 238 238 236 236 239 239 235 235]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[366 362 366 362 364 364 364 364 366 362 366 362 365 363 365 363] [23 23 23 23 25 25 21 21 24 24 22 22 25 25 21 21]\n",
      "[390 386 390 386 388 388 388 388 390 386 390 386 389 387 389 387] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[338 334 338 334 336 336 336 336 338 334 338 334 337 335 337 335] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [21 21 21 21 23 23 19 19 22 22 20 20 23 23 19 19]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [152 152 152 152 154 154 150 150 153 153 151 151 154 154 150 150]\n",
      "[334 330 334 330 332 332 332 332 334 330 334 330 333 331 333 331] [231 231 231 231 233 233 229 229 232 232 230 230 233 233 229 229]\n",
      "[333 329 333 329 331 331 331 331 333 329 333 329 332 330 332 330] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [158 158 158 158 160 160 156 156 159 159 157 157 160 160 156 156]\n",
      "[331 327 331 327 329 329 329 329 331 327 331 327 330 328 330 328] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
      "[331 327 331 327 329 329 329 329 331 327 331 327 330 328 330 328] [322 322 322 322 324 324 320 320 323 323 321 321 324 324 320 320]\n",
      "[331 327 331 327 329 329 329 329 331 327 331 327 330 328 330 328] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [497 497 497 497 499 499 495 495 498 498 496 496 499 499 495 495]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [419 419 419 419 421 421 417 417 420 420 418 418 421 421 417 417]\n",
      "[326 322 326 322 324 324 324 324 326 322 326 322 325 323 325 323] [495 495 495 495 497 497 493 493 496 496 494 494 497 497 493 493]\n",
      "[326 322 326 322 324 324 324 324 326 322 326 322 325 323 325 323] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[325 321 325 321 323 323 323 323 325 321 325 321 324 322 324 322] [421 421 421 421 423 423 419 419 422 422 420 420 423 423 419 419]\n",
      "[316 312 316 312 314 314 314 314 316 312 316 312 315 313 315 313] [104 104 104 104 106 106 102 102 105 105 103 103 106 106 102 102]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [109 109 109 109 111 111 107 107 110 110 108 108 111 111 107 107]\n",
      "[314 310 314 310 312 312 312 312 314 310 314 310 313 311 313 311] [103 103 103 103 105 105 101 101 104 104 102 102 105 105 101 101]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [322 322 322 322 324 324 320 320 323 323 321 321 324 324 320 320]\n",
      "[314 310 314 310 312 312 312 312 314 310 314 310 313 311 313 311] [15 15 15 15 17 17 13 13 16 16 14 14 17 17 13 13]\n",
      "[313 309 313 309 311 311 311 311 313 309 313 309 312 310 312 310] [190 190 190 190 192 192 188 188 191 191 189 189 192 192 188 188]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [105 105 105 105 107 107 103 103 106 106 104 104 107 107 103 103]\n",
      "[311 307 311 307 309 309 309 309 311 307 311 307 310 308 310 308] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [15 15 15 15 17 17 13 13 16 16 14 14 17 17 13 13]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[304 300 304 300 302 302 302 302 304 300 304 300 303 301 303 301] [112 112 112 112 114 114 110 110 113 113 111 111 114 114 110 110]\n",
      "[287 283 287 283 285 285 285 285 287 283 287 283 286 284 286 284] [74 74 74 74 76 76 72 72 75 75 73 73 76 76 72 72]\n",
      "[283 279 283 279 281 281 281 281 283 279 283 279 282 280 282 280] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[284 280 284 280 282 282 282 282 284 280 284 280 283 281 283 281] [145 145 145 145 147 147 143 143 146 146 144 144 147 147 143 143]\n",
      "[283 279 283 279 281 281 281 281 283 279 283 279 282 280 282 280] [141 141 141 141 143 143 139 139 142 142 140 140 143 143 139 139]\n",
      "[282 278 282 278 280 280 280 280 282 278 282 278 281 279 281 279] [318 318 318 318 320 320 316 316 319 319 317 317 320 320 316 316]\n",
      "[279 275 279 275 277 277 277 277 279 275 279 275 278 276 278 276] [319 319 319 319 321 321 317 317 320 320 318 318 321 321 317 317]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [475 475 475 475 477 477 473 473 476 476 474 474 477 477 473 473]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [267 267 267 267 269 269 265 265 268 268 266 266 269 269 265 265]\n",
      "[346 342 346 342 344 344 344 344 346 342 346 342 345 343 345 343] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[366 362 366 362 364 364 364 364 366 362 366 362 365 363 365 363] [108 108 108 108 110 110 106 106 109 109 107 107 110 110 106 106]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [104 104 104 104 106 106 102 102 105 105 103 103 106 106 102 102]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [287 287 287 287 289 289 285 285 288 288 286 286 289 289 285 285]\n",
      "[362 358 362 358 360 360 360 360 362 358 362 358 361 359 361 359] [273 273 273 273 275 275 271 271 274 274 272 272 275 275 271 271]\n",
      "[361 357 361 357 359 359 359 359 361 357 361 357 360 358 360 358] [283 283 283 283 285 285 281 281 284 284 282 282 285 285 281 281]\n",
      "[360 356 360 356 358 358 358 358 360 356 360 356 359 357 359 357] [461 461 461 461 463 463 459 459 462 462 460 460 463 463 459 459]\n",
      "[360 356 360 356 358 358 358 358 360 356 360 356 359 357 359 357] [458 458 458 458 460 460 456 456 459 459 457 457 460 460 456 456]\n",
      "[360 356 360 356 358 358 358 358 360 356 360 356 359 357 359 357] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[354 350 354 350 352 352 352 352 354 350 354 350 353 351 353 351] [461 461 461 461 463 463 459 459 462 462 460 460 463 463 459 459]\n",
      "[354 350 354 350 352 352 352 352 354 350 354 350 353 351 353 351] [245 245 245 245 247 247 243 243 246 246 244 244 247 247 243 243]\n",
      "[352 348 352 348 350 350 350 350 352 348 352 348 351 349 351 349] [249 249 249 249 251 251 247 247 250 250 248 248 251 251 247 247]\n",
      "[349 345 349 345 347 347 347 347 349 345 349 345 348 346 348 346] [244 244 244 244 246 246 242 242 245 245 243 243 246 246 242 242]\n",
      "[348 344 348 344 346 346 346 346 348 344 348 344 347 345 347 345] [423 423 423 423 425 425 421 421 424 424 422 422 425 425 421 421]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [156 156 156 156 158 158 154 154 157 157 155 155 158 158 154 154]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [152 152 152 152 154 154 150 150 153 153 151 151 154 154 150 150]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [235 235 235 235 237 237 233 233 236 236 234 234 237 237 233 233]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [232 232 232 232 234 234 230 230 233 233 231 231 234 234 230 230]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [154 154 154 154 156 156 152 152 155 155 153 153 156 156 152 152]\n",
      "[341 337 341 337 339 339 339 339 341 337 341 337 340 338 340 338] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[338 334 338 334 336 336 336 336 338 334 338 334 337 335 337 335] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [445 445 445 445 447 447 443 443 446 446 444 444 447 447 443 443]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[392 388 392 388 390 390 390 390 392 388 392 388 391 389 391 389] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [492 492 492 492 494 494 490 490 493 493 491 491 494 494 490 490]\n",
      "[464 460 464 460 462 462 462 462 464 460 464 460 463 461 463 461] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [322 322 322 322 324 324 320 320 323 323 321 321 324 324 320 320]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [178 178 178 178 180 180 176 176 179 179 177 177 180 180 176 176]\n",
      "[459 455 459 455 457 457 457 457 459 455 459 455 458 456 458 456] [174 174 174 174 176 176 172 172 175 175 173 173 176 176 172 172]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [408 408 408 408 410 410 406 406 409 409 407 407 410 410 406 406]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[456 452 456 452 454 454 454 454 456 452 456 452 455 453 455 453] [178 178 178 178 180 180 176 176 179 179 177 177 180 180 176 176]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [488 488 488 488 490 490 486 486 489 489 487 487 490 490 486 486]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[453 449 453 449 451 451 451 451 453 449 453 449 452 450 452 450] [323 323 323 323 325 325 321 321 324 324 322 322 325 325 321 321]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [318 318 318 318 320 320 316 316 319 319 317 317 320 320 316 316]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [489 489 489 489 491 491 487 487 490 490 488 488 491 491 487 487]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [484 484 484 484 486 486 482 482 485 485 483 483 486 486 482 482]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[448 444 448 444 446 446 446 446 448 444 448 444 447 445 447 445] [214 214 214 214 216 216 212 212 215 215 213 213 216 216 212 212]\n",
      "[437 433 437 433 435 435 435 435 437 433 437 433 436 434 436 434] [190 190 190 190 192 192 188 188 191 191 189 189 192 192 188 188]\n",
      "[436 432 436 432 434 434 434 434 436 432 436 432 435 433 435 433] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [196 196 196 196 198 198 194 194 197 197 195 195 198 198 194 194]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [361 361 361 361 363 363 359 359 362 362 360 360 363 363 359 359]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [356 356 356 356 358 358 354 354 357 357 355 355 358 358 354 354]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[468 464 468 464 466 466 466 466 468 464 468 464 467 465 467 465] [71 71 71 71 73 73 69 69 72 72 70 70 73 73 69 69]\n",
      "[468 464 468 464 466 466 466 466 468 464 468 464 467 465 467 465] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[492 488 492 488 490 490 490 490 492 488 492 488 491 489 491 489] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [486 486 486 486 488 488 484 484 487 487 485 485 488 488 484 484]\n",
      "[508 504 508 504 506 506 506 506 508 504 508 504 507 505 507 505] [129 129 129 129 131 131 127 127 130 130 128 128 131 131 127 127]\n",
      "[506 502 506 502 504 504 504 504 506 502 506 502 505 503 505 503] [419 419 419 419 421 421 417 417 420 420 418 418 421 421 417 417]\n",
      "[506 502 506 502 504 504 504 504 506 502 506 502 505 503 505 503] [414 414 414 414 416 416 412 412 415 415 413 413 416 416 412 412]\n",
      "[504 500 504 500 502 502 502 502 504 500 504 500 503 501 503 501] [128 128 128 128 130 130 126 126 129 129 127 127 130 130 126 126]\n",
      "[500 496 500 496 498 498 498 498 500 496 500 496 499 497 499 497] [25 25 25 25 27 27 23 23 26 26 24 24 27 27 23 23]\n",
      "[497 493 497 493 495 495 495 495 497 493 497 493 496 494 496 494] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[496 492 496 492 494 494 494 494 496 492 496 492 495 493 495 493] [24 24 24 24 26 26 22 22 25 25 23 23 26 26 22 22]\n",
      "[492 488 492 488 490 490 490 490 492 488 492 488 491 489 491 489] [195 195 195 195 197 197 193 193 196 196 194 194 197 197 193 193]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [22 22 22 22 24 24 20 20 23 23 21 21 24 24 20 20]\n",
      "[490 486 490 486 488 488 488 488 490 486 490 486 489 487 489 487] [439 439 439 439 441 441 437 437 440 440 438 438 441 441 437 437]\n",
      "[470 466 470 466 468 468 468 468 470 466 470 466 469 467 469 467] [71 71 71 71 73 73 69 69 72 72 70 70 73 73 69 69]\n",
      "[490 486 490 486 488 488 488 488 490 486 490 486 489 487 489 487] [193 193 193 193 195 195 191 191 194 194 192 192 195 195 191 191]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [439 439 439 439 441 441 437 437 440 440 438 438 441 441 437 437]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [433 433 433 433 435 435 431 431 434 434 432 432 435 435 431 431]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [365 365 365 365 367 367 363 363 366 366 364 364 367 367 363 363]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [370 370 370 370 372 372 368 368 371 371 369 369 372 372 368 368]\n",
      "[485 481 485 481 483 483 483 483 485 481 485 481 484 482 484 482] [204 204 204 204 206 206 202 202 205 205 203 203 206 206 202 202]\n",
      "[485 481 485 481 483 483 483 483 485 481 485 481 484 482 484 482] [199 199 199 199 201 201 197 197 200 200 198 198 201 201 197 197]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [286 286 286 286 288 288 284 284 287 287 285 285 288 288 284 284]\n",
      "[482 478 482 478 480 480 480 480 482 478 482 478 481 479 481 479] [366 366 366 366 368 368 364 364 367 367 365 365 368 368 364 364]\n",
      "[473 469 473 469 471 471 471 471 473 469 473 469 472 470 472 470] [43 43 43 43 45 45 41 41 44 44 42 42 45 45 41 41]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [185 185 185 185 187 187 183 183 186 186 184 184 187 187 183 183]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [197 197 197 197 199 199 195 195 198 198 196 196 199 199 195 195]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [119 119 119 119 121 121 117 117 120 120 118 118 121 121 117 117]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [325 325 325 325 327 327 323 323 326 326 324 324 327 327 323 323]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [244 244 244 244 246 246 242 242 245 245 243 243 246 246 242 242]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [326 326 326 326 328 328 324 324 327 327 325 325 328 328 324 324]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [236 236 236 236 238 238 234 234 237 237 235 235 238 238 234 234]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [148 148 148 148 150 150 146 146 149 149 147 147 150 150 146 146]\n",
      "[402 398 402 398 400 400 400 400 402 398 402 398 401 399 401 399] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [495 495 495 495 497 497 493 493 496 496 494 494 497 497 493 493]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [484 484 484 484 486 486 482 482 485 485 483 483 486 486 482 482]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [322 322 322 322 324 324 320 320 323 323 321 321 324 324 320 320]\n",
      "[411 407 411 407 409 409 409 409 411 407 411 407 410 408 410 408] [377 377 377 377 379 379 375 375 378 378 376 376 379 379 375 375]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [142 142 142 142 144 144 140 140 143 143 141 141 144 144 140 140]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [498 498 498 498 500 500 496 496 499 499 497 497 500 500 496 496]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [494 494 494 494 496 496 492 492 495 495 493 493 496 496 492 492]\n",
      "[279 275 279 275 277 277 277 277 279 275 279 275 278 276 278 276] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [245 245 245 245 247 247 243 243 246 246 244 244 247 247 243 243]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [159 159 159 159 161 161 157 157 160 160 158 158 161 161 157 157]\n",
      "[409 405 409 405 407 407 407 407 409 405 409 405 408 406 408 406] [383 383 383 383 385 385 381 381 384 384 382 382 385 385 381 381]\n",
      "[413 409 413 409 411 411 411 411 413 409 413 409 412 410 412 410] [380 380 380 380 382 382 378 378 381 381 379 379 382 382 378 378]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [275 275 275 275 277 277 273 273 276 276 274 274 277 277 273 273]\n",
      "[426 422 426 422 424 424 424 424 426 422 426 422 425 423 425 423] [112 112 112 112 114 114 110 110 113 113 111 111 114 114 110 110]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[431 427 431 427 429 429 429 429 431 427 431 427 430 428 430 428] [185 185 185 185 187 187 183 183 186 186 184 184 187 187 183 183]\n",
      "[430 426 430 426 428 428 428 428 430 426 430 426 429 427 429 427] [365 365 365 365 367 367 363 363 366 366 364 364 367 367 363 363]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [439 439 439 439 441 441 437 437 440 440 438 438 441 441 437 437]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [363 363 363 363 365 365 361 361 364 364 362 362 365 365 361 361]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [269 269 269 269 271 271 267 267 270 270 268 268 271 271 267 267]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[372 368 372 368 370 370 370 370 372 368 372 368 371 369 371 369] [282 282 282 282 284 284 280 280 283 283 281 281 284 284 280 280]\n",
      "[426 422 426 422 424 424 424 424 426 422 426 422 425 423 425 423] [275 275 275 275 277 277 273 273 276 276 274 274 277 277 273 273]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [439 439 439 439 441 441 437 437 440 440 438 438 441 441 437 437]\n",
      "[415 411 415 411 413 413 413 413 415 411 415 411 414 412 414 412] [377 377 377 377 379 379 375 375 378 378 376 376 379 379 375 375]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [271 271 271 271 273 273 269 269 272 272 270 270 273 273 269 269]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [209 209 209 209 211 211 207 207 210 210 208 208 211 211 207 207]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [221 221 221 221 223 223 219 219 222 222 220 220 223 223 219 219]\n",
      "[422 418 422 418 420 420 420 420 422 418 422 418 421 419 421 419] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[422 418 422 418 420 420 420 420 422 418 422 418 421 419 421 419] [364 364 364 364 366 366 362 362 365 365 363 363 366 366 362 362]\n",
      "[420 416 420 416 418 418 418 418 420 416 420 416 419 417 419 417] [254 254 254 254 256 256 252 252 255 255 253 253 256 256 252 252]\n",
      "[418 414 418 414 416 416 416 416 418 414 418 414 417 415 417 415] [424 424 424 424 426 426 422 422 425 425 423 423 426 426 422 422]\n",
      "[416 412 416 412 414 414 414 414 416 412 416 412 415 413 415 413] [256 256 256 256 258 258 254 254 257 257 255 255 258 258 254 254]\n",
      "[416 412 416 412 414 414 414 414 416 412 416 412 415 413 415 413] [253 253 253 253 255 255 251 251 254 254 252 252 255 255 251 251]\n",
      "[415 411 415 411 413 413 413 413 415 411 415 411 414 412 414 412] [424 424 424 424 426 426 422 422 425 425 423 423 426 426 422 422]\n",
      "[279 275 279 275 277 277 277 277 279 275 279 275 278 276 278 276] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[366 362 366 362 364 364 364 364 366 362 366 362 365 363 365 363] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[278 274 278 274 276 276 276 276 278 274 278 274 277 275 277 275] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[32 28 32 28 30 30 30 30 32 28 32 28 31 29 31 29] [135 135 135 135 137 137 133 133 136 136 134 134 137 137 133 133]\n",
      "[90 86 90 86 88 88 88 88 90 86 90 86 89 87 89 87] [229 229 229 229 231 231 227 227 230 230 228 228 231 231 227 227]\n",
      "[90 86 90 86 88 88 88 88 90 86 90 86 89 87 89 87] [303 303 303 303 305 305 301 301 304 304 302 302 305 305 301 301]\n",
      "[90 86 90 86 88 88 88 88 90 86 90 86 89 87 89 87] [470 470 470 470 472 472 468 468 471 471 469 469 472 472 468 468]\n",
      "[91 87 91 87 89 89 89 89 91 87 91 87 90 88 90 88] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
      "[92 88 92 88 90 90 90 90 92 88 92 88 91 89 91 89] [387 387 387 387 389 389 385 385 388 388 386 386 389 389 385 385]\n",
      "[93 89 93 89 91 91 91 91 93 89 93 89 92 90 92 90] [155 155 155 155 157 157 153 153 156 156 154 154 157 157 153 153]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [304 304 304 304 306 306 302 302 305 305 303 303 306 306 302 302]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[95 91 95 91 93 93 93 93 95 91 95 91 94 92 94 92] [306 306 306 306 308 308 304 304 307 307 305 305 308 308 304 304]\n",
      "[96 92 96 92 94 94 94 94 96 92 96 92 95 93 95 93] [229 229 229 229 231 231 227 227 230 230 228 228 231 231 227 227]\n",
      "[97 93 97 93 95 95 95 95 97 93 97 93 96 94 96 94] [142 142 142 142 144 144 140 140 143 143 141 141 144 144 140 140]\n",
      "[97 93 97 93 95 95 95 95 97 93 97 93 96 94 96 94] [303 303 303 303 305 305 301 301 304 304 302 302 305 305 301 301]\n",
      "[98 94 98 94 96 96 96 96 98 94 98 94 97 95 97 95] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[103  99 103  99 101 101 101 101 103  99 103  99 102 100 102 100] [211 211 211 211 213 213 209 209 212 212 210 210 213 213 209 209]\n",
      "[120 116 120 116 118 118 118 118 120 116 120 116 119 117 119 117] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [261 261 261 261 263 263 259 259 262 262 260 260 263 263 259 259]\n",
      "[89 85 89 85 87 87 87 87 89 85 89 85 88 86 88 86] [387 387 387 387 389 389 385 385 388 388 386 386 389 389 385 385]\n",
      "[90 86 90 86 88 88 88 88 90 86 90 86 89 87 89 87] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[88 84 88 84 86 86 86 86 88 84 88 84 87 85 87 85] [300 300 300 300 302 302 298 298 301 301 299 299 302 302 298 298]\n",
      "[62 58 62 58 60 60 60 60 62 58 62 58 61 59 61 59] [182 182 182 182 184 184 180 180 183 183 181 181 184 184 180 180]\n",
      "[34 30 34 30 32 32 32 32 34 30 34 30 33 31 33 31] [219 219 219 219 221 221 217 217 220 220 218 218 221 221 217 217]\n",
      "[35 31 35 31 33 33 33 33 35 31 35 31 34 32 34 32] [135 135 135 135 137 137 133 133 136 136 134 134 137 137 133 133]\n",
      "[36 32 36 32 34 34 34 34 36 32 36 32 35 33 35 33] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[36 32 36 32 34 34 34 34 36 32 36 32 35 33 35 33] [142 142 142 142 144 144 140 140 143 143 141 141 144 144 140 140]\n",
      "[37 33 37 33 35 35 35 35 37 33 37 33 36 34 36 34] [52 52 52 52 54 54 50 50 53 53 51 51 54 54 50 50]\n",
      "[58 54 58 54 56 56 56 56 58 54 58 54 57 55 57 55] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[59 55 59 55 57 57 57 57 59 55 59 55 58 56 58 56] [265 265 265 265 267 267 263 263 266 266 264 264 267 267 263 263]\n",
      "[60 56 60 56 58 58 58 58 60 56 60 56 59 57 59 57] [262 262 262 262 264 264 260 260 263 263 261 261 264 264 260 260]\n",
      "[62 58 62 58 60 60 60 60 62 58 62 58 61 59 61 59] [178 178 178 178 180 180 176 176 179 179 177 177 180 180 176 176]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[88 84 88 84 86 86 86 86 88 84 88 84 87 85 87 85] [154 154 154 154 156 156 152 152 155 155 153 153 156 156 152 152]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [262 262 262 262 264 264 260 260 263 263 261 261 264 264 260 260]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[65 61 65 61 63 63 63 63 65 61 65 61 64 62 64 62] [183 183 183 183 185 185 181 181 184 184 182 182 185 185 181 181]\n",
      "[66 62 66 62 64 64 64 64 66 62 66 62 65 63 65 63] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[67 63 67 63 65 65 65 65 67 63 67 63 66 64 66 64] [97 97 97 97 99 99 95 95 98 98 96 96 99 99 95 95]\n",
      "[85 81 85 81 83 83 83 83 85 81 85 81 84 82 84 82] [478 478 478 478 480 480 476 476 479 479 477 477 480 480 476 476]\n",
      "[86 82 86 82 84 84 84 84 86 82 86 82 85 83 85 83] [471 471 471 471 473 473 469 469 472 472 470 470 473 473 469 469]\n",
      "[87 83 87 83 85 85 85 85 87 83 87 83 86 84 86 84] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [179 179 179 179 181 181 177 177 180 180 178 178 181 181 177 177]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [429 429 429 429 431 431 427 427 430 430 428 428 431 431 427 427]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[154 150 154 150 152 152 152 152 154 150 154 150 153 151 153 151] [304 304 304 304 306 306 302 302 305 305 303 303 306 306 302 302]\n",
      "[154 150 154 150 152 152 152 152 154 150 154 150 153 151 153 151] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[155 151 155 151 153 153 153 153 155 151 155 151 154 152 154 152] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[155 151 155 151 153 153 153 153 155 151 155 151 154 152 154 152] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [395 395 395 395 397 397 393 393 396 396 394 394 397 397 393 393]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [61 61 61 61 63 63 59 59 62 62 60 60 63 63 59 59]\n",
      "[158 154 158 154 156 156 156 156 158 154 158 154 157 155 157 155] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [141 141 141 141 143 143 139 139 142 142 140 140 143 143 139 139]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[154 150 154 150 152 152 152 152 154 150 154 150 153 151 153 151] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [415 415 415 415 417 417 413 413 416 416 414 414 417 417 413 413]\n",
      "[160 156 160 156 158 158 158 158 160 156 160 156 159 157 159 157] [406 406 406 406 408 408 404 404 407 407 405 405 408 408 404 404]\n",
      "[161 157 161 157 159 159 159 159 161 157 161 157 160 158 160 158] [61 61 61 61 63 63 59 59 62 62 60 60 63 63 59 59]\n",
      "[161 157 161 157 159 159 159 159 161 157 161 157 160 158 160 158] [413 413 413 413 415 415 411 411 414 414 412 412 415 415 411 411]\n",
      "[176 172 176 172 174 174 174 174 176 172 176 172 175 173 175 173] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[176 172 176 172 174 174 174 174 176 172 176 172 175 173 175 173] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[179 175 179 175 177 177 177 177 179 175 179 175 178 176 178 176] [265 265 265 265 267 267 263 263 266 266 264 264 267 267 263 263]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[154 150 154 150 152 152 152 152 154 150 154 150 153 151 153 151] [141 141 141 141 143 143 139 139 142 142 140 140 143 143 139 139]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [478 478 478 478 480 480 476 476 479 479 477 477 480 480 476 476]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [13 13 13 13 15 15 11 11 14 14 12 12 15 15 11 11]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [348 348 348 348 350 350 346 346 349 349 347 347 350 350 346 346]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [261 261 261 261 263 263 259 259 262 262 260 260 263 263 259 259]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [437 437 437 437 439 439 435 435 438 438 436 436 439 439 435 435]\n",
      "[125 121 125 121 123 123 123 123 125 121 125 121 124 122 124 122] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [11 11 11 11 13 13  9  9 12 12 10 10 13 13  9  9]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [179 179 179 179 181 181 177 177 180 180 178 178 181 181 177 177]\n",
      "[128 124 128 124 126 126 126 126 128 124 128 124 127 125 127 125] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [472 472 472 472 474 474 470 470 473 473 471 471 474 474 470 470]\n",
      "[131 127 131 127 129 129 129 129 131 127 131 127 130 128 130 128] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[145 141 145 141 143 143 143 143 145 141 145 141 144 142 144 142] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[147 143 147 143 145 145 145 145 147 143 147 143 146 144 146 144] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[150 146 150 146 148 148 148 148 150 146 150 146 149 147 149 147] [396 396 396 396 398 398 394 394 397 397 395 395 398 398 394 394]\n",
      "[150 146 150 146 148 148 148 148 150 146 150 146 149 147 149 147] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[151 147 151 147 149 149 149 149 151 147 151 147 150 148 150 148] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [221 221 221 221 223 223 219 219 222 222 220 220 223 223 219 219]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [237 237 237 237 239 239 235 235 238 238 236 236 239 239 235 235]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [408 408 408 408 410 410 406 406 409 409 407 407 410 410 406 406]\n",
      "[34 30 34 30 32 32 32 32 34 30 34 30 33 31 33 31] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[57 53 57 53 55 55 55 55 57 53 57 53 56 54 56 54] [510 510 510 510 512 512 508 508 511 511 509 509 512 512 508 508]\n",
      "[32 28 32 28 30 30 30 30 32 28 32 28 31 29 31 29] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[223 219 223 219 221 221 221 221 223 219 223 219 222 220 222 220] [150 150 150 150 152 152 148 148 151 151 149 149 152 152 148 148]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [100 100 100 100 102 102  98  98 101 101  99  99 102 102  98  98]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [ 9  9  9  9 11 11  7  7 10 10  8  8 11 11  7  7]\n",
      "[249 245 249 245 247 247 247 247 249 245 249 245 248 246 248 246] [360 360 360 360 362 362 358 358 361 361 359 359 362 362 358 358]\n",
      "[249 245 249 245 247 247 247 247 249 245 249 245 248 246 248 246] [126 126 126 126 128 128 124 124 127 127 125 125 128 128 124 124]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[249 245 249 245 247 247 247 247 249 245 249 245 248 246 248 246] [11 11 11 11 13 13  9  9 12 12 10 10 13 13  9  9]\n",
      "[248 244 248 244 246 246 246 246 248 244 248 244 247 245 247 245] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[248 244 248 244 246 246 246 246 248 244 248 244 247 245 247 245] [130 130 130 130 132 132 128 128 131 131 129 129 132 132 128 128]\n",
      "[248 244 248 244 246 246 246 246 248 244 248 244 247 245 247 245] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[247 243 247 243 245 245 245 245 247 243 247 243 246 244 246 244] [278 278 278 278 280 280 276 276 279 279 277 277 280 280 276 276]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[245 241 245 241 243 243 243 243 245 241 245 241 244 242 244 242] [442 442 442 442 444 444 440 440 443 443 441 441 444 444 440 440]\n",
      "[244 240 244 240 242 242 242 242 244 240 244 240 243 241 243 241] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[238 234 238 234 236 236 236 236 238 234 238 234 237 235 237 235] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[32 28 32 28 30 30 30 30 32 28 32 28 31 29 31 29] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[237 233 237 233 235 235 235 235 237 233 237 233 236 234 236 234] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[236 232 236 232 234 234 234 234 236 232 236 232 235 233 235 233] [356 356 356 356 358 358 354 354 357 357 355 355 358 358 354 354]\n",
      "[228 224 228 224 226 226 226 226 228 224 228 224 227 225 227 225] [416 416 416 416 418 418 414 414 417 417 415 415 418 418 414 414]\n",
      "[225 221 225 221 223 223 223 223 225 221 225 221 224 222 224 222] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[224 220 224 220 222 222 222 222 224 220 224 220 223 221 223 221] [416 416 416 416 418 418 414 414 417 417 415 415 418 418 414 414]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[251 247 251 247 249 249 249 249 251 247 251 247 250 248 250 248] [278 278 278 278 280 280 276 276 279 279 277 277 280 280 276 276]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[257 253 257 253 255 255 255 255 257 253 257 253 256 254 256 254] [128 128 128 128 130 130 126 126 129 129 127 127 130 130 126 126]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [145 145 145 145 147 147 143 143 146 146 144 144 147 147 143 143]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[272 268 272 268 270 270 270 270 272 268 272 268 271 269 271 269] [390 390 390 390 392 392 388 388 391 391 389 389 392 392 388 388]\n",
      "[273 269 273 269 271 271 271 271 273 269 273 269 272 270 272 270] [318 318 318 318 320 320 316 316 319 319 317 317 320 320 316 316]\n",
      "[270 266 270 266 268 268 268 268 270 266 270 266 269 267 269 267] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[270 266 270 266 268 268 268 268 270 266 270 266 269 267 269 267] [474 474 474 474 476 476 472 472 475 475 473 473 476 476 472 472]\n",
      "[270 266 270 266 268 268 268 268 270 266 270 266 269 267 269 267] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[269 265 269 265 267 267 267 267 269 265 269 265 268 266 268 266] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[264 260 264 260 262 262 262 262 264 260 264 260 263 261 263 261] [326 326 326 326 328 328 324 324 327 327 325 325 328 328 324 324]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [457 457 457 457 459 459 455 455 458 458 456 456 459 459 455 455]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [435 435 435 435 437 437 433 433 436 436 434 434 437 437 433 433]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [452 452 452 452 454 454 450 450 453 453 451 451 454 454 450 450]\n",
      "[255 251 255 251 253 253 253 253 255 251 255 251 254 252 254 252] [130 130 130 130 132 132 128 128 131 131 129 129 132 132 128 128]\n",
      "[255 251 255 251 253 253 253 253 255 251 255 251 254 252 254 252] [125 125 125 125 127 127 123 123 126 126 124 124 127 127 123 123]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [272 272 272 272 274 274 270 270 273 273 271 271 274 274 270 270]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [11 11 11 11 13 13  9  9 12 12 10 10 13 13  9  9]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [457 457 457 457 459 459 455 455 458 458 456 456 459 459 455 455]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [452 452 452 452 454 454 450 450 453 453 451 451 454 454 450 450]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[224 220 224 220 222 222 222 222 224 220 224 220 223 221 223 221] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[238 234 238 234 236 236 236 236 238 234 238 234 237 235 237 235] [359 359 359 359 361 361 357 357 360 360 358 358 361 361 357 357]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [414 414 414 414 416 416 412 412 415 415 413 413 416 416 412 412]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[205 201 205 201 203 203 203 203 205 201 205 201 204 202 204 202] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[205 201 205 201 203 203 203 203 205 201 205 201 204 202 204 202] [482 482 482 482 484 484 480 480 483 483 481 481 484 484 480 480]\n",
      "[204 200 204 200 202 202 202 202 204 200 204 200 203 201 203 201] [328 328 328 328 330 330 326 326 329 329 327 327 330 330 326 326]\n",
      "[194 190 194 190 192 192 192 192 194 190 194 190 193 191 193 191] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[192 188 192 188 190 190 190 190 192 188 192 188 191 189 191 189] [23 23 23 23 25 25 21 21 24 24 22 22 25 25 21 21]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [334 334 334 334 336 336 332 332 335 335 333 333 336 336 332 332]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [191 191 191 191 193 193 189 189 192 192 190 190 193 193 189 189]\n",
      "[187 183 187 183 185 185 185 185 187 183 187 183 186 184 186 184] [435 435 435 435 437 437 433 433 436 436 434 434 437 437 433 433]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [12 12 12 12 14 14 10 10 13 13 11 11 14 14 10 10]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [335 335 335 335 337 337 333 333 336 336 334 334 337 337 333 333]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [268 268 268 268 270 270 266 266 269 269 267 267 270 270 266 266]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[184 180 184 180 182 182 182 182 184 180 184 180 183 181 183 181] [ 99  99  99  99 101 101  97  97 100 100  98  98 101 101  97  97]\n",
      "[183 179 183 179 181 181 181 181 183 179 183 179 182 180 182 180] [189 189 189 189 191 191 187 187 190 190 188 188 191 191 187 187]\n",
      "[183 179 183 179 181 181 181 181 183 179 183 179 182 180 182 180] [185 185 185 185 187 187 183 183 186 186 184 184 187 187 183 183]\n",
      "[180 176 180 176 178 178 178 178 180 176 180 176 179 177 179 177] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[179 175 179 175 177 177 177 177 179 175 179 175 178 176 178 176] [267 267 267 267 269 269 265 265 268 268 266 266 269 269 265 265]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[205 201 205 201 203 203 203 203 205 201 205 201 204 202 204 202] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[192 188 192 188 190 190 190 190 192 188 192 188 191 189 191 189] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[209 205 209 205 207 207 207 207 209 205 209 205 208 206 208 206] [343 343 343 343 345 345 341 341 344 344 342 342 345 345 341 341]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [54 54 54 54 56 56 52 52 55 55 53 53 56 56 52 52]\n",
      "[219 215 219 215 217 217 217 217 219 215 219 215 218 216 218 216] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [142 142 142 142 144 144 140 140 143 143 141 141 144 144 140 140]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[217 213 217 213 215 215 215 215 217 213 217 213 216 214 216 214] [223 223 223 223 225 225 221 221 224 224 222 222 225 225 221 221]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [343 343 343 343 345 345 341 341 344 344 342 342 345 345 341 341]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [156 156 156 156 158 158 154 154 157 157 155 155 158 158 154 154]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [150 150 150 150 152 152 148 148 151 151 149 149 152 152 148 148]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [398 398 398 398 400 400 396 396 399 399 397 397 400 400 396 396]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [474 474 474 474 476 476 472 472 475 475 473 473 476 476 472 472]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [308 308 308 308 310 310 306 306 309 309 307 307 310 310 306 306]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[209 205 209 205 207 207 207 207 209 205 209 205 208 206 208 206] [473 473 473 473 475 475 471 471 474 474 472 472 475 475 471 471]\n",
      "[487 481 487 481 484 484 484 484 487 481 487 481 485 483 485 483 486 482\n",
      " 486 482 486 482 486 482] [194 194 194 194 197 197 191 191 195 195 193 193 197 197 191 191 196 196\n",
      " 192 192 196 196 192 192]\n",
      "[459 453 459 453 456 456 456 456 459 453 459 453 457 455 457 455 458 454\n",
      " 458 454 458 454 458 454] [317 317 317 317 320 320 314 314 318 318 316 316 320 320 314 314 319 319\n",
      " 315 315 319 319 315 315]\n",
      "[459 453 459 453 456 456 456 456 459 453 459 453 457 455 457 455 458 454\n",
      " 458 454 458 454 458 454] [402 402 402 402 405 405 399 399 403 403 401 401 405 405 399 399 404 404\n",
      " 400 400 404 404 400 400]\n",
      "[460 454 460 454 457 457 457 457 460 454 460 454 458 456 458 456 459 455\n",
      " 459 455 459 455 459 455] [322 322 322 322 325 325 319 319 323 323 321 321 325 325 319 319 324 324\n",
      " 320 320 324 324 320 320]\n",
      "[467 461 467 461 464 464 464 464 467 461 467 461 465 463 465 463 466 462\n",
      " 466 462 466 462 466 462] [235 235 235 235 238 238 232 232 236 236 234 234 238 238 232 232 237 237\n",
      " 233 233 237 237 233 233]\n",
      "[485 479 485 479 482 482 482 482 485 479 485 479 483 481 483 481 484 480\n",
      " 484 480 484 480 484 480] [285 285 285 285 288 288 282 282 286 286 284 284 288 288 282 282 287 287\n",
      " 283 283 287 287 283 283]\n",
      "[486 480 486 480 483 483 483 483 486 480 486 480 484 482 484 482 485 481\n",
      " 485 481 485 481 485 481] [369 369 369 369 372 372 366 366 370 370 368 368 372 372 366 366 371 371\n",
      " 367 367 371 371 367 367]\n",
      "[493 487 493 487 490 490 490 490 493 487 493 487 491 489 491 489 492 488\n",
      " 492 488 492 488 492 488] [19 19 19 19 22 22 16 16 20 20 18 18 22 22 16 16 21 21 17 17 21 21 17 17]\n",
      "[487 481 487 481 484 484 484 484 487 481 487 481 485 483 485 483 486 482\n",
      " 486 482 486 482 486 482] [367 367 367 367 370 370 364 364 368 368 366 366 370 370 364 364 369 369\n",
      " 365 365 369 369 365 365]\n",
      "[488 482 488 482 485 485 485 485 488 482 488 482 486 484 486 484 487 483\n",
      " 487 483 487 483 487 483] [200 200 200 200 203 203 197 197 201 201 199 199 203 203 197 197 202 202\n",
      " 198 198 202 202 198 198]\n",
      "[488 482 488 482 485 485 485 485 488 482 488 482 486 484 486 484 487 483\n",
      " 487 483 487 483 487 483] [438 438 438 438 441 441 435 435 439 439 437 437 441 441 435 435 440 440\n",
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      "[495 489 495 489 492 492 492 492 495 489 495 489 493 491 493 491 494 490\n",
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      "[506 500 506 500 503 503 503 503 506 500 506 500 504 502 504 502 505 501\n",
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      "[508 502 508 502 505 505 505 505 508 502 508 502 506 504 506 504 507 503\n",
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      " 413 413 417 417 413 413]\n",
      "[455 449 455 449 452 452 452 452 455 449 455 449 453 451 453 451 454 450\n",
      " 454 450 454 450 454 450] [488 488 488 488 491 491 485 485 489 489 487 487 491 491 485 485 490 490\n",
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      "[459 453 459 453 456 456 456 456 459 453 459 453 457 455 457 455 458 454\n",
      " 458 454 458 454 458 454] [178 178 178 178 181 181 175 175 179 179 177 177 181 181 175 175 180 180\n",
      " 176 176 180 180 176 176]\n",
      "[396 390 396 390 393 393 393 393 396 390 396 390 394 392 394 392 395 391\n",
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      " 233 233 237 237 233 233]\n",
      "[452 446 452 446 449 449 449 449 452 446 452 446 450 448 450 448 451 447\n",
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      "[213 207 213 207 210 210 210 210 213 207 213 207 211 209 211 209 212 208\n",
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      "[158 152 158 152 155 155 155 155 158 152 158 152 156 154 156 154 157 153\n",
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      "[175 169 175 169 172 172 172 172 175 169 175 169 173 171 173 171 174 170\n",
      " 174 170 174 170 174 170] [211 211 211 211 214 214 208 208 212 212 210 210 214 214 208 208 213 213\n",
      " 209 209 213 213 209 209]\n",
      "[177 171 177 171 174 174 174 174 177 171 177 171 175 173 175 173 176 172\n"
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      "[181 175 181 175 178 178 178 178 181 175 181 175 179 177 179 177 180 176\n",
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      "[184 178 184 178 181 181 181 181 184 178 184 178 182 180 182 180 183 179\n",
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      " 350 350 354 354 350 350]\n",
      "[186 180 186 180 183 183 183 183 186 180 186 180 184 182 184 182 185 181\n",
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      "[186 180 186 180 183 183 183 183 186 180 186 180 184 182 184 182 185 181\n",
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      "[187 181 187 181 184 184 184 184 187 181 187 181 185 183 185 183 186 182\n",
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      "[189 183 189 183 186 186 186 186 189 183 189 183 187 185 187 185 188 184\n",
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      "[205 199 205 199 202 202 202 202 205 199 205 199 203 201 203 201 204 200\n",
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      "[212 206 212 206 209 209 209 209 212 206 212 206 210 208 210 208 211 207\n",
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      "[215 209 215 209 212 212 212 212 215 209 215 209 213 211 213 211 214 210\n",
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      "[248 242 248 242 245 245 245 245 248 242 248 242 246 244 246 244 247 243\n",
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      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
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      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
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      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
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      "[220 214 220 214 217 217 217 217 220 214 220 214 218 216 218 216 219 215\n",
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      "[221 215 221 215 218 218 218 218 221 215 221 215 219 217 219 217 220 216\n",
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      "[223 217 223 217 220 220 220 220 223 217 223 217 221 219 221 219 222 218\n",
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      "[241 235 241 235 238 238 238 238 241 235 241 235 239 237 239 237 240 236\n",
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      "[246 240 246 240 243 243 243 243 246 240 246 240 244 242 244 242 245 241\n",
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      "[156 150 156 150 153 153 153 153 156 150 156 150 154 152 154 152 155 151\n",
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      "[156 150 156 150 153 153 153 153 156 150 156 150 154 152 154 152 155 151\n",
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      "[61 55 61 55 58 58 58 58 61 55 61 55 59 57 59 57 60 56 60 56 60 56 60 56] [264 264 264 264 267 267 261 261 265 265 263 263 267 267 261 261 266 266\n",
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      "[67 61 67 61 64 64 64 64 67 61 67 61 65 63 65 63 66 62 66 62 66 62 66 62] [95 95 95 95 98 98 92 92 96 96 94 94 98 98 92 92 97 97 93 93 97 97 93 93]\n",
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      "[124 118 124 118 121 121 121 121 124 118 124 118 122 120 122 120 123 119\n",
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      "[151 145 151 145 148 148 148 148 151 145 151 145 149 147 149 147 150 146\n",
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      "[154 148 154 148 151 151 151 151 154 148 154 148 152 150 152 150 153 149\n",
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      "[437 431 437 431 434 434 434 434 437 431 437 431 435 433 435 433 436 432\n",
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      "[155 149 155 149 152 152 152 152 155 149 155 149 153 151 153 151 154 150\n",
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      "[248 242 248 242 245 245 245 245 248 242 248 242 246 244 246 244 247 243\n",
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      " 179 179 183 183 179 179]\n",
      "[154 148 154 148 151 151 151 151 154 148 154 148 152 150 152 150 153 149\n",
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      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
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      "[341 335 341 335 338 338 338 338 341 335 341 335 339 337 339 337 340 336\n",
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      "[345 339 345 339 342 342 342 342 345 339 345 339 343 341 343 341 344 340\n",
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      "[361 355 361 355 358 358 358 358 361 355 361 355 359 357 359 357 360 356\n",
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      "[364 358 364 358 361 361 361 361 364 358 364 358 362 360 362 360 363 359\n",
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      "[370 364 370 364 367 367 367 367 370 364 370 364 368 366 368 366 369 365\n",
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      "[370 364 370 364 367 367 367 367 370 364 370 364 368 366 368 366 369 365\n",
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      "[371 365 371 365 368 368 368 368 371 365 371 365 369 367 369 367 370 366\n",
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      "[372 366 372 366 369 369 369 369 372 366 372 366 370 368 370 368 371 367\n",
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      "[374 368 374 368 371 371 371 371 374 368 374 368 372 370 372 370 373 369\n",
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      "[381 375 381 375 378 378 378 378 381 375 381 375 379 377 379 377 380 376\n",
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      "[389 383 389 383 386 386 386 386 389 383 389 383 387 385 387 385 388 384\n",
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      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
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      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
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      "[398 392 398 392 395 395 395 395 398 392 398 392 396 394 396 394 397 393\n",
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      "[399 393 399 393 396 396 396 396 399 393 399 393 397 395 397 395 398 394\n",
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      "[400 394 400 394 397 397 397 397 400 394 400 394 398 396 398 396 399 395\n",
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      "[401 395 401 395 398 398 398 398 401 395 401 395 399 397 399 397 400 396\n",
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      "[405 399 405 399 402 402 402 402 405 399 405 399 403 401 403 401 404 400\n",
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      "[413 407 413 407 410 410 410 410 413 407 413 407 411 409 411 409 412 408\n",
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      " 380 380 384 384 380 380]\n",
      "[417 411 417 411 414 414 414 414 417 411 417 411 415 413 415 413 416 412\n",
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      "[419 413 419 413 416 416 416 416 419 413 419 413 417 415 417 415 418 414\n",
      " 418 414 418 414 418 414] [256 256 256 256 259 259 253 253 257 257 255 255 259 259 253 253 258 258\n",
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      "[423 417 423 417 420 420 420 420 423 417 423 417 421 419 421 419 422 418\n",
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      "[428 422 428 422 425 425 425 425 428 422 428 422 426 424 426 424 427 423\n",
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      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
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      "[343 337 343 337 340 340 340 340 343 337 343 337 341 339 341 339 342 338\n",
      " 342 338 342 338 342 338] [235 235 235 235 238 238 232 232 236 236 234 234 238 238 232 232 237 237\n",
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      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
      " 390 386 390 386 390 386] [428 428 428 428 431 431 425 425 429 429 427 427 431 431 425 425 430 430\n",
      " 426 426 430 430 426 426]\n",
      "[337 331 337 331 334 334 334 334 337 331 337 331 335 333 335 333 336 332\n",
      " 336 332 336 332 336 332] [317 317 317 317 320 320 314 314 318 318 316 316 320 320 314 314 319 319\n",
      " 315 315 319 319 315 315]\n",
      "[279 273 279 273 276 276 276 276 279 273 279 273 277 275 277 275 278 274\n",
      " 278 274 278 274 278 274] [487 487 487 487 490 490 484 484 488 488 486 486 490 490 484 484 489 489\n",
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      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
      " 249 245 249 245 249 245] [183 183 183 183 186 186 180 180 184 184 182 182 186 186 180 180 185 185\n",
      " 181 181 185 185 181 181]\n",
      "[334 328 334 328 331 331 331 331 334 328 334 328 332 330 332 330 333 329\n",
      " 333 329 333 329 333 329] [158 158 158 158 161 161 155 155 159 159 157 157 161 161 155 155 160 160\n",
      " 156 156 160 160 156 156]\n",
      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
      " 249 245 249 245 249 245] [436 436 436 436 439 439 433 433 437 437 435 435 439 439 433 433 438 438\n",
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      "[251 245 251 245 248 248 248 248 251 245 251 245 249 247 249 247 250 246\n",
      " 250 246 250 246 250 246] [ 99  99  99  99 102 102  96  96 100 100  98  98 102 102  96  96 101 101\n",
      "  97  97 101 101  97  97]\n",
      "[251 245 251 245 248 248 248 248 251 245 251 245 249 247 249 247 250 246\n",
      " 250 246 250 246 250 246] [278 278 278 278 281 281 275 275 279 279 277 277 281 281 275 275 280 280\n",
      " 276 276 280 280 276 276]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [12 12 12 12 15 15  9  9 13 13 11 11 15 15  9  9 14 14 10 10 14 14 10 10]\n",
      "[269 263 269 263 266 266 266 266 269 263 269 263 267 265 267 265 268 264\n",
      " 268 264 268 264 268 264] [328 328 328 328 331 331 325 325 329 329 327 327 331 331 325 325 330 330\n",
      " 326 326 330 330 326 326]\n",
      "[274 268 274 268 271 271 271 271 274 268 274 268 272 270 272 270 273 269\n",
      " 273 269 273 269 273 269] [473 473 473 473 476 476 470 470 474 474 472 472 476 476 470 470 475 475\n",
      " 471 471 475 475 471 471]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
      " 275 271 275 271 275 271] [389 389 389 389 392 392 386 386 390 390 388 388 392 392 386 386 391 391\n",
      " 387 387 391 391 387 387]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
      " 275 271 275 271 275 271] [391 391 391 391 394 394 388 388 392 392 390 390 394 394 388 388 393 393\n",
      " 389 389 393 393 389 389]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
      " 275 271 275 271 275 271] [476 476 476 476 479 479 473 473 477 477 475 475 479 479 473 473 478 478\n",
      " 474 474 478 478 474 474]\n",
      "[279 273 279 273 276 276 276 276 279 273 279 273 277 275 277 275 278 274\n",
      " 278 274 278 274 278 274] [316 316 316 316 319 319 313 313 317 317 315 315 319 319 313 313 318 318\n",
      " 314 314 318 318 314 314]\n",
      "[272 266 272 266 269 269 269 269 272 266 272 266 270 268 270 268 271 267\n",
      " 271 267 271 267 271 267] [312 312 312 312 315 315 309 309 313 313 311 311 315 315 309 309 314 314\n",
      " 310 310 314 314 310 310]\n",
      "[313 307 313 307 310 310 310 310 313 307 313 307 311 309 311 309 312 308\n",
      " 312 308 312 308 312 308] [109 109 109 109 112 112 106 106 110 110 108 108 112 112 106 106 111 111\n",
      " 107 107 111 111 107 107]\n",
      "[280 274 280 274 277 277 277 277 280 274 280 274 278 276 278 276 279 275\n",
      " 279 275 279 275 279 275] [56 56 56 56 59 59 53 53 57 57 55 55 59 59 53 53 58 58 54 54 58 58 54 54]\n",
      "[281 275 281 275 278 278 278 278 281 275 281 275 279 277 279 277 280 276\n",
      " 280 276 280 276 280 276] [314 314 314 314 317 317 311 311 315 315 313 313 317 317 311 311 316 316\n",
      " 312 312 316 316 312 312]\n",
      "[283 277 283 277 280 280 280 280 283 277 283 277 281 279 281 279 282 278\n",
      " 282 278 282 278 282 278] [318 318 318 318 321 321 315 315 319 319 317 317 321 321 315 315 320 320\n",
      " 316 316 320 320 316 316]\n",
      "[284 278 284 278 281 281 281 281 284 278 284 278 282 280 282 280 283 279\n",
      " 283 279 283 279 283 279] [145 145 145 145 148 148 142 142 146 146 144 144 148 148 142 142 147 147\n",
      " 143 143 147 147 143 143]\n",
      "[305 299 305 299 302 302 302 302 305 299 305 299 303 301 303 301 304 300\n",
      " 304 300 304 300 304 300] [112 112 112 112 115 115 109 109 113 113 111 111 115 115 109 109 114 114\n",
      " 110 110 114 114 110 110]\n",
      "[333 327 333 327 330 330 330 330 333 327 333 327 331 329 331 329 332 328\n",
      " 332 328 332 328 332 328] [478 478 478 478 481 481 475 475 479 479 477 477 481 481 475 475 480 480\n",
      " 476 476 480 480 476 476]\n",
      "[307 301 307 301 304 304 304 304 307 301 307 301 305 303 305 303 306 302\n",
      " 306 302 306 302 306 302] [269 269 269 269 272 272 266 266 270 270 268 268 272 272 266 266 271 271\n",
      " 267 267 271 271 267 267]\n",
      "[308 302 308 302 305 305 305 305 308 302 308 302 306 304 306 304 307 303\n",
      " 307 303 307 303 307 303] [111 111 111 111 114 114 108 108 112 112 110 110 114 114 108 108 113 113\n",
      " 109 109 113 113 109 109]\n",
      "[311 305 311 305 308 308 308 308 311 305 311 305 309 307 309 307 310 306\n",
      " 310 306 310 306 310 306] [114 114 114 114 117 117 111 111 115 115 113 113 117 117 111 111 116 116\n",
      " 112 112 116 116 112 112]\n",
      "[316 310 316 310 313 313 313 313 316 310 316 310 314 312 314 312 315 311\n",
      " 315 311 315 311 315 311] [104 104 104 104 107 107 101 101 105 105 103 103 107 107 101 101 106 106\n",
      " 102 102 106 106 102 102]\n",
      "[328 322 328 322 325 325 325 325 328 322 328 322 326 324 326 324 327 323\n",
      " 327 323 327 323 327 323] [492 492 492 492 495 495 489 489 493 493 491 491 495 495 489 489 494 494\n",
      " 490 490 494 494 490 490]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [484 484 484 484 486 486 482 482 485 485 483 483 486 486 482 482]\n",
      "[446 442 446 442 444 444 444 444 446 442 446 442 445 443 445 443] [217 217 217 217 219 219 215 215 218 218 216 216 219 219 215 215]\n",
      "[455 451 455 451 453 453 453 453 455 451 455 451 454 452 454 452] [231 231 231 231 233 233 229 229 232 232 230 230 233 233 229 229]\n",
      "[455 451 455 451 453 453 453 453 455 451 455 451 454 452 454 452] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[455 451 455 451 453 453 453 453 455 451 455 451 454 452 454 452] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[453 449 453 449 451 451 451 451 453 449 453 449 452 450 452 450] [179 179 179 179 181 181 177 177 180 180 178 178 181 181 177 177]\n",
      "[449 445 449 445 447 447 447 447 449 445 449 445 448 446 448 446] [481 481 481 481 483 483 479 479 482 482 480 480 483 483 479 479]\n",
      "[451 447 451 447 449 449 449 449 451 447 451 447 450 448 450 448] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [217 217 217 217 219 219 215 215 218 218 216 216 219 219 215 215]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [213 213 213 213 215 215 211 211 214 214 212 212 215 215 211 211]\n",
      "[449 445 449 445 447 447 447 447 449 445 449 445 448 446 448 446] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[449 445 449 445 447 447 447 447 449 445 449 445 448 446 448 446] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[456 452 456 452 454 454 454 454 456 452 456 452 455 453 455 453] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[456 452 456 452 454 454 454 454 456 452 456 452 455 453 455 453] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [189 189 189 189 191 191 187 187 190 190 188 188 191 191 187 187]\n",
      "[457 453 457 453 455 455 455 455 457 453 457 453 456 454 456 454] [228 228 228 228 230 230 226 226 229 229 227 227 230 230 226 226]\n",
      "[457 453 457 453 455 455 455 455 457 453 457 453 456 454 456 454] [239 239 239 239 241 241 237 237 240 240 238 238 241 241 237 237]\n",
      "[457 453 457 453 455 455 455 455 457 453 457 453 456 454 456 454] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[457 453 457 453 455 455 455 455 457 453 457 453 456 454 456 454] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[459 455 459 455 457 457 457 457 459 455 459 455 458 456 458 456] [67 67 67 67 69 69 65 65 68 68 66 66 69 69 65 65]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[461 457 461 457 459 459 459 459 461 457 461 457 460 458 460 458] [399 399 399 399 401 401 397 397 400 400 398 398 401 401 397 397]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [353 353 353 353 355 355 351 351 354 354 352 352 355 355 351 351]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [268 268 268 268 270 270 266 266 269 269 267 267 270 270 266 266]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [252 252 252 252 254 254 250 250 253 253 251 251 254 254 250 250]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [211 211 211 211 213 213 209 209 212 212 210 210 213 213 209 209]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [203 203 203 203 205 205 201 201 204 204 202 202 205 205 201 201]\n",
      "[420 416 420 416 418 418 418 418 420 416 420 416 419 417 419 417] [426 426 426 426 428 428 424 424 427 427 425 425 428 428 424 424]\n",
      "[437 433 437 433 435 435 435 435 437 433 437 433 436 434 436 434] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[438 434 438 434 436 436 436 436 438 434 438 434 437 435 437 435] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [278 278 278 278 280 280 276 276 279 279 277 277 280 280 276 276]\n",
      "[437 433 437 433 435 435 435 435 437 433 437 433 436 434 436 434] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [202 202 202 202 204 204 200 200 203 203 201 201 204 204 200 200]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [197 197 197 197 199 199 195 195 198 198 196 196 199 199 195 195]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [366 366 366 366 368 368 364 364 367 367 365 365 368 368 364 364]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [206 206 206 206 208 208 204 204 207 207 205 205 208 208 204 204]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [219 219 219 219 221 221 217 217 220 220 218 218 221 221 217 217]\n",
      "[427 423 427 423 425 425 425 425 427 423 427 423 426 424 426 424] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[437 433 437 433 435 435 435 435 437 433 437 433 436 434 436 434] [184 184 184 184 186 186 182 182 185 185 183 183 186 186 182 182]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [219 219 219 219 221 221 217 217 220 220 218 218 221 221 217 217]\n",
      "[426 422 426 422 424 424 424 424 426 422 426 422 425 423 425 423] [119 119 119 119 121 121 117 117 120 120 118 118 121 121 117 117]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [436 436 436 436 438 438 434 434 437 437 435 435 438 438 434 434]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [352 352 352 352 354 354 350 350 353 353 351 351 354 354 350 350]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [277 277 277 277 279 279 275 275 278 278 276 276 279 279 275 275]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [362 362 362 362 364 364 360 360 363 363 361 361 364 364 360 360]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [436 436 436 436 438 438 434 434 437 437 435 435 438 438 434 434]\n",
      "[430 426 430 426 428 428 428 428 430 426 430 426 429 427 429 427] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[431 427 431 427 429 429 429 429 431 427 431 427 430 428 430 428] [196 196 196 196 198 198 194 194 197 197 195 195 198 198 194 194]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [353 353 353 353 355 355 351 351 354 354 352 352 355 355 351 351]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [113 113 113 113 115 115 111 111 114 114 112 112 115 115 111 111]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [278 278 278 278 280 280 276 276 279 279 277 277 280 280 276 276]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [216 216 216 216 218 218 214 214 217 217 215 215 218 218 214 214]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [359 359 359 359 361 361 357 357 360 360 358 358 361 361 357 357]\n",
      "[436 432 436 432 434 434 434 434 436 432 436 432 435 433 435 433] [120 120 120 120 122 122 118 118 121 121 119 119 122 122 118 118]\n",
      "[436 432 436 432 434 434 434 434 436 432 436 432 435 433 435 433] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[420 416 420 416 418 418 418 418 420 416 420 416 419 417 419 417] [360 360 360 360 362 362 358 358 361 361 359 359 362 362 358 358]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [345 345 345 345 347 347 343 343 346 346 344 344 347 347 343 343]\n",
      "[419 415 419 415 417 417 417 417 419 415 419 415 418 416 418 416] [366 366 366 366 368 368 364 364 367 367 365 365 368 368 364 364]\n",
      "[87 83 87 83 85 85 85 85 87 83 87 83 86 84 86 84] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[86 82 86 82 84 84 84 84 86 82 86 82 85 83 85 83] [157 157 157 157 159 159 155 155 158 158 156 156 159 159 155 155]\n",
      "[86 82 86 82 84 84 84 84 86 82 86 82 85 83 85 83] [386 386 386 386 388 388 384 384 387 387 385 385 388 388 384 384]\n",
      "[83 79 83 79 81 81 81 81 83 79 83 79 82 80 82 80] [470 470 470 470 472 472 468 468 471 471 469 469 472 472 468 468]\n",
      "[69 65 69 65 67 67 67 67 69 65 69 65 68 66 68 66] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[68 64 68 64 66 66 66 66 68 64 68 64 67 65 67 65] [176 176 176 176 178 178 174 174 177 177 175 175 178 178 174 174]\n",
      "[66 62 66 62 64 64 64 64 66 62 66 62 65 63 65 63] [353 353 353 353 355 355 351 351 354 354 352 352 355 355 351 351]\n",
      "[67 63 67 63 65 65 65 65 67 63 67 63 66 64 66 64] [180 180 180 180 182 182 178 178 181 181 179 179 182 182 178 178]\n",
      "[65 61 65 61 63 63 63 63 65 61 65 61 64 62 64 62] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[63 59 63 59 61 61 61 61 63 59 63 59 62 60 62 60] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[62 58 62 58 60 60 60 60 62 58 62 58 61 59 61 59] [352 352 352 352 354 354 350 350 353 353 351 351 354 354 350 350]\n",
      "[62 58 62 58 60 60 60 60 62 58 62 58 61 59 61 59] [267 267 267 267 269 269 265 265 268 268 266 266 269 269 265 265]\n",
      "[61 57 61 57 59 59 59 59 61 57 61 57 60 58 60 58] [100 100 100 100 102 102  98  98 101 101  99  99 102 102  98  98]\n",
      "[59 55 59 55 57 57 57 57 59 55 59 55 58 56 58 56] [510 510 510 510 512 512 508 508 511 511 509 509 512 512 508 508]\n",
      "[59 55 59 55 57 57 57 57 59 55 59 55 58 56 58 56] [185 185 185 185 187 187 183 183 186 186 184 184 187 187 183 183]\n",
      "[59 55 59 55 57 57 57 57 59 55 59 55 58 56 58 56] [175 175 175 175 177 177 173 173 176 176 174 174 177 177 173 173]\n",
      "[58 54 58 54 56 56 56 56 58 54 58 54 57 55 57 55] [508 508 508 508 510 510 506 506 509 509 507 507 510 510 506 506]\n",
      "[57 53 57 53 55 55 55 55 57 53 57 53 56 54 56 54] [261 261 261 261 263 263 259 259 262 262 260 260 263 263 259 259]\n",
      "[56 52 56 52 54 54 54 54 56 52 56 52 55 53 55 53] [343 343 343 343 345 345 341 341 344 344 342 342 345 345 341 341]\n",
      "[54 50 54 50 52 52 52 52 54 50 54 50 53 51 53 51] [508 508 508 508 510 510 506 506 509 509 507 507 510 510 506 506]\n",
      "[40 36 40 36 38 38 38 38 40 36 40 36 39 37 39 37] [51 51 51 51 53 53 49 49 52 52 50 50 53 53 49 49]\n",
      "[39 35 39 35 37 37 37 37 39 35 39 35 38 36 38 36] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[38 34 38 34 36 36 36 36 38 34 38 34 37 35 37 35] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[37 33 37 33 35 35 35 35 37 33 37 33 36 34 36 34] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[36 32 36 32 34 34 34 34 36 32 36 32 35 33 35 33] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[34 30 34 30 32 32 32 32 34 30 34 30 33 31 33 31] [51 51 51 51 53 53 49 49 52 52 50 50 53 53 49 49]\n",
      "[86 82 86 82 84 84 84 84 86 82 86 82 85 83 85 83] [304 304 304 304 306 306 302 302 305 305 303 303 306 306 302 302]\n",
      "[87 83 87 83 85 85 85 85 87 83 87 83 86 84 86 84] [302 302 302 302 304 304 300 300 303 303 301 301 304 304 300 300]\n",
      "[32 28 32 28 30 30 30 30 32 28 32 28 31 29 31 29] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[87 83 87 83 85 85 85 85 87 83 87 83 86 84 86 84] [394 394 394 394 396 396 392 392 395 395 393 393 396 396 392 392]\n",
      "[98 94 98 94 96 96 96 96 98 94 98 94 97 95 97 95] [145 145 145 145 147 147 143 143 146 146 144 144 147 147 143 143]\n",
      "[98 94 98 94 96 96 96 96 98 94 98 94 97 95 97 95] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[98 94 98 94 96 96 96 96 98 94 98 94 97 95 97 95] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[97 93 97 93 95 95 95 95 97 93 97 93 96 94 96 94] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[96 92 96 92 94 94 94 94 96 92 96 92 95 93 95 93] [396 396 396 396 398 398 394 394 397 397 395 395 398 398 394 394]\n",
      "[96 92 96 92 94 94 94 94 96 92 96 92 95 93 95 93] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[96 92 96 92 94 94 94 94 96 92 96 92 95 93 95 93] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[95 91 95 91 93 93 93 93 95 91 95 91 94 92 94 92] [386 386 386 386 388 388 384 384 387 387 385 385 388 388 384 384]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [481 481 481 481 483 483 479 479 482 482 480 480 483 483 479 479]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [144 144 144 144 146 146 142 142 145 145 143 143 146 146 142 142]\n",
      "[94 90 94 90 92 92 92 92 94 90 94 90 93 91 93 91] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[93 89 93 89 91 91 91 91 93 89 93 89 92 90 92 90] [477 477 477 477 479 479 475 475 478 478 476 476 479 479 475 475]\n",
      "[93 89 93 89 91 91 91 91 93 89 93 89 92 90 92 90] [469 469 469 469 471 471 467 467 470 470 468 468 471 471 467 467]\n",
      "[93 89 93 89 91 91 91 91 93 89 93 89 92 90 92 90] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[93 89 93 89 91 91 91 91 93 89 93 89 92 90 92 90] [221 221 221 221 223 223 219 219 222 222 220 220 223 223 219 219]\n",
      "[92 88 92 88 90 90 90 90 92 88 92 88 91 89 91 89] [472 472 472 472 474 474 470 470 473 473 471 471 474 474 470 470]\n",
      "[92 88 92 88 90 90 90 90 92 88 92 88 91 89 91 89] [395 395 395 395 397 397 393 393 396 396 394 394 397 397 393 393]\n",
      "[91 87 91 87 89 89 89 89 91 87 91 87 90 88 90 88] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[90 86 90 86 88 88 88 88 90 86 90 86 89 87 89 87] [144 144 144 144 146 146 142 142 145 145 143 143 146 146 142 142]\n",
      "[89 85 89 85 87 87 87 87 89 85 89 85 88 86 88 86] [468 468 468 468 470 470 466 466 469 469 467 467 470 470 466 466]\n",
      "[89 85 89 85 87 87 87 87 89 85 89 85 88 86 88 86] [219 219 219 219 221 221 217 217 220 220 218 218 221 221 217 217]\n",
      "[89 85 89 85 87 87 87 87 89 85 89 85 88 86 88 86] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[89 85 89 85 87 87 87 87 89 85 89 85 88 86 88 86] [136 136 136 136 138 138 134 134 137 137 135 135 138 138 134 134]\n",
      "[88 84 88 84 86 86 86 86 88 84 88 84 87 85 87 85] [312 312 312 312 314 314 310 310 313 313 311 311 314 314 310 310]\n",
      "[88 84 88 84 86 86 86 86 88 84 88 84 87 85 87 85] [306 306 306 306 308 308 304 304 307 307 305 305 308 308 304 304]\n",
      "[32 28 32 28 30 30 30 30 32 28 32 28 31 29 31 29] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [59 59 59 59 61 61 57 57 60 60 58 58 61 61 57 57]\n",
      "[248 244 248 244 246 246 246 246 248 244 248 244 247 245 247 245] [280 280 280 280 282 282 278 278 281 281 279 279 282 282 278 278]\n",
      "[223 219 223 219 221 221 221 221 223 219 223 219 222 220 222 220] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[224 220 224 220 222 222 222 222 224 220 224 220 223 221 223 221] [332 332 332 332 334 334 330 330 333 333 331 331 334 334 330 330]\n",
      "[224 220 224 220 222 222 222 222 224 220 224 220 223 221 223 221] [406 406 406 406 408 408 404 404 407 407 405 405 408 408 404 404]\n",
      "[224 220 224 220 222 222 222 222 224 220 224 220 223 221 223 221] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[229 225 229 225 227 227 227 227 229 225 229 225 228 226 228 226] [410 410 410 410 412 412 408 408 411 411 409 409 412 412 408 408]\n",
      "[230 226 230 226 228 228 228 228 230 226 230 226 229 227 229 227] [414 414 414 414 416 416 412 412 415 415 413 413 416 416 412 412]\n",
      "[231 227 231 227 229 229 229 229 231 227 231 227 230 228 230 228] [418 418 418 418 420 420 416 416 419 419 417 417 420 420 416 416]\n",
      "[235 231 235 231 233 233 233 233 235 231 235 231 234 232 234 232] [358 358 358 358 360 360 356 356 359 359 357 357 360 360 356 356]\n",
      "[235 231 235 231 233 233 233 233 235 231 235 231 234 232 234 232] [433 433 433 433 435 435 431 431 434 434 432 432 435 435 431 431]\n",
      "[237 233 237 233 235 235 235 235 237 233 237 233 236 234 236 234] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[237 233 237 233 235 235 235 235 237 233 237 233 236 234 236 234] [349 349 349 349 351 351 347 347 350 350 348 348 351 351 347 347]\n",
      "[238 234 238 234 236 236 236 236 238 234 238 234 237 235 237 235] [365 365 365 365 367 367 363 363 366 366 364 364 367 367 363 363]\n",
      "[239 235 239 235 237 237 237 237 239 235 239 235 238 236 238 236] [352 352 352 352 354 354 350 350 353 353 351 351 354 354 350 350]\n",
      "[240 236 240 236 238 238 238 238 240 236 240 236 239 237 239 237] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[241 237 241 237 239 239 239 239 241 237 241 237 240 238 240 238] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[240 236 240 236 238 238 238 238 240 236 240 236 239 237 239 237] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[242 238 242 238 240 240 240 240 242 238 242 238 241 239 241 239] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[244 240 244 240 242 242 242 242 244 240 244 240 243 241 243 241] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[247 243 247 243 245 245 245 245 247 243 247 243 246 244 246 244] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[245 241 245 241 243 243 243 243 245 241 245 241 244 242 244 242] [91 91 91 91 93 93 89 89 92 92 90 90 93 93 89 89]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [19 19 19 19 21 21 17 17 20 20 18 18 21 21 17 17]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [133 133 133 133 135 135 131 131 134 134 132 132 135 135 131 131]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[246 242 246 242 244 244 244 244 246 242 246 242 245 243 245 243] [366 366 366 366 368 368 364 364 367 367 365 365 368 368 364 364]\n",
      "[247 243 247 243 245 245 245 245 247 243 247 243 246 244 246 244] [429 429 429 429 431 431 427 427 430 430 428 428 431 431 427 427]\n",
      "[223 219 223 219 221 221 221 221 223 219 223 219 222 220 222 220] [157 157 157 157 159 159 155 155 158 158 156 156 159 159 155 155]\n",
      "[223 219 223 219 221 221 221 221 223 219 223 219 222 220 222 220] [52 52 52 52 54 54 50 50 53 53 51 51 54 54 50 50]\n",
      "[30 26 30 26 28 28 28 28 30 26 30 26 29 27 29 27] [50 50 50 50 52 52 48 48 51 51 49 49 52 52 48 48]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [329 329 329 329 331 331 327 327 330 330 328 328 331 331 327 327]\n",
      "[28 24 28 24 26 26 26 26 28 24 28 24 27 25 27 25] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[29 25 29 25 27 27 27 27 29 25 29 25 28 26 28 26] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [337 337 337 337 339 339 335 335 338 338 336 336 339 339 335 335]\n",
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      "[368 364 368 364 366 366 366 366 368 364 368 364 367 365 367 365] [265 265 265 265 267 267 263 263 266 266 264 264 267 267 263 263]\n",
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      "[374 370 374 370 372 372 372 372 374 370 374 370 373 371 373 371] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
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      "[378 374 378 374 376 376 376 376 378 374 378 374 377 375 377 375] [24 24 24 24 26 26 22 22 25 25 23 23 26 26 22 22]\n",
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      "[380 376 380 376 378 378 378 378 380 376 380 376 379 377 379 377] [31 31 31 31 33 33 29 29 32 32 30 30 33 33 29 29]\n",
      "[381 377 381 377 379 379 379 379 381 377 381 377 380 378 380 378] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
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      "[383 379 383 379 381 381 381 381 383 379 383 379 382 380 382 380] [505 505 505 505 507 507 503 503 506 506 504 504 507 507 503 503]\n",
      "[366 362 366 362 364 364 364 364 366 362 366 362 365 363 365 363] [285 285 285 285 287 287 283 283 286 286 284 284 287 287 283 283]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [448 448 448 448 450 450 446 446 449 449 447 447 450 450 446 446]\n",
      "[386 382 386 382 384 384 384 384 386 382 386 382 385 383 385 383] [422 422 422 422 424 424 420 420 423 423 421 421 424 424 420 420]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [173 173 173 173 175 175 171 171 174 174 172 172 175 175 171 171]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [142 142 142 142 144 144 140 140 143 143 141 141 144 144 140 140]\n",
      "[345 341 345 341 343 343 343 343 345 341 345 341 344 342 344 342] [424 424 424 424 426 426 422 422 425 425 423 423 426 426 422 422]\n",
      "[346 342 346 342 344 344 344 344 346 342 346 342 345 343 345 343] [57 57 57 57 59 59 55 55 58 58 56 56 59 59 55 55]\n",
      "[346 342 346 342 344 344 344 344 346 342 346 342 345 343 345 343] [67 67 67 67 69 69 65 65 68 68 66 66 69 69 65 65]\n",
      "[347 343 347 343 345 345 345 345 347 343 347 343 346 344 346 344] [144 144 144 144 146 146 142 142 145 145 143 143 146 146 142 142]\n",
      "[349 345 349 345 347 347 347 347 349 345 349 345 348 346 348 346] [250 250 250 250 252 252 248 248 251 251 249 249 252 252 248 248]\n",
      "[351 347 351 347 349 349 349 349 351 347 351 347 350 348 350 348] [242 242 242 242 244 244 240 240 243 243 241 241 244 244 240 240]\n",
      "[351 347 351 347 349 349 349 349 351 347 351 347 350 348 350 348] [462 462 462 462 464 464 460 460 463 463 461 461 464 464 460 460]\n",
      "[353 349 353 349 351 351 351 351 353 349 353 349 352 350 352 350] [252 252 252 252 254 254 250 250 253 253 251 251 254 254 250 250]\n",
      "[353 349 353 349 351 351 351 351 353 349 353 349 352 350 352 350] [458 458 458 458 460 460 456 456 459 459 457 457 460 460 456 456]\n",
      "[354 350 354 350 352 352 352 352 354 350 354 350 353 351 353 351] [247 247 247 247 249 249 245 245 248 248 246 246 249 249 245 245]\n",
      "[355 351 355 351 353 353 353 353 355 351 355 351 354 352 354 352] [251 251 251 251 253 253 249 249 252 252 250 250 253 253 249 249]\n",
      "[358 354 358 354 356 356 356 356 358 354 358 354 357 355 357 355] [455 455 455 455 457 457 453 453 456 456 454 454 457 457 453 453]\n",
      "[359 355 359 355 357 357 357 357 359 355 359 355 358 356 358 356] [272 272 272 272 274 274 270 270 273 273 271 271 274 274 270 270]\n",
      "[362 358 362 358 360 360 360 360 362 358 362 358 361 359 361 359] [279 279 279 279 281 281 277 277 280 280 278 278 281 281 277 277]\n",
      "[362 358 362 358 360 360 360 360 362 358 362 358 361 359 361 359] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[363 359 363 359 361 361 361 361 363 359 363 359 362 360 362 360] [437 437 437 437 439 439 435 435 438 438 436 436 439 439 435 435]\n",
      "[362 358 362 358 360 360 360 360 362 358 362 358 361 359 361 359] [454 454 454 454 456 456 452 452 455 455 453 453 456 456 452 452]\n",
      "[362 358 362 358 360 360 360 360 362 358 362 358 361 359 361 359] [460 460 460 460 462 462 458 458 461 461 459 459 462 462 458 458]\n",
      "[363 359 363 359 361 361 361 361 363 359 363 359 362 360 362 360] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[363 359 363 359 361 361 361 361 363 359 363 359 362 360 362 360] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[363 359 363 359 361 361 361 361 363 359 363 359 362 360 362 360] [264 264 264 264 266 266 262 262 265 265 263 263 266 266 262 262]\n",
      "[363 359 363 359 361 361 361 361 363 359 363 359 362 360 362 360] [456 456 456 456 458 458 454 454 457 457 455 455 458 458 454 454]\n",
      "[365 361 365 361 363 363 363 363 365 361 365 361 364 362 364 362] [26 26 26 26 28 28 24 24 27 27 25 25 28 28 24 24]\n",
      "[386 382 386 382 384 384 384 384 386 382 386 382 385 383 385 383] [410 410 410 410 412 412 408 408 411 411 409 409 412 412 408 408]\n",
      "[386 382 386 382 384 384 384 384 386 382 386 382 385 383 385 383] [426 426 426 426 428 428 424 424 427 427 425 425 428 428 424 424]\n",
      "[249 245 249 245 247 247 247 247 249 245 249 245 248 246 248 246] [92 92 92 92 94 94 90 90 93 93 91 91 94 94 90 90]\n",
      "[397 393 397 393 395 395 395 395 397 393 397 393 396 394 396 394] [498 498 498 498 500 500 496 496 499 499 497 497 500 500 496 496]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [481 481 481 481 483 483 479 479 482 482 480 480 483 483 479 479]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [163 163 163 163 165 165 161 161 164 164 162 162 165 165 161 161]\n",
      "[401 397 401 397 399 399 399 399 401 397 401 397 400 398 400 398] [148 148 148 148 150 150 146 146 149 149 147 147 150 150 146 146]\n",
      "[401 397 401 397 399 399 399 399 401 397 401 397 400 398 400 398] [498 498 498 498 500 500 496 496 499 499 497 497 500 500 496 496]\n",
      "[402 398 402 398 400 400 400 400 402 398 402 398 401 399 401 399] [57 57 57 57 59 59 55 55 58 58 56 56 59 59 55 55]\n",
      "[402 398 402 398 400 400 400 400 402 398 402 398 401 399 401 399] [489 489 489 489 491 491 487 487 490 490 488 488 491 491 487 487]\n",
      "[402 398 402 398 400 400 400 400 402 398 402 398 401 399 401 399] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [485 485 485 485 487 487 483 483 486 486 484 484 487 487 483 483]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [497 497 497 497 499 499 495 495 498 498 496 496 499 499 495 495]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [241 241 241 241 243 243 239 239 242 242 240 240 243 243 239 239]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [319 319 319 319 321 321 317 317 320 320 318 318 321 321 317 317]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [385 385 385 385 387 387 383 383 386 386 384 384 387 387 383 383]\n",
      "[407 403 407 403 405 405 405 405 407 403 407 403 406 404 406 404] [328 328 328 328 330 330 326 326 329 329 327 327 330 330 326 326]\n",
      "[408 404 408 404 406 406 406 406 408 404 408 404 407 405 407 405] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[414 410 414 410 412 412 412 412 414 410 414 410 413 411 413 411] [259 259 259 259 261 261 257 257 260 260 258 258 261 261 257 257]\n",
      "[415 411 415 411 413 413 413 413 415 411 415 411 414 412 414 412] [203 203 203 203 205 205 201 201 204 204 202 202 205 205 201 201]\n",
      "[417 413 417 413 415 415 415 415 417 413 417 413 416 414 416 414] [201 201 201 201 203 203 199 199 202 202 200 200 203 203 199 199]\n",
      "[417 413 417 413 415 415 415 415 417 413 417 413 416 414 416 414] [207 207 207 207 209 209 205 205 208 208 206 206 209 209 205 205]\n",
      "[417 413 417 413 415 415 415 415 417 413 417 413 416 414 416 414] [213 213 213 213 215 215 211 211 214 214 212 212 215 215 211 211]\n",
      "[418 414 418 414 416 416 416 416 418 414 418 414 417 415 417 415] [364 364 364 364 366 366 362 362 365 365 363 363 366 366 362 362]\n",
      "[419 415 419 415 417 417 417 417 419 415 419 415 418 416 418 416] [257 257 257 257 259 259 255 255 258 258 256 256 259 259 255 255]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [485 485 485 485 487 487 483 483 486 486 484 484 487 487 483 483]\n",
      "[387 383 387 383 385 385 385 385 387 383 387 383 386 384 386 384] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[397 393 397 393 395 395 395 395 397 393 397 393 396 394 396 394] [483 483 483 483 485 485 481 481 484 484 482 482 485 485 481 481]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [312 312 312 312 314 314 310 310 313 313 311 311 314 314 310 310]\n",
      "[388 384 388 384 386 386 386 386 388 384 388 384 387 385 387 385] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[388 384 388 384 386 386 386 386 388 384 388 384 387 385 387 385] [406 406 406 406 408 408 404 404 407 407 405 405 408 408 404 404]\n",
      "[388 384 388 384 386 386 386 386 388 384 388 384 387 385 387 385] [412 412 412 412 414 414 410 410 413 413 411 411 414 414 410 410]\n",
      "[388 384 388 384 386 386 386 386 388 384 388 384 387 385 387 385] [477 477 477 477 479 479 475 475 478 478 476 476 479 479 475 475]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [242 242 242 242 244 244 240 240 243 243 241 241 244 244 240 240]\n",
      "[390 386 390 386 388 388 388 388 390 386 390 386 389 387 389 387] [246 246 246 246 248 248 244 244 247 247 245 245 248 248 244 244]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [162 162 162 162 164 164 160 160 163 163 161 161 164 164 160 160]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[392 388 392 388 390 390 390 390 392 388 392 388 391 389 391 389] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
      "[392 388 392 388 390 390 390 390 392 388 392 388 391 389 391 389] [505 505 505 505 507 507 503 503 506 506 504 504 507 507 503 503]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [430 430 430 430 432 432 428 428 431 431 429 429 432 432 428 428]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [488 488 488 488 490 490 486 486 489 489 487 487 490 490 486 486]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [503 503 503 503 505 505 501 501 504 504 502 502 505 505 501 501]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [161 161 161 161 163 163 159 159 162 162 160 160 163 163 159 159]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [428 428 428 428 430 430 426 426 429 429 427 427 430 430 426 426]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [234 234 234 234 236 236 232 232 235 235 233 233 236 236 232 232]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [410 410 410 410 412 412 408 408 411 411 409 409 412 412 408 408]\n",
      "[344 340 344 340 342 342 342 342 344 340 344 340 343 341 343 341] [239 239 239 239 241 241 237 237 240 240 238 238 241 241 237 237]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [499 499 499 499 501 501 497 497 500 500 498 498 501 501 497 497]\n",
      "[343 339 343 339 341 341 341 341 343 339 343 339 342 340 342 340] [229 229 229 229 231 231 227 227 230 230 228 228 231 231 227 227]\n",
      "[275 271 275 271 273 273 273 273 275 271 275 271 274 272 274 272] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[275 271 275 271 273 273 273 273 275 271 275 271 274 272 274 272] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [53 53 53 53 55 55 51 51 54 54 52 52 55 55 51 51]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [309 309 309 309 311 311 307 307 310 310 308 308 311 311 307 307]\n",
      "[277 273 277 273 275 275 275 275 277 273 277 273 276 274 276 274] [231 231 231 231 233 233 229 229 232 232 230 230 233 233 229 229]\n",
      "[278 274 278 274 276 276 276 276 278 274 278 274 277 275 277 275] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[280 276 280 276 278 278 278 278 280 276 280 276 279 277 279 277] [74 74 74 74 76 76 72 72 75 75 73 73 76 76 72 72]\n",
      "[281 277 281 277 279 279 279 279 281 277 281 277 280 278 280 278] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[281 277 281 277 279 279 279 279 281 277 281 277 280 278 280 278] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[281 277 281 277 279 279 279 279 281 277 281 277 280 278 280 278] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[282 278 282 278 280 280 280 280 282 278 282 278 281 279 281 279] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[282 278 282 278 280 280 280 280 282 278 282 278 281 279 281 279] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[282 278 282 278 280 280 280 280 282 278 282 278 281 279 281 279] [488 488 488 488 490 490 486 486 489 489 487 487 490 490 486 486]\n",
      "[284 280 284 280 282 282 282 282 284 280 284 280 283 281 283 281] [75 75 75 75 77 77 73 73 76 76 74 74 77 77 73 73]\n",
      "[285 281 285 281 283 283 283 283 285 281 285 281 284 282 284 282] [312 312 312 312 314 314 310 310 313 313 311 311 314 314 310 310]\n",
      "[285 281 285 281 283 283 283 283 285 281 285 281 284 282 284 282] [321 321 321 321 323 323 319 319 322 322 320 320 323 323 319 319]\n",
      "[286 282 286 282 284 284 284 284 286 282 286 282 285 283 285 283] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[286 282 286 282 284 284 284 284 286 282 286 282 285 283 285 283] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[286 282 286 282 284 284 284 284 286 282 286 282 285 283 285 283] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[286 282 286 282 284 284 284 284 286 282 286 282 285 283 285 283] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[287 283 287 283 285 285 285 285 287 283 287 283 286 284 286 284] [67 67 67 67 69 69 65 65 68 68 66 66 69 69 65 65]\n",
      "[288 284 288 284 286 286 286 286 288 284 288 284 287 285 287 285] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[298 294 298 294 296 296 296 296 298 294 298 294 297 295 297 295] [433 433 433 433 435 435 431 431 434 434 432 432 435 435 431 431]\n",
      "[299 295 299 295 297 297 297 297 299 295 299 295 298 296 298 296] [443 443 443 443 445 445 441 441 444 444 442 442 445 445 441 441]\n",
      "[300 296 300 296 298 298 298 298 300 296 300 296 299 297 299 297] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[301 297 301 297 299 299 299 299 301 297 301 297 300 298 300 298] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [388 388 388 388 390 390 386 386 389 389 387 387 390 390 386 386]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [392 392 392 392 394 394 390 390 393 393 391 391 394 394 390 390]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[249 245 249 245 247 247 247 247 249 245 249 245 248 246 248 246] [271 271 271 271 273 273 269 269 272 272 270 270 273 273 269 269]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [7 7 7 7 9 9 5 5 8 8 6 6 9 9 5 5]\n"
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    {
     "name": "stdout",
     "output_type": "stream",
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      "[251 247 251 247 249 249 249 249 251 247 251 247 250 248 250 248] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[251 247 251 247 249 249 249 249 251 247 251 247 250 248 250 248] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [281 281 281 281 283 283 279 279 282 282 280 280 283 283 279 279]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [358 358 358 358 360 360 356 356 359 359 357 357 360 360 356 356]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [94 94 94 94 96 96 92 92 95 95 93 93 96 96 92 92]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [102 102 102 102 104 104 100 100 103 103 101 101 104 104 100 100]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [354 354 354 354 356 356 352 352 355 355 353 353 356 356 352 352]\n",
      "[254 250 254 250 252 252 252 252 254 250 254 250 253 251 253 251] [ 9  9  9  9 11 11  7  7 10 10  8  8 11 11  7  7]\n",
      "[254 250 254 250 252 252 252 252 254 250 254 250 253 251 253 251] [280 280 280 280 282 282 278 278 281 281 279 279 282 282 278 278]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [133 133 133 133 135 135 131 131 134 134 132 132 135 135 131 131]\n",
      "[258 254 258 254 256 256 256 256 258 254 258 254 257 255 257 255] [123 123 123 123 125 125 121 121 124 124 122 122 125 125 121 121]\n",
      "[258 254 258 254 256 256 256 256 258 254 258 254 257 255 257 255] [132 132 132 132 134 134 130 130 133 133 131 131 134 134 130 130]\n",
      "[267 263 267 263 265 265 265 265 267 263 267 263 266 264 266 264] [473 473 473 473 475 475 471 471 474 474 472 472 475 475 471 471]\n",
      "[268 264 268 264 266 266 266 266 268 264 268 264 267 265 267 265] [471 471 471 471 473 473 469 469 472 472 470 470 473 473 469 469]\n",
      "[270 266 270 266 268 268 268 268 270 266 270 266 269 267 269 267] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[271 267 271 267 269 269 269 269 271 267 271 267 270 268 270 268] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[271 267 271 267 269 269 269 269 271 267 271 267 270 268 270 268] [330 330 330 330 332 332 328 328 331 331 329 329 332 332 328 328]\n",
      "[272 268 272 268 270 270 270 270 272 268 272 268 271 269 271 269] [326 326 326 326 328 328 324 324 327 327 325 325 328 328 324 324]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [473 473 473 473 475 475 471 471 474 474 472 472 475 475 471 471]\n",
      "[272 268 272 268 270 270 270 270 272 268 272 268 271 269 271 269] [489 489 489 489 491 491 487 487 490 490 488 488 491 491 487 487]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[301 297 301 297 299 299 299 299 301 297 301 297 300 298 300 298] [109 109 109 109 111 111 107 107 110 110 108 108 111 111 107 107]\n",
      "[301 297 301 297 299 299 299 299 301 297 301 297 300 298 300 298] [135 135 135 135 137 137 133 133 136 136 134 134 137 137 133 133]\n",
      "[302 298 302 298 300 300 300 300 302 298 302 298 301 299 301 299] [183 183 183 183 185 185 181 181 184 184 182 182 185 185 181 181]\n",
      "[304 300 304 300 302 302 302 302 304 300 304 300 303 301 303 301] [118 118 118 118 120 120 116 116 119 119 117 117 120 120 116 116]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [313 313 313 313 315 315 311 311 314 314 312 312 315 315 311 311]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [325 325 325 325 327 327 323 323 326 326 324 324 327 327 323 323]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[331 327 331 327 329 329 329 329 331 327 331 327 330 328 330 328] [398 398 398 398 400 400 396 396 399 399 397 397 400 400 396 396]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [150 150 150 150 152 152 148 148 151 151 149 149 152 152 148 148]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [154 154 154 154 156 156 152 152 155 155 153 153 156 156 152 152]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [240 240 240 240 242 242 238 238 241 241 239 239 242 242 238 238]\n",
      "[332 328 332 328 330 330 330 330 332 328 332 328 331 329 331 329] [393 393 393 393 395 395 391 391 394 394 392 392 395 395 391 391]\n",
      "[334 330 334 330 332 332 332 332 334 330 334 330 333 331 333 331] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[334 330 334 330 332 332 332 332 334 330 334 330 333 331 333 331] [323 323 323 323 325 325 321 321 324 324 322 322 325 325 321 321]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [57 57 57 57 59 59 55 55 58 58 56 56 59 59 55 55]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [401 401 401 401 403 403 399 399 402 402 400 400 403 403 399 399]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [157 157 157 157 159 159 155 155 158 158 156 156 159 159 155 155]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [325 325 325 325 327 327 323 323 326 326 324 324 327 327 323 323]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [314 314 314 314 316 316 312 312 315 315 313 313 316 316 312 312]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [403 403 403 403 405 405 401 401 404 404 402 402 405 405 401 401]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [398 398 398 398 400 400 396 396 399 399 397 397 400 400 396 396]\n",
      "[341 337 341 337 339 339 339 339 341 337 341 337 340 338 340 338] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [158 158 158 158 160 160 156 156 159 159 157 157 160 160 156 156]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [237 237 237 237 239 239 235 235 238 238 236 236 239 239 235 235]\n",
      "[341 337 341 337 339 339 339 339 341 337 341 337 340 338 340 338] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[341 337 341 337 339 339 339 339 341 337 341 337 340 338 340 338] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [248 248 248 248 250 250 246 246 249 249 247 247 250 250 246 246]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [161 161 161 161 163 163 159 159 162 162 160 160 163 163 159 159]\n",
      "[325 321 325 321 323 323 323 323 325 321 325 321 324 322 324 322] [498 498 498 498 500 500 496 496 499 499 497 497 500 500 496 496]\n",
      "[323 319 323 319 321 321 321 321 323 319 323 319 322 320 322 320] [420 420 420 420 422 422 418 418 421 421 419 419 422 422 418 418]\n",
      "[311 307 311 307 309 309 309 309 311 307 311 307 310 308 310 308] [114 114 114 114 116 116 112 112 115 115 113 113 116 116 112 112]\n",
      "[303 299 303 299 301 301 301 301 303 299 303 299 302 300 302 300] [193 193 193 193 195 195 191 191 194 194 192 192 195 195 191 191]\n",
      "[304 300 304 300 302 302 302 302 304 300 304 300 303 301 303 301] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[305 301 305 301 303 303 303 303 305 301 305 301 304 302 304 302] [191 191 191 191 193 193 189 189 192 192 190 190 193 193 189 189]\n",
      "[305 301 305 301 303 303 303 303 305 301 305 301 304 302 304 302] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[307 303 307 303 305 305 305 305 307 303 307 303 306 304 306 304] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[306 302 306 302 304 304 304 304 306 302 306 302 305 303 305 303] [22 22 22 22 24 24 20 20 23 23 21 21 24 24 20 20]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [106 106 106 106 108 108 104 104 107 107 105 105 108 108 104 104]\n",
      "[310 306 310 306 308 308 308 308 310 306 310 306 309 307 309 307] [118 118 118 118 120 120 116 116 119 119 117 117 120 120 116 116]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[311 307 311 307 309 309 309 309 311 307 311 307 310 308 310 308] [102 102 102 102 104 104 100 100 103 103 101 101 104 104 100 100]\n",
      "[310 306 310 306 308 308 308 308 310 306 310 306 309 307 309 307] [108 108 108 108 110 110 106 106 109 109 107 107 110 110 106 106]\n",
      "[311 307 311 307 309 309 309 309 311 307 311 307 310 308 310 308] [433 433 433 433 435 435 431 431 434 434 432 432 435 435 431 431]\n",
      "[323 319 323 319 321 321 321 321 323 319 323 319 322 320 322 320] [416 416 416 416 418 418 414 414 417 417 415 415 418 418 414 414]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [22 22 22 22 24 24 20 20 23 23 21 21 24 24 20 20]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [265 265 265 265 267 267 263 263 266 266 264 264 267 267 263 263]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [271 271 271 271 273 273 269 269 272 272 270 270 273 273 269 269]\n",
      "[313 309 313 309 311 311 311 311 313 309 313 309 312 310 312 310] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[314 310 314 310 312 312 312 312 314 310 314 310 313 311 313 311] [193 193 193 193 195 195 191 191 194 194 192 192 195 195 191 191]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[316 312 316 312 314 314 314 314 316 312 316 312 315 313 315 313] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[317 313 317 313 315 315 315 315 317 313 317 313 316 314 316 314] [13 13 13 13 15 15 11 11 14 14 12 12 15 15 11 11]\n",
      "[317 313 317 313 315 315 315 315 317 313 317 313 316 314 316 314] [107 107 107 107 109 109 105 105 108 108 106 106 109 109 105 105]\n",
      "[318 314 318 314 316 316 316 316 318 314 318 314 317 315 317 315] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[319 315 319 315 317 317 317 317 319 315 319 315 318 316 318 316] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[464 460 464 460 462 462 462 462 464 460 464 460 463 461 463 461] [72 72 72 72 74 74 70 70 73 73 71 71 74 74 70 70]\n",
      "[210 206 210 206 208 208 208 208 210 206 210 206 209 207 209 207] [483 483 483 483 485 485 481 481 484 484 482 482 485 485 481 481]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[356 350 356 350 353 353 353 353 356 350 356 350 354 352 354 352 355 351\n",
      " 355 351 355 351 355 351] [461 461 461 461 464 464 458 458 462 462 460 460 464 464 458 458 463 463\n",
      " 459 459 463 463 459 459]\n",
      "[332 326 332 326 329 329 329 329 332 326 332 326 330 328 330 328 331 327\n",
      " 331 327 331 327 331 327] [321 321 321 321 324 324 318 318 322 322 320 320 324 324 318 318 323 323\n",
      " 319 319 323 323 319 319]\n",
      "[335 329 335 329 332 332 332 332 335 329 335 329 333 331 333 331 334 330\n",
      " 334 330 334 330 334 330] [322 322 322 322 325 325 319 319 323 323 321 321 325 325 319 319 324 324\n",
      " 320 320 324 324 320 320]\n",
      "[334 328 334 328 331 331 331 331 334 328 334 328 332 330 332 330 333 329\n",
      " 333 329 333 329 333 329] [399 399 399 399 402 402 396 396 400 400 398 398 402 402 396 396 401 401\n",
      " 397 397 401 401 397 397]\n",
      "[336 330 336 330 333 333 333 333 336 330 336 330 334 332 334 332 335 331\n",
      " 335 331 335 331 335 331] [148 148 148 148 151 151 145 145 149 149 147 147 151 151 145 145 150 150\n",
      " 146 146 150 150 146 146]\n",
      "[336 330 336 330 333 333 333 333 336 330 336 330 334 332 334 332 335 331\n",
      " 335 331 335 331 335 331] [476 476 476 476 479 479 473 473 477 477 475 475 479 479 473 473 478 478\n",
      " 474 474 478 478 474 474]\n",
      "[337 331 337 331 334 334 334 334 337 331 337 331 335 333 335 333 336 332\n",
      " 336 332 336 332 336 332] [321 321 321 321 324 324 318 318 322 322 320 320 324 324 318 318 323 323\n",
      " 319 319 323 323 319 319]\n",
      "[337 331 337 331 334 334 334 334 337 331 337 331 335 333 335 333 336 332\n",
      " 336 332 336 332 336 332] [400 400 400 400 403 403 397 397 401 401 399 399 403 403 397 397 402 402\n",
      " 398 398 402 402 398 398]\n",
      "[339 333 339 333 336 336 336 336 339 333 339 333 337 335 337 335 338 334\n",
      " 338 334 338 334 338 334] [60 60 60 60 63 63 57 57 61 61 59 59 63 63 57 57 62 62 58 58 62 62 58 58]\n",
      "[339 333 339 333 336 336 336 336 339 333 339 333 337 335 337 335 338 334\n",
      " 338 334 338 334 338 334] [64 64 64 64 67 67 61 61 65 65 63 63 67 67 61 61 66 66 62 62 66 66 62 62]\n",
      "[339 333 339 333 336 336 336 336 339 333 339 333 337 335 337 335 338 334\n",
      " 338 334 338 334 338 334] [399 399 399 399 402 402 396 396 400 400 398 398 402 402 396 396 401 401\n",
      " 397 397 401 401 397 397]\n",
      "[340 334 340 334 337 337 337 337 340 334 340 334 338 336 338 336 339 335\n",
      " 339 335 339 335 339 335] [394 394 394 394 397 397 391 391 395 395 393 393 397 397 391 391 396 396\n",
      " 392 392 396 396 392 392]\n",
      "[341 335 341 335 338 338 338 338 341 335 341 335 339 337 339 337 340 336\n",
      " 340 336 340 336 340 336] [142 142 142 142 145 145 139 139 143 143 141 141 145 145 139 139 144 144\n",
      " 140 140 144 144 140 140]\n",
      "[341 335 341 335 338 338 338 338 341 335 341 335 339 337 339 337 340 336\n",
      " 340 336 340 336 340 336] [155 155 155 155 158 158 152 152 156 156 154 154 158 158 152 152 157 157\n",
      " 153 153 157 157 153 153]\n",
      "[341 335 341 335 338 338 338 338 341 335 341 335 339 337 339 337 340 336\n",
      " 340 336 340 336 340 336] [232 232 232 232 235 235 229 229 233 233 231 231 235 235 229 229 234 234\n",
      " 230 230 234 234 230 230]\n",
      "[342 336 342 336 339 339 339 339 342 336 342 336 340 338 340 338 341 337\n",
      " 341 337 341 337 341 337] [148 148 148 148 151 151 145 145 149 149 147 147 151 151 145 145 150 150\n",
      " 146 146 150 150 146 146]\n",
      "[345 339 345 339 342 342 342 342 345 339 345 339 343 341 343 341 344 340\n",
      " 344 340 344 340 344 340] [60 60 60 60 63 63 57 57 61 61 59 59 63 63 57 57 62 62 58 58 62 62 58 58]\n",
      "[344 338 344 338 341 341 341 341 344 338 344 338 342 340 342 340 343 339\n",
      " 343 339 343 339 343 339] [64 64 64 64 67 67 61 61 65 65 63 63 67 67 61 61 66 66 62 62 66 66 62 62]\n",
      "[346 340 346 340 343 343 343 343 346 340 346 340 344 342 344 342 345 341\n",
      " 345 341 345 341 345 341] [157 157 157 157 160 160 154 154 158 158 156 156 160 160 154 154 159 159\n",
      " 155 155 159 159 155 155]\n",
      "[346 340 346 340 343 343 343 343 346 340 346 340 344 342 344 342 345 341\n",
      " 345 341 345 341 345 341] [239 239 239 239 242 242 236 236 240 240 238 238 242 242 236 236 241 241\n",
      " 237 237 241 241 237 237]\n",
      "[346 340 346 340 343 343 343 343 346 340 346 340 344 342 344 342 345 341\n",
      " 345 341 345 341 345 341] [241 241 241 241 244 244 238 238 242 242 240 240 244 244 238 238 243 243\n",
      " 239 239 243 243 239 239]\n",
      "[347 341 347 341 344 344 344 344 347 341 347 341 345 343 345 343 346 342\n",
      " 346 342 346 342 346 342] [248 248 248 248 251 251 245 245 249 249 247 247 251 251 245 245 250 250\n",
      " 246 246 250 250 246 246]\n",
      "[351 345 351 345 348 348 348 348 351 345 351 345 349 347 349 347 350 346\n",
      " 350 346 350 346 350 346] [244 244 244 244 247 247 241 241 245 245 243 243 247 247 241 241 246 246\n",
      " 242 242 246 246 242 242]\n",
      "[352 346 352 346 349 349 349 349 352 346 352 346 350 348 350 348 351 347\n",
      " 351 347 351 347 351 347] [239 239 239 239 242 242 236 236 240 240 238 238 242 242 236 236 241 241\n",
      " 237 237 241 241 237 237]\n",
      "[353 347 353 347 350 350 350 350 353 347 353 347 351 349 351 349 352 348\n",
      " 352 348 352 348 352 348] [248 248 248 248 251 251 245 245 249 249 247 247 251 251 245 245 250 250\n",
      " 246 246 250 250 246 246]\n",
      "[355 349 355 349 352 352 352 352 355 349 355 349 353 351 353 351 354 350\n",
      " 354 350 354 350 354 350] [423 423 423 423 426 426 420 420 424 424 422 422 426 426 420 420 425 425\n",
      " 421 421 425 425 421 421]\n",
      "[333 327 333 327 330 330 330 330 333 327 333 327 331 329 331 329 332 328\n",
      " 332 328 332 328 332 328] [316 316 316 316 319 319 313 313 317 317 315 315 319 319 313 313 318 318\n",
      " 314 314 318 318 314 314]\n",
      "[329 323 329 323 326 326 326 326 329 323 329 323 327 325 327 325 328 324\n",
      " 328 324 328 324 328 324] [496 496 496 496 499 499 493 493 497 497 495 495 499 499 493 493 498 498\n",
      " 494 494 498 498 494 494]\n",
      "[317 311 317 311 314 314 314 314 317 311 317 311 315 313 315 313 316 312\n",
      " 316 312 316 312 316 312] [113 113 113 113 116 116 110 110 114 114 112 112 116 116 110 110 115 115\n",
      " 111 111 115 115 111 111]\n",
      "[283 277 283 277 280 280 280 280 283 277 283 277 281 279 281 279 282 278\n",
      " 282 278 282 278 282 278] [315 315 315 315 318 318 312 312 316 316 314 314 318 318 312 312 317 317\n",
      " 313 313 317 317 313 313]\n",
      "[256 250 256 250 253 253 253 253 256 250 256 250 254 252 254 252 255 251\n",
      " 255 251 255 251 255 251] [452 452 452 452 455 455 449 449 453 453 451 451 455 455 449 449 454 454\n",
      " 450 450 454 454 450 450]\n",
      "[256 250 256 250 253 253 253 253 256 250 256 250 254 252 254 252 255 251\n",
      " 255 251 255 251 255 251] [457 457 457 457 460 460 454 454 458 458 456 456 460 460 454 454 459 459\n",
      " 455 455 459 459 455 455]\n",
      "[266 260 266 260 263 263 263 263 266 260 266 260 264 262 264 262 265 261\n",
      " 265 261 265 261 265 261] [327 327 327 327 330 330 324 324 328 328 326 326 330 330 324 324 329 329\n",
      " 325 325 329 329 325 325]\n",
      "[266 260 266 260 263 263 263 263 266 260 266 260 264 262 264 262 265 261\n",
      " 265 261 265 261 265 261] [331 331 331 331 334 334 328 328 332 332 330 330 334 334 328 328 333 333\n",
      " 329 329 333 333 329 329]\n",
      "[269 263 269 263 266 266 266 266 269 263 269 263 267 265 267 265 268 264\n",
      " 268 264 268 264 268 264] [330 330 330 330 333 333 327 327 331 331 329 329 333 333 327 327 332 332\n",
      " 328 328 332 332 328 328]\n",
      "[273 267 273 267 270 270 270 270 273 267 273 267 271 269 271 269 272 268\n",
      " 272 268 272 268 272 268] [318 318 318 318 321 321 315 315 319 319 317 317 321 321 315 315 320 320\n",
      " 316 316 320 320 316 316]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
      " 275 271 275 271 275 271] [225 225 225 225 228 228 222 222 226 226 224 224 228 228 222 222 227 227\n",
      " 223 223 227 227 223 223]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
      " 275 271 275 271 275 271] [229 229 229 229 232 232 226 226 230 230 228 228 232 232 226 226 231 231\n",
      " 227 227 231 231 227 227]\n",
      "[277 271 277 271 274 274 274 274 277 271 277 271 275 273 275 273 276 272\n",
      " 276 272 276 272 276 272] [144 144 144 144 147 147 141 141 145 145 143 143 147 147 141 141 146 146\n",
      " 142 142 146 146 142 142]\n",
      "[280 274 280 274 277 277 277 277 280 274 280 274 278 276 278 276 279 275\n",
      " 279 275 279 275 279 275] [225 225 225 225 228 228 222 222 226 226 224 224 228 228 222 222 227 227\n",
      " 223 223 227 227 223 223]\n",
      "[281 275 281 275 278 278 278 278 281 275 281 275 279 277 279 277 280 276\n",
      " 280 276 280 276 280 276] [227 227 227 227 230 230 224 224 228 228 226 226 230 230 224 224 229 229\n",
      " 225 225 229 229 225 225]\n",
      "[287 281 287 281 284 284 284 284 287 281 287 281 285 283 285 283 286 282\n",
      " 286 282 286 282 286 282] [73 73 73 73 76 76 70 70 74 74 72 72 76 76 70 70 75 75 71 71 75 75 71 71]\n",
      "[316 310 316 310 313 313 313 313 316 310 316 310 314 312 314 312 315 311\n",
      " 315 311 315 311 315 311] [108 108 108 108 111 111 105 105 109 109 107 107 111 111 105 105 110 110\n",
      " 106 106 110 110 106 106]\n",
      "[303 297 303 297 300 300 300 300 303 297 303 297 301 299 301 299 302 298\n",
      " 302 298 302 298 302 298] [434 434 434 434 437 437 431 431 435 435 433 433 437 437 431 431 436 436\n",
      " 432 432 436 436 432 432]\n",
      "[307 301 307 301 304 304 304 304 307 301 307 301 305 303 305 303 306 302\n",
      " 306 302 306 302 306 302] [184 184 184 184 187 187 181 181 185 185 183 183 187 187 181 181 186 186\n",
      " 182 182 186 186 182 182]\n",
      "[307 301 307 301 304 304 304 304 307 301 307 301 305 303 305 303 306 302\n",
      " 306 302 306 302 306 302] [266 266 266 266 269 269 263 263 267 267 265 265 269 269 263 263 268 268\n",
      " 264 264 268 268 264 264]\n",
      "[309 303 309 303 306 306 306 306 309 303 309 303 307 305 307 305 308 304\n",
      " 308 304 308 304 308 304] [434 434 434 434 437 437 431 431 435 435 433 433 437 437 431 431 436 436\n",
      " 432 432 436 436 432 432]\n",
      "[310 304 310 304 307 307 307 307 310 304 310 304 308 306 308 306 309 305\n",
      " 309 305 309 305 309 305] [20 20 20 20 23 23 17 17 21 21 19 19 23 23 17 17 22 22 18 18 22 22 18 18]\n",
      "[311 305 311 305 308 308 308 308 311 305 311 305 309 307 309 307 310 306\n",
      " 310 306 310 306 310 306] [16 16 16 16 19 19 13 13 17 17 15 15 19 19 13 13 18 18 14 14 18 18 14 14]\n",
      "[313 307 313 307 310 310 310 310 313 307 313 307 311 309 311 309 312 308\n",
      " 312 308 312 308 312 308] [190 190 190 190 193 193 187 187 191 191 189 189 193 193 187 187 192 192\n",
      " 188 188 192 192 188 188]\n",
      "[313 307 313 307 310 310 310 310 313 307 313 307 311 309 311 309 312 308\n",
      " 312 308 312 308 312 308] [185 185 185 185 188 188 182 182 186 186 184 184 188 188 182 182 187 187\n",
      " 183 183 187 187 183 183]\n",
      "[314 308 314 308 311 311 311 311 314 308 314 308 312 310 312 310 313 309\n",
      " 313 309 313 309 313 309] [105 105 105 105 108 108 102 102 106 106 104 104 108 108 102 102 107 107\n",
      " 103 103 107 107 103 103]\n",
      "[315 309 315 309 312 312 312 312 315 309 315 309 313 311 313 311 314 310\n",
      " 314 310 314 310 314 310] [16 16 16 16 19 19 13 13 17 17 15 15 19 19 13 13 18 18 14 14 18 18 14 14]\n",
      "[316 310 316 310 313 313 313 313 316 310 316 310 314 312 314 312 315 311\n",
      " 315 311 315 311 315 311] [18 18 18 18 21 21 15 15 19 19 17 17 21 21 15 15 20 20 16 16 20 20 16 16]\n",
      "[356 350 356 350 353 353 353 353 356 350 356 350 354 352 354 352 355 351\n",
      " 355 351 355 351 355 351] [455 455 455 455 458 458 452 452 456 456 454 454 458 458 452 452 457 457\n",
      " 453 453 457 457 453 453]\n",
      "[360 354 360 354 357 357 357 357 360 354 360 354 358 356 358 356 359 355\n",
      " 359 355 359 355 359 355] [461 461 461 461 464 464 458 458 462 462 460 460 464 464 458 458 463 463\n",
      " 459 459 463 463 459 459]\n",
      "[432 426 432 426 429 429 429 429 432 426 432 426 430 428 430 428 431 427\n",
      " 431 427 431 427 431 427] [223 223 223 223 226 226 220 220 224 224 222 222 226 226 220 220 225 225\n",
      " 221 221 225 225 221 221]\n",
      "[361 355 361 355 358 358 358 358 361 355 361 355 359 357 359 357 360 356\n",
      " 360 356 360 356 360 356] [283 283 283 283 286 286 280 280 284 284 282 282 286 286 280 280 285 285\n",
      " 281 281 285 285 281 281]\n",
      "[401 395 401 395 398 398 398 398 401 395 401 395 399 397 399 397 400 396\n",
      " 400 396 400 396 400 396] [60 60 60 60 63 63 57 57 61 61 59 59 63 63 57 57 62 62 58 58 62 62 58 58]\n",
      "[401 395 401 395 398 398 398 398 401 395 401 395 399 397 399 397 400 396\n",
      " 400 396 400 396 400 396] [64 64 64 64 67 67 61 61 65 65 63 63 67 67 61 61 66 66 62 62 66 66 62 62]\n",
      "[400 394 400 394 397 397 397 397 400 394 400 394 398 396 398 396 399 395\n",
      " 399 395 399 395 399 395] [312 312 312 312 315 315 309 309 313 313 311 311 315 315 309 309 314 314\n",
      " 310 310 314 314 310 310]\n",
      "[401 395 401 395 398 398 398 398 401 395 401 395 399 397 399 397 400 396\n",
      " 400 396 400 396 400 396] [494 494 494 494 497 497 491 491 495 495 493 493 497 497 491 491 496 496\n",
      " 492 492 496 496 492 492]\n",
      "[402 396 402 396 399 399 399 399 402 396 402 396 400 398 400 398 401 397\n",
      " 401 397 401 397 401 397] [227 227 227 227 230 230 224 224 228 228 226 226 230 230 224 224 229 229\n",
      " 225 225 229 229 225 225]\n",
      "[402 396 402 396 399 399 399 399 402 396 402 396 400 398 400 398 401 397\n",
      " 401 397 401 397 401 397] [322 322 322 322 325 325 319 319 323 323 321 321 325 325 319 319 324 324\n",
      " 320 320 324 324 320 320]\n",
      "[402 396 402 396 399 399 399 399 402 396 402 396 400 398 400 398 401 397\n",
      " 401 397 401 397 401 397] [325 325 325 325 328 328 322 322 326 326 324 324 328 328 322 322 327 327\n",
      " 323 323 327 327 323 323]\n",
      "[402 396 402 396 399 399 399 399 402 396 402 396 400 398 400 398 401 397\n",
      " 401 397 401 397 401 397] [482 482 482 482 485 485 479 479 483 483 481 481 485 485 479 479 484 484\n",
      " 480 480 484 484 480 480]\n",
      "[403 397 403 397 400 400 400 400 403 397 403 397 401 399 401 399 402 398\n",
      " 402 398 402 398 402 398] [146 146 146 146 149 149 143 143 147 147 145 145 149 149 143 143 148 148\n",
      " 144 144 148 148 144 144]\n",
      "[404 398 404 398 401 401 401 401 404 398 404 398 402 400 402 400 403 399\n",
      " 403 399 403 399 403 399] [143 143 143 143 146 146 140 140 144 144 142 142 146 146 140 140 145 145\n",
      " 141 141 145 145 141 141]\n",
      "[405 399 405 399 402 402 402 402 405 399 405 399 403 401 403 401 404 400\n",
      " 404 400 404 400 404 400] [60 60 60 60 63 63 57 57 61 61 59 59 63 63 57 57 62 62 58 58 62 62 58 58]\n",
      "[405 399 405 399 402 402 402 402 405 399 405 399 403 401 403 401 404 400\n",
      " 404 400 404 400 404 400] [64 64 64 64 67 67 61 61 65 65 63 63 67 67 61 61 66 66 62 62 66 66 62 62]\n",
      "[405 399 405 399 402 402 402 402 405 399 405 399 403 401 403 401 404 400\n",
      " 404 400 404 400 404 400] [237 237 237 237 240 240 234 234 238 238 236 236 240 240 234 234 239 239\n",
      " 235 235 239 239 235 235]\n",
      "[405 399 405 399 402 402 402 402 405 399 405 399 403 401 403 401 404 400\n",
      " 404 400 404 400 404 400] [244 244 244 244 247 247 241 241 245 245 243 243 247 247 241 241 246 246\n",
      " 242 242 246 246 242 242]\n",
      "[411 405 411 405 408 408 408 408 411 405 411 405 409 407 409 407 410 406\n",
      " 410 406 410 406 410 406] [377 377 377 377 380 380 374 374 378 378 376 376 380 380 374 374 379 379\n",
      " 375 375 379 379 375 375]\n",
      "[418 412 418 412 415 415 415 415 418 412 418 412 416 414 416 414 417 413\n",
      " 417 413 417 413 417 413] [254 254 254 254 257 257 251 251 255 255 253 253 257 257 251 251 256 256\n",
      " 252 252 256 256 252 252]\n",
      "[419 413 419 413 416 416 416 416 419 413 419 413 417 415 417 415 418 414\n",
      " 418 414 418 414 418 414] [204 204 204 204 207 207 201 201 205 205 203 203 207 207 201 201 206 206\n",
      " 202 202 206 206 202 202]\n",
      "[420 414 420 414 417 417 417 417 420 414 420 414 418 416 418 416 419 415\n",
      " 419 415 419 415 419 415] [210 210 210 210 213 213 207 207 211 211 209 209 213 213 207 207 212 212\n",
      " 208 208 212 212 208 208]\n",
      "[424 418 424 418 421 421 421 421 424 418 424 418 422 420 422 420 423 419\n",
      " 423 419 423 419 423 419] [355 355 355 355 358 358 352 352 356 356 354 354 358 358 352 352 357 357\n",
      " 353 353 357 357 353 353]\n",
      "[425 419 425 419 422 422 422 422 425 419 425 419 423 421 423 421 424 420\n",
      " 424 420 424 420 424 420] [209 209 209 209 212 212 206 206 210 210 208 208 212 212 206 206 211 211\n",
      " 207 207 211 211 207 207]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [436 436 436 436 439 439 433 433 437 437 435 435 439 439 433 433 438 438\n",
      " 434 434 438 438 434 434]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [113 113 113 113 116 116 110 110 114 114 112 112 116 116 110 110 115 115\n",
      " 111 111 115 115 111 111]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [270 270 270 270 273 273 267 267 271 271 269 269 273 273 267 267 272 272\n",
      " 268 268 272 272 268 268]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [274 274 274 274 277 277 271 271 275 275 273 273 277 277 271 271 276 276\n",
      " 272 272 276 276 272 272]\n",
      "[429 423 429 423 426 426 426 426 429 423 429 423 427 425 427 425 428 424\n",
      " 428 424 428 424 428 424] [352 352 352 352 355 355 349 349 353 353 351 351 355 355 349 349 354 354\n",
      " 350 350 354 354 350 350]\n",
      "[399 393 399 393 396 396 396 396 399 393 399 393 397 395 397 395 398 394\n",
      " 398 394 398 394 398 394] [160 160 160 160 163 163 157 157 161 161 159 159 163 163 157 157 162 162\n",
      " 158 158 162 162 158 158]\n",
      "[399 393 399 393 396 396 396 396 399 393 399 393 397 395 397 395 398 394\n",
      " 398 394 398 394 398 394] [146 146 146 146 149 149 143 143 147 147 145 145 149 149 143 143 148 148\n",
      " 144 144 148 148 144 144]\n",
      "[397 391 397 391 394 394 394 394 397 391 397 391 395 393 395 393 396 392\n",
      " 396 392 396 392 396 392] [501 501 501 501 504 504 498 498 502 502 500 500 504 504 498 498 503 503\n",
      " 499 499 503 503 499 499]\n",
      "[378 372 378 372 375 375 375 375 378 372 378 372 376 374 376 374 377 373\n",
      " 377 373 377 373 377 373] [24 24 24 24 27 27 21 21 25 25 23 23 27 27 21 21 26 26 22 22 26 26 22 22]\n",
      "[363 357 363 357 360 360 360 360 363 357 363 357 361 359 361 359 362 358\n",
      " 362 358 362 358 362 358] [274 274 274 274 277 277 271 271 275 275 273 273 277 277 271 271 276 276\n",
      " 272 272 276 276 272 272]\n",
      "[367 361 367 361 364 364 364 364 367 361 367 361 365 363 365 363 366 362\n",
      " 366 362 366 362 366 362] [440 440 440 440 443 443 437 437 441 441 439 439 443 443 437 437 442 442\n",
      " 438 438 442 442 438 438]\n",
      "[366 360 366 360 363 363 363 363 366 360 366 360 364 362 364 362 365 361\n",
      " 365 361 365 361 365 361] [444 444 444 444 447 447 441 441 445 445 443 443 447 447 441 441 446 446\n",
      " 442 442 446 446 442 442]\n",
      "[367 361 367 361 364 364 364 364 367 361 367 361 365 363 365 363 366 362\n",
      " 366 362 366 362 366 362] [104 104 104 104 107 107 101 101 105 105 103 103 107 107 101 101 106 106\n",
      " 102 102 106 106 102 102]\n",
      "[367 361 367 361 364 364 364 364 367 361 367 361 365 363 365 363 366 362\n",
      " 366 362 366 362 366 362] [267 267 267 267 270 270 264 264 268 268 266 266 270 270 264 264 269 269\n",
      " 265 265 269 269 265 265]\n",
      "[367 361 367 361 364 364 364 364 367 361 367 361 365 363 365 363 366 362\n",
      " 366 362 366 362 366 362] [354 354 354 354 357 357 351 351 355 355 353 353 357 357 351 351 356 356\n",
      " 352 352 356 356 352 352]\n",
      "[369 363 369 363 366 366 366 366 369 363 369 363 367 365 367 365 368 364\n",
      " 368 364 368 364 368 364] [24 24 24 24 27 27 21 21 25 25 23 23 27 27 21 21 26 26 22 22 26 26 22 22]\n",
      "[369 363 369 363 366 366 366 366 369 363 369 363 367 365 367 365 368 364\n",
      " 368 364 368 364 368 364] [103 103 103 103 106 106 100 100 104 104 102 102 106 106 100 100 105 105\n",
      " 101 101 105 105 101 101]\n",
      "[371 365 371 365 368 368 368 368 371 365 371 365 369 367 369 367 370 366\n",
      " 370 366 370 366 370 366] [108 108 108 108 111 111 105 105 109 109 107 107 111 111 105 105 110 110\n",
      " 106 106 110 110 106 106]\n",
      "[371 365 371 365 368 368 368 368 371 365 371 365 369 367 369 367 370 366\n",
      " 370 366 370 366 370 366] [444 444 444 444 447 447 441 441 445 445 443 443 447 447 441 441 446 446\n",
      " 442 442 446 446 442 442]\n",
      "[376 370 376 370 373 373 373 373 376 370 376 370 374 372 374 372 375 371\n",
      " 375 371 375 371 375 371] [280 280 280 280 283 283 277 277 281 281 279 279 283 283 277 277 282 282\n",
      " 278 278 282 282 278 278]\n",
      "[378 372 378 372 375 375 375 375 378 372 378 372 376 374 376 374 377 373\n",
      " 377 373 377 373 377 373] [28 28 28 28 31 31 25 25 29 29 27 27 31 31 25 25 30 30 26 26 30 30 26 26]\n",
      "[397 391 397 391 394 394 394 394 397 391 397 391 395 393 395 393 396 392\n",
      " 396 392 396 392 396 392] [394 394 394 394 397 397 391 391 395 395 393 393 397 397 391 391 396 396\n",
      " 392 392 396 396 392 392]\n",
      "[379 373 379 373 376 376 376 376 379 373 379 373 377 375 377 375 378 374\n",
      " 378 374 378 374 378 374] [26 26 26 26 29 29 23 23 27 27 25 25 29 29 23 23 28 28 24 24 28 28 24 24]\n",
      "[385 379 385 379 382 382 382 382 385 379 385 379 383 381 383 381 384 380\n",
      " 384 380 384 380 384 380] [494 494 494 494 497 497 491 491 495 495 493 493 497 497 491 491 496 496\n",
      " 492 492 496 496 492 492]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[392 386 392 386 389 389 389 389 392 386 392 386 390 388 390 388 391 387\n",
      " 391 387 391 387 391 387] [479 479 479 479 482 482 476 476 480 480 478 478 482 482 476 476 481 481\n",
      " 477 477 481 481 477 477]\n",
      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
      " 390 386 390 386 390 386] [502 502 502 502 505 505 499 499 503 503 501 501 505 505 499 499 504 504\n",
      " 500 500 504 504 500 500]\n",
      "[393 387 393 387 390 390 390 390 393 387 393 387 391 389 391 389 392 388\n",
      " 392 388 392 388 392 388] [314 314 314 314 317 317 311 311 315 315 313 313 317 317 311 311 316 316\n",
      " 312 312 316 316 312 312]\n",
      "[393 387 393 387 390 390 390 390 393 387 393 387 391 389 391 389 392 388\n",
      " 392 388 392 388 392 388] [499 499 499 499 502 502 496 496 500 500 498 498 502 502 496 496 501 501\n",
      " 497 497 501 501 497 497]\n",
      "[394 388 394 388 391 391 391 391 394 388 394 388 392 390 392 390 393 389\n",
      " 393 389 393 389 393 389] [244 244 244 244 247 247 241 241 245 245 243 243 247 247 241 241 246 246\n",
      " 242 242 246 246 242 242]\n",
      "[394 388 394 388 391 391 391 391 394 388 394 388 392 390 392 390 393 389\n",
      " 393 389 393 389 393 389] [404 404 404 404 407 407 401 401 405 405 403 403 407 407 401 401 406 406\n",
      " 402 402 406 406 402 402]\n",
      "[395 389 395 389 392 392 392 392 395 389 395 389 393 391 393 391 394 390\n",
      " 394 390 394 390 394 390] [159 159 159 159 162 162 156 156 160 160 158 158 162 162 156 156 161 161\n",
      " 157 157 161 161 157 157]\n",
      "[397 391 397 391 394 394 394 394 397 391 397 391 395 393 395 393 396 392\n",
      " 396 392 396 392 396 392] [160 160 160 160 163 163 157 157 161 161 159 159 163 163 157 157 162 162\n",
      " 158 158 162 162 158 158]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [456 456 456 456 459 459 453 453 457 457 455 455 459 459 453 453 458 458\n",
      " 454 454 458 458 454 454]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [453 453 453 453 456 456 450 450 454 454 452 452 456 456 450 450 455 455\n",
      " 451 451 455 455 451 451]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [273 273 273 273 276 276 270 270 274 274 272 272 276 276 270 270 275 275\n",
      " 271 271 275 275 271 271]\n",
      "[252 246 252 246 249 249 249 249 252 246 252 246 250 248 250 248 251 247\n",
      " 251 247 251 247 251 247] [16 16 16 16 19 19 13 13 17 17 15 15 19 19 13 13 18 18 14 14 18 18 14 14]\n",
      "[98 92 98 92 95 95 95 95 98 92 98 92 96 94 96 94 97 93 97 93 97 93 97 93] [141 141 141 141 144 144 138 138 142 142 140 140 144 144 138 138 143 143\n",
      " 139 139 143 143 139 139]\n",
      "[99 93 99 93 96 96 96 96 99 93 99 93 97 95 97 95 98 94 98 94 98 94 98 94] [54 54 54 54 57 57 51 51 55 55 53 53 57 57 51 51 56 56 52 52 56 56 52 52]\n",
      "[99 93 99 93 96 96 96 96 99 93 99 93 97 95 97 95 98 94 98 94 98 94 98 94] [56 56 56 56 59 59 53 53 57 57 55 55 59 59 53 53 58 58 54 54 58 58 54 54]\n",
      "[119 113 119 113 116 116 116 116 119 113 119 113 117 115 117 115 118 114\n",
      " 118 114 118 114 118 114] [354 354 354 354 357 357 351 351 355 355 353 353 357 357 351 351 356 356\n",
      " 352 352 356 356 352 352]\n",
      "[120 114 120 114 117 117 117 117 120 114 120 114 118 116 118 116 119 115\n",
      " 119 115 119 115 119 115] [430 430 430 430 433 433 427 427 431 431 429 429 433 433 427 427 432 432\n",
      " 428 428 432 432 428 428]\n",
      "[121 115 121 115 118 118 118 118 121 115 121 115 119 117 119 117 120 116\n",
      " 120 116 120 116 120 116] [347 347 347 347 350 350 344 344 348 348 346 346 350 350 344 344 349 349\n",
      " 345 345 349 349 345 345]\n",
      "[123 117 123 117 120 120 120 120 123 117 123 117 121 119 121 119 122 118\n",
      " 122 118 122 118 122 118] [184 184 184 184 187 187 181 181 185 185 183 183 187 187 181 181 186 186\n",
      " 182 182 186 186 182 182]\n",
      "[123 117 123 117 120 120 120 120 123 117 123 117 121 119 121 119 122 118\n",
      " 122 118 122 118 122 118] [430 430 430 430 433 433 427 427 431 431 429 429 433 433 427 427 432 432\n",
      " 428 428 432 432 428 428]\n",
      "[124 118 124 118 121 121 121 121 124 118 124 118 122 120 122 120 123 119\n",
      " 123 119 123 119 123 119] [180 180 180 180 183 183 177 177 181 181 179 179 183 183 177 177 182 182\n",
      " 178 178 182 182 178 178]\n",
      "[124 118 124 118 121 121 121 121 124 118 124 118 122 120 122 120 123 119\n",
      " 123 119 123 119 123 119] [436 436 436 436 439 439 433 433 437 437 435 435 439 439 433 433 438 438\n",
      " 434 434 438 438 434 434]\n",
      "[125 119 125 119 122 122 122 122 125 119 125 119 123 121 123 121 124 120\n",
      " 124 120 124 120 124 120] [ 98  98  98  98 101 101  95  95  99  99  97  97 101 101  95  95 100 100\n",
      "  96  96 100 100  96  96]\n",
      "[125 119 125 119 122 122 122 122 125 119 125 119 123 121 123 121 124 120\n",
      " 124 120 124 120 124 120] [348 348 348 348 351 351 345 345 349 349 347 347 351 351 345 345 350 350\n",
      " 346 346 350 350 346 346]\n",
      "[127 121 127 121 124 124 124 124 127 121 127 121 125 123 125 123 126 122\n",
      " 126 122 126 122 126 122] [12 12 12 12 15 15  9  9 13 13 11 11 15 15  9  9 14 14 10 10 14 14 10 10]\n",
      "[126 120 126 120 123 123 123 123 126 120 126 120 124 122 124 122 125 121\n",
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      "[128 122 128 122 125 125 125 125 128 122 128 122 126 124 126 124 127 123\n",
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      "[131 125 131 125 128 128 128 128 131 125 131 125 129 127 129 127 130 126\n",
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      "[153 147 153 147 150 150 150 150 153 147 153 147 151 149 151 149 152 148\n",
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      "[153 147 153 147 150 150 150 150 153 147 153 147 151 149 151 149 152 148\n",
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      "[153 147 153 147 150 150 150 150 153 147 153 147 151 149 151 149 152 148\n",
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      "[64 58 64 58 61 61 61 61 64 58 64 58 62 60 62 60 63 59 63 59 63 59 63 59] [263 263 263 263 266 266 260 260 264 264 262 262 266 266 260 260 265 265\n",
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      "[91 85 91 85 88 88 88 88 91 85 91 85 89 87 89 87 90 86 90 86 90 86 90 86] [305 305 305 305 308 308 302 302 306 306 304 304 308 308 302 302 307 307\n",
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      "[92 86 92 86 89 89 89 89 92 86 92 86 90 88 90 88 91 87 91 87 91 87 91 87] [478 478 478 478 481 481 475 475 479 479 477 477 481 481 475 475 480 480\n",
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      "[95 89 95 89 92 92 92 92 95 89 95 89 93 91 93 91 94 90 94 90 94 90 94 90] [137 137 137 137 140 140 134 134 138 138 136 136 140 140 134 134 139 139\n",
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      "[153 147 153 147 150 150 150 150 153 147 153 147 151 149 151 149 152 148\n",
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      "[154 148 154 148 151 151 151 151 154 148 154 148 152 150 152 150 153 149\n",
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      "[155 149 155 149 152 152 152 152 155 149 155 149 153 151 153 151 154 150\n",
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      "[236 230 236 230 233 233 233 233 236 230 236 230 234 232 234 232 235 231\n",
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      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
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      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
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      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
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      "[226 220 226 220 223 223 223 223 226 220 226 220 224 222 224 222 225 221\n",
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      "[242 236 242 236 239 239 239 239 242 236 242 236 240 238 240 238 241 237\n",
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      "[244 238 244 238 241 241 241 241 244 238 244 238 242 240 242 240 243 239\n",
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      "[246 240 246 240 243 243 243 243 246 240 246 240 244 242 244 242 245 241\n"
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    {
     "name": "stdout",
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      "[249 243 249 243 246 246 246 246 249 243 249 243 247 245 247 245 248 244\n",
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      "  97  97 101 101  97  97]\n",
      "[248 242 248 242 245 245 245 245 248 242 248 242 246 244 246 244 247 243\n",
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      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
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      "[250 244 250 244 247 247 247 247 250 244 250 244 248 246 248 246 249 245\n",
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      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
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      "[155 149 155 149 152 152 152 152 155 149 155 149 153 151 153 151 154 150\n",
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      "[157 151 157 151 154 154 154 154 157 151 157 151 155 153 155 153 156 152\n",
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      "[183 177 183 177 180 180 180 180 183 177 183 177 181 179 181 179 182 178\n",
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      "[182 176 182 176 179 179 179 179 182 176 182 176 180 178 180 178 181 177\n",
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      "[189 183 189 183 186 186 186 186 189 183 189 183 187 185 187 185 188 184\n",
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      "[210 204 210 204 207 207 207 207 210 204 210 204 208 206 208 206 209 205\n",
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      "[211 205 211 205 208 208 208 208 211 205 211 205 209 207 209 207 210 206\n",
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      "[212 206 212 206 209 209 209 209 212 206 212 206 210 208 210 208 211 207\n",
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      "[213 207 213 207 210 210 210 210 213 207 213 207 211 209 211 209 212 208\n",
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      "[213 207 213 207 210 210 210 210 213 207 213 207 211 209 211 209 212 208\n",
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      "[214 208 214 208 211 211 211 211 214 208 214 208 212 210 212 210 213 209\n",
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      "[431 425 431 425 428 428 428 428 431 425 431 425 429 427 429 427 430 426\n",
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      "[385 379 385 379 382 382 382 382 385 379 385 379 383 381 383 381 384 380\n",
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      "[433 427 433 427 430 430 430 430 433 427 433 427 431 429 431 429 432 428\n",
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      "[474 470 474 470 472 472 472 472 474 470 474 470 473 471 473 471] [34 34 34 34 36 36 32 32 35 35 33 33 36 36 32 32]\n",
      "[470 466 470 466 468 468 468 468 470 466 470 466 469 467 469 467] [61 61 61 61 63 63 59 59 62 62 60 60 63 63 59 59]\n",
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      "[470 466 470 466 468 468 468 468 470 466 470 466 469 467 469 467] [35 35 35 35 37 37 33 33 36 36 34 34 37 37 33 33]\n",
      "[469 465 469 465 467 467 467 467 469 465 469 465 468 466 468 466] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[469 465 469 465 467 467 467 467 469 465 469 465 468 466 468 466] [59 59 59 59 61 61 57 57 60 60 58 58 61 61 57 57]\n",
      "[468 464 468 464 466 466 466 466 468 464 468 464 467 465 467 465] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[467 463 467 463 465 465 465 465 467 463 467 463 466 464 466 464] [236 236 236 236 238 238 234 234 237 237 235 235 238 238 234 234]\n",
      "[467 463 467 463 465 465 465 465 467 463 467 463 466 464 466 464] [57 57 57 57 59 59 55 55 58 58 56 56 59 59 55 55]\n",
      "[467 463 467 463 465 465 465 465 467 463 467 463 466 464 466 464] [43 43 43 43 45 45 41 41 44 44 42 42 45 45 41 41]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [70 70 70 70 72 72 68 68 71 71 69 69 72 72 68 68]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [40 40 40 40 42 42 38 38 41 41 39 39 42 42 38 38]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [34 34 34 34 36 36 32 32 35 35 33 33 36 36 32 32]\n",
      "[465 461 465 461 463 463 463 463 465 461 465 461 464 462 464 462] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[464 460 464 460 462 462 462 462 464 460 464 460 463 461 463 461] [477 477 477 477 479 479 475 475 478 478 476 476 479 479 475 475]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [239 239 239 239 241 241 237 237 240 240 238 238 241 241 237 237]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [202 202 202 202 204 204 200 200 203 203 201 201 204 204 200 200]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [278 278 278 278 280 280 276 276 279 279 277 277 280 280 276 276]\n",
      "[505 501 505 501 503 503 503 503 505 501 505 501 504 502 504 502] [132 132 132 132 134 134 130 130 133 133 131 131 134 134 130 130]\n",
      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [207 207 207 207 209 209 205 205 208 208 206 206 209 209 205 205]\n",
      "[506 502 506 502 504 504 504 504 506 502 506 502 505 503 505 503] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[508 504 508 504 506 506 506 506 508 504 508 504 507 505 507 505] [421 421 421 421 423 423 419 419 422 422 420 420 423 423 419 419]\n",
      "[509 505 509 505 507 507 507 507 509 505 509 505 508 506 508 506] [484 484 484 484 486 486 482 482 485 485 483 483 486 486 482 482]\n",
      "[210 206 210 206 208 208 208 208 210 206 210 206 209 207 209 207] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[504 500 504 500 502 502 502 502 504 500 504 500 503 501 503 501] [422 422 422 422 424 424 420 420 423 423 421 421 424 424 420 420]\n",
      "[504 500 504 500 502 502 502 502 504 500 504 500 503 501 503 501] [412 412 412 412 414 414 410 410 413 413 411 411 414 414 410 410]\n",
      "[500 496 500 496 498 498 498 498 500 496 500 496 499 497 499 497] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[498 494 498 494 496 496 496 496 498 494 498 494 497 495 497 495] [203 203 203 203 205 205 201 201 204 204 202 202 205 205 201 201]\n",
      "[496 492 496 492 494 494 494 494 496 492 496 492 495 493 495 493] [205 205 205 205 207 207 203 203 206 206 204 204 207 207 203 203]\n",
      "[494 490 494 490 492 492 492 492 494 490 494 490 493 491 493 491] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[493 489 493 489 491 491 491 491 493 489 493 489 492 490 492 490] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[493 489 493 489 491 491 491 491 493 489 493 489 492 490 492 490] [24 24 24 24 26 26 22 22 25 25 23 23 26 26 22 22]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [437 437 437 437 439 439 435 435 438 438 436 436 439 439 435 435]\n",
      "[494 490 494 490 492 492 492 492 494 490 494 490 493 491 493 491] [209 209 209 209 211 211 207 207 210 210 208 208 211 211 207 207]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [15 15 15 15 17 17 13 13 16 16 14 14 17 17 13 13]\n",
      "[490 486 490 486 488 488 488 488 490 486 490 486 489 487 489 487] [433 433 433 433 435 435 431 431 434 434 432 432 435 435 431 431]\n",
      "[490 486 490 486 488 488 488 488 490 486 490 486 489 487 489 487] [286 286 286 286 288 288 284 284 287 287 285 285 288 288 284 284]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [25 25 25 25 27 27 23 23 26 26 24 24 27 27 23 23]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[433 427 433 427 430 430 430 430 433 427 433 427 431 429 431 429 432 428\n",
      " 432 428 432 428 432 428] [274 274 274 274 277 277 271 271 275 275 273 273 277 277 271 271 276 276\n",
      " 272 272 276 276 272 272]\n",
      "[488 484 488 484 486 486 486 486 488 484 488 484 487 485 487 485] [288 288 288 288 290 290 286 286 289 289 287 287 290 290 286 286]\n",
      "[488 484 488 484 486 486 486 486 488 484 488 484 487 485 487 485] [282 282 282 282 284 284 280 280 283 283 281 281 284 284 280 280]\n",
      "[488 484 488 484 486 486 486 486 488 484 488 484 487 485 487 485] [203 203 203 203 205 205 201 201 204 204 202 202 205 205 201 201]\n",
      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [372 372 372 372 374 374 370 370 373 373 371 371 374 374 370 370]\n",
      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [367 367 367 367 369 369 365 365 368 368 366 366 369 369 365 365]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[506 502 506 502 504 504 504 504 506 502 506 502 505 503 505 503] [130 130 130 130 132 132 128 128 131 131 129 129 132 132 128 128]\n",
      "[495 489 495 489 492 492 492 492 495 489 495 489 493 491 493 491 494 490\n",
      " 494 490 494 490 494 490] [18 18 18 18 21 21 15 15 19 19 17 17 21 21 15 15 20 20 16 16 20 20 16 16]\n",
      "[469 463 469 463 466 466 466 466 469 463 469 463 467 465 467 465 468 464\n",
      " 468 464 468 464 468 464] [37 37 37 37 40 40 34 34 38 38 36 36 40 40 34 34 39 39 35 35 39 39 35 35]\n",
      "[485 479 485 479 482 482 482 482 485 479 485 479 483 481 483 481 484 480\n",
      " 484 480 484 480 484 480] [278 278 278 278 281 281 275 275 279 279 277 277 281 281 275 275 280 280\n",
      " 276 276 280 280 276 276]\n",
      "[485 479 485 479 482 482 482 482 485 479 485 479 483 481 483 481 484 480\n",
      " 484 480 484 480 484 480] [204 204 204 204 207 207 201 201 205 205 203 203 207 207 201 201 206 206\n",
      " 202 202 206 206 202 202]\n",
      "[489 483 489 483 486 486 486 486 489 483 489 483 487 485 487 485 488 484\n",
      " 488 484 488 484 488 484] [432 432 432 432 435 435 429 429 433 433 431 431 435 435 429 429 434 434\n",
      " 430 430 434 434 430 430]\n",
      "[491 485 491 485 488 488 488 488 491 485 491 485 489 487 489 487 490 486\n",
      " 490 486 490 486 490 486] [194 194 194 194 197 197 191 191 195 195 193 193 197 197 191 191 196 196\n",
      " 192 192 196 196 192 192]\n",
      "[491 485 491 485 488 488 488 488 491 485 491 485 489 487 489 487 490 486\n",
      " 490 486 490 486 490 486] [438 438 438 438 441 441 435 435 439 439 437 437 441 441 435 435 440 440\n",
      " 436 436 440 440 436 436]\n",
      "[493 487 493 487 490 490 490 490 493 487 493 487 491 489 491 489 492 488\n",
      " 492 488 492 488 492 488] [22 22 22 22 25 25 19 19 23 23 21 21 25 25 19 19 24 24 20 20 24 24 20 20]\n",
      "[494 488 494 488 491 491 491 491 494 488 494 488 492 490 492 490 493 489\n",
      " 493 489 493 489 493 489] [202 202 202 202 205 205 199 199 203 203 201 201 205 205 199 199 204 204\n",
      " 200 200 204 204 200 200]\n",
      "[497 491 497 491 494 494 494 494 497 491 497 491 495 493 495 493 496 492\n",
      " 496 492 496 492 496 492] [23 23 23 23 26 26 20 20 24 24 22 22 26 26 20 20 25 25 21 21 25 25 21 21]\n",
      "[498 492 498 492 495 495 495 495 498 492 498 492 496 494 496 494 497 493\n",
      " 497 493 497 493 497 493] [19 19 19 19 22 22 16 16 20 20 18 18 22 22 16 16 21 21 17 17 21 21 17 17]\n",
      "[505 499 505 499 502 502 502 502 505 499 505 499 503 501 503 501 504 500\n",
      " 504 500 504 500 504 500] [127 127 127 127 130 130 124 124 128 128 126 126 130 130 124 124 129 129\n",
      " 125 125 129 129 125 125]\n",
      "[508 502 508 502 505 505 505 505 508 502 508 502 506 504 506 504 507 503\n",
      " 507 503 507 503 507 503] [132 132 132 132 135 135 129 129 133 133 131 131 135 135 129 129 134 134\n",
      " 130 130 134 134 130 130]\n",
      "[508 502 508 502 505 505 505 505 508 502 508 502 506 504 506 504 507 503\n",
      " 507 503 507 503 507 503] [419 419 419 419 422 422 416 416 420 420 418 418 422 422 416 416 421 421\n",
      " 417 417 421 421 417 417]\n",
      "[509 503 509 503 506 506 506 506 509 503 509 503 507 505 507 505 508 504\n",
      " 508 504 508 504 508 504] [130 130 130 130 133 133 127 127 131 131 129 129 133 133 127 127 132 132\n",
      " 128 128 132 132 128 128]\n",
      "[512 506 512 506 509 509 509 509 512 506 512 506 510 508 510 508 511 507\n",
      " 511 507 511 507 511 507] [487 487 487 487 490 490 484 484 488 488 486 486 490 490 484 484 489 489\n",
      " 485 485 489 489 485 485]\n",
      "[512 506 512 506 509 509 509 509 512 506 512 506 510 508 510 508 511 507\n",
      " 511 507 511 507 511 507] [490 490 490 490 493 493 487 487 491 491 489 489 493 493 487 487 492 492\n",
      " 488 488 492 492 488 488]\n",
      "[473 467 473 467 470 470 470 470 473 467 473 467 471 469 471 469 472 468\n",
      " 472 468 472 468 472 468] [38 38 38 38 41 41 35 35 39 39 37 37 41 41 35 35 40 40 36 36 40 40 36 36]\n",
      "[488 482 488 482 485 485 485 485 488 482 488 482 486 484 486 484 487 483\n",
      " 487 483 487 483 487 483] [434 434 434 434 437 437 431 431 435 435 433 433 437 437 431 431 436 436\n",
      " 432 432 436 436 432 432]\n",
      "[467 461 467 461 464 464 464 464 467 461 467 461 465 463 465 463 466 462\n",
      " 466 462 466 462 466 462] [60 60 60 60 63 63 57 57 61 61 59 59 63 63 57 57 62 62 58 58 62 62 58 58]\n",
      "[455 449 455 449 452 452 452 452 455 449 455 449 453 451 453 451 454 450\n",
      " 454 450 454 450 454 450] [318 318 318 318 321 321 315 315 319 319 317 317 321 321 315 315 320 320\n",
      " 316 316 320 320 316 316]\n",
      "[434 428 434 428 431 431 431 431 434 428 434 428 432 430 432 430 433 429\n",
      " 433 429 433 429 433 429] [114 114 114 114 117 117 111 111 115 115 113 113 117 117 111 111 116 116\n",
      " 112 112 116 116 112 112]\n",
      "[434 428 434 428 431 431 431 431 434 428 434 428 432 430 432 430 433 429\n",
      " 433 429 433 429 433 429] [356 356 356 356 359 359 353 353 357 357 355 355 359 359 353 353 358 358\n",
      " 354 354 358 358 354 354]\n",
      "[435 429 435 429 432 432 432 432 435 429 435 429 433 431 433 431 434 430\n",
      " 434 430 434 430 434 430] [186 186 186 186 189 189 183 183 187 187 185 185 189 189 183 183 188 188\n",
      " 184 184 188 188 184 184]\n",
      "[435 429 435 429 432 432 432 432 435 429 435 429 433 431 433 431 434 430\n",
      " 434 430 434 430 434 430] [360 360 360 360 363 363 357 357 361 361 359 359 363 363 357 357 362 362\n",
      " 358 358 362 362 358 358]\n",
      "[463 457 463 457 460 460 460 460 463 457 463 457 461 459 461 459 462 458\n",
      " 462 458 462 458 462 458] [226 226 226 226 229 229 223 223 227 227 225 225 229 229 223 223 228 228\n",
      " 224 224 228 228 224 224]\n",
      "[453 447 453 447 450 450 450 450 453 447 453 447 451 449 451 449 452 448\n",
      " 452 448 452 448 452 448] [402 402 402 402 405 405 399 399 403 403 401 401 405 405 399 399 404 404\n",
      " 400 400 404 404 400 400]\n",
      "[453 447 453 447 450 450 450 450 453 447 453 447 451 449 451 449 452 448\n",
      " 452 448 452 448 452 448] [407 407 407 407 410 410 404 404 408 408 406 406 410 410 404 404 409 409\n",
      " 405 405 409 409 405 405]\n",
      "[451 445 451 445 448 448 448 448 451 445 451 445 449 447 449 447 450 446\n",
      " 450 446 450 446 450 446] [488 488 488 488 491 491 485 485 489 489 487 487 491 491 485 485 490 490\n",
      " 486 486 490 490 486 486]\n",
      "[454 448 454 448 451 451 451 451 454 448 454 448 452 450 452 450 453 449\n",
      " 453 449 453 449 453 449] [322 322 322 322 325 325 319 319 323 323 321 321 325 325 319 319 324 324\n",
      " 320 320 324 324 320 320]\n",
      "[459 453 459 453 456 456 456 456 459 453 459 453 457 455 457 455 458 454\n",
      " 458 454 458 454 458 454] [407 407 407 407 410 410 404 404 408 408 406 406 410 410 404 404 409 409\n",
      " 405 405 409 409 405 405]\n",
      "[461 455 461 455 458 458 458 458 461 455 461 455 459 457 459 457 460 456\n",
      " 460 456 460 456 460 456] [226 226 226 226 229 229 223 223 227 227 225 225 229 229 223 223 228 228\n",
      " 224 224 228 228 224 224]\n",
      "[462 456 462 456 459 459 459 459 462 456 462 456 460 458 460 458 461 457\n",
      " 461 457 461 457 461 457] [61 61 61 61 64 64 58 58 62 62 60 60 64 64 58 58 63 63 59 59 63 63 59 59]\n",
      "[462 456 462 456 459 459 459 459 462 456 462 456 460 458 460 458 461 457\n",
      " 461 457 461 457 461 457] [64 64 64 64 67 67 61 61 65 65 63 63 67 67 61 61 66 66 62 62 66 66 62 62]\n",
      "[462 456 462 456 459 459 459 459 462 456 462 456 460 458 460 458 461 457\n",
      " 461 457 461 457 461 457] [480 480 480 480 483 483 477 477 481 481 479 479 483 483 477 477 482 482\n",
      " 478 478 482 482 478 478]\n",
      "[395 389 395 389 392 392 392 392 395 389 395 389 393 391 393 391 394 390\n",
      " 394 390 394 390 394 390] [480 480 480 480 483 483 477 477 481 481 479 479 483 483 477 477 482 482\n",
      " 478 478 482 482 478 478]\n",
      "[376 370 376 370 373 373 373 373 376 370 376 370 374 372 374 372 375 371\n",
      " 375 371 375 371 375 371] [291 291 291 291 294 294 288 288 292 292 290 290 294 294 288 288 293 293\n",
      " 289 289 293 293 289 289]\n",
      "[392 386 392 386 389 389 389 389 392 386 392 386 390 388 390 388 391 387\n",
      " 391 387 391 387 391 387] [309 309 309 309 312 312 306 306 310 310 308 308 312 312 306 306 311 311\n",
      " 307 307 311 311 307 307]\n",
      "[391 385 391 385 388 388 388 388 391 385 391 385 389 387 389 387 390 386\n",
      " 390 386 390 386 390 386] [237 237 237 237 240 240 234 234 238 238 236 236 240 240 234 234 239 239\n",
      " 235 235 239 239 235 235]\n",
      "[390 384 390 384 387 387 387 387 390 384 390 384 388 386 388 386 389 385\n",
      " 389 385 389 385 389 385] [406 406 406 406 409 409 403 403 407 407 405 405 409 409 403 403 408 408\n",
      " 404 404 408 408 404 404]\n",
      "[390 384 390 384 387 387 387 387 390 384 390 384 388 386 388 386 389 385\n",
      " 389 385 389 385 389 385] [247 247 247 247 250 250 244 244 248 248 246 246 250 250 244 244 249 249\n",
      " 245 245 249 249 245 245]\n",
      "[389 383 389 383 386 386 386 386 389 383 389 383 387 385 387 385 388 384\n",
      " 388 384 388 384 388 384] [311 311 311 311 314 314 308 308 312 312 310 310 314 314 308 308 313 313\n",
      " 309 309 313 313 309 309]\n",
      "[387 381 387 381 384 384 384 384 387 381 387 381 385 383 385 383 386 382\n",
      " 386 382 386 382 386 382] [423 423 423 423 426 426 420 420 424 424 422 422 426 426 420 420 425 425\n",
      " 421 421 425 425 421 421]\n",
      "[385 379 385 379 382 382 382 382 385 379 385 379 383 381 383 381 384 380\n",
      " 384 380 384 380 384 380] [429 429 429 429 432 432 426 426 430 430 428 428 432 432 426 426 431 431\n",
      " 427 427 431 431 427 427]\n",
      "[385 379 385 379 382 382 382 382 385 379 385 379 383 381 383 381 384 380\n",
      " 384 380 384 380 384 380] [424 424 424 424 427 427 421 421 425 425 423 423 427 427 421 421 426 426\n",
      " 422 422 426 426 422 422]\n",
      "[398 392 398 392 395 395 395 395 398 392 398 392 396 394 396 394 397 393\n",
      " 397 393 397 393 397 393] [411 411 411 411 414 414 408 408 412 412 410 410 414 414 408 408 413 413\n",
      " 409 409 413 413 409 409]\n",
      "[376 370 376 370 373 373 373 373 376 370 376 370 374 372 374 372 375 371\n",
      " 375 371 375 371 375 371] [286 286 286 286 289 289 283 283 287 287 285 285 289 289 283 283 288 288\n",
      " 284 284 288 288 284 284]\n",
      "[375 369 375 369 372 372 372 372 375 369 375 369 373 371 373 371 374 370\n",
      " 374 370 374 370 374 370] [28 28 28 28 31 31 25 25 29 29 27 27 31 31 25 25 30 30 26 26 30 30 26 26]\n",
      "[374 368 374 368 371 371 371 371 374 368 374 368 372 370 372 370 373 369\n",
      " 373 369 373 369 373 369] [280 280 280 280 283 283 277 277 281 281 279 279 283 283 277 277 282 282\n",
      " 278 278 282 282 278 278]\n",
      "[373 367 373 367 370 370 370 370 373 367 373 367 371 369 371 369 372 368\n",
      " 372 368 372 368 372 368] [275 275 275 275 278 278 272 272 276 276 274 274 278 278 272 272 277 277\n",
      " 273 273 277 277 273 273]\n",
      "[373 367 373 367 370 370 370 370 373 367 373 367 371 369 371 369 372 368\n",
      " 372 368 372 368 372 368] [27 27 27 27 30 30 24 24 28 28 26 26 30 30 24 24 29 29 25 25 29 29 25 25]\n",
      "[370 364 370 364 367 367 367 367 370 364 370 364 368 366 368 366 369 365\n",
      " 369 365 369 365 369 365] [354 354 354 354 357 357 351 351 355 355 353 353 357 357 351 351 356 356\n",
      " 352 352 356 356 352 352]\n",
      "[370 364 370 364 367 367 367 367 370 364 370 364 368 366 368 366 369 365\n",
      " 369 365 369 365 369 365] [30 30 30 30 33 33 27 27 31 31 29 29 33 33 27 27 32 32 28 28 32 32 28 28]\n",
      "[309 303 309 303 306 306 306 306 309 303 309 303 307 305 307 305 308 304\n",
      " 308 304 308 304 308 304] [440 440 440 440 443 443 437 437 441 441 439 439 443 443 437 437 442 442\n",
      " 438 438 442 442 438 438]\n",
      "[366 360 366 360 363 363 363 363 366 360 366 360 364 362 364 362 365 361\n",
      " 365 361 365 361 365 361] [457 457 457 457 460 460 454 454 458 458 456 456 460 460 454 454 459 459\n",
      " 455 455 459 459 455 455]\n",
      "[398 392 398 392 395 395 395 395 398 392 398 392 396 394 396 394 397 393\n",
      " 397 393 397 393 397 393] [227 227 227 227 230 230 224 224 228 228 226 226 230 230 224 224 229 229\n",
      " 225 225 229 229 225 225]\n",
      "[397 391 397 391 394 394 394 394 397 391 397 391 395 393 395 393 396 392\n",
      " 396 392 396 392 396 392] [484 484 484 484 487 487 481 481 485 485 483 483 487 487 481 481 486 486\n",
      " 482 482 486 486 482 482]\n",
      "[502 496 502 496 499 499 499 499 502 496 502 496 500 498 500 498 501 497\n",
      " 501 497 501 497 501 497] [25 25 25 25 28 28 22 22 26 26 24 24 28 28 22 22 27 27 23 23 27 27 23 23]\n",
      "[399 393 399 393 396 396 396 396 399 393 399 393 397 395 397 395 398 394\n",
      " 398 394 398 394 398 394] [486 486 486 486 489 489 483 483 487 487 485 485 489 489 483 483 488 488\n",
      " 484 484 488 488 484 484]\n",
      "[398 392 398 392 395 395 395 395 398 392 398 392 396 394 396 394 397 393\n",
      " 397 393 397 393 397 393] [311 311 311 311 314 314 308 308 312 312 310 310 314 314 308 308 313 313\n",
      " 309 309 313 313 309 309]\n",
      "[435 429 435 429 432 432 432 432 435 429 435 429 433 431 433 431 434 430\n",
      " 434 430 434 430 434 430] [198 198 198 198 201 201 195 195 199 199 197 197 201 201 195 195 200 200\n",
      " 196 196 200 200 196 196]\n",
      "[435 429 435 429 432 432 432 432 435 429 435 429 433 431 433 431 434 430\n",
      " 434 430 434 430 434 430] [350 350 350 350 353 353 347 347 351 351 349 349 353 353 347 347 352 352\n",
      " 348 348 352 352 348 348]\n",
      "[434 428 434 428 431 431 431 431 434 428 434 428 432 430 432 430 433 429\n",
      " 433 429 433 429 433 429] [216 216 216 216 219 219 213 213 217 217 215 215 219 219 213 213 218 218\n",
      " 214 214 218 218 214 214]\n",
      "[433 427 433 427 430 430 430 430 433 427 433 427 431 429 431 429 432 428\n",
      " 432 428 432 428 432 428] [185 185 185 185 188 188 182 182 186 186 184 184 188 188 182 182 187 187\n",
      " 183 183 187 187 183 183]\n",
      "[432 426 432 426 429 429 429 429 432 426 432 426 430 428 430 428 431 427\n",
      " 431 427 431 427 431 427] [354 354 354 354 357 357 351 351 355 355 353 353 357 357 351 351 356 356\n",
      " 352 352 356 356 352 352]\n",
      "[433 427 433 427 430 430 430 430 433 427 433 427 431 429 431 429 432 428\n",
      " 432 428 432 428 432 428] [270 270 270 270 273 273 267 267 271 271 269 269 273 273 267 267 272 272\n",
      " 268 268 272 272 268 268]\n",
      "[430 424 430 424 427 427 427 427 430 424 430 424 428 426 428 426 429 425\n",
      " 429 425 429 425 429 425] [275 275 275 275 278 278 272 272 276 276 274 274 278 278 272 272 277 277\n",
      " 273 273 277 277 273 273]\n",
      "[428 422 428 422 425 425 425 425 428 422 428 422 426 424 426 424 427 423\n",
      " 427 423 427 423 427 423] [201 201 201 201 204 204 198 198 202 202 200 200 204 204 198 198 203 203\n",
      " 199 199 203 203 199 199]\n",
      "[428 422 428 422 425 425 425 425 428 422 428 422 426 424 426 424 427 423\n",
      " 427 423 427 423 427 423] [183 183 183 183 186 186 180 180 184 184 182 182 186 186 180 180 185 185\n",
      " 181 181 185 185 181 181]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [217 217 217 217 220 220 214 214 218 218 216 216 220 220 214 214 219 219\n",
      " 215 215 219 219 215 215]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [118 118 118 118 121 121 115 115 119 119 117 117 121 121 115 115 120 120\n",
      " 116 116 120 120 116 116]\n",
      "[426 420 426 420 423 423 423 423 426 420 426 420 424 422 424 422 425 421\n",
      " 425 421 425 421 425 421] [353 353 353 353 356 356 350 350 354 354 352 352 356 356 350 350 355 355\n",
      " 351 351 355 355 351 351]\n",
      "[425 419 425 419 422 422 422 422 425 419 425 419 423 421 423 421 424 420\n",
      " 424 420 424 420 424 420] [222 222 222 222 225 225 219 219 223 223 221 221 225 225 219 219 224 224\n",
      " 220 220 224 224 220 220]\n",
      "[427 421 427 421 424 424 424 424 427 421 427 421 425 423 425 423 426 422\n",
      " 426 422 426 422 426 422] [190 190 190 190 193 193 187 187 191 191 189 189 193 193 187 187 192 192\n",
      " 188 188 192 192 188 188]\n",
      "[424 418 424 418 421 421 421 421 424 418 424 418 422 420 422 420 423 419\n",
      " 423 419 423 419 423 419] [267 267 267 267 270 270 264 264 268 268 266 266 270 270 264 264 269 269\n",
      " 265 265 269 269 265 265]\n",
      "[423 417 423 417 420 420 420 420 423 417 423 417 421 419 421 419 422 418\n",
      " 422 418 422 418 422 418] [186 186 186 186 189 189 183 183 187 187 185 185 189 189 183 183 188 188\n",
      " 184 184 188 188 184 184]\n",
      "[422 416 422 416 419 419 419 419 422 416 422 416 420 418 420 418 421 417\n",
      " 421 417 421 417 421 417] [360 360 360 360 363 363 357 357 361 361 359 359 363 363 357 357 362 362\n",
      " 358 358 362 362 358 358]\n",
      "[422 416 422 416 419 419 419 419 422 416 422 416 420 418 420 418 421 417\n",
      " 421 417 421 417 421 417] [204 204 204 204 207 207 201 201 205 205 203 203 207 207 201 201 206 206\n",
      " 202 202 206 206 202 202]\n",
      "[421 415 421 415 418 418 418 418 421 415 421 415 419 417 419 417 420 416\n",
      " 420 416 420 416 420 416] [351 351 351 351 354 354 348 348 352 352 350 350 354 354 348 348 353 353\n",
      " 349 349 353 353 349 349]\n",
      "[419 413 419 413 416 416 416 416 419 413 419 413 417 415 417 415 418 414\n",
      " 418 414 418 414 418 414] [207 207 207 207 210 210 204 204 208 208 206 206 210 210 204 204 209 209\n",
      " 205 205 209 209 205 205]\n",
      "[416 410 416 410 413 413 413 413 416 410 416 410 414 412 414 412 415 411\n",
      " 415 411 415 411 415 411] [376 376 376 376 379 379 373 373 377 377 375 375 379 379 373 373 378 378\n",
      " 374 374 378 378 374 374]\n",
      "[408 402 408 402 405 405 405 405 408 402 408 402 406 404 406 404 407 403\n",
      " 407 403 407 403 407 403] [232 232 232 232 235 235 229 229 233 233 231 231 235 235 229 229 234 234\n",
      " 230 230 234 234 230 230]\n",
      "[406 400 406 400 403 403 403 403 406 400 406 400 404 402 404 402 405 401\n",
      " 405 401 405 401 405 401] [242 242 242 242 245 245 239 239 243 243 241 241 245 245 239 239 244 244\n",
      " 240 240 244 244 240 240]\n",
      "[404 398 404 398 401 401 401 401 404 398 404 398 402 400 402 400 403 399\n",
      " 403 399 403 399 403 399] [235 235 235 235 238 238 232 232 236 236 234 234 238 238 232 232 237 237\n",
      " 233 233 237 237 233 233]\n",
      "[403 397 403 397 400 400 400 400 403 397 403 397 401 399 401 399 402 398\n",
      " 402 398 402 398 402 398] [59 59 59 59 62 62 56 56 60 60 58 58 62 62 56 56 61 61 57 57 61 61 57 57]\n",
      "[437 431 437 431 434 434 434 434 437 431 437 431 435 433 435 433 436 432\n",
      " 436 432 436 432 436 432] [196 196 196 196 199 199 193 193 197 197 195 195 199 199 193 193 198 198\n",
      " 194 194 198 198 194 194]\n",
      "[439 433 439 433 436 436 436 436 439 433 439 433 437 435 437 435 438 434\n",
      " 438 434 438 434 438 434] [183 183 183 183 186 186 180 180 184 184 182 182 186 186 180 180 185 185\n",
      " 181 181 185 185 181 181]\n",
      "[495 489 495 489 492 492 492 492 495 489 495 489 493 491 493 491 494 490\n",
      " 494 490 494 490 494 490] [191 191 191 191 194 194 188 188 192 192 190 190 194 194 188 188 193 193\n",
      " 189 189 193 193 189 189]\n",
      "[451 445 451 445 448 448 448 448 451 445 451 445 449 447 449 447 450 446\n",
      " 450 446 450 446 450 446] [314 314 314 314 317 317 311 311 315 315 313 313 317 317 311 311 316 316\n",
      " 312 312 316 316 312 312]\n",
      "[493 487 493 487 490 490 490 490 493 487 493 487 491 489 491 489 492 488\n",
      " 492 488 492 488 492 488] [208 208 208 208 211 211 205 205 209 209 207 207 211 211 205 205 210 210\n",
      " 206 206 210 210 206 206]\n",
      "[490 484 490 484 487 487 487 487 490 484 490 484 488 486 488 486 489 485\n",
      " 489 485 489 485 489 485] [202 202 202 202 205 205 199 199 203 203 201 201 205 205 199 199 204 204\n",
      " 200 200 204 204 200 200]\n",
      "[488 482 488 482 485 485 485 485 488 482 488 482 486 484 486 484 487 483\n",
      " 487 483 487 483 487 483] [282 282 282 282 285 285 279 279 283 283 281 281 285 285 279 279 284 284\n",
      " 280 280 284 284 280 280]\n",
      "[487 481 487 481 484 484 484 484 487 481 487 481 485 483 485 483 486 482\n",
      " 486 482 486 482 486 482] [278 278 278 278 281 281 275 275 279 279 277 277 281 281 275 275 280 280\n",
      " 276 276 280 280 276 276]\n",
      "[486 480 486 480 483 483 483 483 486 480 486 480 484 482 484 482 485 481\n",
      " 485 481 485 481 485 481] [196 196 196 196 199 199 193 193 197 197 195 195 199 199 193 193 198 198\n",
      " 194 194 198 198 194 194]\n",
      "[474 468 474 468 471 471 471 471 474 468 474 468 472 470 472 470 473 469\n",
      " 473 469 473 469 473 469] [40 40 40 40 43 43 37 37 41 41 39 39 43 43 37 37 42 42 38 38 42 42 38 38]\n",
      "[473 467 473 467 470 470 470 470 473 467 473 467 471 469 471 469 472 468\n",
      " 472 468 472 468 472 468] [42 42 42 42 45 45 39 39 43 43 41 41 45 45 39 39 44 44 40 40 44 44 40 40]\n",
      "[471 465 471 465 468 468 468 468 471 465 471 465 469 467 469 467 470 466\n",
      " 470 466 470 466 470 466] [43 43 43 43 46 46 40 40 44 44 42 42 46 46 40 40 45 45 41 41 45 45 41 41]\n",
      "[471 465 471 465 468 468 468 468 471 465 471 465 469 467 469 467 470 466\n",
      " 470 466 470 466 470 466] [37 37 37 37 40 40 34 34 38 38 36 36 40 40 34 34 39 39 35 35 39 39 35 35]\n",
      "[469 463 469 463 466 466 466 466 469 463 469 463 467 465 467 465 468 464\n",
      " 468 464 468 464 468 464] [226 226 226 226 229 229 223 223 227 227 225 225 229 229 223 223 228 228\n",
      " 224 224 228 228 224 224]\n",
      "[469 463 469 463 466 466 466 466 469 463 469 463 467 465 467 465 468 464\n",
      " 468 464 468 464 468 464] [42 42 42 42 45 45 39 39 43 43 41 41 45 45 39 39 44 44 40 40 44 44 40 40]\n",
      "[468 462 468 462 465 465 465 465 468 462 468 462 466 464 466 464 467 463\n",
      " 467 463 467 463 467 463] [40 40 40 40 43 43 37 37 41 41 39 39 43 43 37 37 42 42 38 38 42 42 38 38]\n",
      "[467 461 467 461 464 464 464 464 467 461 467 461 465 463 465 463 466 462\n",
      " 466 462 466 462 466 462] [223 223 223 223 226 226 220 220 224 224 222 222 226 226 220 220 225 225\n",
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      "[464 458 464 458 461 461 461 461 464 458 464 458 462 460 462 460 463 459\n",
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      "[464 458 464 458 461 461 461 461 464 458 464 458 462 460 462 460 463 459\n",
      " 463 459 463 459 463 459] [66 66 66 66 69 69 63 63 67 67 65 65 69 69 63 63 68 68 64 64 68 68 64 64]\n",
      "[464 458 464 458 461 461 461 461 464 458 464 458 462 460 462 460 463 459\n",
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      "[464 458 464 458 461 461 461 461 464 458 464 458 462 460 462 460 463 459\n",
      " 463 459 463 459 463 459] [72 72 72 72 75 75 69 69 73 73 71 71 75 75 69 69 74 74 70 70 74 74 70 70]\n",
      "[460 454 460 454 457 457 457 457 460 454 460 454 458 456 458 456 459 455\n",
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      " 173 173 177 177 173 173]\n",
      "[459 453 459 453 456 456 456 456 459 453 459 453 457 455 457 455 458 454\n",
      " 458 454 458 454 458 454] [68 68 68 68 71 71 65 65 69 69 67 67 71 71 65 65 70 70 66 66 70 70 66 66]\n",
      "[458 452 458 452 455 455 455 455 458 452 458 452 456 454 456 454 457 453\n",
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      " 236 236 240 240 236 236]\n",
      "[457 451 457 451 454 454 454 454 457 451 457 451 455 453 455 453 456 452\n",
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      "[456 450 456 450 453 453 453 453 456 450 456 450 454 452 454 452 455 451\n",
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      "[456 450 456 450 453 453 453 453 456 450 456 450 454 452 454 452 455 451\n",
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      "[455 449 455 449 452 452 452 452 455 449 455 449 453 451 453 451 454 450\n",
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      " 234 234 238 238 234 234]\n",
      "[453 447 453 447 450 450 450 450 453 447 453 447 451 449 451 449 452 448\n",
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      "[438 432 438 432 435 435 435 435 438 432 438 432 436 434 436 434 437 433\n",
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      " 217 217 221 221 217 217]\n",
      "[276 270 276 270 273 273 273 273 276 270 276 270 274 272 274 272 275 271\n",
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      "[308 302 308 302 305 305 305 305 308 302 308 302 306 304 306 304 307 303\n",
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      "[86 80 86 80 83 83 83 83 86 80 86 80 84 82 84 82 85 81 85 81 85 81 85 81] [385 385 385 385 388 388 382 382 386 386 384 384 388 388 382 382 387 387\n",
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      "[88 82 88 82 85 85 85 85 88 82 88 82 86 84 86 84 87 83 87 83 87 83 87 83] [472 472 472 472 475 475 469 469 473 473 471 471 475 475 469 469 474 474\n",
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      "[93 87 93 87 90 90 90 90 93 87 93 87 91 89 91 89 92 88 92 88 92 88 92 88] [298 298 298 298 301 301 295 295 299 299 297 297 301 301 295 295 300 300\n",
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      "[93 87 93 87 90 90 90 90 93 87 93 87 91 89 91 89 92 88 92 88 92 88 92 88] [473 473 473 473 476 476 470 470 474 474 472 472 476 476 470 470 475 475\n",
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      "[94 88 94 88 91 91 91 91 94 88 94 88 92 90 92 90 93 89 93 89 93 89 93 89] [229 229 229 229 232 232 226 226 230 230 228 228 232 232 226 226 231 231\n",
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      "[95 89 95 89 92 92 92 92 95 89 95 89 93 91 93 91 94 90 94 90 94 90 94 90] [304 304 304 304 307 307 301 301 305 305 303 303 307 307 301 301 306 306\n",
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      "[95 89 95 89 92 92 92 92 95 89 95 89 93 91 93 91 94 90 94 90 94 90 94 90] [147 147 147 147 150 150 144 144 148 148 146 146 150 150 144 144 149 149\n",
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      "[95 89 95 89 92 92 92 92 95 89 95 89 93 91 93 91 94 90 94 90 94 90 94 90] [468 468 468 468 471 471 465 465 469 469 467 467 471 471 465 465 470 470\n",
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      "[97 91 97 91 94 94 94 94 97 91 97 91 95 93 95 93 96 92 96 92 96 92 96 92] [385 385 385 385 388 388 382 382 386 386 384 384 388 388 382 382 387 387\n",
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      "[98 92 98 92 95 95 95 95 98 92 98 92 96 94 96 94 97 93 97 93 97 93 97 93] [302 302 302 302 305 305 299 299 303 303 301 301 305 305 299 299 304 304\n",
      " 300 300 304 304 300 300]\n",
      "[109 103 109 103 106 106 106 106 109 103 109 103 107 105 107 105 108 104\n",
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      "[109 103 109 103 106 106 106 106 109 103 109 103 107 105 107 105 108 104\n",
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      "[117 111 117 111 114 114 114 114 117 111 117 111 115 113 115 113 116 112\n",
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      "[119 113 119 113 116 116 116 116 119 113 119 113 117 115 117 115 118 114\n",
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      "[123 117 123 117 120 120 120 120 123 117 123 117 121 119 121 119 122 118\n",
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      "[126 120 126 120 123 123 123 123 126 120 126 120 124 122 124 122 125 121\n",
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      "[127 121 127 121 124 124 124 124 127 121 127 121 125 123 125 123 126 122\n",
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      "[128 122 128 122 125 125 125 125 128 122 128 122 126 124 126 124 127 123\n",
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      "[129 123 129 123 126 126 126 126 129 123 129 123 127 125 127 125 128 124\n",
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      "[149 143 149 143 146 146 146 146 149 143 149 143 147 145 147 145 148 144\n",
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      "[150 144 150 144 147 147 147 147 150 144 150 144 148 146 148 146 149 145\n",
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      "[365 359 365 359 362 362 362 362 365 359 365 359 363 361 363 361 364 360\n",
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      "[365 359 365 359 362 362 362 362 365 359 365 359 363 361 363 361 364 360\n",
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      "[363 357 363 357 360 360 360 360 363 357 363 357 361 359 361 359 362 358\n",
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      "[355 349 355 349 352 352 352 352 355 349 355 349 353 351 353 351 354 350\n",
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      "[350 344 350 344 347 347 347 347 350 344 350 344 348 346 348 346 349 345\n",
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      "[349 343 349 343 346 346 346 346 349 343 349 343 347 345 347 345 348 344\n",
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      "[348 342 348 342 345 345 345 345 348 342 348 342 346 344 346 344 347 343\n",
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      "[348 342 348 342 345 345 345 345 348 342 348 342 346 344 346 344 347 343\n",
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      "[343 337 343 337 340 340 340 340 343 337 343 337 341 339 341 339 342 338\n",
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      "[366 360 366 360 363 363 363 363 366 360 366 360 364 362 364 362 365 361\n",
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      "[341 335 341 335 338 338 338 338 341 335 341 335 339 337 339 337 340 336\n",
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      "[339 333 339 333 336 336 336 336 339 333 339 333 337 335 337 335 338 334\n",
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      "[336 330 336 330 333 333 333 333 336 330 336 330 334 332 334 332 335 331\n",
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      "[336 330 336 330 333 333 333 333 336 330 336 330 334 332 334 332 335 331\n",
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      "[334 328 334 328 331 331 331 331 334 328 334 328 332 330 332 330 333 329\n",
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      "[334 328 334 328 331 331 331 331 334 328 334 328 332 330 332 330 333 329\n",
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    {
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      "[307 301 307 301 304 304 304 304 307 301 307 301 305 303 305 303 306 302\n",
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      "[223 217 223 217 220 220 220 220 223 217 223 217 221 219 221 219 222 218\n",
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      "[224 218 224 218 221 221 221 221 224 218 224 218 222 220 222 220 223 219\n",
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      "[237 231 237 231 234 234 234 234 237 231 237 231 235 233 235 233 236 232\n",
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      "[238 232 238 232 235 235 235 235 238 232 238 232 236 234 236 234 237 233\n",
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      "[239 233 239 233 236 236 236 236 239 233 239 233 237 235 237 235 238 234\n",
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      "[239 233 239 233 236 236 236 236 239 233 239 233 237 235 237 235 238 234\n",
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      "[251 245 251 245 248 248 248 248 251 245 251 245 249 247 249 247 250 246\n",
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      "[257 251 257 251 254 254 254 254 257 251 257 251 255 253 255 253 256 252\n",
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      "[223 217 223 217 220 220 220 220 223 217 223 217 221 219 221 219 222 218\n",
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      "[223 217 223 217 220 220 220 220 223 217 223 217 221 219 221 219 222 218\n",
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      "[157 151 157 151 154 154 154 154 157 151 157 151 155 153 155 153 156 152\n",
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      "[158 152 158 152 155 155 155 155 158 152 158 152 156 154 156 154 157 153\n",
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      " 159 155 159 155 159 155] [57 57 57 57 60 60 54 54 58 58 56 56 60 60 54 54 59 59 55 55 59 59 55 55]\n",
      "[160 154 160 154 157 157 157 157 160 154 160 154 158 156 158 156 159 155\n",
      " 159 155 159 155 159 155] [65 65 65 65 68 68 62 62 66 66 64 64 68 68 62 62 67 67 63 63 67 67 63 63]\n",
      "[162 156 162 156 159 159 159 159 162 156 162 156 160 158 160 158 161 157\n",
      " 161 157 161 157 161 157] [62 62 62 62 65 65 59 59 63 63 61 61 65 65 59 59 64 64 60 60 64 64 60 60]\n",
      "[164 158 164 158 161 161 161 161 164 158 164 158 162 160 162 160 163 159\n",
      " 163 159 163 159 163 159] [417 417 417 417 420 420 414 414 418 418 416 416 420 420 414 414 419 419\n",
      " 415 415 419 419 415 415]\n",
      "[183 177 183 177 180 180 180 180 183 177 183 177 181 179 181 179 182 178\n",
      " 182 178 182 178 182 178] [190 190 190 190 193 193 187 187 191 191 189 189 193 193 187 187 192 192\n",
      " 188 188 192 192 188 188]\n",
      "[183 177 183 177 180 180 180 180 183 177 183 177 181 179 181 179 182 178\n",
      " 182 178 182 178 182 178] [440 440 440 440 443 443 437 437 441 441 439 439 443 443 437 437 442 442\n",
      " 438 438 442 442 438 438]\n",
      "[185 179 185 179 182 182 182 182 185 179 185 179 183 181 183 181 184 180\n",
      " 184 180 184 180 184 180] [180 180 180 180 183 183 177 177 181 181 179 179 183 183 177 177 182 182\n",
      " 178 178 182 182 178 178]\n",
      "[184 178 184 178 181 181 181 181 184 178 184 178 182 180 182 180 183 179\n",
      " 183 179 183 179 183 179] [264 264 264 264 267 267 261 261 265 265 263 263 267 267 261 261 266 266\n",
      " 262 262 266 266 262 262]\n",
      "[189 183 189 183 186 186 186 186 189 183 189 183 187 185 187 185 188 184\n",
      " 188 184 188 184 188 184] [181 181 181 181 184 184 178 178 182 182 180 180 184 184 178 178 183 183\n",
      " 179 179 183 183 179 179]\n",
      "[189 183 189 183 186 186 186 186 189 183 189 183 187 185 187 185 188 184\n",
      " 188 184 188 184 188 184] [190 190 190 190 193 193 187 187 191 191 189 189 193 193 187 187 192 192\n",
      " 188 188 192 192 188 188]\n",
      "[190 184 190 184 187 187 187 187 190 184 190 184 188 186 188 186 189 185\n",
      " 189 185 189 185 189 185] [100 100 100 100 103 103  97  97 101 101  99  99 103 103  97  97 102 102\n",
      "  98  98 102 102  98  98]\n",
      "[192 186 192 186 189 189 189 189 192 186 192 186 190 188 190 188 191 187\n",
      " 191 187 191 187 191 187] [13 13 13 13 16 16 10 10 14 14 12 12 16 16 10 10 15 15 11 11 15 15 11 11]\n",
      "[192 186 192 186 189 189 189 189 192 186 192 186 190 188 190 188 191 187\n",
      " 191 187 191 187 191 187] [186 186 186 186 189 189 183 183 187 187 185 185 189 189 183 183 188 188\n",
      " 184 184 188 188 184 184]\n",
      "[193 187 193 187 190 190 190 190 193 187 193 187 191 189 191 189 192 188\n",
      " 192 188 192 188 192 188] [188 188 188 188 191 191 185 185 189 189 187 187 191 191 185 185 190 190\n",
      " 186 186 190 190 186 186]\n",
      "[195 189 195 189 192 192 192 192 195 189 195 189 193 191 193 191 194 190\n",
      " 194 190 194 190 194 190] [17 17 17 17 20 20 14 14 18 18 16 16 20 20 14 14 19 19 15 15 19 19 15 15]\n",
      "[197 191 197 191 194 194 194 194 197 191 197 191 195 193 195 193 196 192\n",
      " 196 192 196 192 196 192] [12 12 12 12 15 15  9  9 13 13 11 11 15 15  9  9 14 14 10 10 14 14 10 10]\n",
      "[206 200 206 200 203 203 203 203 206 200 206 200 204 202 204 202 205 201\n",
      " 205 201 205 201 205 201] [490 490 490 490 493 493 487 487 491 491 489 489 493 493 487 487 492 492\n",
      " 488 488 492 492 488 488]\n",
      "[207 201 207 201 204 204 204 204 207 201 207 201 205 203 205 203 206 202\n",
      " 206 202 206 202 206 202] [492 492 492 492 495 495 489 489 493 493 491 491 495 495 489 489 494 494\n",
      " 490 490 494 494 490 490]\n",
      "[210 204 210 204 207 207 207 207 210 204 210 204 208 206 208 206 209 205\n",
      " 209 205 209 205 209 205] [484 484 484 484 487 487 481 481 485 485 483 483 487 487 481 481 486 486\n",
      " 482 482 486 486 482 482]\n",
      "[216 210 216 210 213 213 213 213 216 210 216 210 214 212 214 212 215 211\n",
      " 215 211 215 211 215 211] [140 140 140 140 143 143 137 137 141 141 139 139 143 143 137 137 142 142\n",
      " 138 138 142 142 138 138]\n",
      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
      " 216 212 216 212 216 212] [145 145 145 145 148 148 142 142 146 146 144 144 148 148 142 142 147 147\n",
      " 143 143 147 147 143 143]\n",
      "[217 211 217 211 214 214 214 214 217 211 217 211 215 213 215 213 216 212\n",
      " 216 212 216 212 216 212] [154 154 154 154 157 157 151 151 155 155 153 153 157 157 151 151 156 156\n",
      " 152 152 156 156 152 152]\n",
      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
      " 217 213 217 213 217 213] [55 55 55 55 58 58 52 52 56 56 54 54 58 58 52 52 57 57 53 53 57 57 53 53]\n",
      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
      " 217 213 217 213 217 213] [147 147 147 147 150 150 144 144 148 148 146 146 150 150 144 144 149 149\n",
      " 145 145 149 149 145 145]\n",
      "[218 212 218 212 215 215 215 215 218 212 218 212 216 214 216 214 217 213\n",
      " 217 213 217 213 217 213] [413 413 413 413 416 416 410 410 414 414 412 412 416 416 410 410 415 415\n",
      " 411 411 415 415 411 411]\n",
      "[221 215 221 215 218 218 218 218 221 215 221 215 219 217 219 217 220 216\n",
      " 220 216 220 216 220 216] [145 145 145 145 148 148 142 142 146 146 144 144 148 148 142 142 147 147\n",
      " 143 143 147 147 143 143]\n",
      "[221 215 221 215 218 218 218 218 221 215 221 215 219 217 219 217 220 216\n",
      " 220 216 220 216 220 216] [157 157 157 157 160 160 154 154 158 158 156 156 160 160 154 154 159 159\n",
      " 155 155 159 159 155 155]\n",
      "[221 215 221 215 218 218 218 218 221 215 221 215 219 217 219 217 220 216\n",
      " 220 216 220 216 220 216] [321 321 321 321 324 324 318 318 322 322 320 320 324 324 318 318 323 323\n",
      " 319 319 323 323 319 319]\n",
      "[366 360 366 360 363 363 363 363 366 360 366 360 364 362 364 362 365 361\n",
      " 365 361 365 361 365 361] [270 270 270 270 273 273 267 267 271 271 269 269 273 273 267 267 272 272\n",
      " 268 268 272 272 268 268]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [151 151 151 151 153 153 149 149 152 152 150 150 153 153 149 149]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [488 488 488 488 490 490 486 486 489 489 487 487 490 490 486 486]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [323 323 323 323 325 325 321 321 324 324 322 322 325 325 321 321]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [308 308 308 308 310 310 306 306 309 309 307 307 310 310 306 306]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [306 306 306 306 308 308 304 304 307 307 305 305 308 308 304 304]\n",
      "[216 212 216 212 214 214 214 214 216 212 216 212 215 213 215 213] [225 225 225 225 227 227 223 223 226 226 224 224 227 227 223 223]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [331 331 331 331 333 333 329 329 332 332 330 330 333 333 329 329]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[214 210 214 210 212 212 212 212 214 210 214 210 213 211 213 211] [59 59 59 59 61 61 57 57 60 60 58 58 61 61 57 57]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [471 471 471 471 473 473 469 469 472 472 470 470 473 473 469 469]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [306 306 306 306 308 308 304 304 307 307 305 305 308 308 304 304]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [482 482 482 482 484 484 480 480 483 483 481 481 484 484 480 480]\n",
      "[213 209 213 209 211 211 211 211 213 209 213 209 212 210 212 210] [217 217 217 217 219 219 215 215 218 218 216 216 219 219 215 215]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [397 397 397 397 399 399 395 395 398 398 396 396 399 399 395 395]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [387 387 387 387 389 389 385 385 388 388 386 386 389 389 385 385]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [335 335 335 335 337 337 333 333 336 336 334 334 337 337 333 333]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [329 329 329 329 331 331 327 327 330 330 328 328 331 331 327 327]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [222 222 222 222 224 224 220 220 223 223 221 221 224 224 220 220]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [156 156 156 156 158 158 154 154 157 157 155 155 158 158 154 154]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [150 150 150 150 152 152 148 148 151 151 149 149 152 152 148 148]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [395 395 395 395 397 397 393 393 396 396 394 394 397 397 393 393]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [477 477 477 477 479 479 475 475 478 478 476 476 479 479 475 475]\n",
      "[215 211 215 211 213 213 213 213 215 211 215 211 214 212 214 212] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[221 217 221 217 219 219 219 219 221 217 221 217 220 218 220 218] [404 404 404 404 406 406 402 402 405 405 403 403 406 406 402 402]\n",
      "[221 217 221 217 219 219 219 219 221 217 221 217 220 218 220 218] [338 338 338 338 340 340 336 336 339 339 337 337 340 340 336 336]\n",
      "[221 217 221 217 219 219 219 219 221 217 221 217 220 218 220 218] [318 318 318 318 320 320 316 316 319 319 317 317 320 320 316 316]\n",
      "[221 217 221 217 219 219 219 219 221 217 221 217 220 218 220 218] [146 146 146 146 148 148 144 144 147 147 145 145 148 148 144 144]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [401 401 401 401 403 403 399 399 402 402 400 400 403 403 399 399]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [395 395 395 395 397 397 393 393 396 396 394 394 397 397 393 393]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [343 343 343 343 345 345 341 341 344 344 342 342 345 345 341 341]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[220 216 220 216 218 218 218 218 220 216 220 216 219 217 219 217] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[221 217 221 217 219 219 219 219 221 217 221 217 220 218 220 218] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[219 215 219 215 217 217 217 217 219 215 219 215 218 216 218 216] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[219 215 219 215 217 217 217 217 219 215 219 215 218 216 218 216] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[219 215 219 215 217 217 217 217 219 215 219 215 218 216 218 216] [61 61 61 61 63 63 59 59 62 62 60 60 63 63 59 59]\n",
      "[219 215 219 215 217 217 217 217 219 215 219 215 218 216 218 216] [52 52 52 52 54 54 50 50 53 53 51 51 54 54 50 50]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [335 335 335 335 337 337 333 333 336 336 334 334 337 337 333 333]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [333 333 333 333 335 335 331 331 334 334 332 332 335 335 331 331]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[217 213 217 213 215 215 215 215 217 213 217 213 216 214 216 214] [475 475 475 475 477 477 473 473 476 476 474 474 477 477 473 473]\n",
      "[217 213 217 213 215 215 215 215 217 213 217 213 216 214 216 214] [406 406 406 406 408 408 404 404 407 407 405 405 408 408 404 404]\n",
      "[217 213 217 213 215 215 215 215 217 213 217 213 216 214 216 214] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[217 213 217 213 215 215 215 215 217 213 217 213 216 214 216 214] [340 340 340 340 342 342 338 338 341 341 339 339 342 342 338 338]\n",
      "[218 214 218 214 216 216 216 216 218 214 218 214 217 215 217 215] [216 216 216 216 218 218 214 214 217 217 215 215 218 218 214 214]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [60 60 60 60 62 62 58 58 61 61 59 59 62 62 58 58]\n",
      "[212 208 212 208 210 210 210 210 212 208 212 208 211 209 211 209] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[211 207 211 207 209 209 209 209 211 207 211 207 210 208 210 208] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[192 188 192 188 190 190 190 190 192 188 192 188 191 189 191 189] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[190 186 190 186 188 188 188 188 190 186 190 186 189 187 189 187] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[189 185 189 185 187 187 187 187 189 185 189 185 188 186 188 186] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[189 185 189 185 187 187 187 187 189 185 189 185 188 186 188 186] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [266 266 266 266 268 268 264 264 267 267 265 265 268 268 264 264]\n",
      "[187 183 187 183 185 185 185 185 187 183 187 183 186 184 186 184] [103 103 103 103 105 105 101 101 104 104 102 102 105 105 101 101]\n",
      "[188 184 188 184 186 186 186 186 188 184 188 184 187 185 187 185] [93 93 93 93 95 95 91 91 94 94 92 92 95 95 91 91]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [430 430 430 430 432 432 428 428 431 431 429 429 432 432 428 428]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [349 349 349 349 351 351 347 347 350 350 348 348 351 351 347 347]\n",
      "[186 182 186 182 184 184 184 184 186 182 186 182 185 183 185 183] [260 260 260 260 262 262 258 258 261 261 259 259 262 262 258 258]\n",
      "[185 181 185 181 183 183 183 183 185 181 185 181 184 182 184 182] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[185 181 185 181 183 183 183 183 185 181 185 181 184 182 184 182] [13 13 13 13 15 15 11 11 14 14 12 12 15 15 11 11]\n",
      "[184 180 184 180 182 182 182 182 184 180 184 180 183 181 183 181] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[184 180 184 180 182 182 182 182 184 180 184 180 183 181 183 181] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[184 180 184 180 182 182 182 182 184 180 184 180 183 181 183 181] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[184 180 184 180 182 182 182 182 184 180 184 180 183 181 183 181] [263 263 263 263 265 265 261 261 264 264 262 262 265 265 261 261]\n",
      "[182 178 182 178 180 180 180 180 182 178 182 178 181 179 181 179] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[182 178 182 178 180 180 180 180 182 178 182 178 181 179 181 179] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[182 178 182 178 180 180 180 180 182 178 182 178 181 179 181 179] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[181 177 181 177 179 179 179 179 181 177 181 177 180 178 180 178] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[181 177 181 177 179 179 179 179 181 177 181 177 180 178 180 178] [268 268 268 268 270 270 266 266 269 269 267 267 270 270 266 266]\n",
      "[181 177 181 177 179 179 179 179 181 177 181 177 180 178 180 178] [260 260 260 260 262 262 258 258 261 261 259 259 262 262 258 258]\n",
      "[181 177 181 177 179 179 179 179 181 177 181 177 180 178 180 178] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[192 188 192 188 190 190 190 190 192 188 192 188 191 189 191 189] [ 9  9  9  9 11 11  7  7 10 10  8  8 11 11  7  7]\n",
      "[192 188 192 188 190 190 190 190 192 188 192 188 191 189 191 189] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[211 207 211 207 209 209 209 209 211 207 211 207 210 208 210 208] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[194 190 194 190 192 192 192 192 194 190 194 190 193 191 193 191] [25 25 25 25 27 27 23 23 26 26 24 24 27 27 23 23]\n",
      "[210 206 210 206 208 208 208 208 210 206 210 206 209 207 209 207] [334 334 334 334 336 336 332 332 335 335 333 333 336 336 332 332]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [494 494 494 494 496 496 492 492 495 495 493 493 496 496 492 492]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [346 346 346 346 348 348 344 344 347 347 345 345 348 348 344 344]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [329 329 329 329 331 331 327 327 330 330 328 328 331 331 327 327]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[208 204 208 204 206 206 206 206 208 204 208 204 207 205 207 205] [308 308 308 308 310 310 306 306 309 309 307 307 310 310 306 306]\n",
      "[207 203 207 203 205 205 205 205 207 203 207 203 206 204 206 204] [339 339 339 339 341 341 337 337 340 340 338 338 341 341 337 337]\n",
      "[207 203 207 203 205 205 205 205 207 203 207 203 206 204 206 204] [331 331 331 331 333 333 329 329 332 332 330 330 333 333 329 329]\n",
      "[207 203 207 203 205 205 205 205 207 203 207 203 206 204 206 204] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[206 202 206 202 204 204 204 204 206 202 206 202 205 203 205 203] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[206 202 206 202 204 204 204 204 206 202 206 202 205 203 205 203] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[206 202 206 202 204 204 204 204 206 202 206 202 205 203 205 203] [472 472 472 472 474 474 470 470 473 473 471 471 474 474 470 470]\n",
      "[204 200 204 200 202 202 202 202 204 200 204 200 203 201 203 201] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[204 200 204 200 202 202 202 202 204 200 204 200 203 201 203 201] [325 325 325 325 327 327 323 323 326 326 324 324 327 327 323 323]\n",
      "[203 199 203 199 201 201 201 201 203 199 203 199 202 200 202 200] [316 316 316 316 318 318 314 314 317 317 315 315 318 318 314 314]\n",
      "[202 198 202 198 200 200 200 200 202 198 202 198 201 199 201 199] [326 326 326 326 328 328 324 324 327 327 325 325 328 328 324 324]\n",
      "[202 198 202 198 200 200 200 200 202 198 202 198 201 199 201 199] [319 319 319 319 321 321 317 317 320 320 318 318 321 321 317 317]\n",
      "[201 197 201 197 199 199 199 199 201 197 201 197 200 198 200 198] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[199 195 199 195 197 197 197 197 199 195 199 195 198 196 198 196] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[196 192 196 192 194 194 194 194 196 192 196 192 195 193 195 193] [191 191 191 191 193 193 189 189 192 192 190 190 193 193 189 189]\n",
      "[196 192 196 192 194 194 194 194 196 192 196 192 195 193 195 193] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[193 189 193 189 191 191 191 191 193 189 193 189 192 190 192 190] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[222 218 222 218 220 220 220 220 222 218 222 218 221 219 221 219] [314 314 314 314 316 316 312 312 315 315 313 313 316 316 312 312]\n",
      "[223 219 223 219 221 221 221 221 223 219 223 219 222 220 222 220] [137 137 137 137 139 139 135 135 138 138 136 136 139 139 135 135]\n",
      "[257 253 257 253 255 255 255 255 257 253 257 253 256 254 256 254] [460 460 460 460 462 462 458 458 461 461 459 459 462 462 458 458]\n",
      "[257 253 257 253 255 255 255 255 257 253 257 253 256 254 256 254] [449 449 449 449 451 451 447 447 450 450 448 448 451 451 447 447]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [277 277 277 277 279 279 275 275 278 278 276 276 279 279 275 275]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [273 273 273 273 275 275 271 271 274 274 272 272 275 275 271 271]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [17 17 17 17 19 19 15 15 18 18 16 16 19 19 15 15]\n",
      "[256 252 256 252 254 254 254 254 256 252 256 252 255 253 255 253] [12 12 12 12 14 14 10 10 13 13 11 11 14 14 10 10]\n",
      "[255 251 255 251 253 253 253 253 255 251 255 251 254 252 254 252] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[255 251 255 251 253 253 253 253 255 251 255 251 254 252 254 252] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[254 250 254 250 252 252 252 252 254 250 254 250 253 251 253 251] [276 276 276 276 278 278 274 274 277 277 275 275 278 278 274 274]\n",
      "[254 250 254 250 252 252 252 252 254 250 254 250 253 251 253 251] [123 123 123 123 125 125 121 121 124 124 122 122 125 125 121 121]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [460 460 460 460 462 462 458 458 461 461 459 459 462 462 458 458]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [458 458 458 458 460 460 456 456 459 459 457 457 460 460 456 456]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [451 451 451 451 453 453 449 449 452 452 450 450 453 453 449 449]\n",
      "[253 249 253 249 251 251 251 251 253 249 253 249 252 250 252 250] [14 14 14 14 16 16 12 12 15 15 13 13 16 16 12 12]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [437 437 437 437 439 439 435 435 438 438 436 436 439 439 435 435]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [348 348 348 348 350 350 346 346 349 349 347 347 350 350 346 346]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [268 268 268 268 270 270 266 266 269 269 267 267 270 270 266 266]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [180 180 180 180 182 182 178 178 181 181 179 179 182 182 178 178]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [133 133 133 133 135 135 131 131 134 134 132 132 135 135 131 131]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [131 131 131 131 133 133 129 129 132 132 130 130 133 133 129 129]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [125 125 125 125 127 127 123 123 126 126 124 124 127 127 123 123]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [123 123 123 123 125 125 121 121 124 124 122 122 125 125 121 121]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[252 248 252 248 250 250 250 250 252 248 252 248 251 249 251 249] [92 92 92 92 94 94 90 90 93 93 91 91 94 94 90 90]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [448 448 448 448 450 450 446 446 449 449 447 447 450 450 446 446]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [178 178 178 178 180 180 176 176 179 179 177 177 180 180 176 176]\n",
      "[257 253 257 253 255 255 255 255 257 253 257 253 256 254 256 254] [454 454 454 454 456 456 452 452 455 455 453 453 456 456 452 452]\n",
      "[259 255 259 255 257 257 257 257 259 255 259 255 258 256 258 256] [125 125 125 125 127 127 123 123 126 126 124 124 127 127 123 123]\n",
      "[250 246 250 246 248 248 248 248 250 246 250 246 249 247 249 247] [19 19 19 19 21 21 17 17 20 20 18 18 21 21 17 17]\n",
      "[259 255 259 255 257 257 257 257 259 255 259 255 258 256 258 256] [130 130 130 130 132 132 128 128 131 131 129 129 132 132 128 128]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [479 479 479 479 481 481 477 477 480 480 478 478 481 481 477 477]\n",
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      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [258 258 258 258 260 260 256 256 259 259 257 257 260 260 256 256]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [92 92 92 92 94 94 90 90 93 93 91 91 94 94 90 90]\n",
      "[63 59 63 59 61 61 61 61 63 59 63 59 62 60 62 60] [185 185 185 185 187 187 183 183 186 186 184 184 187 187 183 183]\n",
      "[64 60 64 60 62 62 62 62 64 60 64 60 63 61 63 61] [175 175 175 175 177 177 173 173 176 176 174 174 177 177 173 173]\n",
      "[120 116 120 116 118 118 118 118 120 116 120 116 119 117 119 117] [95 95 95 95 97 97 93 93 96 96 94 94 97 97 93 93]\n",
      "[120 116 120 116 118 118 118 118 120 116 120 116 119 117 119 117] [269 269 269 269 271 271 267 267 270 270 268 268 271 271 267 267]\n",
      "[180 176 180 176 178 178 178 178 180 176 180 176 179 177 179 177] [349 349 349 349 351 351 347 347 350 350 348 348 351 351 347 347]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [478 478 478 478 480 480 476 476 479 479 477 477 480 480 476 476]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [472 472 472 472 474 474 470 470 473 473 471 471 474 474 470 470]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [417 417 417 417 419 419 415 415 418 418 416 416 419 419 415 415]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [415 415 415 415 417 417 413 413 416 416 414 414 417 417 413 413]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [403 403 403 403 405 405 401 401 404 404 402 402 405 405 401 401]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [236 236 236 236 238 238 234 234 237 237 235 235 238 238 234 234]\n",
      "[156 152 156 152 154 154 154 154 156 152 156 152 155 153 155 153] [407 407 407 407 409 409 405 405 408 408 406 406 409 409 405 405]\n",
      "[155 151 155 151 153 153 153 153 155 151 155 151 154 152 154 152] [405 405 405 405 407 407 403 403 406 406 404 404 407 407 403 403]\n",
      "[155 151 155 151 153 153 153 153 155 151 155 151 154 152 154 152] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[155 151 155 151 153 153 153 153 155 151 155 151 154 152 154 152] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[153 149 153 149 151 151 151 151 153 149 153 149 152 150 152 150] [312 312 312 312 314 314 310 310 313 313 311 311 314 314 310 310]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [388 388 388 388 390 390 386 386 389 389 387 387 390 390 386 386]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [386 386 386 386 388 388 384 384 387 387 385 385 388 388 384 384]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [302 302 302 302 304 304 300 300 303 303 301 301 304 304 300 300]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [241 241 241 241 243 243 239 239 242 242 240 240 243 243 239 239]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[151 147 151 147 149 149 149 149 151 147 151 147 150 148 150 148] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[151 147 151 147 149 149 149 149 151 147 151 147 150 148 150 148] [470 470 470 470 472 472 468 468 471 471 469 469 472 472 468 468]\n",
      "[151 147 151 147 149 149 149 149 151 147 151 147 150 148 150 148] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[152 148 152 148 150 150 150 150 152 148 152 148 151 149 151 149] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[150 146 150 146 148 148 148 148 150 146 150 146 149 147 149 147] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[150 146 150 146 148 148 148 148 150 146 150 146 149 147 149 147] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[150 146 150 146 148 148 148 148 150 146 150 146 149 147 149 147] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[149 145 149 145 147 147 147 147 149 145 149 145 148 146 148 146] [470 470 470 470 472 472 468 468 471 471 469 469 472 472 468 468]\n",
      "[158 154 158 154 156 156 156 156 158 154 158 154 157 155 157 155] [51 51 51 51 53 53 49 49 52 52 50 50 53 53 49 49]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[149 145 149 145 147 147 147 147 149 145 149 145 148 146 148 146] [68 68 68 68 70 70 66 66 69 69 67 67 70 70 66 66]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[180 176 180 176 178 178 178 178 180 176 180 176 179 177 179 177] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[180 176 180 176 178 178 178 178 180 176 180 176 179 177 179 177] [179 179 179 179 181 181 177 177 180 180 178 178 181 181 177 177]\n",
      "[179 175 179 175 177 177 177 177 179 175 179 175 178 176 178 176] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[180 176 180 176 178 178 178 178 180 176 180 176 179 177 179 177] [436 436 436 436 438 438 434 434 437 437 435 435 438 438 434 434]\n",
      "[178 174 178 174 176 176 176 176 178 174 178 174 177 175 177 175] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[178 174 178 174 176 176 176 176 178 174 178 174 177 175 177 175] [262 262 262 262 264 264 260 260 263 263 261 261 264 264 260 260]\n",
      "[177 173 177 173 175 175 175 175 177 173 177 173 176 174 176 174] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[177 173 177 173 175 175 175 175 177 173 177 173 176 174 176 174] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
      "[174 170 174 170 172 172 172 172 174 170 174 170 173 171 173 171] [435 435 435 435 437 437 433 433 436 436 434 434 437 437 433 433]\n",
      "[174 170 174 170 172 172 172 172 174 170 174 170 173 171 173 171] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[174 170 174 170 172 172 172 172 174 170 174 170 173 171 173 171] [208 208 208 208 210 210 206 206 209 209 207 207 210 210 206 206]\n",
      "[171 167 171 167 169 169 169 169 171 167 171 167 170 168 170 168] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[162 158 162 158 160 160 160 160 162 158 162 158 161 159 161 159] [52 52 52 52 54 54 50 50 53 53 51 51 54 54 50 50]\n",
      "[160 156 160 156 158 158 158 158 160 156 160 156 159 157 159 157] [138 138 138 138 140 140 136 136 139 139 137 137 140 140 136 136]\n",
      "[160 156 160 156 158 158 158 158 160 156 160 156 159 157 159 157] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[160 156 160 156 158 158 158 158 160 156 160 156 159 157 159 157] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[160 156 160 156 158 158 158 158 160 156 160 156 159 157 159 157] [134 134 134 134 136 136 132 132 135 135 133 133 136 136 132 132]\n",
      "[158 154 158 154 156 156 156 156 158 154 158 154 157 155 157 155] [417 417 417 417 419 419 415 415 418 418 416 416 419 419 415 415]\n",
      "[159 155 159 155 157 157 157 157 159 155 159 155 158 156 158 156] [397 397 397 397 399 399 395 395 398 398 396 396 399 399 395 395]\n",
      "[158 154 158 154 156 156 156 156 158 154 158 154 157 155 157 155] [388 388 388 388 390 390 386 386 389 389 387 387 390 390 386 386]\n",
      "[158 154 158 154 156 156 156 156 158 154 158 154 157 155 157 155] [138 138 138 138 140 140 136 136 139 139 137 137 140 140 136 136]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [311 311 311 311 313 313 309 309 312 312 310 310 313 313 309 309]\n",
      "[157 153 157 153 155 155 155 155 157 153 157 153 156 154 156 154] [303 303 303 303 305 305 301 301 304 304 302 302 305 305 301 301]\n",
      "[149 145 149 145 147 147 147 147 149 145 149 145 148 146 148 146] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[148 144 148 144 146 146 146 146 148 144 148 144 147 145 147 145] [386 386 386 386 388 388 384 384 387 387 385 385 388 388 384 384]\n",
      "[120 116 120 116 118 118 118 118 120 116 120 116 119 117 119 117] [425 425 425 425 427 427 423 423 426 426 424 424 427 427 423 423]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [358 358 358 358 360 360 356 356 359 359 357 357 360 360 356 356]\n",
      "[125 121 125 121 123 123 123 123 125 121 125 121 124 122 124 122] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[125 121 125 121 123 123 123 123 125 121 125 121 124 122 124 122] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [92 92 92 92 94 94 90 90 93 93 91 91 94 94 90 90]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [508 508 508 508 510 510 506 506 509 509 507 507 510 510 506 506]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [188 188 188 188 190 190 186 186 189 189 187 187 190 190 186 186]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [186 186 186 186 188 188 184 184 187 187 185 185 188 188 184 184]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [103 103 103 103 105 105 101 101 104 104 102 102 105 105 101 101]\n",
      "[124 120 124 120 122 122 122 122 124 120 124 120 123 121 123 121] [21 21 21 21 23 23 19 19 22 22 20 20 23 23 19 19]\n",
      "[123 119 123 119 121 121 121 121 123 119 123 119 122 120 122 120] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[123 119 123 119 121 121 121 121 123 119 123 119 122 120 122 120] [177 177 177 177 179 179 175 175 178 178 176 176 179 179 175 175]\n",
      "[123 119 123 119 121 121 121 121 123 119 123 119 122 120 122 120] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [259 259 259 259 261 261 257 257 260 260 258 258 261 261 257 257]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[122 118 122 118 120 120 120 120 122 118 122 118 121 119 121 119] [14 14 14 14 16 16 12 12 15 15 13 13 16 16 12 12]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [504 504 504 504 506 506 502 502 505 505 503 503 506 506 502 502]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [358 358 358 358 360 360 356 356 359 359 357 357 360 360 356 356]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [356 356 356 356 358 358 354 354 357 357 355 355 358 358 354 354]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [344 344 344 344 346 346 342 342 345 345 343 343 346 346 342 342]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [263 263 263 263 265 265 261 261 264 264 262 262 265 265 261 261]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [189 189 189 189 191 191 187 187 190 190 188 188 191 191 187 187]\n",
      "[121 117 121 117 119 119 119 119 121 117 121 117 120 118 120 118] [183 183 183 183 185 185 181 181 184 184 182 182 185 185 181 181]\n",
      "[120 116 120 116 118 118 118 118 120 116 120 116 119 117 119 117] [427 427 427 427 429 429 425 425 428 428 426 426 429 429 425 425]\n",
      "[126 122 126 122 124 124 124 124 126 122 126 122 125 123 125 123] [269 269 269 269 271 271 267 267 270 270 268 268 271 271 267 267]\n",
      "[127 123 127 123 125 125 125 125 127 123 127 123 126 124 126 124] [101 101 101 101 103 103  99  99 102 102 100 100 103 103  99  99]\n",
      "[148 144 148 144 146 146 146 146 148 144 148 144 147 145 147 145] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[127 123 127 123 125 125 125 125 127 123 127 123 126 124 126 124] [260 260 260 260 262 262 258 258 261 261 259 259 262 262 258 258]\n",
      "[148 144 148 144 146 146 146 146 148 144 148 144 147 145 147 145] [58 58 58 58 60 60 56 56 59 59 57 57 60 60 56 56]\n",
      "[147 143 147 143 145 145 145 145 147 143 147 143 146 144 146 144] [480 480 480 480 482 482 478 478 481 481 479 479 482 482 478 478]\n",
      "[148 144 148 144 146 146 146 146 148 144 148 144 147 145 147 145] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[147 143 147 143 145 145 145 145 147 143 147 143 146 144 146 144] [304 304 304 304 306 306 302 302 305 305 303 303 306 306 302 302]\n",
      "[147 143 147 143 145 145 145 145 147 143 147 143 146 144 146 144] [235 235 235 235 237 237 233 233 236 236 234 234 237 237 233 233]\n",
      "[147 143 147 143 145 145 145 145 147 143 147 143 146 144 146 144] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[146 142 146 142 144 144 144 144 146 142 146 142 145 143 145 143] [397 397 397 397 399 399 395 395 398 398 396 396 399 399 395 395]\n",
      "[146 142 146 142 144 144 144 144 146 142 146 142 145 143 145 143] [388 388 388 388 390 390 386 386 389 389 387 387 390 390 386 386]\n",
      "[146 142 146 142 144 144 144 144 146 142 146 142 145 143 145 143] [227 227 227 227 229 229 225 225 228 228 226 226 229 229 225 225]\n",
      "[145 141 145 141 143 143 143 143 145 141 145 141 144 142 144 142] [478 478 478 478 480 480 476 476 479 479 477 477 480 480 476 476]\n",
      "[146 142 146 142 144 144 144 144 146 142 146 142 145 143 145 143] [239 239 239 239 241 241 237 237 240 240 238 238 241 241 237 237]\n",
      "[145 141 145 141 143 143 143 143 145 141 145 141 144 142 144 142] [234 234 234 234 236 236 232 232 235 235 233 233 236 236 232 232]\n",
      "[133 129 133 129 131 131 131 131 133 129 133 129 132 130 132 130] [16 16 16 16 18 18 14 14 17 17 15 15 18 18 14 14]\n",
      "[131 127 131 127 129 129 129 129 131 127 131 127 130 128 130 128] [21 21 21 21 23 23 19 19 22 22 20 20 23 23 19 19]\n",
      "[131 127 131 127 129 129 129 129 131 127 131 127 130 128 130 128] [15 15 15 15 17 17 13 13 16 16 14 14 17 17 13 13]\n",
      "[130 126 130 126 128 128 128 128 130 126 130 126 129 127 129 127] [348 348 348 348 350 350 346 346 349 349 347 347 350 350 346 346]\n",
      "[130 126 130 126 128 128 128 128 130 126 130 126 129 127 129 127] [179 179 179 179 181 181 177 177 180 180 178 178 181 181 177 177]\n",
      "[130 126 130 126 128 128 128 128 130 126 130 126 129 127 129 127] [ 98  98  98  98 100 100  96  96  99  99  97  97 100 100  96  96]\n",
      "[130 126 130 126 128 128 128 128 130 126 130 126 129 127 129 127] [96 96 96 96 98 98 94 94 97 97 95 95 98 98 94 94]\n",
      "[129 125 129 125 127 127 127 127 129 125 129 125 128 126 128 126] [355 355 355 355 357 357 353 353 356 356 354 354 357 357 353 353]\n",
      "[128 124 128 124 126 126 126 126 128 124 128 124 127 125 127 125] [436 436 436 436 438 438 434 434 437 437 435 435 438 438 434 434]\n",
      "[128 124 128 124 126 126 126 126 128 124 128 124 127 125 127 125] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[128 124 128 124 126 126 126 126 128 124 128 124 127 125 127 125] [103 103 103 103 105 105 101 101 104 104 102 102 105 105 101 101]\n",
      "[127 123 127 123 125 125 125 125 127 123 127 123 126 124 126 124] [351 351 351 351 353 353 349 349 352 352 350 350 353 353 349 349]\n",
      "[127 123 127 123 125 125 125 125 127 123 127 123 126 124 126 124] [265 265 265 265 267 267 263 263 266 266 264 264 267 267 263 263]\n",
      "[274 270 274 270 272 272 272 272 274 270 274 270 273 271 273 271] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[275 271 275 271 273 273 273 273 275 271 275 271 274 272 274 272] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [57 57 57 57 59 59 55 55 58 58 56 56 59 59 55 55]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [211 211 211 211 213 213 209 209 212 212 210 210 213 213 209 209]\n",
      "[420 416 420 416 418 418 418 418 420 416 420 416 419 417 419 417] [422 422 422 422 424 424 420 420 423 423 421 421 424 424 420 420]\n",
      "[417 413 417 413 415 415 415 415 417 413 417 413 416 414 416 414] [357 357 357 357 359 359 355 355 358 358 356 356 359 359 355 355]\n",
      "[416 412 416 412 414 414 414 414 416 412 416 412 415 413 415 413] [418 418 418 418 420 420 416 416 419 419 417 417 420 420 416 416]\n",
      "[416 412 416 412 414 414 414 414 416 412 416 412 415 413 415 413] [249 249 249 249 251 251 247 247 250 250 248 248 251 251 247 247]\n",
      "[415 411 415 411 413 413 413 413 415 411 415 411 414 412 414 412] [382 382 382 382 384 384 380 380 383 383 381 381 384 384 380 380]\n",
      "[414 410 414 410 412 412 412 412 414 410 414 410 413 411 413 411] [255 255 255 255 257 257 253 253 256 256 254 254 257 257 253 253]\n",
      "[414 410 414 410 412 412 412 412 414 410 414 410 413 411 413 411] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[413 409 413 409 411 411 411 411 413 409 413 409 412 410 412 410] [423 423 423 423 425 425 421 421 424 424 422 422 425 425 421 421]\n",
      "[413 409 413 409 411 411 411 411 413 409 413 409 412 410 412 410] [421 421 421 421 423 423 419 419 422 422 420 420 423 423 419 419]\n",
      "[412 408 412 408 410 410 410 410 412 408 412 408 411 409 411 409] [385 385 385 385 387 387 383 383 386 386 384 384 387 387 383 383]\n",
      "[412 408 412 408 410 410 410 410 412 408 412 408 411 409 411 409] [374 374 374 374 376 376 372 372 375 375 373 373 376 376 372 372]\n",
      "[410 406 410 406 408 408 408 408 410 406 410 406 409 407 409 407] [385 385 385 385 387 387 383 383 386 386 384 384 387 387 383 383]\n",
      "[409 405 409 405 407 407 407 407 409 405 409 405 408 406 408 406] [244 244 244 244 246 246 242 242 245 245 243 243 246 246 242 242]\n",
      "[409 405 409 405 407 407 407 407 409 405 409 405 408 406 408 406] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[409 405 409 405 407 407 407 407 409 405 409 405 408 406 408 406] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[408 404 408 404 406 406 406 406 408 404 408 404 407 405 407 405] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[408 404 408 404 406 406 406 406 408 404 408 404 407 405 407 405] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[407 403 407 403 405 405 405 405 407 403 407 403 406 404 406 404] [382 382 382 382 384 384 380 380 383 383 381 381 384 384 380 380]\n",
      "[407 403 407 403 405 405 405 405 407 403 407 403 406 404 406 404] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[407 403 407 403 405 405 405 405 407 403 407 403 406 404 406 404] [148 148 148 148 150 150 146 146 149 149 147 147 150 150 146 146]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [247 247 247 247 249 249 245 245 248 248 246 246 249 249 245 245]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [144 144 144 144 146 146 142 142 145 145 143 143 146 146 142 142]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [69 69 69 69 71 71 67 67 70 70 68 68 71 71 67 67]\n",
      "[406 402 406 402 404 404 404 404 406 402 406 402 405 403 405 403] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [323 323 323 323 325 325 321 321 324 324 322 322 325 325 321 321]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [190 190 190 190 192 192 188 188 191 191 189 189 192 192 188 188]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [213 213 213 213 215 215 211 211 214 214 212 212 215 215 211 211]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [250 250 250 250 252 252 248 248 251 251 249 249 252 252 248 248]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [183 183 183 183 185 185 181 181 184 184 182 182 185 185 181 181]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[432 428 432 428 430 430 430 430 432 428 432 428 431 429 431 429] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[431 427 431 427 429 429 429 429 431 427 431 427 430 428 430 428] [363 363 363 363 365 365 361 361 364 364 362 362 365 365 361 361]\n",
      "[431 427 431 427 429 429 429 429 431 427 431 427 430 428 430 428] [361 361 361 361 363 363 359 359 362 362 360 360 363 363 359 359]\n",
      "[431 427 431 427 429 429 429 429 431 427 431 427 430 428 430 428] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[430 426 430 426 428 428 428 428 430 426 430 426 429 427 429 427] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[429 425 429 425 427 427 427 427 429 425 429 425 428 426 428 426] [226 226 226 226 228 228 224 224 227 227 225 225 228 228 224 224]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [267 267 267 267 269 269 265 265 268 268 266 266 269 269 265 265]\n",
      "[428 424 428 424 426 426 426 426 428 424 428 424 427 425 427 425] [217 217 217 217 219 219 215 215 218 218 216 216 219 219 215 215]\n",
      "[426 422 426 422 424 424 424 424 426 422 426 422 425 423 425 423] [108 108 108 108 110 110 106 106 109 109 107 107 110 110 106 106]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [213 213 213 213 215 215 211 211 214 214 212 212 215 215 211 211]\n",
      "[425 421 425 421 423 423 423 423 425 421 425 421 424 422 424 422] [122 122 122 122 124 124 120 120 123 123 121 121 124 124 120 120]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [364 364 364 364 366 366 362 362 365 365 363 363 366 366 362 362]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [200 200 200 200 202 202 198 198 201 201 199 199 202 202 198 198]\n",
      "[424 420 424 420 422 422 422 422 424 420 424 420 423 421 423 421] [366 366 366 366 368 368 364 364 367 367 365 365 368 368 364 364]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [350 350 350 350 352 352 348 348 351 351 349 349 352 352 348 348]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [276 276 276 276 278 278 274 274 277 277 275 275 278 278 274 274]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [272 272 272 272 274 274 270 270 273 273 271 271 274 274 270 270]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [257 257 257 257 259 259 255 255 258 258 256 256 259 259 255 255]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [120 120 120 120 122 122 118 118 121 121 119 119 122 122 118 118]\n",
      "[423 419 423 419 421 421 421 421 423 419 423 419 422 420 422 420] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[422 418 422 418 420 420 420 420 422 418 422 418 421 419 421 419] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[422 418 422 418 420 420 420 420 422 418 422 418 421 419 421 419] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[421 417 421 417 419 419 419 419 421 417 421 417 420 418 420 418] [259 259 259 259 261 261 257 257 260 260 258 258 261 261 257 257]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[405 401 405 401 403 403 403 403 405 401 405 401 404 402 404 402] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [267 267 267 267 269 269 265 265 268 268 266 266 269 269 265 265]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [310 310 310 310 312 312 308 308 311 311 309 309 312 312 308 308]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [405 405 405 405 407 407 403 403 406 406 404 404 407 407 403 403]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [391 391 391 391 393 393 389 389 392 392 390 390 393 393 389 389]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [246 246 246 246 248 248 244 244 247 247 245 245 248 248 244 244]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [146 146 146 146 148 148 144 144 147 147 145 145 148 148 144 144]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [144 144 144 144 146 146 142 142 145 145 143 143 146 146 142 142]\n",
      "[396 392 396 392 394 394 394 394 396 392 396 392 395 393 395 393] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [476 476 476 476 478 478 474 474 477 477 475 475 478 478 474 474]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [307 307 307 307 309 309 305 305 308 308 306 306 309 309 305 305]\n",
      "[395 391 395 391 393 393 393 393 395 391 395 391 394 392 394 392] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [236 236 236 236 238 238 234 234 237 237 235 235 238 238 234 234]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [229 229 229 229 231 231 227 227 230 230 228 228 231 231 227 227]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [147 147 147 147 149 149 145 145 148 148 146 146 149 149 145 145]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [143 143 143 143 145 145 141 141 144 144 142 142 145 145 141 141]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [432 432 432 432 434 434 430 430 433 433 431 431 434 434 430 430]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [425 425 425 425 427 427 423 423 426 426 424 424 427 427 423 423]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [413 413 413 413 415 415 411 411 414 414 412 412 415 415 411 411]\n",
      "[394 390 394 390 392 392 392 392 394 390 394 390 393 391 393 391] [249 249 249 249 251 251 247 247 250 250 248 248 251 251 247 247]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [163 163 163 163 165 165 161 161 164 164 162 162 165 165 161 161]\n",
      "[393 389 393 389 391 391 391 391 393 389 393 389 392 390 392 390] [157 157 157 157 159 159 155 155 158 158 156 156 159 159 155 155]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [428 428 428 428 430 430 426 426 429 429 427 427 430 430 426 426]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [424 424 424 424 426 426 422 422 425 425 423 423 426 426 422 422]\n",
      "[391 387 391 387 389 389 389 389 391 387 391 387 390 388 390 388] [158 158 158 158 160 160 156 156 159 159 157 157 160 160 156 156]\n",
      "[397 393 397 393 395 395 395 395 397 393 397 393 396 394 396 394] [248 248 248 248 250 250 246 246 249 249 247 247 250 250 246 246]\n",
      "[397 393 397 393 395 395 395 395 397 393 397 393 396 394 396 394] [489 489 489 489 491 491 487 487 490 490 488 488 491 491 487 487]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [495 495 495 495 497 497 493 493 496 496 494 494 497 497 493 493]\n",
      "[397 393 397 393 395 395 395 395 397 393 397 393 396 394 396 394] [496 496 496 496 498 498 494 494 497 497 495 495 498 498 494 494]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[404 400 404 400 402 402 402 402 404 400 404 400 403 401 403 401] [145 145 145 145 147 147 143 143 146 146 144 144 147 147 143 143]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [328 328 328 328 330 330 326 326 329 329 327 327 330 330 326 326]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [249 249 249 249 251 251 247 247 250 250 248 248 251 251 247 247]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [160 160 160 160 162 162 158 158 161 161 159 159 162 162 158 158]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [68 68 68 68 70 70 66 66 69 69 67 67 70 70 66 66]\n",
      "[403 399 403 399 401 401 401 401 403 399 403 399 402 400 402 400] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[401 397 401 397 399 399 399 399 401 397 401 397 400 398 400 398] [68 68 68 68 70 70 66 66 69 69 67 67 70 70 66 66]\n",
      "[401 397 401 397 399 399 399 399 401 397 401 397 400 398 400 398] [66 66 66 66 68 68 64 64 67 67 65 65 68 68 64 64]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [307 307 307 307 309 309 305 305 308 308 306 306 309 309 305 305]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [248 248 248 248 250 250 246 246 249 249 247 247 250 250 246 246]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [246 246 246 246 248 248 244 244 247 247 245 245 248 248 244 244]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [235 235 235 235 237 237 233 233 236 236 234 234 237 237 233 233]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [157 157 157 157 159 159 155 155 158 158 156 156 159 159 155 155]\n",
      "[400 396 400 396 398 398 398 398 400 396 400 396 399 397 399 397] [140 140 140 140 142 142 138 138 141 141 139 139 142 142 138 138]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [328 328 328 328 330 330 326 326 329 329 327 327 330 330 326 326]\n",
      "[399 395 399 395 397 397 397 397 399 395 399 395 398 396 398 396] [319 319 319 319 321 321 317 317 320 320 318 318 321 321 317 317]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [404 404 404 404 406 406 402 402 405 405 403 403 406 406 402 402]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [391 391 391 391 393 393 389 389 392 392 390 390 393 393 389 389]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [151 151 151 151 153 153 149 149 152 152 150 150 153 153 149 149]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [69 69 69 69 71 71 67 67 70 70 68 68 71 71 67 67]\n",
      "[398 394 398 394 396 396 396 396 398 394 398 394 397 395 397 395] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [109 109 109 109 111 111 107 107 110 110 108 108 111 111 107 107]\n",
      "[433 429 433 429 431 431 431 431 433 429 433 429 432 430 432 430] [363 363 363 363 365 365 361 361 364 364 362 362 365 365 361 361]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [475 475 475 475 477 477 473 473 476 476 474 474 477 477 473 473]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [26 26 26 26 28 28 24 24 27 27 25 25 28 28 24 24]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [370 370 370 370 372 372 368 368 371 371 369 369 372 372 368 368]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [364 364 364 364 366 366 362 362 365 365 363 363 366 366 362 362]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [205 205 205 205 207 207 203 203 206 206 204 204 207 207 203 203]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [191 191 191 191 193 193 189 189 192 192 190 190 193 193 189 189]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [20 20 20 20 22 22 18 18 21 21 19 19 22 22 18 18]\n",
      "[488 484 488 484 486 486 486 486 488 484 488 484 487 485 487 485] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[487 483 487 483 485 485 485 485 487 483 487 483 486 484 486 484] [191 191 191 191 193 193 189 189 192 192 190 190 193 193 189 189]\n",
      "[486 482 486 482 484 484 484 484 486 482 486 482 485 483 485 483] [435 435 435 435 437 437 433 433 436 436 434 434 437 437 433 433]\n",
      "[485 481 485 481 483 483 483 483 485 481 485 481 484 482 484 482] [363 363 363 363 365 365 361 361 364 364 362 362 365 365 361 361]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [435 435 435 435 437 437 433 433 436 436 434 434 437 437 433 433]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [275 275 275 275 277 277 273 273 276 276 274 274 277 277 273 273]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [197 197 197 197 199 199 195 195 198 198 196 196 199 199 195 195]\n",
      "[484 480 484 480 482 482 482 482 484 480 484 480 483 481 483 481] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[483 479 483 479 481 481 481 481 483 479 483 479 482 480 482 480] [363 363 363 363 365 365 361 361 364 364 362 362 365 365 361 361]\n",
      "[482 478 482 478 480 480 480 480 482 478 482 478 481 479 481 479] [280 280 280 280 282 282 278 278 281 281 279 279 282 282 278 278]\n",
      "[481 477 481 477 479 479 479 479 481 477 481 477 480 478 480 478] [198 198 198 198 200 200 196 196 199 199 197 197 200 200 196 196]\n",
      "[481 477 481 477 479 479 479 479 481 477 481 477 480 478 480 478] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[480 476 480 476 478 478 478 478 480 476 480 476 479 477 479 477] [286 286 286 286 288 288 284 284 287 287 285 285 288 288 284 284]\n",
      "[480 476 480 476 478 478 478 478 480 476 480 476 479 477 479 477] [280 280 280 280 282 282 278 278 281 281 279 279 282 282 278 278]\n",
      "[479 475 479 475 477 477 477 477 479 475 479 475 478 476 478 476] [364 364 364 364 366 366 362 362 365 365 363 363 366 366 362 362]\n",
      "[476 472 476 472 474 474 474 474 476 472 476 472 475 473 475 473] [44 44 44 44 46 46 42 42 45 45 43 43 46 46 42 42]\n",
      "[473 469 473 469 471 471 471 471 473 469 473 469 472 470 472 470] [73 73 73 73 75 75 71 71 74 74 72 72 75 75 71 71]\n",
      "[471 467 471 467 469 469 469 469 471 467 471 467 470 468 470 468] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[489 485 489 485 487 487 487 487 489 485 489 485 488 486 488 486] [441 441 441 441 443 443 439 439 442 442 440 440 443 443 439 439]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[470 466 470 466 468 468 468 468 470 466 470 466 469 467 469 467] [73 73 73 73 75 75 71 71 74 74 72 72 75 75 71 71]\n",
      "[491 487 491 487 489 489 489 489 491 487 491 487 490 488 490 488] [279 279 279 279 281 281 277 277 280 280 278 278 281 281 277 277]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [413 413 413 413 415 415 411 411 414 414 412 412 415 415 411 411]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [411 411 411 411 413 413 409 409 412 412 410 410 413 413 409 409]\n",
      "[510 506 510 506 508 508 508 508 510 506 510 506 509 507 509 507] [494 494 494 494 496 496 492 492 495 495 493 493 496 496 492 492]\n",
      "[509 505 509 505 507 507 507 507 509 505 509 505 508 506 508 506] [127 127 127 127 129 129 125 125 128 128 126 126 129 129 125 125]\n",
      "[508 504 508 504 506 506 506 506 508 504 508 504 507 505 507 505] [488 488 488 488 490 490 486 486 489 489 487 487 490 490 486 486]\n",
      "[507 503 507 503 505 505 505 505 507 503 507 503 506 504 506 504] [485 485 485 485 487 487 483 483 486 486 484 484 487 487 483 483]\n",
      "[508 504 508 504 506 506 506 506 508 504 508 504 507 505 507 505] [133 133 133 133 135 135 131 131 134 134 132 132 135 135 131 131]\n",
      "[506 502 506 502 504 504 504 504 506 502 506 502 505 503 505 503] [423 423 423 423 425 425 421 421 424 424 422 422 425 425 421 421]\n",
      "[507 503 507 503 505 505 505 505 507 503 507 503 506 504 506 504] [135 135 135 135 137 137 133 133 136 136 134 134 137 137 133 133]\n",
      "[504 500 504 500 502 502 502 502 504 500 504 500 503 501 503 501] [418 418 418 418 420 420 416 416 419 419 417 417 420 420 416 416]\n",
      "[504 500 504 500 502 502 502 502 504 500 504 500 503 501 503 501] [416 416 416 416 418 418 414 414 417 417 415 415 418 418 414 414]\n",
      "[501 497 501 497 499 499 499 499 501 497 501 497 500 498 500 498] [23 23 23 23 25 25 21 21 24 24 22 22 25 25 21 21]\n",
      "[501 497 501 497 499 499 499 499 501 497 501 497 500 498 500 498] [18 18 18 18 20 20 16 16 19 19 17 17 20 20 16 16]\n",
      "[498 494 498 494 496 496 496 496 498 494 498 494 497 495 497 495] [207 207 207 207 209 209 205 205 208 208 206 206 209 209 205 205]\n",
      "[498 494 498 494 496 496 496 496 498 494 498 494 497 495 497 495] [26 26 26 26 28 28 24 24 27 27 25 25 28 28 24 24]\n",
      "[497 493 497 493 495 495 495 495 497 493 497 493 496 494 496 494] [14 14 14 14 16 16 12 12 15 15 13 13 16 16 12 12]\n",
      "[496 492 496 492 494 494 494 494 496 492 496 492 495 493 495 493] [207 207 207 207 209 209 205 205 208 208 206 206 209 209 205 205]\n",
      "[496 492 496 492 494 494 494 494 496 492 496 492 495 493 495 493] [198 198 198 198 200 200 196 196 199 199 197 197 200 200 196 196]\n",
      "[496 492 496 492 494 494 494 494 496 492 496 492 495 493 495 493] [26 26 26 26 28 28 24 24 27 27 25 25 28 28 24 24]\n",
      "[494 490 494 490 492 492 492 492 494 490 494 490 493 491 493 491] [434 434 434 434 436 436 432 432 435 435 433 433 436 436 432 432]\n",
      "[494 490 494 490 492 492 492 492 494 490 494 490 493 491 493 491] [196 196 196 196 198 198 194 194 197 197 195 195 198 198 194 194]\n",
      "[493 489 493 489 491 491 491 491 493 489 493 489 492 490 492 490] [440 440 440 440 442 442 438 438 441 441 439 439 442 442 438 438]\n",
      "[494 490 494 490 492 492 492 492 494 490 494 490 493 491 493 491] [201 201 201 201 203 203 199 199 202 202 200 200 203 203 199 199]\n",
      "[492 488 492 488 490 490 490 490 492 488 492 488 491 489 491 489] [431 431 431 431 433 433 429 429 432 432 430 430 433 433 429 429]\n",
      "[492 488 492 488 490 490 490 490 492 488 492 488 491 489 491 489] [198 198 198 198 200 200 196 196 199 199 197 197 200 200 196 196]\n",
      "[470 466 470 466 468 468 468 468 470 466 470 466 469 467 469 467] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[467 463 467 463 465 465 465 465 467 463 467 463 466 464 466 464] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [116 116 116 116 118 118 114 114 117 117 115 115 118 118 114 114]\n",
      "[453 449 453 449 451 451 451 451 453 449 453 449 452 450 452 450] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [412 412 412 412 414 414 410 410 413 413 411 411 414 414 410 410]\n",
      "[452 448 452 448 450 450 450 450 452 448 452 448 451 449 451 449] [397 397 397 397 399 399 395 395 398 398 396 396 399 399 395 395]\n",
      "[451 447 451 447 449 449 449 449 451 447 451 447 450 448 450 448] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[451 447 451 447 449 449 449 449 451 447 451 447 450 448 450 448] [404 404 404 404 406 406 402 402 405 405 403 403 406 406 402 402]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [324 324 324 324 326 326 322 322 325 325 323 323 326 326 322 322]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [319 319 319 319 321 321 317 317 320 320 318 318 321 321 317 317]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[450 446 450 446 448 448 448 448 450 446 450 446 449 447 449 447] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[449 445 449 445 447 447 447 447 449 445 449 445 448 446 448 446] [404 404 404 404 406 406 402 402 405 405 403 403 406 406 402 402]\n",
      "[447 443 447 443 445 445 445 445 447 443 447 443 446 444 446 444] [490 490 490 490 492 492 488 488 491 491 489 489 492 492 488 488]\n",
      "[447 443 447 443 445 445 445 445 447 443 447 443 446 444 446 444] [483 483 483 483 485 485 481 481 484 484 482 482 485 485 481 481]\n",
      "[446 442 446 442 444 444 444 444 446 442 446 442 445 443 445 443] [212 212 212 212 214 214 210 210 213 213 211 211 214 214 210 210]\n",
      "[444 440 444 440 442 442 442 442 444 440 444 440 443 441 443 441] [218 218 218 218 220 220 216 216 219 219 217 217 220 220 216 216]\n",
      "[446 442 446 442 444 444 444 444 446 442 446 442 445 443 445 443] [210 210 210 210 212 212 208 208 211 211 209 209 212 212 208 208]\n",
      "[440 436 440 436 438 438 438 438 440 436 440 436 439 437 439 437] [187 187 187 187 189 189 185 185 188 188 186 186 189 189 185 185]\n",
      "[439 435 439 435 437 437 437 437 439 435 439 435 438 436 438 436] [192 192 192 192 194 194 190 190 193 193 191 191 194 194 190 190]\n",
      "[438 434 438 434 436 436 436 436 438 434 438 434 437 435 437 435] [215 215 215 215 217 217 213 213 216 216 214 214 217 217 213 213]\n",
      "[437 433 437 433 435 435 435 435 437 433 437 433 436 434 436 434] [362 362 362 362 364 364 360 360 363 363 361 361 364 364 360 360]\n",
      "[436 432 436 432 434 434 434 434 436 432 436 432 435 433 435 433] [224 224 224 224 226 226 222 222 225 225 223 223 226 226 222 222]\n",
      "[436 432 436 432 434 434 434 434 436 432 436 432 435 433 435 433] [116 116 116 116 118 118 114 114 117 117 115 115 118 118 114 114]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [276 276 276 276 278 278 274 274 277 277 275 275 278 278 274 274]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [269 269 269 269 271 271 267 267 270 270 268 268 271 271 267 267]\n",
      "[435 431 435 431 433 433 433 433 435 431 435 431 434 432 434 432] [220 220 220 220 222 222 218 218 221 221 219 219 222 222 218 218]\n",
      "[434 430 434 430 432 432 432 432 434 430 434 430 433 431 433 431] [122 122 122 122 124 124 120 120 123 123 121 121 124 124 120 120]\n",
      "[453 449 453 449 451 451 451 451 453 449 453 449 452 450 452 450] [236 236 236 236 238 238 234 234 237 237 235 235 238 238 234 234]\n",
      "[453 449 453 449 451 451 451 451 453 449 453 449 452 450 452 450] [491 491 491 491 493 493 489 489 492 492 490 490 493 493 489 489]\n",
      "[466 462 466 462 464 464 464 464 466 462 466 462 465 463 465 463] [240 240 240 240 242 242 238 238 241 241 239 239 242 242 238 238]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [233 233 233 233 235 235 231 231 234 234 232 232 235 235 231 231]\n",
      "[464 460 464 460 462 462 462 462 464 460 464 460 463 461 463 461] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [406 406 406 406 408 408 404 404 407 407 405 405 408 408 404 404]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [402 402 402 402 404 404 400 400 403 403 401 401 404 404 400 400]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [317 317 317 317 319 319 315 315 318 318 316 316 319 319 315 315]\n",
      "[464 460 464 460 462 462 462 462 464 460 464 460 463 461 463 461] [237 237 237 237 239 239 235 235 238 238 236 236 239 239 235 235]\n",
      "[463 459 463 459 461 461 461 461 463 459 463 459 462 460 462 460] [37 37 37 37 39 39 35 35 38 38 36 36 39 39 35 35]\n",
      "[462 458 462 458 460 460 460 460 462 458 462 458 461 459 461 459] [241 241 241 241 243 243 239 239 242 242 240 240 243 243 239 239]\n",
      "[461 457 461 457 459 459 459 459 461 457 461 457 460 458 460 458] [409 409 409 409 411 411 407 407 410 410 408 408 411 411 407 407]\n",
      "[461 457 461 457 459 459 459 459 461 457 461 457 460 458 460 458] [403 403 403 403 405 405 401 401 404 404 402 402 405 405 401 401]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [320 320 320 320 322 322 318 318 321 321 319 319 322 322 318 318]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [314 314 314 314 316 316 312 312 315 315 313 313 316 316 312 312]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [242 242 242 242 244 244 240 240 243 243 241 241 244 244 240 240]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [238 238 238 238 240 240 236 236 239 239 237 237 240 240 236 236]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [223 223 223 223 225 225 221 221 224 224 222 222 225 225 221 221]\n",
      "[459 455 459 455 457 457 457 457 459 455 459 455 458 456 458 456] [327 327 327 327 329 329 325 325 328 328 326 326 329 329 325 325]\n",
      "[460 456 460 456 458 458 458 458 460 456 460 456 459 457 459 457] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [412 412 412 412 414 414 410 410 413 413 411 411 414 414 410 410]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [397 397 397 397 399 399 395 395 398 398 396 396 399 399 395 395]\n",
      "[458 454 458 454 456 456 456 456 458 454 458 454 457 455 457 455] [63 63 63 63 65 65 61 61 64 64 62 62 65 65 61 61]\n",
      "[457 453 457 453 455 455 455 455 457 453 457 453 456 454 456 454] [483 483 483 483 485 485 481 481 484 484 482 482 485 485 481 481]\n",
      "[456 452 456 452 454 454 454 454 456 452 456 452 455 453 455 453] [64 64 64 64 66 66 62 62 65 65 63 63 66 66 62 62]\n",
      "[455 451 455 451 453 453 453 453 455 451 455 451 454 452 454 452] [314 314 314 314 316 316 312 312 315 315 313 313 316 316 312 312]\n",
      "[455 451 455 451 453 453 453 453 455 451 455 451 454 452 454 452] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[454 450 454 450 452 452 452 452 454 450 454 450 453 451 453 451] [242 242 242 242 244 244 240 240 243 243 241 241 244 244 240 240]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [482 482 482 482 484 484 480 480 483 483 481 481 484 484 480 480]\n",
      "[389 385 389 385 387 387 387 387 389 385 389 385 388 386 388 386] [419 419 419 419 421 421 417 417 420 420 418 418 421 421 417 417]\n",
      "[276 272 276 272 274 274 274 274 276 272 276 272 275 273 275 273] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[329 325 329 325 327 327 327 327 329 325 329 325 328 326 328 326] [499 499 499 499 501 501 497 497 500 500 498 498 501 501 497 497]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [425 425 425 425 427 427 423 423 426 426 424 424 427 427 423 423]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [323 323 323 323 325 325 321 321 324 324 322 322 325 325 321 321]\n",
      "[328 324 328 324 326 326 326 326 328 324 328 324 327 325 327 325] [315 315 315 315 317 317 313 313 316 316 314 314 317 317 313 313]\n",
      "[326 322 326 322 324 324 324 324 326 322 326 322 325 323 325 323] [493 493 493 493 495 495 491 491 494 494 492 492 495 495 491 491]\n",
      "[326 322 326 322 324 324 324 324 326 322 326 322 325 323 325 323] [487 487 487 487 489 489 485 485 488 488 486 486 489 489 485 485]\n",
      "[324 320 324 320 322 322 322 322 324 320 324 320 323 321 323 321] [494 494 494 494 496 496 492 492 495 495 493 493 496 496 492 492]\n",
      "[324 320 324 320 322 322 322 322 324 320 324 320 323 321 323 321] [424 424 424 424 426 426 422 422 425 425 423 423 426 426 422 422]\n",
      "[324 320 324 320 322 322 322 322 324 320 324 320 323 321 323 321] [489 489 489 489 491 491 487 487 490 490 488 488 491 491 487 487]\n",
      "[319 315 319 315 317 317 317 317 319 315 319 315 318 316 318 316] [109 109 109 109 111 111 107 107 110 110 108 108 111 111 107 107]\n",
      "[319 315 319 315 317 317 317 317 319 315 319 315 318 316 318 316] [105 105 105 105 107 107 103 103 106 106 104 104 107 107 103 103]\n",
      "[318 314 318 314 316 316 316 316 318 314 318 314 317 315 317 315] [22 22 22 22 24 24 20 20 23 23 21 21 24 24 20 20]\n",
      "[318 314 318 314 316 316 316 316 318 314 318 314 317 315 317 315] [15 15 15 15 17 17 13 13 16 16 14 14 17 17 13 13]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [189 189 189 189 191 191 187 187 190 190 188 188 191 191 187 187]\n",
      "[315 311 315 311 313 313 313 313 315 311 315 311 314 312 314 312] [183 183 183 183 185 185 181 181 184 184 182 182 185 185 181 181]\n",
      "[314 310 314 310 312 312 312 312 314 310 314 310 313 311 313 311] [111 111 111 111 113 113 109 109 112 112 110 110 113 113 109 109]\n",
      "[313 309 313 309 311 311 311 311 313 309 313 309 312 310 312 310] [13 13 13 13 15 15 11 11 14 14 12 12 15 15 11 11]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [110 110 110 110 112 112 108 108 111 111 109 109 112 112 108 108]\n",
      "[312 308 312 308 310 310 310 310 312 308 312 308 311 309 311 309] [442 442 442 442 444 444 440 440 443 443 441 441 444 444 440 440]\n",
      "[311 307 311 307 309 309 309 309 311 307 311 307 310 308 310 308] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[310 306 310 306 308 308 308 308 310 306 310 306 309 307 309 307] [194 194 194 194 196 196 192 192 195 195 193 193 196 196 192 192]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [438 438 438 438 440 440 436 436 439 439 437 437 440 440 436 436]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [262 262 262 262 264 264 260 260 263 263 261 261 264 264 260 260]\n",
      "[309 305 309 305 307 307 307 307 309 305 309 305 308 306 308 306] [25 25 25 25 27 27 23 23 26 26 24 24 27 27 23 23]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [272 272 272 272 274 274 270 270 273 273 271 271 274 274 270 270]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [264 264 264 264 266 266 262 262 265 265 263 263 266 266 262 262]\n",
      "[329 325 329 325 327 327 327 327 329 325 329 325 328 326 328 326] [400 400 400 400 402 402 398 398 401 401 399 399 402 402 398 398]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [416 416 416 416 418 418 414 414 417 417 415 415 418 418 414 414]\n",
      "[308 304 308 304 306 306 306 306 308 304 308 304 307 305 307 305] [181 181 181 181 183 183 179 179 182 182 180 180 183 183 179 179]\n",
      "[330 326 330 326 328 328 328 328 330 326 330 326 329 327 329 327] [420 420 420 420 422 422 418 418 421 421 419 419 422 422 418 418]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [483 483 483 483 485 485 481 481 484 484 482 482 485 485 481 481]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [308 308 308 308 310 310 306 306 309 309 307 307 310 310 306 306]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [230 230 230 230 232 232 228 228 231 231 229 229 232 232 228 228]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [228 228 228 228 230 230 226 226 229 229 227 227 230 230 226 226]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [68 68 68 68 70 70 66 66 69 69 67 67 70 70 66 66]\n",
      "[337 333 337 333 335 335 335 335 337 333 337 333 336 334 336 334] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[336 332 336 332 334 334 334 334 336 332 336 332 335 333 335 333] [392 392 392 392 394 394 390 390 393 393 391 391 394 394 390 390]\n",
      "[335 331 335 331 333 333 333 333 335 331 335 331 334 332 334 332] [62 62 62 62 64 64 60 60 63 63 61 61 64 64 60 60]\n",
      "[334 330 334 330 332 332 332 332 334 330 334 330 333 331 333 331] [492 492 492 492 494 494 490 490 493 493 491 491 494 494 490 490]\n",
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      "[348 344 348 344 346 346 346 346 348 344 348 344 347 345 347 345] [421 421 421 421 423 423 419 419 422 422 420 420 423 423 419 419]\n",
      "[347 343 347 343 345 345 345 345 347 343 347 343 346 344 346 344] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[347 343 347 343 345 345 345 345 347 343 347 343 346 344 346 344] [61 61 61 61 63 63 59 59 62 62 60 60 63 63 59 59]\n",
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      "[346 342 346 342 344 344 344 344 346 342 346 342 345 343 345 343] [232 232 232 232 234 234 230 230 233 233 231 231 234 234 230 230]\n",
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      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [396 396 396 396 398 398 394 394 397 397 395 395 398 398 394 394]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [67 67 67 67 69 69 65 65 68 68 66 66 69 69 65 65]\n",
      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
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      "[342 338 342 338 340 340 340 340 342 338 342 338 341 339 341 339] [240 240 240 240 242 242 238 238 241 241 239 239 242 242 238 238]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [396 396 396 396 398 398 394 394 397 397 395 395 398 398 394 394]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [67 67 67 67 69 69 65 65 68 68 66 66 69 69 65 65]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [65 65 65 65 67 67 63 63 66 66 64 64 67 67 63 63]\n",
      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [56 56 56 56 58 58 54 54 57 57 55 55 58 58 54 54]\n",
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      "[340 336 340 336 338 338 338 338 340 336 340 336 339 337 339 337] [474 474 474 474 476 476 472 472 475 475 473 473 476 476 472 472]\n",
      "[339 335 339 335 337 337 337 337 339 335 339 335 338 336 338 336] [389 389 389 389 391 391 387 387 390 390 388 388 391 391 387 387]\n",
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      "[352 348 352 348 350 350 350 350 352 348 352 348 351 349 351 349] [419 419 419 419 421 421 417 417 420 420 418 418 421 421 417 417]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [352 352 352 352 354 354 350 350 353 353 351 351 354 354 350 350]\n",
      "[364 360 364 360 362 362 362 362 364 360 364 360 363 361 363 361] [270 270 270 270 272 272 268 268 271 271 269 269 272 272 268 268]\n",
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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.draw import circle_perimeter\n",
    "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(10, 4))\n",
    "for center_y, center_x, radius in zip(cy, cx, radii):\n",
    "    circy, circx = circle_perimeter(center_y, center_x, radius)\n",
    "    print(circy,circx)\n",
    "    images[0][circy[circy <512][circx[circy < 512] < 512], circx[circy < 512][circx[circy < 512] < 512]] = 10000\n",
    "\n",
    "ax.imshow(images[0], cmap=plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c37018208>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[0],cmap = 'gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}