diff --git a/Learning To See [Part 12 - Let's Get Greedy].ipynb b/Learning To See [Part 12 - Let's Get Greedy].ipynb
index 52ec447..992166a 100644
--- a/Learning To See [Part 12 - Let's Get Greedy].ipynb	
+++ b/Learning To See [Part 12 - Let's Get Greedy].ipynb	
@@ -11,34 +11,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
     "import time\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {
     "collapsed": true
    },
@@ -47,12 +41,12 @@
     "#Return to just using 3 images at training data:\n",
     "trainingExampleIndices = [7, 30, 46]\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n",
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#And two for testing:\n",
     "testingExampleIndices = [40, 41]\n",
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
@@ -64,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -73,7 +67,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time elapsed = 77.66 seconds.\n"
+      "Time elapsed = 421.631 seconds.\n"
      ]
     }
    ],
@@ -120,12 +114,12 @@
     "    rules.append([i, j, k, 1, 1, 1])\n",
     "    \n",
     "timeElapsed = time.time()-startTime\n",
-    "print 'Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.'"
+    "print ('Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -136,7 +130,7 @@
        "218858"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -147,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -158,7 +152,7 @@
        "[9, 40, 53, 0, 1, 0]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -169,7 +163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {
     "collapsed": true
    },
@@ -180,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -188,18 +182,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x114115ed0>"
+       "<matplotlib.image.AxesImage at 0x118e39cd0>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10d8eae90>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -210,8 +204,8 @@
     "ruleVector = np.zeros(81)\n",
     "ruleVector[9] = -1; ruleVector[40] = 1; ruleVector[53] = -1\n",
     "\n",
-    "fig = figure(0, (6,6))\n",
-    "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = rwb)"
+    "fig = plt.figure(0, (6,6))\n",
+    "plt.imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = 'rainbow')"
    ]
   },
   {
@@ -223,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -231,18 +225,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x11453bed0>"
+       "Text(0, 0.5, 'Number of Errors')"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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SJG20r389F/IHHQTHH196NmoWi3m1jH2TZZl/WeZfjtmXZf5lPPssfOtbAFP57Gfz3V7V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\nRzB9et4q8Q9/gLPPhpNPhiOOgAkTLOQ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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x106335a10>"
+       "<Figure size 1200x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -250,11 +244,11 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
-    "plot(sort(numErrors), linewidth = 2)\n",
-    "grid(1)\n",
-    "xlabel('Rule', fontsize = 18)\n",
-    "ylabel('Number of Errors', fontsize = 18)"
+    "fig = plt.figure(0, (12, 6))\n",
+    "plt.plot(np.sort(numErrors), linewidth = 2)\n",
+    "plt.grid(1)\n",
+    "plt.xlabel('Rule', fontsize = 18)\n",
+    "plt.ylabel('Number of Errors', fontsize = 18)"
    ]
   },
   {
@@ -266,13 +260,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 14,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "sI = argsort(np.array(numErrors))\n",
+    "sI = np.argsort(np.array(numErrors))\n",
     "testingErrors = []\n",
     "trainingErrors= []\n",
     "\n",
@@ -285,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -293,18 +287,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x119b59f90>"
+       "<matplotlib.legend.Legend at 0x1291b9610>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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WhhPN+HzgOOARn8YiuCBZxczXXzekKbt2GYH4rFnQvn3rlJyIBlSwQuaFYIXM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BKMpxDTobFmWw1r69ZyQvUJLJiyIGMcS/J8eQwrGkZzZzOQfZlx0foNboyjipUZT1BNg8wLwQmZ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\nkhoxjEuSJEmNGMYlSZKkRv4B8rvud7SOmi0AAAAASUVORK5CYII=\n",
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Mmfj973+PTp06NeevR0RERACKinwvr6nxvVzrOvHxwK23ApdcIgboNpsYjEtN6CS5uU1BvKd1/C0nIiIKp6gI7l966SUAkDvfS9544w3ceuutiI2NxbJlyzBr1ixMmjQJVVVV6NWrFwoKClTj3f7zn/9g5syZGDduHMxmMyZPnoznn38+nL8KERFRxLLZxED1wAEgJ8dzoOpvHT3buO02YP16YPly3/uXni5+Ly8Pbh1pf6xWYO5c38/pbx0t2yAiIgqHqAjutTT07927Nz788EOf62RmZmLx4sVG7RYREVGLUVDgPvf7ggViEJ6bq20dvduYN8///lkswObN4u0+fbyPddeyTl6e/+cjIiKKNlER3BMREVHo2GzuATcgBsfTpgGZmeLPvtZpaADuvFPfNpSGDgV27FAH5q7j2PPzxQA92HWIiIhaEgb3RERErZyvRnaNjcA11/h+fGMjcMcdvpf72wYA3HQT8M47TWX7esfCa12HiIioJWFwT0RE1IoJgjjePRL8MsGNIWPhta5DRETUUjC4JyIiigKhaGR38cXAs88C33zj+7mHDRO/S+PZPcnOBoqLg9sGs+pERET6MbgnIiKKcKFqZKeFxQJ88IF421eTuv/+Fxg3zvtyLdtgozsiIiL9zM29A0REROSdr2Z3U6cCt98ufve2/E9/Er88rSPp1g2YMUMMsJWUDeisVvFigbd1pPHtwWyDmXsiIiL9mLknIiKKYC+95D0odzrFYNkbpxN4+mn/zzFlCvCPfwAPPhhckzo2uiMiImo+DO6JiIgikNMpdo5fuDD0z3X4sPjdiCZ1bHRHRETUPBjcExER+WCzAa+8YkZh4XnYsMGM6dODb2Tnrxle//7AM88AW7b4379+/YA9e7wvv/568fv773tfh1lzIiKi6MfgnoiIyIumJnQxALpg3TqxzD3YRnb+muG5MpnEKetcWSzAK6/4bmT35JPi7Y8+YiM7IiKilowN9YiIiDzw1cjuttuAIUOAW2/1vvzCC8UvX+t424ZkwABg9WrgjTfYyI6IiIh8Y+aeiIjIg/x870G3IADbtnl/rCAAmzb53r6/bQDAtdcCl10m3mYjOyIiIvKFwT0REZEHP/7Y3HsAHDzYdJuN7IiIiMgXluUTERG52L8fWLfO9zrDh/te/vDD4lcw22BWnYiIiLRicE9ERKRQXAyMHw/U1Hhfx2IR54V3HcOuXD59uvjlax1/22CjOyIiItKKwT0REdEvKiuBq68Wp6QDgM6dQ9vITss2iIiIiLTgmHsiIiIA9fXAb37TNLd8165AYSFgtwOvvNKIwsITGDGiI6ZPjzG0kR0b3REREZERGNwTEVGrZbOJQfX+/WLn+t27xfszM4EVK4AuXcSf//Y3J5Yt+xETJkxAbGyMahtGNLJjozsiIiIKFoN7IiJqlQoKPM9jHxsLfPYZ0L9/8+wXERERkR4cc09ERK2OzeY5sAcApxPo0CH8+0REREQUDAb3RETU6uTnew7sAfH+/Pzw7g8RERFRsBjcExFRq3LyJPDee77XsdnCsy9ERERERuGYeyIiapGkZnkHDgA5OcCNNwL/+x/w5JNAdbXvx7JTPREREUUbBvdERNTieGqWN2+etsdaLOJUdERERETRhGX5RETUovhqlgcAZjMwYwbw/PNiIK9ksQCLFjFzT0RERNGHmXsiImpRfDXLA4DbbwdefFG8/atfievbbGJAn5fHwJ6IiIiiE4N7IiJqMY4eBd591/c6lZVNt61WYO7c0O4TERERUTgwuCciIkO5NrLzlA33t06g2+jSBaitBV5/XfzuCzPzRERE1BIxuCciIsN4amS3YIEYhOfmaltH7za0YLM8IiIiaqnYUI+IiAzhrZGdwwHceivQubP4deut3tfJzva93Nc2JNOmiWPq2SyPiIiIWhNm7omIyBAvvug7k378uP9tlJT4Xq5lG9nZYjf8CRPYLI+IiIhaDwb3REQk0zNe/pZbgC++aOpA701Cgvi9rs77OmYz4HQGtw2bTfzOZnlERETUmjC4JyIiAPrHus+bp237Dzzgf/2LLwYKC4PbBrPzRERE1BoxuCciIp/j5fPygE6dxJ/9NbEzmQBBcL9f2chuwQJxu57WmT8fGDfO+3It22DDPCIiImqN2FCPiIiQn+89aHc4gPHjxS9fgf3UqcAbb/huZGe1is/lbZ0xY3wv17INZu6JiIioNWLmnoiolRME4Jtvgt9Oba1Yvi8F6N4a2flbx4htEBEREbU2DO6JiFoR12Z4558PPP008O23vh83eLD4fds27+tIgbWWRnb+1jFiG0REREStCYN7IqJWwlMzPC0sFuDjj8XbffpwrDsRERFRJOKYeyKiVsBbwzyJ1Qrccw/HuhMRERFFK2buiYhaAV8N8wDghhuAf/wDuO8+jnUnIiIiikYM7omIWoEDB3wvP3xY/M6x7kRERETRiWX5REStQNeuvpcz805EREQU3RjcExG1AnV13pexGR4RERFR9GNwT0TUwv38M/Dqq56XsRkeERERUcvAMfdERC2YIIhd8OvrxZ9vvx1o357N8IiIiIhaGgb3REQt2CefAF98Id7u3Bl45hmgTZvm3SciIiIiMh7L8omIWqiaGuDee5t+fvZZBvZERERELRWDeyKiFmru3KYp7q64Avjtb5t3f4iIiIgodBjcExG1QEVFwD//Kd6OjQVeeAEwmZp3n4iIiIgodBjcExG1MIIA3H03YLeLPz/0ENC3b/PuExERERGFFhvqERFFCZsNyM8HDhwAcnLcO91Ly7/+Gvj2W/G+bt2A2bObZ3+JiIiIKHwY3BMRRYGCAmDaNKCxsem+BQvEYD431/NyALj2WiA5Obz7SkREREThx7J8IqIIZ7N5DtwdDvH+BQuAqVPdlwPASy+JjyciIiKilo3BPRFRhHvtNc+BOyDe//DDgNPpebnDIWb3iYiIiKhlY3BPRBTBvv0WePXV4LbBzD0RERFRy8cx90REEcC1Wd64ccDChcD//uf/sV27AkeOeF+ubLpHRERERC0Tg3siombmqRnevHnaHmuxAO+8I14McDg8L8/LM2Y/iYiIiChysSyfiKgZeWuWJ2nXThxzv2iRGKgrWSzi/WPGiFl/b8uZuSciIiJq+Zi5JyJqRr6a5QHArbc2Zd4vvVQM4m02MWBXznOfm9sU5HtaTkREREQtG4N7IqJmsmYN8PLLvtc5dqzpttUKzJ3rfV1/y4mIiIio5WJwT0QUJNdmeJ4y5sp1UlOBffuAr77yv21m3omIiIhICwb3RERB8NQMb8ECMZDPzfW+jhZshkdEREREWrGhHhGRTt6a4Tkc4lj5nBzx69ZbvQf2Tz0FvP46m+ERERERUXCYuSci0unJJ31n4202/9s4cwZ48EFg7Fg2wyMiIiIi/RjcE1Gr5m+8vKflycnA448Dr77qe9uxseJ3u9338wNshkdEREREwdEd3Dc0NODkyZOIi4tDhw4dVMuqqqrw2GOPYdWqVTCbzfjVr36F2bNnIzExMegdJiIyir/x8p6W/+MfQFwcUFfnf/sPPSR+nzfP+zrMzhMRERGREXQH9/n5+bj77ruRm5uL119/XbVs4sSJWL9+PQRBAABs27YN69atw1dffQWTyRTcHhMRGcDXePm8PCAhwfNyp7MpsE9MBOrrxftcKZvhLVggbtfXOkREREREwdDdUG/FihUAgBtvvFF1/9KlS7Fu3TqYTCbcdNNNyMvLQ2xsLNatW4e33347uL0lIjJIfr738fIOB/D73/seT3/uuWKpvr9meFar+FxsmEdEREREoaQ7c797924AwHnnnae6f/HixTCZTHj44Ycx95cBpMOGDcNdd92FxYsX45Zbbglid4mIgldXB3z+eXDb6NcP6NBBLN8fM8Z3Mzwt6xARERERBUN3cF9aWoqkpCRkZGSo7v/qq68AAHmKWtObb74Zd911F3766Se9T0dEFDDXZnhTpwLffQfMng0cPuz7se3aAadOeV+uDMy1NMNjwzwiIiIiCiXdwX11dbVbg7yDBw+itLQU3bp1g1Vx5pucnIz09HScOXNG/54SEQXAUzM8X43tlCwW4MMPgXHjOFaeiIiIiKKD7jH3mZmZqKqqQnl5uXzfmjVrAAAjRoxwW9/hcKBNmzZ6n46ISDNvzfKUrrwS+NvfvI+Fl8roOVaeiIiIiKKB7sz9sGHDsGLFCixatAgPPvggnE4nFi1aBJPJhEsvvVS1bmlpKaqqqtC/f/+gd5iIyB9fzfIAsVneu++Kt2+6yftYeI6VJyIiIqJooTu4z83NxfLlyzFr1ix8+eWXKC0txebNm5GSkoLrr79ete66desAgME9EYVcdTXw6ae+11HOyOlvLDzHyhMRERFRNNAd3P/ud7/DihUr8Oabb8rT4iUkJODll19Genq6at333nvPY0afiFovmw145RUzCgvPw4YNZkyfrs6IuzbD85QxV67ToweQkQE89xxw/Ljv52bmnYiIiIhaGt3BPQC8/vrrmDZtGgoLC5Geno5x48YhJydHtU5DQwPS0tJwyy23YMKECUHtLBG1DE3N7mIAdMG6dcDTT4uBem6u52Z4CxY0LVdvI7DnZjM8IiIiImqJggruAWDkyJEYOXKk1+VxcXF49dVXg30aImohvDW7cziA224DXnsNKCwEBMHz8nfeEX9evdp9Hcm4ccDllwOPPqruds9meERERETUUukO7q1WK8xmM1asWIFevXoZuU9E1IL5anYnCMC333p/rCAAX37p/zkuugiYNQv43e/YDI+IiIiIWgfdwf2JEycQFxfHwJ6IAnLgQOifw2YTv7MZHhERERG1Frrnue/UqRMEbzWxRERedOzoe/kFF/hefu+94pcvzM4TERERUWujO7i//PLLUVNTgy1bthi5P0TUwhUXe19msQBPPSV+97ZcCu59rcOGeURERETU2ugO7mfNmoXk5GTMnDkTNTU1Ru4TEbVQmzYB777reZnU7G7MGHGcvGvwrmyGZ7X6X4eIiIiIqDXRPebeYrHglVdewfTp0zFw4EDcfffdGDFiBLKyshATE+P1cd26ddP7lEQUxRobgbvuaupw/8gjgNPZiMLCExgxoiOmT4+Rg/Lc3KYg31szPC3rEBERERG1FkF1y5dUV1fjT3/6k9/HmEwmOJTzUmk0f/58/O9//8OePXuQmJiIESNG4Mknn0Tfvn1V623YsAFz5szBxo0bERMTg6FDh2LFihVITEwEAJw5cwZ33303Pv30U5jNZkyePBnPPfcc2rRpE/A+EVFg8vOBH34Qb59zDvD44wDgxLJlP2LChAmIjVVfFNTSDI8N84iIiIiIRLrL8gVBCPjL6XTqeq6vv/4aM2bMwHfffYdVq1bBbrdj/PjxqK6ultfZsGEDrrrqKowfPx7ff/89Nm3ahJkzZ8JsbvoVb7rpJuzcuROrVq3CZ599hm+++QZ33HGH3j8BEWl06pSYqZcsXAjExjbf/hARERERtTS6M/c2aa6pMFi+fLnq5zfffBNZWVn48ccfMWbMGADA/fffj3vuuQezZs2S11Nm9nfv3o3ly5dj06ZNOP/88wEAL7zwAiZMmICnnnoKnTp1CsNvQtQ6PfIIUFYm3r7pJuCSS5p3f4iIiIiIWhrdwX337t2N3I+AVFRUAAAyMzMBACUlJdi4cSNuuukmjBgxAvv370e/fv0wd+5cjBo1CoCY2U9PT5cDe0Ds+G82m7Fx40Zcd911bs9TX1+P+vp6+efKykoAgN1uh91uD9nvFyxp3yJ5H6n12LjRhPx88aMmNVXAvHkOSIcmj1WKFjxWKRrwOKVowWOVokWkHKtan193cN9cnE4n7rvvPowcORIDBw4EABw4cAAA8Nhjj+Gpp57C0KFD8dZbb2HcuHHYsWMHevfujZMnTyIrK0u1LYvFgszMTJw8edLjc82fPx+PiwODVVauXImkpCSDfzPjrVq1qrl3gVq5xkbgoYcuAZAOALj++h3YsuUAXGfQ5LFK0YLHKkUDHqcULXisUrRo7mNV6+x0hgb3hw4dQklJCQAgKysrJNn9GTNmYMeOHVi/fr18nzSWf/r06bjtttsAAOeeey5Wr16N119/HfPnz9f1XI888ggeeOAB+efKykp07doV48ePR2pqahC/RWjZ7XasWrUKV1xxBWI5sJlCwGYDXn/dDJvNBKtVwNSpTlWXemn5qlUmHDgg9r0YNEjACy/0g8XST16PxypFCx6rFA14nFK04LFK0SJSjlWpgtyfoIP7EydOYP78+ViyZAlOnz6tWta2bVvceOONePjhh9GxY8dgnwozZ86UG+F16dJFvl/a9oABA1Tr9+/fH4cPHwYAdOjQQb7wIHE4HDhz5gw6dOjg8fni4+MRHx/vdn9sbGxUfBBFy35SdCkoAKZNE7PykqefjkF+vjg9naflADBpkgmJiZ6PRx6rFC14rFI04HFK0YLHKkWL5j5WtT637m75APDtt99i8ODBWLhwIU6dOuXWHf/UqVN44YUXMGTIEBQWFup+HkEQMHPmTHz00UdYs2aNaho+AOjRowc6deqEvXv3qu4vKiqSqweGDx+O8vJy/Pjjj/LyNWvWwOl04qKLLtK9b0Stic3mOXB3OICpU4EbbwRuu819OQAsWCA+noiIiIiIjKc7c19SUoJrrrkGZWVlSE1NxR//+EdcccUVckb96NGj+PLLL/HKK6/g1KlTuOaaa7Br1y63ce9azJgxA4sXL8Ynn3yClJQUeYx8WloaEhMTYTKZ8NBDD+Gvf/0rhgwZgqFDh6KgoAB79uzBBx98AEDM4l911VW4/fbb8fLLL8Nut2PmzJn4/e9/z075RBq98ILnwB0AnE7g3Xe9P9bhEOe657z0RERERETG0x3cP/300ygrK0O/fv2watUqdO7cWbW8b9++GDduHO6++25cfvnl2Lt3L5555hn84x//CPi5XnrpJQDA2LFjVfe/8cYbuPXWWwEA9913H+rq6nD//ffjzJkzGDJkCFatWoWePXvK6//nP//BzJkzMW7cOJjNZkyePBnPP/98wPtD1NrU14tz07/4YnDbYeaeiIiIiCg0dAf3n3/+OUwmE1577TW3wF6pU6dOeO211zB69Gh89tlnuoJ7QRA0rTdr1izVPPeuMjMzsXjx4oCfn6glsdnEDPqBA0BODpCXB7dmeNJyqxXo1Al45hltgfnAgcCOHd6Xu4yoISIiIiIig+gO7g8ePIjk5GSMHDnS77ojR45EcnIyDh06pPfpiMgAnprdLVgAv83wlEwmwNP1NotFzO6PGyeW4HtanpcX/O9ARERERETugmqoFyitGXgiMp6vZni33gr07Cl+9xbYjxgBbN4MvPGGGKgrWSzAokXAmDHihQJvy5m5JyIiIiIKDd2Z+x49emD37t347rvvcPHFF/tcd8OGDaiurnabqo6IwkMQgD/9yXdG/sAB39u45BLg3HPFLymIt9nEgF1Z2p+b63s5EREREREZT3dwf/XVV2PXrl244447sHr1arRv397jeiUlJbjjjjtgMpkwYcIE3TtKRP55Gk9fXAw8+CAQxGyUAICDB5tuW62+u977W05ERERERMbSHdz/6U9/wqJFi7Bz5070798fd955J8aNGyc31zt69ChWr16NV155BadPn0Z6ejoefPBBw3aciNQ8jZefP9/z+HhPRozwfQGAmXciIiIiosilO7jPzs7GRx99hOuuuw5nzpzBvHnzMG/ePLf1BEFAeno6Pv74Y2RnZwe1s0Tkmbfx9MrAPicHOHTIc2m+xSJeCGAzPCIiIiKi6BRUQ71LLrkE27Ztw/Tp05GRkQFBEFRfGRkZuPPOO7F9+3aMGTPGqH0mIhf5+b7H0191FbB3r9jUjs3wiIiIiIhaHt2Ze0mXLl3w0ksv4aWXXoLNZkNJSQkAICsrC1ZGA0Qh53QCX33le52MDDFI99fsjs3wiIiIiIiik+7g/rLLLoPJZMKrr76Knj17AgCsVisDeqIQ8dQs7/BhsQv+Dz/4fqzybclmeERERERELY/u4H79+vWIjY2VA3siCp1gmuVxvDwRERERUcune8x9dnY24uLijNwXIvJAS7O8QYPE6e44Xp6IiIiIqHXSnbkfM2YMlixZgn379qF3795G7hMRKfhrljdxIvDJJ0BMDDBjBsfLExERERG1RkHNc//BBx/gwQcfxCeffAKTyWTkfhHRLw4c8L08NVUM7AGOlyciIiIiaq10l+Wfe+65ePfdd7F27VqMHDkSH330EYqLiyFoGQRMRJp17+57OTPzRERERESkO3MfI6UKAWzcuBG//e1v/T7GZDLB4XDofUqiVsfpFOen94bN8oiIiIiICAgiuGeGnij0/vxn4OOPPS9jszwiIiIiIpLoDu6/+uorI/eDiFw89RTw9NPibbMZ+Pe/xXnt2SyPiIiIiIhc6Q7uL7nkEiP3g6hFs9nELvYHDgA5OZ4Dc+U61dXAp582LXv5ZeD228O7z0RERETUMtjKbMjfnI8D5QeQk56DvGF5sGYwS9TS6A7urVYrzGYzVqxYgV69ehm5T0QtSkGB+zz1CxaIgXxurvd1JE88wcCeiIiIiPQp2FqAaUunoVFoOtFcULgA+ZPykTs0txn3jIymu1v+iRMnUFpaysCeyAebzXPQ7nCI2Xubzfs6gFiOf9NN4dlXIiIiImpZbGU2t8AeABxOB/I+zYOtzNZMe0ahoDu479SpE5vqEfmRn+85aAfEAL9/f/HL2zpOp9g0j4iIiIgoUPmb890Ce4nD6UD+5vww7xGFku7g/vLLL0dNTQ22bNli5P4QtSi+prEDgPp68csXGy+oEhEREZEOB8oP+FxuK+eJZkuie8z9rFmzsGTJEsycOROrVq1CUlKSkftFFFVcG+bdcguwciWwbJnvx7VtK34/fdr7OuyIT0RERGSs1tJgLic9x+dya3rL+51bM93BvcViwSuvvILp06dj4MCBuPvuuzFixAhkZWUhJibG6+O6deum9ymJIpKnZnjz5vl/nMUCbNok3u7TRyzT97ROXp4x+0lEREREravBXN6wPCwoXACH0/1E02K2IG8YTzRbkqC65Uuqq6vxpz/9ye9jTCYTHJ4iGKIo5asZnmT4cDGIVx76Fos4ll56G+Xni0G8r3WIiIiIKDj+GsyN6T6mRWXwrRlWPD72ccxZM0d1v8VswaJrFrWo35WCCO71NNNjAz5qaXw1zAOA224DXn+9qWzfZhODddd57nNzgTFjfK9DRERERMHR0mBu7ri5Yd6r0EqNT3W7b+O0jRjWaVgz7A2Fku7g3sYuX0Q44LtHCerqxO9WKzDXz/8JLesQERERkT6CIODrQ1/7XKclNphbbVvtdl9dY10z7AmFmu7gvnv37kbuB1FUsvh5BzHzTkRERBR+rg3zzu14Lp7Z8Aw2HN3g83HhbjAX6sZ+jc5GrD241u3+otNFGNF1hGHPQ5FBd3BP1Nr99BPw8cfel7MZHhEREVH4eWqYp0W4G8yFo7Hf1pNbUV5XDgDITMzEmdozAIC9p/zM10xRSfc890St2cGDwFVXAVVV4s8mk3o5m+ERERERhZ+3hnmSnhk9cf9F98NiVuc4w91gzl9jP1uZMcMD1tjWyLdvG3qbfLvoTJEh26fIojm4v+yyy3D99dd7XPb+++/jrbfe8vn4jh07wuKvhpkoCpSWAldeCZw8Kf580UXA9u3A7NnAlCni96Iica57IiIiIgofXw3zAOD6AdfjmaueQdHMInRPaxpmvGX6FtwyJHwnb1oa+xlhzUF1cB8XEweAmfuWSnO0vXbtWnTo0MHjsnvuuQelpaW4xU80w275FO2qqoCJE8XgHQD69QM+/xxo25bN8IiIiIia24Fy392OD1UcAiBOEXdxl4vln5Nik0K+b0r+9tOIxn4NjQ1Yd2gdAKBjm44Y0H4AemX2wq7SXfj5zM9odDYixhwT9PNQ5DAslc7AnaKVNE3dgQNATo77FHTS8p9/Bn74oalDfqdOwIoVYmBPRERERM0vJz3H53Jlw7ys5Cz5dkl1CXIyfD/WSJ3adPK5vGtq16Cf4/tj36PaXg0AGJczDiaTCX3b9sWu0l2ob6zH4YrDYZ/nPtQNBFs71slTq1ZQAEybpp6rfsECMZjPzfW8HACSksTAvlu38O4vEREREXmXNywP89fPhwD3xKNrwzzX4D5cau21fqfk216yPejMunK8/WU9LgMA9GnbR75v7+m9YQ2sw9FAsLVjQz1qtWw2z4G7wwHcdhswYABw663uywGgvh5ITg7LbhIRERGRRqnxqTCb3EMcTw3zspOz5dvhCu4dTgd+/+Hv8eOJH32u98XPX+De5fcGVR2tCu6tYnDft21f+b6i0+FrqheuBoKtHTP31GrNm+c5cAcAQQB27/b+2MZGMbvPcfZEREREkeO/O/8rB5AXdroQPTN7wppu9Vj+He7MvSAIuPOzO7F071IAQJu4Nlj8m8X47uh3sJXbYE23oldmL9zx2R1wOB1YuGkhOrTpgL+M+UvAz1Vjr8GGoxsAADkZOeieLjYP7NuuKbgPZ1M9LQ0E547jiXWwGNxTi+ZpPH1cHPB//we8/nrw2yYiIgoHjlOlSBANx+E729+Rb78y6RUM7TDU67rhCO6Vf7MjFUfw7ZFvAQCx5lh89LuPcHnO5ZjUd5LqMTHmGOR+LJapP/rVo4gxx6Cqviqgv3vhkUI0NDYAaCrJB9zL8sPFyAaC0XAcNhcG99RieRov/49/ADExgN3u//EjRgCFhd6Xcw57IiIKB45TpUgQDcfh/jP7UXhEPHk7p/05GJI9xOf6oQ7uPf3NJG9f9zYuz7nc4+NuGXILSqpL8NCqhwAAs1fPVi3X8ndXluSPyxkn326X1A6ZiZk4U3smrGX5gTQ69CUajsPmxDH31CJ5G0/vdDYF9ikpgNnLO8BiAebPF797W56X53kZERGRUThOlSJBtByH72xrytrfPPhmmEwmn+uHMrj39jcDALPJjAs7X+jz8X8a8SdMGzrN4zItf/fVttXy7Ut7XKpaJmXvj1QeQXVDtc/9MEresDxYzJ5PrM0ms6rRoTfRchw2p4CC+zNnzuCyyy5z+zpz5gwAeFzmug5ROOTnex9PDwAXXCBeAHj9dfcA3mIBFi0CxowRt+NtOTP3REQUalrGqRKFWjQch4IgyCX5Jphw46Ab/T6mTVwbJFgSABgf3Pv6mzkFp6a/WVabLK/LfP3dK+oq8MPxHwCIFQzZbbJVy5VN9X4+87Pf/TCCNcOK/En5MMH9gotTcOJMrf9YMRqOw+YWUFm+3W7H2rVrvS73tsxkMkEQBL9Xz4iMcsD3sB706iXOT5+b2xTE22xiwK6c597fciIiolAycpwqkV7RcBxuPLZRDlTH9hiLrmn+54k3mUzISs7C4YrDhgf3RvzN/K3jbfk3h76BU3ACaOqSr6QM7vee3oshHXwPXzBK7tBcvPrjqyg8Kg6dGNF1hDyM4q5ld2HDtA0eZzqQRMNx2Nw0B/djxoxhcE5RI8f3sB5VcG61+u567285ERFRqBg1TpWiW3M3EIuG4/Dtn96Wb988+GbNj5OC+9KaUjgFp8/gMhBG/M30bkM13t46zm25qqleGDvmA8Cp2lMAxKqJtblrMfSVodhVugvfH/seizYvwu3n3e71sf7+ZpFwHDY3zcG9r4w9UaTJyxPHzHuaGpTj5YmIKFrkDcvDgsIFcDgdbsssZoumcaoU3SKhgVikH4cNjQ14b+d7AIAESwImD5is+bHSuHupNLxdUjtD9smIv5nebaw5KAb3ZpMZl/S4xG25cjq8ojPha6onCAKOVBwBAHRN7YrYmFgsnLAQlxaIPQFmrZ6F6/pf5/U1OFVzyuf2h3cZbuwORyE21KMWadcu74E9x8sTEVG0sGZYMXvUbLf7LWYLFl2ziNM/tXCR0kDMmmHFrUNudbvfbDJHxHG4/OflOF17GgBwbd9rkRqfqvmxoWqqZ82w4tVfvep2fyDvXWmcuqdGdBN6TfC4jdLqUmwr3gYAGNZxGNIT0t3W6ZnRUx77Hs7M/ZnaM6h11AIAuqR2ASAOoZD6I5ypPeM2M4DkmQ3P4LXNr/ncft6nedh/Zr+Bexx9GNxTi1NbC9x9d9PP114LTJkCzJ4NFBUBt9zSfPtGREQUqG5p3VQ/92nbB0Uzi3DLEP5Da+kiqYFYWV2Z233ndzw/Io7Dt7fpK8kHgKykpuC+uKrYsH0CgDHdx8i3u6R2wexRswN+7+YOzUXRzCLMHjUbE3tPhPmX8G35/uXYd3qf2/pfHfxKvq2c314pMTYR3dO7AwCKThdB8JQRC4EjlUfk211Tm3oiPHXFU0iJSwEgHvMbj25UPe4/2/6DB1c+KP8897K5mD1qNqYMnIKHRjyE8zqeBwAori7Gle9cafjrGE04zz21OE8+KTa/A4CxY4GPPgLYLoKIiKLVT8U/qX5Ojk1u9kwphUekNBCrd9Rjxf4VAIC2iW2RkZiBn8/8jB9P/Iiy2jJkJGaEZT88Ka8rx6d7PwUAtE9qj/E9xwf0+FBOh6ecR/7mwTdj7jh9TZysGVb5sbNXz8b89fPR0NiAmV/MxPKblqv6oinH23tqpifp27YvDpYfREV9BUqqS9w66oeCVJIPQNXwsGNKRzxx6RO4f8X9ECDgrmV34fu87xFjjsGKn1fg1k9uldd9fOzjmD1and0/U3sGY94Yg52lO7G/bD8mLJ6AtblrkRKfEvLfKdIwc08tyv79wD/+Id62WICFCxnYExFFG1uZDXNWz8GUD6dgzuo5rX7uYqnEVnKo4lAz7QmFW6Q0svv60NeoaqgCAEzoPQHX9LkGANAoNOKLn78Iyz5488GuD1DfWA8A+P3A3yM2Jjagx4cyuN97uqnkXdnELhhzRs+Rs94r96/E/3b/T7VcCu5jzbEY1W2U1+2omuqdDk9pvrfMPQDMvHAmBmUNAgBsPrEZExdPxJVvX4lJ706Sew7cef6deHTMo27bzUzMxPI/LJe3ufnEZlz1zlV4eNXDre7/CIN7ajEEAbjnHqBe/HzH/fcDAwY07z4REVFgCrYWoPcLvTFv/Tws2bEE89bPQ58X+6Bga0Fz71qzEATBLbg/U3tGDrSoZRvaYajXZeFsZCdlxgFgUp9JmNR3UtOyok89PSRsginJB0Ic3CvGsyunnwtGclwy/nXVv+Sf71txn/x5cKTiCPadEUv1L+5yMZLjkr1uR7k/ygqDUPKWuQfE43nhhIXyzyv2r8DKAythd9oBiENAXrj6Ba+zt3VJ7YIVf1iBzMRMAEDh0UIsKFzQ6v6PMLinFmPpUmDZMvF2587A//1f8+4PEREFJlKah0WSY2ePeRzrfLjicDPsDYWTw+nA3HWey7jD2VBREAQsLVoKQMwGX9nrSozsOlJu1PbFvi9gb7SHfD88OVR+CN8c+gaAGKye3+n8gLcR0rJ8RSd6ZYf6YF3X7zpc1esqAMDRyqP4+zd/B+Ay3t5HST7QPNPh+crcA2KALjX6c7W1eKvfz73+7ft7bGIItJ7/IwzuqUWoqQHuvbfp52efBdq0ab79ISKiwEVS87BI8dPJpvH2MaYY+fahcpbmt3T/3vRvud9C/3b95WA61hyLvTP2hq2R3faS7XJQNbbHWKTGpyI2JhYTek8AAFTUV2Dd4XVh2RdX/9n+H/n2Hwb/wWtW1xdVcF8Tmsx928S2ckbZCCaTCc9f9TziYuIAAE9veBq7S3drHm8PNM90eKrgPs09uM/fnA8Bnpv7af0fsPnEZq/LWsP/EQb3FLFsNmDOHLHT/Zw5TU3yPK1zwQXAoV/Ocy6/HPjtb8O7r0REFLxIaR4WSZQl+aO7j5Zvc9x9y3ay6iQe/appbPGiaxZhZNeRAAC70454S3zY9sW1JN/TbeU64WArs2H26tn4x/p/yPf9YfAfdG2rfXJ7+baRmfuqhiocO3sMgLFZe0nvtr3x8MiHAYhB69RPpsrj7y0mC7KTfTfI65LaBYmWRABhzNz/UpafnpCONnHuWTgj/ge09v8jmoL7bdu2Yffu3aHeFyJZQQHQuzcwbx6wZIn4vU8f8X5P6+za1XT/uHFsokdEFI0ipXlYJNlW0hTcK4MpZu5btodWPYTK+koAwLRzp2F41+HN0gANUI+pV461v6rXVfL8658WfRq26dSkvhzz18/H2YazAAATTPj64Ne6thcXE4eMBLHbv5HBvXKaOqOa6bmaNWoWeqT3AAB8d+w7+e/hEBwY+NJAn2PMzSYzerftDQDYX7Y/5EMrnIITRyuPAvBckg8Y8z+gtf8f0RTcDx06FJdffrnqvqlTp+KBBx4IyU5R62azAdOmAY0ulZkOB5CXJy73tg4APPqo5yw/ERFFtrxheXKw4CqczcMiiVSWHxcTp5rii5n7luubQ9/gnW3vAAAyEjIwf9x8AOoGaOHKtJ6sOonvj30PABiYNVAOJAEx+zq6m1hNsr9sP/ac2hPy/fHWl0OAENR4aqk038jgXnkBxqhmeq6SYpMwe9Rsj8u0jDGX9svhdOBg+cFQ7KKspLpEbo7nqSQfMOZ/QGv/P6K5LN/1atybb76JJUuWGL5DRPn5noN2QAzwBw0Sv3ytk9+yh9MQEbVI1gwr8iflq8aWA+JY83A1D4skdY46OUAY0H4Aemb0lJcxuG+Z7I12zFg2Q/553rh5ctm4Mvsbru7mnxd9Lo+Blqa/U1JWkyzduzTk+xOqvhxScF9ZX4k6R53u/VNSvkahCu4B+AzK/f1NwlkNImXtAe+Ze+l/gGtwHkgDSW/bAMTeFcoLVC2RpuA+ISEBlZWVod4XIgDAjh2+l1dXi1++MHNPRBSdcofmYsHlC1T3vTbptbA1D4sku0p3wSk4AQCDswcjMTZRDkJYlt8yvfD9C9hRIp4Ind/pfNw+7HZ5mXLcdrjK8r2V5Euu6XuNx3VDJVTjqZVN9UqrS3Vtw1Uo5rj3JJi/STinw1NNg+cluAfE/wFFM4swe9RsTBk4BbNHzUbRzKKA/gcot3H9gOuREpcCQGwO+fGej3X/DtHAc82Cix49emDv3r348MMPMXny5FDvE7USNpuYYT9wAMjJAW64QRxf//nnvh+Xmip+93W9ydq6kjtERC2Kt8xca6PslD84azAAoHtad5RUl+D42eNoaGyQu2VHE1uZDfmb83Gg/ABy0nOQNywvaqsyjPhdpG3sLN2JZfvEOX1NMOHfE/6NGHNTFUvHNh3RJq4NqhqqdAVige5rnaMOqw6sAiAGvxd2vtBtnZ6ZPdG/XX/sPrUbG45uwKmaU2iX1C7gfdMqVOOpXafD81Y2HgjpNTLBhF6ZvYLenjfB/E1UF4xCPNTDX6d8JWuGFXPHeZ4GUivlNj7Y9QGuf/96AMB9K+7D+J7jkRyXHNT2I5Wm4H7y5MmYO3cubrjhBrRt2xZtfpljrLS0FDk5vg8oJZPJhP379+vbU2pRCgrcx8zPm+f/cRYLsHWreLtPH7EE39M6eS17OA0RUYtWXF3s8+fWQtkpf0iHIQCA7undsen4JggQcLTyKHIytJ+HRYKCrQVuY6YXFC5A/qR85A7NbcY9C5wRv4unbQDAJT0uwQWdL1DdZzKZ0KdtH2w+sRm2chvqHfWau+br2dc1tjWosdcAACb2ngizyXPB76Q+k7D71G44BSeW7VsW0iqbvGF5WFC4AA6n+wlgMOOpjZ7rXhAEOVjukd4jpLMbBPM3CWdZvtbMfShM7j8Z43uOx8r9K3G44jDmrpuLeeM0BB5RSFNZ/uzZszFx4kQIgoBTp07h4MGDAIDGxkYcPHgwoC8iX83wACA2FrjqKjFIV7JYgEWLxKy81Spm/X2tQ0RE0cktuK9qpcG9olP+4OymzL0k2krzvTVD09L4K9IY8bt42wYArD+83uM2pDJqp+DE/jJtCTO9+6qc3k5Zfu9KWa4f6tJ8aTy164WGQMZke2J0cH+y6qTcuT4U0+ApBTNOPT0hXf7dQ16WH0Dm3mgmkwkvXP0CYs2xAICnCp8KW1PKcNOUuU9MTMSnn36KvXv3Yvv27aiursZtt92GtLQ0/Otf/wrxLlJL46thHgDcfjuwcGFT2b7NJgbreXnqoD03Fxgzxvc6REQUfVyD+daYuRcEQS7Lz07Olk/Au6V1k9c5XHG4WfZNLy3N0IItxQ0XI34XPdtwHSM9oP2AkOyrIAhyoB4fE48rcq7wuv3hXYajbWJbnK49jeU/Lw+ookCP3KG5WP7zcizZKTb2njp0Kv4y5i9BDe0wOrgPVzM9Se7QXIzpPgb5m/NhK7fBmm7VPESkT9s+KKkuwYmqE6isr0RqfGpI9lEZ3HdJ7RKS5/ClT9s+eGjEQ5i3fh7sTjtmfjETK/+wEqYWNn+2puBe0rdvX/TtKx6gt912GxITE5GbG10lVNS8DhwA3n7b9zplZeJ3qxWY6+d/vJZ1iIgourAsHzhRdQKna08DaCrJB1wy91HWMT9UzdCagxG/i55tqMqoNWYe9TzPlpNbcOzsMQDAZdbLfI5PjjHHYELvCXh729uoaqjC14e+Vk3bGApV9ir59txxc9GhTYegtmd0cB+uZnpKesep923bF+sPrwcgXpQ4v9P5Ru8agKay/PZJ7ZFgSQjJc/gzZ8wcvLP9HRyuOIwvD3wpjsU/5/pm2ZdQCSi4V/rrX/8qj70ncuXaLO+3vxWD+hdfBOx2349l5p2IqHlESqMzt8x9iMryI+X39UQ53l5qpgeIY+4l0VaWb2QztOZ+7Yz4XfRsQ1nirbWMWs/zKEvyldPdeXNN32vw9ra35ceGOrg/fvY4AHGazPZJ7YPeniq4r4m+zH0wXKtBfAX3et93jc5G+TULd0m+UlJsEp676jlc9951AICpS6fivzv/iz5t+0TU538wggruiTzR2ywPYDM8IqLmEimNzhqdjSitUU9FdbLqpOHPEym/rzeqTvnZiuA+ijP3RjVDi4TXzojfRc82emf2lm9rbYDm63kAsdmYK39T4Lka33M8Ys2xsDvt+LToUzx/9fMhLXeWAsUObTqoZhTQSxncG3ExsTky93pprQYJ5n13ouqE/LhwN9NzdW3fazEoaxC2l2xHVUMVPtj9AYDI+vwPhqaGelrs3LkTBQUF+Oc//4l//vOfKCgowK5du4zaPEUJf83y4uKAOXOAl15iMzwiokgRSY3OTtWckud2l5yuPQ17o5+yrwBE0u/rjbKZnrIsPz0hXZ6zOdqCe6nxlwnqoC+QZmiR8tpZM6x48eoX3e4P5HeR/h4xJnVw6msbKfEp6JTSCYD24N6aYcU/xv3D6/K7lt2F6oZq+edjlcfw44kfAQDndjhX0/jo1PhUjO0xFoB4XO4o2aFp3/RwOB1y6bz0twhWekK63JDOkLL8X4LkpNgkdE7tHPT2QklVDXLGczVIsO+75uyU7+pg+UHsKnWPUSPp8z8YQQf3K1aswJAhQzB48GBMnToVs2bNwqxZszB16lQMGjQIQ4cOxcqVK43YV4oC/prl3XEH8Pe/A3/8I1BUBMyeDUyZIn4vKgJuCd3sKURE5IWWhlvh4m18vWs2PxiR9Pt6I5XlW8wW9GvXT77fZDLJpfmHKw67XQiJdLlDc3Flzyvln63pVhTNLNI8fVokvXbK5oaS7XduD2gquNyhufjL6L/IP0/qM8nv30Mqoz5Vcwpnas9oeh7lhYJz2p+Du86/S56PfuOxjbjhgxvkC2ifFX2m2h+tlOsu3btU8+MCVVJdIh/3HVM6GrJNs8ksl/cHG9zbG+04UCb2OejTto/XKQQjRU5GjnyByVvmPtj3XXN2yncVSZ8hoRDU0fbiiy9i4sSJ2LFjBwRBgNlsRlZWFrKyshATEwNBELBt2zZcffXVWLhwoVH7TBFq716xJN+X06ebbkvN8BYvFr8zY09E1DwiqdGZt5JYI8fdR9Lv60m9ox57Tu0BAPRv1x9xMXGq5VJpfkNjQ1ROE1jfWC/fzkzMDGicayS9dmtsa9zuaxMXeD8qZaAx44IZfv8eyjJqrePufzj+g3z775f9HQsnLsSXN38pd0Zftm8Zbv/0dlWXfEBbSb6ndUM5JZ5Ukg8AndoYk7kHmkrzS6pLIAiC7u0cKDsgv6aRXpIPAHExcfIxV3S6yOPvHuz7LpIy95H0GRIKuoP7n376Cffddx+cTicuvPBCLFu2DFVVVThx4gROnDiBs2fPYtmyZRg+fDgEQcB9992Hbdu2+d8wNTubTSydnzJF/G7zcIwr17nvPuDmm4FzzgGOHfO9bQbwRESRx8hGZ8FSZu6VUzIZ2TE/kn5fT3af2i2Pj1aW5EtCNe7eVmbDnNVzMOXDKZizek7IylPL6srk21ozz5JIeu3WHHQP7vVkfZWPUY799kbZAE1rx3ypzB4Azut4HgDx2Fr6+6WIjxGnrSv4qQBTP5mK5T8vBwAkxyYjIyFD0/YBoEd6DwzKGgRArAa4bsl1ITmOVMG9QWX5QNPf3u60o6K+Qvd2oqmZnkTaz2p7tervKwn2fRdJmftI+gwJBd3B/TPPPAOn04lJkyZh/fr1uOqqqxAf3zSnZXx8PK666ip88803mDRpEhobG/Hss88astMUOgUFQO/eYgO8JUvE7336qDPyrus89xzwzju+y/EBNssjIopUecPy3Mb9SgJpdGYEZSZa2UjOyAx13rA8eXytq3D/vp5465QvUZaDG9Uxv2BrAXq/0Bvz1s/Dkh1LMG/9PPR5sQ8KtvopydNBGdBL0/1pFSmv3ZnaM9hyYovb/bqC+5rAgvtAM/eCIODH4z/K21eOob+kxyX4z2/+I/dBePOnN+Wsc7W9Gv0W9gvoGFBeePp478chOY5OnD0h3w5FcA8EV5qv7IUQLcG9qqmeh14O1/S9xutjtbzvmnuOe6VI+QwJFd3B/ddffw2TyYTnnnsOMTHeu1TGxMTgX//6FwDgq6++0vt0FAbemuE5HMBttwEXXyx+3Xqr90D+vvuAV15hszwiomjSPb2716BCa3Mwoyg74w/JHuLx/mAZ0dgtlFTBfbZ7cK+cDu9wxeGgny/cTeqUwX1lfWVAzRKl1851HLPZZA7ra/f1wa8hQCxfVlaYBJu5b5/sf1o3ZQM0LU31DlUcki+inNfxPLcu9pMHTMYTlz7h8bGBHAO2Mhu++PmLoLahhTKzbNSYe8DA4P5U9HTKl7hOh+fq+e+f9/i4GFOMpvedVJZvggmdU5q3waD0GeIa4EfK53+wdAf3xcXFSEtLQ48ePfyua7VakZ6ejuLi6BsX1pr4aoYnCMDGjeKXL0lJYtM8NssjIooeX+z7AieqxGxY19SucqMtABjVbVRY90VZfq/K3BtYlg+IjcwyEzPlnwNt7BZKPxU3TYMXjrL8cDaYamhsQFVDleo+ZZm+FrlDc90yiaO6jQrra7fatlq+/Zv+v5FvBxPcpyeku/VX8KRHeg/EmmMBaMvcS1l7AF7nMK+113p9vNZjIFzHUajK8rOTs+XbwQT3yo7z0RLc+5oOb+3BtVi8fTEAIC0+DSO6jJCXzbtsnqb3nZS579CmA2JjYo3Y5aDkDs1F0cwizB41G1MGTsHsUbMj5vM/WLrnuU9MTERNTQ0cDgcsrmlaFw6HAzU1NUhKStL7dBQG+/cHvw1pfL7ULI+IooutzIb8zfk4UH4AOek5yBuWF/VXscm/pzY8Jd9+ccKL2FW6C4+sfgQA8OneT3HvxfeGbV/CFdxXN1SrSsKz22RHzLEuZe7bJ7VXBRwSZebeiOA+nA2mymrdA/kztWc0laMr1TnqVD//cPwHNDQ2aAqOjSA104sxxWBy/8l4c+ubAIIL7rX+DSxmC3pm9sSeU3uw78w+OAWnz47symZ60nh7V0YcA+E6jo5XhXbMPWBM5j47ORtpCWlB71c4eKsGsTfaMWPZDPnnBVcsQE5GDq54+woAkC8K+6Js/Nnc4+2VrBlWzB3X8oIV3Zn7/v37w26344MPPvC77vvvv4+Ghgb0799f79NRiAmC58Z5Sn/+s/jlC8vuiaJXOMfcUuT44fgPWHtwLQAxe/OrPr9STWkVyq7XnkgngbHmWFWpqNFd4Q+WH1T9XFlfaej29SquKpYDi8HZg91KqAEx+yUFsUaMuQ9ngylPDfRO1wQ27t7TY2rsNfj+2Pe69ysQJ86ewO5TuwEAF3a+ED0zesrLAg0K6xx18rEXyAUO6b1R56jzOzRD2UzPW+beiGMgXMeRNObeYraoqoyCZURwX1FXIV+IVAbMka5jm47yTA/KapDnNj4nzwl/QacLMO3caarhUsoqI2+OVR6Th7A0d6f81kB3cH/99ddDEATcddddWL16tdf1vvzyS9x1110wmUy44YYb9D4dhdhTTwHf+/ifaLGIc9P/8Y/u4+mV67BhHlF0CveYW4ocT294Wr794PAHYTaZMaD9APlE/OtDX6OiTn/n6EBJJ8ZZyVlIT0iXO3kbnbmX5qGWREpwrzxZ9jTeHhDHl0snyUZk7sPZYMpTCX6gHfMBz434PE1NFwpfHWzqIXWZ9bKggsLS6lL5diDBvdameoIgyJn77ORsr5luI46BcB1HUll+hzYdDJ1D3ojgPho75QOAyWSSjylbuQ31jnocrTyKx9Y+Ji6HCf+e+G/EmGPQPrk9OrTpAECsMvI3baCqUz6D+5DT/Y648847cc4556C8vBzjx4/HqFGj8Nhjj+G1117Da6+9hr/+9a8YNWoUrrzySlRUVOCcc87BnXfeaeS+k0HeekudkXftj6hshme1imPz2TCPqGUJ55hbihyHyg/h/Z3vAxBLwG8efDMA8URPGtPscDrkqbFCrdHZKAc7Hdp0gMlkQnYbsSzd6My9a4lwpAT3ymZ6ygyZK6k0v7K+EuV15UE9p9RgytOMCUY3mPKYuQ+wYz7QlLlXNrMLV3CvfJ7LrJchIzFD/tsFGhSqpsFLCjxzD/ieDu9g+UH5gsr5nc73WAkCGNNkzNs2jGx2aG+0y38zI0vyAWOCe2VJe7SMt5dIx5RTcOJA2QE8uPJBVNurAQDTz5uuqvqQLjyerj3ttzRfNcd9BJXlt1S6x9zHx8djxYoV+M1vfoPvv/8ehYWF2LBhg2od6UrORRddhA8//BBxceEZB0XaLVsGTJ3a9PPf/w7ceKMYwNtsYrCel6cO2nNzgTFjfK9DRNElnGNuKXI8t/E5+aLOjAtmIDE2UV42qc8kPLfxOQBiaf7vBv4u5Ptzuva0vD9SUJ+dnI3DFYdxquYUHE6H18xgoFyrUc7Wn/U7djkc/HXKl6ia6pUfQnqH9KCeN3doLsrrynHfivtU94/vOT6o7boyoizf3tg0D/nArIEorirG/rL92HB0A2rsNUiKDW2PJ6mZXnxMPIZ3GQ6zyYz2ye1xsupkwBUmyvUDKstv57u7uUTLeHtJ7tBcjOk+Bvmb82Ert8Gabg2474q0jQXfLsDLP74MQAxyjWpUVlxdLJd4Gx3cK2cqaG2Ze0B9MeLfm/6N/+78LwCgXVI7t7HpQ7KHYOX+lQCAn07+5PO1YOY+vIL6D9mpUycUFhbigw8+wHvvvYcffvgBJSW/NAXJysL555+P3//+95g8eTLM5ub9Z0kim00Myg8cAOLjgffea+qQP2OG2NneZPLfDI8N84gCE+mN6sI55laLSP97tQTldeV4bfNrAIAESwLuuuAu1fLR3UcjNT4VlfWVWLZvmaGBtTfK7LzUSE4K8gUIKK0uNWzqK9cLVgIEVDdUIyU+xZDt6yWV5ceYYtC/vfdeRaq57isOeeyqHyhPr+9Xtq8wZdCUoLct8RTcB1qWr1y/bWJbnNP+HOwv24+GxgZ8e/hbXNHziqD30xtbmU3u1zCy20j5glhWchZOVp1ESXUJBEHwmiF3pcrc6yzL9zUdnpbx9kpGNBmzZljx0q9ewpaTW7Dx2EbsObUH24u3Y1D2oKC2C7jMcd/G2OA+KTYJbeLaoKqhqlVn7gHgxU0vyrefvPxJ1cwigPrC47bibbi699Vet3u08qh8m5n70As64jabzbjhhhvw4Ycf4tChQ6itrUVtbS0OHTqEDz/8ENdffz0D+whRUAD07g3MmwcsWSL+XPdLs9nrrweee04M7InIWNHQqG7audPc5vyWGD3m1p9o+Hu1BK/++Ko8JdmtQ251m187LiYOV/W6CoA4TrrwSGHI90mZxZSDe0W3eCPH3XuqRmnu0vyGxgbsLhUbtfVr1w8JlgSv67pm7o0QjnHsRpTlK9dvm9QWl1kvk38OdWm+qiS/R9PzSoF5Q2NDQMeR3uC+fVJ7pCekA/Ad3Ksy9518Z+6NJg3zAYC3t71tyDZDNce9RHoNgs3cW8wW5GT4vmgeaZRT+ElMMHm8UKUK7ku2uS1XYuY+vBh1txI2GzBtmud57E0m4Ikn3MfaE1HwoqVR3baSbXKpo6t+7fqhR3qPsOxHtPy9ol1DY4Nccm+CCfcPv9/jesqu+Uv3Lg35fqky9208BPcGjbsXBMHjsdTcwf3eU3thd9oB+C7JB4yfDg/wHHivORj64D7QzP2pmlPy7baJbXFpj0vln43eX1fK7SsvKugdr603uFc2QDtccdjjPPWCIMiZ+45tOhpexu7P7wb+Tq4GWbx9MRqdnvu6BCJUc9xLpNfgdO1pOJyOgB7rFJxycJ+TkRMR87lrZSuz4W9f/83tfgEC7vj0DrfPy37t+iHWLP5+P5303TFfGnNvMVvkRnwUOgzuW4n8fM+BPSBOg/e2MRdUichFNDSqq26oxr3Lm+Yxv67fdbh+wPVIiRPLk3eU7MBHez4Ky75Ew9+rJViyY4l8knxtv2u9lo9O6D1BbhQWjinxPGXulSeDRmXuz9SewdmGs273N3dwr3W8PaDO3PubCk0rZUa8c0pnAOKsAq7TBgbDU7f8gDP3ijH67ZLaIbtNNgZmDQQgZqpDNbuDIAhy5r5NXBtVmbuyGZ7e4F66oKWVsox635l9bssPlB2Qmy2GO2sPiK/N1b3Ecu1jZ4/JU24GQ9m8LZTBPaC+iKTFscpjqLHXAIi+kvxA//fGxcTJw4b2nNqDeke9121LmftOKZ0QY2YmMdQY3LcCggB8843vdfzNcU9E+kRDo7p56+bJwcEVOVfgwxs+xH+v/y/e/PWb8jr3Lb8P1Q3VId+XaPh7RTtBEPBU4VPyz38a/iev62YmZmJkt5EAxHJTX427jKDMzEtBvTLgMSpz7+04au7gXjkNnq9O+YA4dlUaShOKzP3k/pPl20aWuhuRuVeV5Se2BdBUIu8UnPjmkJ+THp32nNqDk1UnAQBjuo9RZWbDnbkH1MG9p/emarx9R//j7UPB6NJ8VVl+mxCU5Ssu0gT6eRPNzfT0/O+VLkA2Co3YfWq3x8fV2mvliyQsyQ8PBvctjM0GPPqoGU8/fR4efdSMjz4CRo8G1q/3/Th2uicKjUhrVOdq76m9+GfhPwEAseZYvDjhRXl83XX9rsOVPa8EIF55//s3fw/5/kT63yva2cpsuPF/N2J7yXYAYgA5ousIn49RluZ/uje02fuT1Sfl2x7L8g3K3CtLTJWNopo7uA8kcx8XEyePOTZszL0iIz55QGiDexNMaJ/U3u15tVCV5Sf9EtwrSuSlbvZGU25XOd4eCD64t5gt8hh6rVRN9TxMh9ec4+0lv+rzK3m6wg93fyhntvUKV1k+EPi4+2hupqfnf6/yAqS30nw20ws/BvctiNQw78knY7BuXRc8+WQMfvMb4NtvfT/OYhGnsiMi4+UNy/M6tZbZZMa0c6eFeY+aCIKAu7+4Wx7j+9CIh1QnJCaTCS9c/QLiYsRpTJ/e8DT2nNoT0n3KG5bntSN7uBv7tTRSo8IlO5bI9+0o2YG3fnrL5+NUwX2IS/N9dcsHIGdNg6XMQilPUCMluM9MzNQUuEil+cXVxahz1AX9/FLgnZ6QjuFdhiM5NhmAGNxL0xsb9RxpCWlyE8eAM/cuZfkAcEmPS+TP2lA11VNud1zOONWyYIP79kntA56GUTkdnqemesrMvb9p8EIlMTYR1w+4HgBQ1VCFT/Z8EtT2pOA+1hwrX9gxUjDBfTRn7vX873XtmO8Jm+mFH4P7FsJXwzxAzMzfe68YyCtZLMCiRczcE4WKNcPq9STdKTjx313/DfMeNflg1wdYdWAVAHFarTlj5rit07ttb/x5xJ8BAHanHTOXzTTsJN8Ta4YV+ZPy3Tr3W8wWLLpmEafD08lbo8JGodFvo8K+7frKF33WH14fcCAWCCkzbzFbkJGYASA0mfsDZU0lqJES3JdWl8rjiYdkD9E0lZqyqZ4R4+6lcvfMxEzExsRiTPcxAMRxzr46sgdCOn4yEzPlkvpqe7XPMbve9hNoKstPT0jHsI7DAADbS7br7nbuTaOzUR4znpmY6VZZoScoFARBXjfQknwA6JXZS77tWpYvCAJ+PC4G951SOoWks7xWRpbmS++RjikdA74YooVRmXvlhZdoIP3vdQ3wff3v1dIxX2qmBzC4DxcG9y2Er4Z5AHDDDcC//gUUFYlz2U+ZIn4vKgJuuSVsu0nU6pRWl8plaR3adMCUgVMwsfdEefkjqx/BG1veCPt+VTVU4f4VTR3Sn7vqOSTFJnlc95HRj8gZwtW21fjvztBekLh5yM1IjkuWf46PiUfRzCLcMoQfVnoF26hQyt43Co34Yt8Xhu+fRMrcZyVnySfu6QnpcvVIKMbcK+eHb87gPpCSfEm3VMVc90GW5jsFJ8pqxWZ38jh2Zan7geBL3Z2CU27wlpmYqRoSEchFI09l+QAwztqUTTeieZvST8U/yc0AL+1xqVtgqQoKa7QFhRX1FXLllJ7gPik2Cd3SxGNg7+m9qguv+8v2o6JebCyoZX77UBrdfbS8nyv3r9T9PrY32uWAOxTj7YEgg/tfhkakxKWoLkpGi9yhuSiaWYTZo2ZjysApmD1qts//vR3adJD/Xj+d/MnjhX9V5p5l+WERFcH9/PnzccEFFyAlJQVZWVn49a9/jb17PV9BFgQBV199NUwmEz7++GPVssOHD2PixIlISkpCVlYWHnroITgcgU1zEakO+O6DgcO/XNC3WoG5c4HFi8XvzNgThZbyBPOWwbdg8eTF+OzGzzB/3Hz5/ts/vR2fFX0W1v164usncOzsMQBiR/Rr+17rdd2k2CQ8f/Xz8s8PrHwAZ+vdO40b5eczP8vzrwPiVDzM2Acn2EaF4SjNdwpO+WRaeWJsMpnkn40ec58cm6yaizragnsjp8MrryuXp8OUgm7V/PEGTDFXWV8Jp+CUn0O6iAAE1jHfU+YeMP5ihJJqfnvF80j0BIXBNNOTSOXf5XXlKK0ple9XjbdvppJ8idlkxk2DbgIgXiBUDg0KhHJYTqim9dMb3Nc76uVZJfq266up8iYSWTOsmDtuLhZPXoy54+b6/d8rfVaV1pR6/Hxm5j78dAf3TzzxBJ544gkcOXLE/8pB+vrrrzFjxgx89913WLVqFex2O8aPH4/qavfOzf/61788vqEaGxsxceJENDQ0oLCwEAUFBXjzzTfxf//3fyHf/3DI8d0Hg0E8UTPxdkL48MiHce9F4vRzjUIjfvvf3yL3o1xM+XAK5qyeE7L53G1lNkz/dLrcLT3OHIfnr3re74nIpD6T5IqD42eP44q3rwjZvkqlpJKGxoaA5xsmtWAbFY7sNhIZCWKZ/PKfl8PeaDds3yRnas/I1QWucyFL4+5P1ZwKeq5sp+CUA2FrhhVp8WnysuYK7m1lNryxtamCp11iO02PU06HF2zmXpk5l7LhQ7KHyK/7V7av5MDciOfITMxUZd0DydxLY+5T41NVHetHdh0pz71t9Hz3/oL75LhkuUdBOIN7ZZ8UZWm+8nO0uTP3APCHwX+Qb+stzQ91Mz1AXwUGIF6Uli6ORVszvWAMzvI97p6Z+/DTHdw//vjj+Pvf/44OHTr4XzlIy5cvx6233opzzjkHQ4YMwZtvvonDhw/jxx/VJ4Bbt27F008/jddff91tGytXrsSuXbvwzjvvYOjQobj66qvxt7/9DQsXLkRDQ0PIf4dQy8tzH08vYcM8ouYjnWBazBaM6jZKvt9kMuGZK5/B7wf+HgBQ31iPt7a9hSU7lmDe+nno82IfFGwtMHRfpIZqr25+VT4JcQgOrD/sZzqNX/b3+aufh8UkftBsPLYxZPuqzDhJwjENX0vmq7GjlkaFFrMFV/cW56uuqK/AusPrDN9HZVbOdb5vKXPvFJwBzz3t6vjZ42hoFP/vW9OtSEtQBPcN4Q/upfelNIMBAEx+f7Km95SRmXtlk7rMBDFzH2OOwdgeYwGI89N764itlSq4T1CX5QfSMV/K3Cuz9oAYYF/c5WIAYrBlRB8CQLzAKE2v1ymlk9dmaVJg2ByZe0DdMf+HE5GTuQeAAe0HyD0Rfjzxo9ep03wJ9Rz3gNigUer5EkjmPpqb6QVDWWXk6fNBCu7jY+Ll2TEotHQH9+3atUNqaipiY2P9r2ywigpxDFFmZtM/hZqaGtx4441YuHChxwsOGzZswKBBg5Cd3XTCcOWVV6KyshI7d+4M/U6HmNUqjrtnwzyiyHG08qj8D//iLherxpEDYqniXy/5q1vzOEAcB+2v0VkgvDVUcwpOzc9jgsnjuG2j91XZ4VkS7PRJrZ01w4ouqV3c7g+kUeE1fa6Rby/du9TQ/QM8d8r39HOwHfOVx6k13SpP0wWEP3Pv7X2p9T2lzNwHG8h6ytwD6nHswXahVz5HRmKGKjjXmrl3Ck55XalTvpIyq/6V7Su9u6qy6dgmVNur5e17q3SSAvTTNac1VRuFKnPvFJzYfGIzAKBLahe3i2XNRdlYb/GOxQE/PtRz3APiBS3puAokuFc102tFwb2yZ4mnpnpSWX6X1C5RO1Qh2njJ9fo3ZMgQrFmzBqdPn0bbtsZPReGN0+nEfffdh5EjR2LgwIHy/ffffz9GjBiBa6/1PG705MmTqsAegPzzyZOeTxTq6+tRX9/UvbWyUvynb7fbYbcbX5IYrBtvBIYPF4P8774rxsUXZyMvTwzsI3B3ieT3USS+n4yw8ueV8u1Lul3i8fd8c8ubchbdlcPpwCs/vIK/jf1b0Pvyyg+v+GyopuV5XvnhlZDvq/KkVKm8phztErSVKodCtB+rRyqPyMFfdnI2xnYfix7pPTB16FRY062afq9x3cfBYrbA4XTg072fYsFlCww9WTtWeUy+3S6xnWqflEHcsYpjGNB2gO7n2Xd6n3y7W2o3JJgS5J/La8vD+hoH+75MMCcgIyEDZXVlOFR+KKjjVHlxJS0uTd7G6K6j5ftXH1iNey64J+BtS0rONgVLaXFpSI1rurBSUlWiab/P1J5pGrefkOn2mEu6XiLf/vLAl7jxnBt1769k1f5Vqu1720/pOBUg4GTFSb9B9YnKpkx0Zrz776JFTlrTkJvdp3bDbrej6HSRfKHq3A7nRszn1m/7/hZ/WvknNAqNWLxjMS6yXhTQvh0pbyrxzkrKCtnv1T6pPUprSlFSre2YBIDdpU2VCNY0bZ+pLUGvtF6IMcWgUWjETyd/Uv3eZ+vPyk0du6R0idq/SaT8/9f6/LqD++nTp+PLL7/EM888g7lz5+rdTMBmzJiBHTt2YP36pjLSpUuXYs2aNdiyZYuhzzV//nw8/vjjbvevXLkSSUmeu0pHgpEjxS8A2L1b/CKKZKtWrfK/UhR659A78u2kk0lYtmyZ2zqFBwt9bqNwVyGW1bg/LlBGPE849vVY3TGcbXBv1rfyq5UoSizy8IjwitZj9YtTTR3uL0u5DL+L+x1QA+wu3I3d0P5Pon9Sf2yv2o4D5Qcw/MXhyEnKwRWZVyA7PvjM4NclX8u3j+87jmWnmo6lM6VNWd2VhSth36P/JGvVyabX8PT+01h1ahXiTHFoEBpw7NQxj+/TUDHiPZVuSkcZynCk4giWr1yOGFOMruN0fWnTedWRvUewrFR8XkEQkGHJQJmjDF/ZvsLSz5fKw3MCfo5TiucoOoL6uKYEyqadm7CszP/f/nh9U/a2rqzO7fWyO+3y6/nFni/wufnzoC5CFdcX498//1v+uXRvKZYd87yf9aebfp8PV3yIHok9fG77h6NNpfP7tu7Dsn2BH3tOwYlYUyzsgh1bDm3BsmXL8E3ZN/LylMqUsB7T/gxpMwSbz27GkcojeGz/Y1j81mLNnyGbDm+Sb/+85Wc49oSmF0tMXQwAsWLsf5/+DwkxCX4eAXy//3v59oFNB3Ai5oSPtVuWzvGdcbjuMHaX7sYnn30i9704Utd0McZ01hRRx6Eezf3/v6ZGWwWj7uB+8uTJeOCBB/CPf/wDdrsdf/7zn9GuXWizKjNnzsRnn32Gb775Bl26NJUXrlmzBvv370d6errbPo4ePRpr165Fhw4d8P3336uWFxeLV6m99Q145JFH8MADD8g/V1ZWomvXrhg/fjxSU1M9PiYS2O12rFq1CldccUWzDJsg0qolH6uCIODuhXcDABItibjnN/cg3hLvtt6GtRuwrtD7+OURA0ZgwtgJQe+PEc8Tjn19d+e7wB7xttlkljN0wy4aJo+lbQ7Rfqy+/N7L8u37JtyHczucq2s77378LrbvEseGbz67GZvPbsbHpR/j5Qkv45bBwU1VuP6r9cAvcduVI65UlVdX7apC/jFxur6OvTpiwsX6j7MPP/0Q+KVg77fjfotBWYOQsS9D7PQcD0yYEPz7TSsj3lOLahbBVmRDIxox8OKB2L1xt67jdNM3m4BfiicuHX4prup5lbzsSseVWLJzCeqcdWg/pD2Gdxke0LYlP337EyDODIqxF41F9/TueHT/owCAjE4Zmv723x39DtL1qEE9B2HCePfHXHL2EqyyrcJp+2n0vri37gZnb217C3d9fpequuL/Dvyf1+O9cG0hviz8EgDQb1g/j433lN7+39vALy0kfn3Fr9EjvYeu/exzvA92lu5Esb0Y468aj7Vr1gK/tGD4/SW/V72Wze3zLz7H5i1idda2qm3YVrVN82fIS0teAn65zve7q3+nGj5ipP989B9s3y1+zp07+ly/DUcBYNqz0wAAnVM6Y/KkySHZr0i1xL4Eh3cehkNwwHqhVW6yt/LASvn/+UX9LzLkXKY5RMr/f6mC3B/dwf1ll4kfWMnJyXj66afx7LPPolevXsjKykJMTIzHx5hMJqxeHfjUJIIg4O6778ZHH32EtWvXwuoygHzWrFnIc+kYN2jQIDz77LOYNEmcvmf48OGYO3cuSkpKkJUljmtatWoVUlNTMWCA5/K++Ph4xMe7n4zHxsZGxcldtOwnUUs8Vn8+87PcSGZUt1Fok9jG43rTz5+Op7972uP4TIvZgunnTzfkb2PE84RjX7cWb5VvD+0wVC7RbxAaIuIYicZjtaqhCl8dFMced0ntggu6XKArk2krs+GD3R+43e9wOvDHZX/EZTmXBTVl4anapkZ5ndM7q/7OndM6q9YL5jU4VNnUeK5P+z6IjY1FanwqiquLUVlfGdbX14j3lDIgPF4jXh3Rc5yW15fLt7NTslWPvzzncizZKU5f9s2RbzDGOiagbUukEl0AyErJQoeUpuRKWV2Zpn2usCu20SbL42PG5YzDKpuYZVt3dB3O6XBOwPtqK7Nh+ufTPfZD8Ha8d0xpGgd+uv6039+ntLZp6rpOaZ10H3v92vXDztKdsDvtOFZ9DFuKmypZL+p6UcR8ZtnKbHh9q3vTa62fISeqxWx4XEwcslOzQzaGW3Vc1pehT6zvi0Ona07LTR77tusbMX/vcBnaYaj8+bD79G6c11ls4Ci9XoDY/DPa/y7N/f9f63Prbqi3du1arF27FlVVVRAEAY2Njdi7dy/WrVsnL/P0pceMGTPwzjvvYPHixUhJScHJkydx8uRJ1NbWAhAz7wMHDlR9AUC3bt3kCwHjx4/HgAEDcPPNN+Onn37CihUr8Je//AUzZszwGMATEQXD37RJEmuGFfmT8mExq6+1BtLoTAtrhhV3X3C32/2BPI+3fY0xxRi2r8pmeqO7NY31lZpZUeBW7V+F+kaxXPhXvX+l+4Q4f3O+z/Hh+Zvzde8joG6U5zYVnqKhXrBz3R8oOwBAHB/dJk686CY11ausr4QgeO4rEQrWDCueGf+M2/2BvC9V0+EF0THfdZo6pXE5xjTVO1OnaKiXkKF6Hq0N9ZRd9b1lbpWfuXr3V8/xHugc6dI6ybHJbg1XA6GsTNhzao98UbRralfdjfpCIdjPEKmhXsc2HUPanC3Q17G1dsqXeOuYr5rjntPghY3uzP1f//pXI/fDp5deegkAMHbsWNX9b7zxBm699VZN24iJicFnn32GO++8E8OHD0dycjJyc3PxxBNPGLy3RETAaltTlZK/0szcobkY3W00er/QG044kZWche+mfWdYYC9RTpt1ceeLcZn1MuQNywvoeXKH5mJM9zG46/O7sHz/cgDAg8MfxC1DgivJBtTN9LqldVNlJNktX79Piz6Vb0/qO0n3dg6UH/C53FYe3GwJUkO3GFOMW3CpbEwWTHBf76iXG/cpS22l4L5RaEStoxZJseHrq9MtrZt8u3+7/riu33UBvS+V7+vDFYeRjnRd+yFlHgH3KeZ6pPeANd0KW7kNhUcKUWuvRWJsYsDP4XoBITE2EYmWRNQ6alXP74tyKkTX/ZQM6zgMafFpqKivwFcHv4JTcHqdCtIbPce73uA+2G72yoDys6LP5L4lkTC/vVIwnyENjQ3yax+qafAkgb6Oyk75rWmOe4m3jvmqOe5TGdyHS1QE93quont6TPfu3aO+mQMRRT6n4JSnYEqLT5Pn9vUlJzMHWW2ycLLqJOJi4gwP7AFxqIDkqfFPYWS3kbq2Y82w4rmrn0PfF8UTSmUpfTCKThehqqEKgDgvc3JsUyaL89zr4xSc+Hzf5wCApNgkvxeafMlJz/G5XMu4VF+koD0rOcstEMtIyECsORZ2pz2oqfAOVxyWZ3xQvsdcp8MLZ3BfeKSpqd68cfPw636/DujxrtPhDcZgH2t7JwXeZpMZaQlpbssvs16GRVsWob6xHoVHClXZfK3Kasvk2xmJGQDEIP/Y2WPaM/eKiwCepsIDxOnMxvYYi0/2foJTNacw8T8TMazjsIAumug53gMJCu2Ndvl3Dja73rddU3D//q735duRML+9UjCfIcr3fSQF97YyG1778TX557R49/dOS9exTUe0TWyL07Wnsa3YS3DPzH3Y6C7LJyIiz3aW7ERpjTiW8pIel7iVsXsjnagqM1NG2l+2X77dM7NnUNvqndkbnVPEcdDrDq1DvaPezyP8++F4U+fo8zudrwqwmLnX5/tj38snp+N7jkeCxX/XZ2/yhuV5PZYtZgvyhuV5XKaFU3D6zGKaTCb5fuWUbYFSZgY9Ze6B8M91X3i0KbjX06hOlbmv1D/XvVTunpGQ4THLbUSpuxTMJsUmyceiVFp/uua0pmSOlrJ8APKQCwBYvn855q2fhz4v9kHB1gJN+5o3LA8xJs89pLwd74EEhcrP+WCDe2W2WHmRJNIy98F8hoRjjnuJ8vXwVSlUsLUAvV/orXoP3/HZHZqPsZbCZDLJpfknq07Kx75Ulp8Um4SMhIxm27/WhsE9EZHBVOPte2jPlEolpnWOupAEs1LmPjk2WTWGWQ+TySRn7modtdh4bGPQ+/fj8abx9ud1PE81BpVj7vX5dK+iJL+P/pJ8oKnngmvAY0R/iLLaMrmpnLdjU7q/tKYUjU7P43b9sZVFVnDf0NiATcfE6b16ZvTUVZ7dPqk9Ei1iibwRY+69BcyX9rhUvr3mYHDBvXLYhXS7vrEetY5av9tQNl70VpZvK7NhyY4lbvc7nA7kfZqnOg68sWZYMc7qXp3g63hXVhL4C+6Vy7OSggvuMxMzPVYxnNcpsjL3wfSYUQb3kZC5t5XZMG3pNI8NF7UeYy3JkGxFaX7xNgiCgKOV4tQYXVO7hrRHAqkFHdzX1NTg+eefx8SJEzFw4ED07KnOBlVUVGDx4sV49913g30qIqKooDzxDaQMWnlSrcxOGcHhdMhZy16ZvQz5R6u8cBFMky3JDyeaMvfndTqPmXsDLC1aCgAwwYSJvScGvb3cobl4/dqmbtcju45E0cyioHsuKLNj3gJc6X6n4NQ8PtuVKnPvoyw/XLac2CI3OxzeVd/0ciaTSR63f6TyiK6hjA6nQ+5k79rvQNIxpSP6t+sPANh0bFPAfydBEDwG98oAXcvnnpbMvVHNH09WN5WCT+4/GbNHzfZ5vFvMFvn3CSi4N6DpnetY7+5p3b0OW2hOuUNzUTSzCBd3bpra9N8T/u33M+TE2abO65EQ3Ie6wWi0UTbV21a8DeV15fJFeZbkh1dQwf3WrVvRv39/3H///fjiiy+wa9cuHDx4ULVOamoq/v73v+MPf/gD1qwJ/uSPiCiSOZwOrD24FoCYUTsnS/sUTO0Sm07EjC7NP1JxRM6MBluSL7nUqsjkBRncNzobseWEOH2TdFLKMffBOVh+EDtKdgAALupyUdBNuyT92vWTb5/b4VxD+kOoOuUnd/C4jqpjvs7S/Egry1eOtx/RZYTu7Uil+TX2GpxtPBvw45Vj4b1lwwHImexGoRHrDq0L6DlqHbXyhQxliW6gHfOlCzuJlkSvvRGMaP5YWl0qjx8+v9P5+OCGDzB33Fy/x7sUGIY7uHft0h5pWXsla4YVM86fIf+spUlmODP3KXEpiI8RZ9Ly9jqGusFotHEN7tlMr/noDu5Pnz6NiRMn4siRIxg2bBieeuoppKamuq1nMpkwbdo0CIKApUuXBrWzRESRbvOJzXJwcKn10oA6NKsy9zozk94om+n1yuhlyDa7pXVDr0xxW98d/S6oALzodJF8lV8aJxopmXtbmQ2Prn0UTx98Go+ufTRqyi2NLMlXUgZmZXVlPtbUThmse83cGzAdnvTamWBSdalvtuBeMVZ3RNcggntFU72SBv/dvV0pP2+8Ze4BdSXSgysfxJzVczS/H7xNtafK3Gv43JMy977G2xvR/FG6SAsENrxKCtSr7dU+PxONDu7bJ7VX/ezvb9DcXINBf45XKcbcp4R2zL3JZPJ7kSbUDUajzTlZ58jnOz8V/6SeBo/BfVjpDu6fffZZnDhxAuPGjcPGjRvxwAMPIDHR87QoEyeKpYAbNmzQ+3RERFFBmcH2NF7Tl0DLUwOhDO6NytwDTSe9dqcd3x75Vvd2lM30pA7PkTDmXmqY9GThk1hXvg5PFj4ZUFOu5qSaAs/A4D49IV2+XV5Xbsg2VWX53sbcK4J+vR3zpWxa59TOiLfEy/c3R3AvCIKcuW8T1wYDswbq3pbyQkVpQ2nAj1cG3r4y98oAa+/pvQE1qVNWB3gac++6H54IgiBXNfnaTyOaP6p6pwQwvEoZqEuNVT0xMrgv2FqApzY8pbrv2e+ejejPqd6ZvRFrigUgBoP+hDNzDzS9JqU1pXAKTrfloWwwGo0SLAly9ciu0l2qygWW5YeX7uD+008/hclkwoIFC2A2+95M3759ERsbi/379/tcj4go2uk9IQTUzZiMztwrO+VL2XYjKH/H1QdW697OjyeamulFSuY+mhsmVdZXypnH7mndgwocXSmD+3Bm7ju0aSrX11OWX9VQJQeGrlm15gjuj1QekQOWi7tcjBiz587sWigz93qCe+XFRG+Ze1uZDfd+ca/b/VrfD14z9wH0GqlqqILdaQfgfRo8ILjGbZLVttXyY0Z1G+V3fYny4pSv0nyjgnvpc8o1AG0UGiP6c8pitqBrghj07Tu9z+9nvDTmPj4mPiyd16XXxCk4PV50smZY8cTYJ9zuN6LBaLSSqjEaGhvw5YEv5fuZuQ8v3cH9gQMHEBcXh6FDh/pd12QyITU1FZWV4Z1ehogonOod9Vh/eD0A8Z9Zz4zAMuTKk1yjx9yryvINDO5V4+51dtAG1Jn7YR2HAYB6zH0zZO6juWHSip9XyEHQpD6TDO1UHBsTK782Yc3cB1mWrwxycjLUJbXNEdwbNd4eUE+Hp6csX5W5D1GTOm/BfSCZe+VFT19l+UBT47bLrZfL9z1w8QOamj8eqTiCfWf2ARAvvCiriPzROh1eSY0xwX00f05ZE8UAWICAnSU7fa4rXQjrmNIxLJ3XtbyOygty53Y412/DxZZO2TFfFdwzcx9WuoN7p9MJi8Wi6Q0mCAKqqqqQnKz9w5GIKNpsPLZRnsrpMutlAZ+AhLIsX8rcx8XEyfPTGyErOQuDsgYBEPsNKEtvtWp0NmLLSbGZnjXdKp+0KzP3zdFQL5obJilL8q/pe43h289IFDNnel5vTwLplu+6vlYHyppez0jI3KuC+yDG2wMumXu7jsy9hjH3wb4fjBhzr7zo6assX2LNsOKlX70k/6x16NBXB7+Sbwcy3h4IILj/ZZkJJr8XKnyJ5s+p7glNx62v0vx6R718bISjJB/QVoGxdG9TL7H/Xv9fTQ0XWzJlHwXlBXlm7sNLd3DfuXNn1NTUoKTE/xXiTZs2ob6+HlZr6z3giajlU5alB1qSD4SuoZ5TcGL/GTG4z8nICar81xPpd3UKTnxz6JuAH7/n1B65JFPZ4TkuJk6eU705yvITYhJ8Lo/UhkmNzkYs27cMgNj1+ZIelxj+HFJpvlFl+dIY+hhTjNegLdhu+d6mwQOaN7g3wYSLulwU1LY6p3aW3yuhGnMfbAMx5XN465bv73NPedFT6zRvvTJ7yTM8bDi6QVNVlKp3Sk5gvVMCDe7bJrX1OnZbi2hu7NYjsYd821dTvRNV4ZsGT+LvdTxVcwobjoq9xPq162doRVy0Ugb3krT4NKTEpzTD3rReuoP7sWPHAgDeeOMNv+s+/vjjMJlMuOKKK/Q+HRFRxNM7v71EebJqZFn+ibMn5IqCUJyAKH9XPVPiqcbbdzxfvm0ymeTsfbjL8hudjar98uTafteGaW8Cs+HoBjlIurLXlYiLiTP8OaTgrM5RhzpHXdDbk4L19sntvV58ykjMkIOgYMvymztzX91Qja0ntwIQu0wr+xjoYTFb0DlVrMgJ1Zj7YBuIaRlzH1BZvobMvURqKOkUnPKFL28EQZA/xxItibioc2AXXgIN7oNtphfNjd00B/fKOe7bREZwv2zfMrnPgZENS6NZl9Qubp9lLMkPP93B/b333guTyYR58+bhyy+/9LhOcXExbrrpJnzxxReIi4vDjBkzPK5HRBTtqhuq8d3R7wAAfdr2QZfULgFvIz0hXZ5KxsjMvbKZXqB9ALQY032MvN96xt2rOuW7zM0sjXUNd+b+tc2vYXvJdp/r/PGzP4Z12jStQjUFnpKRHfMFQZBPnr2NtwcAs8ksL9fTLT+SMvebjm+Sx0kHO95eIpXmn208i6qGqoAee6bO/5j7YJvUKas8vI259zccSVWWH0Apu3JoinLIiic/n/lZnqN7VLdRqlkVtNAS3Fc3VMufacEG90Y0D2wuqZZUOVj/qfgnCILgcT1lp/xQT4Mn8fc6hnroUzQymUyqcfcAS/Kbg+7g/pxzzsG8efNw9uxZXHnllTj//PNRUVEBALjxxhsxcuRIdO/eHUuWLAEAPPfcc+jWrZuvTRIRRa31h9fD4XQACHyMpsRsMssZUSPH3IeqmZ4kPSFdnr5uR8mOgEumlRlyaTsSOXMfxjH3pdWlmL16tvzzkslL8PCIhzE6fTTuOu8udGwjnlxuObkFv3nvN6h31Idt37RYWiSOAzWbzJjQe0JInkMacw8EH9yX1ZXJzf+8jbeXSMtLqz1PT+WLFNzHxcS5lfbGx8Qj1ixOyxWO4N7I8fYSZVO9wxWHA3qslsw90NSkLs4sVoNkJGRobiDmLXMfFxOHNnFt3Nbxt59ay/IBYHiX4XKmf8XPK3y+Z4OZ8QRQB4XeKky0NJAMhPS6zB41G1MGTomqxm5Sz5byunIcrTzqcZ1wT4MH+A7u6x31WPHzCgBiBcnwLsPDsk/RwLU0n8F9+OkO7gHgz3/+M1577TWkpqZi8+bNqKurgyAIeO+997BhwwY0NDQgLS0Nb775Ju644w6j9pmIWgFbmQ1zVs/BlA+nYM7qORE7nQ8g7utjax+Tfw5m2jHphNXIsvxQB/cAMM7aNC5V2YzKH4fTgS0nxGZ6ORk5qqARaOqYH87M/awvZ8lZxpsH34zfDfwd/jb2b3iwx4P415X/wupbVsvByWrbavzmv7/B7NWzgzpWjTjebWU23PX5Xdhzag8AcdaBQAKgQCjHTAfbVE81DZ6fQEda3ig0BnQBTBAE+W/aPa27XGkiMZlMcvY+3MH98K7GBAapcU3VB3PXzw3oGJIqhSxmC1LifI+PtWZYkZMpjvOub6xHj/Qemp7DW3APNJXY+x1zr7MsP8YcI1/oOttwFl8f+trrusEOr0qNT5WHwnjL3Bs5x73EmmHF3HFzsXjy4qhq7DYoe5B821tpfqQF918f+hpnG84CACb0nmB4H5to5hrc7zm9J6LP31qioIJ7AJg2bRqOHDmCN954A3l5eZgwYQLGjx+P3NxcvPrqq7DZbLjllsi/ckhEkaNgawF6v9Ab89bPw5IdSzBv/Tz0ebEPCrYWNPeuuZH29btj38n33bfiPt37KpWanm04i4bGBkP2MdRl+YD+cfd7Tu2R+wFI89srSZn7WkdtwJlaPTYc2YDXt74OQDxJ/+cV/3Rbp3/7/vhsymdItCQCEMdezl8/X/exasTxLm3jpR+aOoNvPrE5ZO8ZI8vyA8li6u2Yf6rmlNy3wVvQE67g3ik45UZcbRPbondm76C3WbC1AC//+LL88/u73w/oGJIC77aJbTXN8iHNuFFjr9H8+kvPEWOKkTP1EinYP1N7xmtpNqC/LB9QD1FRDl1RcgpOfGUTL06mxqfK03IGwmQyyYFhOIP7aCVl7gHvHfObo6Fe++T28m3X1zEcQ5+i1ZGKI6qfvzn0TcSev7VUQQf3ANCmTRs5mP/ss8/wxRdfyMF+WlqaEU9BRK2ErcyGaUunuc3b63A6kPdpXkRdAQ7FviqzUf5KVLWSMvcxphhV6a6RRnYbKZc1BxLc/3jce0k+ANX80rX22iD20D+H04G7lt0l//z3S//utUx8eNfheOHqF7xuR+vrb8Qx5G0bTsEZsveMKnMfZMd8VebeX1m+zo75qvH2XrqHhyu4LzpdJL+3R3QdEfSc3dLr73rxK5BjSKqC8FWSr6TsKXLs7DFNj5F+58zETLffWQrUHU6HnBH1uJ+1+sryAbG5pPQZ9WnRpx4vIuws2YnSGrEh4dgeY3V3sZcCdm/DRxjcNxnUPrDMvTQsKtTiYuLki5jK10sQBHm8faw5Flf2ujIs+xMNbGU2zF031+3+SDx/a8kMCe6JiIySvznfLUiROJwO5G/OD/MeeReKfVWesBox7l4QBDm475bWLSSd0wExwy6VF+8v249D5Yc0PU7ZTM9T5l4qywdC3zH/5R9eljuYD+0wFHdecKfP9ZXzprvS+vobcQw1x3vGyMy9sjlehzYdfK6rCu4DyNz76pQvkYL7+sb6kPZRMHq8fbCvf72jXn5vac2GS5l7ADhWqS24ly4CebqAoLzP10VN6TNRy/ABV6nxqRjbYywA4FDFIewo2eG2zmqbYjpTnb1TgKaAvVFo9DhshcF9k75t+8r/l/wF9wmWhKBnlgiEpwqMHSU7cKhC/P82tsdYVTPO1i6azt9aMsOC+507d6KgoAD//Oc/8c9//hMFBQXYuXOnUZsnolbiQLn3gAlQZ+CaWyj2VZm5N2Lc/ena03ImMtTz8CpPhrWOu1c20/NUAiuV5QOhHXdfXFWMv6z5i/zzwgkL/WbtjHj9I2UbgVL2Rgh6zH0AZfnK4D+Qjvm+OuVLlCfpvrLHwTI6uA/29fc1Ft4bado9QFvm3t5olz+HPD2H8nPP10VNKXOvdfiAK1Vpvoeu+cE205P467TO4L5JbEwsBrQfAADYe3qvxwotqSy/U0qnoCtdAiG9NhX1FfKUn0v3LpWXsyRfLZrO31qyoIP7zz77DIMHD8bgwYMxdepUzJo1C7NmzcLUqVPl+5cuXep/Q0REUGeEPPGWdWsOOek5Ppfr2Vdl5syI6fDC0UxPojwZVmbAvHE4HXKmvGdGT48ZGVXmPgQd86VGdhcvuhgV9eKML7cNvU1T0GXE6x8p2wiUoWPuAynLb6OvLF9ZZeEvcw+EtjRfGm9vMVs8VqsEKtjXXxnca21Sp/yc9tbhXEl5jASTuZcueAY63l4yqW9TMKYM0gDx80hqtNc+qT3OyTpH13MAQFYSg/tASE3YnIITu0p3qZbVOerkYyJc4+0lytemtFocrqG8KKQ8nqh5/heRu6CC+yeeeALXXnstduzYAUEQEBMTg6ysLGRlZSEmJgaCIGDHjh247rrr8Nhjjxm0y0TUUtU76rH+8Hqvyy1mC/KG5YVxj3zLG5bnNburd1+1ZrC02n8m9M30JBd1uUjOtK+xrfHZGAsAdpfu9tlMDwht5l7ZyO5g+UH5/nM7nKvp8Ua8/pGyjUAZOuY+kIZ6esvyFRmjnAzPJ6DhCO7Lasvk4OXcDueqjm+9gn39lRcRdY2511CW7686QPW55+WiZp2jTv4M0DsLRI/0HvJsJt8f+151gWjzic3y636p9VK3GRUCwcx9YJRzo7uW5p8429RML1zj7SWuF2mKq4rx/bHvAYiz4midKaK1aI7/ReRO9yfX8uXL8dhjj0EQBIwZMwYrV67E2bNnceLECZw4cQJVVVVYuXIlxo4dC0EQ8Le//Q0rVqwwct+JqAVpdDbiDx/9ARuPbfS43GK2YNE1iyJqeh9rhhX5k9zHkAWzr8qTViPK8sOZuY+LicPobqMBiGMki04X+VxfOd7eUzM9QN1Qz8gx996a0AHAAysf0NT4R3r9XU9mAnn9jTiGQnEc+qPM3BsV3JtNZr9Bm95u+dLrmRKX4jWATYtvagBcUVeheduB+O5o06waRs1vH+xxqCtzH2BZvvI5lBeGJFoy98qLnYFMg+dKKqUWIODzfZ/L9ytL8pVTe+qhNbiPj4kPuHdAS6ScPs21Y35zTIMncX0dP9/3OQSIF61Zku/OiP+JFDzdwf0zzzwDALj++uvx1Vdf4fLLL0d8fLy8PC4uDpdffjlWr16N66+/HoIgyI8hIlISBAH3Lr8XH+z6AICYrf3fDf9TZdi+m/YdbhkSedNq3jLkFrkZUGp8KmaPmo2imUW699Xwsvyy8AX3QGBT4inH24c7c29U45/cobkomlmECzpdIN/3+jWvB/T6X9P3Grf7nrriqYC2cdPgm+RO4EYch/4ox9wbVZbfLqmd3/miMxMzEWOKUT3On0ZnIw5XHAYgnnx6G7Mbjsy90ePtJdJxeG52U9XJe799T9PrrwyatWbus5Kz5BP4QIN7j5n7JP8VS6pp8III7pXvN2WJtaqZXhDj7QHtwX1WclZYx5BHKmVw75a5b4Zp8CSur6NyKIenz21q+iyaPWo2pgycEvL/ReROd3D/ww8/wGQy4ZlnnvH5wWQymfD0008DADZt2qT36YioBZv/7Xws3LQQgHiF98MbPsR1/a/DmO5j5HXiLfHeHt6sSmtK5fnoR3Qdgbnj5gZ1dVpLeWoglGX53sqRjaQK7g/6Du6VmXtv80mHasy9kY1/rBlW3Hl+U2d9b3Nbe+OpQ7TyhFaLvaf2wu60AwCu7nV10MehP8mxyXKQHUxDPUEQ5Ay8v075gJjdl064tWbuj509Jv9tfI35DEtwfzQ0wT0gHoe/6f8b+edGp+eLV65UmXuNY9nNJrNcIq1lzL2yukPvmPtgpsFTurDzhfIxtHL/StQ56lRDwrqmdg16CJOv4N4pOOXp9liSL8pKzpLf/9uKt6mGdEVK5v5wxWGsOrBKvv/CzheGdV+iiTXDirnj5mLx5MUh/19E7nQH9w0NDUhPT0fnzr6bXwFAly5dkJGRAbvdrvfpiKiFsZXZ8OjaR/FQ0UN47JvH5Ptfv+Z1XNXrKgBAh+Smk33luLtIopzyrXta8HPIh6osv3NKZyTGJga9PX/O7XCuXGa6dO9SzF4922OJe9GpIjm4z0jI8HpCr8zcG1mWb3TjnyEdFGNGSzxP5+SNp+De25RQWrahzIKFislkkrP3wWTuy+vK5Ytj/sbbS6QgoKS6xOMc4q60TIMHhD64dzgd2HhUHHbUNbWraty6UZTb1BJ0A/rG3Cuf61TNKb9TBxox5l5Vlq+zoR4gXpiY2HsiALEaaI1tDb47+p3cDf0y62VBZ9OVw0dKatTB/ZnaM/Jxy+C+ifS5dbr2tCqgb4457iXK12fJziVy9djE3hOD6slAFEq6j8ycnBxUVVWhoaHB77r19fWoqqpCTk7os0ZEFPmkRmZPFj6JfTX75Pt/d87vcPOQm+WfO6Y0/SMPZNqrcJLmuwWMCe6VJ77BNtSrrK+UM0ThKMkHgHe2vYOqhioAQENjA+avn48+L/ZBwdYCeZ2CrQUY8O8Bcll8WV2Z2zoS5Zh7I8vyjW78M6D9APlkL5jA3Nd9WrcRjuAeaBp3H8yYe1UzPT+d8l3XczgdPjurS7RMgweEPrjfXrxdvkA1vOtww7cPAF1Tusq3j1Qe0fQYPWPuAfW4e2UA5u85/GXuvQX3RpXlAy5T4u391LAp8CTtk9rLt10z92ym59ngLM+l+ZGSuVd28ed4e4pkuoP7G2+8EXa7HW+99Zbfdd9++23Y7XbceOONep+OiFoIX43MPtz9oSrLpndO63BSZe7Tgw/uY2Ni5SAj2LL8cHbKB5peW6nhkMThdODWT25Fr+d7odfzvXDrJ7e6vf4OpwN5n+a5ZflVmXsDy/KtGVa8+qtX3e7X2/gnwZKAvm37AhBPAu2N2ivVpAZSJpjk4QnHzh4L6OKOslpA2Xk6lKTGaBV1FZoy6J6opsHTmLlXdczXMO4+UjL3qvH2XYwtyZcoM/dag3u9mXvldHj+xt2rGuolujfUU94X6rJ8ALii5xVyr5TP9n1m6Hh7QBxGJjVoZHCvjar6SRHcN+eYe08XHONi4nBFzyvCuh9EgdAd3D/44IMYNWoU7rnnHhQUuGdbJG+99RbuuecejB49Gg8++KDepyOiFuIvX/1FcyMzZXAf6BjkcDE6cw80nbgGW5Yfzk75gO8mdQCwv2w/9pft97rcUyM75Zh7o6fCG9tjrHy7S2qXoBv/SCenDY0N2Ht6r6bHNDobsaNkBwCgZ2ZPjOw6Ul4WSPb+p5PiBYL0hPSQlHt7IgVkAgTdwXAg0+B5Wk/LuPtIydyHcry9RBlwH6nQkbkPoNw9kLnu/WXuLWaLHAx7u6hlVFk+ALSJayN3xD9aeRTfHvkWANCnbR/D3j9S4M7gXhtvHfOlzH1SbJLqPRoO6QnpbhVe46zj0CauTVj3gygQnmsSXTzxxBMe7x89ejS2b9+OqVOn4q9//SvGjh0rj8E/duwYvv76axw+fBhpaWkYPXo05s2bh//7v/8zbu+JIoStzIb8zfk4UH4AOek5yBuWF7ENRMKxr56eo9ZRiz+v+rNq6iGPj1WciCvH1+nJ3Ifjd1UF9wZk7gGx5PRA2QGU1Zah0dnot4O4N8rgvmdm6DP3/prUSSdJDqfD6zqujexCNeYegGqqvhsH3oi54+YGtb3BWYOxBEsAiIG5NJ+2L/vL9qPWUSs+PnuwW9foS62X+t3G6ZrTcuZ0cPbgsHXfVk6HV15XrvpZK1XmPsCyfNfHe6M8pnzNS60K7huMDe5tZTZ8XiR+9llMFtW0e0aKt8Qj3ZKOcke59sz9L0FzfEw8Ei3a+3IEMte9v4Z6gBiwV9RXeM3cn6o1riwfEEurv/j5C9V953f0PGuHHlnJWdh3Zp/cV0KqFFAG91ovaLUG/dr1Q6w5Fnan3WNZfsc2HcM+s4DZZEZGQoY8vA0AhncJzZAaIqNoCu4fe+wxn28oQRBw+PBhvP322273A0BFRQXmz58PAAzuqcUp2FrgVma+oHAB8iflI3dobjPumbtw7Kun55i/Xnz/u5Zre6Ismw2mLD9cr4tUlm8xWwxr9iNlpQQIKK8r152lUmbJw5G599ek7s8j/gwAmLd+ntd1XMumQzXmHoAqu963Xd+gt+camN84yP9QNCnjDojl9L6mhPJme8l21TbCRTlfeVltmc/A2Rvl+1pLt3wg8Mz9gTLxolP7pPY+M26hyty7fhY5BAfOeemckP2PaBfbDuWOcpw4ewL2RjtiY2J9ri8F022T2gYUPAUy170yYPd2ESgzMVO8qFlXBqfgdGtYZmTmHoB8UU3pvZ3vYXzP8Ya8LsqsfGl1qfz3Yubes7iYOPRv3x/birdhz6k9qHfUwyk45Yad4S7JB8T3rjKwB4AnvnkC3dK6Rdz5HZFEU3A/ZswYzsNJ5IG38ePS+OEx3cdETAY/HPvq7TmUQX2HNh1QWl3qsXzbtZFZSnwKkmOTUW2vDqgsP5yvi5S575raVXeG3ZVr52i9J7KqzH0YxtznDcvDgsIFHjPzytdWyzqSUGbu955SBPdtgw/ulWNGlWWlvrg2whuYNRAmmCBA0LwN5QWCcDXTA9wz93roKctXXgTwl7mvc9TJmT9/7/lQBPfN8T+iXVw7/Fz7MwQIOH72uN+KImkse6DZcD1j7tPi07w2spSe3yk4UVFX4TY2X9pPE0yqC0t62Mps+POqP7vd3yg0Gva6KAP34upiObhXHrMM7tUGZw/GtuJtaBQasat0F9ISmipcwh3cS+9dV5F4fkekpCm4X7t2bYh3gyg6+RpjLI0fDrbU1yjh2Fd/Y67Hdh+LZTctw393/hd5n+apAjxvjcw6tOmA/WX7A8rch+t1qayvlIOabmndgt6exHU6vD5t++jajhTct0tqpzpJChVrhhX5k/L9vrZa1pGEcsx90Zmmsny9f2OlzimdkZGQgbK6Ms1Zd2UjvMHZg5EUm4TebXuj6HQRdpbuhMPp8BoMydtohk75gEvmXmfH/GC65QPAyWrfnwvKhpf+pjdMik2C2WSGU3AaFtw3x/+IdrFNnx9HKo/4DO5r7DXyFHCBNNMD1MGW1jH3vp7DtWO+a3Av9SDJSMwI+kJqOF4Xb3PdK6fGY3Cv5toxXzmcLNzT4EXT+R2Rkqbgnog88zfG2HX8cHMKx776e46OKR2RGJuI3KG5GNN9DF754RUU7irEiAEjMP386R6vgkvBfXldOWrttZrmag/X63K44rB826jx9oBL5l7ndHi19lo5mxauafAAyK9t/uZ82MptsKZb3XodaFlHEqpu+UBT5j4jISPo7tuAOPf74OzB+PrQ1zh+9jhO1Zzyu10p654SlyKXtQ/OHoyi00Woc9Th5zM/o1+7fj63IV0gMMGEc9qfE/TvoZUyc19WqzO4/yWLaYJJ82sQSLd8VTM9P8G9yWRCanwqyuvKDQvum+N/RLs4RXDvp6me3mZ6AJAYm4i2iW1xuva0zzH3TsEpP4+nTvny8ys+9zyNu5c+C40Ybx+O18VrcK+43T65PaiJa8d85f/7cGfuo+n8jkiJwT1REPyNMfZ3MhlO4djXQJ7DmmHF38b+DctqlmHC2AmIjfU8LlQ5131xdbGmcb3hel1U0+AZ1CkfUJ9k650OTxpnDIQ3uAfE19ZfRkPLOkDoxtzX2GvkhmN92vYxbOjZkOwh+PrQ1wDEk1Nf02pV1FXIwzoGZQ+SxxgPyR6CD3Z9AEAM/n0F9w6nQ+6237ttb9XfK9SUgVqwZfntktr5rVCQtE1qixhTDBqFRr9j7jcd2yTf/qn4J9jKbH475hsZ3DfH/wjXzL0vyouHmQmBZe4Bcdz96drTOH72uMdx8gBwtv6sPFWir8y96nPP5aKmw+lARX0FgOCnwQPC87r4C+7TE9LlJnskcu2Y3zWtq/xzuIP7aDq/I1LSPRUeEYljjL2dkHoaP9ycwrGvoXiODsmBN9UL1+sSimnwAPeyfD2UzfTCMd4+VJTdu40cc7/v9D75thHN9CSBNMRTNsJTlqMGso2fz/wsl1WHsyQfcMnc6yjLFwRBzrxrLckHxA7WUsbTV+a+YGsB/rr2r/LPX/z8Bfq82AcFW71P3yuNuzcquG+O/xHhytwDTePu7U67188qLZ3yXZe5Zu6D3U9X4Xhd/AX3LMl3l52cjfZJ4nv7p+Kf5H4ZQPiD+2g6vyNSCjq4X7NmDe644w5cfPHF6Nu3L3Jycrx+9ewZvSeYRJ5IY4xdeRs/3JysGVbcfeHdbvcbua+h+HsoM/cnzmprqifth2sWyejXRZW5j7Cy/HDPcR8qJpNJLs03MnOv6pRvQDM9SSCBuapTvqIcVbWNEt/bUI23zwpvcK8cc68nc19RX4H6xnoA2jvlS6T1S6pL5Jl5lKRmWK4zdEjNsGxlnktqpeC+xl7jc8pGrawZVtw29Da3+0P5P6JtbNPnh9/MvaIyKNAx94C2ue5Vc9z7qA5wbSSqpLxwYERZvvQ/wjV4M/J18RTc1znq5AtHDO7dmUwm+bPwVM0pbDm5RV6mPBcIh3AcI0ShoLss3+Fw4JZbbsF7770HAB7/ubpix31qiW4ecrOqG/KobqPw1q/fisgPfteS9viYeOy8a6ehc6Bf3ftq+XZWUhbyhuUFNb+83unwcofmovBIIV7d/Kp83493/GhodjNUmXsjyvJbSnAPiE31auw1ho65V85xb0QzPck5WefITdn8dbv31give1p3pManorK+UnUBwBNvFwjCIdjMvWqO+wDn+5bWtzvtKKsrcwtM9TbDUnbMP1t/1ucYca2U1SeX9rgUw7sMD+oz0Z/M2Ez5GPQX3Ksy4jqCZte57od1HObzOfRm7pUXOY0oywcC6/2hh6fgvrS61ONyajI4azC+PPAlAOCbQ9/I9zfHVHihPkaIQkF3cP/kk09iyZIlAIDRo0fjyiuvRHZ2NiwWDuOn1sV1WrfzO54fsR/8yoAPAOob6+WSXqP8ePxH+fbNQ24OuptsMHPdn204q/rZ1xzXeiiDe+XYwGCxLF8tmjL3SbFJ6J3ZG3tP78XOEt/d7pVZ+UFZg+TbUmO+9YfX40jlEZTVlnkNMl277YdTsGPu9UyDJ6+v7JhfddItaNTbDMt1OjwjgvsfTvwg337/+vcNKSv3JcYUg05tOuHo2aN+y/JVY+71ZO41zHWvNbj3NeZeeZHTiMy9RGvvDz0yE5suskjBvWqO+yQG954oP8caGhsAiBd4U+JSmmV/QnmMEIWC7ki8oKAAJpMJc+bMwRNPPGHkPhFFFddSRKnpTyRSBnySwiOFOCfLuA7bP55oCu7P63he0NtTTn8TyFz3gHtJ6uma08jJ8N0kJxBSWX6HNh2QYEkwbLu+ylO1ki7kpManGpbpai5Skzgjx9xLmXsTTIZXNgzOHoy9p/eivrEe+07vQ//2/d3WcQpObC8Wx9znZOQgJV594jo4SwzuAXFs/pjuYzw+l5T9T41PNbR6RItgu+WrMvcBjLkH3DvmD2g/QLXc37RZ3pphpcYZO9e9w+nA1pNb5ecMdWAv6ZLaBUfPHkVpTSnqHHVeP5+MGnMPwGvHfOVz+LpYosrc16kz96qy/DD9DYNlNpnRPqk9iquLPQf3zNx75KkCqVNKJ1b/Emmke8z9kSNHYDKZMGvWLCP3hyjquGYrIjm4d83cA0Dh0UJDn+OH401ZqvM7nR/09oLJ3LtmrfQGyp7UO+rliw1GznEPiFNMSaW8esbc2xvt8oWHXpm9ov6kSMrcVzdUaxoC5o8gCPI0eN3SummaXjEQQ7KbTk69leYfKDsgX6zwlHFXnuB6K80vqy2Tp2McnD047K+zxWyRq2HCnrlXBvceOub7+qzw1QzLNXMfrD2n9sgVJ+d1Cv5ip1ZaxsIDwY+5V5blHz2rYcy9r8y9j14joSjLDwcpgJd6QzC4969/u/6IMcWo7gv3eHuiaKY7uG/fvj1SU1ORlJTkf2WiFsw1W1FRF5nBfaOzUW4i1TuztzwFT+ERY4N7KXOfGp9qyFj+9sntYYIYtAQS3Dc6G90uvOgtcfdEWRUQioypdAKr54LEoYpD8lCRaC/JB8SSTAAQIMgN2IJRUl0iX4QzslO+REtTPWXA7qkRnpZteOu2H05SU72gx9wHmrlv432u+03HNmHJjiUeH+evGZbRwb1ymNL5HYO/2KlV19SmYUK+SvODHXOvKsv3krlXVnX4Cu7TEtLkJqhuY+5DVJYfatJxWt9Yj7MNZxncaxBviXeb/rM5xtsTRSvdwf2YMWNQUVGBo0e9XxEmag2iJXN/pPII7E47AGBg1kC5ZL7odJFhQW9xVbGcJTqv43ke5zwOlMVskU+CAinLL64udut2rbfzvCdSxhQITXAvlZ6eqjkVcLa6JTXTA5oy9wAMaaqnaqaXaVwzPYky6+4tMFfe76kMdWDWQPmilreO+d4a8oWTVJqvJ3OvvFgXaOZeWdGjzNw3Ohtx17K75C75s0fNxuxRszFl4BTMHjUbRTOLcMuQW7xu1+jgXlnJFM7MvTKj7qupXrCZ+4yEDLnkP9gx92aTWb5Y5LNbfpSU5QPuTfUY3Gvj+pnYqQ2DeyKtdJ95z5o1C4mJiXj44YeN3B+iqOM25j5EmXtbmQ1zVs/BlA+nYM7qOV6ncvJGGfD1zOiJEV1HyD9vOLLBkH00ery9RDqRL64qhlNwanqMp2yVkWX5oZoGTyJlpxxOh1tjQH9cX+toJ425B4xpqqdqpheCzH3X1K5Ii08D4L0s318jvDZxbeTKl+3F29HodO/83pyd8iXSGOo6R13AzTmVQXmgU+G5jrmXvLb5NTmgHpg1EI+NfQxzx83F4smLMXfcXL/NTg3P3IfoM9EfVXCvIXOfHJuMeEt8wM9jMpnkIQBex9zXaQvulcvD1VAv1JRN80qqS1BS0xTcB1qt0pq4ViL9VPxTwOc8RK2V7uB+4MCBeO+997Bs2TJcffXVWLt2LaqrjWt2RBQtwpG5L9hagN4v9Ma89fOwZMcSzFs/D31e7IOCrQWat7H/TFMzvV6ZvdTB/VFjgvtQZamk8XZ2p92tXNMbT9kqI8vyQzUNnsRX52h/XF/raKfK3BvQVE+ZuTeyU75E6nYPiBf/PB2zUmCeHJvstcmjtI1aR63HZpjKCwQDswYGvd96BNNUTwruTTChfXL7gB6rKsv/ZTul1aWYvXq2fP/CCQsRGxMb0HaNDO6VzfRyMnIM6byvlaos31fm/pfPFj1Ze4l0IaGivgJVDVVuy1UN9RJ8/w2kz72K+gpV5ZXyM5CZ+5ZP+XcCgNW21QGf8xC1VkHVzF511VW4++67sWLFCowbNw6pqamIiYnx+sVp8qglCvWYe1uZDdOWTnObs9nhdCDv0zzNV7NV2dzMnhjeZbj8s1Hj7pVZKiOa6Un0NNULeea+IrSZ+3aJ+qfD+7msZZXlS2PuAeMz90bOca+kbKondcWXVNZXylOxDcoe5HX4ijJ75Vre3+hsxI6SHQDE6gyjp3nUShmsBVqaL2Xc2ya19TpdoDdtE9vKfzfpM+GR1Y/IY/9vHnyz1xkGfDEyuN9duhu1jloAxn4eaqFqdOeloZ4gCHLgHUzA7G/cvfQcCZYEv80rlRcZlBeLpM/AlLgUuV9MNPAW3FvMFtWFMWpiK7PhuY3Pud0f6DkPUWulO7ivqanBuHHjMHeuOPejIAiavohaGtfMfX1jPeodwTf9kuRvzncL7CUOpwP5m/M1bcc14OuY0hE90nsAAL4/9j3sjfag91XK3KfFpxlaDt4hWUdw7yFbZeSYe1VZfqgz9wFelJAu5CRYElpEl2Gjx9xLnfITLAnomtbVz9r6KEvtXUvzpaAc8N0IT7UNl475+8v2yxc6mqskH3DJ3AfQVE8QBDnjHuh4ewCIMcegfZKY7S+uLsaGIxuwaMsiAGKAvuCKBQFvU3qsJNjgvrlK8gHxbxprFqsWvGXuqxqq5D4swZS6q6bD8zDuXgrStVQHKPdDmfGXPgOjKWsPeA/u2ye1N6QnTUtk1DkPUWulO5U+f/58fPPNN4iJicGNN96IK6+8EtnZ2czOU6tytv6sxxPAivoKZFmMKbk7UH7A53IpA+iPVKoda46VSzZHdB2Bg+UHUeuoxU/FPwWVXTpx9gSOnz0OQCzJN3JaLmWAeuKstqZ6HoP7EGTu0+LTkJaQZth2Jb6mhfKl0dmIA2XiMdMzo2eLOIE0MnPvcDrkEvfemb1D9vfx1e1e1SnfRyM8VWM+l6Z6qmZ6zdQpH9CfuT/bcFYeo6937HF2m2wUVxejuKoYM5bNkO//26V/C3gMv8TI4N7oaUEDYTaZ0Tm1Mw6WH/Q65l5rozt//M11Lz2PludQriN9XjsFp7yNaJoGD1AH9yerTsrBPUvyvTPqnIeotdIdib/77rswmUz417/+hRkzZvh/AFEL5K07cEVdhWH/vHPSPY/HlVjTfTeIAsQsmZTNtWZYEWMW55Ad0WUEFm9fDEAszQ/mBDSUWSo9ZfnKUtSMhAyU1ZUZNubeKTjlE+ZQlOQD6pPYQPb72NljaGhsANAySvIBY8fc28ps8ljeUDTTk0jd7gUIbsG9v075kh7pPdAmrg2qGqp8bqO5OuUD+sfcbzq+Sb59suokbGU2v83uXEmBuN1px5aTWwCIwyHuuuCugLbjaZsAUNlgXOZ+WMdhQW1Lj66pXXGw/CDK6spQ3VCtakwJGNekztcQgFp7rTw0QW/mvqKuQm6kGk3N9AB1EL/vzD75s5nBvXdGnPMQtWa6UxbHjh1DTEwM8vLyjNwfoqjirTuwkU318oblIcYU43GZxWxB3jD/78ETVSfkEyxlwKdsqhfsuHvVfM4GZ6k6tmnK3Ac65j47OVueI9eosvwTZ0/I5azd0roZsk1Xesvylc30WkKnfMDYbvmqTvkhaKYnSY5Llt9rO0p2qLrdK7Pwg7IGed2G2WSWlx8sP6jq5xEpwb2ySZzWzH3B1gJc+faV8s+7SncF3CyrYGsBvj38rdv9v+rzq4DH7yspg/tg+qcom+n1yuzVLOOrlUNOPFUyGZa5T/Velq8cqhFw5v6Xz+tonQYPUAfxyuE4DO69yxuW5/U9rPWch6g10x3cZ2VlITk5GfHxgU+dQtRSKE9kUuJS5NtGNtVLjU+V5xFWMpvMWHTNIk3ZLlX39Iym4H5Q9iC55DnY4P6HE4pO+SHM3GuZ697hdMjrdU3rKp8Q1jpqDWnIFupO+YD+svyWNsc9oC7LD3bMvWqO+xA105Mou91Lr4tTcMqBefe07n6HdKga85U0NeaTxvG3iWsTcMbbSIGOuTeiQai0DWkue6Unv30yqIZbKfFNn+PBlOXvKt0lDzsI93h7iapjvqcGowZ1oPc15j6QTvmu+yE9VnlxU9loNBokxyXLlUfSsDWAwb0v1gwr8ifluwX4FrNF8zkPUWumO7gfP348KisrsXfvXv8rE7VQyhLEAe0HyLeNzNzPWTNHLkVWNp66pu81uGXILZq24dopX2IxW3BRl4sAiJkdX/Mh+yNl7tMT0r1O7aVXoGX5x88el8s4u6Z21R0oe3O44rB8O1TBvaosv1Z7WX5LDO6VZflBZ+5PhSdzD6gDcymgP1h+UJ4uTEsjPE9j9yvqKnCw/CAAMfPfnH0VAh1zb0SzrFA23DKbzPKF2mCC++Ycby/xNx2eMmgOJnPfoU0HmCD2WHGtZgu0OsDTmPtonQZP4imQZ3DvW+7QXBTNLMLsUbMxZeAUzB41G0UzizSf8xC1ZrrPCB599FGkpaXhnnvugd0efJdtomikPJFRBfcGZe43HduEV398FYBYGbBh2ga5RD+Q7JRyjmzXgG9El+Dnuz9+9ricKT+vo7HN9AAxmyZlb7Vk7pUXKbqmdlUFykY01VN1yg/RmHu989wrX2vlhZxopizLD3bMfdGZ8GfugabAPNBGeJ62oeq234wl+YC6LF/LmHsjmmWFuuGWVJofTHCvHKbUbJn7NN+Ze2XgHcxY9tiYWPkCrOuYe+UxoXfMvaosP8rG3AMM7vWyZlgxd9xcLJ68GHPHzWXGnkijoC73L1q0CJs2bcJ5552HN998Ezt37sThw4d9fhG1JMoSxP7t+su3jcjcNzobcdeyu+TS08fHPg5rhlVuArardJfm6et8ZXONGHcfyvH2EunkUUvmXpml6ppmfOY+HGX5KXEpclmi1gsStjIb1h1eBwAwwaQa5x3NQpG5b5/UXhWYhoKn6fC0dsqXDMpuGpMvb0MxtZ6yOqA5KMvyy+vL/a5vRLOsUDfcMiK4Vw5Tao5meoCGzH2NMZl7oGncfXF1sdywEgg8c++p14iq8R8z90REPukO7q1WK37729+ioqICO3fuxLRp0zB48GBYrVavXzk5xpbqEjU3Kbg3m8yqzttGZO5f2/yaXNo5MGsgZl44E0DTybzdaceeU3s0bUsK7s0mszy3veTiLhfLt/Vm7pUlqKHKUknBfXlduTyW1RvXzL3yhNCIjvmq4D5EmXuTySRflNByQaJgawF6v9BbnmpJgIAB/x4QUJOySGXUmPvK+kq58iOUnfIlPdJ7yCXecuZe0UxPS1l+anyqHKxuL96uGrMPREDmPiGwzL0RzbJC3XBLCu7PNpyVh/cEwt5oly/i9M7sHZKpMrXw21CvTpG5DzJolsbdOwWn6gJsMGX58ph7xedftE2FBwBZSQzuiSh8dAf3giAE/OV0Bv5PkiiSSSWIHdp0UJ2UBDs/cml1KWavni3/vHDCQsTGxALwPX+2J8pp8LqldUNcTJxqeUZihjykYPOJzai11wa8v6pp8DqFJrhXznXvL3vvM3NvYFl+fEx8SE/SpBNZfxckjGhSFsmMmgpv3+l98u0+maEtyQfECzTS+/VQxSFU1FXI79lES6Lm2QykbVTbq2Ers6ne98rMfnNIik2SA20tDfWkZlmuAmmWFeqGW8qO+VJ/hEDsLN2J+sZ6AM033h4QS9ilZqz+GuoFnbn3Mtd9oMG9qmLJU7d8luUTEfmke74Ymy26TxaJgmVvtKO4qhiAeGKTFt+UnQm2LH/Wl7PkE+WbB9+MMd3HyMtcg/ubcJPPbZ2pPSPvj7cGayO6jMCu0l1wOB344fgPGN19tOZ9FQRBztxnJGSEbA7aDsnqpnquFQhKquA+tavqJDbYsnxBEOTMfbe0biFtZqbs8l9rr0VibKLH9bQ0GJs7bm7I9jPUjJoKTzUNXhgy94D4fv32iDhlW+GRQnnmioFZAxFj9jzFpash2UPwyd5PAABbTm6Rg3trulUViDYHk8mEjIQMlNaUap4KL3doLmZ+MRNVDVVoE9cG91x4D/KG5QUUlOcOzcWY7mOQvzkftnIbrOnWgLfhjWqu+/rKgP/GkTDeHhBfm66pXbHvzD4cqTwCQRBU/VCMmgoPcJ/r/iJc5PYcWrrlm0wmZCZmoqS6xGO3/JZSlt8+qX0z7AkRtQa6g/vu3UNTikoULU5WnZTHw3dO7awqvQwmuN9wZANe3/o6APEkc8EVC1TLlWNslWNvvVE1WPOSKRzedTjyt4jZtMIjhQEF98fPHkdxtXiR47xOxjfTkwSUuf8lS2U2mdExpaMq2A82c19WVyZn80JVki9xrTjoEtvF43qhbjDW3IzK3IdzGjyJ8v26eMdi+TMjkLHyygt6n+z9RP4bNHdJviQ9IR2lNaWayvIB4Gz9Wfk9dF7H83RfeJIabhnNNbgPVCR0ypd0TROD+6qGKlTUV6h6JEifhanxqV6HOWjlba77QOe5B8TPvZLqEo9j7qOxLD+7Tbbq5+TYZNUFSyIiIzXf/DlEUU55AtMlpYs6c69jzL2tzIZHvnwEExZPkO/7+6V/V00DBwCdUjrJJ0layvK1TI2maqp3NLCmeqoT2Y6hO5FVzXV/1nfHfCmY75TSCRazRRUkBzvmXtkpv1tqt6C25Y9qOjwf+x3qBmPNTTnm3rDMfYinwZMoA/D/7f6fx/vDsY1QkhoTVtZXahqjrvzsVAaFkSLY4F45TOncjucask96+ZrrXsqMG1HqblRZvnK9qoYqNDQ2yJ99CZYE1YW+aOGauXcN9omIjMTgnkgn5ZQ/nVM7IyU+RZ7rN9DMvdQM7R/f/kNV2urp6r5yHO+JqhMorS71uW0twX2ftn3kE6rCI4UQBEHzvodjvD2gfa77eke93FROOrE1ciq8cDTTk2jt8h/qBmPNTZW5D6KhntQp32wyh22awIFZA/+/vTuPj6K+/wf+muzmzuaEJAQILEe4T/EALGJBoCAWbKtFKqESrQJeVEvFi6pAtdL69RZjIVattlYqWlQOFX4KKIjIKUFYSDiSALnv3ez8/lhnMrPZY3azZ/J6Ph483Oxudj8bJ5t9z/v4yJeVJyY8Ccz7pvaVfwbKxwj2pHyJlA0WIWo6sakM/noYHFejBFN7gvvmlmb5pOuAtAFBb5twNjHfKlrlwLu9JfmA88y99Bw6Qaf5Z6EsvS9vKJff+8Kx3x5oG9yz356I/MnrOqzXX3/dq++bN2+et09JFFKUH1C7G7ojQoiAIdqA6qZqjzL3zoahAcDvPvwdru59dZs+0hEZI/D5yc8B2LL3k/pMcvr4WsryI4QIjO0xFv879j9cqL+AH8p/QP+0/prWH6gS1G4JrWX5rva6V550kaZFJ8ckQ4AAEWK7e+6Lqlq39PTXNngSR9tCOSINGJv//nzV9b4aMBZsuggdonXRaGpp8jpzL4qiXJZvTDa2GSzpL4ZoA/qm9FX9HgKeBfcRQgSGpQ/DV2e+8vox/EnZS13ZWOl2i8GOnLk/VNY6TM+fJzu1crbXvbLKwhd97KrMvYPgPiU2RXPLlvJkw8X6i/J7XziW5AMM7okosLwO7ufPn+9xb60gCAzuqcNw9AE1KTrJFtx7kLn3Zhia/VA9V8G9MnPfJ8V5+fa4nuPwv2P/A2DL3msJ7kVRlDP3qbGpfg12tWbu7YfpAbbgMCU2BeUN5T4ty/d35l5rWT4AzB40Ww7uu8R1wW2jb/PZgLFQEBcZh6aWJq977s/WnJW/N1DD9CTDM4argvueiT3dBsCOHkMZ3MdFxrn8fQ4kZR93RWMFjHB9zNmfGA017QnulZVM/mxT0spZ5l55ktMXGXFDtAGJ0YmobqpWnWCVg3sNw/QcraeoqgjNLc2268NwmB7Q9qSEo63xiIh8xeuy/OzsbJf/kpKS5C3w4uLikJ2djZ49e7p/YKIwoeq5/3FSsDRUz5PMvTfD0FTBfZnrvnspuO+W0M3lEB9V332xtr7709Wn5RL4MVlj/DZMD7BlO6TJ9C6D+6q2wT3Q+gHLp2X5/s7cayzLB4DvL3wvX549cDZWTFrRYQJ7oLVFxdvMvXKYXqD67SX2GfYoXZTH2xPal+AnRyerqkiCyT5z7459S1OoaU9wr6xkCoXMvXKKvTK49+WkfIl0ouZM9RmIoogWa4t8otuT51DeV/l7G65l+foIPZKjk+WvD58/HPbbkxJR6PI6uD958iRMJpPTf+Xl5Th69ChuvvlmtLS04Mknn+T2edShqD6gGloz94Bt6zJzi1nT43gzDG1I1yFyoPtdifOJ+TVNNXLw7azfXnJp1qXQCbatubQO1VP12/t5yyddhE7ePshVWb79HvcS6YNhdVO15v83jkjBfYQQofrg7A9ay/IBWzmwZHDXwX5bU7BIPefe9twrh+kFalK+RBlIAbZWmZznc1Cwr0DzYyhPJgLA2dqzHj+Gv6gy9xom5js6MRpKfJG5FyBgVGZwh+kBzsvyVdvL+Sholk7UNFgaUNlYqTrR40lwr1yPMrgP17L8gn0FqGyqlL/ecXpHyPzuElHH49eBev3790dBQQFuuukmzJs3D/v27fPn0xEFlFRamhSdJGcVvdkOz5thaLGRsXKAcuj8IVisFoffrywFdhfcx0fFY2TmSNtjlh3SVH0Q6C2fpNL80tpSp1O5lR9glYGD/ZAmb0ll+VmGLETqIr1+HC3st8Jz5fD5w/LljhjcSxPzvc3cS8P0gMBm7k0VJry4+8U211usFuR9kKcpg2eqMOGpL59qc70nj+FPyhYDLZl7KbiPECLa7AYSCrwN7lXD9LoMgCHa4PO1eSopOgkJUQkA4LBcHvBd5l75fnum5ozXz6HK3JeHd+ZemqljL1R+d4mo4wnItPzly5ejubkZq1atCsTTEfmdKIryB1RlWak32+FJw9CkSfsSd8PQpFLf5pZmVXZD6Xi5+2F6SlJpvgixzfAuRwKZuQda97o3W81OM4SOeu4Bz/rXnak31+N8vW13An+X5AOerfnwhY4d3EuZe7PV7FXlhTJICGTmXstMjUA8hj8py/KV+5o7I50YzYjPaPf+6v7gbXB/sOyg3B8e7P3tJYIgyO+DxdXF8k4oqp57H/WyK+cnnK4+7XVwr1yPqiw/DHvuQ/13l4g6noAE9z169EBycjK2bdsWiKcj8ruKxgo0WhoBqLMVquDeg6F6uSNzMbDLQAC2cs4HrnwAhYsLMW+E8wGUw9Nb+3idleZr2QZPyZO+e1EU5cx9WmwaspP8u+c7YLfXvZPSfCm4j4yIVO0n7EkW3Bllj3MgXq805R9w33MvZe4NUYaQHFLWXsp5Ed5k76XMfUJUArIMWT5blzvezNTwx2P4kydl+eYWszwzIxT77QHvg3tVv30ATnZqJZXmN1oa5fc+f/bcA7YTOL7I3CsrscIxcx/qv7tE1PEE5JR5Y2MjqqurERnp3xJW8g1ThQn5e/NxovIE+iT3CemJ28Faq6N+e8CuLN+DoXoA5Ene6fHpWDlppdv7j8hsHbC1v3Q/5gyb0+Y+7QnuX97zMswtZqc/0+LqYjmb7O9hehLldngltSWqPcTldf34YbB7Ynd5LgHg2XA6Z1ST8gOQuVdO+Xd1QqKuuQ4nK08CsGXtA/H/ItCksnzA9rui/F1zp7mlWf4QnZOWE9CfjzczNfzxGP7kSVl+SW0JRNiyx6HYbw94H9x/c1YxKT9EMveA3cT8qmJ0ievi1557wFaWH6OPkb/2dlq+dKwA4dlzH+q/u0TU8QQkc7927VpYrVZ07x6aZ+mpVcG+AvR/rj9WfrESbx98Gyu/WBmyg1+CuVZnWzl5m7kHWgNOrRkOLRPzVXvcp7ovy//U9Kl8ubSu1OXPVPlBNlBZKlXmvqZt5r6uuU4uC1Z+oAXUJZ3eluWrJuX7eRs8ifSB1tWalZPyh3Qd4vc1BYNUlg94nrk/Xn5cntEQ6GF63szU8Mdj+JP9VniuqLYQDdEKE0NUa6+8R5n7c7bMvQBBnl8SChxth6cM7v3Sc++jzL1SOJblh/rvLhF1PF4H90VFRS7/FRYWYuvWrVi4cCHuvfdeCIKA2bNn+3Lt5GPS4Bf7/rBQHPwS7LU62uMe8D5z32Rp3b9b6weYnok95Q/V7sry02LTVB/AHTFVmJC3oe0HDWc/00AP0wPc73XvbFI+oM76+KIsPxCZe0DblP+OPkwPsMvcezgxXzkpP9Db4EkzNew/4LubqeHrx/AnT7bCC/U97gEgUheJWH0sAO3BfZOlCQdKDwAABnUdJA+xCwWOJuYrA2+/9NzXnFad6PEkuI+LjEO0LrrN9eFYlh/qv7tE1PF4XZZvNGp/QxJFEUOGDMFDDz3k7dNRAGgZ/LJi0ooAr8qxYK9V+QHVFz333mQ4BEHA8Izh2H5qO87UnMHF+ouqD2mNlka5fUBLSb6nP1PVML0A7edsX5Zvz9ke94CPyvKDkLm3n/KvnCMg6QzBfXsy98qhXIHO3AO2mRoTek1A/t58mCpNMCYbPW4h8sVj+IvypKZHmfsQ7bkHbKX5DZYGzcH9gbIDMFttJ99Cqd8ecJK5//E9UICg+rvVHl3juyIyIhJmq9mWuU/1LnMvCAJSY1PbzFUJx7J8ILR/d4mo4/E6uJcmrrrTt29fzJkzB0uXLkV8fLz7b6CgCafBL8Feq6977lVZFA+yE8PTbcE9YOu7v9p4tXybqcIk9ytqKcl39zP9rrS1OkA5TK9rXNc2gbS/uBuo52xSPmBXlt/gZVl+gHvugbYT8x0G9x18Uj6gHqgnVbloFaxt8JSMKcZ2n3D0xWP4gz5CD0OUATXNNW4z98r3zlDtuQdswX1pXanm4D5U++0Bu8x9tTpznxKbAl2EzifPEyFEoJuhG4qqitq1FR5ge79WvsfrI/SqWQjhJlR/d4mo4/E6uDeZXAdPer0eKSkpiIuLc3k/Ch3hNPgl2Gt1WpbvZebe2/5HVd+9XXCvGqaX4j5z7+5nuvHYRizeuBiPXvUojl44Kq/ZEG3AycqTAclCuC3Lr9JYlt/OzH1abJoq2PQnLVP+D5UdAmArXbd/3R2FMnPvaVl+sLbB60ySY5JR01zjdlp+OPTcA61D9aqbqiGKosshjKYKE17a85L8tbLCKBTYD9QDWt9LfNVvL+mR2ANFVUW4UH8BZ2vOytd7+jz290+NTe2Qg0KJiHzN6577Xr16ufzXvXt3BvZhJpwGvwR7rdIH1MiISFXQqMwsBCJzbz8xX0k5TE9LWb6rnylgm1r8wu4XkP23bExYN0G+/kTFiYANMjREG+Tea0fBvTIraJ+5V35Y9Kbn3mK1yO0YgSrJB9y3EzSYG3CiwlZ1MajrINUOAR2Jsufe07J8KXPfLaEbDNEGN/cmb0gT8z3quQ/xsnwAaBFb0GBpcHo/abCrsrLppvduCqkhtPFR8fJchOLqYrRYW+T/T77uY1eesDl0/pB82d3MF3v26wrXknwiokDrmJ8CySvGFCPWXLumzfWhOPjFmGLESzNeanN9oNYqBZH2262pyvI9ydwrgjZPhhsN6TpE3gdd+eESUGfutZTluxr8c/3A6+XgqrGlUbU9ERDYoYtS9t5tWb5dBjtKFyVPwfYmc3+m+ow8kyBQJfmA+nhwdFLi6MWj8v+PjlqSD9hl7j0oy69oqMD5+vMAgAFdglOS3xlIwVtTSxMazM6DYenEaGJ0YkgNnbOnZTu8YA929YT0fnim+oxfJuVLlMG9dALWEGVApM6zrZDtg/twHKZHRBQMDO5J5Se9fqL6Oi4yDoWLCzFvxLwgrci5KX2nqL4e0nVIQNbaYG6QM+32ZaXKsnxPtlDytjcxPipezsofOn8IFqtFvs3TPe4B2+CfwsWFWHblMswZOgfLrlyGwsWF+M+N/8EPd/2AUZmjnH6vNHTP37oZbCWvlY2VaLQ0qm6TgvsYfYzDD4NatpVzRjlMLzsp2+Pv95Z9z7091TC9Lh03uFe2QXiSuVcN00tlSb6/aJmYL4qifGI0lPvtAW3BvZYhpKFCqmQyW804cv6IfL2vt5dz9P/VmxMI9t8TjtvgEREFg+ae++3bt/vkCSdMmOD+ThQ0ykABsH2IzjJkBWk1rtmXZSfHJAekukDZR2hfVqoqy/ey597TDMWIzBE4Vn4MjZZG/FD+AwZ2GQigtSzfEGVA17iumh/P2eCfzIRMDOgyAN+WfOv0ewMxdNG+7753cm/5a6mftGdiT4f9mWlxaTBVmlDRWAGraPWohD0Yw/QA92X5nWFSPuBdz72pwoQV/6/1WGZpr/9IZfmAbWK+dBJOqaKxQj4hF8r99oC2FqtgD3b1hLJNSVnl5fOyfAetFt4E9/bBPDP3RETaaA7uJ06c2O5hJoIgwGKxuL8jBY19cA/YStC1lHUH2rkadVm2MrPqT64GQukidEiISkBtc63XPfeefhAanj4c7x5+F4Btv/uBXQbC3GLGycqTAGwl+b4aRBTsQYYAkBnvOLivaqxCTXMNgLYl+RLpA6JVtKKysdKjn3UwtsED3JflK39nh6QPCciagsHTnvuCfQVtSqaf/PJJ5KTlIHdkrl/W2JklRyfLl50N1QuXfntAW+Y+FN4PtVK+J+4r2Sdf9mdZfnuew/57eGKOiEgbj8ryRVFs9z8KbY6Ce2Ufcyixz9yfrTkLc4vZ78/rbisnqTTf68y9h+WH9hPzAaCoqkgu0ddakq9FsAcZAlBlBJXHgKtt8CTuStxdCVbmXmtZfqw+NqDrCjRPeu6d9UK3iC0h1wvdUSgz987K8sNlUj6grcUqFN4PtQpm5l55bGjFnnsiIu9oDu5NJpPH/77++mvMnDmT25eEEYfBfVVoBvf2A9WsolUVePuLKvvk4AOqNFQvUJl71cT8Mltwr5yU3zfFd1UXrobuBWroomqve0X1hmobPCfBvbsSd1eKqovky4HM3Lua8t9kaZJnKwzsMtBn+1WHIk967sOpF7qjUE5Dr2h0nLkPlz3uAW2Ze+n90F4oDqFVZu4Plh2UL/s6c++ojS81hj33RESBorksv1cv7R9m6+vrsXr1aqxevRo1NTUQRREDBw7EypUrvVokBYZVtOLIhSNtrg+XzD1gK5329wcqZ3vcS6SMT525DharxeX2chIp0IzRx6gylFr0SuoFQ5QBNc01+K7ElpHxZpieVrkjczGh1wTk782HqdIEY7IReaPzAvZBVrmHtNPMvbOyfDcl7q5Imfu4yLiAZpGkKf81zTVtTkgcKz8mB7Edud8e8CxzH0690B2FloF67k6MhhItwT0A/GrIrzD//fkAbAHp7ZfcHtD3Q62UJzybW5rly74OmmP0MegS10VVZeSLnnuW5RMRaaM5uNeipaUFL7/8Mp544gmUlZVBFEX06NEDy5cvx/z58xERweH8oayoqkjOiGUZsuTBcaGauXcU3BdVFTm4p2+5Ky1VbodX3VSt6YONlLn35kOQIAgYnjEcXxZ/ieLqYlQ0VOB4uWd73HvK2dC9QLAfqCfxNHPvSVm+KIrysdUrqVfAq5G6xHVBTXNNmzV3lmF6gGc99+HUC91RqDL3znru3ZwYDSVag/vvL3wvX75uwHVBe190x1mlhK8z94Dt72J7g3v773n38LsYlj4s5E6aEBGFGp9F22+//TYGDhyIu+66C6WlpUhOTsaTTz6JwsJC3HLLLQzsw4AyUFBuMxeqmXtH+5wr+6L9RVla6qgEUdmrqbU0X8oie5sRHpHRWpp/oOwAfqhQ7HHvw7L8UKAqy1ccA1oy98rsjydl+efrz6PBYtu7O5Al+RIpiyVN+ZccKjskX+7owb0n0/LDqRe6o+hoPfdag/tw2YoyWh+N9Pj0Ntf7owrJ/sSNN8H9xmMbVV//Y/8/kPN8Dgr2FbRrbUREHV27I+5Nmzbhkksuwdy5c3H8+HHExMTgD3/4A44fP477778fMTExvlgnBYAyULi699WIjIgEELrBvbOyfH+TSku7xnVFtD66ze2q4F7DUL16c728PZS3WRTlUL3vSr6Ty/KjddEhnyHzVHp8uryFnacD9bwtyw/WMD2J/ZR/yeELnShz70HPfSjMhuhsPOm5j4yIRNd47dtzBoNXwX2I/w46el/0R+a+h0FdJeDpc5gqTLj9w9vbXG+xWjgQk4jIDa+D+z179mDy5Mn42c9+hm+//RYRERHIy8vDsWPH8Oc//xnJyck+XCYFgjJQGJo+VA4KQ7EsXxRFObBTlhv6O7i3ilY5W+wsaFaW5WvJ3CuH6Xnb/6gM7veV7MOJClvPcd/Uvh7t5R4OdBE6dI2zBQaqzP2Px6khyqD6f6Dk7UA95XGVnZTt0Xp9wdnEfCmwiNJFoU+K61L0cBeli5KDdXc994BtNsS6n6+Tvx7bYywKFxdi3oh5/lpip+ZJz32WISvk35dUwX2ztuA+1LeitC/N1wk61ev0Ffu/jZ5Oy+dATCIi73n81/WHH37ADTfcgMsvvxyffvopRFHE7NmzcfDgQaxZswZZWW3LlCk8SB9SBAgY2GWgfJa/orHCbRlsoFU0VshDgQZ3HSz34/q7LL+srkzeYs5ZWamnmXtlkOnNVGHAdjJG8snxT+RKgI5Wki+RSvNLa0thFa0QRVHO3DsryQfsguQG7T33oZK5B1qPF3OLGYUXCwHYJuVrGdwY7qTSfC373AO2EwKS2QNnM2PvR+4y942WRrlaJhyqiTzN3MdFxgXlxJ8n7DP3qbGpfpkfYv+30dPMPQdiEhF5T3NwX1JSgjvuuANDhgzBu+++C1EUcdVVV2Hnzp34z3/+gwEDBvhtkatWrcKll14Kg8GA9PR0zJo1C0ePHpVvLy8vx5133okBAwYgNjYW2dnZuOuuu1BVpQ6sioqKMGPGDMTFxSE9PR33338/LBaL39YdTkRRlD+kGFOMiIuMUwVJnm4xZ6ow4cGtD2LOf+bgwa0P+ryMTlmO3S2hm9wHXVRVpOpJ9jUtWzkFI3NviDbIgbyyr9Ufw/RCgbTXvdlqRkVDBS42XJRPaLjaYktVlq8xc2+qMOHtg2/LX0fqIr1Zcrs4aif4ofwH+URTqJcD+4p0Ek/ryUZl6wWnbftXXGSc3MrlKHMvDWgFQr/fHtAW3DdaGuVtRwd1GRTy1Qj2Jz79tb2c/Zactc21Hn0/B2ISEXlP81+ivn37Ys2aNTCbzRgxYgQ2btyIzz77DJdffrk/1wcA2LZtGxYtWoRdu3Zh8+bNMJvNmDJlCurqbB/wzp49i7Nnz+Lpp5/GwYMHsW7dOnz88cdYsGCB/BgtLS2YMWMGmpubsWPHDhQUFGDdunV45JFH/L7+cHC6+rT8B1gKFJR9c5703RfsK0D/5/pj5Rcr8fbBt7Hyi5U+H4Sj3N88MyFTzqY2tTShrK7MZ89jT8tWTh5n7hUBSHv6H5Wl+ZKOGtzbD9XTMikfsAUgMXrbHBAtPffSsbzn3B75urnvzQ34UCdHmftwGeTlS1LmXktZPqBuYeA+2f4lCIKcvXc0LT+c9rgHbAPopMoPZ8F94cVC+WRyOJxgc5S597WCfQXI26AeWHnVuqs8es/kQEwiIu9pruNsaGiAIAgQBAEVFRVYuHChx08mCAKOHz/u/o52Pv74Y9XX69atQ3p6Or755htMmDABQ4cOxX/+8x/59r59+2LFihX4zW9+A4vFAr1ej02bNuHw4cPYsmULMjIyMHLkSDz++ONYunQpli9fjqioKPun7VQcBQrKs/xa++5NFSYs2LCgTb+cNAhnQq8JPimNtc/cKzPkpypPqYI/X9KylVO7MvftmFw8PGM41n+/XnVdRy3Lt9/rXlmm7Sq4B2wZ3NPVp91uhReoY1kLRz334TTIy1ekoXpay/KV1Rn+mApOaimxKThff95hWX447XEvSYxOxIX6C06D+3D7HWyTuffx74Sv3jOlgZh5H+TJ1UkAB2ISEWnhUZOmKIoAbOXt3vBVb5dUbp+a6vysc1VVFRITE6HX217izp07MWzYMGRkZMj3mTp1Ku644w4cOnQIo0aNavMYTU1NaGpqkr+urrb9gTebzTCbzT55Lf4grc2TNR4oPSBfzknNgdlsRrf41gDqZMVJTY/3yp5XXA7CeWXPK3h84uOa1+XM6arWLFCX2C6qKoMT5ScwOmN0u5/DkaLK1mM/Iy7D4c8kXtc61bu8odztz62strXSIDEq0etja0iXtsOceiX26nDHKgB0jW2dtH266jSqG1s/fGclZLl8vNSYVJyuPo2L9RfR3Nzs9H0pUMeyFklRrSeMyurKYDabcbDsoHxd/5T+If3/2Vdi9bEAbOXQjU2Nbcp/7Z2vOy9fTopKatfPyNtjtTNJjk4GYMt02///0fLeGWoSo34M7hurHa53f8l++XJOSk5IvCZXx2lmnPqkd3J0sk/X7Mv3zJuG3ISx3cfi7/v+jpOVJ9E7uTduGXkLjMnGkPg5U/vxPZXCRagcq1qfX3Nw/+ijj3q9GF+yWq245557MH78eAwdOtThfS5cuIDHH38ct912m3xdSUmJKrAHIH9dUtJ2SzXA1uv/pz/9qc31mzZtQlxcnIPvCC2bN2/WfN9NRZvkyxWFFdh4eiNO1bcOEdt5aCc21mx09K0qO07ucH374R3YWO/+cdzZeWanfPnUwVMoN7dmvzd9tQlxJv/8//n61Nfy5RPfnsDG79u+lhP1rcOADh47iI2Nrl/vN2e+kS8f++4YNh737udzsUldZq6DDod3HMZR4aiT7wgdnhyrAHC2orV/9/M9n6PGUtN62/dnsfGM85+hWG87SWm2mvHeh+8hVhfr8H6BOpa1UB5T+47uw8b6jfj6hO1Y1EGHY18dg0no+EOmGqoa5Mv//d9/nf6/kxw5dUS+/O2X3+K43vPKMXueHqudibmm9YPHux++C4PeIH/95Zkv5ctFh4qw8VRgfnfaQ2yyvVdUNlZi48a26/3M9Jl8uexQGTb+EDqvydFxahEtECBAhO11VZVUOXxd3vLHe+ZYjMXYqLFAPXBkxxEcwRH330Rhhe+pFC6CfazW12urWgy74H7RokU4ePAgvvjiC4e3V1dXY8aMGRg8eDCWL1/erud64IEHsGTJEtVj9+zZE1OmTEFiou+3j/EVs9mMzZs345prrkFkpLbhX38u+LN8+ZaZt8AQbcD5uvP4feHvAQBCsoDp06e7fZydn+/E/9vx/5zePm7wOEyf6P5x3Hnn/XeAH5NyP5/0c1xsuIi/vv5XAEBctzhMn6r9OUyVJvx9399hqjTBmGyUswOOPPvWs8CPFae/nvFr1YRo5eMtKbQdN0npSW5/bus/XC+/lulXT8eQrt5tp2QVrfj9D7+XS5YNMQYMHT80pIcPeXOsAkBiUSKePvU0ACClRwqa6pqAHwsgrp90PQZ2Gej0e99Y/wYOHLFVqoz+yWinP59AHctaFFcXy8dUXJc4TJk2BWcP2E5w5HTJwXUzrgvIOoLt1X+/iv3HbNnSK6++EhkJGS7vv2LdCqDGtgPIr679ldtMvyveHqudyVv/fQvfHv4WAHDpTy5Vbc/4+nuvy+9zv5zyy5B+X5KsvrgapmITLKIFk6ZMQrQ+WnX70leWAgCiddGY//P57Tq+fMXdcdr1WFeU1dveLCtjKzFo3CCf/b8IpfdMCn18T6VwESrHqlRB7k5Y7Z20ePFifPjhh9i+fTt69Gg7kKempgbTpk2DwWDA+vXrVf8DMjMz8fXXX6vuX1paKt/mSHR0NKKjo9tcHxkZGRZvRFrXKYoijlywnQ3PTspGaoKt3aFbUjfE6GPQaGnE6ZrTmh7rd2N+h9W7Vqv65CT6CD1+N+Z3PvnZldaXypd7pvREclyy/HVxTbHm5yjYV9CmR3D1rtXIn5mP3JG5be5/ttYWUMVFxqFLQheHJd1p8a19jDXmGrdrqWyqlC9nGDK8/vkU7CtQ9SJXNlZiyMtDnL6WUOLp71SP5Nbf/9L6UtUshD5pfVw+Vtf41pL+anO10/sG6ljWIjOx9T2qorECxbXF8laQQ9KHhMX7kS8YolszwWaY3b5uaZ5FckwyYqJjfLKGcHn/DwblgLZaS63q53SutnUIaq+UXojUh/7PMCm2tR2mwdqAhMgE+evmlmb8UP4DANtWlL46vnzF0XFasK9ADuwBYHvRdp/+jQil90wKH3xPpXAR7GNV63OH9r4tPxJFEYsXL8b69evx6aefwmhse5a5uroaU6ZMQVRUFDZs2ICYGPUf2rFjx+LAgQMoK2v9w7Z582YkJiZi8ODQH4TjT+dqz8lT3ZVDgQRBkKcaax2oJw3CsefrQTjSQL24yDgYogzITMiUp+ueqtK217274T+Otu+ThkJ1N3R32qut3EJJy0A9X0zLl16LPVevJZxJW+EBtmNB2s0hJSZFHrrmjKPJ845Ix7L99lbBGOpkP+W/M07KB4A4fWu7jZaJ+dLvFrfBC4yU2BT5sv12eNIJuC5xXdpkwEOVq+3wjl08Jv/tGJLuXbVVIAXib4T0nmk/6Z6D8IiIAicsgvtFixbhjTfewFtvvQWDwYCSkhKUlJSgocHWfykF9nV1dXjttddQXV0t36elxfbHd8qUKRg8eDBuvvlmfPfdd/jkk0/w0EMPYdGiRQ6z852JMlCwLwmXJo/XNNdoClQB4NdDf93mumemPYN5I+a1Y5VqUnCfmZAJQRCgi9DJaz1VqS24z9+b73L4T/5e9UmK6qZq1DTberudTcoHbPugS1t2adkKT8ouxkfGe/2h19PXEu4SohLkPc/P1pyVT7rYT4N2xNGe8c7kjszFZONk+es7xtyBwsWFPj2WtZIC1Av1F9S/s2EQWPiK8sSNu4n5FqtFDjC5DV5gKNuUlBPzraJV3uc+XCblA7aBehL74D7cTrAF6m9E7shcFC4uxLIrl2HO0DlYduWyoL1nEhF1RmFRlv/SSy8BACZOnKi6fu3atZg/fz727t2Lr776CgDQr596X2+TyYTevXtDp9Phww8/xB133IGxY8ciPj4eubm5eOyxxwLyGkKZq+18VNvhVRertnlzRipVVCqtLXVwT+80WZrkgFi55V2v5F4wVZpQ1VSFqsYqt2s9UXnC5e2mSnUmQ7mVk7t9mpOik1Bvrne6hZKSlD1uTwDi6WvpCDITMnG84jiOlR+T95p2tw0e4HhbOVekjGOULgrP/ey5oPXVpsWmyVP+D50/JF8fDltw+Yp00gwA6ppdZ+59tcUkaZcS4zhzf77uvFyqHQ573EtcZe7DbRu8QP6NMKYYsWLSCp89HhERaRcWwb20BZ8zEydOdHsfAOjVq5dPJ8N2FC6D+0T1XvdD0x3vUKBUeLGwzXXflX7XjhWqlda1nihQ7nfeK6mXfPlU1SkMjxnu8nH6JPdxebv9kCHVHvdusk9JMUm2dgc31Q6iKMpBiLcl+YDnr6Uj6GbohuMVx+XAHtAW3GstyweAFmuLfLKqX2q/oA7Mkk7+mK1mfH3mx0n5gg79U/sHbU2BJlVrAO4z98r/tyzLDwxV5r6hNXN/urp169Kwyty7Cu4vhFdw3xn/RhARdUZhUZZP/qUM7gd1GaS6TRXcV2vruz96se3Wa/tL9zu4p3fO1bQOZlJl7pXBvYbS/LzReW16AyX6CD3yRueprlNm7t0G99G2qoGa5hq0WB2XQgJAbXMtzFbb9lHtyS56+lo6AuX/e4mvy/KLqorQ1NIEAMhJy/Fwhb6lPD6UJxzCpX/ZF1SZezc998qqDGbuA8NZz73qxKiLlqZQ4yq4P1Rmq56JjIhE39S+AV2XNzrj3wgios6IwX0nJ4qiXOLb3dC9TSm7qixf41A9ZXAvfTg6WXlSc8++O1K/PWCXuU9uDe6LqorcPo4xxYjbRt/m8LbVU1a3Gf6jyj65+YCq/DlKffqOKEuH25O574yDjDLjHQT3Pi7LVx7LA9IGeLA633OUfQ6HjKEvedJzrzxxw577wHDWc+/JidFQ4iy4N7eY5Qq1AV0GOA2aQ0ln/BtBRNQZhf5fJPKrsroyOcB0FCh4k7lXluVfN+A6vLH/DQDAgbIDuDL7yvYsF4A6uHeaudc4MV8ZUCdFJ8kD8MrqytrcV5l90tJzL6lqrFJ96FVSBSDtzC7mjszFhF4TkL83H6ZKE4zJRuSNzuuwH9qUE/MlmjL3sdoz90cvtAb3oZS5l3S24N6TnnuW5QeesudeFdx3sMz98YrjcsVVOP0Odra/EUREnRGD+w7GVGHCK3tewY6TO7Dz85343ZjfufzD7W4okP1APS2kgKi7oTvG9RgnB/f7S/f7JLhX7pdsP1BPojW431/W2i7wwZwP8NPXfwqL1YIXd7+IB658QJUp9KjnXhncu5iY76vMvaQzDTJyWJavIXOfGJ0IfYQeFqvFbc+98kRVsDP3jrLP4RRY+IInPfcsyw88Z2X5yqqnjjBQL9wm5St1pr8RRESdEcvyO5CCfQXo/1x/PLnjSfy/yv+HJ3c8iZznc1Cwr8Dp97gL7pOik5AQlQBAW1n+xfqLcjY0Jy0HwzNah9r5qu9eVZavyN4qAzut2+F9V2Ib9JcQlYDx2eNx07CbANiyTmv3rVXdVyotjRAikJGQ4fJxlWX5rtoRlMElS4c9o2zJkGgJHARBkIM9j8ryu7AsP9iUJ9vc9dyzLD/wlCc1lQP1PDkxGkq0BPedaStKIiIKfQzuOwhThQkLNixos4+txWpB3gd5MFU43ubGXXAvCIIcNBdXF7vdlcA+0zksY5j8ta8m5jvL3Efro+WAT0vmvqqxSr7f8IzhiBAi8Puxv5dv/9uuv6mG4UnZp8yETLc9lsHK3Hcm9pn79Ph0zcPlpGDPXVm+dDynxKQEPftr//wRQkTQqwkCzduy/GD/v+ssdBE6OSBWDdT78cRorD7WaYtSKFIF981OMved7AQbERGFNgb3HUT+3vw2gb3EYrUgf2++w9u0bOcjleY3Whrd9yhfVPcoJ0YnylvsHCg9oNq2zFtS5l6AgPT4dNVt2UnZ8n0aLY0uH+dA2QH58vB0W4XB8IzhmNJ3CgDgRMUJ/Pf7/wKwDVCS+vC1ZIc1Z+592HPf2dgH91pK8iXSz7reXO/0OKlrrpNbUQZ0GQBBELxcqW/YZ5/7pPRBbGRskFYTHB5thdfAnvtgkIJ3Rz333RO7B/33yBPK4F75Pi4F9/oIPfql9gv4uoiIiJxhcN9BnKg84fJ2U6XrzH1mQqbTzLH9XveuqDL3P5YxS6X5deY6pxUEnpCC+67xXdtk0JV99+7WKpXkK9cIQJW9/8uOv0AURZyrPQcRtqoFLWWlWjP3yuwiM/eeSY9PR4TQ+hamZZieRBnsOeu7P1Z+TL4cChly+wC1M2YMvd4Kj2X5ASMN1atsrIQoiqhpqpFL2sOp3x5wXJbfYm3B9xe+BwD0T+2PKF1UUNZGRETkCIP7DqJPch+Xt0vZc6UL9RfkbLSrQEEZ3CsHIzniaOuwERkj5OvaW5oviqIc3DsaqObJxHzlDIARma1rvKbPNRiWbmsn+OrMV9hRvMPjrZy0Zu7LG1vL8hmAeEYXoUNqTOsJkdNVpzWfPFJWSTjru1eeqAr2pHygbWXH+brzPjlZFk682QovISqBAVgASZn75pZmNFgawrbfHrCdTNIJOgCtwf2JihNoamkC0DlPsBERUWhjcN9B5I3Oc9oHro/QI290Xpvrj5w/Il92NfHXk4n5UkAUGREpZ9F9OVSvorECzS3NABwPVFMG9+72uldOyh+aPlS+LAgC7ht3n/z10zuf9miPe4CZ+0Ao2FeACw2tgfmec3vcDpCUKE+kOGs1UW6DFwqZ+/Xfr1d9vfP0Ts2vt6PwJHMv/W6xJD+w7Cfmh+se94Dtb4GUvZeCe/bbExFRKGNw30EYU4zIn5nvMMB/7mfPOdwO79D5Q/JlVx9SlKWUrkrdW6wtOHbRVsrcL7WfvBZfBvfnahwP05OotsNzMTHfKlpxoNTWc29MNqrKLwHg10N/jSxDFgDg/e/fx+cnP5dv82XPPQfqeUcaIGnP3QBJiWqveydl+YXloZO5N1WYkLeh7Qk6ra+3o9Dac28VrfJJG86yCCzlwLyKhoqw3eNewuCeiIjCCYP7DiR3ZC4KFxdi6bilyIxqDXxrmmoc3l/rhxRVz72LzH1RVZFcrqjcNqxval8549besnzlNnjtKcs/UXFCzvwpS/IlUboo3HXZXQAAESLW7F0j3+bTnvsfA5Ck6CS3E/iplbcDJCXKbK6zsnwpcy9ACPrQrPa+3o4iRh8DAbaBbK6m5Vc1VsnDO9nuElhSzz1gy9yH6x73kjbBvYYhtERERMHC4L6DMaYY8fjEx/Fwn4flD8H/99X/yaXsSpqDe41l+aoe5dTWTGeEECH3sJ+oOOH0ZIMWqj3uHZXlJ2sL7pUVBNKkfHu/G/M7JEQlALAFUBIr3E/8V2XuNWyFx6y9Z7wdIClxV5YviqI8P6JXcq+gT6Vv7+vtKARBkE8Uusrcc1J+8Kgy940VYV2WD7QG9w2WBphbzPLfzQghIugVPURERPYY3HdQ3WO649qcawHYtiH616F/tbmP9CGlS1wXdI3v6vSxEqIS5A9srsryVcP0uqh7lJWl+QfLDrp/AU442+NekhidKK/VVVm+s0n5SskxyRjXY1yb66e9Mc1tn7OzLZSUrKJVDu6ZXfSMNwMkldyV5ZfVlcmZulD4AN/e19uRSMG9q5571aR8luUHlDJz35HK8gHbiVppVk2/1H6I0ccEa1lEREQOMbjvwO697F758tM7noYoivLXFQ0VcqCspbRQKs0/XX3a6V71rqaL+2pivipzb2ibuQdaS/OLq4vRYnVcyqwcpueoLB+w9TlvNW1tc72WPucoXZT8wc9Z5r66qVr+WTJz7xlvBkgqqbbCc5C5d7TrQzC19/V2JNLEfJeZe8UJGwb3gaXM3Fc2VsrBfYQQ4fCEbKhTBvcHSg+gwdIAgCX5REQUmhjcd2Dje47HZd0vA2ALqJWB6pELrZPyh3Qd4vaxpNJ8s9Usb59nz1VA5Kuheu4y9wCQnZQNwBaEK++vJK0hLjIOfVIcZ0Xb2+cs9d07y9wzAPGeswGS+gg9XrvuNYcDJJWUlRKOeu5DbRu89r7ejkTO3LvouVeesGFVTGApp+VXNFbIPfeZCZlhOVdEGdzvPL1TvuxqhxkiIqJgCb+/tKSZIAi4b+x9uOHdGwDYsveT+0wG4PnEX9VQvapih4G1NIAsJSalTZ/rsIxh8uX2BPfuBuoBdkP1Kk+1GeJU3VSNExW2HuZh6cMQITg+x9XePuekmCSU1pU6zdxzUn775I7MxYReE5C/Nx+mShOMyUbkjc7TFOimxKRAgAARouPMfYhtgwe07/V2JNLE/HpzPURRhCAIbe6jPHHGnvvAUpbln687j9LaUgDh2W8PqIP7Xad3yZeZuSciolDE4L6Dmz1oNozJRpgqTfjk+CfYX7ofwzOGty+4ry7Gpd0vVd1eb66Xh+3lpOW0+cCdHJOM7KRsFFUVYX/pflhFq9Og2hUpuI+LjIMhyuDwPsqhekVVRRiP8arblT3/ynYBe+3tc5Yy9zVNNQ5fryq7yMy9V4wpRqyYtMLj79NF6JASm4LyhnKHPfeu5kcEk7evtyORMvciRDRaGh0OO2TPffAoy/K/v/g9RNjawcKx3x5gcE9EROGFZfkdnD5Cj3uvaO29/+vOvwLQvse9RDUx38FQPWl/e8B5MCQF0jXNNS6H3bki7XOfmZDpMGMHuN8OTzUp38kwPaD9fc7SxHwRImqba9vczsx9cElBn6uy/Fh9bFhu39WRST33gPO+e5blB4+yLF95IrUjZO7P158HYNseM5RO+hEREUkY3HcCvx31W7lU8q0Db+FszVk5c58Sk4KM+Ay3j+Fur3tlj7KzMub29t03WZpQ0VgBwPE2eBLVdngOTiJomZQPtL/PWbXXvYO+e1XPPQOQgJN+5lVNVaqtDs0tZhyvOA4A6J/W36sKE/IfKXMPOJ+Yz63wgkeZuVe2UYXrSTJlcC8xphhVxyEREVGo4KfWTiAhKgG3j7kdgG0g3ortK+QhR4O7DnaaAVdyt9e9sozZ2QAyZSDtzcT80rpS+bKrqctuM/dl2jL3gK3PuXBxIZZduQxzhs7BsiuXoXBxIeaNmOd2varg3kHfPTP3waUM+pT/L05WnpSD/VAYpkdqUs894HyoHsvygydWH4soXVSb6ztC5l7CknwiIgpV7LnvJO687E48veNpmK1mvLTnJfl6rR9SlFkXR2X5WrYOU/a3e5O5l0ryAdfBfXp8OmL0MWi0NLYJ7q2iFQdKDwCwnQSQSudd8bbPWfnYDjP37LkPKuXP/EL9BaTHpwMIvW3wSE0Z3Dsty/+xKiZaF80Ma4AJgoDkmOQ2u6p0hJ57CSflExFRqGLmvpPoZuiG3wz/DQDIA44AaCrJB4AYfQy6xnUF4LosX4CAfqn9HD5Gv9R+8t7v3gT3qj3uXZTlC4Igb4d3qvIURLH19Z6sPIma5hoA7rP27cXMfWhTBvfKFolQnJRPrTwpy+8S10VTZRL5lnJivqQjZe6HpLvfPpaIiCgYGNx3Iv1S2gbdq75YhYJ9BZq+XyrNP1tzVtWjLIqiHBBlJ2U7nF4N2CaUD00fCgD4ofwHl/tUO6Jlj3uJVJpfZ65TBdHKkwquJuX7gkeZe/bcB5zyZ678fxFqe9yTmruBeqIoymX5/L0KDmXfvaRDZe5Zlk9ERCGKwX0nYaow4ZHPH2lzfYvYgrwP8mCqcL1nO9A6VM8qWlUl8ufrz8uZaXcThKWAWoSomqSshZY97iVS5h5Q991rnZTvC1oz9wIE1X0pMJQ996rMvYb5ERQ8qsy9gxOEdeY6NLc0A2C7S7AoJ+YDtvfChKiEIK2mfRwF9wO7DAzCSoiIiNxjcN9J5O/NR4vY4vA2i9WC/L35bh/D2cR8ZRlzTqrrYKg9E/NVZfkG52X5gHqoXlFVkXxZOcjP78G9u8z9jwFlSmwKdBE6v66F2rLvuZdIwX3XuK5tghQKPnc999yFIvjsM/fhmrUH2gb3vZJ6he2JCiIi6vgY3HcSJypPuLzdVKkhc+9kr3vVADI3mfv2TMz3qCzfyXZ40gmFWH2s09kAvuIucy+VgrPfPjgcleVXN1XLJ5G4j3Voctdzr9oGL5bb4AWDfc99uPbbA2gTyLMkn4iIQhmD+06iT3Ifl7cbk13v2Q44z9x70qPsi8y9AEGebO6Mo+3waptrcbzctn/50PShfs+Wu8rct1hbUNlYCYClw8HiqCxfeSxzmF5octdzr9oGj5n7oLDP3IfrHvcAECFEqKpFyhvKNbWxERERBQOD+04ib3Qe9BGOdz7UR+iRNzrP7WMoM/enq0/Llz3ZOiw1NlX+oLe/dL9qkr07Up9/1/iuTl+LRJW5/zG4P1h2UN4pwN8l+YDrzH1FY4V8mQFIcKjK8htsASGH6YU+dz33qrJ8njgLio6UuS/YV6CqEPnqzFfIeT5H8yBaIiKiQGJw30kYU4zIn5nfJijWR+jx2nWvwZjS/sx9jD5GdQLAGSmwrmqqUvXDuyKKopy5d1eSD9g+TEYItsNbKssP5DA9wC5zbxfccxu84FOV5f8YEHIbvNDntudeWZYfx7L8YLCfVRGuPfemChMWbFjQ5nqL1aJ5EC0REVEgMbjvRHJH5qJwcSGWXbkMc4bOwbIrl6FwcSHmjZin6fuzDFkQYNszWuq5t1gtcql7/9T+ckDtinILOq2l+RWNFTBbzQBc73EvidRFytkiKXMfyG3wALvMvV1ZPrOLwReli4IhygCgNSDkpPzQ567nnmX5wddmoF6YZu59MYiWiIgokFzXNlOHY0wxYsWkFV59b6QuEpkJmThXe07O3JsqTHLQrXUAmX3f/cwBM91+j3LrPS2Ze8BWml9cXYwL9RdQ11ynGuA3LGOYpsdoj2h9NKJ10WhqaWLmPkSlxaWhprlGDgilKhSdoEPf1L7BXBo54a7nnifOgq/R3Kj6WjopHG58MYiWiIgokJi5J49IZfeltaVobmn2agCZNxPzVdvgacjcA22H6kmZ+x6JPQIWUEul+W0y9w0MQEKB9LMvbyhHi7VFPp6NKUZE6aKCuTRywqNp+SzLD7iCfQWY//581XWz/zU7LHvUfTGIloiIKJAY3JNHpL57ESLOVJ/xqow5Jy0H0bpoANrL8j3ZBk+iDO6/KPoC1U3VAAJTki+R9khm5j40ScGfVbTiyIUjcrDIkvzQ5a7nnmX5wSP1qNuXsodrj7ovBtESEREFEoN78oj9UD1vMvf6CD2GpA8BABwrP+bwA7o9ZeZea3CfnZQtX/6g8AP5ciCG6UmkvvvqpmrVzgCq0mEGIEGj/NnvKN4hX+YwvdDldlr+j5l7naBTzb0g/+toPeq+GERLREQUSOy5J48op+EXVxV7PYBseMZw7D23F1bRikNlh3Bp90td3l9Vlm/QWJav2A5vy4ktqucOFKks3ypaUdtcC0O0bYAbM/ehQdkSweA+PCiDe1c996mxqRCE8Oz1DlcdsUc9d2QuJvSagPy9+TBVmmBMNiJvdB4DeyIiCkkM7skj9pl7aeuwrnFd22x/5Mrw9NYAe/HGxZjcZ7LLD0ztLctvtLQOeApkWb79XvdScM+e+9Cg7MlWBvcsyw9dugidPKjSVc89++0Dr6P2qLdnEC0REVEgsSyfPKLM3B8+f1gOurVOypeU1LVm4r8++zVWfrESOc/nOB261N6yfEm0Lhr90/p7tNb2UO11rxiqx8x9aFCeWDlWfky+7OnxTIElTcy3L8tvsjShtrkWANtdgoE96kRERMHF4J48oszcf2r6VL6ck6o902mqMGH1jtVtrnc1dEnaCi8uMk7em9yd+Kj4Ntm7IelDnH749Adl5l4a6Aeo+4KloXsUeI4CwISoBM07MlBwSEP17MvyWRETXOxRJyIiCi6W5ZNHMhMyoY/Qw2K14EzNGfl6TzKdWoYu2ZdASpn7zIRMj/poeyX1Uk3PDmRJPtC2LF8iZe7ZFxxcjgLAnLQc/j8JcVLfvX1ZvnJQJcvyg4M96kRERMHD4J48oovQIcuQhaKqItX1nvQoezp0qcnShIrGCgDa97iX9EruhW/OfSN/HchheoDzsnwpCGHpcHA5CgA5TC/0SWX59pl71TZ4zNwHDXvUiYiIgoNl+eQxZWm+xJOAyNOhS97020uSo5NVX3eN6+rR97eXo8y9ucWMmuYaAOy3DzZHJ1c4TC/0SZl7i9WC5pZm+XpVWT5PnBEREVEnw+CePKYcqgcAEUIE+qb21fz9ng5d8ja4L9hXgHXfrVNdN//9+U6H9vmDo8y9cpges4vB5ejnz8x96JN67gF19p5l+URERNSZMbgnj9ln7o3JRkTpojR/v7OhSzpB53DokmqPe41l+aYKExZsWACraFVd72ponz84ytyrgntmF4MqLjIOMfoY1XXM3Ic+5V73yon5LMsnIiKizozBPXnMPrj3Ztuw3JG5KFxciJuG3SRfd1XvqzBvxLw29/Vmj3stQ/sCwVHmXlk6nBrDsvxgEgShTRDI4D70ST33gF3mnmX5RERE1IkxuCeP2Zfle1vGbEwx4vVZr6O7oTsAYPup7Thfd77N/VSZe4O2zL2nQ/v8hZn70Kf8f5BlyIIhWttWixQ8cXpF5l4xMZ9b4REREVFnxuCePGafuT9y/ojXZe66CB3mDpsLwJZRf+fQO23uI+1xD2jP3Hs6tM9fVJn7H4N7ZV8wB+oFn7J/Wx+hD1jLBnnPaeaePfdERETUiTG4J4/tKN6h+vrj4x8j5/kcrwfV3TziZvnyG/vfaHN7SZ3nA/U8HdrnL6rMvYOyfGYXg6tgXwF2nd4lf11UVdSuY5kCQ0vPfUpsSkDXRERERBRsDO7JI6YKE+795N4217dnUN3Q9KEYkTECAPDVma9QeLFQdbtUli9AQHp8uqbHdDa0Tx+hdzi0z19i9DGIjIgE4Lgsn5n74JGGLooQVdcHeugiec7ptPwfT5wlxyQ7PblHRERE1FExuCeP+GtQ3c3DnWfvpbL8rvFdPfrALg3tW3blMswZOgfLrlyGwsWFDof2+YsgCHJpvpy5r+fQr1AQKkMXyXOqzL2y5/7H3y2W5BMREVFnxOCePOKvQXVzhs1BhGA7HN/Y/wZE0ZZNFUVRztx7sse9xJhixIpJK/DWL97CikkrApaxV5JK8+XMfSMz96EgVIYukucc9dxbrBZUNFYAYLsLERERdU4M7skj/hpUl2XIwiTjJAC2oErq6y9vKIfZagagfY/7UKPM3IuiqM7cMwgJmlAZukiec9RzX9FQIV/HihgiIiLqjBjck0f8OajOUWm+chs8bzL3oSAxOhEA0CK2oN5cL/fcR+miVEEKBVaoDF0kzyl77qWyfOWgSpblExERUWfE4J484s9BdbMHzZaD3XcOvYMmS5N6j/twzdzb7XUvBSFpsWkQBCFYy+r0QmXoInlOeVJMKstXTspnRQwRERF1RhwnTB7LHZmLCb0mIH9vPkyVJhiTjcgbndfuYCghKgGzB87GmwfeREVjBTYe26galhWumXvVXveNVXLmnv32weevY5n8S9lzL5Xls92FiIiIOjsG9+QVaVCdr908/Ga8eeBNAMAbB97A2B5j5dvCNrhXZO5L60rlTCP7gkODv45l8h9HW+Epy/L5u0VERESdEYN7CimT+kxCRnwGSutK8WHhh6rAuJsh/MvylXunM3NP5B1HW+EpM/fsuSciIqLOiD33FFL0EXrcNOwmAEBzSzP+efCf8m1hm7lXlOUrt1dj6TCRdxxthceeeyIiIursGNxTyFFOzW+0NMqXO8JAPWVwz8w9kXccZu5Zlk9ERESdHIN7CjkjM0dicNfBquviIuOQEJUQpBW1jypzX8HMPVF7ueu5Z1k+ERERdUYM7inkCIKgyt4Dtj3hT1aeDM6C2kmZuT9RcUK+zOwikXcidZHyFobStHyW5RMREVFnx+CeQlKULkr1dWVjJXKez0HBvoIgrch7ysz9udpz8mWW5RN5T8rey5n7HwfqxUfGI1ofHbR1EREREQULg3sKOaYKE/6w+Q9trrdYLcj7IE9V2h4OlJl7JWYXibwn9d3b99yzJJ+IiIg6Kwb3FHLy9+ajRWxxeJvFakH+3vwAr6h9lJl7JWbuibwnTcyvN9dDFEU5c892FyIiIuqsuM89hZwTlSdc3q6cOB8OnGbuGYQQeU3O3DfXoaqpSj4hyIoYIiLyNavViubm5mAvg4LAbDZDr9ejsbERLS2Ok4++EBkZCZ1O1+7HYXBPIadPch+XtxuTjQFaiW/ERcZBJ+jaVCMwc0/kPannvqmlCefrzsvX86QZERH5UnNzM0wmE6xWa7CXQkEgiiIyMzNRXFwMQRD8+lzJycnIzMxs1/MwuKeQkzc6D0/teAoWq6XNbfoIPfJG5wVhVd4TBAFJMUkobyiXr4uLjEOMPiaIqyIKb8q97ouqiuTLXWLZc09ERL4hiiLOnTsHnU6Hnj17IiKCHc2djdVqRW1tLRISEvz2/18URdTX16OsrAwA0K1bN68fi8E9hRxjihH5M/OR90GeKsDXR+jx2nWvwZgSXpl7wFaarwzumbUnah+p5x5QB/fM3BMRka9YLBbU19cjKysLcXFx7r+BOhypJSMmJsavJ3diY2MBAGVlZUhPT/e6RJ/BPYWk3JG5mNBrAvL35sNUaYIx2Yi80XlhGdgDbYfqsS+YqH2cZe75u0VERL4i9VhHRUW5uSdR+0knkMxmM4N76niMKUasmLQi2MvwCfuheszcE7WP1HMP2JXlcys8IiLyMX/3WhMBvjnO2DhCFABtMvcsHSZqF1Xmvppl+UREREQM7okCIDE6UfV1agwz90TtoczcF1cVy5dZlk9ERBR+evfujWeeeUbz/T///HMIgoDKykq/rSkcMbgnCgD7snxmF4nax9lAPZblExFRqDGZgAcfBObMsf3XZPL/cxYXF+OWW25BVlYWoqKi0KtXL9x99924ePFiux5XEASX/5YvX+7V4+7evRu33Xab5vuPGzcO586dQ1JSkvs7t1NBQQFGjRqFhIQEJCcnY9SoUVi1apXm7z958iQEQcC+ffv8t8gfseeeKADYc0/kW8qy/AZLg3yZJ86IiCiUFBQACxYAP87mAwA89RSQnw/k5vrnOU+cOIGxY8ciJycH//znP2E0GnHo0CHcf//9+Oijj7Br1y6kpnr3WfTcuXPy5XfeeQePPPIIjh49Kl+XkJAgXxZFES0tLdDr3YecXbt29WgdUVFRyMzM9Oh7vPH3v/8dy5YtwzPPPIOrr74aTU1N2L9/Pw4ePOj35/YGM/dEAcBp+US+pSzLl0TpohxeT0REFAwmU9vAHgAsFiAvz38Z/EWLFiEqKgqbNm3CVVddhezsbPzsZz/Dli1bcObMGTz44IPyfXv37o2VK1filltugcFgQHZ2NtasWeP0sTMzM+V/SUlJEARB/vr777+HwWDARx99hEsuuQTR0dH44osvcPz4cfz85z9HRkYGEhIScOmll2LLli2qx7UvyxcEAfn5+Zg9ezbi4uLQv39/bNiwQb7dvix/3bp1SE5OxieffIJBgwYhISEB06ZNU52MsFgsuOuuu5CcnIy0tDQsXboUubm5mDVrltPX+8EHH2DWrFlYsGAB+vXrhyFDhmDOnDlYsUI99Ds/Px+DBg1CTEwMBg4ciBdffFG+zWi07fY1atQoCIKAiRMnOn2+9mJwTxQAzNwT+ZYycy9Ji03jRGMiIvKrMWOAHj20/Rs+vG1gL7FYbLdrfawxY7Str7y8HJ988gkWLlwo750uyczMxNy5c/HOO+9AFEX5+tWrV2PMmDH49ttvsXDhQtxxxx2qbLyn/vjHP+LPf/4zjhw5guHDh6O2thbTp0/H1q1b8e2332LatGmYOXMmioqKXD7On/70J9xwww3Yv38/pk+fjrlz56K8vNzp/evr6/H000/jH//4B7Zv346ioiLcd9998u1PPvkk3nzzTaxduxZffvklqqur8d///tflGjIzM7Fnzx6cOnXK6X3efPNNPPLII1ixYgWOHDmClStX4uGHH0ZBQQEA4OuvvwYAbNmyBefOncN7773n8jnbg2X5RAHAaflEvqXsuZew356IiPytpAQ4c8Y3j1Vba/vnS8eOHYMoihg0aJDD2wcNGoSKigqcP38e6enpAIDp06dj4cKFAIClS5fib3/7Gz777DMMGDDAqzU89thjuOaaa+SvU1NTMWLECPnrxx9/HOvXr8eGDRuwePFip48zf/58zJkzBwCwcuVKPPvss/j6668xbdo0h/c3m814+eWX0bdvXwDA4sWL8dhjj8m3P/fcc3jggQcwe/ZsAMDzzz+PjRs3unwtjzzyCL799lv06dMHOTk5GDt2LKZPn45f/vKXiIiw5ckfffRRrF69Gtdffz0AW6b+8OHDeOWVV5Cbmyu3HKSlpfm9lYDBPVEAtBmox7J8onZxmLnnSTMiIvIzT2KzqirXwXtCAqB1HpynMaEyM+/O8OHD5ctSmX1ZWZlnT6gwxq7MoLa2FsuXL8f//vc/nDt3DhaLBQ0NDW4z98p1xcfHIzEx0eW64uLi5MAeALp16ybfv6qqCqWlpbjsssvk23U6HS655BJYrVanj9mtWzds2rQJRUVF+OKLL7Bjxw7k5uYiPz8fH3/8MRoaGnD8+HEsWLAAt956q/x9FoslIMP+7DG4JwoA+8w9y/KJ2sdRbz1PmhERkb/t2aP9viYTkJNjK8G3p9cD+/cDP7Zj+0y/fv0gCAKOHDkiZ6iVjhw5gpSUFNUAu8jISNV9BEFwGfC6Ex+v/ht93333YfPmzXj66afRr18/xMbG4pe//CWam5tdPo6n63J0f09OcrgydOhQDB8+HAsXLsTtt9+On/zkJ9i2bRsGDx4MAHj11Vdx+eWXq75Hp9P55Lk9wZ57ogCoaapRfV3VWBWklRB1DI4y9yzLJyKiUGI02qbi2w+L1+uB117zfWAP2Eq/r7nmGrz44otoaGhQ3VZSUoI333wTN954Y0Bn1Hz55ZeYP38+Zs+ejWHDhiEzMxMnT54M2PMDQFJSEjIyMrB79275upaWFuzdu9fjx5IC+rq6OmRkZCArKwsnTpxAv379VP+kQXpRUVHy8/kbM/dEflawrwALNixQXTfkpSHIn5mP3JF+2gOFqINz1HPPzD0REYWa3FxgwgRbkG8y2QL6vDz/BPaS559/HuPGjcPUqVPxxBNPqLbC6969e5tJ7/7Wv39/vPfee5g5cyYEQcDDDz/crsoAb915551YtWoV+vXrh4EDB+K5555DRUWFyxMdCxcuRFpaGqZNm4bs7GycO3cOTzzxBLp27YqxY8cCsA3+u+uuu5CUlIRp06ahqakJe/bsQUVFBZYsWYL09HTExsbi448/Ro8ePRATE+O3kn1m7on8yFRhwoINC9Aiqs/UWawW5H2QB1OFn/ZAIerg2HNPREThwmgEVqwA3nrL9l9/BvaALZjes2cP+vTpgxtuuAF9+/bFbbfdhquvvho7d+70eo97b/31r39FSkoKxo0bh5kzZ2Lq1KkYPXp0QNcA2IYFzpkzB/PmzcPYsWORkJCAqVOnIiYmxun3TJo0Cbt378aNN96InJwc/OIXv0BMTAy2bt2KtDTb5468vDzk5+dj7dq1GDZsGK666iqsW7dOztzr9Xo8++yzeOWVV5CVlYWf//znfnuNguirRoROoLq6GklJSaiqqkJiYmKwl+OU2WzGxo0bMX369Da9JxRYD259ECu/WOn09mVXLsOKSYE9expKeKySty7WX0SXv6jL8AtmFWDeiHl+eT4eqxQOeJxSuAiXY7WxsREmkwlGo9FlAEjhyWq1YtCgQbjhhhvw+OOPO71PdXU1EhMT5en4/uLqeNMah4ZF5n7VqlW49NJLYTAYkJ6ejlmzZrXZe7GxsRGLFi1CWloaEhIS8Itf/AKlpaWq+xQVFWHGjBmIi4tDeno67r//flgcTbgg8pETlSdc3m6qZOaeyBvO9rknIiIicuTUqVN49dVXUVhYiAMHDuCOO+6AyWTCTTfdFOyl+UxYBPfbtm3DokWLsGvXLmzevBlmsxlTpkxBXV2dfJ97770XH3zwAf79739j27ZtOHv2rLzXIGAbYDBjxgw0Nzdjx44dKCgowLp16/DII48E4yVRJ9EnuY/L243Jfq7LIuqgYvQxEKDukWNZPhERETkTERGBdevW4dJLL8X48eNx4MABbNmyBYMGDQr20nwmLAbqffzxx6qv161bh/T0dHzzzTeYMGECqqqq8Nprr+Gtt97CT3/6UwDA2rVrMWjQIOzatQtXXHEFNm3ahMOHD2PLli3IyMjAyJEj8fjjj2Pp0qVYvny5PMWQyJfyRufhqR1PwWJtWyGij9Ajb3ReEFZFFP4EQUBcZBzqzK0neTktn4iIiJzp2bMnvvzyy2Avw6/CIri3V1Vl20ZMGgbxzTffwGw2Y/LkyfJ9Bg4ciOzsbOzcuRNXXHEFdu7ciWHDhiEjI0O+z9SpU3HHHXfg0KFDGDVqVJvnaWpqQlNTk/x1dXU1AFufkNls9str8wVpbaG8xs6iR0IPvDz9Zdy+8XZVgK+P0OOVGa+gR0KPTv3/iccqtUd8ZLwquE/UJ/rtWOKxSuGAxymFi3A5Vs1mM0RRhNVqDcp0dwo+aTyddBz4k9VqhSiKMJvN0Ol0qtu0/q6EXXBvtVpxzz33YPz48Rg6dCgA256NUVFRSE5OVt03IyMDJSUl8n2Ugb10u3SbI6tWrcKf/vSnNtdv2rQJcXFt+z1DzebNm4O9BALQBV3wwoAXsLl8M0qbSpERnYFrUq9BWnEaNhZvDPbyQgKPVfKGYGkty49ABL789EtECP7tNuOxSuGAxymFi1A/VvV6PTIzM1FbW4vm5uZgL4eCqKamxu/P0dzcjIaGBmzfvr3NXLj6+npNjxF2wf2iRYtw8OBBfPHFF35/rgceeABLliyRv66urkbPnj0xZcqUkJ+Wv3nzZlxzzTUhPYG0s/ktfhvsJYQcHqvUHmmn01B6wTY4NTU2FdfOuNZvz8VjlcIBj1MKF+FyrDY2NqK4uBgJCQmclt9JiaKImpoaGAwGCILg/hvaobGxEbGxsZgwYYLDaflahFVwv3jxYnz44YfYvn07evToIV+fmZmJ5uZmVFZWqrL3paWlyMzMlO/z9ddfqx5PmqYv3cdedHQ0oqOj21wfGRkZ0m9EknBZJxGPVfJGQnSCfLlLfJeAHEM8Vikc8DilcBHqx2pLSwsEQUBERITft0Gj0CSV4kvHgT9FRERAEASHvxdaf0/C4igVRRGLFy/G+vXr8emnn8JoVE8Yv+SSSxAZGYmtW7fK1x09ehRFRUUYO3YsAGDs2LE4cOAAysrK5Pts3rwZiYmJGDx4cGBeCBER+YxyOzxug0dERESdXVhk7hctWoS33noL77//PgwGg9wjn5SUhNjYWCQlJWHBggVYsmQJUlNTkZiYiDvvvBNjx47FFVdcAQCYMmUKBg8ejJtvvhlPPfUUSkpK8NBDD2HRokUOs/NERBTa4iPj5cvcBo+IiIg6u7DI3L/00kuoqqrCxIkT0a1bN/nfO++8I9/nb3/7G6699lr84he/wIQJE5CZmYn33ntPvl2n0+HDDz+ETqfD2LFj8Zvf/Abz5s3DY489FoyXRERE7aTM3HeJ5TZ4REREHc3y5csxcuTIYC8jbIRFcC+KosN/8+fPl+8TExODF154AeXl5airq8N7773Xppe+V69e2LhxI+rr63H+/Hk8/fTT0OvDoniBiIjsWMXWLWkOnz8MU4UpiKshIiJyzFRhwoNbH8Sc/8zBg1sfDMjfq+LiYtxyyy3IyspCVFQUevXqhbvvvhsXL15s1+MKguDy3/Lly9v12P/9739V1913332q1mt/qa+vxwMPPIC+ffsiJiYGXbt2xVVXXYX3339f82OsW7euze5tgcbIloiIwk7BvgK8d6S1OmvXmV3IeT4H+TPzkTsyN4grIyIialWwrwALNixAi9giX/fUjqf8+vfqxIkTGDt2LHJycvDPf/4TRqMRhw4dwv3334+PPvoIu3btQmpqqlePfe7cOfnyO++8g0ceeQRHjx6Vr0tISHD0bV5LSEjw+WM6cvvtt+Orr77Cc889h8GDB+PixYvYsWNHu0+GBFpYZO6JiIgkpgoTFmxYABGi6nqL1YK8D/KYwSciopAg/b1SBvaA//9eLVq0CFFRUdi0aROuuuoqZGdn42c/+xm2bNmCM2fO4MEHH5Tv27t3b6xcuRK33HILDAYDsrOzsWbNGqePnZmZKf9LSkqCIAiq695++20MGjQIMTExGDhwIF588UX5e5ubm7F48WJ069YNMTEx6NWrF1atWiWvAwBmz54NQRDkr+3L8ufPn49Zs2bh6aefRrdu3ZCWloZFixbBbDbL9zl37hxmzJiB2NhYGI1GvPXWW+jduzeeeeYZp69rw4YNWLZsGaZPn47evXvjkksuwZ133olbbrlFvk9TUxPuu+8+dO/eHfHx8bj88svx+eefAwA+//xz/Pa3v0VVVZVPqhi8xcw9ERGFlfy9+W0+KEksVgvy9+ZjxaQVAV4VERF1BmPWjEFJbYmm+1Y1Vbn8ezX85eFIik7S9FiZCZnYc9set/crLy/HJ598ghUrViA2Nlb9GJmZmDt3Lt555x28+OKL8r7tq1evxuOPP45ly5bh3XffxR133IGrrroKAwYM0LQ2yZtvvolHHnkEzz//PEaNGoVvv/0Wt956K+Lj45Gbm4tnn30WGzZswL/+9S9kZ2ejuLgYxcXFAIDdu3cjPT0da9euxbRp06DT6Zw+z2effYZu3brhs88+ww8//IAbb7wRI0eOxK233goAmDdvHi5cuIDPP/8ckZGRWLJkiWrHNEcyMzOxceNGXH/99TAYDA7vs3jxYhw+fBhvv/02srKysH79ekybNg0HDhzAuHHj8Mwzz6gqGQJRcWCPwT0REYWVE5UnXN5uqmTmnoiI/KOktgRnas745LFqm2tR21zrk8eSHDt2DKIoYtCgQQ5vHzRoECoqKnD+/Hmkp6cDAKZPn46FCxcCAJYuXYq//e1v+OyzzzwO7h999FGsXr0a119/PQDAaDTi8OHDeOWVV5Cbm4uioiL0798fV155JQRBQK9eveTv7dq1KwAgOTm5zdw0eykpKXj++eeh0+kwcOBAzJgxA1u3bsWtt96K77//Hlu2bMHu3bsxZswYAEB+fj769+/v8jHXrFmDuXPnIi0tDSNGjMCVV16JX/7yl/K26kVFRVi7di2KioqQlZUFwDYP4OOPP8batWuxcuVKVSVDsDC4JyKisNInuY/L243JxgCthIiIOpvMBO2BW1VTlcvgPSEqwaPMvSdEUXR/px8NHz5cviwFp+4y3fbq6upw/PhxLFiwQM6gA4DFYkFSku01zp8/H9dccw0GDBiAadOm4dprr8WUKVM8eh4AGDJkiCqz361bNxw4cAAAcPToUej1eowePVq+vV+/fkhJSXH5mBMmTMCJEyewa9cu7NixA1u3bsX//d//Yfny5bjrrrtw4MABtLS0ICcnR/V9TU1NSEsLne14GdwTEVFYyRudh6d2PAWL1dLmNn2EHnmj84KwKiIi6gy0lMZLTBUm5Dyf4/Tv1f7b98OY4tsT0v369YMgCDhy5Ahmz57d5vYjR44gJSVFzpQDQGRkpOo+giDAarXaf6tLtbW2kxivvvoqLr/8ctVtUiA+evRomEwmfPTRR9iyZQtuuOEGTJ48Ge+++65Hz+WL9Tp73J/85Cf4yU9+gqVLl+KJJ57AY489httvvx21tbXQ6XT45ptv2rQMBKP83hkO1CMiorBiTDEif2Y+9BHq89P6CD1eu+41n39QIiIi8kYw/l6lpaXhmmuuwYsvvoiGhgbVbSUlJXjzzTdx4403yv32vpKRkYGsrCycOHEC/fr1U/0zGltfZ2JiIm688Ua8+uqreOedd/Cf//wH5eXlAGzBdUuL4xkFWg0YMAAWiwXffvutfN0PP/yAiooKjx9r8ODBsFgsaGxsxKhRo9DS0oKysrI2r08qw4+Kimr3+tuLmXsiIgo7uSNzMaHXBOTvzYep0gRjshF5o/MY2BMRUUgJxt+r559/HuPGjcPUqVPxxBNPqLbC6969O1as8M/Q2T/96U+46667kJSUhGnTpqGpqQl79uxBRUUFlixZgr/+9a/o1q0bRo0ahYiICPz73/9GZmamvDd87969sXXrVowfPx7R0dFuS+kdGThwICZPnozbbrsNL730EiIj0Y2CawAAEcxJREFUI/H73/8esbGxLk9oTJw4EXPmzMGYMWOQlpaGw4cPY9myZbj66quRmJiIHj16YO7cuZg3bx5Wr16NUaNG4fz589i6dSuGDx+OGTNmoHfv3qitrcXWrVsxYsQIxMXFIS4uztsfp1cY3BMRUVgyphg5FZ+IiEJeoP9e9e/fH3v27MGjjz6KG264AeXl5cjMzMSsWbPw6KOPer3HvTt5eXmIi4vDX/7yF9x///2Ij4/HsGHDcM899wAADAYDnnrqKRw7dgw6nQ6XXnopNm7ciIgIWzH56tWrsWTJErz66qvo3r07Tp486dU6Xn/9dSxYsAATJkxAZmYmVq1ahUOHDiEmJsbp90ydOhUFBQVYtmwZ6uvrkZWVhWuvvRYPPfSQfJ+1a9fiiSeewO9//3ucOXMGXbp0wRVXXIFrr70WADBu3DjcfvvtuPHGG3Hx4kU8+uijAd8OTxA9mbbQyVVXVyMpKQlVVVVITEwM9nKcMpvN2LhxI6ZPn96mJ4UolPBYpXDBY5XCAY9TChfhcqw2NjbCZDLBaDS6DAwptJ0+fRo9e/bEli1bMGnSJI++12q1orq6GomJifJJCH9xdbxpjUOZuSciIiIiIqIO4dNPP0VtbS2GDRuGc+fO4Q9/+AN69+6NCRMmBHtpfsfgnoiIiIiIiDoEs9mMZcuW4cSJEzAYDBg3bhzefPPNkK4S8RUG90RERERERNQhTJ06FVOnTg32MoKCW+ERERERERERhTkG90RERERERE5w/jgFgi+OMwb3REREREREdnQ6HQCgubk5yCuhzqC+vh4A2jUbgD33REREREREdvR6PeLi4nD+/HlERkb6fSs0Cj1WqxXNzc1obGz02/9/URRRX1+PsrIyJCcnyyeVvMHgnoiIiIiIyI4gCOjWrRtMJhNOnToV7OVQEIiiiIaGBsTGxkIQBL8+V3JyMjIzM9v1GAzuiYiIiIiIHIiKikL//v1Zmt9Jmc1mbN++HRMmTPDrVnqRkZHtythLGNwTERERERE5ERERgZiYmGAvg4JAp9PBYrEgJibGr8G9r7BxhIiIiIiIiCjMMbgnIiIiIiIiCnMM7omIiIiIiIjCHHvuPSCKIgCguro6yCtxzWw2o76+HtXV1WHRG0KdF49VChc8Vikc8DilcMFjlcJFqByrUvwpxaPOMLj3QE1NDQCgZ8+eQV4JERERERERdSY1NTVISkpyersgugv/SWa1WnH27FkYDAa/73PYHtXV1ejZsyeKi4uRmJgY7OUQOcVjlcIFj1UKBzxOKVzwWKVwESrHqiiKqKmpQVZWFiIinHfWM3PvgYiICPTo0SPYy9AsMTGRb5gUFnisUrjgsUrhgMcphQseqxQuQuFYdZWxl3CgHhEREREREVGYY3BPREREREREFOYY3HdA0dHRePTRRxEdHR3spRC5xGOVwgWPVQoHPE4pXPBYpXARbscqB+oRERERERERhTlm7omIiIiIiIjCHIN7IiIiIiIiojDH4J6IiIiIiIgozDG4JyIiIiIiIgpzDO47mBdeeAG9e/dGTEwMLr/8cnz99dfBXhJ1cqtWrcKll14Kg8GA9PR0zJo1C0ePHlXdp7GxEYsWLUJaWhoSEhLwi1/8AqWlpUFaMRHw5z//GYIg4J577pGv43FKoeTMmTP4zW9+g7S0NMTGxmLYsGHYs2ePfLsoinjkkUfQrVs3xMbGYvLkyTh27FgQV0ydTUtLCx5++GEYjUbExsaib9++ePzxx6Gc5c3jlIJh+/btmDlzJrKysiAIAv773/+qbtdyXJaXl2Pu3LlITExEcnIyFixYgNra2gC+CscY3Hcg77zzDpYsWYJHH30Ue/fuxYgRIzB16lSUlZUFe2nUiW3btg2LFi3Crl27sHnzZpjNZkyZMgV1dXXyfe6991588MEH+Pe//41t27bh7NmzuP7664O4aurMdu/ejVdeeQXDhw9XXc/jlEJFRUUFxo8fj8jISHz00Uc4fPgwVq9ejZSUFPk+Tz31FJ599lm8/PLL+OqrrxAfH4+pU6eisbExiCunzuTJJ5/ESy+9hOeffx5HjhzBk08+iaeeegrPPfecfB8epxQMdXV1GDFiBF544QWHt2s5LufOnYtDhw5h8+bN+PDDD7F9+3bcdtttgXoJzonUYVx22WXiokWL5K9bWlrErKwscdWqVUFcFZFaWVmZCEDctm2bKIqiWFlZKUZGRor//ve/5fscOXJEBCDu3LkzWMukTqqmpkbs37+/uHnzZvGqq64S7777blEUeZxSaFm6dKl45ZVXOr3darWKmZmZ4l/+8hf5usrKSjE6Olr85z//GYglEokzZswQb7nlFtV1119/vTh37lxRFHmcUmgAIK5fv17+WstxefjwYRGAuHv3bvk+H330kSgIgnjmzJmArd0RZu47iObmZnzzzTeYPHmyfF1ERAQmT56MnTt3BnFlRGpVVVUAgNTUVADAN998A7PZrDp2Bw4ciOzsbB67FHCLFi3CjBkzVMcjwOOUQsuGDRswZswY/OpXv0J6ejpGjRqFV199Vb7dZDKhpKREdbwmJSXh8ssv5/FKATNu3Dhs3boVhYWFAIDvvvsOX3zxBX72s58B4HFKoUnLcblz504kJydjzJgx8n0mT56MiIgIfPXVVwFfs5I+qM9OPnPhwgW0tLQgIyNDdX1GRga+//77IK2KSM1qteKee+7B+PHjMXToUABASUkJoqKikJycrLpvRkYGSkpKgrBK6qzefvtt7N27F7t3725zG49TCiUnTpzASy+9hCVLlmDZsmXYvXs37rrrLkRFRSE3N1c+Jh19JuDxSoHyxz/+EdXV1Rg4cCB0Oh1aWlqwYsUKzJ07FwB4nFJI0nJclpSUID09XXW7Xq9Hampq0I9dBvdEFDCLFi3CwYMH8cUXXwR7KUQqxcXFuPvuu7F582bExMQEezlELlmtVowZMwYrV64EAIwaNQoHDx7Eyy+/jNzc3CCvjsjmX//6F95880289dZbGDJkCPbt24d77rkHWVlZPE6J/IRl+R1Ely5doNPp2kxuLi0tRWZmZpBWRdRq8eLF+PDDD/HZZ5+hR48e8vWZmZlobm5GZWWl6v48dimQvvnmG5SVlWH06NHQ6/XQ6/XYtm0bnn32Wej1emRkZPA4pZDRrVs3DB48WHXdoEGDUFRUBADyMcnPBBRM999/P/74xz/i17/+NYYNG4abb74Z9957L1atWgWAxymFJi3HZWZmZpuB5RaLBeXl5UE/dhncdxBRUVG45JJLsHXrVvk6q9WKrVu3YuzYsUFcGXV2oihi8eLFWL9+PT799FMYjUbV7ZdccgkiIyNVx+7Ro0dRVFTEY5cCZtKkSThw4AD27dsn/xszZgzmzp0rX+ZxSqFi/PjxbbYULSwsRK9evQAARqMRmZmZquO1uroaX331FY9XCpj6+npERKhDDZ1OB6vVCoDHKYUmLcfl2LFjUVlZiW+++Ua+z6effgqr1YrLL7884GtWYll+B7JkyRLk5uZizJgxuOyyy/DMM8+grq4Ov/3tb4O9NOrEFi1ahLfeegvvv/8+DAaD3IuUlJSE2NhYJCUlYcGCBViyZAlSU1ORmJiIO++8E2PHjsUVV1wR5NVTZ2EwGOQ5EJL4+HikpaXJ1/M4pVBx7733Yty4cVi5ciVuuOEGfP3111izZg3WrFkDABAEAffccw+eeOIJ9O/fH0ajEQ8//DCysrIwa9as4C6eOo2ZM2dixYoVyM7OxpAhQ/Dtt9/ir3/9K2655RYAPE4peGpra/HDDz/IX5tMJuzbtw+pqanIzs52e1wOGjQI06ZNw6233oqXX34ZZrMZixcvxq9//WtkZWUF6VX9KKiz+snnnnvuOTE7O1uMiooSL7vsMnHXrl3BXhJ1cgAc/lu7dq18n4aGBnHhwoViSkqKGBcXJ86ePVs8d+5c8BZNJIqqrfBEkccphZYPPvhAHDp0qBgdHS0OHDhQXLNmjep2q9UqPvzww2JGRoYYHR0tTpo0STx69GiQVkudUXV1tXj33XeL2dnZYkxMjNinTx/xwQcfFJuamuT78DilYPjss88cfjbNzc0VRVHbcXnx4kVxzpw5YkJCgpiYmCj+9re/FWtqaoLwatQEURTFIJ1XICIiIiIiIiIfYM89ERERERERUZhjcE9EREREREQU5hjcExEREREREYU5BvdEREREREREYY7BPREREREREVGYY3BPREREREREFOYY3BMRERERERGFOQb3REREFFTLly+HIAiYOHFisJdCREQUthjcExERkRxg2/+Ljo5GVlYWpk6divz8fJjN5mAvlYiIiBxgcE9EREQqGRkZ8j+9Xo9z585h06ZNuPXWWzFu3DhUVFQEe4lERERkh8E9ERERqZSUlMj/6urqcOrUKdx6660AgD179uCuu+4K8gqJiIjIHoN7IiIicik7Oxtr1qzBT3/6UwDAv/71L9TW1gZ5VURERKTE4J6IiIg0mTZtGgCgubkZx44dk6+fP38+BEHA/PnznX7vunXrIAgCevfu7dVznz9/Hg899BBGjRqFpKQkxMTEoE+fPliwYAEOHTrk1WMSERF1JPpgL4CIiIjCgyiK8uWWlpaAPe+WLVvwq1/9CpWVlQCAyMhIREVFwWQywWQy4Y033sCrr76KefPmBWxNREREoYaZeyIiItLkk08+AQAIggCj0RiQ5zxw4ACuu+46VFZW4tZbb8Xhw4fR0NCA2tpanDp1CgsXLkRzczMWLFiAPXv2BGRNREREoYjBPREREblUVFSE2267DZ9++ikAYObMmUhLSwvIc99zzz1oaGjAAw88gDVr1mDQoEHQ6XQAbLMAXnjhBdx1112wWCx44oknArImIiKiUMSyfCIiIlLJzMyUL9fU1KC+vl7+euDAgXjxxRcDso6TJ0/i008/hV6vx3333ef0fvPmzcOzzz6LLVu2oKWlRQ7+iYiIOhMG90RERKRSWlrq8Pp58+bhlVdeQUxMTEDW8eWXXwIArFYrBg8e7PR+Uv9/XV0dLl68iPT09ICsj4iIKJQwuCciIiIVaXCeKIooKSnBhg0b8Mc//hGvv/46hg0b5jKL7ktnz54FYAvunZ1wsKesMiAiIupM2HNPREREDgmCgG7duuF3v/sd1q9fD0EQ8Ic//EHuvfc3KSOfkZEBURQ1/fN2qz0iIqJwx+CeiIiI3Jo4cSJuvvlmiKKIO++8U7UVnl5vKwRsbGx0+v1VVVUeP6fU+3/hwgXU1dV5/P1ERESdCYN7IiIi0uSRRx6BTqfD4cOHUVBQIF+fkpICACguLnb6vV999ZXHzzd+/HgAtgz+Rx995PH3ExERdSYM7omIiEiTvn374sYbbwQAPP744zCbzQCAESNGAAB2797tMMA/cuQI3nvvPY+fr3///pg4cSIA4MEHH3Sb/S8vL/f4OYiIiDoKBvdERESk2QMPPABBEHDy5Em89tprAGz73ickJMBsNuOGG27A0aNHAQBmsxnvv/8+Jk+ejPj4eK+e77nnnkNCQgIKCwtxxRVX4P3331eV/585cwb/+Mc/MGnSJCxdurT9L5CIiChMMbgnIiIizYYOHYrrrrsOALBixQo0NTUhKSkJzzzzDARBwK5duzBw4EAkJiYiISEBs2bNQnZ2Nh577DGvn+/jjz9GZmYmvv/+e8yaNQsJCQno0qUL4uLi0KNHD8ybNy9gQ/6IiIhCFYN7IiIi8siDDz4IADh9+jReeeUVAMCCBQvwv//9Dz/96U+RmJgIi8WCnJwc/PnPf8a2bdu8ztwDtt77wsJCPP3005gwYQKSk5NRWVkJnU6HQYMG4Te/+Q3efPNNPPPMM754eURERGFJEKXNbImIiIiIiIgoLDFzT0RERERERBTmGNwTERERERERhTkG90RERERERERhjsE9ERERERERUZhjcE9EREREREQU5hjcExEREREREYU5BvdEREREREREYY7BPREREREREVGYY3BPREREREREFOYY3BMRERERERGFOQb3RERERERERGGOwT0RERERERFRmGNwT0RERERERBTmGNwTERERERERhbn/D497y8q2rIaPAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x114562990>"
+       "<Figure size 1200x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -312,14 +306,14 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
-    "plot(trainingErrors, 'bo-', linewidth = 2, markeredgecolor= 'none')\n",
-    "plot(testingErrors, 'go-', linewidth = 2, markeredgecolor= 'none')\n",
-    "plot()\n",
-    "grid(1)\n",
-    "xlabel('Rule', fontsize = 18)\n",
-    "ylabel('Number of Errors', fontsize = 18)\n",
-    "legend(['On Training Set', 'On Testing Set'], loc = 4)"
+    "fig = plt.figure(0, (12, 6))\n",
+    "plt.plot(trainingErrors, 'bo-', linewidth = 2, markeredgecolor= 'none')\n",
+    "plt.plot(testingErrors, 'go-', linewidth = 2, markeredgecolor= 'none')\n",
+    "plt.plot()\n",
+    "plt.grid(1)\n",
+    "plt.xlabel('Rule', fontsize = 18)\n",
+    "plt.ylabel('Number of Errors', fontsize = 18)\n",
+    "plt.legend(['On Training Set', 'On Testing Set'], loc = 4)"
    ]
   },
   {
@@ -334,21 +328,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -363,6 +357,11 @@
    "toc_section_display": "block",
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning To See [Part 15 - Information].ipynb b/Learning To See [Part 15 - Information].ipynb
index 1bf3e6f..34cacd2 100644
--- a/Learning To See [Part 15 - Information].ipynb	
+++ b/Learning To See [Part 15 - Information].ipynb	
@@ -11,34 +11,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
     "import time\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {
     "collapsed": true
    },
@@ -47,12 +41,12 @@
     "#Return to just using 3 images at training data:\n",
     "trainingExampleIndices = [7, 30, 46]\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n",
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#And two for testing:\n",
     "testingExampleIndices = [40, 41]\n",
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
@@ -64,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -76,7 +70,7 @@
        "       [ 105,  238]])"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -94,37 +88,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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VqpRbPX7WrFlu3/Lly/19UvNEmasqPaDp8vfee6/7UQ1QZVWuWLEi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\n3/9GN998c/xOECnuAVC+eoumEIsWP5ixMlkEmM+zInTRRRdFbP3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",
       "text/plain": [
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "from sklearn.externals.six import StringIO\n",
+    "from io import StringIO\n",
     "from IPython.display import Image  \n",
-    "import pydot\n",
+    "from sklearn.tree import export_graphviz\n",
+    "import pydotplus\n",
     "\n",
     "dot_data = StringIO()  \n",
-    "tree.export_graphviz(clf, out_file=dot_data) \n",
-    "graph = pydot.graph_from_dot_data(dot_data.getvalue())  \n",
-    "Image(graph.create_png())  "
+    "export_graphviz(clf, out_file=dot_data) \n",
+    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
+    "Image(graph.create_png()) "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -132,18 +127,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x10fc7fd10>"
+       "<matplotlib.image.AxesImage at 0x125653820>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10fdc8fd0>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -156,13 +151,13 @@
     "ruleVector = np.zeros(81)\n",
     "ruleVector[40] = 1; ruleVector[0] = -1; ruleVector[53] = -1\n",
     "\n",
-    "fig = figure(0, (6,6))\n",
-    "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = rwb)"
+    "fig = plt.figure(0, (6,6))\n",
+    "plt.imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = 'rainbow')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -181,9 +176,9 @@
     },
     {
      "data": {
-      "image/png": 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U5H/bNNTU1Li2Q7VSJ/PIPh0/frwtXWlU+t8wUe0111ypyPS+axE63RCgvz+4UknI4MGV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\nDnTpfuZ6HrMeUf5I1F94/JLlft96661JmT3Y9Zcpv1izHI963/wx4Dn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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x112bf7c90>"
+       "<Figure size 1400x800 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -191,13 +186,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, treeRule1)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, treeRule1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -216,9 +211,9 @@
     },
     {
      "data": {
-      "image/png": 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OOOO/AGD16tVPjBo16ovyHIWFhcM6b48ePfrLnbf79OlzefB/l/akbl5EfTjS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\nwEDCAAAGEgYAMAgm+BtPRKx8aQAAAABJRU5ErkJggg==\n"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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x113644d90>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -226,8 +221,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(testingExampleIndices, data, fig, testX, testY, treeRule1)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(testingExampleIndices, data, fig, testX, testY, treeRule1)"
    ]
   },
   {
@@ -239,21 +234,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 19,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
+      "image/png": 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16lQYGRlh27ZtCAoKwpUrVzBz5kyNe+zfvx+dOnVCw4YN8eWXX8LS0hK3bt3C/fv3xTp2dnZF9nPv3r0IDw/XaH/YsGHw9fXVqCcIAoYPH46qVauiSpUqYnlERAQ2b96MRo0awcnJqcSvaVH++OMPBAYGwsfHB8uWLcPFixfx9ddfIzk5GatWrSr1+tjYWPj4+KBKlSoYP348KlasiPj4eNy7d0+j3qRJkzB//nz06NEDo0ePxpUrV7Bs2TJcvnwZ+/btE+s9fvwY9+/fR48ePeDq6or8/HxERkZi4MCBuH79OubMmSPW3blzJwIDA+Ht7S0Gelu2bMGAAQPw+PFjjB07FgDQsmXLIr/2ixcvxl9//YU2bdqIZd999x0yMjI06t29exdTp07V+B6ptW3bFgMGDNAoa9iwYZFfq1WrVsHS0lL8bGhoqHG+QoUK6NevH6KjozWek4j+I4GonN25c0cAICxYsECjfOfOnQIAYejQocVem5GR8aq798YCIEyfPr1Q+f379wVjY2MhNDRULFOpVEKLFi0EZ2dnoaCgoMT7enl5CR4eHkJubq5YFhsbKxgYGAjjxo0rtV8eHh5CjRo1Sq23ceNGAYAQHh4ult2+fVuIi4vTqKdSqYQPP/xQkMvlGn8f0tLSBAcHB6Fr166CUqkstb0XtWnTRlAoFEJ2dnaJ9Y4ePSoAEGbPnq1R/uDBAyEvL08QBEEICAgQ3NzcytS+l5eXUL9+fSE/P18smzJliiCTyYSrV6+WeK1SqRTq1KkjNG3aVMjKyiq23sOHDwUjIyOhf//+GuXLli0TAAg7d+4stZ8dO3YULCwsNP7etG3bVnBychJycnLEsvz8fKF69epCvXr1SrxfVlaWYGVlJbRt27bUtr/66isBgHD8+HGNcgAaf7+LM336dAGA8OjRo1LrCoIgHDp0SAAgbN26Vav6pD/S0tIEAMKta45C8gMnSY9b1xwFAEJaWlp5fxl0jsPx9Nr68MMPAQB37twB8O/Q3eHDh/HJJ5/A3t4ezs7OYv0//vgDLVq0gIWFBaysrBAQEIDLly8Xuu+1a9fQs2dP2NnZwczMDJ6enhpDlEXNCT1z5gz8/f1RqVIlmJmZwd3dHYMGDdK4b1FzQs+fP4/27dtDoVDA0tISbdq0wcmTJzXqqNs7fvw4xo0bBzs7O1hYWKBr16549OiRRt20tDRcu3YNaWlp2n8hX/Dbb78hPz8fn3zyiUbfR4wYgfv37yMmJqbYa1NSUnDlyhV07doVJiYmYnn9+vVRu3ZtbNq0qcS2T506hZs3b6Jv376l9jMiIgIWFhbo0qWLWObu7g43NzeNejKZDIGBgcjNzcXt27c1rk9KSsLs2bNhYGCAzMxMqFTavYM5ISEBhw4dQrdu3QoNzRbVT5lMhj59+miUOzk5aUwlKIsrV67gypUrGDp0qEZ2/ZNPPoEgCKXOSdy/fz8uXbqE6dOnw8zMDFlZWVAqlYXqxcTEoKCgoFD2W/25tO8n8GyYPCsrC3l5eWJZeno6KlSooDGaYGRkJP78lGTXrl14+vSp1n9H3N3d8f777xd5Pjs7Gzk5OaXeRxAEpKenFzmtgOh56jcmSX3oKwah9Nq6desWAKBixYoa5Z988gmuXLmCadOm4fPPPwcAcd6jpaUlvvnmG3z55Ze4cuUKmjdvrhFMXrhwAU2bNsXBgwcxZMgQLFmyBIGBgdi1a1ex/UhOToafnx/i4uLw+eefY9myZejbt2+hYPJFly9fRosWLfDXX39h4sSJ+PLLL3Hnzh34+Pjgzz//LFR/1KhR+OuvvzB9+nSMGDECu3btwsiRIzXqbN++HbVr18b27dtLbLsk58+fh4WFBWrXrq1R/t5774nni5ObmwsARQYS5ubmePjwIRITE4u9Xj3Hr7QA49GjR4iMjERgYCAsLCxKrAtAbLNSpUpi2YEDB6BQKPDgwQN4enrC0tISCoUCI0aMKDUw2bRpE1QqVan9zM/Px5YtW/D++++/1JzP4qi/B02aNNEod3JygrOzc4nfI+DZswOAXC5HkyZNYGFhAXNzcwQFBSElJUWsV9z309zcHABw9uzZQvfOzs7G48ePERcXhw0bNmD9+vXw9vbWuIePjw8uX76ML7/8Ejdv3sStW7fw1Vdf4cyZM5g4cWKJfQ8PD4eZmRm6detWYr3z58/j6tWrhYJ/tbCwMFhYWMDMzAxeXl6IiIgo9l7VqlWDtbU1rKys0K9fPyQlJZXYNhHpxus1gY3eallZWXj8+DGUSiWuXbsmzhv76KOPNOrZ2toiKipKnLeVkZGBTz/9FIMHD8aaNWvEesHBwfD09MScOXPE8lGjRkEQBJw7dw6urq5i3RcXLDzvxIkT+Oeff7B//36NoODrr78u8XmmTp2K/Px8HDt2DNWqVQMADBgwAJ6enpg4cSIOHz6sUb9ixYrYv38/ZDIZgGeLh5YuXYq0tDRYW1uX2FZZJCQkwMHBQWxHrXLlygCeLUApjoODA2xsbHD8+HGN8idPnuDKlSsAgAcPHsDR0bHQtUqlEps3b8Z7770HDw+PEvu4efNmFBQUaJUNS0lJwdq1a9GiRQvxGQDgxo0bKCgoQJcuXRASEoK5c+ciOjoay5YtQ2pqaokLscLDw1G5cmUxG1+cffv24cmTJ1r1sywSEhIAQON51CpXrlzi9wh49uwA0LNnT7Rr1w6TJ0/GX3/9hblz5+LevXs4duwYZDIZPD09AQDHjx9H69atxeuPHj0KABoLrdSWLFmCyZMni5/btGmD9evXa9RR/8I1e/Zs8efE3Nwc27Zt08hsvyglJQV79+5FYGAgrKysSnzGkn6hef/999GzZ0+4u7vj4cOHWLFiBfr27Yu0tDSMGDFCrFehQgWMHDkS3t7ekMvlOHr0KFasWIFTp07hzJkzUCgUJfaB3j6q/x1St6mvGITSa2P69OmYPn26+FmhUOCbb74plBEZMmSIxsKByMhIpKamonfv3nj8+LFYbmhoiKZNm+LQoUMAnmXXjhw5gtGjR2sEoAAKBWTPs7GxAfBsQU79+vW1GmJVKpXYv38/AgMDxQAUeBZA9OnTBz/88APS09M1/pEbOnSoRj9atGiBxYsX4+7du6hXrx6AZ6uzBw4cWGr7JcnOzi5y0ZV62Dk7O7vYaw0MDDBs2DB88803mDx5MgYNGoT09HRMnDhRHI4t7vqoqCgkJSVptcI4IiICdnZ2aNu2bYn11NnK1NRULFu2TONcRkYGsrKyMHz4cHE1fLdu3ZCXl4fvv/8es2bNKrSqGgD+/vtvnD17FmPHjoWBQcmDRRERETA2NkbPnj1LfaayUH8Ni/s+paenl3i9egHPu+++i59//hkA0L17d5ibm2Py5MmIioqCr68vGjVqhKZNm+Kbb75BlSpV0Lp1a1y9ehUjRoyAsbFxkd/L3r17o0mTJnj06BF2796NpKSkQvXkcjlq1qyJHj16oFu3blAqlVizZg369euHyMhINGvWrMh+//LLL8jLyys1qFepVNi0aRMaNmxYKKMPoNAvSYMGDULjxo3xxRdfYODAgWLWdvTo0Rr1unfvjvfeew99+/bFypUrxZEWIno1OBxPr42hQ4ciMjISUVFROHv2LJKTk4scunN3d9f4rM76fPjhh7Czs9M49u/fj+TkZAAQ5wvWqVOnTP1q1aoVunfvjpkzZ6JSpUro0qUL1q9fLw5lFuXRo0fIysoSM03Pq127NlQqVaFVyi8GxhUqVAAA/PPPP2Xqb2nMzMyK7Lt6iLq0OXuzZs1CSEgI5s+fj5o1a6JJkyYwMjJCSEgIAGisMn5eeHg4DA0N0atXrxLvf/v2bcTExKBXr16l7jYwatQo7N27F2vXrkX9+vU1zqmfo3fv3hrl6uHb4ua+ajtlICMjA7/99hv8/f0LTRn5r9R9L+77VNr3qLRnP3HihFi2bds21K9fH4MGDYK7uzs6deqEnj17omHDhkV+L93c3ODr64vevXsjPDwc1apVg6+vr0YgOnLkSOzatQubNm1CUFAQ+vbtiwMHDqBy5cqFAr/nhYeHw9bWFu3bty/x+Q4fPowHDx5onYE2MTHByJEjkZqaWuQUg+f16dMHjo6O4pQGoucp/7dZvdSHvmImlF4bNWrUKLT9TVFe/AdYvdhk48aNRQ4D/9dtk9SbU588eRK7du3Cvn37MGjQICxcuBAnT54sNugqqxe3hVHT9WKJypUr49ChQxAEQSPzqh4CLm07IRMTE6xduxazZ8/G33//DQcHB9SsWRN9+vSBgYFBkUPt2dnZ2L59O3x9feHg4FDi/dVz90oLMGbOnImVK1di3rx56N+/f6HzTk5OuHz5cqH27O3tARQf3EdERMDT0xONGzcusf0dO3YgKytL50PxwL/D8AkJCXBxcdE4l5CQIM7fLY76e6jNs1epUgXHjh3DjRs3kJiYiBo1asDR0RFOTk6oWbNmqX3t0aMHfvjhBxw5cgT+/v7Iy8vDjz/+iIkTJ2pkko2NjdG+fXssX74ceXl5GgvbACA+Ph5Hjx7F0KFDSx1tCA8Ph4GBQaEguyTqr+Pzc2JLqqtNPSL6b5gJpTde9erVATz7B9bX17fQ4ePjAwDisPilS5deqp1mzZph9uzZOHPmDMLDw3H58uViVw/b2dnB3Nwc169fL3Tu2rVrMDAwKBRcSKVBgwbIysrC1atXNcrVi6W03ZPVwcEBLVq0QM2aNaFUKhEdHY2mTZsWGZTv3LmzTCueq1evXuyQLQCsWLECM2bMwJgxYzBp0qQi66iDyBfnNarnU6r3M33en3/+qfXq/fDwcFhaWqJz586l1i0r9ffgzJkzGuUPHz7E/fv3S/0evcyz16hRAy1atICjoyOuXLmChIQErX4pVGdA1Ts2PHnyBAUFBUWuxs/Pz4dKpSry3P/93/9BEIRSv/a5ubnYtm0bfHx8yrT/qnokpKhnf54gCIiLiyu1HhH9dwxC6Y3n7+8PhUKBOXPmID8/v9B59TZHdnZ2aNmyJdatW4f4+HiNOiVlG//5559C59VBQHFD8oaGhvDz88Nvv/2msTo/KSkJERERaN68+UstetDFFk1dunSBsbExVq5cKZYJgoDVq1ejSpUqGtvdJCQk4Nq1a0V+XZ/37bffIiEhAePHjy/yfEREBMzNzdG1a9cS71Paimfg2aKlTz/9FH379sWiRYuKraeep/njjz9qlK9duxZGRkbiLycv9hNAie0Dz/5OHThwAF27dhVXkuvSO++8g1q1amHNmjUaAduqVasgk8nQo0cPsayovxNdunSBXC7H+vXrNbalWrt2LQCUONdWpVJh4sSJMDc3x/Dhw8XyF7cLU/vxxx8hk8nQqFEjAM9+GbSxscH27ds1tm3KyMjArl27UKtWrSKnE0RERMDV1RXNmzcvtm8A8PvvvyM1NbXYYLWofj59+hTfffcdKlWqpJHhLqruqlWr8OjRI7Rr167EftDbSSmUz6GvOBxPbzyFQoFVq1ahf//+aNSoEYKCgmBnZ4f4+Hjs2bMHH3zwAZYvXw4AWLp0KZo3b45GjRph6NChcHd3R1xcHPbs2VPsK0I3bNiAlStXomvXrqhevTqePn2KH374AQqFAh06dCi2X19//bX4estPPvkERkZG+P7775Gbm4v58+e/1LNu374dH3/8MdavX//SC5ScnZ0xZswYLFiwAPn5+Xj33XexY8cOHD16VJy3qTZ58mRs2LABd+7cEbcg+vnnn7Ft2za0bNkSlpaWOHDgALZs2YLBgweje/fuhdpLSUnBH3/8ge7du5c6daG0+ZinTp3CgAEDULFiRbRp00bjtY7As1XR6ox3w4YNMWjQIKxbtw4FBQVo1aoVoqOjsXXrVkyePLlQFk29er9Zs2Zidr042qzev3DhAnbu3AkAuHnzJtLS0sSV4vXr10enTp1KbGPBggXo3Lkz/Pz8EBQUhEuXLmH58uUYPHiwxmKcov5OODo6YsqUKZg2bRratWuHwMBA/PXXX/jhhx/Qu3dvvPvuu+L1o0ePRk5ODho0aID8/HxERETg1KlT2LBhg8Y85dmzZ+P48eNo164dXF1dkZKSgm3btuH06dMYNWqUOA3D0NAQn332GaZOnYpmzZphwIABUCqV+PHHH3H//n1xodTzLl26hAsXLuDzzz8vcZEg8OzviFwuL/LvGvAsS75jxw506tQJrq6uSEhIEH/x3Lhxo8Y0ADc3N/Tq1Qt169aFqakpjh07hk2bNqFBgwYYNmxYif0gIh0op03yiUTFvTHpRevXrxcACKdPny7y/KFDhwR/f3/B2tpaMDU1FapXry4MHDhQOHPmjEa9S5cuCV27dhVsbGwEU1NTwdPTU/jyyy8LtXPnzh1BEATh3LlzQu/evQVXV1dBLpcL9vb2QseOHQvdF0W8oejcuXOCv7+/YGlpKZibmwutW7cWTpw4odVzqd/OcujQoUJ1169fX+LXqrj+qCmVSmHOnDmCm5ubYGJiIrzzzjvCzz//XKhecHCwxtdCEAThzz//FFq2bClUqFBBMDU1FerXry+sXr1aUKlURba1evVqrd6+o1QqhSpVqgiNGjUqto76+Ys7Xvy65OXlCTNmzBDc3NwEY2NjwcPDQ1i8eHGR9967d68AQFi6dGmJ/RQEQWjWrJlgb29f4tulSuprcHBwqW0IgiBs375daNCggSCXywVnZ2dh6tSp4luYXmznxWdXqVTCsmXLhJo1awrGxsaCi4tLsdfXr19fsLCwEKysrIQ2bdoIBw8eLNSX/fv3Cx07dhScnJwEY2NjwcrKSvjggw+E9evXF/m9Dw8PF9577z3BxsZGMDMzE5o2bSr88ssvRT7n559/LgAQLly4UOLXIy0tTTA1NRW6detWbJ39+/cLbdu2FRwdHQVjY2PBxsZG8PPzE6KiogrVHTx4sODl5SVYWVmJfz8mTZokpKenF3lvvjHp7aV+Y1LsFXvh1j1HSY/YK/Z6+8YkmSDo8Vb8RG8xmUyGCRMmYOLEieKm3URUdkqlEv/88w+OHz+OwMBAbN26VWNKBOm/9PR0WFtbI/aKPayspJ3J+PSpCg28kpGWlqZ3e9dyTiiRHluwYAHs7OywYsWK8u4K0Rvr4sWLsLOzQ2BgYHl3hUivcE4okZ6KjIwU/6zNVjtEVDQPDw+Nnyf1yyPo7aOCDEqUPG/5VbSprxiEEukpbbbXIaLSWVpa8ueJ6BVgEEpERESkBZXw7JC6TX3FOaFEREREJDkGoUREREQkOQahRK+Aj4+Pxht54uLiIJPJEBYW9tL3k8lkkMlk6Nixo246SfSWatCgAX+e6KUo/7cwSepDXzEIpTeOOqBTHwYGBrC1tUX79u0RExNT3t17ZWrVqoWNGzfis88+K3Ru586daNSoEUxNTeHq6orp06ejoKBAq/vevHkTPXr0QIUKFWBubo7mzZvj0KFDheo9/zV/8SjqNZC3bt1Cnz59YG9vDzMzM9SoUQNTpkwpVG/Lli1o1qwZbGxsULFiRbRq1Qp79uzRqPPw4UP069cPnp6esLKygo2NDd577z1s2LCh2Feubt68Gd7e3rCwsICNjQ3ef/99HDx4UKtnmjdvnka97du3w9/fH05OTpDL5XB2dkaPHj1w6dKlUr++alevXkW7du1gaWkJW1tb9O/fv9hXYRbl6dOnmDhxItzd3SGXy1GlShX06NEDWVlZGvXUb+kyNzdHhQoV0KNHD41XxwJAdHR0id/P2bNnl/meL7p16xZMTU0hk8lw5swZjXPP/1L14mFsbCzWe/LkCRYsWICWLVvCzs4ONjY2aNasGTZv3lyovYyMDEyfPh3t2rWDra1tib/0zZkzBxs3bkSlSpVKfAYierW4MIneWL1790aHDh2gVCrx999/Y+XKlWjdujVOnz6NunXrlnf3dM7BwQH9+vUrVP7HH38gMDAQPj4+WLZsGS5evIivv/4aycnJWLVqVYn3vHfvHry9vWFoaIgJEybAwsIC69evh5+fH6KiotCyZUux7saNGwtdf+bMGSxZsgR+fn4a5bGxsfDx8UGVKlUwfvx4VKxYEfHx8bh3755GvWXLluHTTz9FQEAA5s2bh5ycHISFhaFjx47Ytm0bunXrBgB4/Pgx7t+/jx49esDV1RX5+fmIjIzEwIEDcf36dcyZM0fjvjNmzMCsWbPQo0cPDBw4EPn5+bh06RIePHhQ6Bnatm2LAQMGaJQ1bNhQ4/PFixdRoUIFjB49GpUqVUJiYiLWrVuH9957DzExMahfv36JX+f79++jZcuWsLa2xpw5c5CRkYFvv/0WFy9exKlTpzReJVmUtLQ0tGrVCvfv38fQoUPh4eGBR48e4ejRo8jNzRXfX79792506dIFjRo1wrx585Ceno4lS5agefPmOH/+POzs7AAAtWvXLvL7uXHjRuzfv1/j+6ntPV80duxYGBkZITc3t9C5KVOmYPDgwRplmZmZGD58uEbbMTExmDJlCjp06ICpU6fCyMgI27ZtQ1BQEK5cuYKZM2eKdR8/foxZs2bB1dUV9evXR3R0dLFfT/XrdqdOnVpsHaKilEdmUp8zoXxtJ71xinvN5x9//CEAEEaMGFFOPftXq1athFatWomf1X3W5nWb2tzveV5eXkL9+vWF/Px8sWzKlCmCTCYTrl69WuJ9P/nkE8HIyEi4du2aWJaZmSm4uLiU+PpMtZCQEEEmkwn37t0Ty5RKpVCnTh2hadOmQlZWVonX16hRQ3j33Xc1XvuYlpYmWFpaCp07dy61/Y4dOwoWFhYar8+MiYkRZDKZsGjRolKvByCEhoaWWq8oiYmJgpGRkTBs2LBS644YMUIwMzMT7t69K5ZFRkYKAITvv/9eq+ttbGyE27dvl1jPy8tL8PDwEHJzc8Wy2NhYwcDAQBg3blyp7Xh4eAg1atT4z/fcu3evYGJiIkydOrXEV+0+b+PGjQIAITw8XCy7ffu2EBcXp1FPpVIJH374oSCXy4WMjAyxPCcnR0hISBAEQRBOnz6t1c+bm5ubEBAQUGrfiNSv7TxxubJwIb6KpMeJy5X19rWdHI4nvdGiRQsAz4YBn5eamooxY8bAxcUFcrkcHh4e+Oabb6BSqTTqqVQqLFmyBHXr1oWpqSns7OzQrl07jaHE9evX48MPP4S9vT3kcjm8vLxKzTYWJz8/H9euXUNCQsJLXQ8AV65cwZUrVzB06FAYGf07sPHJJ59AEAT88ssvJV5/9OhRNGzYEJ6enmKZubk5OnfujHPnzuHGjRvFXpubm4tt27ahVatWcHZ2Fsv379+PS5cuYfr06TAzM0NWVhaUSmWR90hPT4e9vT1ksn9/01coFLC0tNTqNaNVq1ZFVlYW8vLyxLLvvvsOjo6OGD16NARBQEZGRqn3yc7ORk5OTqn1nmdvbw9zc3OkpqaWWnfbtm3o2LEjXF1dxTJfX1/UrFkTW7ZsKfHa1NRUrF+/HkOHDoW7uzvy8vKKzC6mpKTgypUr6Nq1q0ZmtX79+qhduzY2bdpUYjunTp3CzZs30bdv3/90z/z8fIwePRqjR49G9erVS2zzeREREbCwsECXLl3EMnd3d7i5uWnUk8lkCAwMRG5uLm7fvi2Wy+VyODo6at0e0ctQCbJyOfQVg1DSG+o5ahUqVBDLsrKy0KpVK/z8888YMGAAli5dig8++ACTJ0/GuHHjNK4PCQkRg9VvvvkGn3/+OUxNTXHy5EmxzqpVq+Dm5oYvvvgCCxcuhIuLCz755JOXei3mgwcPULt2bUyePPnlHhjA+fPnAQBNmjTRKHdycoKzs7N4vji5ublFBnvq4d2zZ88We+3vv/+O1NRUjaAFAA4cOADgWVDQpEkTWFhYwNzcHEFBQUhJSdGo6+Pjg71792LZsmWIi4vDtWvXEBoairS0NIwePbpQm9nZ2Xj8+DHi4uKwYcMGrF+/Ht7e3hrPEBUVhXfffRdLly6FnZ0drKysULlyZSxfvrzI5wgLC4OFhQXMzMzg5eWFiIiIYp85NTUVjx49wsWLFzF48GCkp6ejTZs2xdYHnn2fk5OTC32PAOC9994r9Xt07Ngx5OTkwMPDAz169IC5uTnMzMzwwQcfIDY2VqynDkyL+34+fPgQiYmJxbYTHh4OABrfz5e553fffYd//vmnTEPdjx49QmRkJAIDA2FhYVFqfXWbnNNJ9GbjnFB6Y2VlZeHx48dQKpW4ceOGGFT26NFDrLNo0SLcunUL58+fR40aNQAAw4YNg5OTExYsWIDx48fDxcUFhw4dQlhYGD799FMsWbJEvH78+PEaC18OHz6s8Q/yyJEj0a5dOyxatAihoaGv+pELUWdRK1euXOhc5cqV8fDhwxKv9/T0xNGjR/H06VNYWVmJ5ceOHQOAIudQqoWHh0Mul2t8vQGI2dOePXuiXbt2mDx5Mv766y/MnTsX9+7dw7Fjx8TM59KlS/H48WN8+umn+PTTTwE8CyyioqLg7e1dqM0lS5ZoBO1t2rTB+vXrxc///PMPHj9+jOPHj+PgwYOYPn06XF1dsX79eowaNQrGxsYYNmyYWP/9999Hz5494e7ujocPH2LFihXo27cv0tLSMGLEiELtN2vWDNevXwfw7C06U6dORUhISLFfI6D071FKSgpyc3Mhl8uLvF799Zw8eTKqV6+On376CWlpaZg5cyY+/PBDXL58GZUrV4aDgwNsbGxw/PhxjeufPHmCK1euAHj2/SwqW6hUKrF582a899578PDwEMvLes/ExER89dVX+Pbbb6FQKEr8ujxv8+bNKCgoKPQLTVFSUlKwdu1atGjRosivKRG9ORiE0htr+vTpmD59uvjZ0tISCxcu1AiKtm7dihYtWqBChQp4/PixWO7r64t58+bhyJEj6Nu3L7Zt2waZTKZxP7Xnh4qfD0DT0tKQn5+PVq1aYd++fUhLS4O1tbXW/a9atWqxK7u1lZ2dDQBFBjCmpqZIT08v8foRI0Zg165d6NWrF2bPng0LCwusXLlSnIKgvv+L0tPTsWfPHnTo0AE2NjYa59TD3++++y5+/vlnAED37t1hbm6OyZMnIyoqSnwForm5OTw9PeHs7IyOHTvi6dOnWLx4Mbp164ajR49qBETAs8VoTZo0waNHj7B7924kJSVp9FHd9pMnT7Bp0yb06tULwLNfTOrWrYuvv/5aIwh9MbgaNGgQGjdujC+++AIDBw4slAFcv3490tPTcfv2baxfvx7Z2dlQKpUwMCh+UKm075G6TnFBqPqZZDIZoqKiYGlpCeDZ4ilvb2+sWLECX3/9NQwMDDBs2DB88803mDx5MgYNGoT09HRMnDhRnK5Q3PczKioKSUlJ+OKLLzTKy3rPSZMmoVq1aoUWHZUmIiICdnZ2Re6y8DyVSoW+ffsiNTUVy5YtK1MbRLrAhUm6xeF4emMNHToUkZGR2LVrF8aOHSsGBM+7ceMG9u7dCzs7O41DHQQlJycDeDaP1MnJCba2tiW2efz4cfj6+orb/tjZ2Yn/cKelpb2CpyyZOkgqao5gTk5OqfMq27dvj2XLluHIkSNo1KgRPD09sWfPHnGLHnXA86Jt27YhJyenyMyVus3evXtrlPfp0wcAcOLECbHso48+Qnx8PMLCwtCjRw98/PHHiI6ORl5eXpHbObm5ucHX1xe9e/dGeHg4qlWrBl9fXzEQUrdtbGys8cuIgYEBevXqhfv37yM+Pr7Yr4eJiQlGjhyJ1NTUIqcieHt7w9/fHyNGjMC+ffvw888/lzqdorTv0fN1Srq+U6dOGt+PZs2awd3dXePrOWvWLISEhGD+/PmoWbMmmjRpAiMjIzFbW9z3Mzw8HIaGhmLQ/jxt73ny5Els3LgRixcvLjEof9Ht27cRExODXr16acxrLsqoUaOwd+9erF27ttQdCYjo9ccglN5YNWrUgK+vLzp27IhFixZh7Nix+PzzzzUWEqlUKrRt2xaRkZFFHt27d9e6vVu3bqFNmzZ4/PgxFi1ahD179iAyMhJjx44V25KaejiyqMVNCQkJcHJyKvUeI0eORFJSEk6cOIEzZ87g2rVrYka3Zs2aRV4THh4Oa2vrIjf6Vrfp4OCgUW5vbw/g2ZA58Cz42Lt3Lzp37qxRz9bWFs2bNy+UpSxKjx49cO/ePRw5ckS81tTUFBUrVoShoWGJ7RfHxcUFAArNX31RhQoV8OGHH4pzKYtT2vfI1ta22CwoUPzXE3j2TM8/j4mJCdauXYuHDx/iyJEjuH79upilNzAwKJRZBp5lMrdv3w5fX98i29D2nhMnTkSLFi3g7u6OuLg4xMXFiaMPCQkJxQb/6jm4pQ3Fz5w5EytXrsS8efPQv3//EusSvSpKGJTLoa84HE96Y8qUKfjhhx8wdepU7N27FwBQvXp1ZGRkiJnP4lSvXh379u1DSkpKsdnQXbt2ITc3Fzt37tRY5VzUxu5SadCgAYBn+3W+9957YvnDhw/FPSW1YWFhoTEH88CBA+LilxclJCTg0KFDGDhwYJHBU+PGjfHDDz8Umk+qnp+q3lcyKSkJAIpcOZ+fn6/VZvvqDKg6C21gYIAGDRrg9OnTyMvL01jR/WL7xVGvuC6tnrr90jLgVapUgZ2dXaEN24FnK9LV38PiNG7cGEDR83MfPnyIWrVqFSp3cHAQA0qlUono6Gg0bdq0yEzozp078fTp01KDwNLuGR8fj7t378Ld3b3QtZ07d4a1tXWROwlERESgevXqaNasWbFtr1ixAjNmzMCYMWMwadKkEvtJRG8O/Q2v6a1jY2ODYcOGYd++feKq4Z49eyImJgb79u0rVD81NVUMdLp37w5BEDQ2v1ZTz9tUZ9aen8eZlpamsTCmLHSxRdM777yDWrVqYc2aNRrB3KpVqyCTyTSGpNPS0nDt2rVSg6YTJ07g119/RUhISJFzXDdt2iTOzStKly5dIJfLsX79eo3s8Nq1awFAnPfn4eEBAwMDbN68WeNrev/+fXHrKLXi3iz0448/QiaToVGjRmJZr169oFQqsWHDBrEsJycH4eHh8PLyEjOLRd3z6dOn+O6771CpUiUx+AP+nbbxvLi4OERFRRW56v1F3bt3x+7duzU264+KisLff/+Njz76SCwr6u+Ep6cn6tevj99++01jXvP+/ftx7969UudRfvvtt0hISMD48eOLPB8REQFzc3N07dq11Oco6Z5r1qzB9u3bNY5Ro0aJ9YvKGJ8/fx5Xr14Vp2oUZfPmzfj000/Rt29fLFq0SOs+EtHrj5lQ0iujR4/Gd999h3nz5mHTpk2YMGECdu7ciY4dO2LgwIFo3LgxMjMzcfHiRfzyyy+Ii4tDpUqV0Lp1a/Tv3x9Lly7FjRs30K5dO6hUKhw9ehStW7fGyJEj4efnBxMTE3Tq1AnDhg1DRkYGfvjhB9jb279UIKneoik4OPil3ykPAAsWLEDnzp3h5+eHoKAgXLp0CcuXL8fgwYNRu3Ztsd727dvx8ccfY/369Rg4cCAA4O7du+jZsyc6d+4MR0dHXL58GatXr0a9evUKvYVILTw8HE5OTvDx8SnyvKOjI6ZMmYJp06ahXbt2CAwMxF9//YUffvgBvXv3xrvvvgvgWaZx0KBBWLt2Ldq0aYNu3brh6dOnWLlyJbKzszXmWs6ePRvHjx9Hu3bt4OrqipSUFGzbtg2nT5/GqFGjNIaZhw0bhrVr1yI0NBR///03XF1dsXHjRty9exe7du0S661YsQI7duxAp06d4OrqioSEBKxbtw7x8fHYuHGjRha1bt26aNOmDRo0aIAKFSrgxo0b+PHHH5Gfn1/oFZ9F+eKLL7B161a0bt0ao0ePRkZGBhYsWIC6devi448/FusV93di8eLFaNu2LZo3b45hw4YhLS0NixYtQs2aNTVW8f/888/Ytm0bWrZsCUtLSxw4cABbtmzB4MGDi5x6kpKSgj/++APdu3cvdr6otvd88a1ZAMTMZ6tWrYoM1ovaFup5p06dwoABA1CxYkW0adOmUCD7/vvvo1q1auLn5cuXIzU1Vcx679q1C/fv3wfwbD5pWRYOEhVFKId9OwU93ieUb0yiN05xb0xSGzhwoGBoaCjcvHlTEARBePr0qTB58mTBw8NDMDExESpVqiS8//77wrfffivk5eWJ1xUUFAgLFiwQatWqJZiYmAh2dnZC+/bthbNnz4p1du7cKdSrV08wNTUVqlatKnzzzTfCunXrBADCnTt3xHravDFJXRYcHFzqM5f0xiRBEITt27cLDRo0EORyueDs7CxMnTpV49kEQRDWr19fqA8pKSlCly5dBEdHR8HExERwd3cXJk2aJKSnpxfZzrVr1wQApb59R6VSCcuWLRNq1qwpGBsbCy4uLkX2KT8/X1i2bJnQoEEDwdLSUrC0tBRat24tHDx4UKPe/v37hY4dOwpOTk6CsbGxYGVlJXzwwQfC+vXrNd62pJaUlCQEBwcLtra2glwuF5o2bSrs3bu30D3btm0rODo6CsbGxoKNjY3g5+cnREVFFbrf9OnThSZNmggVKlQQjIyMBCcnJyEoKEi4cOFCiV+H5126dEnw8/MTzM3NBRsbG6Fv375CYmKiRp2S/k5ERkYKzZo1E0xNTQVbW1uhf//+4huC1P7880+hZcuWQoUKFQRTU1Ohfv36wurVq4v8GgmCIKxevVoAIOzcubPYfpf1ns9T/50r6o1JSqVSqFKlSolv5lJfX9zx4huR3Nzciq37/M/n8/X5xiTShvqNSVEXXYWTcVUlPaIuuurtG5NkgvAf94gholfOx8cH+fn5+O2332BiYlKmPRiJSJN6Kk6jRo1Qr1497N69u7y7RK+59PR0WFtbY/9FN1hYSTuTMfOpCn517yItLU3v/t/POaFEb4gTJ07Azs6uxPlzRFQ6Hx8f2NnZaczRJSLpcU4o0Rtg4cKF4lY82qzaJqLiff/993j69CkA/jxR2SgFAygFafN3Sj0er2YQSvQGeH6lNhH9N02bNi3vLhAROBxPREREpJfmzZsHmUyGMWPGiGU5OTkIDQ1FxYoVYWlpie7du4v7NqvFx8cjICAA5ubmsLe3x4QJEwrt3RwdHY1GjRpBLpfDw8PjpXZ5YRBKREREpAUVZFDBQOLj5bZoOn36NL7//nvUq1dPo3zs2LHYtWsXtm7disOHD+Phw4fo1q2beF6pVCIgIAB5eXk4ceIENmzYgLCwMEybNk2sc+fOHQQEBKB169aIjY3FmDFjMHjw4CL35C7JW7c6XqVS4eHDh7CysoJMpsd7bxEREekRQRDw9OlTODk5wcBA2hyaenX8ngvVYGFlWPoFOpT5VImAerfLtDo+IyMDjRo1wsqVK/H111+jQYMG+O6775CWlgY7OztERESILzO5du0aateujZiYGDRr1gx//PEHOnbsiIcPH4pvSVu9ejUmTZqER48ewcTEBJMmTcKePXtw6dIlsc2goCCkpqaKbyzUxls3J/Thw4fiu6GJiIjozXLv3j04OzuXS9tKyKB8yczkf2kTeBYIP08ulxf56mQACA0NRUBAAHx9ffH111+L5WfPnkV+fr7Gq6xr1aoFV1dXMQiNiYlB3bp1xQAUAPz9/TFixAhcvnwZDRs2RExMTKHXYfv7+2sM+2vjrQtCraysAAB3z1WFwpKzEYj0Tdeadcu7C0T0ChQgH8fwu/jv+NvmxQTa9OnTMWPGjEL1Nm3ahHPnzuH06dOFziUmJsLExAQ2NjYa5Q4ODkhMTBTrPB+Aqs+rz5VUJz09HdnZ2TAzM9Pqmd66IFQ9BK+wNIBC4g1niejVM5IZl3cXiOhV+N/kwbd1Kt29e/c0huOLyoLeu3cPo0ePRmRkJExNTaXs3kt564JQIiIiopdRPvuEPou+FQpFqXNCz549i+TkZDRq1Ojf65VKHDlyBMuXL8e+ffuQl5eH1NRUjWxoUlISHB0dAQCOjo44deqUxn3Vq+efr/PiivqkpCQoFAqts6AAV8cTERER6YU2bdrg4sWLiI2NFY8mTZqgb9++4p+NjY0RFRUlXnP9+nXEx8fD29sbAODt7Y2LFy8iOTlZrBMZGQmFQgEvLy+xzvP3UNdR30NbzIQSERERaeHZFk3STgcoS3tWVlaoU6eORpmFhQUqVqwoloeEhGDcuHGwtbWFQqHAqFGj4O3tjWbNmgEA/Pz84OXlhf79+2P+/PlITEzE1KlTERoaKk4BGD58OJYvX46JEydi0KBBOHjwILZs2YI9e/aU6dkYhBIRERG9JRYvXgwDAwN0794dubm58Pf3x8qVK8XzhoaG2L17N0aMGAFvb29YWFggODgYs2bNEuu4u7tjz549GDt2LJYsWQJnZ2esXbsW/v7+ZerLW7dPqHqvr3/+rsaFSUR6yN+pQXl3gYhegQIhH9H4rUz7ZeqKOnbY+lctmEu8T2jWUyU+qn+tXJ77VWMURkRERESSYxBKRERERJLjnFAiIiIiLZTnFk36iJlQIiIiIpIcM6FEREREWlDBACqJ83cqMBNKRERERKQzDEKJiIiISHIcjiciIiLSglKQQSlI+8YkqduTEjOhRERERCQ5ZkKJiIiItKCEAZQS5++UXJhERERERKQ7zIQSERERaUElGEAl8Wb1Km5WT0RERESkOwxCiYiIiEhyHI4nIiIi0gIXJukWM6FEREREJDlmQomIiIi0oIL0m8erJG1NWsyEEhEREZHkGIQSERERkeQ4HE9ERESkBRUMoJI4fyd1e1LS3ycjIiIiotcWM6FEREREWlAKBlBK/MYkqduTkv4+GRERERG9tpgJJSIiItKCCjKoIPUWTdK2JyVmQomIiIhIcgxCiYiIiEhyHI4nIiIi0gIXJumW/j4ZEREREb22mAklIiIi0oISBlBKnL+Tuj0p6e+TEREREdFri0EoEREREUmOw/FEREREWlAJMqgEifcJlbg9KTETSkRERESSYyaUiIiISAuqcliYpNLjfKH+PhkRERERvbaYCSUiIiLSgkowgErizeOlbk9K+vtkRERERPTaYhBKRERERJLjcDwRERGRFpSQQQlpt0ySuj0pMRNKRERERJJjJpSIiIhIC1yYpFv6+2RERERE9NpiEEpEREREkuNwPBEREZEWlJB+oZBS0takxUwoEREREUmOmVAiIiIiLXBhkm7p75MRERER0WuLQSgRERERSY7D8URERERaUAoGUEo8PC51e1LS3ycjIiIiotcWM6FEREREWhAgg0riLZoEvjueiIiIiEh3mAklIiIi0gLnhOqW/j4ZEREREb22GIQSERERkeQ4HE9ERESkBZUgg0qQdqGQ1O1JiZlQIiIiIpIcM6FEREREWlDCAEqJ83dStycl/X0yIiIiInptMQglIiIiIslxOJ6IiIhIC1yYpFvMhBIRERHpiVWrVqFevXpQKBRQKBTw9vbGH3/8IZ738fGBTCbTOIYPH65xj/j4eAQEBMDc3Bz29vaYMGECCgoKNOpER0ejUaNGkMvl8PDwQFhYWJn7ykwoERERkRZUMIBK4vxdWdtzdnbGvHnzUKNGDQiCgA0bNqBLly44f/483nnnHQDAkCFDMGvWLPEac3Nz8c9KpRIBAQFwdHTEiRMnkJCQgAEDBsDY2Bhz5swBANy5cwcBAQEYPnw4wsPDERUVhcGDB6Ny5crw9/fXuq8MQomIiIhec+np6Rqf5XI55HJ5oXqdOnXS+Dx79mysWrUKJ0+eFINQc3NzODo6FtnO/v37ceXKFRw4cAAODg5o0KABvvrqK0yaNAkzZsyAiYkJVq9eDXd3dyxcuBAAULt2bRw7dgyLFy8uUxDK4XgiIiIiLSgFWbkcAODi4gJra2vxmDt3bun9VSqxadMmZGZmwtvbWywPDw9HpUqVUKdOHUyePBlZWVniuZiYGNStWxcODg5imb+/P9LT03H58mWxjq+vr0Zb/v7+iImJKdPXk5lQIiIiotfcvXv3oFAoxM9FZUHVLl68CG9vb+Tk5MDS0hLbt2+Hl5cXAKBPnz5wc3ODk5MTLly4gEmTJuH69ev49ddfAQCJiYkaASgA8XNiYmKJddLT05GdnQ0zMzOtnolBKBEREdFrTr3QSBuenp6IjY1FWloafvnlFwQHB+Pw4cPw8vLC0KFDxXp169ZF5cqV0aZNG9y6dQvVq1d/Vd0vEofjiYiIiLSg3qJJ6qOsTExM4OHhgcaNG2Pu3LmoX78+lixZUmTdpk2bAgBu3rwJAHB0dERSUpJGHfVn9TzS4uooFAqts6AAg1AiIiIivaZSqZCbm1vkudjYWABA5cqVAQDe3t64ePEikpOTxTqRkZFQKBTikL63tzeioqI07hMZGakx71QbHI4nIiIi0oIgGEAlSJu/E8rY3uTJk9G+fXu4urri6dOniIiIQHR0NPbt24dbt24hIiICHTp0QMWKFXHhwgWMHTsWLVu2RL169QAAfn5+8PLyQv/+/TF//nwkJiZi6tSpCA0NFeehDh8+HMuXL8fEiRMxaNAgHDx4EFu2bMGePXvK1FcGoURERER6Ijk5GQMGDEBCQgKsra1Rr1497Nu3D23btsW9e/dw4MABfPfdd8jMzISLiwu6d++OqVOnitcbGhpi9+7dGDFiBLy9vWFhYYHg4GCNfUXd3d2xZ88ejB07FkuWLIGzszPWrl1bpu2ZAAahRERERHrjxx9/LPaci4sLDh8+XOo93Nzc8Pvvv5dYx8fHB+fPny9z/57HIJSIiIhIC0rIoIS073KXuj0pcWESEREREUmOmVAiIiIiLagEvNSWSf+1TX3FTCgRERERSY6ZUCIiIiItqMphiyap25OS/j4ZEREREb22GIQSERERkeQ4HE9ERESkBRVkUEm8ZZLU7UmJmVAiIiIikhwzoURERERaUAoyKCXeoknq9qTETCgRERERSY5BKBERERFJjsPxRERERFrgPqG6pb9PRkRERESvLWZCiYiIiLSggkz6d8dziyYiIiIiIt1hJpSIiIhIC0I5bFYvMBNKRERERKQ7DEKJiIiISHIcjiciIiLSgkooh4VJfGMSEREREZHuMBNKREREpAVuVq9b+vtkRERERPTaYhBKRERERJLjcDwRERGRFrgwSbeYCSUiIiIiyTETSkRERKQFVTm8MYnvjiciIiIi0iFmQomIiIi0wDmhusVMKBERERFJjkEoEREREUmOw/FEREREWuBwvG4xE0pEREREkmMmlIiIiEgLzITqFjOhRERERCQ5BqFEREREJDkOxxMRERFpgcPxusVMKBERERFJjplQIiIiIi0IkP5d7oKkrUmLmVB6o2xeZg9/pwZYNa1KoXOCAEzpWw3+Tg1w4g9rsfzWZVPMHeGGvo290KlaPQxuWQvb11YqdP3BXytguK8nOlerh94N3sHCsS5ITzF8pc9DRIXVaZqBmRvuIOLcZex7+Be826W9UEPAgAmJiDh/GTtvXcC8zbfg5J6rUWNG2B1sPH0Fu25fQMT5y5iwNB62DvnSPQQRleq1CEJXrFiBqlWrwtTUFE2bNsWpU6dKrL9161bUqlULpqamqFu3Ln7//XeJekrl6XqsGfb8XBHuXtlFnt/+gx1kRfyCevOCOWwqFWDS8rtYc+gaeo9Owvo5Tvht3b+B6OVTFljwqSvaBT3BmuhrmPJ9HK7HmuO7CS6v6nGIqBim5ircvmyK5V84F3m+Z+gjdBn0CMs+d8bojjWQk2WAORG3YSxXiXX+Om6J2cPcENKiFr4eUhVOVXPx5Q9xEj0B6Sv1nFCpD31V7kHo5s2bMW7cOEyfPh3nzp1D/fr14e/vj+Tk5CLrnzhxAr1790ZISAjOnz+PwMBABAYG4tKlSxL3nKSUnWmAb0a6YcyCe7CyVhY6f+uSGbZ9b4dxi+ILnfPvnYIRXz1APe9MVHbLQ5vu/8Cv1xMcfy5beuWsORxc8hA4+DEcXfNQp2kmAvo9wfVY81f6XERU2JlDCmyYXxkn9loXcVZA4OBH+L8lDojZZ407V80w/1NXVHTIx/vPZUy3/2CHa+cskPzABFfOWGDzcnvUapQFQyN9HtwkerOUexC6aNEiDBkyBB9//DG8vLywevVqmJubY926dUXWX7JkCdq1a4cJEyagdu3a+Oqrr9CoUSMsX75c4p6TlJZ/4Yz32qSjUcuMQudysmSYF+qG0Nn3YWtfoNX9Mp8awsrm32DWq3EWHj00xqkoKwgC8M8jIxzdY4N3P0zX2TMQ0X/n6JqHig4FOHfUSizLemqIa+fNUbtxVpHXWNkU4MNu/+DKGXMoC/Q3q0T0pinXhUl5eXk4e/YsJk+eLJYZGBjA19cXMTExRV4TExODcePGaZT5+/tjx44dRdbPzc1Fbu6/c4XS0xlUvGmid9jg5kUzLPv97yLPfz+jCryaZOL9dtp9by+fNsfhnRXw1U+3xbJ33svEpOV3MWd4VeTlGkBZIEOztmkYOee+Tp6BiHRD/Ytm6iPNf75SHxnB1l5zzmfIlIfo/PETmJqrcOWMOaYFu0vWT9JP3KJJt8o1E/r48WMolUo4ODholDs4OCAxMbHIaxITE8tUf+7cubC2thYPFxfO8XuTJD8wxqppVTBp+V2YmBYeRovZp0DscSsMn/VAq/vFXTPFzI+rod+4RDT2eSqW3/1bjlXTnNF3bCKW772O2RG3kHTfBEsn8e8L0Ztq6yp7fOJXE5ODqkGlAiYsiYd+rzUmerPo/RZNkydP1sicpqenMxB9g9y8YI7Ux8YI9fcUy1RKGS6etMDO9ZXQccBjJMSZoFutuhrXfTWkKuo0zcSCbTfFsrt/yzGpZ3W07/cYfcYkadTfvMwB77ybiY8+eQQAqOaVA1Oz+xjftQaCJyWgooN2w/xE9GqlJD/7Z8vGrgApycZiuY1dAW5dNtOom55ihPQUIzy4LUf8DTnCz15F7cZZuHrWQtI+k/5gJlS3yjUIrVSpEgwNDZGUpBkQJCUlwdHRschrHB0dy1RfLpdDLpfrpsMkuQYtnuL7g9c0yhaOdYWLRw56hiZDYVuAgP5PNM4P+7AWhs14gGZ+/w7Px103xaSPqqPtRyn4+PPCWfOcbAMYGmpmSAzUn5k4IXptJMab4EmSERo2f4rb/ws6zS2VqNUwC7t/qljsdbL/jfsZm/AHmuh1Ua5BqImJCRo3boyoqCgEBgYCAFQqFaKiojBy5Mgir/H29kZUVBTGjBkjlkVGRsLb21uCHpPUzC1VqForR6PM1FwFqwpKsbyoxUj2VfLh6JoH4NkQ/MSPqqOJz1N0G/ZIzKQYGAqwqfhscVKztun4boILdm3IQBOfp0hJMsbq6VXg2TATFR2ZBSWSkqm5Ek7ueeJnR5c8VHsnG09TDfHogQl2rLVD79HJeHBHjsR4EwRPTMSTJGNxNb1nw0x4NsjGpVMWyEg1ROWquQiemIiHd0xw9Sx3vCB6XZT7cPy4ceMQHByMJk2a4L333sN3332HzMxMfPzxxwCAAQMGoEqVKpg7dy4AYPTo0WjVqhUWLlyIgIAAbNq0CWfOnMGaNWvK8zHoNXZ0tw3SnhgjapstorbZiuUOznn46dQVAIBfrxRkZxhg5/pK+GFmFVhYK9Hgg6cImZJQXt0memvVrJ+NBdtuiZ+Hz3wIANi/uQIWjnXFlhV2MDVXYfT8+7BUKHH5tAWm9K2G/Nxn6c7cbAN80D4N/ccnwtRchZRkY5w5ZIXZSxyQn1fum8LQG4zD8bolEwSh3Mcmli9fjgULFiAxMRENGjTA0qVL0bRpUwCAj48PqlatirCwMLH+1q1bMXXqVMTFxaFGjRqYP38+OnTooFVb6enpsLa2xj9/V4PCiv8zItI3/k4NyrsLRPQKFAj5iMZvSEtLg0KhkLRtdezQfGcojCykneJXkJmLY51XlMtzv2qvRRAqJQahRPqNQSiRfnodgtAPfhtZLkHo8S7L9TIIZRRGRERERJJjEEpEREREkiv3hUlEREREbwIVZFBB4oVJErcnJWZCiYiIiEhyzIQSERERaYFbNOkWM6FEREREJDlmQomIiIi0IAgyCBJnJqVuT0rMhBIRERGR5BiEEhEREZHkGIQSERERaUG9MEnqoyxWrVqFevXqQaFQQKFQwNvbG3/88Yd4PicnB6GhoahYsSIsLS3RvXt3JCUladwjPj4eAQEBMDc3h729PSZMmICCggKNOtHR0WjUqBHkcjk8PDw0Xq+uLQahRERERHrC2dkZ8+bNw9mzZ3HmzBl8+OGH6NKlCy5fvgwAGDt2LHbt2oWtW7fi8OHDePjwIbp16yZer1QqERAQgLy8PJw4cQIbNmxAWFgYpk2bJta5c+cOAgIC0Lp1a8TGxmLMmDEYPHgw9u3bV6a+8t3xRKRX+O54Iv30Orw7vvG2seXy7viz3Rfj3r17Gs8tl8shl2vXF1tbWyxYsAA9evSAnZ0dIiIi0KNHDwDAtWvXULt2bcTExKBZs2b4448/0LFjRzx8+BAODg4AgNWrV2PSpEl49OgRTExMMGnSJOzZsweXLl0S2wgKCkJqair27t2r9bMxCiMiIiJ6zbm4uMDa2lo85s6dW+o1SqUSmzZtQmZmJry9vXH27Fnk5+fD19dXrFOrVi24uroiJiYGABATE4O6deuKASgA+Pv7Iz09XcymxsTEaNxDXUd9D21xiyYiIiKi11xRmdDiXLx4Ed7e3sjJyYGlpSW2b98OLy8vxMbGwsTEBDY2Nhr1HRwckJiYCABITEzUCEDV59XnSqqTnp6O7OxsmJmZafVMDEKJiIiItCCUwxuT1PuEqhcaacPT0xOxsbFIS0vDL7/8guDgYBw+fPhVdvOlMAglIiIi0iMmJibw8PAAADRu3BinT5/GkiVL0KtXL+Tl5SE1NVUjG5qUlARHR0cAgKOjI06dOqVxP/Xq+efrvLiiPikpCQqFQussKMA5oURERERaEQAIgsSHDvqtUqmQm5uLxo0bw9jYGFFRUeK569evIz4+Ht7e3gAAb29vXLx4EcnJyWKdyMhIKBQKeHl5iXWev4e6jvoe2mImlIiIiEhPTJ48Ge3bt4erqyuePn2KiIgIREdHY9++fbC2tkZISAjGjRsHW1tbKBQKjBo1Ct7e3mjWrBkAwM/PD15eXujfvz/mz5+PxMRETJ06FaGhoeI81OHDh2P58uWYOHEiBg0ahIMHD2LLli3Ys2dPmfrKIJSIiIhICyrIIIO0c0JVZWwvOTkZAwYMQEJCAqytrVGvXj3s27cPbdu2BQAsXrwYBgYG6N69O3Jzc+Hv74+VK1eK1xsaGmL37t0YMWIEvL29YWFhgeDgYMyaNUus4+7ujj179mDs2LFYsmQJnJ2dsXbtWvj7+5epr9wnlIj0CvcJJdJPr8M+ofV/GQ9Dc2n3CVVm5eKvHgvL5blfNUZhRERERCQ5DscTERERaUEQZOKWSVK2qa+YCSUiIiIiyTETSkRERKQFlSCDTOLMpNSb40uJmVAiIiIikhyDUCIiIiKSHIfjiYiIiLSgfouR1G3qK2ZCiYiIiEhyzIQSERERaYFbNOkWM6FEREREJDlmQomIiIi0wEyobjETSkRERESSYxBKRERERJLjcDwRERGRFvjGJN1iJpSIiIiIJMdMKBEREZEWuFm9bjETSkRERESSYxBKRERERJLjcDwRERGRFp4Nx0u9T6ikzUmKmVAiIiIikhwzoURERERa4BuTdIuZUCIiIiKSHDOhRERERFoQ/ndI3aa+YiaUiIiIiCTHIJSIiIiIJMfheCIiIiItcGGSbjETSkRERESSYyaUiIiISBtcmaRTzIQSERERkeQYhBIRERGR5DgcT0RERKSNcliYBC5MIiIiIiLSHWZCiYiIiLQgCM8OqdvUV8yEEhEREZHkmAklIiIi0gI3q9ctZkKJiIiISHIMQomIiIhIchyOJyIiItKGIJN+yyQOxxMRERER6Q4zoURERERa4BZNusVMKBERERFJjkEoEREREUmOw/FERERE2hD+d0jdpp5iJpSIiIiIJMdMKBEREZEW+MYk3WImlIiIiIgkx0woERERkbb0eI6m1JgJJSIiIiLJMQglIiIiIslxOJ6IiIhIC1yYpFvMhBIRERGR5JgJJSIiItIGN6vXKWZCiYiIiEhyDEKJiIiISHIcjiciIiLSiux/h9Rt6idmQomIiIhIcsyEEhEREWmDC5N0iplQIiIiIpIcg1AiIiIikhyH44mIiIi0weF4nWImlIiIiEhPzJ07F++++y6srKxgb2+PwMBAXL9+XaOOj48PZDKZxjF8+HCNOvHx8QgICIC5uTns7e0xYcIEFBQUaNSJjo5Go0aNIJfL4eHhgbCwsDL1lUEoERERkTYEWfkcZXD48GGEhobi5MmTiIyMRH5+Pvz8/JCZmalRb8iQIUhISBCP+fPni+eUSiUCAgKQl5eHEydOYMOGDQgLC8O0adPEOnfu3EFAQABat26N2NhYjBkzBoMHD8a+ffu07iuH44mIiIj0xN69ezU+h4WFwd7eHmfPnkXLli3FcnNzczg6OhZ5j/379+PKlSs4cOAAHBwc0KBBA3z11VeYNGkSZsyYARMTE6xevRru7u5YuHAhAKB27do4duwYFi9eDH9/f636ykwoERERkRYEoXwOAEhPT9c4cnNztepzWloaAMDW1lajPDw8HJUqVUKdOnUwefJkZGVliediYmJQt25dODg4iGX+/v5IT0/H5cuXxTq+vr4a9/T390dMTIzWX09mQomIiIhecy4uLhqfp0+fjhkzZpR4jUqlwpgxY/DBBx+gTp06YnmfPn3g5uYGJycnXLhwAZMmTcL169fx66+/AgASExM1AlAA4ufExMQS66SnpyM7OxtmZmalPhODUCIiIqLX3L1796BQKMTPcrm81GtCQ0Nx6dIlHDt2TKN86NCh4p/r1q2LypUro02bNrh16xaqV6+uu06XQqsgdOfOnVrfsHPnzi/dGSIiIqLXVjlu0aRQKDSC0NKMHDkSu3fvxpEjR+Ds7Fxi3aZNmwIAbt68ierVq8PR0RGnTp3SqJOUlAQA4jxSR0dHsez5OgqFQqssKKBlEBoYGKjVzWQyGZRKpVZ1iYiIiEi3BEHAqFGjsH37dkRHR8Pd3b3Ua2JjYwEAlStXBgB4e3tj9uzZSE5Ohr29PQAgMjISCoUCXl5eYp3ff/9d4z6RkZHw9vbWuq9aBaEqlUrrGxIRERHppZfYMkknbZZBaGgoIiIi8Ntvv8HKykqcw2ltbQ0zMzPcunULERER6NChAypWrIgLFy5g7NixaNmyJerVqwcA8PPzg5eXF/r374/58+cjMTERU6dORWhoqDgNYPjw4Vi+fDkmTpyIQYMG4eDBg9iyZQv27NmjdV//0+r4nJyc/3I5EREREenQqlWrkJaWBh8fH1SuXFk8Nm/eDAAwMTHBgQMH4Ofnh1q1amH8+PHo3r07du3aJd7D0NAQu3fvhqGhIby9vdGvXz8MGDAAs2bNEuu4u7tjz549iIyMRP369bFw4UKsXbtW6+2ZgJdYmKRUKjFnzhysXr0aSUlJ+Pvvv1GtWjV8+eWXqFq1KkJCQsp6SyIiIiLSAUEoedKqi4sLDh8+XOp93NzcCg23v8jHxwfnz58vU/+eV+ZM6OzZsxEWFob58+fDxMRELK9Tpw7Wrl370h0hIiIiep3JhPI59FWZg9CffvoJa9asQd++fWFoaCiW169fH9euXdNp54iIiIhIP5V5OP7Bgwfw8PAoVK5SqZCfn6+TThERERG9dspxiyZ9VOZMqJeXF44ePVqo/JdffkHDhg110ikiIiIi0m9lzoROmzYNwcHBePDgAVQqFX799Vdcv34dP/30E3bv3v0q+khERERU/t6ALZreJGXOhHbp0gW7du3CgQMHYGFhgWnTpuHq1avYtWsX2rZt+yr6SERERER65qXeHd+iRQtERkbqui9ERERE9JZ4qSAUAM6cOYOrV68CeDZPtHHjxjrrFBEREdFrhwuTdKrMQej9+/fRu3dvHD9+HDY2NgCA1NRUvP/++9i0aROcnZ113UciIiIi0jNlnhM6ePBg5Ofn4+rVq0hJSUFKSgquXr0KlUqFwYMHv4o+EhEREZU/oZwOPVXmTOjhw4dx4sQJeHp6imWenp5YtmwZWrRoodPOEREREZF+KnMm1MXFpchN6ZVKJZycnHTSKSIiIiLSb2UOQhcsWIBRo0bhzJkzYtmZM2cwevRofPvttzrtHBEREdFrg8PxOqXVcHyFChUgk/27WWpmZiaaNm0KI6NnlxcUFMDIyAiDBg1CYGDgK+koEREREekPrYLQ77777hV3g4iIiOg1xzcm6ZRWQWhwcPCr7gcRERERvUVeerN6AMjJyUFeXp5GmUKh+E8dIiIiInodyYRnh9Rt6qsyL0zKzMzEyJEjYW9vDwsLC1SoUEHjICIiIiIqTZmD0IkTJ+LgwYNYtWoV5HI51q5di5kzZ8LJyQk//fTTq+gjEREREemZMg/H79q1Cz/99BN8fHzw8ccfo0WLFvDw8ICbmxvCw8PRt2/fV9FPIiIiovLFd8frVJkzoSkpKahWrRqAZ/M/U1JSAADNmzfHkSNHdNs7IiIiItJLZQ5Cq1Wrhjt37gAAatWqhS1btgB4liG1sbHRaeeIiIiISD+VOQj9+OOP8ddffwEAPv/8c6xYsQKmpqYYO3YsJkyYoPMOEhEREZH+KfOc0LFjx4p/9vX1xbVr13D27Fl4eHigXr16Ou0cEREREemn/7RPKAC4ubnBzc1NF30hIiIiem3JUA77hErbnKS0CkKXLl2q9Q0//fTTl+6MlLrWrAsjmXF5d4OIdMzA3Ly8u0BEr4CBkAdklXcvSJe0CkIXL16s1c1kMtkbE4QSERERlQnfHa9TWgWh6tXwRERERES68J/nhBIRERG9FbhZvU6VeYsmIiIiIqL/ikEoEREREUmOw/FERERE2uBwvE4xE0pEREREknupIPTo0aPo168fvL298eDBAwDAxo0bcezYMZ12joiIiOh1IRPK59BXZQ5Ct23bBn9/f5iZmeH8+fPIzc0FAKSlpWHOnDk67yARERER6Z8yB6Fff/01Vq9ejR9++AHGxv++ceiDDz7AuXPndNo5IiIiItJPZV6YdP36dbRs2bJQubW1NVJTU3XRJyIiIqLXDxcm6VSZM6GOjo64efNmofJjx46hWrVqOukUEREREem3MgehQ4YMwejRo/Hnn39CJpPh4cOHCA8Px2effYYRI0a8ij4SERERlT+hnA49Vebh+M8//xwqlQpt2rRBVlYWWrZsCblcjs8++wyjRo16FX0kIiIiIj1T5iBUJpNhypQpmDBhAm7evImMjAx4eXnB0tLyVfSPiIiI6LVQHlsm6fMWTS/9xiQTExN4eXnpsi9ERERE9JYocxDaunVryGSyYs8fPHjwP3WIiIiIiPRfmYPQBg0aaHzOz89HbGwsLl26hODgYF31i4iIiOj1IsieHVK3qafKHIQuXry4yPIZM2YgIyPjP3eIiIiIiPTfS707vij9+vXDunXrdHU7IiIiotcLt2jSKZ0FoTExMTA1NdXV7YiIiIhIj5V5OL5bt24anwVBQEJCAs6cOYMvv/xSZx0jIiIiIv1V5iDU2tpa47OBgQE8PT0xa9Ys+Pn56axjRERERK8T7hOqW2UKQpVKJT7++GPUrVsXFSpUeFV9IiIiIiI9V6Y5oYaGhvDz80Nqauor6g4RERHRa4oLk3SqzAuT6tSpg9u3b7+KvhARERHRW6LMQejXX3+Nzz77DLt370ZCQgLS09M1DiIiIiK9JPw7L1SqQ58zoVrPCZ01axbGjx+PDh06AAA6d+6s8fpOQRAgk8mgVCp130siIiIi0itaB6EzZ87E8OHDcejQoVfZHyIiIiJ6C2gdhArCs3xwq1atXllniIiIiF5b5TE8rsfD8WWaE/r88DsRERER0csq0z6hNWvWLDUQTUlJ+U8dIiIiInotMROqU2UKQmfOnFnojUlERERERGVVpiA0KCgI9vb2r6ovRERERPSW0HpOKOeDEhER0dtM6j1CX+Zd9XPnzsW7774LKysr2NvbIzAwENevX9eok5OTg9DQUFSsWBGWlpbo3r07kpKSNOrEx8cjICAA5ubmsLe3x4QJE1BQUKBRJzo6Go0aNYJcLoeHhwfCwsLK1Fetg1D16ngiIiIiej0dPnwYoaGhOHnyJCIjI5Gfnw8/Pz9kZmaKdcaOHYtdu3Zh69atOHz4MB4+fIhu3bqJ55VKJQICApCXl4cTJ05gw4YNCAsLw7Rp08Q6d+7cQUBAAFq3bo3Y2FiMGTMGgwcPxr59+7Tuq0x4y6LL9PR0WFtbwwddYCQzLu/uEJGOGZibl3cXiOgVKBDycDBrE9LS0qBQKCRtWx07VP9iDgxNTSVtW5mTg1tzvnjp53706BHs7e1x+PBhtGzZEmlpabCzs0NERAR69OgBALh27Rpq166NmJgYNGvWDH/88Qc6duyIhw8fwsHBAQCwevVqTJo0CY8ePYKJiQkmTZqEPXv24NKlS2JbQUFBSE1Nxd69e7XqW5lf20lERERE0nrxNem5ublaXZeWlgYAsLW1BQCcPXsW+fn58PX1FevUqlULrq6uiImJAQDExMSgbt26YgAKAP7+/khPT8fly5fFOs/fQ11HfQ9tMAglIiIies25uLjA2tpaPObOnVvqNSqVCmPGjMEHH3yAOnXqAAASExNhYmICGxsbjboODg5ITEwU6zwfgKrPq8+VVCc9PR3Z2dlaPVOZVscTERERvbXKcZ/Qe/fuaQzHy+XyUi8NDQ3FpUuXcOzYsVfVu/+EmVAiIiKi15xCodA4SgtCR44cid27d+PQoUNwdnYWyx0dHZGXl4fU1FSN+klJSXB0dBTrvLhaXv25tDoKhQJmZmZaPRODUCIiIiItvAlbNAmCgJEjR2L79u04ePAg3N3dNc43btwYxsbGiIqKEsuuX7+O+Ph4eHt7AwC8vb1x8eJFJCcni3UiIyOhUCjg5eUl1nn+Huo66ntog8PxRERERHoiNDQUERER+O2332BlZSXO4bS2toaZmRmsra0REhKCcePGwdbWFgqFAqNGjYK3tzeaNWsGAPDz84OXlxf69++P+fPnIzExEVOnTkVoaKiYgR0+fDiWL1+OiRMnYtCgQTh48CC2bNmCPXv2aN1XBqFERERE2nrNN7ZctWoVAMDHx0ejfP369Rg4cCAAYPHixTAwMED37t2Rm5sLf39/rFy5UqxraGiI3bt3Y8SIEfD29oaFhQWCg4Mxa9YssY67uzv27NmDsWPHYsmSJXB2dsbatWvh7++vdV+5TygR6RXuE0qkn16HfUI9Pp8DQ7nE+4Tm5uDmvJffJ/R1xjmhRERERCQ5DscTERERaaMct2jSR8yEEhEREZHkmAklIiIi0sLLbJmkizb1FTOhRERERCQ5BqFEREREJDkOxxMRERFpgwuTdIqZUCIiIiKSHDOhRERERFrgwiTdYiaUiIiIiCTHTCgRERGRNjgnVKeYCSUiIiIiyTEIJSIiIiLJcTieiIiISBscjtcpZkKJiIiISHLMhBIRERFpgVs06RYzoUREREQkOQahRERERCQ5DscTERERaYMLk3SKmVAiIiIikhwzoURERETaYCZUp5gJJSIiIiLJMRNKREREpAVu0aRbzIQSERERkeQYhBIRERGR5DgcT0RERKQNLkzSKWZCiYiIiEhyzIQSERERaYELk3SLmVAiIiIikhyDUCIiIiKSHIfjiYiIiLTBhUk6xUwoEREREUmOmVAiIiIibTATqlPMhBIRERGR5JgJJSIiItKC7H+H1G3qK2ZCiYiIiEhyDEKJiIiISHIcjiciIiLSBhcm6RQzoUREREQkOWZCiYiIiLTAd8frFjOhRERERCQ5BqFEREREJDkOxxMRERFpgwuTdIqZUCIiIiKSHDOhRERERNrS48yk1JgJJSIiIiLJMRNKREREpAVu0aRbzIQSERERkeQYhBIRERGR5DgcT0RERKQNbtGkU8yEEhEREZHkmAklIiIi0gIXJukWM6FEREREJDkGoUREREQkOQ7HExEREWmDC5N0iplQIiIiIpIcM6FEREREWuDCJN1iJpSIiIiIJMdMKBEREZE2OCdUp5gJJSIiIiLJMQglIiIi0hNHjhxBp06d4OTkBJlMhh07dmicHzhwIGQymcbRrl07jTopKSno27cvFAoFbGxsEBISgoyMDI06Fy5cQIsWLWBqagoXFxfMnz+/zH1lEEpERESkDaGcjjLIzMxE/fr1sWLFimLrtGvXDgkJCeLxf//3fxrn+/bti8uXLyMyMhK7d+/GkSNHMHToUPF8eno6/Pz84ObmhrNnz2LBggWYMWMG1qxZU6a+ck4oERERkZ5o37492rdvX2IduVwOR0fHIs9dvXoVe/fuxenTp9GkSRMAwLJly9ChQwd8++23cHJyQnh4OPLy8rBu3TqYmJjgnXfeQWxsLBYtWqQRrJaGmVAiIiIiLai3aJL6AJ5lH58/cnNzX/o5oqOjYW9vD09PT4wYMQJPnjwRz8XExMDGxkYMQAHA19cXBgYG+PPPP8U6LVu2hImJiVjH398f169fxz///KN1PxiEEhEREb3mXFxcYG1tLR5z5859qfu0a9cOP/30E6KiovDNN9/g8OHDaN++PZRKJQAgMTER9vb2GtcYGRnB1tYWiYmJYh0HBweNOurP6jra4HA8ERER0Wvu3r17UCgU4me5XP5S9wkKChL/XLduXdSrVw/Vq1dHdHQ02rRp85/7WRbMhBIRERFpoxwXJikUCo3jZYPQF1WrVg2VKlXCzZs3AQCOjo5ITk7WqFNQUICUlBRxHqmjoyOSkpI06qg/FzfXtCgMQomIiIjeUvfv38eTJ09QuXJlAIC3tzdSU1Nx9uxZsc7BgwehUqnQtGlTsc6RI0eQn58v1omMjISnpycqVKigddsMQomIiIi0IBOEcjnKIiMjA7GxsYiNjQUA3LlzB7GxsYiPj0dGRgYmTJiAkydPIi4uDlFRUejSpQs8PDzg7+8PAKhduzbatWuHIUOG4NSpUzh+/DhGjhyJoKAgODk5AQD69OkDExMThISE4PLly9i8eTOWLFmCcePGlamvDEKJiIiI9MSZM2fQsGFDNGzYEAAwbtw4NGzYENOmTYOhoSEuXLiAzp07o2bNmggJCUHjxo1x9OhRjeH98PBw1KpVC23atEGHDh3QvHlzjT1Ara2tsX//fty5cweNGzfG+PHjMW3atDJtzwRwYRIRERGR3vDx8YFQQvZ03759pd7D1tYWERERJdapV68ejh49Wub+PY9BKBEREZE2XuINRjppU09xOJ6IiIiIJMdMKBEREZEWnn+DkZRt6isGofRGqtM0Ax998gg16mahomMBZgyqipi91s/VEDBgQhLa9XkCS4USV85YYOnnznh459+J1xv+vAJHl3yN+/44xxFblmu+BYKIpNNz+AN84PcEztWykZdrgCvnrLBuvhse3DET64z66hYafpAGW/s85GQZinXu3/63Ts26Gfh4wl141MmEIAB/X7DEj9+44c41i/J4LCIqQrkOxx85cgSdOnWCk5MTZDIZduzYUeo10dHRaNSoEeRyOTw8PBAWFvbK+0mvH1NzFW5fNsXyL5yLPN8z9BG6DHqEZZ87Y3THGsjJMsCciNswlqs06m2Y74ig+l7i8duPlaToPhEVo+57adj1syPGflQXXwR7wchIwOywK5CbKcU6Ny9ZYtEkDwz1b4ApH9eGTAbMDrsCA4NnKSNTcyW+WncVyQ/lGNO9Lj4LqoPsTEN8vf4qDI1UxTVNVLpy3KxeH5VrEJqZmYn69etjxYoVWtW/c+cOAgIC0Lp1a8TGxmLMmDEYPHiwViu9SL+cOaTAhvmVcUIj+6kmIHDwI/zfEgfE7LPGnatmmP+pKyo65OP9dmkaNbMzDPDPI2PxyM02lOYBiKhIXw7ywoFf7RF/wxx3rllg0SQPOFTJQ406mWKdPzY74NJpBZIfmOLWZUtsWOQCe6c8ODjnAgBcqmVDUaEAG5e44MEdM8TfMEf4UmfY2uXDvkpueT0aEb2gXIfj27dvj/bt22tdf/Xq1XB3d8fChQsBPNtQ9dixY1i8eLG4ySqRo2seKjoU4NxRK7Es66khrp03R+3GWTj8279vc+g5Mhl9xiQh+aExDm2vgF/X2EGllJVHt4moCOZWBQCAp6lF/3MlN1PCr8cjJMTL8SjBBABw/44Z0lKM4P9RMjavqgIDAwH+HyUj/qYZku6bStZ3IirZGzUnNCYmBr6+vhpl/v7+GDNmTLHX5ObmIjf3399809PTX1X36DVha//sH63UR5p/vVMfGcHW/t85oL/9aIebF83wNNUQXk0y8fHkRNja52PNzCqS9peIiiaTCRg2JQ6Xz1jh7g1zjXMBfRMRMvEuzCxUuHfLFFMGeqEg/9ngXnamISb1fQfTVl9D79D7AICHcaaY+rEXf8mk/4QLk3TrjdqiKTExEQ4OmotGHBwckJ6ejuzs7CKvmTt3LqytrcXDxcVFiq7SG+DXNXa4EGOJO1fNsGdjJayZVRldBj2GsQnnjBG9DkJn3EHVmtmYN6ZGoXOHfquEkZ3rYULvd/AgzgyTl/4t/uyayJUYM/cWrpxVYFyPuvisVx3cvWGOmWuvwkSuLHQvIiofb1QQ+jImT56MtLQ08bh37155d4lesZTkZxlQG7sCjXIbuwKkJBsXe931cxYwMgYcXPJeaf+IqHQjpt/Gex/+g0n9vPA4UV7ofFaGER7eNcOl0wrMHlkTLtWy8b5fCgDAp/NjODjnYtGk6vj7oiWuxVrhm7E14OicC2/ff6R+FNInXJikU29UEOro6IikpCSNsqSkJCgUCpiZmRV5jVwuh0Kh0DhIvyXGm+BJkhEaNn8qlplbKlGrYRaunjUv9rpq72RDqQRSH79Rs1SI9IyAEdNv4/22Kfi8n5dWczhlMgAyiJlQU1MVBBXw/JsLVSoZBAGQGejxv+hEb5g36l9bb29v/P777xplkZGR8Pb2LqceUXkxNVfCyf3fjKWjSx6qvZONp6mGePTABDvW2qH36GQ8uCNHYrwJgicm4kmSsbiavnbjTNRqmIW/TlgiK8MAtRtnYfjMhzi4rQIy0t6oHwsivRI68w58Oj3GrOGeyM40RIVKz37OM58aIi/XEI4uOWgZ8ATnjlojLcUYlRzz0HP4A+TlGOB09LNFh+eO2yDk87sInXkHO39yhMwA6DnsAZRKGf46WdSOGkRUHsr1X9uMjAzcvHlT/Hznzh3ExsbC1tYWrq6umDx5Mh48eICffvoJADB8+HAsX74cEydOxKBBg3Dw4EFs2bIFe/bsKa9HoHJSs342Fmy7JX4ePvMhAGD/5gpYONYVW1bYwdRchdHz78NSocTl0xaY0rca8nOfJf/z82Ro1SUV/cYnwthEQOI9E/y6phJ+XWNXLs9DRM907PtstGt+xBWN8oUTq+PAr/bIyzVAnSbpCByYAEtFAVKfGOPSKQXG9ayDtJRn023u3zbDjKG10HfUfSzaegmCCrh1xQJfDqqNfx6ZSP5MpD+4MEm3ZIIglNvjRUdHo3Xr1oXKg4ODERYWhoEDByIuLg7R0dEa14wdOxZXrlyBs7MzvvzySwwcOFDrNtPT02FtbQ0fdIGRrPj5gUT0ZjIwL37KBRG9uQqEPBzM2oS0tDTJp9apY4fGvWbD0ETabb6UeTk4u3lKuTz3q1aumVAfHx+UFAMX9TYkHx8fnD9//hX2ioiIiKgI5bFQSI8zoW/UwiQiIiIi0g9cgUFERESkJX2eoyk1ZkKJiIiISHIMQomIiIhIchyOJyIiItKGIGi+BUGqNvUUM6FEREREJDlmQomIiIi0wM3qdYuZUCIiIiKSHINQIiIiIpIch+OJiIiItME3JukUM6FEREREJDlmQomIiIi0IFM9O6RuU18xE0pEREREkmMmlIiIiEgbnBOqU8yEEhEREZHkGIQSERERkeQ4HE9ERESkBb4xSbeYCSUiIiIiyTETSkRERKQNQXh2SN2mnmImlIiIiIgkxyCUiIiIiCTH4XgiIiIiLXBhkm4xE0pEREREkmMmlIiIiEgbfGOSTjETSkRERESSYyaUiIiISAucE6pbzIQSERERkeQYhBIRERGR5DgcT0RERKQNvjFJp5gJJSIiIiLJMRNKREREpAUuTNItZkKJiIiISHIMQomIiIhIchyOJyIiItIG35ikU8yEEhEREZHkmAklIiIi0gIXJukWM6FEREREJDlmQomIiIi0oRKeHVK3qaeYCSUiIiIiyTEIJSIiIiLJcTieiIiISBvcokmnmAklIiIiIskxE0pERESkBRnKYYsmaZuTFDOhRERERCQ5BqFEREREJDkOxxMRERFpQxCeHVK3qaeYCSUiIiLSE0eOHEGnTp3g5OQEmUyGHTt2aJwXBAHTpk1D5cqVYWZmBl9fX9y4cUOjTkpKCvr27QuFQgEbGxuEhIQgIyNDo86FCxfQokULmJqawsXFBfPnzy9zXxmEEhEREWlB/e54qY+yyMzMRP369bFixYoiz8+fPx9Lly7F6tWr8eeff8LCwgL+/v7IyckR6/Tt2xeXL19GZGQkdu/ejSNHjmDo0KHi+fT0dPj5+cHNzQ1nz57FggULMGPGDKxZs6ZMfeVwPBEREdFrLj09XeOzXC6HXC4vVK99+/Zo3759kfcQBAHfffcdpk6dii5dugAAfvrpJzg4OGDHjh0ICgrC1atXsXfvXpw+fRpNmjQBACxbtgwdOnTAt99+CycnJ4SHhyMvLw/r1q2DiYkJ3nnnHcTGxmLRokUawWppmAklIiIi0oZQTgcAFxcXWFtbi8fcuXPL3P07d+4gMTERvr6+Ypm1tTWaNm2KmJgYAEBMTAxsbGzEABQAfH19YWBggD///FOs07JlS5iYmIh1/P39cf36dfzzzz9a94eZUCIiIqLX3L1796BQKMTPRWVBS5OYmAgAcHBw0Ch3cHAQzyUmJsLe3l7jvJGREWxtbTXquLu7F7qH+lyFChW06g+DUCIiIqLXnEKh0AhC9QGH44mIiIi0IBOEcjl0xdHREQCQlJSkUZ6UlCSec3R0RHJyssb5goICpKSkaNQp6h7Pt6ENBqFEREREbwF3d3c4OjoiKipKLEtPT8eff/4Jb29vAIC3tzdSU1Nx9uxZsc7BgwehUqnQtGlTsc6RI0eQn58v1omMjISnp6fWQ/EAg1AiIiIi7ajK6SiDjIwMxMbGIjY2FsCzxUixsbGIj4+HTCbDmDFj8PXXX2Pnzp24ePEiBgwYACcnJwQGBgIAateujXbt2mHIkCE4deoUjh8/jpEjRyIoKAhOTk4AgD59+sDExAQhISG4fPkyNm/ejCVLlmDcuHFl6ivnhBIRERHpiTNnzqB169biZ3VgGBwcjLCwMEycOBGZmZkYOnQoUlNT0bx5c+zduxempqbiNeHh4Rg5ciTatGkDAwMDdO/eHUuXLhXPW1tbY//+/QgNDUXjxo1RqVIlTJs2rUzbMwGATBD0+H1QRUhPT4e1tTV80AVGMuPy7g4R6ZiBuXl5d4GIXoECIQ8HszYhLS1N8gU66tihRcvpMDIyLf0CHSooyMHRIzPL5blfNWZCiYiIiLSg64VC2raprzgnlIiIiIgkx0woERERkTaee4ORpG3qKWZCiYiIiEhyDEKJiIiISHIcjiciIiLShiA8O6RuU08xE0pEREREkmMmlIiIiEgLMuHZIXWb+oqZUCIiIiKSHDOhRERERNrgnFCdYiaUiIiIiCTHIJSIiIiIJMfheCIiIiItyFTPDqnb1FfMhBIRERGR5JgJJSIiItIGFybpFDOhRERERCQ5BqFEREREJDkOxxMRERFpQ/jfIXWbeoqZUCIiIiKSHDOhRERERFqQCQJkEi8Ukro9KTETSkRERESSYyaUiIiISBvcokmnmAklIiIiIskxCCUiIiIiyXE4noiIiEgbAgCp3+Wuv6PxzIQSERERkfSYCSUiIiLSArdo0i1mQomIiIhIcgxCiYiIiEhyHI4nIiIi0oaActgnVNrmpMRMKBERERFJjplQIiIiIm3wjUk6xUwoEREREUmOmVAiIiIibagAyMqhTT3FTCgRERERSY5BKBERERFJjsPxRERERFrgG5N0i5lQIiIiIpIcM6FERERE2uAWTTrFTCgRERERSY5BKBERERFJjsPxRERERNrgcLxOMRNKRERERJJjJpSIiIhIG8yE6hQzoUREREQkOWZCiYiIiLTBd8frFDOhRERERCQ5BqFEREREJDkOxxMRERFpge+O1y1mQomIiIhIcsyEEhEREWmDWzTpFDOhRERERCQ5BqFEREREJDkOxxMRERFpQyUAMomHx1UcjiciIiIi0hlmQomIiIi0wYVJOsVMKBERERFJjplQIiIiIq2UQyYUzIQSEREREenMW5cJFf73G0wB8vX5lwuit5aBkFfeXSCiV6BAyAfw77/j9OZ764LQp0+fAgCO4fdy7gkRvRJZ5d0BInqVnj59Cmtr6/Jp/A1YmDRjxgzMnDlTo8zT0xPXrl0DAOTk5GD8+PHYtGkTcnNz4e/vj5UrV8LBwUGsHx8fjxEjRuDQoUOwtLREcHAw5s6dCyMj3YaNb10Q6uTkhHv37sHKygoymay8u0OvWHp6OlxcXHDv3j0oFIry7g4R6RB/vt8ugiDg6dOncHJyKu+uvPbeeecdHDhwQPz8fPA4duxY7NmzB1u3boW1tTVGjhyJbt264fjx4wAApVKJgIAAODo64sSJE0hISMCAAQNgbGyMOXPm6LSfb10QamBgAGdn5/LuBklMoVDwHykiPcWf77dHuWVA1VQCJJ/L97/N6tPT0zWK5XI55HJ5kZcYGRnB0dGxUHlaWhp+/PFHRERE4MMPPwQArF+/HrVr18bJkyfRrFkz7N+/H1euXMGBAwfg4OCABg0a4KuvvsKkSZMwY8YMmJiY6OzRuDCJiIiI6DXn4uICa2tr8Zg7d26xdW/cuAEnJydUq1YNffv2RXx8PADg7NmzyM/Ph6+vr1i3Vq1acHV1RUxMDAAgJiYGdevW1Rie9/f3R3p6Oi5fvqzTZ3rrMqFEREREb5oXp50UlwVt2rQpwsLC4OnpiYSEBMycORMtWrTApUuXkJiYCBMTE9jY2Ghc4+DggMTERABAYmKiRgCqPq8+p0sMQkmvyeVyTJ8+vdgfViJ6c/HnmyQnqJ4dUrcJ7aedtG/fXvxzvXr10LRpU7i5uWHLli0wMzN7Zd18GRyOJ70ml8sxY8YM/iNFpIf4801UOhsbG9SsWRM3b96Eo6Mj8vLykJqaqlEnKSlJnEPq6OiIpKSkQufV53SJQSgRERGRNtRbNEl9/AcZGRm4desWKleujMaNG8PY2BhRUVHi+evXryM+Ph7e3t4AAG9vb1y8eBHJyclincjISCgUCnh5ef2nvryIw/FEREREeuKzzz5Dp06d4ObmhocPH2L69OkwNDRE7969YW1tjZCQEIwbNw62trZQKBQYNWoUvL290axZMwCAn58fvLy80L9/f8yfPx+JiYmYOnUqQkNDdT7qwCCUiIiISBvluEWTtu7fv4/evXvjyZMnsLOzQ/PmzXHy5EnY2dkBABYvXgwDAwN0795dY7N6NUNDQ+zevRsjRoyAt7c3LCwsEBwcjFmzZun0sQBAJvD9V0RERETFSk9Ph7W1NXyrDIeRgbRzkAtUuTjwYDXS0tL0bj9czgklIiIiIskxCKU33ooVK1C1alWYmpqiadOmOHXqVIn1t27dilq1asHU1BR169bF77//LlFPiagsjhw5gk6dOsHJyQkymQw7duwo9Zro6Gg0atQIcrkcHh4eCAsLe+X9pLfIG7gw6XXGIJTeaJs3b8a4ceMwffp0nDt3DvXr14e/v7/Gqr7nnThxAr1790ZISAjOnz+PwMBABAYG4tKlSxL3nIhKk5mZifr162PFihVa1b9z5w4CAgLQunVrxMbGYsyYMRg8eDD27dv3intKRC+Dc0Lpjda0aVO8++67WL58OQBApVLBxcUFo0aNwueff16ofq9evZCZmYndu3eLZc2aNUODBg2wevVqyfpNRGUjk8mwfft2BAYGFltn0qRJ2LNnj8YvlUFBQUhNTcXevXsl6CXpK3FOaOVhMDLQ3bvTtVGgysOBhO85J5TodZKXl4ezZ89qvAPXwMAAvr6+4jtwXxQTE6NRH3j2Ttzi6hPRm4M/30RvFgah9MZ6/PgxlEplke+4Le79tsW9E1fX78MlIukV9/Odnp6O7OzscuoVERWH+4QSERERaaM8Fgrp8axJZkLpjVWpUiUYGhoW+Y7b4t5vW9w7cXX9Plwikl5xP98KhQJmZmbl1CsiKg6DUHpjmZiYoHHjxhrvwFWpVIiKihLfgfsib29vjfrAs3fiFlefiN4c/PmmV06lKp9DTzEIpTfauHHj8MMPP2DDhg24evUqRowYgczMTHz88ccAgAEDBmDy5Mli/dGjR2Pv3r1YuHAhrl27hhkzZuDMmTMYOXJkeT0CERUjIyMDsbGxiI2NBfBsC6bY2FjEx8cDACZPnowBAwaI9YcPH47bt29j4sSJuHbtGlauXIktW7Zg7Nix5dF9IioF54TSG61Xr1549OgRpk2bhsTERDRo0AB79+4VFyfEx8fDwODf37Xef/99REREYOrUqfjiiy9Qo0YN7NixA3Xq1CmvRyCiYpw5cwatW7cWP48bNw4AEBwcjLCwMCQkJIgBKQC4u7tjz549GDt2LJYsWQJnZ2esXbsW/v7+kvediErHfUKJiIiISiDuE2oXUj77hD76kfuEEhERERHpAofjiYiIiLTBLZp0iplQIiIiIpIcM6FERERE2lAJACTOTKqYCSUiIiIi0hkGoUREREQkOQ7HExEREWlBEFQQBGnfYCR1e1JiJpSIJDdw4EAEBgaKn318fDBmzBjJ+xEdHQ2ZTIbU1NRi68hkMuzYsUPre86YMQMNGjT4T/2Ki4uDTCYT3xRERKSPGIQSEYBngaFMJoNMJoOJiQk8PDwwa9YsFBQUvPK2f/31V3z11Vda1dUmcCQieiUE4dlCISkPPd6iicPxRCRq164d1q9fj9zcXPz+++8IDQ2FsbExJk+eXKhuXl4eTEx08+YQW1tbndyHiIjeHMyEEpFILpfD0dERbm5uGDFiBHx9fbFz504A/w6hz549G05OTvD09AQA3Lt3Dz179oSNjQ1sbW3RpUsXxMXFifdUKpUYN24cbGxsULFiRUycOBEvvi34xeH43NxcTJo0CS4uLpDL5fDw8MCPP/6IuLg48V3iFSpUgEwmw8CBAwEAKpUKc+fOhbu7O8zMzFC/fn388ssvGu38/vvvqFmzJszMzNC6dWuNfmpr0qRJqFmzJszNzVGtWjV8+eWXyM/PL1Tv+++/h4uLC8zNzdGzZ0+kpaVpnF+7di1q164NU1NT1KpVCytXrixzX4iI3mTMhBJRsczMzPDkyRPxc1RUFBQKBSIjIwEA+fn58Pf3h7e3N44ePQojIyN8/fXXaNeuHS5cuAATExMsXLgQYWFhWLduHWrXro2FCxdi+/bt+PDDD4ttd8CAAYiJicHSpUtRv3593LlzB48fP4aLiwu2bduG7t274/r161AoFDAzMwMAzJ07Fz///DNWr16NGjVq4MiRI+jXrx/s7OzQqlUr3Lt3D926dUNoaCiGDh2KM2fOYPz48WX+mlhZWSEsLAxOTk64ePEihgwZAisrK0ycOFGsc/PmTWzZsgW7du1Ceno6QkJC8MknnyA8PBwAEB4ejmnTpmH58uVo2LAhzp8/jyFDhsDCwgLBwcFl7hMRSUQoh31CORxPRG8TQRAQFRWFffv2YdSoUWK5hYUF1q5dKw7D//zzz1CpVFi7di1kMhkAYP369bCxsUF0dDT8/Pzw3XffYfLkyejWrRsAYPXq1di3b1+xbf/999/YsmULIiMj4evrCwCoVq2aeF49dG9vbw+b/2/v/kKa3OM4jn+WskRbOxeVa4J/yLAF648F4U2jA/2hoEgiDo0YZEKIGJJBUFIj0LpYF/NiSYHaRcwg2oWeqzhUhtVFkQiV5YpG1IGujCVD13YuxIeGp84W6/FU79fV9uy35/d7djE+fH+/3/P89pukmcppR0eHbt68qbq6OuM7d+/eVXd3tzwej0KhkFasWKFAICBJqqmp0ejoqM6fP5/Tb3Pq1CnjdWVlpdra2hQOhzNCaCKR0JUrV1RWViZJ6urq0q5duxQIBORwOHT69GkFAgHjN6mqqtKTJ0/U3d1NCAXwyyCEAjAMDAxo0aJFmp6eViqV0oEDB3TmzBnjc7fbnbEOdGRkROPj47LZbBnnSSQSikajmpiY0Lt377Rp0ybjs8LCQm3cuHHOlPysx48fq6CgQB6PJ+txj4+Pa3JyUlu3bs04PjU1pfXr10uSnj59mjEOSUZgzUV/f7+CwaCi0aji8biSyaQWL16c0aa8vNwIoLP9pFIpjY2NyWazKRqNqqGhQY2NjUabZDIpu92e83gAmCiVkiwm3zLpJ75FEyEUgGHLli0KhUKyWq1yOp0qLMz8iygpKcl4H4/HtWHDBmOa+XNLly79pjHMTq/nIh6PS5IGBwczwp80s841X+7duyev1yu/36/t27fLbrcrHA4b1dVcxnrp0qU5obigoCBvYwWA/ztCKABDSUmJqqurs25fW1ur/v5+LVu2bE41cNby5cv14MEDbd68WdJMxe/hw4eqra391/Zut1upVEq3b982puM/N1uJ/fTpk3Fs9erVWrhwoWKx2BcrqC6Xy9hkNev+/fv/fZGfGR4eVkVFhU6ePGkce/369Zx2sVhMb9++ldPpNPpZsGCBampqVFpaKqfTqZcvX8rr9ebUP4B5xprQvGJ3PIBv5vV6tWTJEu3Zs0dDQ0N69eqVbt26pZaWFr1580aSdPToUZ07d06RSETPnj1TU1PTV+/xWVlZKZ/Pp0OHDikSiRjnvHbtmiSpoqJCFotFAwMDev/+veLxuGw2m9ra2tTa2qq+vj5Fo1E9evRIXV1d6uvrkyQdOXJEL1680PHjxzU2NqarV6+qt7c3p+tduXKlYrGYwuGwotGogsGgbty4MaddUVGRfD6fRkZGNDQ0pJaWFu3fv18Oh0OS5Pf71dnZqWAwqOfPn2t0dFQ9PT26cOFCTuMBgB8ZIRTANysuLtadO3dUXl6u+vp6uVwuNTQ0KJFIGJXRY8eO6eDBg/L5fKqrq5PNZtPevXu/et5QKKR9+/apqalJq1atUmNjoz5+/ChJKisrk9/v14kTJ1RaWqrm5mZJ0tmzZ9Xe3q7Ozk65XC7t2LFDg4ODqqqqkjSzTvP69euKRCJau3atLl68qI6Ojpyud/fu3WptbVVzc7PWrVun4eFhtbe3z2lXXV2t+vp67dy5U9u2bdOaNWsybsF0+PBhXb58WT09PXK73fJ4POrt7TXGCgC/Akv6S7sDAAAAoA8fPshut+v34j9UaMnPQzqylUxP6a/JsCYmJr647OlHRSUUAAAApmNjEgAAQDbYmJRXVEIBAABgOkIoAAAATMd0PAAAQDZSacnCdHy+UAkFAACA6aiEAgAAZCOdlmT2s+OphAIAAAB5QyUUAAAgC+lUWmmT14T+zM8UohIKAAAA0xFCAQAAYDqm4wEAALKRTsn8jUkm92ciKqEAAAAwHZVQAACALLAxKb+ohAIAAMB0hFAAAACYjul4AACAbLAxKa8IoQAAAFlIaloyeYlmUtPmdmgiQigAAMBXWK1WORwO3f37z3np3+FwyGq1zkvf35Ml/TNvuwIAAMiDRCKhqampeenbarWqqKhoXvr+ngihAAAAMB274wEAAGA6QigAAABMRwgFAACA6QihAAAAMB0hFAAAAKYjhAIAAMB0hFAAAACY7h8gBnbnkbNQmgAAAABJRU5ErkJggg==",
       "text/plain": [
-       "array([[4428,  103],\n",
-       "       [ 105,  238]])"
+       "<Figure size 800x800 with 2 Axes>"
       ]
      },
-     "execution_count": 13,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -264,37 +258,52 @@
     "yHat = clf.predict(testX)\n",
     "\n",
     "from sklearn.metrics import confusion_matrix\n",
-    "confusion_matrix(yHat, testY)"
+    "cm = confusion_matrix(yHat, testY)\n",
+    "\n",
+    "from sklearn.metrics import ConfusionMatrixDisplay\n",
+    "from sklearn.metrics import precision_score, recall_score\n",
+    "\n",
+    "precision = precision_score(testY, yHat, average=None)\n",
+    "recall = recall_score(testY, yHat, average=None)\n",
+    "\n",
+    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
+    "                           display_labels=clf.classes_)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8, 8))\n",
+    "disp.plot(ax=ax)\n",
+    "ax.set_title(f'Confusion matrix\\n Precision: {precision}\\n Recall: {recall}')\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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82GWFFi9e3He4gs5qyqwNbKGuF9iP9wgggAACCCCAAAKRK0AGaOR+ttwZAggg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\nfvvtN1eoaM6cOW6TzqF1Qe+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XaNy4sfuZ0rR1VVMvXbp0rEFr/dhBgwaZlj44ffq06edR\nz8GqrxcqVMgVPZoxY4YLUupns1WrVqZCRsuXL3c/m/rZU5BewVAFQC+//HJbvXq1W/9TF9+2bZur\n+K7/W164cGFThnPDhg1t7ty5LrCqn/Mff/zRVZ4vUaJErPGyAQEEEEAAAQQQQCBOgS2Zov9PWOLm\nnsV5XnYigAACCCCAAAIpL6DgqVcdXms8Zs+ePdZFVU1bmaGaEq9Mu3CaAldam1EFlMaPH2/emqLh\nHEuftC+gqecqhqTguTJBVbgoqU3BzVy5cvlOc+LECbfeqG9DwAsFVBXo1LqfWpc0T548AT3+ebtr\n1y4XfA83aznoSdiIAAIIIIAAAghkbIHZBEAz9g8Ad48AAggggAACAQKq3l2vXj2rU6eOyx5VkIoW\neQLKOG7btq1pmQNVcK9evXrk3SR3hAACCCCAAAIIICABAqD8HCCAAAIIIIAAAp7A999/7wKfVatW\ntenTp7up994+niNPQEsxaLq6KrgvXLjQLZsQeXfJHSGAAAIIIIAAAhlegABohv8RAAABBBBAAAEE\nnIDWeaxVq5aVL1/eZQV6Fb3hiWwBrRN722232cqVK23RokWuAntk3zF3hwACCCCAAAIIZDgBAqAZ\n7iPnhhFAAAEEEEAgloCKMCn4qSJMqsydM2fOWH3YELkCWj9WhbTWr19vn3/+uVWsWDFyb5Y7QwAB\nBBBAAAEEMp7A7MwZ7565YwQQQAABBBBA4H8CP/30k1vzU8WUtB4kwc//2WSUVyqepSUPlP2r9V+V\nDUxDAAEEEEAAAQQQiBwBAqCR81lyJwgggAACCCCQQIFffvnFBbxUHV6FcPLmzZvAM9A9UgRy5Mhh\ns2bNshIlSrifie3bt0fKrXEfCCCAAAIIIIBAhhcgAJrhfwQAQAABBBBAIGMK/Pbbb1a/fn07e/as\nK4BToECBjAnBXfsEcuXKZXPnzrWCBQu6IOju3bt9+3iBAAIIIIAAAgggkH4FCICm38+OkSOAAAII\nIIBAIgWOHDliDRo0MD1/9tlndskllyTyTBwWaQLKAlY2sIKhmg7/888/R9otcj8IIIAAAggggECG\nEyAAmuE+cm4YAQQQQACBjC1w7Ngxa9Soke3bt88FP4sVK5axQbj7WAL58+d3WcFZs2Z1QdADBw7E\n6sMGBBBAAAEEEEAAgfQjQAA0/XxWjBQBBBBAAAEEkiigat/NmjWzLVu2uODnpZdemsQzcnikCmga\nvLKDT58+bTfffLMdOnQoUm+V+0IAAQQQQAABBCJegABoxH/E3CACCCCAAAIISODUqVPWsmVLW7Nm\njS1YsMBV/EYGgbgEChcubIsWLbKjR4+69WJ///33uLqzDwEEEEAAAQQQQCCNChAATaMfDMNCAAEE\nEEAAgeQTOHPmjLVp08aWLl1q8+bNsyuvvDL5Ts6ZIlpASyQoCPrrr79aw4YNXTA0om+Ym0MAAQQQ\nQAABBCJQgABoBH6o3BICCCCAAAIZUWD79u22fv36WLeuKu933XWXq+49c+ZMu/baa2P1YQMCcQmU\nKlXKBUFVFb5x48amdWQDmwKkyi6mIYAAAggggAACCKQ9AQKgae8zYUQIIIAAAgggkAiB1q1bu+Cm\nprd7LSoqyh588EGbNGmSTZs2zWrWrOnt4hmBBAmULVvWFUbatGmTNW3a1I4fP+47fu/evXbddde5\nn68jR474tvMCAQQQQAABBBBAIG0IEABNG58Do0AAAQQQQACBJAhoavuqVavs5MmTLkNvxowZ7mxd\nu3a19957zwVAVciGhkBSBCpWrOiCoN999521aNHCTpw4YTt37rTq1aubgqAqsjVq1KikXIJjEUAA\nAQQQQAABBFJAIFN0ZkRUCpyXUyKAAAIIIIAAAudMoEmTJm5tT1XszpQpk2XOnNlatWrlAp8fffSR\n/fvf/z5nY+FCkS+gYHu9evVc4HPt2rV28OBBVy1ed67q8Xv27LFs2bJFPgR3iAACCCCAAAIIpA+B\n2QRA08cHxSgRQAABBBBAIISApiSXL18+1l4FQh9++GEbNmxYrH1sQCCpAhMmTHDLK/z111++4KfO\nqZ+7MWPG2D333JPUS3A8AggggAACCCCAQPIIzGYKfPJAchYEEEAAAQQQSCWBQYMGWdasWWNdXZNc\nhg8fbiNHjoy1jw0IJEVAxbY6d+5sgcFP75wvvfSSMcnK0+AZAQQQQAABBBBIfQECoKn/GTACBBBA\nAAEEEEikwC+//GLvvvuunTp1KuQZlAU6ZMiQkPvZgUBCBFavXm01atQwFTvSkguBTYHPrVu3mrcO\nbeB+3iOAAAIIIIAAAgicewECoOfenCsigAACCCCAQDIJDB06NKwzdevWzaZOnRpWXzohEErgwIED\nVrt2bTt69KidOXMmVDe3Bm3//v1D7geC2yAAAEAASURBVGcHAggggAACCCCAwLkVIAB6br25GgII\nIIAAAggkk8CxY8fsv//9b9AsPO8SWbJkcWsytm3b1qpVq+Zt5hmBRAnkzZvX7r77bjvvvPOCLrvg\nnfTs2bO2cuVKW7ZsmbeJZwQQQAABBBBAAIFUFCAAmor4XBoBBBBAAAEEEi/wzjvvuDUYg51BgU+1\n5s2b24YNG+zDDz+0Sy65JFhXtiEQtoAquyvreOfOnXb//febfs6CrT+rE2rfgAEDwj43HRFAAAEE\nEEAAAQRSToAq8Clny5kRQAABBBBAIIUENP24RIkS9tNPP8W4goJOWpdRgc8XX3zRrrjiihj7eYNA\ncgro508Fj0aNGuUyjYOtRbtx40arUKFCcl6WcyGAAAIIIIAAAggkTIAq8AnzojcCCCCAAAIIpAWB\nSZMmxQh+ehmfDRs2tLVr19qUKVMIfqaFDyrCx1CkSBEbNmxYjIxQ72dRt67s0IEDB0a4AreHAAII\nIIAAAgikfQEyQNP+Z8QIEUAAAQQQQCBA4KqrrrLvvvvOTTNWxmejRo2sX79+VqVKlYCevEXg3Ans\n3bvXZYSOHj3alxGq9UJ3795t//rXv87dQLgSAggggAACCCCAgL/AbAKg/hy8RgABBBCIGIFt27bZ\n6tWrI+Z+uJH/CWhNzxdeeMFtqFSpkqnAUZkyZf7XIZVfZc6c2Ro0aGC5cuVK5ZFE5uWPHz9uc+bM\nibMKe2rf+aFDh2zy5Mn22WefmQoiNWvWzNq3b5/aw+L650ggX758dvPNN5+jq3EZBBBAAAEEEAhD\ngABoGEh0QQABBBBIhwK33367mwadDofOkCNAQGtCqkgOLfkFJkyY4ILeyX9mzohA8gkcPnzY8ubN\nm3wn5EwIIIAAAgggkBSB2f+USE3KKTgWAQQQQACBNCigIjl33nmnjRs3Lg2OjiFFskCBAgXSdHZi\nerfXd1vV2E+cOJHeb4XxR6DAokWLrF69evwOiMDPlltCAAEEEEjfApnT9/AZPQIIIIAAAggggAAC\nCCCAAAIIIIAAAgggEFqAAGhoG/YggAACCCCAAAIIIIAAAggggAACCCCAQDoXIACazj9Aho8AAggg\ngAACCCCAAAIIIIAAAggggAACoQUIgIa2YQ8CCCCAAAIIIIAAAggggAACCCCAAAIIpHMBAqDp/ANk\n+AgggAACCCCAAAIIIIAAAggggAACCCAQWoAAaGgb9iCAAAIIIIAAAggggAACCCCAAAIIIIBAOhfI\nks7Hz/ARQAABBBBIcwLffvutbdmyJda4Wrdubeedd579+OOPtmbNGt/+zJkz2x133OHez5gxw/78\n80/fvpYtW1q2bNl8770Xn3zyiZUsWdKuu+46b5N7PnTokE2bNs12795tlStXtgYNGljOnDl9faZP\nn27Hjh3zvW/VqpVlzZrV9z61Xpw4ccK++OILW7t2rdWoUcOqVatmcgmnzZo1y44cOeLrumfPHuvS\npYtdeOGFvm28QOBcCfz99982ZcqUWJerUKGCXXXVVW77xIkT7fTp074+V155pVWsWNF27txpX331\nlW97uXLl7JprrvG937Fjh82dO9cuuOACa9y4sRUsWNC3L61+tzXAuMbtu4EgL/R7bNmyZb49MsuV\nK5c1b97ct40XCCCAAAIIIIBAOALh/ZdFOGeiDwIIIIAAAgg4gbJly7og4/3332/t2rWzN99805o0\naeKCn+qgoIbanXfe6QKltWvXdu/1T7du3WzkyJF2/fXXW926dYMGJxVgbd++va1evdp3nF4oeFin\nTh0XSOnevbtt3brVbrzxRtu3b5+vn4IpCprOnj3bje348eO+fan14sCBA6bgkIId9957r02dOtWa\nNWtmZ8+ejXdICiY3bdrU3Yus9VBwmeBnvHR0SCGB7Nmzm34HfPTRR76fS/08VqpUyXdFBS9feeUV\n69evn/tDhvqrKdinn+FMmTK577+3XfsGDhzovh/16tWzMmXKuO/6l19+qV2upcXvtgYW37j/GX3w\nf59++mmfoVzuuusuK1++fPDObEUAAQQQQAABBOIQIAAaBw67EEAAAQQQSIxAnjx5rFOnTjZ+/Hh3\n+LZt22IE85TZ+Nlnn7nAwHPPPWeXXHJJjMtUqVLFSpcu7bYrEOLflL3Zp08fO3XqlP9md/67777b\nZYUpe1IBFwVBFYxR0MBrRYoUsUsvvdRuvvlmb1OqPivIqSxXBYdkVqBAARswYIB9//339uyzz8Y7\ntsGDB9uiRYts165d7qEg6tixY+M9jg4IpKRA1apVbdKkSe4PGbqOAvXK/vbaTz/95DJA9bNbvXr1\nWH/oaNSokfv+586d2x2irE99H/Tzrj+gKEtafyxp0aKF7d271/VJa99tDSqccbvBB/lH32n9nvO+\n23rWH3MIgAbBYhMCCCCAAAIIxCtAADReIjoggAACCCCQOIHbbrvNTcX+5Zdf7NFHH/WdZMyYMS5g\n+dRTT/m2hfvimWeesZ49e8bq/vXXX9t3331nV199dYx9yvZcsGCBrVq1Ksb2pL45c+aMffzxx0k9\njS1ZssSWLl1qypb1mgJFCtoqc9Z/ur6333vev3+/rVu3zmXDFS9e3PQoVqyYC/p6fXhGILUEtHSF\nskAVxNQfLTZu3OiGouUaOnbsaBMmTLBChQqFNbyXX37Zfbf9v9/KAtdyGfp9ktwtcCp+Ys+flHEP\nGTLEGjZs6Kb5e9/vcL0SO16OQwABBBBAAIHIFSAAGrmfLXeGAAIIIJAGBF599VU3vfuDDz6wTz/9\n1AX79HrEiBEJHp3WFVT21+WXXx7r2E2bNrltUVFRMfZde+217r2CjMnRtAbfe++956bZP/jgg0k+\npbdWov/0YJ30iiuucMFPTdUP1YYOHWorVqxwQU9lzL777rsWeP+hjmU7AudCoFSpUqafU60L2qFD\nB9Natwpc6g8Zwb7HwcZ08OBB01T3wO+IsruVza31gJOradkMLUOhqff6biWlJWXchw8fdoFd/WEk\nb9681qZNG7dERlLGw7EIIIAAAgggkLEFsmTs2+fuEUAAAQQQSFkBBSkU8NS09IceesiKFi3q1t88\n//zzE3Thn3/+2SZPnuzO5V/wxzuJiqKoaX3Qtm3beptdgERvNDU8KU1TURX41PR0rdn5yCOP2JNP\nPulOqaItygiNq5UoUcIFKgP7eMWiChcuHGOXV9xl8+bNMbb7v6lVq5abIqvrK1hzzz33uGUHNO3W\nf7qx/zG8RuBcCyjbU+vaKtivDE59P5UdHm7bvn27yxgP/I7oeH1Pli9f7gL/gctlhHt+9dMU/f79\n+7uMVf3RRMXYlH2p3zu6flxN19Vaw4EtKePW7xuNR99trYuqbHONScsKaHkAGgIIIIAAAgggkFAB\nAqAJFaM/AggggAACCRRQcZLevXvb888/b6r2HLjmZ3ynU1ajgo2aEhqqKQChKbeqpK7+XjDkjz/+\ncIeUjK4Yn5imjLV33nnHNJX1t99+c1P6//Of/7i1Or3zKVASLCjr7dezghnB1vTU8gAKVgZWuveK\nGPkXcPI/n17fcsst7qHXmv6vLLGFCxeasm579OihzTQE0oTAqFGjXCDvhx9+MP+iZ+EMTt8RNe+P\nHP7H6Hty8uRJO3ToUIzvpH+fuF5rrV19N5VFqsJrs2bN8n2ndJwCj1prNK6WNWtWN4bAPkkZtwK7\njz32mHso61y/O/U7SNmpMlRWKA0BBBBAAAEEEEiIAFPgE6JFXwQQQAABBBIpoP9o1/qUKn40bNiw\nBJ1FgU9ljcW1/p3OrYrSWutTmZCaOv7aa6+5wIEupsBrQpqm7P73v/91GaSqxKxpu1oXUBmgKlTk\n37QW519//RXnQwWZgrWcOXMG2+zLKA03WKz7070rw1brLtIQSEsCysD2gnYqVnb06NGwh+d9R7w/\navgfqMxrZZPny5fPf3O8r9euXWutWrWyypUru+zwOXPmuExS/VHBv2nt4vi+294fWfyP0+vkGneW\nLFlckPb11183/a5ZvHhx4KV4jwACCCCAAAIIxCtAADReIjoggAACCCCQNAFlLl188cUuO1FZXAoG\nasppOE1TwDXtU1NCNQVej+nTp7tD16xZ4957WZIqqvT555+bqkFrzc/69eubMj9Vld6/eEo419V5\nlHWlatVah08Zlfnz5w96qO4pvoeCGMGaArcK4ijT1L95AaKKFSv6b47ztbLhNLXYm1YfZ2d2InCO\nBLRkhDIX9UcJPe/YscMef/zxsK+u74hasIJg+p5oXeCELvmg77PWJNbSFMqYbtCgQdDx6Hsb33db\n+4O15B73HXfcYZkzZ+b7HQybbQgggAACCCAQr0Dw/xqJ9zA6IIAAAggggEA4Agp6aE1KVWLXVNGX\nXnrJnnjiCZdRqfXttC2utnfvXpehpemgXvMK/Wjaqqasqgq0tz6gptd6U2wVaFGwVAGOXLlyeYeH\n9axp7cr4VAEXZaBq/U9Nfe/SpUuscw0ePDhWADPwIhrTDTfcELjZFYjSxj179rhq7l4HFVBRS0gA\nVP3Lly/vAkJ6TUMgtQX0h4vWrVu7770KFum7pGUaxo4da02bNrUWLVrEO0QFEnPkyOG+I4Gd9T1J\n6B83dA79TlJhpb59+7r1O/XHkhdeeMGqV68e4xLffPONG2+MjQFvFHwNluGd3OPWH5Euuugivt8B\n/rxFAAEEEEAAgfAECICG50QvBBBAAAEEEiygLE8FDTVl0wt0KpCpjE4V9lDw4cUXX4zzvDfddJMp\nCOrfNCVVARFNR1dhpWBN6wIqY+qyyy6zzp07B+sS7zZljvbq1cu6du3qpu1rSr0euidNjfWmuKrA\nS7DsNP8LaPp+sADofffd5wzkUaZMGd8hms5+1VVXJTjYoUIzCSkw47sgLxBIAQF9T+rWrWuNGzd2\nZ8+dO7eNHj3arbP5wAMPuIBjfMs8aIq7vif6Y8fZs2ddFqROpnV3le2s3wOJaTVr1nR/mNEfYvR7\nSN9PZYL26dPHFwj1MtDjOr+yRIMFQJN73Mpq1/3XqFEjruGwDwEEEEAAAQQQCCrAFPigLGxEAAEE\nEEAgaQK//vqrNWnSxGV++Qc4NIVTGZNqClzMmzcvaRcKcrSCkZq2XqpUKZe9FWr6eZBDg25SoFPr\ngCojVIWMtDaoptYPHDjQ9V+yZIlbf1NBy1APTf0N1mSjrFJlqXqZrVp/VBWfldkqL6+pYIuCSap6\nrcCMArNaBsBrGzZscIFYBW1pCKS2gLI9V65c6Qqg+Y9FQUZVMlf25p133hm0gJB/f71WIaLDhw+7\naevePhUoat68ud1+++3epkQ9K+tTmerK9syePbvLCFUGuL5PGl+o77S3fcWKFSGvG+64/b/bOtmg\nQYNs5MiRbv1RvdfvBr1XManANYi1n4YAAggggAACCMQn8L//qoivJ/sRQAABBBBAICwBVU1XNtW2\nbdtcdWUFCry2adMmt26n3mvty5YtW7qg4p9//ul1SfSzKkHr2gqwKDCiAImqKSdX0xqbCmhoar3W\nB1VAIjmagp8KFjdr1sxNuVdmrIKYVapUiXF6BWS0Nunq1atNXu+++67royxZrWmoDDn/bNsYB/MG\ngXMkoIJHKnSkTGm9HjFihMtc9C6vn1sV81FbtGiRW6t3/vz53u6gz1qrU39oUAE1/awruLpx40Yb\nPnx40P6J2Vi1alWbNm2a+37pjx7eWsOJOZd3TLjj9v9u69h169bZww8/7ArHKYtWlsqe1+9LGgII\nIIAAAgggkBiBTNF/UY1KzIEcgwACCCCAQFoW0DRorXs5bty4tDzMWGMrW7asCwYqwJHQpqnoqupc\nunTpeA/Vmp4K0qiCs6blJqZpmn22bNkSc2jQYxQQVlZcXNXutVaoV1xFhZMUYFJgVoWf0kpThlq/\nfv1CLk+QVsaZXscxfvx4V0wosHBWer0f/3Hr3tq3b2+///67K17mv897re+IlqfwltXwtnvPyfHd\n1rmS+/sd37j9v9u6vopH6Y86ymRXZmp6aQpq16tXz/0uC1U4Lr3cC+NEAAEEEEAgggRmZ4mgm+FW\nEEAAAQQQiAiBxAZ2lPUZblOwMaktOYOfGouKqcQV/FQfL/ip11pjUAFjGgKRJhDX74D4poAnx3db\nnsn9/Y5v3P7fbV1f2evJmcGuc9IQQAABBBBAIOMKEADNuJ89d44AAgggkAYFNPV05syZljdvXpfB\nqorxyZn9pDX0tJbgxIkTXeZnpkyZ0qACQ0IgYwooq1MZ2Z06dXKFiDQtXRXaw2l8t8NRog8CCCCA\nAAIIZFQBAqAZ9ZPnvhFAAAEE0qSAf1GflBigKk+rqagRDQEE0pZA69atTY/ENL7biVHjGAQQQAAB\nBBDIKAIUQcoonzT3iQACCCCAAAIIIIAAAggggAACCCCAQAYUIACaAT90bhkBBBBAAAEEEEAAAQQQ\nQAABBBBAAIGMIsAU+IzySXOfCCCAAAJpTmDw4MFufc/OnTsnaGzbt293Vcb79u1rRYsWTdCxCems\nQixffPGFrV271mrUqGHVqlWzzJnj/9tpOMeF00djVZX3ZcuW+YZ9+vRptzaqV/Dpm2++sa1bt/r2\n+7/QeFVBmoZAWhCI1O+7KtaPGTPGfVdvvfVWVwFdBc38Wzh91H/58uU2f/58V+Fea59ed911/qdx\nr48ePWoffvih7dixw8qUKWPt2rWzCy+8MFY/NiCAAAIIIIAAAv4C8f9XjH9vXiOAAAIIIIBAsgm8\n88479v777yf4fKtXr7axY8fa+vXrE3xsuAccOHDAKlSo4IIa9957r02dOtWaNWtmZ8+ejfMU4RwX\nTh/vIlqrVAEO73HXXXdZ+fLl3e6oqChr27atb5/Xx3tWsScaAmlFIBK/77/99pupUNN3331n33//\nvTVq1MhuuOGGGOTh9NEBjz/+uDVu3Nj9buvVq5f7g8srr7wS41ybNm2ycuXK2WuvvWZDhgyx+++/\n3ypXrmz79++P0Y83CCCAAAIIIIBAoAAB0EAR3iOAAAIIIHCOBFasWGGLFy9O8NVatWplv/76qws2\nJPjgMA5QkLNly5ZWqVIlV426QIECNmDAABfgePbZZ0OeIZzjwunjXWDXrl126tQp07P32Ldvny8A\nunDhQlPGmTLBlFHqPZRBVrJkSatSpYp3Kp4RSHWBSPu+C/STTz6xlStXuj/kfPbZZ9anTx/33j9r\nO5w+kydPdtnlhw4dsp07d5q+2/ny5bOePXuaMt699sQTT9i8efNs8+bNtnfvXvf7adu2ba6f14dn\nBBBAAAEEEEAgmAAB0GAqbEMAAQQQQOAcCOTIkcMuuOCCRF1JQcmUakuWLLGlS5e67CrvGprSquzL\nN998044dO+ZtjvEcznHh9PFOqgyvhg0bWsGCBa148eLuUahQIW+35cyZ02WBKdiZLVs232PatGku\ngOvryAsE0oBApH3fT548abfccotddNFFPt2OHTu617lz53bP4fRRx6+++soGDRpk+j2TKVMmN43+\njjvuMC15oWUu1FatWmV33nmny/jU+4svvti0DIiW5dDUeRoCCCCAAAIIIBCXAAHQuHTYhwACCCCA\nQCIF/vzzTxsxYoQ988wzpqmvmh565syZGGfTVHDt85r+Y3/BggWmTKq//vrLPv74Y/cf+Mp28m/K\nolTmqBcY8N+XHK+nTJniTqMMUP92xRVXuODn7Nmz/Tf7XodzXDh9dEJNX9e6gprimjdvXmvTpo2b\nju+7WPSL6tWrx1qTVDbKJrv99tv9u/IagRQVyIjfd/3RIXCN3XXr1lmTJk1c9rjAw+mjft27d3fB\nT732ms6jpkxQNf2hQ8tb+LfChQvbNddc4+vjv4/XCCCAAAIIIICAvwABUH8NXiOAAAIIIJAMAgre\n6T/KFTDUWnYzZ850AQEF7DSFU4HQd9991xXw8KaU65gOHTpYgwYN3Bp4CvwpK2r48OFWp04d0zp6\nahs3bjRlRt10000uIyrUcHWssjjjeuzZsyfo4Vu2bHHbFVzwb8rEVAsMyHp9wjkunD46n6a+9+/f\n3wU+dV0Fg7Um6Zw5c7zLBX3W1FtlkMmahsC5EMio33d/W63Hq6nuPXr0cH/48d/nvY6rj7I5A5t+\nPyn4qWJmavnz53ff7WD9tPYoDQEEEEAAAQQQiFMg+v+M0BBAAAEEEIg4geiCPVHR0yVT5b6isz6j\nSpQo4bt29NTNqOj/MY6KntLt26YX0VmKUdFTun3bjh8/7vrVrVs3KjoA6LZPnz7dbZsxY4avX3SW\nldsWnWHq2xb4InoKquuj64Z6RAcYAw9z76PXzoyKnooaa1/0Wn/uXI888kisfdoQznHh9Ak8uSyi\nA8VR0VNdoy655JKo6IBTYBff+0cffTQq1Ph8nVL4RXSgJiquzyaFLx/xpx83blxUdGZhmrnPjPp9\n9z6A6OzXqOg/2ERFV2J3vx+iM7aj9LvCv4XTx7+/Xuv34Ouvvx64Ocb7L774Iqpo0aJR0ZXhY2xP\nzTfRGfzO4eDBg6k5DK6NAAIIIIAAAjEFZpEBGmd4mJ0IIIAAAggkXEBFOVSkSOvfqV155ZWm9f8C\nMy7PP//8GCfPnj27y3C69NJLLUuWLG5fxYoV3fPu3bt9fQOP8+3we6GqyJpGH9dD006DNa2tGax5\nU/ijg5DBdrs1OYPt8D8uMeeWhbJBo4MhrtpzqMJR0f8fxz799FPW/wz2IbAtxQQy6vfdA9XvtlGj\nRll0ENKtyavnzp07e7vdczh9/A/QOr7KQFdl+FBNv1eee+45i/4jUcjfPaGOZTsCCCCAAAIIZDwB\nAqAZ7zPnjhFAAAEEUlggOnPJBR41/VxNU2QVDK1fv36Cr6yiIGoK7iWkqbhSfA8vyBp43mLFirlp\n+qqq7t8U2FDzgrL++/Q6nOPC6RN4Xu+9pv6r4Ik3jd7b7j1r+ruca9Wq5W3iGYEUF8io3/dAWH03\nu3bt6tbfXbNmjQX+/lD/cPro+621kf3XRw68lt4/+eST1q1bN7v66quD7WYbAggggAACCCAQQ+Cf\n9JIYm3iDAAIIIIAAAkkR6NSpk23dutUefvhh69evnytYNGDAAFfRPCnnTcixgwcPDhqA8D9H7dq1\n7YYbbvDf5F5rrU01ZayWKVPGvdY/0VM63etQAdBwjvvhhx/cORJ6bh2kdQJVcbpcuXLuHIH/TJo0\nyW677bZYxVQC+/EegeQUyKjf91CGN998s/udF1emeqg+v//+u/Xp08fef/99i+t4ZZwq8Bm91Emo\nYbAdAQQQQAABBBCIIUAANAYHbxBAAAEEEEi6gDIrNX1TGUwFChRw/5Ee13/MJ/2Ksc8wdepUV7E9\n9p7/bYlefzRoAPS+++6zF1980ZRR6R8AjV7L1K666qqQAchwjgunz/9GGPOVMmpV5b1GjRoxd0S/\nU4asAqCjR4+OtY8NCKSkQEb9vocy3bBhgzVt2jTUbrc9WB8t16FlOd544w3LkyeP7/h9+/a56fXe\nHz6mTJnivu8dO3b09dGL6PVATX/UoSGAAAIIIIAAAsEECIAGU2EbAggggAACSRCILoDjgnGqBK8p\n2Vq/U+tm5sqVK8ZZNUX0jz/+sNOnT7s1P6MLhbj/sPfWDlVnL+syukCS71hvaqm3z7fD78WSJUv8\n3iXspcbapUsXe/XVV01BBlVV//vvvy26EJN99NFHbhqrd0YFLFSh/u2333b3GN9x4Z570KBBbl0/\nXT+6uIpzGTlypFtrUEHlwKaq9/KrV69e4C7eI5CiAhn1+67fSco0V9b1FVdc4YwPHTpkmv6u3xVq\n4fRRv+hCZ9aqVSv3B5YJEyZok2v63aLfZXPmzHHvFy5caAMHDrT27dvbm2++6bZpLdCNGze6MRAA\n/ceNfxFAAAEEEEAgtgAB0NgmbEEAAQQQQCBJAsr+XL9+vWltQP+maZ8ffPCBy25SwFAZSwos9uzZ\n0x566CFX5Ef958+fbzNnzrToiun20ksvuVNEV75251OwVMFBtY8//thNA7311lvd++T8R8FPZbZp\nimmDBg1MWVi9evVyY/K/jgIdClIoCKH1SsM5Lpw+0ZXunZVs2rVrZ1mzZrXHHnvMrr/+ev/L+15P\nnDjRZZ1FVwf3beMFAudCIKN+35WNraJjvXv3tqpVq7olPvTHidmzZ/uKEoXTR5+R/tChIKcX6PT/\n3PRHFn3/V69ebc2bN3eZ7StWrPDvYiog99NPP8XYxhsEEEAAAQQQQMBfIJOqwvtv4DUCCCCAAAKR\nIKCsJGVcKnB4rtuCBQvcf4xrqrZXjf3YsWMuK7RSpUrWo0ePcz2kRF9PgU1lmmq6fLCmrEtlb+XL\nly/G7viOU+f4+hw4cMCUUVaqVCkX4IhxgYA3O3bssNy5c1v+/PkD9pz7twoCae1XBbVpyS8wfvx4\nu/fee+Nd4zb5rxz8jBn9+651O/WHB2Vqh2rh9Al1bHrbvmjRIpeJrt+baeH3UXrzY7wIIIAAAgik\nkMBsMkBTSJbTIoAAAghkTAGtk3n33Xe7ae/KiPRfQ1MZoZ988km6gtE9hAp+6kZy5swZ9H7iO04H\nxdenYMGCpkc4TUFSGgLnWoDvu1nevHnjZQ+nT7wnoQMCCCCAAAIIIJAEAQKgScDjUAQQQAABBAIF\nNHVb08U1xV1T3kuUKGE7d+60lStXmvY988wzgYfwHgEE0qkA3/d0+sExbAQQQAABBBDIcAIEQDPc\nR84NI4AAAgikpICyPw8fPmwq5PH444+7dTQ17f2ee+6xvn37uqmiKXl9zo0AAudOgO/7ubPmSggg\ngAACCCCAQFIECIAmRY9jEUAAAQQQCBBQxfRu3bq5h9bGVPEOGgIIRKYA3/fI/Fy5KwQQQAABBBCI\nPAECoJH3mXJHCCCAAAJpROBcBz8VcF2yZImrIF+/fn1r3LhxGpGIPYzdu3fbsmXLfDtU3V5Fq1Tl\n2b/NmjXLjhw54tu0Z88e69Kli6/giookTZs2za25WrlyZVexPti6pCqSNHfuXLvgggucS7hri/ou\nzAsE4hHg+x4aaPny5TZ//nz3ByH9brruuutidT569Kh9+OGHpu+q1k5u166d73uuzt98841t3bo1\n1nHaUK1aNVcs7fjx4zZ16tSgfXLkyGHNmjULuo+NCCCAAAIIIBD5AgRAI/8z5g4RQAABBDKIwPr1\n612RpVGjRtnll1+epu/66aefdssEeINUJt3GjRu9t+75xx9/tKZNm1pUVJRve5s2bXxBkbVr11qH\nDh1s9OjRpu1vvvmmvfDCCy7QWbhwYd8xAwcOdNveeustU2X5OnXqmF7XrFnT14cXCKQ3gfTyfddS\nIO+9957lyZPH/aGid+/e9vLLL1v37t195Js2bXLfS/0RZNeuXXby5EnXZ+nSpXbJJZe43wFt27a1\nbdu2+Y7xf6FiVCqENmnSJOvYsaP/Lt9r/S4hAOrj4AUCCCCAAAIZTiBzhrtjbhgBBBBAAIEIFahS\npYo98sgjaf7uFOBQtqqevYcKR5UvXz7G2AcPHmyLFi3y9VHW6NixY12fs2fPmtZfVJarsr8uvPBC\nF1DJnj273XXXXb7zKOvz2WefNZ2rXLlyVqNGDbc8QYsWLWzv3r2+frxAIL0JpIfv++TJky1z5sym\nTG0Vg1u4cKHly5fPevbsadu3b/eRP/HEEzZv3jzbvHmz+1526tTJBTvVT03H3XrrrS479MSJE+Y9\nlFVasmRJk4Wasj/1O0PZpF4fPeuPHS1btnR9+AcBBBBAAAEEMqYAAdCM+blz1wgggAACESqQJcs/\nkzuUUZlW25AhQ6xhw4amaejFixd3j0KFCsUY7v79+00VtjUV1utTrFgxU4BT7euvv7b/Y+9M4Kaa\n/j/+Rb8SSkVZ2jftCymhTau0SSmRaBGSUKSEKFkLaaNSpLSi0qIiKtFCm9ImFSWJJBWluv/z+frf\nMXOfWe7MM888s3zO6zXP3OWcc8953+ecued7v8v69evl8ssv9ykH09pFixYJNMKQoGmGPN752rdv\nL0eOHJE333zTpyx3SCDRCMT7eP/yyy9l8ODBctZZZwnmpHr16knbtm0FLi9g0o6EsXrbbbcJXFgg\n5c2bVwPGQXAK03kkuLXAvAFhZ9asWT0fuL+wBZvQGu3Tp49cd911mt/Oh6B0q1atovankuQfEiAB\nEiABEkhdAjSBT917z56TAAmQAAlESABm1PBNie/ixYur9lGxYsW0Nvig++yzz2TNmjW66IeJdv78\n+T1Xwnks2mGKifLz5s2TSy+9VE29ISTYv3+/zJ49W7Wmbr75ZsmZM6eWhcDgk08+EfixK1mypNYB\nDSpoMl511VWe+gNt/PTTT2oGDq3Ha6+9VgUR3nmD9ck7X3q3IYyA4BECSPjyhM/PF198UYWc3nUP\nGzZMVq5cKRB6wrT1ySefVM1OW7ALk1kkb/N47FetWhVfAtPZwoULy7Jly9KYxEKIivs2bdo06d+/\nv+bnHxIIRCDY2OB4D0Tt3+Mwc8e85p2aNm0qo0aNUk1QHIdQ09bgtPPBhUWVKlXEFvBeffXV9inP\nN7TAoWEKs3ckCDzt8e/JZDaQp1atWp7reZ/jNgmQAAmQAAmQQOoQoAA0de41e0oCJEACJBAFAocO\nHVKzawg5EVAHAk4kCEAh1IMZ98SJE1UT6bnnnlNh4+bNmzXvkiVL5K677pLt27fLkCFDBEI8+MV7\n5JFHpHHjxqoViXpPnTolU6dOVSEnhKEQWsKPHhbyEJziPIR7H3zwgdYzZcoUjxaUvy5++umnMnny\nZLn33ns9gYbgJ2/EiBGaPVifnPVBkOptuuo8j30IKSFk9Zdg+j5o0CCBZhiCIKGfH374oQoxwMBO\nEFggL/JBENqxY0eZNGmSCnEhUAF7pK+++krgG9BOEGwiwVwe7YSQxNsfqJ0P2qfQLoMA1Raq2uf4\nTQI2gWBjg+P9X0rBxju0OZ0JgcxgBg/XFUgXXHCBM4vuI1+3bt38nsNBzB+4tj/hqHchCEjbtGnj\nfYjbJEACJEACJEACqUjAPPgzkQAJkAAJkEDSETCCQsuYVUa9X0Yz0apdu7anXiNks0zkYt03gk/L\nmG1axnxb902QHkTvsYz5pSe/8UWpx6ZPn+45Zsw29dh7773nOWZ831nZsmWzjLBTj5nox5rHaIV6\n8uA6RsBgFShQwDLCQj2+adMmzTd27FjdN77wLCOctYywxlOuc+fOmscIF/VYsD55Cv3/ht1+9CvQ\nx0TDdhbzu482G/+cyswEOrGMdqjffOBoBMt6PSNU1jxGwGkZjS/LaIlZRsjpKWc0czXfa6+9Zhnh\nsW4PGDDAc97eML5D9dyBAwfsQ1H7NgIdy2i4Ra0+VuRLAOMM9z4WKdjY4Hj/dw5wO97t+2VM1K1X\nX33V3vX7bV4W6byG+StQuv/++y3j8zjQaT1uNOr1f8Wek4NmjtJJo6mvc8uvv/4apRpZDQmQAAmQ\nAAmQQBQIzKUP0FSUerPPJEACJEACEROAhic0OeFH0gjP1Dz7pptu0vqgibhx40aBP8u///5b8+EE\nND7tBI1PpAoVKtiHpFSpUrpdqVIlzzFcB8E7oHGJBNN3pMqVK+s3/uA60CiFhujOnTs9x703oPkJ\nM12YoiJAEj7wrwlNSSNU1azB+uRdF7aN0EGOHTsW9PPHH384i/ndh3krtEGNMETbBE1Vfwlc4CfQ\nCHpVkxV5YBr/zDPP6HFoh8KVALRqbZN2lIHfQCR/Gp7QojUCZprFKiH+CUQg2NjgeP93HnA73sEY\n7j+gkQ2N9kAJYxMuL6D9bo9hZ16zCBLzwiio5jvKQEsemqZOH8PO+rhPAiRAAiRAAiSQ/ARoAp/8\n95g9JAESIAESiCKBunXrysMPP6zCNizQhw4dqubZuASCdmChjcU7/Eza/uhghh0sQRDnTEarSg8d\nPXrUecpnH5HNkSCMhW9QZzIaoSpwsM3dneexH6xPzvwQWtp++ZznIt1HUJQHH3zQR1DsrAtR3lu0\naCHjxo3znILrAAQ9QiRo+Py85ZZbNDgSBM4IegR/qkj+GCJKNNg5/RN6KucGCRgCwcYGx3t4/yIY\nlxi/8L0bLGF+7dmzp0/gMmd+mL8j6BFcZQRLRtM+pJA0WHmeIwESIAESIAESSB4CFIAmz71kT0iA\nBEiABGJAAEKPl156SRo2bKhBfDp16qTBjB599FHVwqxTp4761kSgj23btrlqkT8NRbtgsHPIs3v3\nbs1qB2Gyy9nfEPDB1yj8adpCVfuc/R2sT3Ye+xuRmz/++GN71+83rgmNU7cJfgLz5MmjAslgZaCN\nZwt87XzGHYHggwQtWAilcX9y5MihQVGgOQtfgs5kzFODClic+bmfmgSCjQ38v3G8i75ECDXe4Uv1\nqaeekgkTJqjmdaD/ptGjR+u4hK/jYAl+PfFCJNgLDIxxaOuPHz8+WFU8RwIkQAIkQAIkkCIEaAKf\nIjea3SQBEiABEogOAUQwh0ZngwYNZO3atRpNHRHLkbDAh6ARwk+kUJqfmimdfxYvXqzRko0PTb81\nwRQcGpCvv/66z3kIJEaOHKnHgvXJp5DZgVAXwodgH5imhpOgvQlWNWrUCFoM5qwQevhL0AaDJinc\nCdiBU6BZa/ydqlao9704fPiwapsyMIo/kjzmTSDY2OB4/3ceCDXe4TIDAlJoy9suQMB43759Pi+J\nML5h2o4Abd4JQkzvhDyYf1q1auV9OM026kN0ebjLYCIBEiABEiABEiABaoDyf4AESIAESIAEwiAA\nM85FixZJo0aNBGbZN954o5iAQ1oDBI1Y1MMfJUyzbQEj/HhC4JgrVy6B6TUS/HvaCdGkkQ4ePKi+\nObFtm23Dl6h3+uabbzy7e/fuFWhkQuvRTrY/PrtOCAUff/xxNdtHXRDOog4IECDcQQrWJ7te+9sE\nlhJ8Ik2DBw9Wv34QcoAfhBkQzkLz68ILL9RqIWQFuzvuuMOjpQlTfjBBX5wJxyH0LFq0qEAY7W2i\nD1NaE6xG/QWaAFJaFJHncd9s363O+rhPAjaBYGOD492mFPgbL4Rat26tvounTJniyYi5bunSpTJ/\n/nw9Bq3yF154QX0rDx8+XI/BF+i3334r5cuX92h544QJ3iaY3+rVq6f5Av2h+XsgMjxOAiRAAiRA\nAilKwCw8mEiABEiABEgg6QhkVBR4499TI5IjOjSiv/fo0cNas2aN8vviiy+swoULa/T2li1bWohU\njijluXPntowZpoXzRiPTMo8clhHuWYggbwL/WEZLSY81adLEQhR35DOBO/SY0VK0jEDQMoJV3UcE\nekRx79u3r9btHTl+5cqVlhHMaj7jA9MyglhtlxEiWMZ0XI/j2kag4GkzMgTrk1YQxT+33367tsOY\nvFvdu3e3HnroIWvFihU+VzABjyyjKab5EDHauBewjHDEMppkPvkQZdkIca1rrrnGev/9933Oee+Y\nwFQWuKEeRLE3/kaVp3eeaG4zCnw0aaatK5ZR4IONDY73tPfGecT45fXMO5h7vD9GK1SzY7wbVxU+\n5+x8xpey9dtvv/lUi/FrgtD5HHPuYG4wL0IsE+jNeSrD9xkFPsMR8wIkQAIkQAIkEAmBuWeglHnI\nYCIBEiABEiCBpCIAU2n4gYT2XzTTyZMnVcPwl19+UV923iaduA5MrRF13Y7ajp9ZaEFlzZo1Xc1A\n5HZET0bUdAQMQoCfIkWK+I1wHuhC8BcKn6KFChXyyRKqTz6Zo7ADdkaooRqbCBblL0FD1giQVUs0\nf/78/rLIzJkzpWLFihLI/6mzEHwC4n4F8oXqzB/pPjRZEaH+nnvuibQKlgtCYNKkSQLfu95a1EGy\np+tUqLHB8Z4uvBEVhu/VnDlzinnRELA8tHMx35UtWzZgnow6Abck0E7FfBOsjRl1fdZLAiRAAiRA\nAiTgl8A8msD75cKDJEACJEACJOCfgG1enS9fPr8ZEDTFFn4iAwSO6RV+Oi8E03GYe4ebjHaq3yKh\n+uS3UDoOgl0gfna18N/pL6q9fR7fMGMPJ9km9uGUYd7UJhBqbHC8x/7/w83chzk4M4SfsafBK5IA\nCZAACZAACbglwCBIbkkxHwmQAAmQAAlkIgEEEkGCL1EmEiCB5CbA8Z7c95e9IwESIAESIAESiD0B\nCkBjz5xXJAESIAESIIGwCOzatUv69++vZRBx2fgTFUQ9ZyIBEkg+AhzvyXdP2SMSIAESIAESIIHM\nJ0AT+My/B2wBCZAACZAACQQlcOmll2p0c0Q4t1NG+7G0r8NvEiCB2BLgeI8tb16NBEiABEiABEgg\nNQhQAJoa95m9JAESIAESSGAC8CEabT+iCYyDTSeBpCbA8Z7Ut5edIwESIAESIAESyCQCFIBmEnhe\nlgRIgARIIPkIIGr53Llz5euvv5axY8fGfQc//PBDOXLkiKedrVq18gha0Zfly5d7ziEado4cOdIE\nHkJ/Dx8+7Mn3448/Svfu3TV6+19//aWR2j0nvTYQpKR58+ZeR/7bnDZtmka4r1at2n8HI9iaNWuW\nNGrUSAJFmkeVaCPy/fTTT3LZZZdJ06ZN5fvvv5eVK1d6rli6dGm5/PLLPfvcSD0C//zzjyxdulTm\nzJkjDRo0kBtuuCGuIQQb23bDf/75Z9myZYvUqVPHPqTf4YxbMME8gcBs1113nVSsWNGnLuxgjsGY\nhml/9erVlV80NNj9zROrV6+W7777Lk0bcADX9g6gFKzts2fPFkSSt1Pr1q0lGm226+M3CZAACZAA\nCZBAJhCwmEiABEiABEggCQkY4Zp12223xaxnf/75p/Xuu+9axnzVyp8/f8yum54LlShRwqpVq5a1\nY8cOa9++fdbp06c91d1yyy2WeSzxfEw0e2vz5s2e89jAPo5750M5O02YMMHnnHe+Zs2a2dl8vo0A\nwzKCBmvUqFE+x8PZMUIqq0qVKnrtgwcPBiz6wQcfWEZgY40bN846deqUJx/upRHWWMuWLdO2PPTQ\nQ55zbjYuuOCCdLXfzTVSOc/EiRMtoyUZUwTmpYbVtWtX/Z8aM2ZMTK8dycWCje1ffvnF6tWrl5U9\ne3arR48eaap3O27vu+8+q1OnTpYRFOpcUKZMGcu46fCpzwhYLbTFvCix7DmyUKFC1pIlS3zyhbvj\nb57A/FW8ePGAcw7uoZ1CtX3Pnj2WEaRa7du31/r++OMPu2jI708++UTL/PrrryHzMgMJkAAJkAAJ\nkEDMCMxlEKRMEDrzkiRAAiRAAslH4LzzzpN27drJVVddlVCdu+KKK6RYsWJy8cUXixFmatt3794t\n0HjDt/0xAlKBJqR3evnll2Xx4sWePNAaRYAmO82cOVPPG8GHHD9+3POpWbOmQNvUmaBx9dRTT+m1\nnefc7qMNFSpUUG3OYGUeeeQRufXWW8UI06Rjx45y5pn/PRLhXhYuXFhq1KghRpgdrBqeSxECGCdG\naJZQvfU3ttEBaGJ26NBBtZ/9dcjNuH3//fdVy33w4MGq/Ym5YciQIXL//ffLF1984anWvDyQ2rVr\nq8asPUdCU/Txxx/35Al3I9A88fHHH0uTJk1k586dnrkG887ChQtVoxw8kNy0HePeCFOlfv364TaP\n+UmABEiABEiABOKUwH9P+3HaQDaLBEiABEiABBKJQJYsWTyCxERqt3dbX3nlFbn++uslX758YrS1\n9HPRRRd5ZxGYz27YsEGMdpcnT8GCBT3m5ohS36dPHzWLheDD9mv4+++/y6pVq/yav/ft21f69evn\nc51wd+z2FilSJGBRCHgguBk6dKgKSwNm5AkS8CKAsY1kvyjwOpVQm1WrVk3zMsPugNtx+/rrr6tQ\nMXfu3HZRsV1WPPfcc55jeHGyadMmzz42smXLpgJKn4Nh7ASaJzDPYO7C2LfnG3zDxYX3Cxe3bQ+j\nScxKAiRAAiRAAiSQAAToAzQBbhKbSAIkQAIkkLEEPv30UxXK4SrGfFm6dOmiF/zss8/UFyQEgdAS\nRIJ/PBxfs2aNnHXWWXL77bcH1RKELz5jYi5YnKNeaEMaE1PVcrzkkkukbdu2Wi/+wA/lRx99JMb8\nUq699lqpV6+e51ysNiCgfPPNN9VvH3x53njjjfLiiy+qkNO7DYhIDz+ZEHrCr96TTz4pd9xxh0c4\nBMEDBC3OBO0rY3Yv3oIT5DHm6Kq1Wa5cOWeRqO7v3btX7yU0PDt37hzVullZ/BGA/0ljsi4Q7EHL\nt3HjxlK+fHn1W/v222/LsWPH5KabbpKSJUtq47dt2yYrVqxQ4T7GYMuWLQN2KpyxjUqgoYgxg/99\njHvMNfGW3I5b+A41JvQ+zUd/MBd8/vnnnuNgi7kBmtbGnFznFYx1vHyIJAWbJ66++uo0VRqzeNX4\nnDFjhuec27Z7CnCDBEiABEiABEggKQhQAJoUt5GdIAESIAESSA8BmGS++uqrgsAXX375pacqmG4a\nH3difEHqMQhTYOqJxTy0G6HpBCGJ8YWZRhhgV2J8XarAxfiQUwEoAgnB/LRAgQICYZ8tAIUQdvLk\nyXLvvfd6gg0h34gRI+yqfL4hLEWwnmAJmmpoXzgJpu+DBg1SDghuMnXqVIGgBwIECI/sBCEm8oIX\nhDoQEE+aNEkFuBAMB0qop02bNj6n0RcIRt955x2fgEo+maK0M3/+fDl06JBceeWVagKPewvNPrCG\noIaBTqIEOk6qwYsHuDKAcAzmzHB9gJQzZ07VEty6datH+Ik5ANqCtlsHzAvQdMaY9Jfcjm0IX2E+\njxcaCLL1zDPPSP/+/cX4wZSyZcv6q1rHlfFL6/ecfRBCfLyAiEVyjlsEPYKwGPPa+eef72kCzMYh\n6MWLHsx1xm+qzgt4UYSXRtAGfeONN4IKlj2VOTYimScwh2Ee9BaOum274/LcJQESIAESIAESSHAC\nNIFP8BvI5pMACZAACUSHAEwnoSGGKM92gj9JCE1sP5AQjsCk0wT7UO1PCEDgI3Pjxo12Eb/fyO+d\nIBiA6bidIFiFdijagGjjN998swpGR44cqdpodj7vbwgm4Usz2AcCnHATtF1NYBQVxkLA+thjj8nf\nf/+tgmAIDu2E6OrQDIUAEZGXIRiG4OOll16ys6T5NsFXVDsMWqV2Mm7P5eGHH1aTdPtYRn7b0d3h\nr3XKlCkqRIZmGoRSjz76aEZemnVnEgFoIuMe438VAjs7ffXVVx6BKI7hZQNeSkBgVsSYUVeuXNln\nPrDLeX+HGtvIC21pzCEmQJhUqlRJx7kJkCM9e/b0rspnGy4ogo1tnMMLg1gkf+O2bt26grGLSOre\nCXzz5Mmjwk8ch+sMcIdgFPMbBKPXXHONdxFX25HOE9OnT1dhq7fbArdtd9UwZiIBEiABEiABEkgY\nAhSAJsytYkNJgARIgAQykgACAUHoYCKCy8mTJ/VS2IYGk50gNIOwE4t6CAWhwYW0fft2O0tE39D8\nhGl97969VVMM2mLQPIPQwEQi9lsngo3AfDfYx1vY47eSEAehGQltUGjGoT3QUvWXINQxEZZVqxV9\nCZRgvlq9enXlZ+eBUARcnT5G7fPR/oYWGrQ8ofGJBH+EAwcOVKE2BFW4D0zJRwBjCmMF2ttIEMTh\nAy1KO8G1BQThSN9++638+OOP6R7bqAvBwtauXesZ29AcL1WqlBw8eBCn/SaMt2BjG+cwX8Qi+Ru3\n0GDF/IT5EfMkNLjB+JtvvlEhr3e74FLD1qaHxjgCxeHlUjgpknkCQtP33nvPx/8nrhlO28NpI/OS\nAAmQAAmQAAnENwGawMf3/WHrSIAESIAEYkgAC3hEEYYpPLQU169fL08//bSnBdAQhaAOptJnn322\nx8cl/MylJ8EsFP5AA5m7+6sbwkk7KIu/89E8BjP9Bx98MKgwCGalLVq0UGFIoGtDG8s7GAlMaGFa\nCw1QCFCQINhBgsAIx2C6CjbRSjDXxcebHe4rhDJwZQB/rfARyZRcBKAFig/MrzHOof172223+XQS\nWpqIGA4tcAjsIOCDYD89CVrTMN2Ghjc0xt0mp39Nt+UyIp9z3OIamAfBBlqomCcrVqyobjCgte6t\neT5+/Hh1owEtcYw5uOS4++679R7AtYabFOk8AfN3uB+Auw7v5Lbt3mW4TQIkQAIkQAIkkPgEKABN\n/HvIHpAACZAACUSJAHxcQhMUQhIIOL19XuISO3fulDp16qigEr78sDCPRoLPTPgihE9Ntz4oIVCA\nyXmwhHqjoSWWN29eNWu97LLLgl1OzeAD5YHJLzRmIRCxE4I9QRMMJvd2gtYW0rRp02Tu3LkakCma\nAlC0D5qsuC4ixtsJwi4kuCdgSk4CEHzeeeed6l8TvmAh2PNOTzzxhP6PLliwQH36QnswvQnCdSRo\nRoYjAIXW6PHjx4NeHkLaSMzJg1bqOOlv3NpZ8CIBgdLsBG1Q+Db2Nu1HoCnMo/YLB/hUhusBaIVC\nOJwrVy67eMDvSOcJvFzBSxl/PondtD1gg3iCBEiABEiABEggIQlQAJqQt42NJgESIAESyAgC8BOH\ngCcQGsIMfubMmT6Xeeqpp1RICeEnklvNTyz+YTIfKMGE/OjRo/L6668LTNvtBAHBu+++K926dbMP\neb5trSjPAT8buG40BKCI6oy+IphMsARTWQgc/CWcu+KKK3yCtsAXH4Qb3gkaoOeee64GmLrnnnu8\nT0VlG5HqIeBGpG9vAShMniG88T4WlQuykrghAE3mXr16yUMPPaTuLrwFY3i5AfN3/G/Y2pduxneo\nsY1gS4iMPmrUKL2uXTegwBwf2on+/ucw92BOCJagyZjRAlB/49Zfm5BvzJgxqu2J8WunDRs2pAn0\nhDkCPPbv3+9KABrJPIEXKRCAok2hUqC2hyrH8yRAAiRAAiRAAolFgD5AE+t+sbUkQAIkQAIZTAAa\nStD+RJAipzYgBBIIgjRv3jyBZhTMPZFg4moHCILfTeSzNRlxvmHDhpof2o84h+/ffvtNA/D8/vvv\nGvAI0ZxhCo4gQjDFhgYkNKoQPdlfgvkuTFCDfeyAP/7KBzo2ePBgFcTapujoBwSzo0ePlgsvvFCL\nQfgKk3iYqdsJZvzo2+OPP24f8vn2Z0brk8HFDnjccMMNKjgJlR1ckZyCZ5jUQwj61ltvee4RhN0I\n1PL8889rAJxQdfN8YhLAuO7cubNqIMIk3TshEBkSTOMPHz6s/w8I8IP/I5yDv1Dbp66dF/lDjW3k\nQeR5CPohyIOfUYwb+KFEff6EnyiDawcb2ziHuSrSFGh8OOtzM27xgqRPnz4q/GzTpo1PFXAlAgGj\ntzAZLx9gMl+yZElPXvgGrVatmiuBpadQkA3Uh/tUr169ILlEg7IFanvQgjxJAiRAAiRAAiSQcAQo\nAE24W8YGkwAJkAAJZCQBRDBGUB74qXMmaI8haMpNN92kwkkINqpUqaKCMwgKECwIgjQIF6AtiujJ\nSIjqjuA/EFjADyHMPlEOUaZhZotAPDC7ReRpaGyWLVtWA/P07ds3jRDW2aZo70NjC1qwEMhCGxV9\nhom6t+9OCBYgQIRGJ4Q6ECDAXB2m5f5M+CHsxTnvOiJp9+LFiwWmy5MmTQpYHFpluA+2T1G0bdGi\nRT75YX5boUIFvc/Dhw+XW2+9VWD+7PQJ6VOIO0lBAP/bMEWHtq93wv8DxifGL8YmNIIRFAv/69BY\nhNDO9gcMs278HyKFGtvIA01mjGWYfsM/JgR98E2JtmRGQtsfeOABvTQ0TceOHatBzpxtCTZu8WJk\n1apVKlCG1uwXX3whTuEn6sP4gl9laLkPHTpU7rrrLkEgMlzXdg+AfAj2BrcemP9OnTqFQ+lKmI9x\nn7NmzZqmHrdtT1OQB0iABEiABEiABBKawBnmIeBfZ1sJ3Q02ngRIgARIgAR8CUBoAQ1OO+qz79ng\ne9B+RFAffwmaTIgUbpt54mcUvjv9LbSd5Q8cOCDwp4kEzURopDnT7t27VQsxkGaYM3969qGBBXN+\nRFhXY/fAAABAAElEQVT2ThDcQvgB011/bURe+CeEH01wQvCYYAmaoegXBLvpSbjmrFmztE3NmzdP\nT1VaFkIo9AF+X72FMd4Vg0HLli01krf38WDb0JSFOXVGmPAHu26qnIMAHMLKUD4yA/EINr6h6emt\n+Y1r4AVFqORmbGPe+P7773VcBZpfQl3H7flAY9tteeQLNm6hpY4+X3nllQHnSu9rgTnmgIsvvlhy\n587tfcqzjfoQYA7m8elNcGkA9wMXXHBBmqrCaTuE3fAbC21d1Ocm4UUNNE9hJeDv+m7qYB4SIAES\nIAESIIGoE5iXJepVskISIAESIAESSHACwYQTEJTZwk90E35D3Qg/kdcWfmI7kGARGqaxTP6ESPny\n5RN8giUIhbxNWIPlBa/0Cj9RP9oK01a4CYhGwn2Dq4NgKRraaMHq57nYEwg2vr2Fn2iZG+En8rkZ\n2/D/Wa5cOWSPSfI3tsO5cLBxW6ZMGcHHbQLzUPmhRdqgQQO3VQbNhxcXgVI4bef4D0SRx0mABEiA\nBEgg8QhQAJp494wtJgESIAESIIGoEDjvvPNkzpw5apIPwQ+CwwQSzEblgumsBCa3zz77rCeidDqr\nC1h848aN8tFHH6l2KPxBxjOTgJ3giZQmkGhjG+MMkdnr1KkTF/cNPo/hygSm9ND8xIuucBP8vcJd\nSiRlw70W85MACZAACZAACYQmQAFoaEbMQQIkQAIkQAJJScA7iFEidLB+/foxaWb58uUFH6TXXnst\nJtfkRUggmgQSbWxDyBgvwk/cBwRcQ3r00Uf1O5I/rVu3ltKlS0v37t2lQ4cOPq4VIqmPZUiABEiA\nBEiABNJHgEGQ0sePpUmABEiABOKQAPxrwv8aEwmQAAmQAAlkBoElS5ZIzZo1NbAT/CQjmNzWrVsz\noym8JgmQAAmQAAmQgCFAASj/DUiABEiABJKGAAKYvPjiixpkBObSCE7ERAIkQAIkQAKxJgB/rzCl\n37Nnj/Tv31/mzp2rflAbNWqkrkcQUI+JBEiABEiABEggdgQoAI0da16JBEiABEgggwhA2xPRgxE5\nHdG3YW5Yt25d+d///pdBV2S1JEACJEACJBCaAKLe9+rVS7Zv3y6zZ8/WAs2bN9cgckOGDFFfo6Fr\nYQ4SIAESIAESIIH0EqAANL0EWZ4ESIAESCDTCOzdu1cD9xQpUkRGjhwpPXv2lN27d8sLL7zAwDWZ\ndld4YRIgARIgASeBM888U5o2bSoLFiyQzZs3S5MmTWTAgAFSoEAB9Tm6YcMGZxHukwAJkAAJkAAJ\nRJEAgyBFESarIgESIAESiA2B7777ToWcEyZMkLx588rAgQN1AXnuued6GnDWWWfJpEmT9OM5yA0S\niBEB/P8xZQwBsD1x4gSja2cMXtYaJQLB5oBSpUppgLVBgwYJfseGDx8uY8aMkVq1asn9998vN954\no2TJwmValG4FqyEBEiABEiABJXCGZRJZkAAJkAAJkEAiEFi/fr0899xzMn36dClWrJhG6IW5e9as\nWdM0f8eOHbJmzZo0x3kgNIHVq1fLSy+9JO+++y4X4aFxpckBTa+GDRsy6nMaMtE58Ndff8n8+fPl\n1KlT0akwxWvheI/+PwDM3uvXrx9WxR9//LEMGzZM/YNeeumlcs899+iLPbzkYyIBEiABEiABEkg3\ngXkUgKabISsgARIgARLIaAJffPGFPPvssxpEolKlStKnTx+5+eabJZiGTUa3KZnrnzVrlmogHT9+\n3K9wOZn7zr6RQKoR4HiPrzu+a9cudeny5ptvytGjR6VNmzaqFVq1atX4aihbQwIkQAIkQAKJRWAe\nfYAm1g1ja0mABEggpQjAV1qdOnXk2muv1UARc+bMkXXr1sktt9xC4WdK/SewsyRAAiSQGgTg0/rF\nF1/U6PEwjYdv0GrVqkn16tVl4sSJ6v4hNUiwlyRAAiRAAiQQXQIUgEaXJ2sjARIgARJIJ4HTp0/L\ne++9J1WqVJHrr79esmXLJp999pksX75cg0aks3oWJwESIAESIIG4J5A9e3bp0qWLvvRbunSpFC5c\nWDp27CgFCxaUJ554QhAEkIkESIAESIAESMA9AQpA3bNiThIgARIggQwk8M8//8hbb70l5cqVU5O/\nokWLyldffaURc2vXrp2BV2bVJEACJEACJBC/BGrWrClTp04VmMd37dpVRo8eLdAUbdu2rSxbtix+\nG86WkQAJkAAJkEAcEaAANI5uBptCAiRAAqlIAAFNYOZXokQJXdhdddVVsmnTJpkxY4ZqgaYiE/aZ\nBEiABEiABJwE8ufPLwMHDpQff/xRxo8fL7t379bI8ZUrV5axY8cKfk+ZSIAESIAESIAE/BOgANQ/\nFx4lARIgARLIYAKHDx+W559/XrVYevfuLc2bN5fvvvtOtUBLly6dwVdn9SRAAiRAAiSQmASyZs0q\n7du3lxUrVsiqVaukYsWK0r17dylQoIDg9xSaokwkQAIkQAIkQAK+BCgA9eXBPRIgARIggQwmcODA\nAenXr58UKlRInnvuOenUqZMu1oYNG6bHMvjyrJ4ESIAESIAEkoYAosNPmDBBtUJ79uwpkydPluLF\ni0uLFi1k0aJFYllW0vSVHSEBEiABEiCB9BCgADQ99FiWBEiABEjANQGY7D3wwAMayGHMmDGqpfLD\nDz+oEDRfvnyu62FGEiABEiABEiABXwJ58+bVl4s7d+5Uf6GHDh2Shg0bStmyZWXEiBHy559/+hbg\nHgmQAAmQAAmkGAEKQFPshrO7JEACJBBrAtu2bVMtT2ikfPDBB2r2DvO8xx57TM4///xYN4fXIwES\nIAESIIGkJZAlSxZp3bq1LFmyRNavXy8IoASzePgP7dGjh2zdujVp+86OkQAJkAAJkEAwAhSABqPD\ncyRAAiRAAhETWLt2rUZzL1OmjCxfvlxef/112bFjhy7AzjnnnIjrZUESIAESIAESIIHQBOAbFBHj\n9+zZI/3795e5c+cKfpMbNWokc+bMkdOnT4euhDlIgARIgARIIEkIUACaJDeS3SABEiCBeCGwbNky\nady4sVxxxRUa1GjKlCmyefNm1QL93//+Fy/NZDtIgARIgARIICUI5M6dW3r16iXbt2+X2bNna58R\neLBkyZIyZMgQ+f3331OCAztJAiRAAiSQ2gQoAE3t+8/ekwAJkEDUCMyfP19N7WrVqiVHjhyRefPm\nyZo1a+Tmm2+WM8/kz03UQLMiEiABEiABEoiAAH6LmzZtKgsWLNAXk02aNJGnn35ao8d37dpVNmzY\nEEGtLEICJEACJEACiUGAK9LEuE9sJQmQAAnEJQGYz02bNk0uv/xyueGGGyRHjhwCDVBbCzQuG81G\nkQAJkAAJkECKEyhVqpS89tprsnfvXnnxxRf1d7tSpUpSu3ZtmTFjhpw8eTLFCbH7JEACJEACyUaA\nAtBku6PsDwmQAAnEgMA///wj48aNU19i7dq1UzM6+PyE1meNGjVi0AJeggRIgARIgARIIL0E8OLy\nvvvuU43QhQsXSq5cuaRt27ZStGhRGTRokPzyyy/pvQTLkwAJkAAJkEBcEKAANC5uAxtBAiRAAolB\n4NixY6oxgoju99xzjwo74d8TWqCVK1dOjE6wlSRAAiRAAiRAAmkINGjQQGbNmqUBC/Fy8+WXX5ZC\nhQpJhw4dZPXq1Wny8wAJkAAJkAAJJBIBCkAT6W6xrSRAAiSQSQQOHTqkmiCFCxeWvn37SsuWLXWB\n9Oabb8pll12WSa3iZUmABEiABEiABKJNoEiRImoWj+jxw4cPV9+g1apVk+rVq8vEiRPlxIkT0b4k\n6yMBEiABEiCBDCdAAWiGI+YFSIAESCBxCezfv18FnhB8vvTSS3L33XfLrl27ZOjQoVKwYMHE7Rhb\nTgIkQAIkQAIkEJRA9uzZpUuXLrJu3TpZunSp4FmgY8eO+vv/xBNPqP/QoBXwJAmQAAmQAAnEEQEK\nQOPoZrApJEACJBAvBHbv3i3du3cXaIHA1ye0Pn/44Qd55plnJG/evPHSTLaDBEiABEiABEggBgRq\n1qwpU6dO1ZegiBg/ZswYfUaAv1AEPmQiARIgARIggXgnQAFovN8hto8ESIAEYkhgy5Ytcuedd0qJ\nEiVkzpw5qvUJjc8+ffpIzpw5Y9gSXooESIAESIAESCDeCOTPn18GDhyoL0XHjx8veGFaq1Yt9QM+\nduxY+euvv+KtyWwPCZAACZAACSgBCkD5j0ACJEACJCBff/21tGrVSsqWLSsrV64ULGK+++471QKF\nCRwTCZAACZAACZAACdgEsmbNKu3bt5cVK1bIqlWrpGLFivrMUKBAAendu7dqitp5+U0CJEACJEAC\n8UCAAtB4uAtsAwmQAAlkEoElS5ZIo0aN5Morr1QtjunTp8umTZvkjjvukCxZsmRSq3hZEiABEiAB\nEiCBRCFQtWpVmTBhgvz444/Ss2dPmTx5shQvXlxatGghixYtEsuyEqUrbCcJkAAJkEASE6AANIlv\nLrtGAiRAAoEIwLz9mmuukTp16sjx48dlwYIF8tVXX6kW6Jln8qchEDceJwESIAESIAES8E8APsL7\n9esnO3fuVH+hhw4dkoYNG6p1yYgRI+TPP//0X5BHSYAESIAESCAGBLjKjQFkXoIESIAE4oHAqVOn\nZMqUKVKpUiVp1qyZ5MmTR5YvXy6fffaZLlDioY1sAwmQAAmQAAmQQGITgAVJ69atBVYm69evFwRQ\nglk8/If26NFDtm7dmtgdZOtJgARIgAQSkgAFoAl529hoEiABEnBP4MSJExqttXTp0uqvC34+sSCx\ntUDd18ScJEACJEACJEACJOCeAHyDjh49Wvbs2SP9+/eXuXPnSpkyZdT9Dp5DTp8+7b4y5iQBEiAB\nEiCBdBCgADQd8FiUBEiABOKZwNGjR+WVV16RYsWKaWACmLsjyjt8c2FBwkQCJEACJEACJEACsSCQ\nO3du6dWrl2zfvl1mz56tl2zevLmULFlShgwZIr///nssmsFrkAAJkAAJpDABCkBT+Oaz6yRAAslJ\nAIuIgQMHSuHCheWJJ56QNm3ayPfff69aoCVKlEjOTrNXJEACJEACJEACcU8AfsabNm2qvsc3b94s\nTZo0kaeffloQPb5r166yYcOGuO8DG0gCJEACJJCYBCgATcz7xlaTAAmQQBoCP//8s/rYguATmp/d\nunXTyO4vv/yy+t1KU4AHSIAESIAESIAESCCTCJQqVUpee+012bt3r7z44ouybNky9VNeu3ZtmTFj\nhpw8eTKTWsbLkgAJkAAJJCMBCkCT8a6yTyRAAilFANFWIewsWrSovPPOO6r1uXv3bhkwYIBccMEF\nKcWCnSUBEiABEiABEkgsAjly5JD77rtPoBG6aNEiyZUrl7Rt21afawYNGiQHDhxIrA6xtSRAAiRA\nAnFJgALQuLwtbBQJkAAJhCawadMmuf322+Wyyy6Tjz76SKDpCWHoI488IlhMMJEACZAACZAACZBA\nIhGoX7++zJo1S3bs2CHt2rXTZ5uCBQtKhw4dZPXq1YnUFbaVBEiABEggzghQABpnN4TNIQESIIFQ\nBLAAaNmypVSoUEHWrFkj48aNk23btsm9994rZ599dqjiPE8CJEACJEACJEACcU2gSJEiahaP6PEj\nRoxQ36DVqlWT6tWry8SJE+XEiRNx3X42jgRIgARIIP4IUAAaf/eELSIBEiABvwQWL14s0IzAAgD+\nst5//33ZuHGjaoFmyZLFbxkeJAESIAESIAESIIFEJZA9e3bp3LmzrFu3TpYuXaoBHjt27CjQCkWg\nRzwPMZEACZAACZCAGwIUgLqhxDwkQAIkkEkELMuS2bNnq8ZDvXr15PTp0+ofa9WqVXLjjTfKGWec\nkUkt42VJgARIgARIgARIIHYEatasKVOnTpVdu3ZpxPjRo0cLNEXhLxQBlJhIgARIgARIIBiBM8zi\n2gqWgedIgARIgARiT+DUqVMyZcoUef755wW+Pps1ayaPPfaYXHXVVbFvDK+Y9ATeeOMNQeAsO2F7\n4cKFqnVz1lln2YdVA/m6667z7HODBEgg8QhwvCfePWOL/ROAGfy0adNk+PDhsnLlSo0g3717d7nt\nttsEmqNMJEACJEACJOBFYB4FoF40uEkCJEACmU3g+PHj8tZbb6nfKwihoNXQt29fKV++fGY3jddP\nYgIFChSQffv2STBXClhows/syJEjk5gEu0YCyU+A4z3573Eq9hD+0YcNG6YC0XPPPVdf4HXr1k01\nRFORB/tMAiRAAiSQhsA8msCnYcIDJEACJBB7AkeOHJEhQ4ZI0aJF5YEHHpAGDRpoYKNJkyZR+Bn7\n25FyV4S2DDQ9IeQM9AGUm2++OeXYsMMkkGwEON6T7Y6yPyBQtWpVmTBhgvzwww/Ss2dPmTx5shQv\nXlxatGihroNo9Mj/ExIgARIgAWqA8n+ABEiABDKRwMGDB+W1115TrQUInu6++27p1auXXHLJJZnY\nKl461QgguMTll18etNsXXnih7N+/X848k+9Og4LiSRKIcwIc73F+g9i8qBA4efKkzJw5U5+vEDyp\ndOnSAvP4Dh06SI4cOaJyDVZCAiRAAiSQUASoAZpQt4uNJQESSBoCP/30kzz88MMazRQmWz169FAf\njIMHD6bwM2nucuJ0pHLlyqopE6jF//vf/3TRSOFnIEI8TgKJQ4DjPXHuFVsaOQG4dGndurUsWbJE\n1q9fLwig1Lt3b8mfP78+c23dujXyylmSBEiABEggIQlQjSMhbxsbTQIkkKgEvv/+e9XyLFasmJpn\nPfXUUyr47N+/v+TJkydRu8V2JwGBO+64I6AP0H/++UfatWuXBL1kF0iABECA453/B6lEoGLFioKI\n8Xv27BE8b82dO1fKlCkjjRo1kjlz5sjp06dTCQf7SgIkQAIpS4Am8Cl769lxEiCBWBL45ptvNKL7\n1KlTVevz0Ucf1QVotmzZYtkMXosEAhL47rvvpGTJkn7PFy5cWHbt2uX3HA+SAAkkHgGO98S7Z2xx\n9AhA4Dlv3jw1j1+0aJH6X0fApE6dOknu3LmjdyHWRAIkQAIkEE8EaAIfT3eDbSEBEkg+AitWrJDm\nzZtLpUqVZMOGDeqgf9u2bdK1a1eh8DP57nci96hEiRIC09gzzjjDpxswf4e2GBMJkEDyEOB4T557\nyZ6ETwDuXJo2bSoLFiyQzZs3S5MmTWTAgAFSoEABfT7D8xoTCZAACZBA8hGgCXzy3VP2iARIIA4I\nfPzxx1K3bl25+uqr5cCBA+qIHw/Ut956q0bbjoMmsgkkkIYABJ1OP580f0+DiQdIICkIcLwnxW1k\nJ9JJoFSpUhqMEubxL774oixbtkxfWteuXVtmzJghCKbERAIkQAIkkBwEKABNjvvIXpAACWQgAZiv\nHzt2LOQVLMuSDz74QKpVqyYNGjRQQefixYvlyy+/VC1Qp2ZdyAqZgQRiTKBt27ZpfKGVK1dOo+fG\nuCm8HAmQQAYT4HjPYMCsPqEIIDL8fffdJ99++60sXLhQcuXKJRgjRYsWlUGDBunL7ITqEBtLAiRA\nAiSQhgAFoGmQ8AAJkAAJ/EdgypQpahb8xBNP/HfQsQXtgHfeeUfKly8vrVq10gijq1atEviVuu66\n6xy5uUsC8Uvgkksu0Ui5thYooujeeeed8dtgtowESCBiAhzvEaNjwSQmgJfVeIk9a9Ys2bFjhwYA\nfPnll6VgwYLSoUMHWb16dRL3nl0jARIggeQmQAFoct9f9o4ESCAdBN599101WYez/BEjRsjBgwd9\navv7779l1KhRGjgGjvOrVKkiGzduVC3QqlWr+uTlDgkkCgEs8OwE4f4tt9xi7/KbBEggyQhwvCfZ\nDWV3okqgSJEiahYP8/jhw4erL3dY+Vx11VUyceJEOXHiRFSvx8pIgARIgAQylgAFoBnLl7WTAAkk\nKAE82LZv315g1o506tQp9RGF7T///FMfiGEW1bNnT2ncuLFs375dAxyVLVsWWZhIIGEJQIvZ1gCF\nD1sEhWAiARJITgIc78l5X9mr6BLInj27dOnSRdatWydLly4VCEY7duyoWqGwENq7d2/IC/bq1Uvw\njOgmb8jKmIEESIAESCAiAhSARoSNhUiABJKZwIQJE9TMyRZ+oq/QhIMJVJ8+faRQoULyzDPPaJ6d\nO3fKyJEj9WE4mZmwb6lDAH7Prr/+eu0wo7+nzn1nT1OTAMd7at539jpyAjVr1pSpU6fKrl27NGL8\n6NGj9RkQ/kIRQMlfOnz4sD4rbtmyRf3Eb9261V82HiMBEiABEshgAmeYBf6/6k0ZfCFWTwLpIdCt\nWzc1NU5PHSxLAk4CuXPn1jfxeLNvp7feektgzu5vajzrrLM8fj67d+8uKM+U2ASWLFkidevWTRP4\nJ7F7xdZnJIE8efLIvn37JGvWrBl5GdYdJgE+J4QJjNmjRgA+IxEAsUWLFlGrkxUlDgGYwU+bNk1N\n5FeuXKkR5PGMeNttt4n9fDls2DB56KGH1JoIvrXPPfdc9RMfyF0S57PEuf/J1lLOZ8l2R9kfB4F5\nWRwHuEsCcUkA5iJ443r//ffHZfvYqMQjAF+dAwYM0Oju9gPquHHj1MTJn/ATPYQZPP4Xe/fuLdmy\nZUu8TrPFaQj8/PPPKuzG4oXJl8DRo0d1keZ7NLX31q9fr9GA4f+XAtD4+l/gc0L67gfHe+T88NIU\nL0WYUpMAfgvgMgkfBEiCsBMC0EcffVQ6d+4s9957r1oQ4RkSCRZFR44c0XXN7NmzpWHDhmnAcT5L\ng4QHYkSA81mMQPMymUaAAtBMQ88Lh0sAZsc333xzuMWYnwT8Erjgggt8jo8dO1buuusun2P+dhAI\nCVqid999t7/TPJagBDi3JOiNi3Gzzz//fBWAxviyvJxLAnxOcAmK2aJKAAIuJhIAAWh0wo3SkCFD\nBKbxr7/+uowZM0YOHTrkAwjCUATYvOGGGzT/rbfe6nMeO5zP0iDhgRgQ4HwWA8i8RKYSoA/QTMXP\ni5MACcQDgTfeeMOV8BNtxQMr/H/ab/Ljof1sAwmQAAmQAAmQAAmQQHwQyJs3r/Tr10/gJ758+fIC\ns3dngrURniVhKj906FDnae6TAAmQAAlkAAEKQDMAKqskARJIHAIwe7/nnntcNxh+QPfs2SMwW2Ii\nARIgARIgARIgARIgAX8EfvjhB1m+fLmavfs7bx978MEH5bHHHrN3+U0CJEACJJBBBNK+jsqgC7Fa\nEiABEohHAvDnaaf//e9/Auff//zzj08QpBw5csill14qhQsX1k/BggWlevXqdjF+kwAJkAAJkAAJ\nkAAJkIAPgZEjR6r2J54rQ6Xnn39efcnCJRMTCZAACZBAxhCgADRjuLJWEiCBBCGAiM4QaBYpUkT9\nLeXPn18KFCigH2zjYwdJSpAusZkkQAIkQAIkQAIkQAKZSODYsWMCF0tuhJ9oJkzi4T/0wIEDmdhq\nXpoESIAEkpsABaDJfX/ZOxIggRAEtm3bJs6ASCGK8DQJkAAJkAAJkAAJkAAJBCTw22+/CQLnHT9+\n3K8QFBZH8A2KbyT4A8Vn7ty5kitXLrn++usD1s0TJEACJEACkRGgADQybiyVpAT+/vtv+eCDD9L0\nrkyZMlK5cmU9Pn36dB9fPpUqVZKyZcvKrl275Msvv/SUveyyy6RKlSq6j+iPb775psAXUJMmTaRe\nvXoCX5KB0qxZs6RRo0Zy9tlne7LA5+TRo0c9+61btxaYbMdDgpP3jz76SDUlEdEyX758rppl+0ay\nM588eVJgbn7jjTfah/hNAglJ4KuvvpLt27enaXubNm107G/ZskXWrl3rOX/mmWdK27Ztdf/DDz+U\nI0eOeM61atVKsmbNqvtffPGFLFy4UMd+gwYNpFq1ap583htYQB0+fNhz6Mcff5Tu3bvLOeeco/5r\n43EuwSJxyZIlsm7dOqlRo4a6mQAXNylYf92UZx4SSA+BjBrvbn4jQz1fxOuzA8d7ev7jWDYRCMC6\nCD7jkfD//vvvv2s0+GDfOAcN0I0bN/oVmmZGvzNqbYS+BJvj4nXuQru57gEFJhJIUAJG3Z6JBOKe\nQPPmzS0TJTEm7Vy9erXVrFkzywxp/cycOdMygjnPtY1gwjLCUMsIPS0jjLBOnDih5yZOnKj5J0+e\nbO3bt8/6448/9Lh5A2wVL17cuv322626detaZkFvGaGFpz7vjTlz5lhGaKr1HDx40PuUZR6irO++\n+85q3769nrfr98mUCTvGZ5FVp04da+vWrdayZcssIyy2li5d6qolt9xyi/bFZm3eglubN292VTa9\nmT755BO99q+//preqlg+gQlMmTLFwv9dtJMRSlhjxoyxzj33XP0/u+aaaywjkPRcxmh5WO+++65e\n++mnn9Y5wz5ZokQJq1atWtaOHTv0+OnTp/VUjx49LKNNYhUqVEjrRLtfeOEFu5jnG2MI5+xxhW+M\nNTvF41yyf/9+q2jRosrMLP6sRx55xDIviyxwCpVC9TdU+XDOL1iwQLnGy/wbTtuTPW8snxOcLDNi\nvOMaoX4j3TxfcLw771b0940ViTVq1KjoV8waU5ZAZs5n/qBHe21kXyPYHBePcxfanajrHpt5qG/O\nZ6EI8XyCE5hLDVCzMmQiAW8CV155pcyYMUOMAEJWrlwp0NRq0aKFJ8vevXtVA3Tx4sVy0UUXeY7b\nG40bN1aTF3t/2rRpsmrVKoGvSaSBAwfKk08+qVEhr732WjubvgWtUKGCQHP066+/9hy3N+CLEql+\n/fpihK324Uz9htYnolZC+wXtxqdnz57SsmVL1eKCL81Aaffu3fp2G992ypYtm1+m9nl+k0CiEIDZ\nW5cuXSRv3ryq0WyEmWIEmZ7mQ7PRCOHFCDDFCPs8x+2NK664QooVK2bvyvvvvy8oA5M6fGP+gTZp\nv379BNrg3nlffvllPW8fM8JQbYddWbzNJeACLVfMf2CG9Nxzz4l5caTzCwJDBEuh+husLM+RQDQI\nRHu8o01ufiPdPF9wvEfjDrMOEkhtAtFeG4FmqDku3uYutJnrHlBgIoHEJuDOtiyx+8jWk0DYBGBu\najQ5JWfOnPLUU0/Jt99+q3XApLRDhw5itMZcCeqMdqiastvCT1SC8kio2zsZrS4NwoNgPBmdnOb6\nkV4PgonLL79cP3YdRkNVzXdh8h8svfLKK+rfCObydt/9CZSD1cFzJBDvBPDyBKbnRsNR7r//fk9z\nMT4g+PMn/PRk8tqAe43Bgwer+TwEmnCjAZN5uI0wmhmenD///LNs2LBBjBapZ1zBDM/bnYYnczo3\n4Kts6tSp6axFxGiMy+effy533XWXpy64CLnjjjtk+PDhPq4/PBn+fyOW/XVem/sk4CQQrfGOekP9\nRobzfOFsZyT7HO+RUGMZEkgeAtFaG9lEQs1xdr5ofHPdEw2KrIMEkoMABaDJcR/ZiwwgYMwxZdiw\nYQLfN8Z8Xf33QLjXt29fKVeunKsr4mEB9XgnCCeaNm2q2k7ex2OxbUzopVOnTlKyZEnVbk3PNY3p\nuBiT9zT9gKAFmlvQTAmU4OMIAiAIPODo3ZjAqAZsoPw8TgKJTOCll14S+BF+55135L333lNhH7aN\nyaTrbvXu3TuN32DMI0i5c+f21IM5C5rrEHpCA/Stt97SyLKeDFHYgND17bffVt/Hd999d7prtP0u\nQwPUO5UvX16Fn/PmzfM+7LMdi/76XJA7JBCCQDTGu5vfyFg9X3C8h7jhPE0CKUQgGmsj4HIzx0UD\nK9c90aDIOkgguQjQBD657id7E2UC0NY0PkA1MBI0Hdu1a+djDh/O5Yy/DEEAJePvT4wfuXCKpjsv\nzPgHDRqkWq1Vq1YVBFlBdMmffvpJvv/++6D1Q9vM21Tfzoxy0GC75JJL7EOeb2h1IlgL+ozyzvTP\nP/9oe6DVtnz5ctUiQ5vgegAuBJhIIJkI4KUABJ7Vq1eXe+65R+AaAkI9uHxwm2BK70wIbAThJ+q1\nE1x3YHxhbEEQ2rFjR5k0aZKabQULvGaXD/aNeiH4hHn6L7/8Ivfdd588/PDDWgTXg4ZYsFS4cGEV\nzDrz2MGinHOJHUxt27ZtziKe/Yzsr+ci3CCBMAhEY7yH+xuZEc8XHO9h3HRmJYEUIhCNtVG4c1y4\neLnuCZcY85NAChFIcCembH6KEMhMZ+AIyGEW4hr4wkQoDkjcDoKEYAjOhMBJRtvRMhGYtR6j9WgZ\nv6DObLpvNEw1jzMIkp3ZaHS5DsLxzTffaBAFBF66+uqrLeO7xq5Gv43vPK3LTHkBv02keZ8y9o6J\nzqhlBgwYYB/yfJtI8HoO7EIl8xBkGT+iGhzq4osvtsxb4VBFonKeQZCigjHhK8moIEj+wCDYEcaa\nMV+3zMsDf1n0GIIgPfjggwHP2yeuu+4669VXX7V303ybaOpW6dKl9ZpGaJnmvNu5xGjBWyNHjtTg\nS+edd57Vp08fyzm2jUsPvU6wucS8hEnTBhww/k4tI5xNcw5zJOozgtY05/wdCNVff2XCPcYgSOES\ni13+zHxO8NfLaI33UL+Rbp8vON793aXoHGPQkOhwZC3/EYi3+ey/lv27FY21kV1nqDnO7dyF+rju\nsalG/s35LHJ2LJkQBObSBN6srphIIBiBH374Qc20kefOO++UP//8M1h2v+dMJGgZPXq0loXPG9TR\nrVs3v3mjcdAIAjQwSsWKFdW0fP78+aqR2ahRI5/q4ZPw2LFjQT8m2rFPGXvHCEJ005+GJzTBoN3m\nbZprl3N+Z8mSRbVBjSBH4M/v008/dWbhPgkkBQETrVw1IBH8aMSIEenq06xZs1T7+oEHHghYT6VK\nlTSgGjRO4dM43AT3H6+99pq6tHj00UcFLkDgRwsaoBdeeKFPdRi7oeYSmPH7S/Zc4jxna5SaFyPO\nU37309tfv5XyIAlESCBa4z3Ub2S0ni843iO80SxGAilIIBprIxtbqDnOzhfsm+ueYHR4jgRIwJsA\nBaDeNLhNAg4CMPOEz0yYq+J7586dEkzg4CieZhfRm41ml9x0002ydu1a9SuaJlMUDhgNLfU1CJNT\n+CNr2LCh31rx0JE9e/aQH3+F4WMQ6ejRo2lOQ8CLiPDhmNwioAv42OawaSrlARJIYAIIGAYz9o8/\n/ljHG4SBMNGKJGGMjBs3Tj+hyhutc3XbEcm4+uyzz6R///6yd+9e9deLecVoBvi9pJt5BPONv4S5\nBMLO48eP+5y2XzaVLVvW53iwnfT0N1i9PEcC4RCI5ni3rxvqNzK9zxcc7zZpfpMACQQjEO21kX2t\nUHOcnc/fN9c9/qjwGAmQgD8C/lcj/nLyGAmkGAH4p2nTpo08++yzqgEFzU0IL8aPHy/NmjWTli1b\nRkykfv36qukYjg/AcC5mTN01QJExT1f/nQ0aNFDfo8YM3qcaRI9Gn4IlCDH9aW5BaAHNE/ghdCYE\nSILP1HAShEN58uRRwWk45ZiXBOKdAF6gYEwuWrRIjEsJnVMeeugh1aiE70wcc5uMiw156qmnZMKE\nCa59iBoz+IjGFfwEQ+MTgYYw/8H/Z69evTSqfY4cOXyabNxppBFg+mQwO7Vr15ZrrrnGeVgDROEg\n5hJEr7cT5hGkcASgyB9pf1GWiQTSSyCa4927LW5/IyN9vuB496bNbRIgAX8EMnJt5HaO89curnv8\nUeExEiABfwQoAPVHhcdIwBCAebjxsSfGn6XyMD7uZMyYMQIz8q5duwqEiW5NM51AN23apEJU5/Fo\n7tesWVMFLhCwDBw4UAUP0ASF8MQWhCK4CAIPBUvQ2vInAIXwtnPnzjJ37lwNhgTtE6TDhw+rFifM\nZMNJn3/+udZTo0aNcIoxLwnENQFoeUJoCNcOtqCzR48eOu4QAAwvKTA+3SSYmGMsDh06VM4//3xP\nkX379qlbDWhd+0uIst6iRQt/p0Iew3Uef/xx1VyH2f6QIUP0gz5hjrTN1xEszp82uPcFLrroIr8C\nUMwjYAAe3gLQr7/+WipXrhy28DY9/fVuL7dJIFwC0Rzvzmu7/Y1Mz/MFx7uTOvdJgAS8CWTk2sjt\nHOfdHu9trnu8aXCbBEggIIGEcFXKRqY8gVg7A0dwIKPBaBmzzDTsTZRyDcxRt25dy5hses77C4Jk\nBBbWM888o0657YxGq8kyP9KWv2BJyGOiRGv9JkK7XcTnOxxn4N4FjbanBY7GZ6dlhLjWxo0bvU9H\ntG20wyyjtWlNmzbNU974OrWMdqxnHxtwSl6nTh3LCDj0uDHLt0aNGmUZgYnuIyDMrbfeahlhrO7H\n4g+DIMWCcvxfIyODIBkzMat48eLW+++/nwaEidCu4xzBf5zByfwFQTpx4oSFuQdB0oxGpueDQCsI\nqoTzW7dutYyLDmvNmjWe62GcX3XVVXrec/D/NyKZSzBmjRDUQsAyOMo3pr7OaiPaNwJVq1y5cp7g\nUH/99ZdlBLqWEYL61Oc9l4TbX5+KItxhEKQIwcWgWKyfE5xdiuZ4d/MbGe7zBce7845Fb59BQ6LH\nkjX9SyCz5zN/9yFaayPU7WaOs9sQydyFslz32ATD++Z8Fh4v5k44AnOpARpQNMwTqUgATr2ffPJJ\nNS+FObYR0sm9996rvinBw/wIa6AebC9evFhgWt6vX7+APjaNYE99cT7xxBNy5ZVXCkzMEDwEJnK2\n5hTqQtq/f78GKjHCEt2HPxsEHcE1opFwfQROgaNwI5QVE8VdjMAhXVXDx+jSpUvFRGnWYCvQ8AJD\nEzHap15opMC/mBHMqAbYhg0b5J133lF2RvCpmnHQijOCGp9y3CGBRCUAH53Qgt6xY4eYFwRSqFAh\nqVKlinbHCO7EHufwfdmqVSvB//9jjz2WZl6w+9+hQwdBMDN8nAlaodAuNdGgdY6Chii016tVq6Zu\nJby1T51lw92Hj82ePXtqEDdoxMP0HQGS0pvgqxja5mbRp/MptFqheWoixPtU7ZxLMCdnZH99Ls4d\nEghAINrj3c1vZDjPFwGaHfIwx3tIRMxAAklPINprIwBzM8elFyzXPeklyPIkkJwEzoDMNjm7xl4l\nEwGYb8LnnNGyjNtuTZo0SQWW8NHnbZ6KBuNY1qxZBYuJ9Cb44UM0ekRnh1l+pMlojGmbIi3vLAd/\nfei3bebrPA//fnbgJJyDE/XffvtNihYtKmeffbYze4bvQ4BtNOcE7Q4U2CXDG8ELZDqBqVOnSrt2\n7dT9QqY35v8bULJkSWnatKn63Qy3TQgkhMUK5pr8+fMHLR6NuSTa8wgEwhiTeJkSKHnPJeH0N1B9\n4RxfuHChukFJ7/wbzjWZ1x2BRHhO8NeTQOPd7W+k2+cLjnd/9KNzDC+28WLZWPBEp0LWkvIEEnU+\nc964YGsjt3NcNOYutCvazyuJtu5x3ptA+5zPApHh8SQhMI8aoElyJ9mN+CHgjGSMluXKlStqDYSA\nIBoJAtloJvxgBkvewk/ky5cvn36CleE5EkhVAv7mETcs4JsXAhU3KRpzSbTnEQRdCyb8RL+855Jw\n+uuGCfOQQGYQ8Dfe3f5Gun2+4HjPjDvLa5IACYBAeua4aMxdaEO0n1e47gFVJhJIPAIUgCbePWOL\n45QANB+hkdmlSxcNMgTTi2iZr6PLxrem/P777zJ9+nS9jvHlGack2CwSIIH0EIB7jDlz5uiLE2i+\nI2J8NLWkOZek5+6wLAlElwDHe3R5sjYSIIH4IZCetRGfVeLnPrIlJJBMBCgATaa7yb5kKoE2bdoI\nPhmVEHkeKRr+9jKqjayXBEgg/QTWrl2b/kqC1MC5JAgcniKBGBPgeI8xcF6OBEggZgTSszbis0rM\nbhMvRAIpReDMlOotO0sCJEACJEACJEACJEACJEACJEACJEACJEACJJBSBCgATanbzc6SAAmQAAmQ\nAAmQAAmQAAmQAAmQAAmQAAmQQGoRoAl8at1v9jZKBF5++WX1ydetW7ewavz+++81UuiAAQOkQIEC\nYZUNJzOcjS9ZskTWrVsnNWrUkOrVq8uZZ4Z+3+G23M6dO+Wjjz6S7Nmzyw033BA0mNHPP/8sW7Zs\nkTp16qTpwpEjR2TatGmya9cubSN8pgaKIp+mMA+QQBIQSNa5xL416Rn/f/31l8ycOdOuyuf73HPP\nlebNm/scs3fWr18vS5cu1YAHTZo0ydC51r4mv0kgIwkk8zwxd+5cOXz4sAffjz/+KN27d5dzzjnH\nc4wbJEAC8U8gPWucSOe4cKmEs37xrttNuXDXNHxW8SbMbRKIHYHQEpHYtYVXIoGEITBu3DiZMGFC\n2O1ds2aNjB8/Xr755puwy7ot8Msvv0iZMmXkhx9+kE6dOqkAAYKC06dPB63CbbkXXnhB661Xr56U\nKFFCBZvLli1LU/eBAwfk4YcflmLFiskHH3yQ5vzWrVvl8ssvl4svvlh69+4tf/zxh9YHwQUTCaQK\ngWScS3DvojH+Z8yYIbfeeqvfz9ixY9P8i/z6668ahK5v377SokULufvuuyn8TEOJBxKRQLLOE3g5\n2qxZM58xDp+oFH4m4n8p25zqBNKzxol0jguHudv1i7NON+XCWdPwWcVJmPskEGMCFhMJJAABI8Cz\nbrvttrhpqXnLZx07diyi9hjBQETl3BQ6deqUZTQ+LfCy08mTJ63ChQtbJniSfSjNt9ty8+fPt4wm\nqWUecjx1jBkzxrrgggsso7XhOYaNVatWWebtpmWmNKtHjx4+57DTuHFjq3Pnzj7H77jjDqtmzZo+\nxzJq55NPPtG2mQeRjLoE600AAlOmTLHOOOOMTGtpss0lNshojP+bbrrJWrx4sfXnn39aRjvd88Ec\n8dZbb9mX0m+jnWFdeOGFVvv27X2OR3tnwYIFOm+YFzbRrpr1pZNAvD0npLM7PsWTdZ646667rE8/\n/dTavXu3fsyLW8tofvv0PRF28Aw0atSoRGgq25ggBBJ1Pot0jZOeOc7NLQ1n/eJdn9tybtc0sXpW\n8e5DuNucz8IlxvwJRmAuNUBjLHDm5ZKDAMwvYf4dSTKL9EiKuSoD7cnPP/9czKLCk/+ss84SI1iU\n4cOHy9GjRz3HvTfclnv++edVaxOam3YyAgcxDy7y5ptv2of0u2rVqlK6dGmfY947+/btk02bNnkf\nkmzZsgnM8JlIIFUIJNtcYt+39I7/EydOSJ8+feS6666T8847T83Zs2bNKr///rsY4aqP+TvyItJs\nnjx55PXXX7ebwG8SSBoCyThPwD3Ghg0b1PKjUKFCgk/BggXVvVDS3Dh2hARSjECka5z0zHFuEIez\nfvGuz205N2saPqt4k+U2CWQeAQpAM489rxzHBL744gv11Tlw4EAxGj/y22+/+bQW5uIw1/BO8Fs1\ndOhQNTXfuHGjDBo0SN555x0f03OYoRttB1m9erV30aht26bmFSpU8KmzfPnyKvycN2+ez3F7x005\nmGzA1N1Z99lnny3FixdXX552fW6+jXaXrFixQiZOnKjZIURFOx588EE3xZmHBOKeAP6njVaQwCQb\n8wXmBaNt7dNu51xiNLZl0aJFYjSUxWiZy9SpUwU+g7dt2+ZTLl7nEp9GBtkJNf4h7IQQ1Znef/99\nqVWrluTOndtzql+/fjqnwpUGFlFMJJBIBFJ1nhg2bJisXLlShZ5wlWO0usVokSTSrWNbSSClCIRa\nG/l7LnGzNgJE57NQNMFGun4Jp1yoZxr0h88q0byrrIsEIifAIEiRs2PJJCWAh/KFCxcK/M9BQNew\nYUNdVFerVk0gEIXWojHpVh9V8LGJ9OGHH4ox51a/d3iAh1YDfOA9/vjjsmfPHhWAfPvtt9K/f3+t\nF0IRf4t71PXTTz8JHIkHS8ZkV6699to0WbZv367HLrnkEp9z+fLl032nEMXO5KacMaNXYa6zbtSB\n+vFghL6jbW5S165dZdKkSXL77bcL/AaB6xtvvCEtW7Z0U5x5SCCuCUBTEcHH4KuyQ4cO+n+OOQLj\nHmN38ODB+oLEey5BGQRWM2b5Ylx+qNA0b968ug/NRghQoeXodi758ssv0whcndAwrqF15Uxu5gRn\nmXD2Ix3/mJeh7emdJk+eLFmyZFHfynXr1lUN0SuuuEJeffVVwTcTCcQrgVSeJ/Ai459//hHMUxCE\nduzYUZ8JEGARlitMJEAC8UMg2Nro2WefVc1t5xrHzdoIL4WhLOL9LBSo15E+02BNBeFsuOuXcMq5\neabhs0qgO8vjJBBjAglms8/mpiiBWPnCgV83o9FomUBFHtLGQb+VK1cuy/x4eo7BN91FF13k2ceG\nMddU33Aff/yx57hZfFtVqlTx7BvBqOYJ5ivKRELUPGYqCPhtIqV76vTewPXMwsH7kG7DHx/qu+++\n+9KcwwE35WbPnq11GG20NHWYSPB6zun7B377cF1/PkBRiXnjaxntUc1z9dVXW8YkLk3dGXWAPkAz\nimxi1ZtRPkCN1qf63rVpfP311/p//sorr9iH9Ns5l8D/HcaMMf22jHBA89hjzywmPGXdzCU5c+bU\nuoLNJUZT3VOn94abOcE7v7/taI///fv3W0Yz1GeeMC+YtI+VK1e2jKa+NsMEI7DMQscypvMWzkcz\n0QdoNGlGt65YPSdEs9WcJ/6luW7dOsu4zNGx/Nxzz0UTcUzqos+8mGBOqYvE03zmdm3k77nEzdoI\nN9b5LOTvZkf6TGM/Q4WzfsH1wy0XbE0T62cVf/zcHuN85pYU8yUoAfoANQtDJhLwENi7d6/8/fff\nqrVpH7zmmmvk0KFD6ufSPgZflc5k+wT19ntZtmxZjcZu5/VXzj5nf99///1q+grz10AfREz3l+Ar\nz1+yzW4Rcd1fclPOzuNPwxP1o2/eZqn+ruM8Br+htWvX1qjyeLN71VVX+fBy5uc+CSQKgR07dqgW\nOHw+IVWqVEk1yWEO5p2ccwJcSmCMwa0EtBqRMI8gmQAh+o0/znKeE14b8LEXaA6xj8Ns3F+yx7vz\nXKi5xJk/2H644x8uMqBVa14+eaqF9jjSjTfeqNqx2L7sssvEvEjSORva9kwkEK8EOE/8e2cwP5qX\nRFKgQAGBlhQTCZBA/BDI6LURepqRzzT280y465dwywV7puGzSvz8P7MlJEAfoPwfIAEvAhBewkQC\nJvB2MlpHuujOkSOHfcj1N8y4zNsR1/mREUIPCFNDffxVClNWCCicgYRMFGXNbgtSnGXdlLPNZP0F\nUkL9EDqEY7ZmtGzVvyHM3vHQgA8esoyWqrN53CeBhCOA4D0QMiIoGRJMXSEMbdCgQdh9scdVuHNJ\nqDkE520hq7NRbuYEZ5lw9iMZ/9OnT5dWrVr5XOb888/XfWfgBaNRrse3bNnik587JBBPBDhP/Hc3\nzjnnHGnRooXY7jf+O8MtEiCBzCQQD2sj9D/SZ5pI1y/hlAv1TMNnlcz8D+a1ScCXAH2A+vLgXooT\nwNvBOXPmSOvWreWRRx4RY74u3333nfqlihUaBEgyZvRBLweBiD/NrTJlymg5aJmVKFHCUwcceSMF\nEoC6KYcHAQQYcWqwoV7U7x0ZHsdCpbffflsaN27sEcDAn+pXX32lglBo3Bq3A6Gq4HkSiFsCXbp0\n0bnj3nvv1YBqCH5mTDvl+uuvj1mboQXpfBnivDg0sKHl7kxu5gRnmXD2wx3/mGOWLFkiWGR4J7x4\nQYL2mHdCRGnjKkQieXHlXQ+3SSAjCXCe8KULQYs9pn3PcI8ESCCzCMTD2gh9j/SZJtL1SzjlQj3T\n2PMan1Uy67+Y1yWB/whQAPofC26RgBKAFsI999yjmgh4Y3fLLbfElAwCFSHQR7AErS1/AlAEWUGg\npuXLl/sIQPGDa3zkBVxYuCl35plnaqCnuXPnqjNx7CMdPnxYNTYg3AknIVCUUyAL7Q+YrELrlgLQ\ncGgyb7wRwBiFNjmiv0M70fjzcmXiFc1+zJw5U/xpbHtfA+bk/gSgbuYE73rC3Q53/MP83fglTROw\nCW49GjVqpAHrvNsALTIEWPEXLM47H7dJIDMJcJ7wpY9xjucAJhIggfgikNlrI9CI9JkG5vV4pgl3\n/RJOuVDPNKVKleKzSnz9S7M1KUyAJvApfPPZ9bQEYKJqR32HWTfMVhHF3Wl6Cq0q+OE8efKkpxII\nApFsn3/YhtYS8trlbW0sWyMTeZwJ0Z8hsAz2QcRUfwnCgO7du8tLL73kuSZ8miISI0zMbaElyiKi\nNMzvEL3dbbmePXsqk/fee89z+alTp6r/PePA3HPM3gA/JLTBmeCzD4sdRGa004oVK6RixYpSsmRJ\n+xC/SSAhCUCQjxcZEMJhToD/TtsVhXeHnHPJkSNHdOw65xGUMQGSPEXdzCVLly4NOo9gjoHmtb/k\ndk5AWbyMgSabM0Vz/Pszf7evN2TIENVMx1xmJ2jcQov1zjvvtA/xmwTijkCqzhN40fvggw/K2rVr\nPfdk06ZN+sLm8ccf9xzjBgmQQOYTCGdthNZ6r3HcrI1QxvkshGPOlJ5nmnDWL97PNG7LuVnT8FnF\neUe5TwKZQ4AaoJnDnVeNUwIQEBYtWlSFiN5NhCYoTC/atWsnY8eOVVNMCPX69esnvXr1ks2bN6sw\nD2WeffZZ1cL87LPPZNmyZSr0MJEHpX79+vLqq69qtRAawmS8SZMm3peJyjaEn9AqgcYZhLn79u0T\nLCigPeWdsNhAG+GYGxpgbsoVLlxY8AACP50QnkB7DIKdkSNHelet2/PnzxeYhCDhrW3VqlWladOm\nKmzFseHDh4uJDq/BYSA8gUDWRFDUvN6CWuRlIoFEIwDtz2+++UZfMni3HfPAO++8I5hTnHMJNM/t\nOQJ+iOGOA+MWcwrSxIkTtT68eBk8eLAei4e5BC9YDh48qP6HbX+l0Rz/Jrq7QKAZKKBRuXLlVOsd\nCxVofEJrA0HVPvnkE4+LDYXFPyQQZwRSdZ7Ai5633npLhg4dqnNatWrVNIgZxjlcVzCRAAnED4FQ\nayO8SIVihvO5BEGEoOiAFGhthN9tzAVwceO9rsqXL19UAYSzfvF+pnFbzs2ahs8qUb2lrIwEIiZw\nhtFMCy9CS8SXYkESiJwATKLgyw0CgIxMeAMJYSEEfFh0480ltK4QTRlCTJhVJsrDOYIh4S2sd8Rk\nJzv487SdfNvn3JRDXtQNIU56eSBQzO7du1UwGm4UebvNkXwvXrxY6tWrp/244IILIqmCZZKAAASI\neLHhrYkcjW4tWrRIg3rVqFFD5w/8n8McHVqhFSpUkD59+kTjMjGpI9ScAGEGNF0jGb9uxj+4YY5w\nuszw1/mffvpJAyVE0hZ/9TmPQTANk3tYAOTMmdN5mvuZSCBWzwnR7GIqzxN43sILVJjW5s+fP5pY\nY14X3Jw888wz6j4p5hfnBZOSQDzNZ8m0NsI/S6j1S6BnmlDlULebZxrky+hnFVwj0sT5LFJyLJcg\nBOZRAzRB7hSbGRsCt99+uyB6cJEiRfTjfVVoOEGzMlESNLGCCT/RD6fwE8fclEM+Z9RlHIskYfFj\nB1yJpDzLkEC8EYB2NEyvsbjHePIOSAa3E9OmTYu3JgdtT6g5AVoekSY34x/B19wIP9GGSy+9NNKm\nsBwJxJRAqs8T0NSmu5uY/svxYiQQEYFkWhsBQKj1S6BnmlDlULebZxrk47MKKDCRQOYQSBxpTubw\n4VVTjABMOGAyDiEoopFC4IlFCnzLwYE1IiEykQAJkEAwAnCGj3kEJu4weYcJ1a5du2TVqlWCc337\n9g1WnOdIgARSgADniRS4yewiCSQBAa6NkuAmsgskQAIeAgyC5EHBDRIQjRAIjQREfs+TJ49qJr77\n7rvSrFkz8Rfkh8xIgARIwEkA2p/whTVlyhSBz6dcuXIJNChgVgVXGnAdwUQCJJDaBDhPpPb9Z+9J\nIFEIIHo610aJcrfYThIggVAEqAEaihDPpxSB8uXLy7hx47TPiHqYNWvWlOo/O0sCJJB+AtAUh2N/\nfOAbM71+ctPfItZAAiQQbwQ4T8TbHWF7SIAE/BHg2sgfFR4jARJI1jX1gQAAQABJREFUVALUAE3U\nO8d2ZzgBCj8zHDEvQAJJT4DCz6S/xewgCaSbAOeJdCNkBSRAAjEgwLVRDCDzEiRAAhlKgBqgGYqX\nlZOAOwLQElu6dKnMmTNHGjRoIDfccIO7gpmUC+Ywhw8f9lwd0eS7d++uzr89B/9/47fffpPRo0f7\n9XsIv0JLlizRQDGtWrVKE3jKriuc69ll+E0CJPAvAQRjwhiCP2P4JY339PPPP8uWLVukTp06fpu6\nc+dO+eijjzTaO+bKfPny+c3HecMvFh5McgKJMt7hEgQB4eAfuXr16vrs408QvHjxYpk3b55ccskl\n6p4oVMT4YM8cSX7r2T0SSGgCibYWAuxZs2ZJo0aN5Oyzzw7K3s28FCxPuPNg0MbwJAmkOAFqgKb4\nPwC7Hx8EvvnmG10IvPrqq/LTTz/FR6MCtAKCCfhEvfXWWz2ftWvX+hV+ooouXbrI0KFD09QG8+Bh\nw4ZpHRBi9O7dW26++WaxLMsnb7jX8ynMHRJIcQIQMixfvlyeeeYZFRrGM44DBw7Iww8/LMWKFZMP\nPvjAb1NfeOEF6dSpk9SrV09KlCihQtJly5alyct5Iw0SHkgBAoky3rdu3SqXX365XHzxxfrb/8cf\nf+h4xotg74Tx/sADD8iff/6pfpULFSqkL3O88zi3Az1zOPNxnwRIIL4IJNJaCC9Yr7zySrnxxhvl\nr7/+CgnSzbwUKE8k82DIBjEDCaQwAQpAU/jms+vxQ+CKK66Q++67L34aFKQlL7/8suBN5O7du/UD\nbZPx48f7LTFmzBjZtGlTmnOIhv3KK6/Ic889JwUKFNBgU/iBf++99+TTTz/1yR/O9XwKcocESEDO\nO+88adeunVx11VVxTwOaYB06dAi4mIDW52OPPSaYEy677DKpUaOG+llt2bKl7Nmzx6d/nDd8cHAn\nRQgkynh/6KGHpHbt2mrtYrf5uuuuk8cff9xzp77//nu1CoFQ5I033pDt27dLjhw5BC+KA6VAzxyB\n8vM4CZBA/BBIlLUQ1j0VKlTQ5xA39NzMS4HyRDIPumkT85BAKhOgADSV7z77HlcEsmT51yMFAiPE\na4Jp6oYNG1RTA5oY+BQsWNCv6ce2bdsEmqFNmzZN0x1by/Xbb7/1nMuWLZtuHz9+3HMsnOt5CnGD\nBEggDQHML/E8t6DBVatWldKlS6dpu33g+eefV60xaI7ZqX379gKttzfffNM+JJw3PCi4kaIE4n28\n79u3L83LUTwDeP/+wxy2bdu2njsIQSleduTMmdNzzHsj2DOHdz5ukwAJxC+BRFgL2eufIkWKhATp\nZl4KlifceTBkg5iBBEhA6AOU/wQpRQDm1fA5uW7dOvU7icU2fG7aCT9CK1asUCHftddeqw/b9jl8\nb968WRfX0FyYP3++wIwLZtsQAp4+fVpNTb/88kupVauW+rSyy0I7afbs2XLvvffq9RcsWCDwY9W5\nc2f1Y2fnC/T98ccfC/xl5s6dWxcEF1xwgSfrL7/8oiZh+C5evLjgDSpMSDMiwWQd7UB/ixYtKk8+\n+aTccccdaQQr+MGGJgeEEv3790/TlIYNG6pmGspD6JEnTx5555139I0qtEDs5PZ6dn5+k0BmEQg1\nt8BE6rPPPpM1a9bo3HP77bfrHGC3Nx7nllB9stsei+9ff/1VYOoODVHvBL9bmPfgS9CeazhveBPi\ndkYQCDU2ON6DU7/pppv0+WHixIliv8SA2wtvdzmlSpXyqQTPWDt27FDLEZ8TZifUM4czP/dJIJUJ\nBFs3hJq7cB5+L5s3by6oB/55L730UnWNddZZZ8n+/ft1vXPmmWfq+sh+YXHy5En55JNP5Nxzz5WS\nJUtqHdBuxEsNNxYqUJyAFQjWU1ifwQ2OdwrWJ+98sdx2My+FyhPOPBjLvvFaJJDIBCgATeS7x7aH\nTQBCOQjuHnzwQfnqq6/U7NwWgMKsCj/qtnk3BHHQJILQEv6nnn76aRkyZIjgwX3GjBly/vnny+ef\nf67+qyDcxIM8HgKmTp0q/fr103P4UZ80aZLcf//98vfffwtMuU6cOKH1QpsJQj/U4c/xPzqHvDCN\nxw89NCnhxw+LfAhxy5YtK4cOHVITMghWsmfPLhCqIAUSgEI4e+rUKc0T6E/hwoVVwOnvPAS7+LFG\nPRCEduzYUfuHhxI8+NhpwIAByhjmav7SOeecIwMHDhSYwUEACn+iCGwC9t6OxN1ez981eIwEYkkg\n2NwCDUW8bMEc0adPH13A4wEeQk8sCuJxbgG7YH1yssXiBIuZYAkaqOh3JAl1QwCCQCjOhCBIX3zx\nhfoPxjU4bzgJcT/aBIKNDY73f2kHG+9du3bVZwc8s+ClEFzlwMwdwhB/ae/evfqsdfXVV/udQ0I9\nc/irk8dIIBUJBFs3BJu7sMbA2uOuu+5SdxRYD0EJBGuhRx55RBo3bizXX3+9vujFOgNrIaypsD6C\n0BK+fN9//30VnOI81hp46YF6pkyZIgiEGijBNdbkyZN1PYZ1Bfxu4mXoiBEjtEiwPjnrzOhnFe/r\nuZmX3OSx6ww1D9r5+E0CJBCCgHmLzUQCcU/AvGm0brvttnS10yyerQsvvNAyP6SeeoxA0bNtAmpY\nRtjo2Tc/sJYJzuPZx4b5obeMwM46duyYHjeR0C0jvLSMoNNz7OjRo1bWrFkt77qNhoNlFgPWxo0b\nPfU98cQTiPZjvf7663rMLAB030Rp9uQZPHiwZQSenn0TbV3zmIiDesxoOllGG9Vz3ggJrHfffdez\n79wwb2K1PK4b6DNo0CBnMb/7RovWMkIdrcf48vTkMcJY66mnnvLsGyGnddFFF3n2vTfMg4+WNyYv\nltEW9T6VZjvQ9dJkdHnAvInWaxvNMpclmC0ZCZgHbx2b6elbqLnFCD4tow1hmRcqehn8L2P8GV+4\nnstm5NyCixhNdcv42/VcL9TcEqpPnor+f8P43NQ+BZpXcBxzZahkTGC1nh49evhkNYsoPW4WCz7H\nsYN5GvWbIEppzkV73jDa+3otE7QlzbV4IHMJROM5wU0PQo0Njvd/ny9CjXejsWUZ7W0dT0aw6Zkf\nnfdg0aJFltGC0nwY585nwXCeOZx1R2vfWOVYo0aNilZ1rIcErIyaz4KtG9zMXfZv/fTp0z13ybzY\n1fFp/Ph7jhlFEMu4tbCMsFOPfffdd5oHzyJ2wjNR3rx59dnEKFfoYedayCigWEapwzLCWbuYZazn\ntC6jjKHHgvXJU+j/N+z2p/dZBdX17dtX23Hw4EHnZSw385KbPHbFoeZBO180vjmfRYMi64hjAnPp\nA9TMgEypQQDaCDAlgE8pvJVEQsRhO5kfItWwxD58Uxpho77ltM/jG6YcMLfEm1AkvImE1ifMOexj\n0G6EiTg0Gu0Ekw/4tSlXrpx9SDXBcMwZ9dSTwWwgkAf8aEILFB8EDUIfzI+tZoNWGd7IwoQMEZSh\n3QoN1UAJGq1GeBv0g2jsblKlSpXk66+/1iBGeDOLhLeww4cPVw3YUHVAowtBj6D1YR6A1B0ANOEC\nJX/XC5SXx0kglgRCzS0IQmRefoh5EaCa4BizSAjqYad4m1tC9clut/0NLfdQcwsiPUea4P8PCe1y\nJmiTwH8gXIQ4E+cNJxHup5dAqLHB8f7vM0ao8Q4XOXAn1KlTJ7UqgcUMgos4U/369WXLli36TFW5\ncmXVHEUEZqRwnjmc9XKfBFKRQLB1g5u5CxqfSAgCZCfbTBu/t3bCdeDT1/b5j3UQEsawnfBMBI1S\naIh6r5ns8/jG+gJm91ib2GshrGWwFjNCVc0arE/edWE7o59VcA0385KbPKjLTsHmQTsPv0mABNwR\noAm8O07MlSQEIJyDz06YT8CsHObp+AFGgk/OhQsXypw5c/ShHD+uEPCFSnbwHu98MGk3mqDeh9Js\nQ1CKCOgQXPpL+HHEg0OXLl3Ut46/PHXr1lUhLkxIYGYC/1kwSw+UbCFtoPPhHkcfWrRoIePGjdOi\ntkk72mInCHlg/g/Tl1y5cgnabN4KKX+jhaZmL7gfqMdojkqTJk3kyiuvtIv7fDuv53OSOySQiQSC\nzS3whYV5Bj5v4eIBbh+QjCZZ0BZn5tyChgXrk7PheJmDT0YlvFRC8jevwkUJosJ7u+HwbgfnDW8a\n3I4GgWBjg+M9NOHx48eriezq1at13oBrjLvvvlsFHB9++KHfCooUKaLPbHiRDF/teFZw+8zht0Ie\nJIEUJBBs3RDtuQt4/f1me2PHbzcS1kJQJnEmuMeA6xvb3N15HvvB+uTMn9HPKriem3kJLtDwLBhq\nveRsv7950JmH+yRAAsEJZNxqJfh1eZYEMoUA3jzC3xT88EHzEAGD4JcTQXiMSbonQBEEhdBOdJP8\naSShXKDjdp14M4q3mMac3T7k840HESS0r1mzZj7n7B3keemllwRBhbp3766aFHAE/uijj9pZfL6h\nUeodZdXn5P/vQCPjmmuu8XfK7zG8efV+gDFmGj75oAUCzTBj0qoasHhQgQYc3vjCXxASfPhBQAqB\nsDGrCSgARV7v62GfiQTigUCwuQWaDXXq1NEHePjyRbA1NynQHBLouF1nNOYW1BWsT/a17G8IMhCs\nLViCgNKthrmzHghAoUECzXxnQoAk78jwzvPY57zhjwqPRUog2NjgeP+XarDx/vbbb6vPQPulCbRA\n4ZcdWqF4+YuXpf4SfJ/D6ubiiy/W0xCauHnm8FcXj5FAKhIItm6I9twFvqGeV3bv3q23IVDsAswj\n8DWK+ANQLvGXgvXJmT+jn1VwPTfzEvoS6dzlnAedfeQ+CZBAcAIUgAbnw7NJRABCAUQKhtN9vElE\nBEM47YbgDdqgCDAEoaitJRlKOyu9aBBICJqREIj4SzCJhUm78SulbxPtdiEvgqkg0Ad+PKHxiUBO\nMJVHnxABOZAAdObMmSHfxkJTLRwBKJyYQ3sTCdqzzgSBx4QJE1TgaZ+DUBd8obllm8XgDW+1atX8\nmsDZ5fDtfT3v49wmgcwiEGxugQb3U0azGQ/v9lhPhLkF80Cg+RJ9ciYIdREcLliCsCNSASi0YY3f\nL4HpK/jZL4iMH2Z1JQD3IMES541gdHguHAIc76IvcdIz3jds2KCBHL254zkCzzuIIh1IAArBAgSk\neOmL5PaZw/s63CaBVCaAlwyB1g2xflbBfUDw0ypVqnheajjvDczqoUVq4iWo+bp9HvOAiXkg3bp1\n0xcngfpk57e/M/pZBdeJdF7yt16y2+397ZwHvc9xmwRIIDQB+gANzYg5/o+9qwC7omrCYyEWNraI\nigUCiooICiIiJiFioGAgJoqB7Q+KhUnYmAiKXYCBhKCIYoCiqFhYKKjYgXH+eQfPde9+W/fe3Vs7\n8zzfdzfOnnjP7Ow5c+bMVAkC2HaNDyh+QRhAc1Ak+UPkQxAiEWJCPXXqVPHNuWjRIsI9KOrwHD7C\nmPw4CfetT057Hemg3HQSoj0j6rMlWJjC2tIqRay/LFsXpENkRVhKwmoSPkqh5EQUeKTdeOONZeJv\nVxCxzRNbydEmP4K/UWzrD/qDJYYXYdDQt29fqYO9j60paCsi4uZCwJ4DRYky0z6HfOAnsWvXrnIp\nzvJsGfqrCCSBQJBsQXng7fnz59O4ceMI1oo33nijVAMuLjCIT1q2oDDIDNTDyr8w2RLWJmmA4x8H\nJgmUK5A5L7/8suMJ70PIXJBbfuLa6aefTrjvtM5HpFnIPev7WOUGkFJKEoGwd0Pf9yVjjKD3He8s\nFiWci0HY1t64cePMNtinn35aFk+xg8QSlDeDBg3KpLHX9VcRUASiIQC3VH7zhjDZhRIwHwI550J2\n3uKcCyEvkPtbDgMIS4hqDotMvNOW3HMhxG3ADhDEbMCON8yjsDjbu3dvMWjBc0Ftsvna37jGKsgv\naLxiyyv0V+VgoQjq84qABwI8kFNSBMoegTiiIbITbcNWhuaQQw4xiF7IH1LDPvkybWfFn2ELJYNo\n8IjMztYNEs2dlY/mk08+MQMHDpRof4hYiMjRPAiQ5/m1MhwMySAKIQ/UzRVXXCHp2ILB8DYvyZ99\nWxnexmF4m7phxYPUgbe1G0SRB/FEwSCyO/LirZyGFSVynScHEmUQ9cI9/CLaoo2qiPrz1k4pG9Hf\nETmZt/jLs3H/YwWGQaRq1GP33Xc3bGVqeNAibQ4qC+1la7IaSfijbtiXlznyyCPNddddJ3kOHTo0\nky7f8jIZhBxoFPgQgFJyO44o8GGyZdq0aaZevXoSEbVz586GA30YtngwHLTHsDI0UdmCuuH9Ygty\neXchM9jCyoTJlrA2JcEekHs82ZF6slsMM3z4cMOK46yieJHE8MKRyB9Ec+VFmaw0ScsNjQKf1R1l\ndRLHOCFKg8LeDX3fw1Fk5YhEcm7UqJEZPHiwYatyiXrNwREzD996662Gg58Z3g1jWNlhOEiiYfc5\nmft+B35jDr/0cVzXqMlxoKh5OBFISp4FzRuCZBf77TW4zxaZ8o3u2bOnwfs6adIkw+7E5Br75TWI\n4o50O++8s1zr1q2b4YVJ+U5j/oDvN6K4I4I6xkG8oJlptt9ciAPTGna1JfkhD8gN51wnqE2ZzGM8\nQPR6jKswTkF9evToYTiGRGAJUeSSV5p85WBgZUJuqjwLAUhvVzoCY5dCC/jlVVIEyhoBbI1CxHVs\n/S6EYIUJiwP43oQFpZuwsolyLGGF0ysQib0f9ff444+XQEGLFy8WH3aIoogt7lGJJ1yEqOnYEg9L\nT0toD7aVwu8n6mmjM9r7cf8CD0RpRR0QNKpQgvjBCjDyhWNv+PpxUtzlOfPGthu4PoBFHn/snbf0\nOEUIwIIQkU+dlkj5ND9MtiB/vMfW5QN4H9viYQldCCUlW1CnsDYVUu9Cn8V7C3nn5RMsSbmBQHnw\n2wwrlVxkeKHt1efDEYhrnBBeUvi7oe97FBRJ/IPDByB8evKCUI2HgCO2e8JPeJgvwRoPF/ECdt7A\njRLksZIiEAcCScmzsHlDUrIL8y64urr00ktlNxlcXWDcn8t7DVmB9O75W1ib4uiPUuZRbDmo8qyU\nva1lFwGBceoDtAgoaxHlgwCUhSD3x9PW0Kn8xLU4lJ82b/troxnb8yi/8P+JyKdusu3B5KAYBDy8\nojTmWzYGMgh85Edxl+dXjl5XBApFwL6LfrIFPiut8hNlgfcLVX666xynbEHeYW1yl1/M8yBXHyo3\nitkT6Swr7N3Q9z0aX2Axdeutt/ZNDBzhj1hJEVAE4kHAyi6/eUMxZBfeexh05Eq8k8bzkbA2eT5U\nQRdVDlZQZ2lVKwIB9QFaEd2klax0BODDCiuU1k9OpbdH668IKALlgYDKlvLoB62FIlAMBPR9LwbK\nWoYioAjEjQBkFwh+z5UUAUVAESglAqoALSX6WnYqEBg1ahRh2yS2vCI6+8yZM1PRbm2kIqAIJIuA\nypZk8dXcFYFyQkDf93LqDa2LIqAIREWA4yhIAFekRxBD9idKcAmmpAgoAopAKRDQLfClQF3LTBUC\niPLOjsEzbU5iW30mcz1QBBSB1CCgsiU1Xa0NVQRI33dlAkVAEahEBNZff33iQLHyZ+vv5b/b3tNf\nRUARUASSREAVoEmiq3lXNAII9jN27FjiqMJ022235d2WpAMT2Yo9+eSTWVvsDzzwwIyPQbTlxRdf\ntEllOz78nXbq1ClzzXnw7bffEkceJI7S6LwsxxylkTgSqwQsQhmbsBNzN3388cfEUd4Jvkv32Wcf\nCWDgThP1PKjuTzzxBHE02UxWXbt29QyKkkmgB4pAmSAQh3wplmyB9cZLL72UQY6jsRJHb82cT5ky\nReQL/Hrtvvvu1Lhx48w9r4MHHnhA5MZOO+3kdTvytccff1wCEtWuXdvzGQRdePfdd6lNmzaZ+wgm\nBxlmaauttqLtttvOnuqvIpATAnG8x1ELjON9DxonOOvh944iUOS9995L+MZvvvnmdNhhh2UFZrR5\nxDkGsHkGjUtsmjCZYNO526dywSKjv2lGICl5Bn/ncfs8Rz9FkWdBMgHb8W+//XYJ7gpDFQRGdQZj\nReDKxx57zJMl4NP9gAMOyNyLMjfKJI54gPJR/y+//JIw7sIimKWguZHKM4uS/ioCPgjwtlwlRaDs\nEeCPjOnevXvR6smDfMODfMOrloajnRet3EIK4smI2W233cyHH35o5s+fbzhqYCa7Qw45xLAIyPxx\nABYzZ86czH33AStGDQcecF82p512mvTDZ599Zt555x1z0EEHGVY6ZpV1xRVXGFY4mPfee89MnTrV\ncIADwwqSGnlFvRBU988//9x88MEH5vDDD5e2cWTmqNmaCRMmyDMcTTryM5qw+hAYPXq0wftQTKo0\n+TJy5Eh5V+677z6RLc737KSTTjJHH3204YUIkSl439nSwxfOGTNmGLb8MDfddJNvmrAbY8aMMayA\nlTp99913NZIvWLDAnHHGGYYXYMwpp5ySdR/Ys0JXZBPqAZmWCz3zzDM5y5pc8te0+SOg44Rw7ILG\nCfZpv3eUFxMMR2s3HAjRsDJD3oPNNttMZIJ9Fr9xjwFs3n7jEtwPkwk2D/x6ta9QubDmmmsWJNOc\n9dNjRQAIqDwL54MgeRYmE3hBxUB+HXHEEaZt27aGAw0ZXpTNKnTEiBEi55zzJ3u8//77Z9JGmRtl\nEkc8ePTRRw0vJps77rjD/P333zWeCpobqTyrAZdeUAScCIxVC1AfxbBeTjcCK6+8Mh166KH04IMP\n0iuvvFIxYGy//fa06aabZtV33rx59OeffxJ+LWEbvl9k1eHDh9Pbb79tk2Z+gcN1110nK6U2cvug\nQYOIBxA0adIk4gGEWH2ed9559Oqrr8pqJVYsTz/9dOrcubP4PrXPZTINOQirOyunJYd27doRK2lC\nctPbikB5IFCp8mXvvfcmpxXaI488ItbxvOAiVmCwprzmmmvE6huyaJdddskCHNbaAwYMEHmUdSOH\nE1g9bLvttiJfYJ3vRbBY7dGjh9TFfR/Y4w/RZK38cKfRc0UgCgKV+h57jRNse4PeUZ7kEy8AiIX3\nwoULCd967I45//zzxYoKeWDnR5xjAFsvv3EJ7keRCTYfv/apXLAI6W9aEagmeRZFJsAKHPOaNdZY\nQ7p84MCB9L///U92s7Rs2VKuwfpz4sSJtOOOO2ZZsGLOgR1woChzI0mYw79+/frRDTfcILtVMN5x\nU9jcSOWZGzE9VwSyEdAgSNl46JkikIXAsssuS2wdlnWt0k6gtOzQoYNsQ994440Jf37Kz/fff5/e\neOONrG0Wtr3YggFiy097iaw/0z/++EOuseWHbCd1bill60zZmo9tJrlSLnXPNW9NrwiUGoFKly83\n33yzbGVfffXVM1Dabe2XX3555po9gEsNKEsKISvDvFxv2HwxWYEyVkkRKAYClf4eOzHye0ex2MC7\ncDLuLdZee226+OKLia2maNq0aZks4h4DIOOgcQnuR5EJSAfya9+Su/pfEVAEqkGehckEBGDaa6+9\nMspP9DoWTUF16tSRX6Q555xzxK0PFIp2G/+iRYtE6Wm3v0eZG0mGEf9B6Xr11VfTkCFDZLHX6zGd\nG3mhotcUgegIqAVodKw0ZYUgAGtEa7XJ25KoV69eUvPJkyfLalrdunXpqKOOkmvwr4Lrr7/+uvh9\n4a0QgVZB8DfDW8zFggj58jYD4i0SYtG03nrr0cEHH5xBCR9FWEPwNm3CaiJ8yxSb8KGG4vHnn3+m\nk08+WXx+XnnllTJhcNcFVqIXXHCBpO/fv7/7NrVv317ajRVSKBiwanrPPffIBxp+/3grOfGW98wg\nwmYA/3ywEsVqq1e+Np37N5e6u5/Vc0UgKQRykS+YuE+fPp3efPNNkQGwhPYjWFHCohLv4Z577kkN\nGzYUy+pZs2bJI126dMl6b8tBvsC/Jvz8Ogkyt379+vTCCy84LxNv5xKrTbRLSREoNQK5vMfVPk6w\nfRH0jmLBAZajTsKYB76AoTABxT0GQJ5h4xKkiUpB7Yuah6ZTBMoRAZVnufUKlJkYpzgJ4zT42LQW\nl0iDuY6bME5jd2NkF37D5kbu54POv/jiC5mfYofKMccc45lU50aesOhFRSAnBFQBmhNcmrgSEIAy\nbvDgwYQAOc7AHa1btyb2VSdKOrQDSkFYCWHrNFb5YLEERSX7xqwxqbftZp8v1KhRI2IfeKJYRSAh\nrBpiazcm9lYBisEI+8ujE044gWywIaTDlgYvgjIDTquDCJaodltGUDrnPUweLr30UsEBQZDuv/9+\ncRr+0EMPEbazOgnWHH379pX6Oq/bYwQ4wRYRbIPDoADBDxDoANtDoOTE4IH9jhImRW6C0hlWIuyA\nI7JFbS51d5en54pAUghElS+QQXBej/cD25XwHILyQCZ4Ed4bvCfdunWTbaWQJ3gGiwpYONhmm20y\nCtBykS+QCVDyQh46t8ZjweO5556TBSLIP8g3TBqwYPLjjz96NV+vKQJFRSDqe5yGcQKAD3tHsbDh\nRewPnE488US5hTFMnGMAZBo2LvGqk9e1sPZ5PaPXFIFKQUDlWf49hXkJ3J1ddNFF4uIjLCfMnzBO\nsxQ2N7Lpovw+9dRThMBMO+ywg8yxMP7DAhPmjzA+Yb/lsigUdV4XpUxNowikEQFVgKax11PQZmwP\nYAfY8rfzzjtLi+ETBn5brN83KCdgdcVBO8T6E8rNCy+8kGbPnu256mdhQ3pYdVnCBB/RUC1hwgTr\nUCgEESUQ28HhN+vGG28kWJja+tj0+IViEr4ygwgfPmzJyIWgUOEgIPL3119/iSIFW9SgCIaid7XV\nVpPsENUdH1m3zz53WVCQYoLDAUYI+dxyyy1kJ0Zff/21JHdbhOEiBgioO6K4rrXWWu5sPc+j1t3z\nYb2oCCSIQBT5gsUObLHCwsUmbD3VtGlTkUd+ClBUF0pONzndSeBeOckX+P3lYGeEKPCQn5agEIWF\nOGQjJhdnnnmm+A+29/VXESgHBKK8x2kYJ+T7juK9x7gBi6KguMcAUcclYbyUb/vC8tX7ikA5IaDy\nLPfegE9gyK9Ro0bRr7/+Ktafzz77rO8ckAMsyu4WDpKbVVjQ3CgrYcgJIsmDEIMC8zS4F8Mi0CWX\nXEKo67XXXisL5VHmdSFF6W1FINUIqA/QVHd/9TYegYDg95Kj5xEUfyAc9+7dO9NofGCg7IQ/zN9/\n/50w2AbNnTs3kyafA1h+YsvcWWedRRwhWf5g+QWrKI5Y7pllnz595OOLD7DfH5QKhRAmKlg1hGUa\n6gMrMhBWG6+//vpIvvlg4fHwww+L4hM+wLBFA6umIPjIAXn5TOUIhuIv1G4ZkYQ5/POrew5ZaFJF\nIDYEosgXuNbAoBUEv7mwlCpUtiCvcpIvsEyFXINchXyFlSdk3ltvvUVNmjRBdUXxCVnr53dYEuk/\nRaAECER5j9MwToDiJNd3FN90WCRhp4399tvfOMYAuYxLwlgnn/aF5an3FYFyQ0DlWe49AiOVW2+9\nVXarQE7ArZm1aPfKDW40YMTiHs8EzY288vG7BndsMHax/kgRZwE772B4M2zYMJlbOp/VuZETDT1W\nBKIjoBag0bHSlBWGACbi++67rwzQO3XqRPClZ5V1aAqc9+MjhkE8tnBbXy+wcCyEEEEd21n9trt7\n5Y2PGP6KQdimj9VKq4yxW9oxkbGEe1AKQ6EBK1FYesGKAn5M4Zwb0Q+BaceOHWnAgAGC80YbbSSP\nY5XSTRhUICL8Msss476V07m77jk9rIkVgRgRCJMvsDSHJQEs0eF+A4pCv6jluVSrnOQL5CfahK3t\nkK+NGzcW/1WwdseWPGyPx3YxWIBCloCwwANCsDVca9GihafbDEmk/xSBhBEIe4+rfZyQ7zuKdxq7\nVpwW6nGOAaKOS8LYI9/2heWr9xWBckQg7fIs3z6BnMe8CK66MC6B5aUN8urME1vlbfR3ez1sboTt\n7FEJroTw55wPom7NmzeXXXuIQQE3bG7SuZEbET1XBIIRKI7GJbgOelcRSAQB+LjEiii2aUPB6fZ5\nCf+Vbdq0EUUlHF9joBwHQcmHbaHwYYmVvCg0Y8YM8ZkXlBb5wqq0UILlJranQiEJWrhwIY0fPz4r\nW1ibQlGBbRbwRQgFKCxkEdAJlrUgbFHHQAH+TzEowDYNrKbC0s1NCI7gnCi570c9d9c96nOaThGI\nG4Ew+QJ3Gnhn4P4CbiFgOR0HlZt8wWAdAdYswRoUMgHKEWzngusRyBFLmCyAEBRt7NixEnTNy2+w\nTa+/ikCSCIS9x9U+TsA3Pdd3FBZT+J7bKMi2f6AAjWsMEHVcYsv2+82nfX556XVFoNwRSLs8K7R/\n4CYNu+O8lJ+Yx2BMd+edd2YVEzY3ykUBinkZyodMRiR7S1hAB8GtkBfp3MgLFb2mCPgjoApQf2z0\nToUjgG1Y8LcHpSG2wT/22GNZLYLlIpSUUH6Colp+YmUO1pF+hK2fsIK8+eabCVvbLWFLF/zGeG2v\nsFYKNq3XL8qNQwGK6Mxoa6tWraQYWKi5CeUguj0mD5awrRXPwZoTkxwQFBc77bSTfKwxYMCWeCg1\nkA6rliAEPYFFKYJMFUruuheanz6vCOSLQJB8gdIE29+x+GJ94kaRL3bVv1LlC7aHDR8+XHwaQ0Zg\n4cQpQ4A1FlZwD/Lg+OOPzxd+fU4RiAWBoPcYBVT7OCHXdxTvOBYx7BZN2wlQAsDSPa4xQNRxiS3f\n7zfX9vnlo9cVgUpAIO3yrNA+wg4bpz9zZ36Qfdtvvz1ZS3d7L2xuZNNF+e3Zs6eMGxFnwqkAhRsl\nLCw7rznz07mREw09VgTCEVAfoOEYaYoKRgBOpGH9iSBF7pUzKCkRBGncuHGElT1s2wQhWiiUlSBY\nQiKdtVrCtfbt20t6rALiHn4R3Ac+YBYtWiSR4PGBxBaxq666SrYtwNoJllEIguRF3bt3l62k2E7q\n92edY3s973cN29WhiLXbTtEOnMOCI2owIps32l2rVi3CIMAS2g8/ql27dpVLsPoCBk5rNwR4wnb5\nLl262MfkF3jss88+mcAJWTf5JM66u/PWc0UgDgT85AsCFYFGjx4tCwCI5ImAIXg3cA+LCCC3fMHq\nPwIm4TlEjn/33XfFuhppsWUcSlRsdSoX+YJ6WcIA/JxzzhHlpzNCqr0f5TdMJjjzAJYgP2Vx2H1n\nXnqcbgT83mOgkoZxQtTef+6552jQoEGycAy/4fgbMmQIHXfccRL0EflEHQO89NJLsniKBZO4SN/5\nuJDUfCoZAZVn//Wen0xAnAbERMD8xRLmcRhnwReoF3ltf0e6KHMjm1/YGAcugaAEveuuuzLzThjw\nYAyJwLNQcOvcyKKpv4pAAQiwQkRJESh7BHirlWElYV715MGAYaVijWfZ14upV6+eYctF07lzZ8Nb\nDkyzZs0MB+oxrCA0/BE0bL2F/ZqG/YQajnAqebDywrATbLnOjqkNbwM3rNwzHPHZ8GBe0vBqnWFl\nhqTB8+yzxbBz6xp1iPMCK3kN+7DJypIVrlIH3vJueJuqYb9ahlcWs9J4nfTr18+wf78at55++mnD\nW+LNkUceKfiwnz8zdOjQrHQ8oDBsCWLOPvtswxELpU6saM5KgxPe0iF1u+aaa2rcw4Vc6s6DBcmL\nFUqeeXldnDBhgjzDym+v23otJQiwstHwoDLv1vrJF1xni06D95IXHQz7wjS8gGDYIsl88cUXvvLl\ntttuM+x313BAEcOBSQxbVhle+Zf3iF1rSD2LLV9Gjhwp7wovDGXhxApZwwszBm09/PDDTZR3iRVK\nktdNN92UlRdOwmQC0nAAN8GOXXBIPmyJZtjXKm5liBe1DCuK5T7SQS57ySBWNotMzDwY4YBdGki+\nuciaCNlqkhgQ0HFCOIhe4wT3U17vKMZQbLktvI8xjfOPF5kNKw8y2UQZA/AOE8kDso4n+Jlngw78\nxiVRZIIzX6/2Oe/nIxfWXHNN4yXTnPnqsSKQCwIqz8LR8pNnYTKBF6INu/GQsR/HfzDsssjwYo7B\n/M6LMLbBeI4D2XrdNlHmRngwyhgH8pB34ckYhgMfmYMOOsjwbqJMubnMjfCQyrMMdHqgCFgExsqs\njwcySopAWSOAYDuw4OSJeM71hPXjiiuu6PkcLKqwEmi3dPObIdYNsHQMI/iogt8VEKyQYGnqJlhx\nYcXOb9uCO30h5w0aNJDt/O7VywULFoiFav369T3rmGuZwIgVOOIknD+svoGNYFUL/4B+flDhZPzx\nxx+XOrl9idk6Ra373XffTayUFYu6OnXq2McDfydOnChBnVBPnrwEptWb1YsALJQRATnKFnUvFILk\nCyw9nZbnfo713flCnsA9B57FL/x+WpcSzrTFki+jRo0iVnCKZTzeaUtz5swRH8LwceUnY23aKL9R\nZEKUfKKmgUzkxS/ihZqoj0hgK17syknWRM5cExaEgI4TwuHzGyeEP5l7irAxAMZQCELJisPcM0/w\niXzkAnbUwO2JuvVIsGNSlrXKs/AOL1SeYbcf5nth4xfsBMB4a5tttvGtVJS5US5jnMWLF4t7McSy\ncI//os6NUFmVZ75dpjfSi8A49QGa3s5PTcuDPmz4qFjlJwCBsjKK8hNprfITx17KT1xnC1P8FI3w\ncXUTghXhLy4CRvBFE0ZhW+xRV2yDg5sAP4pa97///tsvC72uCCSKQJB8cSo/UQkvx/pelYM8sTLF\nbwEBz5VavrAFPOEvLooiE+IqC/mo3IgTzcrOK+g9TsM4IYneCxsDIOLynnvumUTRBeWpcqEg+PTh\nMkBA5Vm0TmAL9EgJMU8MUn4ikyhzo1zGOJiLsoWrZ/2izo3wsMozTwj1YsoRUAVoyhlAm189CPCW\nWULgAHzQoXjh7e4ZJUo5tvKVV16hyy67jGzgl3zqCF+m8PED3zyw/MQAREkRUATiRQBKWLxfvXr1\nIviogsVnEoqLOGRCWMvh84u3q4llBQK0WUVz2HN6XxGoBgTKZZyAdw/W5G3atCkLWFUulEU3aCUU\ngZwQKBd5FrXSxRjjoC4qz6L2iKZLKwKqAE1rz2u7qw4BOO+uJGrXrl3B1YVDcRD7Gy04L81AEVAE\nvBFAUKN8Axt55+h9NQ6Z4J3zf1fZHzPhD8T+i/+7oUeKQAoQKJdxAhZUykX5iW5XuZAC5tcmVh0C\n5SLPogJbjDEO6qLyLGqPaLq0IqBR4NPa89puRUARUAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUUg\nBQioAjQFnaxNVAQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAE0oqAKkDT2vPabkVAEVAEFAFF\nQBFQBBQBRUARUAQUAUVAEVAEFAFFIAUIqAI0BZ2sTVQEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFF\nQBFQBNKKgAZBSmvPV2C7p06dWnAgju+//16iGS+9tOr+K5AFYq3yggULYs1PM6tcBIwxBcuWXFv/\n008/0SqrrJLrYxWRHniCllpqqYqoby6V/Oqrr3JJrmmLjEAc44QiVznW4v7++29aZpllYs2z3DND\nRHkEVSolQZ4rKQJxI5B2eRY3ntWe3w8//EArrrgiLbfccgU1VeVZQfDpwxWAwDIDmCqgnlrFlCPw\nzz//0M8//5w3CpiQv//++zR9+nSqXbs2rbHGGnnnVe4PjhkzRj6ApZ4QlDtOK620ErVq1YoOPPBA\nUoV4ufdWcvXDYBHKcKu0S66k/3J+55136OWXX6b69esXPFD9L9fyOPrrr79o3LhxtPLKK5dcKZEE\nImjXbrvtRp07d65KBW8SmBUrz0LHCcWqZ5LlICryvHnzaKONNkqymLLJ+/PPP6cpU6bIYtKqq65a\nsnpts802dPjhh1PdunVLVgctuLoQUHmWf39ioXLixInUoEGDVH2nX3jhBZnrQhZirJIvqTzLFzl9\nrkIQmLsUT/qWmGpUSI21mopArggsXLiQevToQc899xxdeuml1K9fv6r+IC6//PJ0xx13UPfu3XOF\nStMrAopAwggMGjSIzj33XLrpppvouOOOS7i00mTfunVrWn/99em+++4rTQW0VEUghQhg8WG99daj\nM844g84555xUIIApDNo7ZMgQGjx4MPXp0ycV7dZGKgKKgD8Cjz/+OHXq1In++OMPqlWrln/CKruD\n+e4JJ5xAjzzyCJ144ol05ZVXikFMlTVTm6MIFIrAON0HXCiE+nxZIzBhwgRq0qQJvfvuu4SVsbPO\nOquqlZ9l3RlaOUUg5Qhce+21opgYOnRo1So/0cWHHHIIPfnkk/Trr7+mvMe1+YpA8RDAeOebb76h\ngw8+uHiFlrgkuNmAXL3sssvolFNOoQsvvLDENdLiFQFFQBEoDQJrr702PfTQQzRy5Ei69957Zf77\n4osvlqYyWqoiUMYIqAK0jDtHq5Y/ArCEOP/886l9+/ayzXnmzJnUvHnz/DPUJxUBRUARKACB66+/\nXiyVMFk/+eSTC8ip/B+FW4nff/+dxo4dW/6V1RoqAlWCwP3330877rijuNaokiZFbsbZZ58tO18u\nv/xy6t27N8EXqpIioAgoAmlE4LDDDqPZs2fTFltsIS57YPwDa1glRUARWIKAKkCVE6oOgU8//ZSw\nBfO6666TbaYPPPAAldI3VNUBrA1SBBSBnBC45ZZbxDrpiiuuoNNOOy2nZysxMfzg7b777jR69OhK\nrL7WWRGoOAQWL15Mjz76qFhfV1zlY6rwUUcdJRjA+umggw6SRZiYstZsFAFFQBGoKATghgiL0Lfe\neivdfPPNtP3229Nrr71WUW3QyioCSSGgCtCkkNV8S4IAJgBNmzYlRMKbMWOGWAKUpCJaqCKgCCgC\njAD88cIn08UXX0ywUkoLYRsugiFpNNG09Li2s5QIPPPMMzLugeIvzbT//vvT+PHjafLkydShQwfB\nJM14aNsVAUUg3Qgcc8wx9NZbb9E666xDO++8M/Xv35/+/PPPdIOirU89AqoATT0LVAcA2G550kkn\nUZcuXahr166i/GzYsGF1NE5boQgoAhWJwD333EPHHnssXXDBBfJXkY3Is9KQxdiG+sQTT+SZgz6m\nCCgCURHA9vdddtklNdHfg3Bp2bKlRIafO3eu7AZCRGglRUARUATSikC9evUIPqLhgunqq68Wl3DY\nIq+kCKQVAVWAprXnq6jdCHAE/56jRo0iTAJg7r/CCitUUQu1KYqAIlBpCGD7N7ZkwvcSrD/TRmus\nsQa1a9dOZHLa2q7tVQSKiQAWgLHQkKbgR2H4NmrUiKZNmybb4KEY/uCDD8Ie0fuKgCKgCFQtAggY\n16dPH0JMjNq1a1OzZs1o0KBB6i+5antcGxaEgCpAg9DRe2WPwJ133ilCHArPN954g7p161b2ddYK\nKgKKQHUjgCicRxxxBJ166qmEoBxpJUSDx9bc77//Pq0QaLsVgcQRgKuJX375RfxeJl5YBRUAq6cX\nXniB1lprLYJV6Ouvv15BtdeqKgKKgCIQPwINGjQQuThw4EDZDr/rrrvS+++/H39BmqMiUMYIqAK0\njDtHq+aPAPzKIcodfJsgovLUqVNTGfnUHyG9owgoAqVA4PHHHxfZBL+f11xzTSmqUDZlduzYkWB1\nAN/MSoqAIpAMAtj5gsCP6667bjIFVHCuUH5OnDhRfMO3adNGtoFWcHO06oqAIqAIFIzA0ksvLbuT\nXn31VYkOj9gZQ4cOJWNMwXlrBopAJSCgCtBK6CWtYxYCENjbbbedDGSfeuopMeFfbrnlstLoiSKg\nCCgCxUYAETdhhY6FGQwm006rrrqqBCKBgkZJEVAE4kcAlp9jxozR7e8B0K688sqC0X777Uf77LMP\nPfjggwGp9ZYioAgoAulAAK5CXn75ZVGGnnHGGbTHHnvQJ598ko7GaytTjYAqQFPd/ZXVeKxMwYEz\ntjLVr1+fZs2aRXvttVdlNUJrqwgoAlWJwLPPPksHHnigbH2/8cYbq7KN+TQKfgnhfP+bb77J53F9\nRhFQBAIQePLJJ2nx4sUiewKSpf4WFsnhJ/74448nuOZQGZ16llAAFAFFgBFYdtllacCAATR9+nRa\nsGABNW7cmG677TbFRhGoagRUAVrV3Vs9jVu4cCFh9f7ss88WQQ1lg273qp7+1ZYoApWMALZYdurU\nSaywEIQN276VliBwwAEHEJQPjzzyiEKiCCgCMSMA6+q2bduKn8uYs6667CCXhwwZQvB9d9JJJ4n/\nu6prpDZIEVAEFIE8EEBQpNdee00WiY477jixlv/yyy/zyEkfUQTKHwFVgJZ/H6W+hpMmTRL/TW+/\n/TZNmTKFzj33XFUwpJ4rFABFoDwQgEzaf//9RQGKoGzwraT0HwIrrbSSLF7pNvj/MNEjRSAOBH78\n8UeCGyBYNCpFR+C8884TC6dLL71UJvv//PNP9Ic1pSKgCCgCVYrA8ssvT1deeaXE1Zg7dy5hizws\n55UUgWpDQGdq1dajVdSev//+my688EJq164dtWjRgmbOnCm/VdREbYoioAhUMALTpk2jfffdV1bK\n77nnHlV++vQltsFPnjyZvvrqK58UelkRUARyRQAB1+AaqHPnzrk+mvr08NP88MMP09133y1+m//4\n44/UY6IAKAKKgCIABHbZZRdxM9e9e3dx6wT3TtiJqaQIVAsCqgCtlp6ssnZ89tlnhIidV199Nd1w\nww300EMP0WqrrVZlrdTmKAKKQKUi8Morr9Dee+8tCzT33XcfLbPMMpXalMTrjcAjK664osjxxAvT\nAhSBlCAwevRoat++vY6N8uzvjh07EtwpwUdxhw4dCBa1SoqAIqAIKAIkY7Zhw4bRc889Rwg+3LBh\nQ3r00UcVGkWgKhBQBWhVdGN1NQJWDU2bNqXvvvuOoGSA03olRUARUATKBQH4SUIAtl133ZWwtRtO\n5JX8EVhhhRUIvkB1G7w/RnpHEcgFgUWLFtH48eM1+nsuoHmkhQx//vnn6b333qPWrVvT119/7ZFK\nLykCioAikE4E4GP6rbfeEldPXbp0EYvQ77//Pp1gaKurBgFVgFZNV1Z+Q7AFqU+fPuJLD1u6ZsyY\nQdtuu23lN0xboAgoAlWDwKxZs8Tqqnnz5rKFslatWlXTtiQbAj+FL774In3++edJFqN5KwKpQABB\nxWB1DitGpcIQQNRjuDP55ZdfqGXLlvThhx8WlqE+rQgoAopAFSFQp04duv3222nMmDFiMQ/foE8/\n/XQVtVCbkjYEVAGath4v0/Zi9R0KhREjRhC2k952221ifl+m1dVqKQKKQAoRmD17tmx532677eix\nxx4jOIxXioYALGZXXXVVevDBB6M9oKkUAUXAFwFYU8O1xCqrrOKbRm9ER2CTTTaRBRq4WoIS9I03\n3oj+sKZUBBQBRSAFCMDnPcbBu+22m7iA6t27N/30008paLk2sdoQUAVotfVoBbYHTuibNWtGsKTC\noFMjmlZgJ2qVFYEqR2DOnDm0xx57iB+kJ554gmrXrl3lLY63eZDvnTp1IvgtVFIEFIH8EUAwiokT\nJ+r29/wh9Hxy7bXXpskcrA07j+CDftKkSZ7p9KIioAgoAmlFYI011qB7771XFrPhExQW9JCbSopA\nJSGgCtBK6q0qqytWjQ4//HA66qij6IQTTpDV90033bTKWqnNUQQUgUpHYO7cuaL8bNCggWwBQkAf\npdwRQDR4+HX++OOPc39Yn1AEFAFBAEEhsQCz3377KSIxI7DyyivT2LFjxboJQe4QKV5JEVAEFAFF\nIBuBrl270ttvv01NmjQh+Ant27cv/fbbb9mJ9EwRKFMEVAFaph1T7dV6/fXXafvtt5cInOPGjaOr\nrrqKlltuuWpvtrZPEVAEKgyBjz76iHbffXfaeOONCbIKE2Sl/BBo164drbnmmvTAAw/kl4E+pQgo\nAhJMDMpPXYhJhhlgrQ4Lp2OPPZa6detGN998czIFaa6KgCKgCFQwAnXr1hV3UHfddRdhNycCGE+f\nPr2CW6RVTwsCqgBNS0+XUTsHDx5MLVq0oHr16hECinTo0KGMaqdVUQQUAUVgCQLz5s0T5ee6665L\nzzzzDMERvFL+CCy77LJ04IEHajT4/CHUJ1OOwPz582nq1Km6/T1hPlh66aVp2LBhdNFFF8kOpYsv\nvjjhEjV7RUARUAQqE4EePXpIpHj4Um7VqhWde+65tHjx4spsjNY6FQioAjQV3Vwejfzmm29o//33\np379+tH//vc/sf5cb731yqNyWgtFQBFQBBwIfPbZZ6L8hL+jZ599VgL4OG7rYZ4IYBs8fD2///77\neeagjykC6UUAQcRghY7t2UrJI3DBBRfQLbfcQlCAnnTSSfTPP/8kX6iWoAgoAopAhSGw4YYbiqHA\nDTfcQNdffz3tsMMONHPmzAprhVY3LQioAjQtPV3idj7//PNiGv/mm28Sjs8//3zCCruSIqAIKALl\nhsCXX34pPo1WWmklGj9+PEEJqhQPAq1bt6Z11llHrUDjgVNzSRkCCCLWsWNHDcJWxH5HpGMonm+/\n/XYJ0qmWTUUEX4tSBBSBikLguOOOI8z1V199ddppp51o4MCB9Ndff1VUG7Sy1Y+AaqCqv49L2sK/\n//6bBgwYIMoECEKsBu2yyy4lrZMWrggoAoqAHwJfffWVyCv4JJ4wYQKttdZafkn1eh4ILLPMMgTn\n+ffff38eT+sjikB6Efj000/FvxqsqJWKi0Dnzp3Fugm7AWB9iyCeSoqAIqAIKAI1Eahfvz5NmjSJ\nBg0aRJdddpm4vZszZ07NhHpFESgRAqoALRHwaSj2888/F0UCBCB8KT3yyCOyIpSGtmsbFQFFoPIQ\nWLhwoUR7N8bQxIkTCQ7eleJH4JBDDpHooYggqqQIKALREEDwsNVWW43at28f7QFNFSsCsF7HDqZ3\n3nmH2rRpQwsWLIg1f81MEVAEFIFqQQC7PE877TRxeYRjBD6+5ppr1I1ItXRwhbdDFaAV3oHlWv0n\nn3xStrxjgPjyyy/TiSeeWK5V1XopAoqAIkDffvstIUr5H3/8IcpPBD5SSgaBli1b0gYbbKBWoMnA\nq7lWKQKwmu7SpQvBOl2pNAg0adKEXnzxRfrxxx8Jcuzjjz8uTUW0VEVAEVAEKgCBrbbaiqZNm0YX\nXnghnXfeeYSFpA8//LACaq5VrGYEVAFazb1bgrZBeXDqqafSAQccIH+vvfYaNW7cuAQ10SIVAUVA\nEYiGwKJFi2jPPfeUSS0sP6GcU0oOgaWWWoq6deumCtDkINacqwwBTBhfffVVjf5eBv266aabihK0\nTp064tJp1qxZZVArrYIioAgoAuWJAFwfQfk5Y8YMcR+ChaQbb7yRsNtKSREoBQKqAC0F6lVaJqL6\ntmjRgu68804aNWoU3XHHHbTiiitWaWu1WYqAIlANCPzwww+011570TfffCOWnxtvvHE1NKvs2wA/\nhvhmICK8kiKgCAQjgO3va6+9trgVCk6pd4uBANyjTJ48mbbZZhuxaMLWeCVFQBFQBBQBfwRgEAUl\naN++femUU04Rdy6fffaZ/wN6RxFICAFVgCYEbNqyveeee6hZs2aEVR5MaA877LC0QaDtVQQUgQpD\nAIEsOnToQF988YUoP+G4Xak4CDRv3pw22WQTtQItDtxaSoUjgOjvBx54oIyxKrwpVVP9VVZZhZ56\n6imZxOM78uijj1ZN27QhioAioAgkgQBcuFxyySWyLR6xQho1akR33XVXEkVpnoqALwKqAPWFRm9E\nQeDnn3+mHj16UM+ePal3796yLWizzTaL8qimUQQUAUWgZAj88ssvtM8++9Ann3wiys/NN9+8ZHVJ\na8HYBg/LNiVFQBHwR+Ddd9+lN998U7e/+0NUsju1atUiKKePOuooOuigg2j48OElq4sWrAgoAopA\npSCw0047icFUr1696JhjjhG3eV999VWlVF/rWeEIqAK0wjuwlNWHpSesPrECPmbMGInuhsGgkiKg\nCCgC5YzAb7/9Rvvttx+99957NJYXGEsAAEAASURBVGHCBNpyyy3LubpVWzdEg0cQkVdeeaVq26gN\nUwQKRQDBj9Zbbz3abbfdCs1Kn08AAUQ4hj87BPmAIQCsm5QUAUVAEVAEghGoXbu26A7gTuTtt98W\na1B875QUgaQRUAVo0ghXaf5Dhw4Vf58IFgIH8LCkUioNAr/++is5/+BUGsGonNf++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Vymbd5JMoz0VNg7zhb9RNqMMWW2wh/vPY2lPcCmBCBoUV/rBNGYo+HHPULvfjqT2H8hIuBTjy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\nrya1ZUHyrbfeOjkWqyskF0T8KGt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KT3wfGA18Axh6RL+MIim/db5Vpn8Ssc60IqVmEdB+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\nAj0hMGXKFLPkkkv2VEfZxV9++aWZMWOG+eabb8qK6bk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",
       "text/plain": [
        "<IPython.core.display.Image object>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "from sklearn.externals.six import StringIO\n",
+    "from io import StringIO\n",
     "from IPython.display import Image  \n",
-    "import pydot\n",
+    "from sklearn.tree import export_graphviz\n",
+    "import pydotplus\n",
     "\n",
     "dot_data = StringIO()  \n",
-    "tree.export_graphviz(clf, out_file=dot_data) \n",
-    "graph = pydot.graph_from_dot_data(dot_data.getvalue())  \n",
-    "Image(graph.create_png())  "
+    "export_graphviz(clf, out_file=dot_data) \n",
+    "graph = pydotplus.graph_from_dot_data(dot_data.getvalue())  \n",
+    "Image(graph.create_png())"
    ]
   },
   {
@@ -316,21 +325,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -344,6 +353,11 @@
    "toc_number_sections": false,
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning To See [Part 2 - Rules on Rules on Rules].ipynb b/Learning To See [Part 2 - Rules on Rules on Rules].ipynb
index 09937c3..5053dce 100644
--- a/Learning To See [Part 2 - Rules on Rules on Rules].ipynb	
+++ b/Learning To See [Part 2 - Rules on Rules on Rules].ipynb	
@@ -12,27 +12,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pickle as pickle\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
@@ -44,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
@@ -55,7 +46,7 @@
        "54"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -66,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -74,24 +65,10 @@
     {
      "data": {
       "text/plain": [
-       "['box',\n",
-       " 'boxHeight',\n",
-       " 'handPoints',\n",
-       " 'trackingIndices',\n",
-       " 'allFingerPoints',\n",
-       " 'boxWidth',\n",
-       " 'image',\n",
-       " 'boxEdges',\n",
-       " 'croppedImage',\n",
-       " 'numFingers',\n",
-       " 'numPointsInBox',\n",
-       " 'handEdges',\n",
-       " 'indexFingerPoints',\n",
-       " 'picCount',\n",
-       " 'image1bit']"
+       "dict_keys([b'box', b'boxHeight', b'handPoints', b'trackingIndices', b'allFingerPoints', b'boxWidth', b'image', b'boxEdges', b'croppedImage', b'numFingers', b'numPointsInBox', b'handEdges', b'indexFingerPoints', b'picCount', b'image1bit'])"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -109,16 +86,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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2Z88e6zgUdQ5uGOXYkEF6eAEAANC0dVl4wpG342zXWadrO84ULWqZ/fv3T7x+4403Jl6r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\n9Y3wmj1v7swAAAAASUVORK5CYII=\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10c966b50>"
+       "<Figure size 1200x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -126,14 +103,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12,8))\n",
+    "fig = plt.figure(0, figsize=(12,8))\n",
     "exampleIndices = [7, 30, 46]\n",
     "\n",
     "for i, exampleIndex in enumerate(exampleIndices):\n",
-    "    subplot(1,3,i+1)\n",
-    "    imshow(data[exampleIndex]['croppedImage'], \\\n",
-    "           cmap = 'gray', interpolation = 'none')\n",
-    "    axis('off')"
+    "    ax = fig.add_subplot(1,3,i+1)\n",
+    "    ax.imshow(data[exampleIndex][b'croppedImage'], cmap='gray', interpolation='none')\n",
+    "    ax.axis('off')"
    ]
   },
   {
@@ -145,16 +121,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAFqCAYAAAD4NYnsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACiCbwAAET7HyYGbWriZp5PAAAAAElFTkSuQmCC\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAHgCAYAAACRsvFbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAOo0lEQVR4nO3dy3bdxBZAUYuR//9l0QgxhFjyeehRS5qzSQMOdi7Xy7tq1zTP8/wBAAAAUX+d/QEAAADgHcIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgLQfZ38AAOA10zSd/RF+M8/z2R8BgJsysQUAACBN2AIAAJAmbAEAAEgTtgAAAKRZHgUAAOxmj0V3ltXxfya2AAAApJnYAvC2vZ6d8Rt5AOARJrYAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACDNcz8ADGvtGaE7PAW01zNKr7rD1xyAJhNbAAAA0oQtAAAAacIWAACANHdsAQCAtxy9E+DuOxj4k4ktAAAAacIWAACANEeRAXjIaE/PAAD8YmILAABAmrAFAAAgTdgCAACQ5o4tAABsaOudBJ6v+VP9a+LPyPZMbAEAAEgTtgAAAKQJWwAAANKELQAAAGmWR13EsxfQXTAHAACuwsQWAACANBNbAAB40tbPtXA9/owcy8QWAACANGELAABAmrAFAAAgzR3bkC3P6S/9vWxLBjjWaHew/P8AAEUmtgAAAKQJWwAAANIcRQYAgIGtXVlwfQB+MrEFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpnvsBAAB4wdpTTBzLxBYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANK8Yzsg72EBAAA8zsQWAACANGELAABAmqPIALCz0a6YzPN89kcAgE2Z2AIAAJAmbAEAAEhzFBkAAPjWaNcq4L9MbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRbkQEAAAY3z/PZH2FoJrYAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECarcgAsIFpms7+CABwW8IWAABggV9cNjiKDAAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApNmKDAAXNM/z2R8BAA5jYgsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnesQUAAG5tmqazP8LHx4c3yN9hYgsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANI89wMAAHwa5ekbeIaJLQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkGYrMgBJa1s753k+/J8JAJxH2AIAAMPZ65eUXJOjyAAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqtyAAAEHXG02dVIz3Z5nuzPWELAFF+MAKAnxxFBgAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAaZ77AeAha0/LjPQ2IABwPya2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmq3IAADAZdjUf0/CFoDLWfuhZu3ZIgCgyVFkAAAA0oQtAAAAacIWAACANGELAABAmuVRA1pabGLDGwAAwJ+ELQAAPGltw/oowwgb4s/la3wsYQvArYzyAycAsB13bAEAAEgTtgAAAKQJWwAAANLcseU3S3fPXH4HAABGZWILAABAmoktAADcjA3xXI2JLQAAAGnCFgAAgDRhCwAAQJo7tjzk2XsYtigDAABHMbEFAAAgTdgCAACQ5igyAAAwnMKTRK7fjcPEFgAAgDRhCwAAQJqjyOzCFmUAAOAoJrYAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJAmbAEAAEgTtgAAAKT9OPsDAADAlczz/OVfn6bp4E8C92FiCwAAQJqJLUNY+g3m0m88AQAAfhG2ABC1dqzRLwYBuBNHkQEAAEgTtgAAAKQJWwAAANLcsQUAgA151uc+Xv1e24OwPRNbAAAA0oQtAAAAaY4iA8AFeQoIgDsxsQUAACBN2AIAAJAmbAEAAEhzx3ZAVsT/69mvhXtjAACMbulnXD/Lvs7EFgAAgDRhCwAAQJqjyABwM54CAuBqTGwBAABIE7YAAACkCVsAAADS3LEd0NL9Js8Afe+Vr9FWX2/30gAA4BwmtgAAAKQJWwAAANKELQAAAGnu2AIAn7xxC0CRiS0AAABpJrbc3lbbprf6+5iIAADAc4QtAABsyNONvMp1kNc5igwAAECasAUAACBN2AIAAJDmji0A8JDv7ge6/wXAWYTtgCwWuLel778fGAEA4GuOIgMAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGm2Ip/I9mPgKta2dvtv3X2sfa9tdgdgTya2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmq3IL7DhEwAAYBzCFoC3+YUf3/EUEAB7chQZAACANGELAABAmrAFAAAgTdgCAACQZnnUh6UnAAAAZSa2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmq3IELG0vXue54M/CQAAjMXEFgAAgDRhCwAAQJqwBQAAIM0dWwBgd/YBALAnYQsAADAAvwR83a3CdmmrLAAAAF3u2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGm32ooMAABwNs/6bM/EFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApHnuBwAA4EDTNH351z0D9DoTWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIM1WZADetrbFcWnzI/ey9ufAFlAA3mViCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAad6xBQBO5Y1bAN5lYgsAAECasAUAACDtVkeRl44zrR2BAgAAYGwmtgAAAKQJWwAAANJudRQZAADOsrbl29U4eI+JLQAAAGnCFgAAgDRhCwAAQJo7thCxdi8HAADuzMQWAACANGELAABAmrAFAAAgzR1bAHb1zv1w7zoCAI8wsQUAACDNxPZjeZpgUgAAADA+E1sAAADShC0AAABpwhYAAIA0YQsAAECa5VEADGvtqSAL/q7jnSehAODjw8QWAACAOGELAABAmrAFAAAgTdgCAACQJmwBAABIsxUZAABOZgs8vEfYAgCnWvuh3VNAADzCUWQAAADShC0AAABpwhYAAIA0YQsAAECasAUAACDNVuQVS5sYrVwHAAAYh4ktAAAAaSa2AAzLCRkA4BEmtgAAAKQJWwAAANKELQAAAGnu2L7AtmT2tPTnCwAA+JqJLQAAAGnCFgAAgDRHkQFIWju272pIiysYALzLxBYAAIA0YQsAAECao8gbsi0ZAADgeCa2AAAApAlbAAAA0oQtAAAAae7YAjAsz8AAAI8wsQUAACDNxPYAtiUDAADsx8QWAACANBNbAAAY2Nq+gbueAKx/TeyQ2J6JLQAAAGnCFgAAgDRHkQG4nPoRtbtZ+544rgfAI4TtiWxLBgAAeJ+jyAAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqtyAN65WkDm5QBHuMpIAC4HhNbAAAA0oQtAAAAacIWAACANHdsAQAg6sp7A17ZO8N9mdgCAACQZmJ7EZXfaNV/c7ilyvcMAABGZ2ILAABAmoktAPzju5MUpVMnr54KKf07AsAvJrYAAACkCVsAAADSHEUGAIALuvJTQAUWhR5L2HKoZ/8H7j+6AADAdxxFBgAAIE3YAgAAkOYoMgA8yH0pABiTiS0AAABpwhYAAIA0R5EBAOBmRnkKyBUPtiJsGYJnfQAAgFc5igwAAECasAUAACDNUWQA4FTu2AHwLhNbAAAA0kxsAQCAT05RPM7XahwmtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIM1zPwxhaVX6NE0Hf5LjLP27WRsPALDuyJ8R/WzWYGILAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACk2YrM0O64LRkAAHiOsAUAAIZjkMEzHEUGAAAgTdgCAACQJmwBAABIE7YAAACkWR4Fg1lalLC0IRoAAO5O2AIAu/PLOQD2JGwBAIBTFJ70WfuMfmk3DndsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANFuRAYBPaxs+C9tLAbgnYQsAAOzGL8U4gqPIAAAApAlbAAAA0hxFJmntDhgAAHAvJrYAAACkCVsAAADSHEUGAB7iGggAoxK2AADAWzzpw9kcRQYAACBN2AIAAJAmbAEAAEgTtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIE3YAgAAkCZsAQAASBO2AAAApE3zPM9nfwgAAOCapmk6+yOcQmYdy8QWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACk/Tj7AwAAANe19uzNXZ8CYnsmtgAAAKQJWwAAANKELQAAAGnCFgAAgDRhCwAAQJqwBQAAIM1zPwAAwCnWngKCZ5jYAgAAkCZsAQAASBO2AAAApAlbAAAA0oQtAAAAacIWAACANGELAABAmrAFAAAgTdgCAACQJmwBAABIE7YAAACkCVsAAADShC0AAABpwhYAAIA0YQsAAECasAUAACBN2AIAAJD2N0zqX524ihseAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1105b5110>"
+       "<Figure size 1200x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -162,14 +138,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12,8))\n",
+    "fig = plt.figure(0, figsize=(12,8))\n",
     "exampleIndices = [7, 30, 46]\n",
     "\n",
     "for i, exampleIndex in enumerate(exampleIndices):\n",
-    "    subplot(1,3,i+1)\n",
-    "    imshow(data[exampleIndex]['croppedImage']<92, \\\n",
-    "           cmap = 'gray', interpolation = 'none')\n",
-    "    axis('off')"
+    "    ax = fig.add_subplot(1,3,i+1)\n",
+    "    ax.imshow(data[exampleIndex][b'croppedImage']<92, cmap='gray', interpolation='none')\n",
+    "    ax.axis('off')"
    ]
   },
   {
@@ -183,7 +158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -191,28 +166,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x110c3d510>"
+       "<matplotlib.image.AxesImage at 0x117bc3610>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKkAAAD+CAYAAABBXiVgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nT7A5/9wAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x110aaf790>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "imshow(data[0]['image1bit'][data[0]['boxEdges'][2]:data[0]['boxEdges'][3], \\\n",
-    "                                       data[0]['boxEdges'][0]:data[0]['boxEdges'][1]],\\\n",
-    "                                      cmap = 'Greys', interpolation = 'none')"
+    "ax.imshow(data[0][b'image1bit'][data[0][b'boxEdges'][2]:data[0][b'boxEdges'][3], \\\n",
+    "                                       data[0][b'boxEdges'][0]:data[0][b'boxEdges'][1]],\\\n",
+    "                                      cmap = 'rainbow', interpolation = 'none')"
    ]
   },
   {
@@ -224,17 +189,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
-    "from supportFunctions import *\n",
+    "import importlib\n",
+    "import supportFunctions\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "examples = [data[index] for index in exampleIndices]\n",
-    "X, y = extractExamplesFromList(examples, whichImage = \\\n",
-    "                               'image1bit', dist = 4)"
+    "X, y = supportFunctions.extractExamplesFromList(examples, whichImage = \\\n",
+    "                               b'image1bit', dist = 4)"
    ]
   },
   {
@@ -246,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
@@ -260,7 +227,7 @@
     }
    ],
    "source": [
-    "print X.shape, y.shape"
+    "print (X.shape, y.shape)"
    ]
   },
   {
@@ -272,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -280,18 +247,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PolyCollection at 0x110e5d310>"
+       "<matplotlib.collections.PolyCollection at 0x117c32640>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110cf7dd0>"
+       "<Figure size 400x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -299,16 +266,18 @@
     }
    ],
    "source": [
+    "import numpy as np\n",
+    "\n",
     "exampleToShow = X[421,:].reshape(9,9)\n",
     "\n",
-    "fig = figure(0, (4, 4))\n",
-    "pcolor(flipud(exampleToShow), cmap = 'Greys',  linewidth =.5, \\\n",
+    "fig = plt.figure(0, (4, 4))\n",
+    "plt.pcolor(np.flipud(exampleToShow), cmap = 'Greys',  linewidth =.5, \\\n",
     "              color = 'k', vmin = 0, vmax = 1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -342,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 17,
    "metadata": {
     "collapsed": true
    },
@@ -361,7 +330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
@@ -369,18 +338,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PolyCollection at 0x1110063d0>"
+       "<matplotlib.collections.PolyCollection at 0x117e0bac0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110f74bd0>"
+       "<Figure size 400x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -388,8 +357,8 @@
     }
    ],
    "source": [
-    "figure(0, (4,4))\n",
-    "pcolor(flipud(rule1), cmap = 'Greys',  linewidth =1, \\\n",
+    "plt.figure(0, (4,4))\n",
+    "plt.pcolor(np.flipud(rule1), cmap = 'Greys',  linewidth =1, \\\n",
     "       color = 'k', vmin = 0, vmax = 1)"
    ]
   },
@@ -402,7 +371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 19,
    "metadata": {
     "collapsed": false
    },
@@ -413,7 +382,7 @@
        "array([ 737,  782,  827,  872, 3415, 3453, 3491, 5957, 5997])"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -432,16 +401,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 20,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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Ehb+4urnlnv70p1dlLqQqmzzlZmTLNNhJ+XCquJzbvitzDUzuOnHn/NSpU1PV\nrU32+mwL1XIIaQAAAECv0cILYM4ks0+5ViPXKuFaErKJSW1cC8vatWurMtfq4spc65TkWw/cMD3O\nJLPJuXPsztv69eursqc97WlVmWsxa2sxcceze/fuquzzn/98apuThPBkWx7deXPhZW3XqnsfuwyP\nBGD1oYUXAAAAvbYiWngzk1OM41qWptnPLCZlyOx748aNI69dnFBsdbrjjjtGXu/du3ds/TJDDsX9\nZFvF5svEdLm6jJu4IZMkGOOJMvFamTiizHu9HAO8AwCAyayIG14AADA51ygwbsQZKR9y4xoQsjNe\nXXPNNVXZjTfeWJWdddZZVdkDDzxQld10001VWWwIkupz4kJn3DlxoUDnnntuVeZCZDKjJkl+tjj3\nHmbDhTJl1113XbXMs571rKrMvYcuvOkjH/lIVeber+xxZRsSJwl7s+t3WhsAAABY4WjhBTBnkjCf\n7OxV2Raitqd3l7x10UUXVWVuSJ1sUlRbyE6X4ZycSWYCc2Vu5jh3LrKJgpJvcbr33nurMteCM0mL\nS3aM6mxr3CRJgV1aywD0w6Lf8E4ziUSmeTsus1hTQk4bsxvFH+PLLrts5PVzn/vcsevEbpSPfexj\n1TonT54cW5dxk0Zkb1Dmcz9ImUkZxv1gutjsWL/MJBiZ+O1p3utprm8AALC0CGkAAABArxHSAADA\nKpVJNOvSU+l64VyZG8vajRH9ghe8oCo7++yzq7L777+/KrvrrruqMpe0FnsTs72LLnlu06ZNVVnb\nuN3j6iFJR48ercoyoxG1cb2KcUzya6+9tlrmJS95Saoed955Z1V22223VWVu1Kjsee8yJvYkIyXR\nwgsAAIBeWxUtvJnZnzJPDbMYh9cZN5asVA9t8uIXv3jktRu+JcbwbtmyZeS1SyzZsWPH2LrMIh43\nIz4tZhJUponFdgk6UdzuNGMCu3MQt5NNrlmp3HvU1prhZujKPr1nZxaT/FBBmzdvTu3b7cddY23X\nXXZWNWfc2NXzZT+nz3zmM6uyNWvWVGXunLeNVX7gwIGq7JZbbqnKHnrooVQd275fsp8NN+RTdiij\ntn27Y19Nn0sA3dHCCwAAgF7jhhcAAAC9tipCGgAAQM2FHMXwnmx4jQvzcKFCbntuHOwLL7ywKnMh\nOC5ZbMOGDVWZm/XM1SWGKGUTm9avX1+VuYQ6d05c2IwrO3jwYFWWDfdxy7njj2Nzu6Q1d37dsKbr\n1q2rymIMYxUOAAAgAElEQVR45STcMWTDKN2xThKaRAsvAAAAem1FTjyREbeT2W5mnXHbyTx1uGW2\nbds28vqqq64aeX3eeedV68TkjTgjknuiziSKRbNIAJx2u3GZzH7GvY/ZJ8homiSWzL5JjgEAYHkR\n0gBgQW037Nks+a7Twrou22zXlhuNwy3XNhrDrMfHbJN5SJakK6+8sipzo1i4ertRFiTp85//fFV2\n3333VWXuHE3ygDfrWQgnmZ7anY9J1gew+vHpBgAAQK/RwgsAwCqV6e3o0pqdXdclo7kkM9cj4cbg\ndj07cQaxtrpkxsZ33PZd6KDr2XC9CMeOHavKjhw5ktpethfMjVv99Kc/feT1+eefXy3jznm29+vE\niRNVWTYxMBvilx1XfRJLfsOb6QadpuvLrTPJwO9tMtmuscx9UC+55JKR11u3bh157b4s4gUZMz5d\nBui4mFgnLjPNhebOf/wCWIwLOFuXzDLxPMT6u3MZ3+tstzoAAFg6hDQAAACg1whpALCgtml3uyQh\nuW22TS3selVs70ZT9xZcf+31VdmH/u5DVVmXKYQn0dbj4no/4kguknTZZZdVZZnRWiTp6NGjdt93\n3XVXVeamG3bnfJLeC/c+TjuiyiT7kPz1tli9ggBWJlp4AQAA0Gu08AIAsEq53oFTp06NvHat2S7X\nxMnO7uVmS9u8eXNV5pLWsgl02XVj/bJj7mdyaSTfY+B6O1yCmktkyyaoZescZ1Zzs8U5rqfr0KFD\nVdnOnTursuzQf245d45XZdJaPODM1IWzmHxgVjJdXHHf7o2KU/Fl1onnIU775zIlo0wGb7yIMtP8\nTfO+OuMmp8h8EWTqEveTGS92msk1sl9SAABg6RDSAAAAgF4jpAHAgiaZGjnbwt2WoObE7lnJ90K4\n7rhGdX1cd2RbT062q9Udt9tPWzeyGyfzuuuuq8pc16Q7v27fhw8ftvt2M61lhjycVDZJLNuF3nUI\nwOx7BqAfaOEFAABAry15DK8TW1EyT+mZ2NppYj3HxQZPE98qSevWrRu7TBTPQ4zZdS1f4+omTTfB\nQiyL5z/TMjJNfOs08a/ZBIBoFvHEDjG8ABaL+w7KJG11yTdwv4PuN8D1FLj9uuUyyXhtdcn8prkZ\nyi6//PKqzM2+5npqXA/TQw89VJVN+zsi+XNy4YUXVmXnnXfeyOvs0IWuvvfcc09V5oY4zB6Xu3dz\nx5W9Fif5faWFFwAAAL3GDS8AAAB6jaQ1AFPJdpNmu6vauvWyyVLZhCO3Pde9KfnkuuysbO54XNei\nJF1xxRVVmetedeOQuv24rl83e5ok7d69uypz59Kdt+z4pm26dLVnx/2cpE5dE/MArFyLfsMbv0Bc\n/Ma4L6NMbIj7UR0XW2uzusN24w9eJtM4M8Zr3E/mRyvGzWTimaaJoXbiD2A8L+4HMvMejYsFzmRx\nx2PMrJO5CRs3XrFbJptNDgAAlg4tvAAA9EgmkdrJJh651vXsUIGPNfVyz/rSZ1VlH/jwB6qy7DCB\nmQmBXG/LJZdcUpW5GeRc0po7x9kku2zPmOtxuuiii6qyc845Z+x6rm5uVrW77767KouTYE2ia49f\nZt3WfaeXBAAAAFYhbngBAADQa4Q0AFhQW9eS60rKdldlk5Akn1Dmyh79Qr3+B2/6YFX2BdXx5m4G\nM2myGeEiV8cNGzbYZZ/97GdXZevXr6/K3PnNjqfpZlSTpAcffLAqyyZvTdIVma17drlsEl3bNruM\nQwtg9VkRN7zjJojIrDPNMtPsx31xxi9e9yMZyzKJbuMmPshM0DHNxAiZY5xmu9Mk82Xeo2kS0jLn\n2w2GHs3iOgQAAItrRdzwAgCAyU0za6fkR5RxD/nZdd1ymdlAJalRbkauc889N7VcphHHzaB2/vnn\nV2Vr1qypyrLJc+58ukS+bM+CS5bLzA7nRlGKM7dK0n333VeV7dixoyrLjMokdUuWzC43yVCCxPAC\nAACg17jhBQAAQK8tekjDLOJkM9twy4ybecl1hcSyzKxKsSvH1SV2RTzpyaOn/tlfViet3PyPNy+4\njUwyUKabIZ7vzAQRmQkXMsadO9ddkZn0YpzMbFtxu9PGNhPDCwDA8iKGF8CcSTLfs8tmYwDb9uNi\n6Fwsm2WeNVy93T4kP5Xv4cOHU9t0ZevWrbP72b59e1XmRnlwD0/uge/48eNVmYvPk/Jxltl4vKUa\n6SAbR9kmO8rISpd5yO7y0J09T5kkakkqqrd32+23VWWHnlxPghAnVJD8BBJxYgRX3/POO68qc6Oo\nZJKt28pcg5n7vLp9uOT3Sy+9tCpz05LHc+L2eezYsars9ttvr8rclOTZab3d93yX0Vq6Wn2fbgAA\nAGAC3PACAACg15Y8hjcTdzrN2KvTxPlmhriYpv6uK2JcDKwbliU26cduinS37oQmGeZjIePGEXb7\nysQTj9tGpvvOHeM08cSZ+q3GblIAAPqEX2IAAAD0GklrAOa45Ia26XWzg4Bnk5ja9uOm/XXLZqc1\nniRpzZV3SVjZuHGj3Y8bBD8zKkjbflxCStvUwlnZnoq29zs7MH02gcVdA229O9nemdU4tXDmfGWT\n1rLJpK53MTOiTtv2nvTEejmXtOkmnnCf0aNHj468du/1tm3bUtty5zebPOqm+M72oLpkvGuvvbYq\nu/LKK6uyeLzZ74hbb701tZw7/myCmjsutw93jXUdBYkWXgAAAPQaN7wAAADotVWRtOa6ADLjDE6z\n3XEy9c827Y8T14ljgrZ1w44zLnlv2uSscfuZhtvGuC6MWSWtZeoyTcIlAABYWrTwAgAAoNdIWgMw\nJ5tEJE02W1r0yCOPpOvkEhrcTGJOplVeap8B7aqrrqrK3Ixl7niySTeST+Rw5zeboHHkyJFUmeQT\nWrI9K5P0/GR66tr27WRn8Jtkm7MaknEpZY4tm2SWTRjMJre6/WZnZHPc9tzsaw888MDIa3eONm3a\nVJW5z2z2+N0+Tpw4kVrOlbmkuuuvv74qO+uss6qy+Dlwn/Fdu3ZVZfv376/Ksp/bbMJytgd5MT6L\ntPACAACg15a8hTczrES823dPU3GZzNNAZqiWaeYgj9vNzCk9TUxsjOF1rVKZp/1xx+ieosfF/U4T\nayuNf0/cex/PZWxZmDbWdlx9XetRZtKLLvPYAwCA7mjhBQAAQK9xwwsAAIBeI2kNwJyuSWuOC99x\nSV5t+3EJai4By62fnZHNzeYmSZdffnlV9tGPfrQqizM7SXUIkiRt2bLF7qfLrF/uuA8ePFiVtSX6\nZROVug5XmJ2xym0zGyqUvSalfELNSpd5r9znwL0f2fe4SwJj9npz749L7rzggguqsjhjmNu+m93Q\nbT+beOf24ZLFHDfEqEuYveKKK6oy9z0T6+dmfNuxY0dV1pbYmpH9jGavMXeOuw77SQsvAAAAem1F\nJK3Fp/JpJqvI7mvSdTKTVcSnZ5doFdcrGt3uP3/qn+vKhMeR+ETqnlDjucy2qowzi0k7nFjfeO4y\nrTCZ41mq62VW2wUAALNDCy8AAAB6jRteAAAA9BpJawAWNEkiUDYhwSXRtIWdnDx5siqLMylJ0qlT\np6qy7MxJrj6SdOmll1ZlLvHM1dElorjZnSSf3OKSUdz5dQkpe/bsqcpcqJWUTwRxy7lz2Za85Pbv\nwn2yySrZRJe2cpeMtBplksqyn0tXNsnnP3Kfiy6ztLnP1JVXXlmVffjDHx557Y7B7TNb5uqWTVpz\n78X5559fld1www1V2fr166syd2zxvLtktJjYJ/n6Zq+JLklrXUySyLboN7yZ+MVxH6hM9qfbRnzz\nMl9w8YsxExMbuR/euF6VRfvE+q2I5y5e7G5KwXiMXaZxXEi8yDIZ8pn457idTIb/uPdMyk2UMe6D\nM+1EJV0zSwEAQDeENAAAAKDXuOEFAABAr3HDCwAAgF5bETG8MQYzExc5bhvSdGPHxvjPGEOaCcJ2\ncafHjh1bcL+ZOM+YxJKZPWeaoHGXVDAu/tnVJTOmbox3zsQGx/Mbl3GB9/F9zcTjZmKDM9fUapy9\nab62GHr3fmZjmLOzN0k+Keu+++6rytxnzCV+OW3HuHHjxqrsmmuuSe1727ZtVVnbTGvuHLUlmUUu\nZ2AxktYmec+yusywlL3+2qz2z+Vpmc9c9vxNMnNe5GZPPHDgQFXmzruri0s4dZ/npz71qVVZzHdx\n3yFOdva97LXnZmB067pZ1dwsjy5vJzPT3s6dO6tlXFmXnJ9Zf0YXI/eFFl4AAAD0Gje8AAAA6DVu\neAEAANBr3PACAACg1xY9aS0GHmdn1hm3Tma745LWpplBJhPU7upy6NChscuMc8YZZ4y8dolkme2O\nm4Rhmrq5c+mSGKL43o+biMItk0l0yyRxjJudKJPQkZ1tBgBmITOhTzbh1i2XSRyWpBMnTlRlu3bt\nSu3XfUe6pLX4GyjlZkPM1sOVuWRPd07ccvF3X/Ln7pnPfGZVdu6551ZlLmkv8/ty1113VWUPPvhg\nVZY9J467H8kmnmVnAnQm+X1lamEAcyaZga7LKA2TZO+6UQjuvffeqsz9uKxdu7Yqcz+abft2WdEv\neMELqrLPfe5zVZnLHm+bWtjdaLgf0Mw0opK0e/fuqmySDGz3/kw7Sslp7hy7H8nsNie5hrKjQXQZ\npQDAysanGwAAAL3GDS8AAAB6bcknnsgM4hy7lVw3U+xe6xJ7stA6mdjP2DXm6hu7W+N+XLzruDgs\n1zUbl3HdouPOr6v/uDjfbDzYuGUy8dBR7BZ168RjysRix+1mukUz5w4AACwtYngBAOiRzGylXcqy\niWcutv3IkSNVmYtDzyaVn3322VXZy172spHXf/M3f1MtE2djk/Jx4dnjd2Vr1qypys4///yqLDtL\npGssO3jw4Mjre+65p1rGJRk6XRpxsrMzuvd6MRLAueEFMGeSUVQyPS9t62emw1yoTi7D2CWtbd68\nObW9ti9wlynusqdf/vKXV2VuWmL3Iyv5qbkzU3FL/gbCTXU8yfnNnqPsD/8k+8kmx01yrWZ/oBlR\nBegvYngBAADQa0s+Dm+miXvcOLGubJrxZ2f1NB+3k+liOH78+MhrF48by2LrhRv26PnPf/7Ia9cS\ntnfv3pHX+/fvX3A/TjzmzNi3k7SsnZYZJihuw7UQZeoyLpZ5VuNBAwCApUULLwAAAHqNGF4AAHqs\nS5JVl324Gc5cr6NLoHKTvjhuuec973kjr/fs2VMtc8EFF1RlLpY+OxmJW3fbtm1VmZtsZevWrVVZ\nNh/CJfzFiXk+//nPV8u4nuhsglo2ySwb9+/OnRthKtMzuxBueAHMmeRH0H2ZZWe0yu67zdGjR6sy\nl6j18MMPV2UuEc194Ur+x2nDhg1V2XOe85yqbJKh+rIZ6e5cPvTQQ1WZS27rGsI1SYKa0yWzOzvE\nZNtyDBcIgJAGAAAA9NqSTzzhWkxi03pmUoPMMuPWccYlLrkWlsxkCQcOHBh5HYdQcmPzxX3FJv7r\nr7++WudpT3vayOv77ruvWubjH//4yOt//Md/HHkdE+pcXWLriDsvsdUq03qYmehjXKKYa82JZa7l\nL16bsf7TJPNJvmsGAAAsHVp4AQAA0GvE8AIA0CPTzrQ27RTxbeu6+PKdO3dWZZdddllV5mLtsxOV\nxIS0b/qmb6qWcRPIuNnNXK+042L7X/GKV1RlboKc8847L7UP11t4+PDhquymm24aeR2HHpX8cbnt\nZ3pZ22Svsex1l43lb8MNL4A5k/zgdcn8zs6+1saFpLhELVfHSZLWsl+w2S/ntu1lpzR1dXc/0tmb\nlDbZ7Gq3n7b30a2fGb+7zSTXSza5bpJtAlhdlvyG133pjYvbdF+A8Ulkmuxw9zQTf/immQQjM7RJ\nnFQiMyFHHH7liiuuGFsXNzlFfJqMU6B+5CMfqdaJT4iZiSfiMplhVjIx01E8Zve+jovNzsgMiZJt\ngQAAAEuHx1kAAAD0Gje8AAAA6DVieAEA6JEYOpiNEe8yOYlb18XVP/DAA1WZi8l34Y8u0crFtUfr\n16+vylyoWTYm3YUtuqFF4zChkh/28+yzz67K3HvmQvzuvvvuquz2228fee2SB50uCWpO1ySzqGv9\nuOEFsKiyX0iTfHFlxlqWcvHcbWXS7G8K2o7R/TBkx29eu3ZtVebi+2+77Ta7vpuaNHuM2RupSZbN\nTlHaJeFNIkENeLxZ8oknppkgIvNl5578xk1QMOsfs9PcU2J8Co1Ja5kv6vgUmBlWxT05r1u3buR1\n/GG98847q3XiVK7jJguRcu/RuAktMtdLPN+Z0QPcE/q468WZZqIMAACwtHjEBQAAQK9xwwsAAIBe\nI4YXAIBVKhN65eKVu8RUZ8Ykl3xI3b59+6oyl9zmxFBAKRcq50LYMnMCtMkmvLlENlfmzl125rpb\nb721KnOJgRmzHjO+S5x9NpZ/RSetTZO1lznIWW03ysT9ZpIf4rSD4ya4cPWLH5Q4EYVUxwq78xLX\ni7HAV155ZbXOsWPHRl7HD1Qm6Sbzoc68j/FDFM9dZhKPzJf4uP1I9ReE+4DHeGcAALC0aOEFMCc7\npayUH+3AtRpk52yX/IOGa+lxZe5hw+3btRItVKcoO23uJNPuulYvdy43b95clT3nOc+pyvbs2WP3\n7cqz74+rd9sxZluP3HFn39u2fbj3wr3n2ZZGAKsPMbwAAADoNW54AQAA0GurIqShS3D5QutkA/nn\ny8Rxum24mVTG1SV248UuuGnHd437it19rov06quvHnkd44Dd7DGxLBPoH7tSXYLDNGM7R5mxejPj\n8sZzOclA/ACwGOJ3jgtRyc4q5nQJ9XH7dSEnjls3k//i6tHlvsLV19XNbS+TY9JWP5e0dtFFF1Vl\n3/zN3zzyOubgSNL9999flbkEuCNHjqTq1mWymuzEMl3vBWnhBQAAQK+tihZeAEvDJfK0jTKRfaLP\nJkC1bc8NKeSWPXHiRFXm6p6ZFfA0V/fsNMCTtEa4Zd2QTnEUFsnX3c3CeMMNN9h933333VWZm23x\n4MGDVdkkSWvuvcgmPmavtUkSLCdJnASw+tHCCwAAgF6jhRcAgFUqE8PqWrOnyWFZaLlsmYt1zfaG\nZCdoiGXZIfWy9XDn08meE7c9V+Z6fbZt21aVXXbZZSOvXY7N5z73uarMTViRjeF1usR6Z3t1JsmR\nWfQb3kzizywS0KZZxnWVjptsIFN/t9+Y5BXfYPclENeJH3Z3kcRuw0wwfLyg3YQW11577cjrdevW\njbx2wfQHDhwYee0+rHE7J0+eXLBuTuzKznSzZgLi4/WR+TLs8iMCAAAWByENAAAA6DVCGgDMmaSF\nusvwMtluTcn3xGSH7HGJUq6noW2GruxMbW6bkyTmuXK372x36MaNG6uy2EtzWuxlkfx75vZ9+PBh\nu00nu80u3ept11B2KKzssFwAVh8+3QAAAOi1JY/hncZiDdzvnvDHxexmhjTKzNEe13F1cS1b87lW\npbhvt8zRo0dHXq9Zs2bk9TXXXFOtE5eJwx7FeF2pHth679691TJr164deX3OOeeMvN66dWu1TmzF\niYNq33PPPdU6995778jr7BBJk/xdml2MOgBMK5M747jvxcyEQVK+dyg7zGBWZki/TL6OVP9OS/lW\n/+zkEdkhCF2Zq/OmTZuqsni88XdW8rk6t912W1W2c+fOqswNAemO3w2j6Hqksr0t2fexDS28AAAA\n6DVueAEAANBrJK0BmJPtgpN8d1V25q1Jxl105a5bzHVHujI3JmUb113mkuPc8bhu30mO0dU9O8ub\ne2/aEvOuvPLKqsx1d7rZ22699daqLIYynZZN4st2b3c9v5PMuAdg9aOFFwAAAL22Ilt4M0/4cZlM\nYlBcJzNMzjT7cYHVsZUrtspkZlqJLT4uweDMM88cee1ao2LA+ebNm0deX3zxxdU6Z5xxxsjrmEzm\nWnViAp0733G727dvH3l93nnnVevE9yQm4blWsD179oy8dq1nizUBCkMdAVgss/x+yX4HZntd3G9h\n/L6WcpMoST6RK1OXbDLxrGdfyyaouWN1XK/G2WefPXY5l0jvkt2uv/76quz222+vylxi+CTDBE5r\nkqEeHX6JAQAA0Gvc8AIAAKDXVmRIA4Dlke2+azPrbsI2LjwmO9tZNvGrrdyFw7hutUlmk3P1zCbh\nuXUnSVpzCWox1Khtm9kuW0natWtXVZbtjux6vSzWWO4AVo9Fv+HNTNww7otrmvjczHqZH6n4g+di\nYeI6LqYmlsWYHfcj8eCDD468PnLkyMhr96Mff7xcfeOPxyWXXDLy+oILLqjWibHBMf7HncsYPxyP\nR6rPQ1wnk10d48Rc3G+MU3ZxZFEm/ijWxcXTEcMLAMDyooUXAIBVyrXcx4Yat4xrEMoO9ZZNWnP2\n7dtXlWWT1uKsmlLdGCPVjUFu+64xyMkOoeiO/+TJk1WZa2xx70Wc3VTydXYNKrGHxp0jV/b85z+/\nKrv55pursh07dlRljjsnrr7Z6zM7m10bmp4AAADQa9zwAgAAoNeWPIZ3mmUyMbyuWTvGdmbqsm7d\nupHXcbzZjRs3VuvEuFk3I1GczSh2V2STROaL4+lKdXfJ2rVrx253/fr1Y+sSz2Vcxu0nnisXGxy7\nnty4jVGMd47vvUvCicfo9jNu7MZMd4q7VqcZ33e5ZMamXmhZd15d12Tm87qQbBdoJuZ+IdmkNddN\nlxlbe6E6uf24WH/XNemu1bbz6z7vLg/BfcbdcbtuXEnavXt3qp7uepvkusxaTZ9LAN3RwgsAAIBe\nI2kNAIBVKptUlZEdxs8t51r7s8PtZRPjsj07mUQmt57rgcnOguZ6UFzvSfYcZ3t93X5jr49LgMv2\ncGSTwrLXnFvO9eC46yk7xGUbWngBAADQa9zwAgAAoNcWPaRh2kkjJt2GaxKfZjsx0erGG28ceb1t\n27ZqnZjYds4551TLxISPWBeXJBInS4jHGCdpkKT7779/5LXrPrr44otHXo+bbEOq36OYPOO6VWIC\n4Pbt26tlYtdLTMRz18bBgwdHXscuJ/c+b9iwYeS16xqKxx23kxlT0HXDZK5NAACweIjhBbCgtgfF\nWcf7TRKLlR19wcXfuVEE2kZucPV0D3fu4dMdd9soDdkYRld2/Pjxqsw9QLs4PskfTzZW0p03N9Oh\n5Ee4ibNHSvnRPyYZuSF7Lhm5AegvbngBAFilZtW72cY9/GRnxnIPjO7BKZug5srcQ2Rczq3nej/d\ntrIPYK7X0JW5B093Tty5c9tzD/8x4S07fOCePXuqMjcz3LRJkW3rZmdV67JfiRheAAAA9NySt/Bm\nB6afzz2dxSeWzBPnpk2bRl5/1Vd9VbXOVVddNfL68ssvH3ntuuXiE5urS3wKi+chTowg1XG/cR5x\n97QTu1ZdfWNd4nnKtBjEfbsnyNit6uoS9x3jcw8dOlStE+sf6+KusdjN6p6U4/nNxOdGi/FUCgAA\nuqGFFwAAAL1GDC+AOV2TdrIDiDttPT2uhdzFrWWTr9z0vG37dnV3PTjuuLPxhm3LZnsGXCxiNiZQ\nyif7ZZPW2pLj4qgtkp8evcsg9JNcv/S8AI8v3PACALBKZUar6DJcYjahKBN6KPkHNFeX7EOkE9d1\n23IPny5BKzvj2VlnnVWVuYc/d+6yD63ZkLmYkOYe8nft2lWVffCDH6zKduzYUZU5XR4g20bJiboO\n8bnkN7yZ6Qfjicu8ye6ExbI4/uxXf/VXV+tcccUVI69jHK27+GNdMkMUxdaoOB6tWyZ+2N2HJDM+\nritbaD9OZuzbeO7iuMJSXd+4XTdsUTzf8YvLfRnFsZHd+R73gSWGFwCA1YkYXgAAAPQaN7wAAADo\nNWJ4AczJxuZJ3WZLy8ZstdXJhdC4UBa3n8xwfqe50Bd33NmB3dvOj4uxc4l5TnaA/raEri5Jay6m\n7sEHH7T7cbO/uffMhWplr4G285uZSrxtPwD6gRteAAB6JDNaRfYhIjvKSnYfTpeHD/eQEx9g3UOU\nO1ZX5h48szOeuXyZbJ6Hewh2D5ju2OKY8gcOHKiWueOOO6qyu+++uypziXxdZM971iTX55Lf8LoL\nO1Z4mqdst068KJ/3vOeNvL7wwgurdeIEEHEoHdcakpnGMDNRRhQv2vh6//791TrxPLgJLcZdIK7+\nsXUnfqG4dWLSmvtCiB/g+AXhPgjxPMQPvBv+KJ7vtqGTFjLrDyoAAFgaxPACAACg17jhBQAAQK8R\nwwtgKtnZwbrOkpUd0L5LWdtMa042Vs+Fb7XNtOZkEwizA/S3Ddruyl38oEvsyw6YL/kwIjdYv4sZ\n7DIT3aTLAuinRb/hXawvmszkFDErOE4q4eJbY/xnjEN1X7zxS9/9+MUflfij4H5g4qQL+/btW3C/\nkrRhw4aR126ijCjWJTMda/zxc/uJ58H9EMZjiPvJZGzHCS3cD+s999wzti7j4nEz13I2EQQAZiHz\nUJeZja1tW9mHueyMbNntdbl3iL9PbuQQ9/sff+8lP1KLK+sikxsk+fPkJmeKs6i52dI++clPVmUu\nua3LjHzZhLLstZM9T20IaQAAAECvccMLAACAXuOGFwAAAL1G0hqAOZPEYWVju5yuSWvZmdrcci6G\n0MXQS9Lx48ersk2bNlVlLoY9mwzWVs9sDF82Ea4tmSwTWy9JJ06cqMrcbHJt14uLrXezr2UH5p9E\nNimReHugv5b8htd9GcYfhlklusUA9PPPP3/ktZstJQayxyxi96XvyqJxSWruhzUmWu3evXvk9QUX\nXFCtc9555428dj/u8Yc0/rhlpkmNP7JusofInacYcB+XcevE+l188cUjr92Nxmc/+9mR1y4TfNwE\nKJkfYneTkp0iFgAm1XUEi3HrTTKySEZ2imq3X/e97X4j4oOLGw0kO2qIe5h19w7udzM72ok7roMH\nD1ZlTuY3x72vW7Zsqcr27NmT2mf2odQ9QGYf7rOj80zykEpIAwAAAHqNG14AAAD0Gje8AAAA6LUl\nnzlIREEAABg8SURBVHhimtiiTCyH226MD73jjjtGXruBp+OA0jF+x9UlxuS4eNzDhw+PvN67d++C\n25DqWKc4wYJLnolxSS4OKu4rEwMT6xLPkzv/cT/Hjh2rlonvUYwhcjE7W7duHXkd45XcQNwxTnmS\nwapPy5wntwyJMAAALC9GaQAwZ5IH0uyNfNckVPdwkk3ycKMIZKfsbVvWPdC6xBaXFBMfdBfi1s/O\n+uQSg1y9Jf9Q7JZ1Ize492Hjxo12Py7Rx9Xz/vvvT+3babsms9dgX6YgjseRnfEq+9lwiUfZRCb3\nmXTXkVvOJbe55WLCepfPkkv8dsfv6uYaeQ4dOpQqc9tz72OmLu5zERvQpNzMrG3by87ml712uozO\n04aQBgAAAPQaN7wAAADotSUPaciMGRibwaftZordcrfffvvI6+3bt4+tX4wPdU3qsVvOdWPEGN59\n+/aNvHbHGLtl4mvXRTiublJ9jHHfroszdqXE8QrdOnEMQhdbG7uh47nbsGFDtU7sMo37cfHQmbEk\nF+s67Es3KQAAqxUtvAAAAOg1ktYALLnsrDxtXKKKS1pzvQquB6AtqcclrLheE5eo5baZneJW8gk0\nbtY+19PjzmVbL4dLNnFl2YQRN12w5M+lex/d8WST1tq489GXnpdsQlpGl0TUbJn7TO7YsaMqc6MQ\nuZnQMlN9u2vXfZbcNeq4z7Hr2b333nurMpeU6a75yy+/PLWcm80tjnbkjt+NUtXlM9Hl2smObuTe\nn0lmAqSFFwAAAL3GDS8AAAB6bclDGjJjy41LHsqK3Q6f/exnR15fdtll1ToPPvjgyGvX7TFuP5lu\nyzguoOsSjc338Ty4sQtjQprrAorHFLtE3BicW7ZsGXkduxHc+3rixImR17GbRZJ27tw58nrbtm0j\nr91YgfE8xC7qTHfsNMmTGdmxEwEAwNLhlxgAAAC9RtIagDkuuaFtFjJXnm0Vn6T1PLusS1pzM5tl\nE1gkn4DlWvHduXDJJG6YPcnPcJSdCcrNIuW215Z05pJI3HHHYRHb7N69O72f7AxYrjcru49JdJ3J\naTlkEn669Dx1mfEqO9PaXXfdVZVdcsklVZlLtHLXS2bIzuxsaS4pyiW+uuve9WoeOHCgKnNDpLr3\n1fUeu7K4rjtvLhHUXRPZhM9ZJ61l153kM08LLwAAAHptyVt4p4mLnDYGMj6ZxtYe9/QV9xXjaDPz\nQLtjjC0Z8YnLxfDGp824H/eUuX///pHX7kk3tmbFmF0XwxvrEp8qXStAHH7GtcDFcxWf1l3LW3zi\nji1pMXZYqs9V5qkw8762tX4CAICVgxZeAAAA9BoxvAAArFKutyr2VLqeKNdz6raVjf/N9t66mNM7\n7rijKnvWs55Vlbl4XdfrGntmsz1xrm4u1jX2pEp+8gw3yYY7x240IpcD4OKfndij7GL63TG4iR2y\n18m0o2m1cdvLTpLThhteAHO6JgUsRtKa476EDx8+XJW5BBEXJpNNyJLyNw8unKhtP274QPdDnt2P\nW7ftnLv3191YuB/Dc889typzIVGSDyHLzpLUJallkm3O+kcbwMqx6De88Qt6mjjIzBNG5okjPm25\nJ5ytW7cuuF33Yxl/XNyPRXyCiz987gcvPlnGurintviU6c5LPIY49rB7sowxsDGr1K0Tbzbcj9v5\n558/8tqduyg+0cXz5DK6Y1nmiT+eu0wsOT+YAACsPMTwAgAAoNe44QUAAECvEcMLAMAqlU00i7Kx\n6NlhQbPx0y7s69ixY1XZrl27qjKXVJapi6ubS0Zzy7nhP119XSy9m1ilLcY9cjHzLvQxE7bohup0\nx+/CAbMT7XThtueOy4VFThK3zw0vgDmTJK25H8LsDEzuRy+bwNS2b/dl7ZLWXOJY28xM7kfHfTm7\nMabPOeec1L4l/0PmuB9894OUrXdbuctVcNt02eVtmeT33ntvVeZ+iLM/atns8UkwrjbQXyvihjf+\n+MUfzUl+CBdaL25337591TrxyS1+oWee4tyPV1wv/qC4G4CYlJZJotq0adPIa/cDGbcbX7u6xH3F\nBEB3XuJkGu5HNE7AEd8j92Mef1APHTo08to9ucan6kySY3ydmWLTLcOPKAAAy4sYXgAAAPQaN7wA\nAADotRUR0gAAACY37WQx2XjnbNKaC91y4XFuvy7u201U4mK+Y1iclAs1y4ZKurDATKhg23LZumRm\nkJNy8e0uyc6dc5dQlw3T65LcmL0Wu87wtug3vNMkEcQDmPYg45sS40H37t1brROTXDZs2DB2v+Ni\nYqX64s3UP15AmRjedevWjbx2E0LEeNuzzz57wb9L9QcmfpBdfG6MZXbLxIkm4jG6L4IYoxu/BDMx\nvJm42kwM77h1AADA8qOFF8CcSRLssk/qXVp+2spdMqMbPsg9/GzZsqUqa2udyA6X4x7m3IOvG6ao\nbdnscWcbFVzrkJR7qJT8+XWtUG31ccfYZbrhrtNgA3h8IYYXAAAAvcYNLwAAAHqNkAYAAHokhna4\nEKJJwooiF1rjwoKyE8y4/T7wwANVmcu7cZO5jBuDX8rNRtfG7dMlhrljdWFSLtcmmw+SOccuec4l\nqLmkQPe+ZhPZstddl2NdUUlrUeZDNs1EE5mDjm+6ix+7/fbbR17HpLWY4CXVsW2uLuMm08jECmam\nS4z7drGFcZkYW+eS1mL8X6x/PE9S/UHJxIfGLyEXNzhuakaXfRonp5hVFnOsr4uTJJENAIDlRQsv\ngDmTjIiSTVDrksjWxq2fbXVyyVNtSWvZ8+FakFyZewCV6tFKJH+M7gEwey7apn3OJgBmpzB2rUmS\nP8cuOS6bONk1QY0EN+DxhRheAAAA9Bo3vAAAAOi1RQ9pmCZ+cdqA+3Hbia9dLOj9998/8jpO5OC6\n2y688MKR15lA9diV57o6x3W5ue7A2J2Y6baL59J1U8buyNgt7LpLMxM3xG7SuIzrWo0xuvH1kSNH\nqnViMH6m25QuTwCrUeY3tMv3W5cxkF1dXLiM+x53eTcugSzOvubyUlyZkz1Wl3iWHc86G0KUHYc7\nbs8lox09erQqc/Xtcp10SZbsksjWhhZeAAAA9BpJawDmTNKbMusn9a51ci02GzdurMraZhxzXAJW\nnDK7rT6uF6EtccyN/uJajJzsME9to9+41iW3b3c8LhHNbU/yrUyZnqE29MAAmAQtvAAAAOi1RW/h\nnWYs1vjk7loRYstAZhDpuF3XehMHto6tEq7lo22ooflinGkchmjNmjXVOrGlI9bfnctYX9cKEs9n\nPA/ufMdWsdialhkSym037ju+dq1CMc4oLnPw4MFqnWlieKNMy1OXwcwBAMDiIKQBAIAeWY5wj2w4\nk2v4cA0FrrFj165dVZkbw3rr1q0jr12D0ubNm6uybEKdC9txM6255dxxueVcg5wry5w7l6DvkgKz\n42JnGtIkH7KUvTazy7WNoW6XTS8JAAAArEK08AKYM0nLUDZpzT2Bz3qYJMkno7lZ1Zy2hC5X7kKY\n3DG68Ke2/WRnnnMtJpnhCdvWlfJJa9khkdqS7dz+3fvTJcmRabwBtKGFFwAAAL226C28i5UcNE1r\nUNxuppUpJpvdddddY/dz9dVXV2VbtmwZeR0Hy3atIuOS1pzYspM5l7HlxbXExNaz+L5mhhdy9R+X\npObOS1wntpplYo4Y0ggAgMcPQhoAAFilpn14z46r7Ljl3Pa6JDy58B+XaOUSstwsYtGhQ4eqMheu\n5MKD3D5dfbPJbdnwp2z4UVzOrffAAw9UZe5Ys4mHTjYJsEso0iTXPyENAAAA6DVaeAHMcU/fbclO\nWdnkq7YxjF1LR3aGrmwLQ1volWvxcMlxbj/Z1hjJtxi51iZXlp0VrY07v9kWJ3d+2hLz3Gxy69at\nq8q6tDK2tRRNE1oHoF8W/YY3NjdP03TtmqwzMZmz2Ff8Qt+9e/fYddyPUowFjjG9blrUuJ24H/fD\nm4mtHbeMO2/jpmPNTFbhbjTi+c10xcR1Ypa6+8GdJn570r+3bRcAACwvQhoAAADQa4Q0AADQI9P2\nNM16dqtM72xbmQurcUlrrizOrJYNoXI9rS5sx/U8xl5cySeoufAlN5Z2Jhmtbb9xXTe72/79+6uy\nLglls55BzYUhdQ2vo4UXAAAAvbbkLbyZu/tplskMdTLNduM23BPQ4cOHR15/5jOfqZaJc4Bfcskl\nI683bdpUrROTPOK+XcJHfLJzsbfxmOJTbSYeN3Jxs5lWgPj0GOufefKNQ9C4p9lY/8wwOLOKN19N\ncb2TzEuebanJDk00yfAy2RahgwcPVmUxfl5qT2py5a6VxX0vuM9E28xv7jpfv359VZZpzZH8Z8CV\ntdXTtXTFVrO25dq+K7JJZpkY/DZt19Bq/1wC6I4WXgAAAPQaN7wAAADoNZLWAABYpTKhGUsR0pHd\nnlvOhQ65MJ8YPij55Kszzzxz5LULp3GhQC5Ex9XNhQe58Ck3m5sLiXLH2mW5WObOm0v2y45Rnk0o\nc8tlx0ufdgbBhdDCCwAAgF5b8oknnHFPhtPe/WcS26L4JJhJ4olPiu7JMZbFxAyXoBKT1mJdzjrr\nrGqdmDDiEkhiWXwadvWPyTZxGTfZRqxvZk7ueF7cEC7xyTQ+RWeShdx5ccPPjJNJaiQ5BgCA5UVI\nA4A52e4mqdt4itl9t3H7dg8sDz74YFXmHhQn4Y7HPWS5ERXajtF1L7rRJNx+XPeq68J0Xa5tzj33\n3Kps7dq1Vdkk75mre3ZUj2w3+CTdoEvVjQpgZSCkAQAAAL1GCy8AAKvULBPSusyWlS3Lzpblemxc\nEtiBAweqshhi57blxrGP4X2SD1NzvSquN8nNtObeG7cPF87nEtQyY24/8MADqe1ne02yPYFdEhmz\n10m2B1FaghvezAHHZeLrzAdpVt1T42J4MxerewPGTY7gYmDjQO8xg9RdELEb1C0TtxNjhd0HKMYY\nxy8Qd15inOysYnjjl1587b484heZi+GN71smfjue30k+fAAAYGkQ0gAAAIBeI6QBwKLKTPs9i226\nbkuXqOWm8R43dfZ8rtfE7dslabkuzrZt7tmzpypzvSRuVBWXtOa6XCU/ZfD27durMveeuR6NttFO\nslMyZxPUssltbZhuGHh8oYUXAAAAvUYLLwAAPeZ6EFwPRDbxyLX2Z4edc3Vxy7ntuQQ1N1xebP13\nvQtu6L2YzyL5HpTsUIAxd0fKD4vo8ldcXdxycb87d+5MrefOuXuvsz10buY6t1+Xw+TK3Pu4opLW\nMsYll00zyURGputsmn1nusViV55bJ36o4pvtLrpYlwsuuKBaJnbfxgvLXWjjkrMyX4DuGOMycbvu\nAx7rEl+7L8DYzeqycWN3c+a9d12yAABgZSGkAQAAAL22Ilp4Aaw+2QSfbO9L14Qj17Xlus9cMpjr\nFZB892t2fEjXO9GW0OWS5tyYo24517viZm5zZZLv7XD76ZJMJvmEPdcNnO0aX4xZAZlpDegvWngB\nAADQayuihTc+VWeesmOrRtchatr2nQmInsUkGC4WNLZ0TLMfF5gf18tMrjFuP5kWN9dqNC6G14kx\nxjEJwLV4xdalM844Y+x2Y2tcdiahaZYBgGlMkzPSxn13Zted9Uxb2SH43NCD8bfGHZfr/cnOtOZ6\nalyZ+81z+3Drut4Pl7Tlem7iEIRuGbfPLr122fcre411uWZbl00vCQAAAKxC3PACAACg11ZESAOA\nfph1l9gk+3HbPHnyZFW2Y8eOqmzr1q12P9mELpdo5brzXJek1J40F7lxLd24nm6c0LaEuewxZhMF\n20J4XLfqvn37qrLs+LBO23LThJkB6Jclv+Gd5ksm8+M4qykhZ/ElmJlKdRaxwm4/8QfVTScafyBP\nnTq14Dak+gcwTkeaiaNx4/vG9y3eJLh1YmxPHGt4165d1TrxRsH9oMdl4n5cTFHcjrvJAQAAy4sW\nXgAAVqlpJ1ByjRRdemgmSR7K7Nftw/VSuJ6DdevWjbx2PSNuFjTX2+G4Biq3Dzdzm+vNyfZOucYo\ndxxxSEPX49O1ly2zvWxvTXZ4w+ysf22I4QUAAECvccMLAACAXiOkAcCcrrHwXWLgFyOJKLvNtlnI\nXBdiZgxnyXfJtXWZuq4/V+a6dLPdhm1df5kxwKV8IpvrYm3bpjvv2a5WdzyZXIiFdF0fwMq1Km54\np82wnUUiW2ayh0wMySyS9TJ1idyPT4zniVOlxiQ2qY5Pij+87hzEmwA3Jes0yYfxRymu424qYv3d\nTUus37gJOlxdAGApZWIdu8TmugedbHxllymds9+t7iEwTjS0adOmapmNGzdWZe5Y3cOsE+OGJT+C\nivvtcTK/qdL0Mdzu/Lrf6Oz7MOvpu7MPvpPcWxHSAAAAgF7jhhcAAAC9xg0vAAAAem1FxPDOatKI\naFxsR2a/08TNujigOCFBlzELF6pL3O7x48erZWJc77iJKKQ6BjZu1x1PjKV18UHj9jPNZA8uhjfG\nTWVioTLvdUzEcess1vUNAAByVsQNL4CVYZKkgOyN/KwTXNp0qY8b5F3yM+e5h7A482Cbtoe+7OgL\njntAdfVxD+KSP0b3oOzWd+fCDXIv+REvsgPiO4vxINmX6Yanaahx63VdLqvLe+4+z/Fac5+lTHKz\n5K979zl2k0y4fbjGIbc9V+a+J1zjTSZJO/sdvBjJY5E7J9mJUSb5HiCkAQAAAL3GDS8AAAB6bclD\nGmbVFD5Nl800+5lmu5ku3Fl0CU07dmGM4Y3jB7pjjl0zsYvIdYHGLplM10vmXMZ9x/24LqjYPeKW\niccYu4qzXcxRX7pJAQBYrWjhBQAAQK+RtAZgTjZpoU12ph6XkOASoKRuyUnZ45lk2l2XfOV6DFy9\nXdJJ27Jumy4xxtXRba9txqg4K5Uk7du3rypz7+0ksw8ePny4KnPnMnu9tV0vznImwq0E2cQjV5Y9\nz245lwTmdJ0eO4q9c+46c9ty9XXXfWamTimfZOc+m9nPlqtz7K10M765+k7bi9m2Pfd9l30P3TnJ\nTnnehhZeAAAA9NpStPDesgT7AFaLvctdAQAAHm8W/Yb3kUceuW6x9wEAAAC0IaQBAAAAvUbSGoA5\nXZPWljM5KJuEM8kxuvJsEs8k04dnZ1pyZdmEuTYusWTv3jryJpvkc+jQIbsfV54ZRrHNYgz319ek\nNafLtd1l5rZsAl2X7cVr2s0m6K77zFT2Uj6B0+03m8zqkraySYVxXZfs6rbfllSbkU1Ozq6bTaCb\nJHmVFl4AAAD0Gje8AAAA6DVueAEAANBr3PACAACg10haAzA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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110f7d710>"
+       "<Figure size 1200x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -449,8 +418,10 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
-    "showMatches(rules = [rule1], exampleIndices = exampleIndices, \\\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
+    "fig = plt.figure(0, (12, 6))\n",
+    "supportFunctions.showMatches(rules = [rule1], exampleIndices = exampleIndices, \\\n",
     "            data=data, fig=fig)"
    ]
   },
@@ -463,7 +434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 21,
    "metadata": {
     "collapsed": true
    },
@@ -487,7 +458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
@@ -501,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
@@ -512,7 +483,7 @@
        "30"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -523,16 +494,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 24,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'axis' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[24], line 6\u001b[0m\n\u001b[1;32m      3\u001b[0m plt\u001b[39m.\u001b[39msubplot(\u001b[39m6\u001b[39m,\u001b[39m5\u001b[39m,i\u001b[39m+\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m      4\u001b[0m p \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39mpcolor(np\u001b[39m.\u001b[39mflipud(rule), cmap \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mGreys\u001b[39m\u001b[39m'\u001b[39m,  linewidth \u001b[39m=\u001b[39m\u001b[39m1\u001b[39m, \\\n\u001b[1;32m      5\u001b[0m               color \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mk\u001b[39m\u001b[39m'\u001b[39m, vmin \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m, vmax \u001b[39m=\u001b[39m \u001b[39m1\u001b[39m)\n\u001b[0;32m----> 6\u001b[0m axis(\u001b[39m'\u001b[39m\u001b[39moff\u001b[39m\u001b[39m'\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'axis' is not defined"
+     ]
+    },
     {
      "data": {
-      "image/png": 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JAgAIlCQAgEBJAgAIlCQAgEBJAgAIlCQAgODPqBNd13WPOhffu+/7GnUuWa4lyy7y7CHL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\nABAoSQAAgZIEABAoSQAAwX8BFuaZPsdFogQAAAAASUVORK5CYII=\n",
+      "image/png": "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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10fec9410>"
+       "<Figure size 1000x1200 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -540,10 +522,10 @@
     }
    ],
    "source": [
-    "fig = figure(0, (10,12))\n",
+    "fig = plt.figure(0, (10,12))\n",
     "for i, rule in enumerate(rules):\n",
-    "    subplot(6,5,i+1)\n",
-    "    p = pcolor(flipud(rule), cmap = 'Greys',  linewidth =1, \\\n",
+    "    plt.subplot(6,5,i+1)\n",
+    "    p = plt.pcolor(np.flipud(rule), cmap = 'Greys',  linewidth =1, \\\n",
     "                  color = 'k', vmin = 0, vmax = 1)\n",
     "    axis('off')"
    ]
@@ -557,16 +539,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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XSCbpa1RyWebDn/mATGvSi0lM8qUb65LJyJ1kAo5J3iO3H+ICAQA4sWjhBTCv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\nD8sHJfXU8g/hAAAAAElFTkSuQmCC\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10fec9050>"
+       "<Figure size 1200x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -574,8 +556,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
-    "showMatches(rules = rules, exampleIndices = exampleIndices, \\\n",
+    "fig = plt.figure(0, (12, 6))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = exampleIndices, \\\n",
     "            data=data, fig=fig)"
    ]
   },
@@ -606,16 +588,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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GU5/UYfU4ZrydnR1Go5H5ZjAiQhRF++Ja3iAOxmQyYTAY7MULzacoCm9ZXPnoebhkNdPU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WGsXicivl8spbjtlJetE07oXz690ocmbr1P5WzpeNhyKwLYZD1ZeSaaIOTz96oEjr6PpX7bVl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\njd+4bBG68Pjjj1+2CJeOqIe/lLB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IscURuDxeZLk3H45al6hoLfIZbSU9Ttvic5/7XCgH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\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1148a2b50>"
+       "<Figure size 1200x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -623,24 +605,24 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
+    "fig = plt.figure(0, (12, 6))\n",
     "\n",
     "for i in range(3):\n",
     "    fig.add_subplot(1,3,i+1)\n",
     "    imageDict = data[exampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)    \n",
-    "    yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)    \n",
+    "    yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][yImage==1] = 0\n",
     "    im[:,:,1][yImage==1] = .5\n",
     "    im[:,:,2][yImage==1] = 1\n",
     "    \n",
-    "    imshow(im)\n",
-    "    title('Number of finger pixels = ' + str(sum(y1==1)), fontsize = 14)"
+    "    plt.imshow(im)\n",
+    "    plt.title('Number of finger pixels = ' + str(sum(y1==1)), fontsize = 14)"
    ]
   },
   {
@@ -652,7 +634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -689,7 +671,7 @@
     "# Make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
@@ -711,29 +693,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
-     "ename": "IOError",
-     "evalue": "[Errno 2] No such file or directory: 'legendOne.png'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIOError\u001b[0m                                   Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-23-6db968caa009>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m14\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtestRules\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrules\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexampleIndices\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m/Users/stephenwelch/Dropbox (Personal)/LTS/LTS_github/supportFunctions.py\u001b[0m in \u001b[0;36mtestRules\u001b[0;34m(rules, exampleIndices, data, fig, X, y, showLegend, color)\u001b[0m\n\u001b[1;32m    205\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    206\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mshowLegend\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 207\u001b[0;31m         \u001b[0mlegend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'legendOne.png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    208\u001b[0m         \u001b[0max4\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexampleIndices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    209\u001b[0m         \u001b[0max4\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/stephenwelch/anaconda/lib/python2.7/site-packages/PIL/Image.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode)\u001b[0m\n\u001b[1;32m   2256\u001b[0m             \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresolve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2257\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2258\u001b[0;31m         \u001b[0mfp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2259\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2260\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mIOError\u001b[0m: [Errno 2] No such file or directory: 'legendOne.png'"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Confusion Matrix:\n",
+      "[[  48  447]\n",
+      " [   7 7365]]\n",
+      "Recall (TPR) = 0.097 (Portion of fingers that we \"caught\")\n",
+      "Precision (PPV) = 0.873(Portion of predicted finger pixels that were actually finger pixels)\n",
+      "Accuracy = 0.942\n"
      ]
     },
     {
      "data": {
-      "image/png": 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z367mNG9fAACAIcEECQAAADAwmCABZhjLyW0fkbZVjjpifZ0GcG+uxcYq5xbjvz50XQh0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\nc97IskWLVBNweuWqyLImFm2d3aidDx3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zpLP6RWjljQ1ZaPWu0PZv6veF5FeUa2lat26dFPOql/3mN1ea8b/85TYz/t1308z41lv3NeMffPC+GV+16hYz7p0/7/NyfZg3b54ZD32/NueT99B1U51n3SgvL9enn35qVhCtq6tLjEio//dTRUVF62I315mamhrddddd+vTTTxWLxZSVlZU49ng8rtraWtXV1enqq6/WkCFDdPPNN2unnXZa7x0p1dXV+t3vfqelS5fq/fff19FHH63tt9++wTLxeFzl5eWaNGmSBgwYYFZYXLVqla677jqVlJTos88+09FHH63evXuvq8PYqDASBQAAAAA2Ml27dtUjjzxidrg99thjeuONN5STk6Pzzz9fgwYNSlqmW7du62I314u2bdvqv//9rzp16qTs7GytWrVKc+bM0d///nd9+OGHeuuttzRhwgS98cYb2n777ddrR0osFlObNm20dOlStWrVSrm5uUnLvPPOOzrzzDNVXFysadOmqUePHknLZGRkqLCwUCUlJSosLDQfbCMaOlEAAAAAYCPTunVrnXjiiebfSktLE50o55xzjn72s5+t471bv9q1a6d99923QefIrrvuqsMOO0yPPvqoLrnkEi1evFhXXXWVXn75ZXPk+LqSnZ2tESNG6JlnntFxxx2nrbfeOmmZ4uJid9RavaKiIj3//PN6+eWXdcYZZ2zUnWTNjU4UAAAAAMAmLzc3V2eeeaaefPJJffTRR3rnnXe0YMEC9ezZc73tUywW03bbbadtt922SSNiYrGYBg0apF133XW9T1Ha0JFJBgAAAACQJB6Pq7q6WtXV1YlcUvX5Q6qrqxNTheLxuGpqahLLpsp7U//atS33021VV1erpqYmkc+lueTk5OjUU0+VtCZH4vvvv+/uW11dXYPjrs+rEkX9sdW/3ju2+ratX+7Hf69vmyVLliRixcXFif356XmrX89P86+FnpMfH2+qY2vMeftxu9T/i9qm60rkTpQfJx3ykg9Ja06A9a+uri7pXzweT/pnbcdazlvW2o61XEZGhvkv6rFHPZ51mTgrOzs76V/I/kRdtqnHmJmZmfQvZJ3W9WWdo6jLeddD1Os4pD2jXjch1uc1BwAAgI3X4sWL1adPH+Xn5+vdd99VXV2d3nvvPe29995q1aqVbrzxxsSP3oMPPlj5+fnq1q1byt8R1113nfLz85Wfn6/ly5e72y4uLtYVV1yhQYMGqV27dsrPz1fPnj11wgknaOzYsc12zxuLxXTQQQcl/n/lypVJy1RUVOi1117Tscceq2233VZFRUXq2rWrdt99dw0fPlxz5sxJuX+rV6/WU089pQMOOEBbbrmlOnTooG233VbHHnus3nrrrQadE7W1tTrwwAMTx/9j5557rvLz83XxxRcnYjvuuGOiffPz8/X2228n9nnw4MHKz8/XoEGDGuzfNddco/z8fLVu3VqfffZZyvb56KOP1LZtW+Xn5+svf/lL0t9/fN7at2+v/Px89ejRQyeccII+++yzlNfG/PnzdcMNN2jw4MHq3r27unXrpp122klnnXWWpk2b1mJ+5zCdB0CLEloBI53VeULjVrb7ej/88IP7t5Zm7lx7Du0pp+ztvqZdu3Zm/JVXXjbjsZhdccar2lNe/r277QULFpjxkOpwa/YpelWVet4Tl1RPYiyp5laHPm1JZ/Uh7zjWd/W55uC1s3duvLjXZlY7e9eo176rV6824y1Nhw4dkmLe3Hyv3ceN+9yMFxTYFYomTZpoxmtq7HKyJSUlZnxDuLaLi4vNuNeWoZ8hXoXFEN42vc8b73OrpT1txprPvqysLNXV1amiokIjR47UaaedphUrVkhqeM7q6uoijcSo73Sp/2/r72+++aauvvpqTZgwQW3btk1UDCwpKdGIESP0/vvv69prr9XFF1/cqHK/a1N/fJLUqlWrBn9buHChzjzzTH3wwQeqrq5Wx44d1atXL1VXV2vixIn64osv9OKLL+q6667Tr371q6TPmeLiYp1yyil69913lZWVpa5du6pLly5auXKlXnvtNZWWlmr//fdv8BqvbTt37qytttpKJSUlWrRozedft27dGlRW+vH+e+s55phjdOedd6qiokIPP/ywdtttN/N9Go/H9cgjj2j16tVq06aNjjzyyAZ/++l5q8+7srbzFo/HNX78eB1zzDGaO3euCgsL1alTJ9XW1mrevHmaMmWK9txzT/Xta1dmW9foRAEAAAAApPTOO+/oueeeS4w62WqrrcyqPmuzttEEU6dO1ZlnnqnFixdr0KBB+uc//5kYgVFSUqJLL71UL730kq6//nrttttuGjx4cKOOJ9X+3XvvvZLWdPjts88+ib8tX75chxxyiCZMmKCioiJdfvnlOu+881RUVKSamhp9+eWXGjZsmGbPnq3hw4eroKBAp556aqJDIh6P6/rrr9ebb76poqIiXX/99TrjjDOUnZ2t0tJSTZw4UQsWLIics+QPf/iDfve73+mxxx7TJZdcIkl64okntOuuuyaWscod/9SOO+6ogQMH6rPPPtNbb72lsrIyFRYWJi1XXl6ut99+O5FfpV+/fom/TZs2rcF5e/DBB9WrVy9Ja87br3/9a40YMULXX3+9Bg0apD322CPx2oqKCp1zzjmaNWuWNt98c/3zn//ULrvsorq6Oq1YsUIjR45ssPz6RicKAAAAACClRx99VDk5OXrvvfe00047JX7ohyYpTbV8VVWVLr/8ci1atEg77bSTXnvtNbVr1y7xmjZt2ujf//63Tj75ZL366qu69tpr9cYbb6RtNEo8Hte3336rF154QZK0/fbba7PNNpO0ZjThRRddpAkTJqigoEB/+9vf9Itf/KLBtvfff3+9//77Gjp0qGbOnKmrrrpKhxxyiNq3by9pzejFl19eM2r39NNP1/DhwxOvb9OmTWLETdQ2zcvLU15enrp06ZKI9e3bt8FIlChycnJ0xRVX6OSTT9aCBQv0xRdfaMiQIUnLffHFF1q0aJFycnL029/+NrHvVVVVuuKKK1KetyeffFKnnHKKXnnlFV1zzTV6++23E69fsGCBxo8fL0m64447NHTo0MRr27dvr/PPPz/oeJpbyx/DCAAAAABYb+LxuEpLS3XOOedo5513VkZGRso8mWtbl2f8+PF6//33lZeXpwcffLDBD/F6BQUFuvDCC5WVlaVx48Zp+vTpwfvg5SUcPXq0Tj75ZK1YsUJ5eXm6+uqrE1PepkyZotdee03xeFyHH354UgeKtKbzo3fv3ho+fLiysrI0Z84cPfbYY4m/L1q0KDFFr7CwMGmqT2PbtKnqR5a0atVKVVVVeu6555Km/NTV1enFF19UdXW12rVrpx122CGxrxMmTNC7776rvLw8/eMf/1jrefvyyy/13XffJf72ySefJKa8tmnTJum166tdPJFHolgXuzXfzTs4a86p1WNoxULmfEZNNuPNYbb239p36/XevNpTTz0lKfbUU0+vbReD5ebmJsWaOifber3VRiFz8q22s+aae+fSOs6o14K3zuzs7EjrtNrIO+/W6615x02dj70+69YDAABg09C1a1ddeOGFTf4xm+p3w4gRI7R69WrtsMMO6tevn7vsLrvsotzcXJWWlmrevHkNppVEsWDBAl100UXq1KmTMjMztXTpUk2cOFFjx45VeXm52rRpo1/+8pc65phjEvvwwgsvaMWKFcrJydF5552XMufPqaeeqjvvvFMzZ87Uq6++quHDhysjI0Pdu3dXv379NG7cOP373//Waaedpu22265Z8rqE6tGjh/bee2+9+uqreuWVV3Trrbc2yKeyevVqvf7664rH4zrhhBMa5MP68Xnr37+/e9523nln5ebmqqysTHPmzFH//v0lSYceeqjatGmjFStW6I9//KMGDBigjh07tqiOkx/j1xcAAAAAIKXOnTubiaRDpXroXV8ZJicnR+PGjXOnpZSXlyeSpI4cOVL/93//F/RgsqqqSv/6178SD5czMzOVk5OjvLw87bvvvvrd736n3XffPfGwMh6Pa/bs2ZLWdCbtsMMOKdffunVr9ezZUzNnztT06dO1fPnyRNsNHz5c559/vhYsWKB9991XRx11lE455RTtvffeysvLW68dB8cdd5xGjhypuXPn6sMPP9TBBx+c+Nvnn3+umTNnKi8vTxdffHGDPC+ffvqppLDz9sYbb2jo0KHKyMhQUVGRTjzxRD3yyCP68MMPtcsuu+iss87SEUccoR122KFFdDL9GJ0oAAAA/+Pd3HujYkPKLaZr3fvtt68Zf/fd9yLvSzp99dX4pNjAgTuay7Zu3dqMh/5oCG0zL+4nXCwN2p90OOSQg8346tWjzXjI6O9U8ZAqYqFVrUKv+Zb61Blr/OxnPzNHb4fyznNpaam+/fZbSdK4ceM0dOjQlOupv47mzp0bXPq2Xbt2+s9//qOKigrV1dWpVatW6tChgzp37qxu3bqZ75f6aUOtW7deazvk5ORo99131+jRo1VVVZWo6Fg/SkVakxR25syZeuyxx/T4449r66231s0336yjjz56vVQOi8ViOuaYY3TzzTfru+++03PPPaeDDjpIsVhM8XhczzzzjKqqqjRo0KAGpZbLyso0depUSWHn7cdloLOysnTXXXcpPz9fjz/+uGbPnq0bbrhBN954o/bff3/95S9/0YABA1rMZwSdKAA2CN4UvFRCS5KGbjvVF/by5cuDtvHss8+Y8RNPPMl9zauvvmLGDz/8CDP+n//Y0whPPjl5yqGklBn327RpY8a9Ng8tE71y5Up326Wl9o+b0NKY3vKpro/QbYT+oJP8kqCh16E3dTPVDUhouWQAAEJ53ymVlZWJ77oePXpo4MCBkda35557Bnc6tG3bVvvvv3/Qj/L6bdTnU0klHo8nytRnZGQ02L+MjAyddtppOuigg/T000/rmWee0fjx4zVt2jT94he/0B/+8AddccUV66XDoLCwUHvttZemT5+ud999V8uXL1f79u1VVlamUaNGKTMzUxdddFGD9AoVFRWJe46mnLf8/HzdcccdOu+88/T444/rhRde0MyZM/Xmm2/q66+/1ogRI7Trrru2iI4UOlEAAAAAAE3S1B+3ubm5iQcJRx55pO65554W8YO5Xn3lnKVLl6qqqirlsuXl5RozZoykNZ0DP84tIq1pq06dOumSSy7ReeedpzFjxujMM8/U7Nmzdf311+uwww7TNtts0zwHkkJmZqaGDRumJ598UgsXLtR3332n3XbbTZMmTdKiRYuUl5envffeu8F5yc3NTTxEa+p5y8zM1M9+9jP9+c9/1m9+8xs988wzuuKKK7RgwQKdd955+vDDD5Pacn1oUieK9bQs5KmbFbMavKnrDHmCFnX7Vqy6utpcZ30G5rUZM+bjpNgee+xpLvvJJ2OSYs8+m1w7+9BDD0mKeU/IFy9enBRbunRpUsx6uhnSxlGT8nrrjPqmDOmRttZpXd/WOkOGpEZ9z3jH2JRkygAAAEBziMViiVGqq1ev1owZM7T11luby86aNcuMFxYWascdd9T8+fP18ccfa/Xq1S3iB7O05vh22mknPfXUU1q6dKleffVVnXHGGe49+8KFCzVv3jxJa0ZcFBYWuuvOycnRkCFD9Oijj+rQQw9VZWWlJk2atF46UaQ1I5H79u2ryZMn65577tEOO+ygRx55RJWVlTriiCPUu3fvBsvXn7d58+bpo48+Stt5a9eunc4991xNnz5dt99+u6ZNm6aVK1e2iGuCEscAAAAAgEbLyMhI5M+oqanRuHHjzAd9c+bM0VtvvWWuIxaL6eCDD1YsFtO0adP08ccft6iHhccdd5zat2+vuro63XvvvYnpOj8Vj8f1l7/8RYsWLVJGRkaDCj+eWCymrbbaSrm5uaqrq3OnLnt+/KB2ypQpQa/9qYyMDB111FGSpNGjR6u4uFjvvfeecnJydMUVV5j7/uPz9tFHH6XtvNV3XklrOucaM72/OTCdBwAAYC1C89uk4wbSG+k4f/78oPV8+eUXZnynnXY24xMnfm3GBwzY3oy//PJLSbGvvjrKXPaf/7zAjHv5lELzHHjrqR+GH3X5Z565x4yfdNLJSbFJkyaay2633QAzfu+99rpnz37AjHsjnUMTyHrHGjKiNiQJreTnZmrqaGO0PLFYTHvttZcKCwtVWlqqm266Sbvttpu22GKLRGLS+fPn67TTTtOqVavc9fzyl7/U3//+d02ePFlnnXWWnn32WQ0aNMi8xuLxuGpra93rL9169uyp8847T7feeqvGjx+vyy67TLfffnuDUSb1ZZoff/xxZWRkaOjQoTr00EMb/H3VqlUqKipqcL3H43F98803qqysVHZ2tnr16hW0b0OHDlV2draqq6v11FNPJareNEYsFtOwYcP04IMPat68efrzn/+sGTNmqH///tphhx3M9+mZZ56pBx54IHHennvuuaDzVldXp/LychUUFDRYf11dncaNGydJ6tatW4pk4OsWnSgAAAAAgCbp37+/DjjgAL344ouaPHmyDj30UF1yySVq3bq1Jk6cqBdeeEHz58/XmWeeqb///e/mOlq1aqW77rpLJ554oubPn68jjjhCBx98sE477TT17NlTmZmZWrFihRYvXqyPPvpIu+22m44//vh1cnyZmZn6wx/+oLFjx+q9997TY489plmzZumSSy5Rjx49tGLFCr3zzju66667VFlZqS233FL33HNPg0o+xcXFOuCAA3TUUUdpn332UceOHVVbW6uvv/5av//971VRUaE+ffqstYTyT+Xm5mqLLbbQd999p+eff149evTQkCFDVF1drQMPPDC4RHC3bt3Ur18/jRkzRo888oji8biOP/54t3Rxq1atdPfdd+uEE07QggULUp63jz/+WLvuuqtOOOGExOvfeecd/e53v9OFF16ofv36qV27dlq5cqVee+01/fOf/1RGRoaGDBniVnhb1+hEAdCipLMcotcD7z0ZC92nVLynLL///TVmvH9/O0HZiBEvutvwHryMHPm6GXcK6uj1118z41tv7Vei8b6MQ7+kvWGZFRUV7mu8ij6e0POXqgJPuq7PVPvkXbehQ1i9fUr1ZGp9lFQEAGwcMjMzddttt2nmzJmaMGGCpk2bposvvljSmu+9zTffXE8++aQGDRqkxx9/3JwOE4vFNHToUL366qu68sor9fnnn+vpp5/Ws88+m/iOisfjqqurU11dna699lodd9xx62wUU25url599VVdffXV+vvf/64333xT77zzjjIyMhSPx1VTU6Pc3Fydd955+u1vf6uePXs22Lfp06fru+++0w033KDMzMzE6+qPZ/vtt9e//vUvdezYMWi/8vLydN111+ncc89VaWmpbr75Zt1yyy2S1tyTht6f5ebm6qKLLtKYMWNUVlam3NxcHX300W47x2Ix7bfffnr11Vf1m9/8RmPHjk153q655hodf/zxiVFK7733niZMmKBhw4YpMzMzEa+trVV2drYOPvhg3X///WkpsZ0OdKIAAAAAwCakW7du+r//+z8VFBSkTNSZnZ2t3XffXb17946U6HSLLbbQxx9/rH/9618aPXq0li5dqg4dOmi33XbT2WefrbZt26qsrEwHH3ywiouLNW/ePHXo0KHBOmKxmAYPHqy3335b77zzjj799FPNmDFDixcvVkFBgbp3766ePXvqgAMO0I477hhUdGKnnXZSXl6eunXrFuk1ltzcXP3lL3/RBRdcoGeffVZff/21li5dqk6dOmnAgAE66aST1Lt3b7PjYuedd9aLL76ojz76SN9++60WLVqkgoICbbHFFtprr710xBFHJE1picViieNs27atuU+xWEwnn3yyunTpotdee03Tp09XVlaWtthii8S0mYyMDO2yyy5q3bq1+vTps9bjPOKII3TggQeqsrJSffv21YAB9hTFH+/D4MGD9dZbb+mdd97RZ599punTp6/1vMViMV111VXabrvt9OWXX2rq1KkqLS1V+/bt1bdvXx1xxBHaZZddlJOTs9Z9Xldi8YiP6KydtmLevE1z48YFb61zbSWkfsw6HGsulvdmsy72qNVovKd+1gU3fPjwpJj1ZvYuFuuJpFVdp6ysLCk2Z84cc52ff/55Uuyzzz5LilmJjkLm5VrtGVLpKWoln6jVcaToVW+s13tPxa2eUitmnUtvpIS1rLWf5eXl5us3BN5cR+/9lapn3Xufe+3rrasxOQ+84YbnnHOOGe/fv78ZT5XN3ZsDHPq0IXR0RapthG7bS5z29dd2TgZJuv/++834ypUrzXjoSJRUN2Oh8/i9Nkz1JMVbl/f96l0H3mdTOkeipBox1NJ57y3vGvbaxjvHIfcJ3jn37gE6depkxr/9dqoZXx85UY480suJ8qAZHzRokBnPzc014969oVcR8e677zbj1r2TpMTT859qzpwoDzxg50T57rvvzLh3TXrXU2hOFGt57/vT+0wLuZ+R/GOy7mc3FL8f8/NmW3fn/M103vbXKyczr1Gvr/+cWlsnRNTlvNdZrw1dZ6p1hWrs8aR7faHHFLKdVMumaz1RNOa8pfNcNxdGogAAAABAM7hh90eace0xZcQaPw0z6g/Uxv6QTfW60HWm88d0un+YN0f7NHX5dLV9U9uqMa9vqR0nP0YnCgAAwP94o428J+chI7m8kQCho8G8EUC33PJnM77XXnYZTm8ERTxub/err7404926JY82ePXVV8xlt9/eHkXjjUIMnf/exkn+dOKJJ5rxkpISM96lSxczbo3Sqa21R1u88cYoM/7++/8040uWLDHj3ogkb3RaqpwFFm/0R8hoKu/94Y3s8pbfEH48hcrM4OcWsLEhgxwAAAAAAEAEdI0CaFG8p1OhT3BTrSv0SXNorhTJn69/05/+ZMYff+wxM+7lA5DC57d7++s96U2VEyW0UozHe8Kal+fP727M+bA0pgqO1+beurzrINU2QvOShOZFSNVOjck9BAAAsClpUidKyE20dTNn3fhZQxNDhwL+lJXUKuTHh7Wf1ra9HyLW660fRlETpkpSQUFBUmyrrbZKilntvuWWW5rr7Ny5c1LMygD94YcfJsW8IahWe0ZNjuqdI+v11jUScn1GvRajXh8hQtYZMjwcAAAAAJBeTOcBAAAAAACIgE4UAAAAAACACJgHAAAA8D9eXpjQqZuhOXpC1lFZWWnGFy1aZMa93DzesXrTk70cRpbWrVubcW+Kthf32t2byupV+enXr58ZLysrM+OtWrUy49Y0aW/68Pfff2/Gp06dasa9qkue0Co8odKV+8rS3PsOAM2JkSgAAAAAAAARRB6JElIrPurrLVGThkrRe6ut/UzHE6Kf8vbTenJjJZYN6X23EstaiWGtChfeE6mioqKkmJWUd/r06UmxVatWmeu0krNarPPuPfGyzqfVdiHXZ9TXhyTAtdYZ9brzroWmJrHdkHlt15j3steO3roa88Qs9FxZ77XGbiOdbeUJrfwS9bOgXmFhofs3K4m2JE2ePNmMl5eXm/F0toe3rsa8Z72nv16bhy6f6rjTVfkIAABgY7Xp/iIDAAAAAAAIQCcKAAAAAABABHSiAAAAAAAAREB1HgAAgP9JV26kkFxyoTl1vNxmS5YsMeNeNR+PlbdN8qv2WHl5vHxhXhuEVmUJrfLjVe3x4l7bW/vvVdX55ptvzLhXRSk0j5HXxunKYWSd13S8DxqzHgBoSZrUiRKSuNNifVCGlI6zWB/WTf1Ato4zJFlgmzZtkmLWF1/Ivltf+layWSs5q3ferNd36tQpKbb11lsnxUpLS811WjcK1vatpJNeG1vxqMlmvWvJanvrRiwkSbEVt5KHRt22ZO9/aMJOAAAArBuVL73abOuOFRUpe589FXM61NaniooK3XbbbVqwYIG23npr/frXv17fuwSkTct7xwEAAADARqDs4suabd2ZfbdW9m7PSSk6UaqrqzVhwgR3xNRPbb755urRo0eT9626ulrPPPOMvvnmG/3f//2fLr300hY70qiurk6LFi1SaWmpKisrVVFRkWiv/Px8FRYWql27durUqVOLOoZ4PK7vv/9eS5YsUd++fdW+fftGr6usrExTpkxRXl6efvazn7kPdLEGnSgAWpSQIdSplk/1N28IdGPKDHu84fAeb0SRt0+SXwY8dJi017aptu19uXrr8qYTeOci1Y3AbrvtZsYXLlwYFPfaPNU1FXodNuYmxLvRtUrWS/7UjtDrXPKna0S9+QYA/MR6LhG/atUqnXzyyZoxY8Zal43FYrr11lt15ZVXroM9azkWL16sAw88UHPnzlV1dXXin7TmXisvL0+FhYUaOnSoTjvtNA0dOrRFdDLMmzdPQ4cO1dy5c7Xffvvp5ZdfNu8V6urqVF1drZycHPde8Oabb9Zf//pX5eTk6MEHH9TJJ5/cojqMWho6UQAAAABgI5eXl6e+ffumXMaayr+xq62t1ZIlS1RSUqIuXbpor732UteuXSVJS5cu1YQJE/Tdd9/piSee0DPPPKPrrrtOv/nNb9Z7R8qKFSs0f/581dXVacaMGSorK2vQiRKPx/XNN9/onnvu0aeffqovv/zS3Od4PK4JEyaoqqoqMXLp5JNPXpeHssGhEwUAAAAANnIHH3ywnn/++ZTLbOqjD0477TTddtttDdqhpqZG77//voYPH64pU6bopptu0lZbbaXjjz9+vbbXFltsoVNPPVVffPGFfv3rX6tt27YN/h6Px3X33XfrX//6lzt6WVpzzq+44grNnz9fW2yxhc4888xN/jpYGzpRAADAJie0gok3/ct7EhmSgN4TOgUvJCl5Kt56QtrM20dvX0KnIXrT0rx999bjnSfvWEOq8/Ts2dOMn3jiiWbcS9I/d+5cM+5V/1mxYoUZD70OLOk6T+mq0oQweXl5afls2pjl5uYmtVF2drYOOOAA3XzzzTr99NNVVlamf/7znzr++OPX016uUVBQoH/9618qLy9XYWGh+f6pq6uL9Nk9ZMgQffjhh8rOzk7Z4YI11msnStSKKiGs1zd1qFXU6inevrdq1SrSdqwPtdAyg01hbd/6wrVyFfTv399cp1Xxp6ysLFIspHyh9SVtlXr0PkSs44xaLSmkZKX1ems57wsu6usBAAAApM8hhxyiQYMG6b333tPYsWO1YMECde/efb3uU1ZWloqKity/R/1tHYvFIv9mBSNRAAAAAAA/EY/HVVpaqk8//VTTpk3TokWLVFNTo27duqlPnz7ac8891bp160Y/BK+rq9P06dM1bty4xIirLl26aLvtttOOO+7oPlCtrq7W+PHj9eWXX2revHmqqalR7969tcsuu2jgwIHNNtomJydHRx55pN577z3V1NSouLg4qRMlHo9r6dKlGjNmjGbPnq0FCxaoU6dO6tWrlwYPHqxu3bqlbK94PK66ujp9/PHH+u677zRv3jy1a9dOnTt31uDBg9WzZ8/E60tLS3X//ferpKREgwYN0tFHH51Yx0033aTly5dr1KhRktYkob/ssssSHSUFBQW69NJLVVhYKEkaPXp0Ytnf/e53at26terq6vS3v/1Ny5YtU2FhoX7729+mHJzw9ddf69lnn1UsFtMvfvELbbXVVg3+7p23nXfeWQMHDkw5CjIej2vs2LGaMmWK5s2bp6KiInXu3FmDBg3Slltuuc5HsdGJAqBF8UZZeUPpU43E8T5QQ6uyeKONvOonqfbrissvN+ObN+L4vKHZ3vGFVuHxlpfCpxl4FWS89aQadu4lvdt7773N+Pfff2/Gp0+fbsaLi4vdbXv75X3xe8ed6iYkdHpBaBumurlsTMUiAMDGp6KiQldeeaWefvpplZSUJH2/Z2RkqH///vrvf//rjkhPpbS0VGeddZZeeeUVVVVVJb7jYrGYMjMzdeuttyaVRY7H41q4cKHOOeccvfnmm4nvrHg8nnjdxRdfrGuvvVbt2rVrwtHbYrGYOnTokPj/n343lpeX66qrrtITTzyhkpKSBt/bsVhMbdq00RlnnKE//elP7qiPb7/9VmeccYa++uqrROdB/evbtWunkSNHatddd5UkrV69Wvfdd59mz56tc845p0Enyt/+9jctX748sd76/Cj12rdvr7PPPjvRifLpp5/qz3/+syTpwgsvVOvWrSVJU6ZM0UMPPaTMzEztu+++Gjx4sLnf1dXVuuqqqzRy5Eh16NBB559/foNtL1q0SOecc47eeOMN87xdeOGFuu6668zzNmvWLJ122mkaO3Zsg+lJsVhMRUVFev755zV06FBzv5oLnSgAAAAAgIRYLKapU6cqPz9fxx13nPbee2+1bt1aK1as0JgxY/TUU09p8uTJOvbYY/XBBx8EVfWpqanRJZdcoueff14FBQU67bTTdNBBB6myslLffvut3n77be26665JDwkmTZqkk046SVOnTlXPnj116aWXqnfv3qqurtaHH36oRx99VHfffbe+//57Pf/882mvnlNTU6OXX35Z0pqUCx07dkz8rbS0VGeccYZefvllZWdna//999fhhx+u3r17a9asWXr22Wf1ySef6L777tPcuXP1yCOPJE3DKS4u1rHHHqupU6eqR48eOuuss7TTTjtpwYIFmjRpksaPH68+ffqsdT9jsZj+/e9/q6ysTPfee68++OADZWZm6uGHH04kn83JyVlrR1NGRoYuuOACPffcc1q1apXef/997b777ubDm5UrV+rLL79UPB7XIYccom7duiX+9s033yTO22abbaZLL71Um2++eYPzdu+992rmzJl6/vnnGzykXLVqlU466SR9/vnn6tKli84880ztvvvuWrx4sb755huNHTtW22yzzVrbJN3oRAEAAACAjVyUJKP1P5Bzc3N1yy23qGfPnurYsWODH86nnXaaBg8erGHDhmnq1Kl6/PHHddlll0WeUrFy5Uq98MILqqur0/nnn69bbrmlwaiOa665JqkDpLq6Wtdcc42+/fZb9e/fXy+++KL69u2b2OYJJ5ygQYMG6dxzz9Vrr72mN954Q4ceemik/Ylq1qxZev/99yVJAwYMSHQc1dbW6vzzz9eIESOUm5uriy66SDfffHOD0dVnn322zj33XD355JMaMWKEttxyS916660N2uzzzz/X9OnTlZubq4cfflhDhw5t8PeSkpLECJFUYrGYDjnkENXV1WnUqFH64IMPlJWVpdNOOy24Y2nAgAEaMGCAPv74Yz366KM6//zzk6oASdKLL76oRYsWKTc3VxdccEFiv+vP25QpU9SvXz+NGDEi6bzttttuOuecc/T6669r1KhROvzwwxPrnTx5ssaPH6/MzEzde++9OvbYYxu0ycqVK9dLLpfInSjWUN6QhJZRE2JayzV1jpM15N4b5mwNRW/qflrJVa3tWBe19VrJPh/WOq2h5CEZ51euXJkUy8/PT4rtsMMO5jqtREdWFvtly5Ylxbxh8NY6y8vLk2LWvntWr16dFLOuEescedeSFbemqljLedeStX2G2QNAOO+70PtM9aa9pSMReGjFE493cxxaCSV0amOqqX9NXUfo+fCEnKdU67fi3v2Kl3Byiy22MONWkn1J+u6778z4okWLzLh3/xNynqSw6y8kyX4qJMtvXiNHjtSQIUPcv/fo0UNPPPFE4rNk4MCB5nWQkZGh008/Xf/4xz80ZswYPf/887rkkksiFb6Ix+MaOXJkoorUr371q6T3509/a8TjcY0ZM0bvvPOO8vPz9dhjjzX4IS6tuV5PP/10Pf/883r55Zf1t7/9TUOHDnWLdISIx+OaP3++zjnnHC1dulS5ubk699xzE3+bMGGCXnnlFUnSKaecoptuuimpLfLz83X//fdrxowZ+uSTT/TYY49p+PDh2myzzSSt+T3w73//WzU1NerYsaOGDBmS1PZW58XaNPV3dHZ2to4//nh9/PHHmjVrln744QftuOOODZaJx+N69dVXFY/H9bOf/UwDBgxIxD/99FO98847ysvL0+OPP26et9NOO00vvPCCRowYobvuukv777+/8vLyVFdXpyeffFJVVVXKz8/XIYccknQ8UTqVmgO/vgAAAABgI1efJNb7N378+KQ8Hp5YLJb4sTx9+vTIHZuxWEzbbrttouPkqaeeWmvnWTwe11133aXVq1dr4MCB2nnnnd0H2gceeGCiY8N6SLo2X331laZOnao5c+Zo9uzZmjhxop5++mntvffeeu+995SVlaVDDz1UxxxzjGKxmOLxuG677TatWLFCWVlZuvTSS92Om1atWumCCy5QVlaWli1bpnHjxiX+lpGRoe23316xWEwrVqzQhAkTWkyn4gknnKBWrVqpsrJSd911V9J+LVy4UGPGjFFGRoZ+/vOfJwYBxONx3XnnnSorK2vUeYvFYtpxxx0Vi8VUXV2tjz/+uMW0CdN5AAAAAGAjt9122+m+++5z/56dnZ2yIk5FRYWqqqpUXV2tqqoqlZSUSFozojzkx23fvn2100476YsvvtBf//pXzZkzR9dee626d+9udkDU1tbqs88+k7Rm9HtFRYW5n/F4XHvssYckaenSpZo/f35wgtm33npLu+yyizIyMhSPx1VbW6uqqirV1taqd+/euuyyy3TWWWcpLy9P0ppRWN98840kqV+/ftp2223ddcdiMe25557Kzc1VaWmpnnjiCR122GHKyspSLBbT4Ycfrj/96U9asWKFjjnmGF100UU6++yz1bZt27TndwnRuXNn7bHHHnrrrbf03nvvqaqqKnGe6keblJSUqKCgQCeccEKioyTkvNUnrF26dKnmzZun9u3bKxaL6YADDlCXLl20aNEinXHGGfrVr36l4cOHq127dikLPDQ3OlEAtCihQ65TSVfVksZU5/FeY01nk/yqKN4w8VTb99blPSUKrZwj+UOuvXho1ZdUT7S84awh0wol/zpIddz1w4+jakyFnNBrPfQ6T3XdNmZ/AQAbhm233datZGeJx+MqKyvTyJEj9fe//10LFy5UcXGxVqxY0WAqfehUsfz8fN1zzz069dRTNXv2bD3yyCN64YUXtP322+vqq6/W0KFDG0yHWbx4sRYsWCBJev311zVhwgR33fXf0/F4XB988IG22WaboO/VDh06qE+fPlq2bJkyMjLUtWtXbb311tphhx100kknqX379g2+E+PxuGbNmiVpzVS9tW2rR48eatOmjUpLS7V48eIGbdevXz9dc801uuWWWzRv3jxdffXVuvvuu7Xvvvvqt7/9rbbbbrvge4R0jNzIysrSBRdcoNGjR2vhwoUaN26c9txzT0lrzv1DDz2k6upq7bHHHurRo0fidUuWLNH8+fMlrTlvX3/9tbuNH5+3999/P3GsPXv21E033aSrr75aixYt0s0336x//etf2nPPPXX11Vc3a0nrVOhEAQAAAAAk1NXVacSIEbr88ss1Z84c5ebmJkaQHHvsscrKytL999+vsWPHBq87Fotpt9120yeffKK7775bTz75pObOnauPPvpIRx99tA477DA9/vjjiYShM2bMSLz2hx9+0A8//BBpO/WjRUKceeaZuuWWW9z9ttTnM4qSEyYzMzOx3E8fGMViMV1++eU69NBDdc011+iDDz7QggUL9NRTT+mll17Sn/70J1144YVBo1KamhOlfh2777672rZtq8WLF+uNN97QHnvsoVgspuXLl+vjjz9WTk6Ohg8f3uB1Pz5vs2bNSnQ2rc2Pc+LEYjGdddZZGjJkiP7whz/o7bff1uLFi/Xiiy9q1KhR+u1vf6urr756nY9Kiby1kARpFmvZqK9vag+a9UQz5CmqFYuaNFSSKisrI73eioVcENbT5JycnEjLSWtKSP1U1CSy1nKSzHJnVhLZuXPnJsUWL15srtPKwNy3b9+kWJcuXZJiXk95aWlpUmzmzJlJMetD22tPb7jaT1m9p94HnrX/6fhwBAAAAKT/nyh02LBhWrFihfbZZx/dc8896tOnj7KyshL3uLNnz25UJ4q05v61S5cuuvHGG3XNNdfohRde0L333qtx48ZpxIgRuvLKK3XPPfcoMzOzwT31k08+qcMPPzzS/W9+fn6jEnSHvqZNmzYqLi42f+P81KpVqxLJn9u1a5f0OyAWi2mbbbbRc889p5UrV+qOO+7QE088odmzZ+uqq65S586dddJJJ63z+/8uXbro4IMP1mOPPabnnntOv/3tb9WqVatEkuDNN99c++yzT4P9+vF5e/zxx3XkkUc26rzFYjFttdVWevzxxxNlmx999FHNmDFDN998szp16qTzzjtvnbYJI1EAAAD+x7sJC62sY3Wwe08PvXho1R7vwUu6EvF5DyKsY/X2JXSqY+gw7ZAKhKmWtx6ASfbURG8anJeLwWubwsJCM+5Vapw8ebIZnzdvnhn3qv94bWDlpgidFuqdP+/BY2jVJTSPmpoa3XDDDVq+fLm23357Pf3000kPJ9P1uZKRkaGCggKdfvrpOvbYY3XQQQfpo48+0osvvqibbrpJ7du3V79+/ZSVlaXq6mp9+eWXOvXUU1vMQ8SMjAxttdVWGjt2rCZMmKDS0tKUFWO+++47lZeXKxaLafDgwe7nf1ZWltq3b6+bbrpJp512mvbZZx8tXbpU9913n0466aTI+5eu8xSLxXTBBRfo6aef1vTp0zV58mTtvPPOeu655yRJhx12mNq3b9/gNf369VN2draqqqr01Vdf6fTTT2/SecvKylKbNm10zTXX6Oc//7l22203LVy4UPfff7/OOeecdZo3hknOAAAAAABJa6ZefPfdd4rH4zrnnHPUuXNnc7mlS5emdbv1iUmlNSPS6zst27Ztq4EDB0qS3nnnHTfP2vqQkZGhQw45RJmZmVq5cmWi1K+ltrZW//jHP1RZWemW7LVsvfXWGjRokKQ1lZAaIx6PN7ndtttuO2277baqqanRo48+qoULF+qLL75QVlaWzjzzzKRjadOmTeK8vfvuu2k9bz169EiU6/7+++/Ttt6o6EQBAAAAAEhaM+KqviOgvjPlp5YvX65XXnml0dvwUijUjxorLCxMjCzIzMzUr3/9a+Xk5GjixIn629/+5o4AW9disZjOPvtsdezYUXV1dbr22mvNNovH4xo3bpyeffZZxeNx7b777kkpElKNGqn/W4cOHYL2be+991YsFlNtba0mTpwYcGTJ8vPzdfzxxysjI0MffPCB3n77bS1ZskTbbLONdtxxx6TlMzMzddlllyk3N1cTJ07UHXfcEXze4vH4WkcY/nQEzLrAdB4ALYo35Nr70LWGG6/tNd5wP2/50Eo0kj8k2Rsi7sW94depeG3440z6UZZPNSwydHiod3zetlM9rbByPUn+/m699dZm3Bsib+VyqldfxvCnrLxOUvjUkFR/8+LecXttm6qKQqqnZwCATUOvXr3UvXt3TZs2TU888YQGDRqko48+WpmZmaqpqdHcuXP1i1/8QosWLWrU+mfNmqWnn35a55xzjvLz85WZmana2lpNnjxZ99xzj2KxmAYMGJDIgxiLxXTkkUdqr7320nvvvafrrrtOkydP1mWXXaatttpK2dnZiQ6YqqoqTZo0Sf379w/qcGiKzTbbTA888IBOOeUU/fDDDzruuOP0wAMPaODAgYlpSGPHjtXPf/5zrVy5Uj179tRf/vKXBlP74vG4Xn/9dcXjce2zzz7KyclRRkaGqqur9Z///EejR49WZmamDjzwwMj7FYvFNHDgQOXl5amiokI33HCDHnjggUT5YO8+KNX6jjrqKN1444367rvvdM0116iurk6//OUv3RyPRxxxhPbaay+9++67uv766zVlypSU561fv37q2LFjok0++OADLVq0SIccckiiTWpqavTaa6/pjTfeUEZGhoYOHbrOp3elvRMlJCGmxbqBa2qjWDd/ITe2UbfvzXG1LirrB1bUmGT/ILF+dFhZqb0fM6tXr06KWfN5e/funRTzfshayV2tHxvW3Fjvpt36AfXjclr1rKGH3g8EK6mudc0uXLgwKebN415Xb2ZKjwIAACBdCgoK9Nvf/laXX365iouLdfbZZ+vOO+9UYWGhSkpKNH36dHXu3Fm//vWvdffdd2vVqlWRO9vj8bjuu+8+/fWvf9Wdd96pXr16qXXr1lq1apW+++47lZSUqEOHDrr55psb/I4pKCjQv//9b5166qn6+OOP9cQTT+ill15S79691alTJ9XV1WnlypVasGCBli9frvfee2+ddaLUdy48+OCDuuSSS/TNN9/okEMO0ZZbbqn27dtr0aJFmjFjhmpra9WvXz/de++92mmnnRqso7q6WjfddJPGjRunnj17qnv37srNzdWyZcv07bffqqamRrvssouuvPLKoN8YvXr1Ut++ffX1119r5MiR2n333dWxY0dtvvnmGjFiRPDvlX79+mmnnXbSmDFjNHfuXHXu3FnHHHOMu578/PzEefvoo49Snrfi4mK9++67iU6Uuro6/fGPf9To0aPVo0cPbbbZZsrLy1NxcbGmTZumiooKbbPNNrruuuvW+e8hRqIAAAAAACSt6RQ488wztdVWW+maa67R1KlT9fnnnysvL0+9e/fWhRdeqIsuukjxeFz/+te/tGrVKr333ns68sgjI63/0EMP1fjx4zVjxgx9/fXXqqysVFFRkbp3766TTz5Zl1xyifr165f0w7xr164aNWqUXn75ZT344IOaMWOGZsyYoYkTJ6qwsFBt27bVZpttprPOOkubb755M7SMLyMjQz//+c+144476oEHHtC7776rGTNm6JtvvlHnzp2144476oILLtDxxx+vgoKCpGPLzMzUGWecobq6Os2fP19jxoxRLBZT27Zttd122+mkk07S2Wef7Sas9rRt21bPP/+8LrzwQk2YMEFLly5VeXm5+VA8iszMTJ133nn69NNPVVdXp7333lubbbZZytd06dJFI0eO1CuvvKJ//OMfKc/bFltskXhdLBbTz3/+c1VWVmru3Ln67LPPVFdXp7Zt26pv37469thjde6556YcQdxcYvGIY7KtEQ0h5VajjkSxepGa2rMUMrok6rLW8Gkvq/r++++fFDvmmGOSYm3btk2KWSM5JLuksNVOISNRrNrdK1asSIqFjEQpKSlJilkjUaxywl7iJGskSp8+fZJiVqb4kJEo48ePT4p99tlnSTHrGKWw8tTpfK1kH8+GoqioyIx7121jpvN4Qqs3eNNKJL/ywHHHHWfGrWtYkrp37+5uwyr3LbXM6TzeiC2vnVJN5/Fe451vb9teBYupU6e62w6dzhNSAr2edxze54L3fea1YaqnTqHntSUl9wvlfdZ4Qj+DrJGk3v1MaNy7Frxh3ieeeKIZ926iU1WWsFjvMe8a947J+3zyhE6VC6ksJIVd26HvNa9tvM82z1tvvWXGn376aTNu3WtJfptZ11notFfvfHvfn975CL0+WpLinvaU0nTI7NdXrV96TrFW/rSMuro6rVixQrW1tcrNzQ367IvH46qsrFRFRYVqamqUkZGhnJwcFRQUKCMjQ3V1dSopKVFdXZ2KiooafB7G43GVlJSotrZW2dnZatOmTYO/VVdXq7KyUlVVVYrH48rMzFR2dnZi3Wvbr/rXV1dXq66uLlEKOTs7W3l5eUEjLH58HAUFBcHTXH6qtrZW5eXliWPLyspSbm6ucnNz1/odXFFRoerq6sR7of611jH9eL/z8vLc36LSmvdWeXl54jzm5uY2OM7y8vLEFPL27dunPAe1tbVavny5JAW1V2POW/01WFVVlcjVk5WVpZycnEaVsE4XRqIAAAAAQDMofOiBZlt3rLBQyvUf6EhrOrJCRy8k1h+LKS8vz3woW79uL6lnLBZztxuLxZSTk5PyYdTa9qspr/+pVMfRGJmZmSk7NDyxWEz5+fnmw3JLyH6vrb1CtpuZmZmYchOiMedtbdfg+kInCgAAAAA0g5wDk0ekA9iw0YkCoEXxhgo3psqJNxTR24Y33LsxQwW9bXhDlRszFdLbRmhloNCqL6n2y2vz0KpEqdrce4Lhxb1hpt40jFRPSEKnBHhThkKnzaTattdW62uIKwAAwMYscieKdfPWmJvAH/NKIUXdjvX6qPvpzSe25rVaN9TWtr38BFbc2o51E14/3+ynVq5cmRSzflBZPx68HwjW662kTN26dUuKeUOsrGF81vmw5lN7x261kzVXNuT6tK4Hq7qPNWTOyz9ibT/qPoVc81TnAQAAAIB1g19fAAAAAAAAETCdBwAAbHK86WredLhU09ss1ghHb5ShF/f2xbNkyRIz7k0F86rKlJaWmnEv6aA1ktXbpjca1pt+FloNxlveq+5ijexNtT9WG4QekzeV0Gtfb7TvHnvsYcbHjBljxq0qjKlY10doxShPaBUlAGhJGIkCAAAAAAAQAZ0oAAAAAAAAEUQee2cNu2tq5v+or/eG9llDa6MmpvVqd3ft2jUp1rZt26SYlbC1U6dO5jr79u2bFLOGbFrDO70hnxZrqKqV9NQ7dms4alFRUaTlvGGc1v5b27fa2EpgK9lDdaMOI/UqaFjXmHWOW7duHXnbUYdhW9sOqcLR1ATPAAAAAIBoyIkCoEUJLXHsLS9J2dnZZtzLA+B1XnkdZak6gkNzEHj7GpqHQQovcezNcU/VEej9zWsrb9tex6aXA0AKq14l+Z3RXkU1r6M51Ta8fAsLFiww46nm/YeW5g4tcZyq45VyyQAAAKkxnQcAAAAAACACRqIAAIBNTmjVF0/IKB1vm97oIy/ubdMb8RVaFcgbKRUyJdZTVlZmxr3Rbd7oPU/I9GJJatOmjRn3jslaj1edx9sXb6SdV50ndCSYt+/puLZDK0l51zDVeQBsyBiJAgAAAAAAEEHkkShWb7QVa2oPclPXGXU/rUSmkjRkyJCkWPfu3ZNiXbp0SYp17NjRXKc1v97aJyuRaYcOHcx1Wk+zKioqkmJz5sxJinlPqnr16pUUs/IxWE8bvCcK1lMr68mMlcC2R48e5jqtJzirV6+OtE/FxcXmOq0nXdY5sp5YeU+goq7TOpfekxvrfKTKCQIAAAAASB+m8wAAAAAA0qq8vDyRYL1bt27ulDVgQ0MnCoANQmhuACm8molXCacx88tDq+148/69qi+p1uW1lbdP3jZSta03/z1dJbe9vAmSX1XHuznz8hKEVlCS/Dbv3LmzGfdGPa5cudLdhte23vnzlm9MdR5KpgPAxicejweN7M/IyEhLVbbPPvtMBxxwgGpqavT2229r6NChTV5nc/lpG0Vtg7q6OsXjccViMff+a1OxKbXFxn10AAAAALAJe+2111RYWKhWrVqt9d9mm22m2bNnr+9dXufKy8sTbdCrVy/NnDkz0ut+/etfq1WrVjrnnHOaeQ9bturqap177rnq2LGjTj/99OCk4BsaRqIAAIBNTmg+qdCRPSE53rwRTt42vSd83k1raCUUL+6NerKW97Zp5W9LtW7vPHkjzLw8ZV51Hm8Em9eWVtt7o8RC98U7r95owYULF5rxVatWmfF0jDQLud5T2aSq8Kx8svnWndlWKjhIitnXYL3a2lpVVVWprq5Oubm57jUrrXlvpWMUyoaoPm/kwoULdf311+uhhx5K2VbSms+KysrKjbrToK6uTrNnz9aoUaN04oknqn379knLrF69Wk8//bTKysr06quvaubMmerbt+962Nt1o0mdKNYXWMgXuPUBan2BeF+Ulnbt2iXF9ttvv6SYd1L79OmTFLOGY1tfut5NkPXms5Zt3bp1UsxKSitJpaWlSTGrja2bFW94ubWfUROhhtxcWufYGp7v7ae1LSthbElJSVLM+yC09tO67qwh+95NknUTY51377qxhNyoAgAAYD1bdkXzrTu7n5S/71o7UX7sj3/8ow477DD375mZmeratWs69m6DFIvFFI/H9d///le/+tWvtM8++2yynUr1Ro0apaOOOkq1tbU66KCDzE6U7Oxsbb755po8ebI6d+7slo/fWDASBQAAAACaRct62LXvvvtq2223Xd+70WIVFBSoffv2mjdvns477zx99NFHbrXUTUVVVZU7WrBefn6+3nvvPX3++efaa6+9zMqrGxNyogAAAAAANnl5eXkaNmyY8vPzNX36dD3wwAOb1vSzRorFYurUqZMOPfRQtW7deqMfvcNIFAAtSjryDtQLrc7jzUevqqoK2ifJnzoWWinG27bkT5/0poh5ca+dUt00hORGaIz6ecmWkFwFUnhFpMZU5/HyKnhPYlavXu1uw2vbxlSoClmPxPRAAECyeDyuiooKrV69OpFbJTMzU3l5eSosLAxKvWCte/Xq1SovL1dVVZWys7OVk5OjwsLClFPe6+rqVFpaqvLyctXU1CgWi6mgoEBFRUVBU+Utp556qmbNmqWHHnpIf/3rX7X33ntryJAhTVpnPB5XWVmZVq9enbjPKCgoUGFh4VrzrtRbvXp14hxkZ2crNzdXRUVFisViKi8vV3FxsTIyMtSlSxfzu76qqkplZWWqrKxUbW2tMjIylJubq8LCQjM9QUlJicrKyvTFF18kYuPHj2+wbIcOHZSXl6d4PK4lS5aourpaWVlZ6ty5c+L+ZPny5Vq9erVisZi6dOmS8vzU1tZq0aJFisfjKigoMFN1VFdXq7S0VBUVFaqrq1NWVpYKCwtVUFCw1nui+tdWVVUpHo8rOztbBQUFysvLC7qfohMFAABsctJVAj0kQW1oh5e3bq8jzOt8POHEE834h6NHm/HQzlBrP711eMfkJUP1krB6+cgKCgqC4l7HodeWVse2tw4v7nWieh248+fPN+PvvvuuGf/hhx/MuHf9eecqpFM19Ed0aGl2rB/xeFyzZs3SqFGj9Oijj2rWrFkqKSlRRUWFWrVqpS5dumjw4MG666671L59++DzV1FRof/85z+68847tXDhQi1fvlxFRUVq166d9t13X1133XXabLPNkvapvLxct9xyi55//nnNnTtXq1atUmZmpnr16qUDDjhAt956a6NHQ8TjceXl5el3v/udRo0apfnz5+vGG2/Ubrvtpry8vOD1SWve2/fcc4+eeOKJRBvGYjH16NFDgwYN0r333tug0+Gnampq9NJLL+mOO+7Q9OnTtWzZMrVp00Zdu3bVsGHDNGzYML300ks67bTTtPXWW+vzzz9vkJOkuLhYb731lh566CFNnTpVy5YtU1lZmfLy8tSpUyf1799fd999t/r169dgH37/+9/rvvvua7Avxx57bIP/f/nll3XEEUeosrJSRxxxhMaOHav+/ftr8uTJiWUefvhhXXHFFcrKytIzzzyjY445xjzWeDyuN954Q0cffbRqamp022236fLLL2/w9xkzZujSSy/VpEmTtGDBAlVVVamoqEh9+vTRhRdeqLPOOsv8jozH4xo7dqzuuOMOjR07VkuXLlU8HlebNm3Uu3dv/eEPf9BBBx0U+ZqhEwUAAAAAkOTaa6/VU089pcLCQv3sZz/TLrvsoqqqKs2ZM0dTp07VzJkz9c0332jUqFHq0qVL5PVWVlbq+OOP16hRo5SVlaX+/ftr11131eLFi/X999/rjTfe0K233trgNfF4XJMnT9bpp5+ur7/+Wq1bt9bAgQNVVFSk4uJiTZw4UQ8++KDeeustjRo1SltvvXXw8S5fvlyVlZXq06ePfvnLX+rmm2/Whx9+qBdeeEGnnHJKcMfM7Nmz9ctf/lIffPCB8vLytOOOO6pt27YqKyvThAkT9Pzzz+ujjz7Sf/7zH3O0S1VVlS688EI98sgjqqurU/fu3TVkyBBlZmZq2rRpuvLKK/Xiiy+qX79+ktaMhP5pJ8Kzzz6riy66SNnZ2erbt68GDBigeDyuefPm6dtvv9XcuXO1//776+WXX9bAgQMTx7jddtvp8MMP19y5czV+/HhJ0sCBAxt0bEU558cee6xuvPFGrVixQo899piOOeYYd9knnnhC1dXV6ty5s44//vhEvK6uTvfcc49uuukmLVu2TFtuuaX2228/xWIxzZ49WxMnTtT555+vd999V4888kiDDvh4PK6XX35Zp512msrLy9WtWzcNHjxYtbW1mjNnjsaNG6dFixatu5EoVi9PyMatHm4rFjI0vVevXkmxoUOHJsW22morc51WNRzrKUjUSjiS3SbWvlu9myFD/62nJtYTE2+dUZ8iWNv2nixZT1Ws9rCq83hJnKxjsrazcuXKpJj3VMV6ImI95erYsWNSzOuVjvoEJ9XQ+ijrZPg9AAAAmsOll16qzTffXL/4xS/Us2dPZWZmKh6Pq6qqSrfffrtuvfVWjR8/XjfeeKPuueeeyL8FR48erTfffFNZWVm66qqrdPnllysvLy9Rjvntt99O+l22evVqDRs2TF9//bW23HJLPffcc9pmm22UkZGh2tpaTZw4Uccee6xmzpypq666Sv/+97/d0Wye+vvqWCyWWMfMmTN12WWXaffdd9eWW24ZeV01NTU6//zz9cEHH6hjx4568skntc8++ygjI0N1dXX64YcfdOKJJ+rrr7/W1VdfrZEjRzao1lpbW6vf/va3euyxx5SRkaFTTjlFf/nLXxK/R5YtW6Z7771Xd9xxh77++mt3P0444QSNGzdO5557rgYMGJD4zVdTU6PXXntNw4YN07x58zRs2DCNHTs28Tt12LBhOvvss/X000/rjDPOkCT985//1A477JBYd5SpUz179tR+++2nESNG6OOPP9aCBQvUvXv3pOVWrFih999/X7FYTPvtt1+isyYej+vzzz/XH//4R61cuVJnnHGGbr/99sRoo+rqat1555264YYb9MILL+iggw7SGWeckbgWKyoqdNVVV6msrEy77rqr/vOf/6hnz56JNvj666+DK1KRWBYAAAAANgEvvfSSPvroI/ff3LlzE8vGYjHttNNO+uMf/6itttpKubm5ysrKUnZ2tlq1aqWrr75aJ598smKxmF5++WUtW7Ys0j7U1dXplVdeUU1NjXr16qWrr746kVulPs/HMccck5Qr5O9//7s+/fRTderUSf/5z3+0ww47KCcnJ/G6XXbZRU899ZRycnL06quv6quvvmpSW+Xn5+uvf/2r8vPztXjxYt1yyy1rrVLzYyNHjtSoUaPUqlUrPfLIIxo6dGhif3NyctS3b189//zzysvL09ixYzVq1KgGD0dHjx6tu+++W7W1tTrkkEP04IMPqlu3bsrOzlZ2dra6du2qG264Qccee6w7JVKS2rdvr3/+85/addddlZeXp6ysLGVlZSkvL0/HHnusbrjhBmVlZWnSpEmaOHFi4nWZmZnKyspqkN+tffv2iddnZWVF6jTLysrS8OHDlZ2drRUrVmjcuHHmcuPHj1dxcbFyc3N18cUXJzp7qqqqNHz4cC1fvlz77LOP/v73v6tDhw7Kzs5WVlaW8vPz9Zvf/Ebnn3++qqqqdNtttzUYXDBjxgx9++23kqS//vWv2nLLLRNtmJ+fr9122029e/de63H8GJ0oAAAAALAJ+NOf/qS9997b/LfPPvvo6aefbrB8LBZzfyhnZWXpsMMOUywW0/Lly7V48eJI+1BXV6f58+cnkq2WlZWt9TWlpaV6+OGHFYvFdPnll2unnXYy92vnnXfWNttso8rKSj300ENNGrEdi8V0+OGHJ2Y1PP3003r22WcjrbOyslL33HOP4vG4jj/+eB188MHm/m6++eYaPHiwampq9MADDyTWXVNTo9tvv13xeFxdunTRXXfdZSaxz8zM1PXXX28mYP3xcXjnMBaL6cADD1RhYaFqa2sb5DJJp+23314dO3ZUbW2t/vWvfyXNIqitrdWjjz6q6upqdevWTQMGDEj8bfTo0fryyy9VVFSkBx980JwFkJmZqVNOOUW5ubmJKWb1FixYkGjX77//Pi2j+MmJAmCD4E0ZS/VBGJocMTQxXqpte19WXjJEbzhkqm14Uwi9SjGh1WvKy8vdbYdWE4qaeX5t60/1t9CEoI2pzuNdh8uXLzfj1lRFyb8OJP+8esftnVdvX1MNbW7uqksAgPVrwIABKXOFbLHFFilf/9P7ki5duiSqw6QaDfFjWVlZOumkkzRixAgtWbJEN998sy6//PKUyVXnzp2refPmKSMjQ3vuuae5L9Ka77iDDjpIX331VSKPR1Pk5OTo3nvv1UcffaSSkhL9+c9/1uGHH95g2o1lxYoV+uabbxSPx7Xvvvu6+5uRkaETTzxR7777riZOnJhY5sev32WXXcyUFfW23HJLbb755lq6dGmkY/rpfrRu3Vq5ublasWKFFi1aFGkdodq2basDDjhAjz32mD799FOtXr26QfLb8vJyffjhh5KkY445psFUrvfee0/V1dXadttt1aVLF/feeLvttlNhYaGKi4s1b9487bzzzpKkPfbYQ926ddPChQt16623asCAAYncL41NZk0nCgAAwP+EllkPKb/emM7SdCyfrvWEVLLxOgNDS3V7HbBeR2RoefnQ82p1FHsdlqWlpWbc+6FZXFxsxqdNm2bGv//++6D1h57vkB8XoT9EUj0VR/O65557tPfee7t/96qmlJeX6+OPP9Znn32m6dOna9GiRVq4cKEWLlyouro6xePxoGplBx98sHbddVd9/vnnuuOOO/Tkk0/qoIMO0q9+9SsNGjQo6T0+ZcoUrVy5UhkZGXr99ddT5gD56KOPJK2pVLVs2TIzp2GIXr166Te/+Y2uu+46TZ48WQ8//LCGDx+e8nqdM2eOFi5cKEn65JNP3M8DSXrjjTckrek4mT59uvr166fVq1cnHtDU51HxZGRkqG3btms9joqKCk2ZMkVvvfWWZsyYoQULFmjevHkqLi5OVKvxKpM1VSwW0y9+8Qs9++yzWrp0qf7973/r/PPPT7Thm2++qR9++EFFRUW6/PLLE/F4PK4xY8ZIWpMT55///Kf7sLC6ulplZWWqq6vTc889p8MOO0yZmZkqKCjQVVddpauvvlpTp07VPvvso1133VUnnXSSTj75ZLVt2zb4s6dJnSjW0zrvBFtPsbzyQ1Fikv0FOnjw4KTYT0tjSXJ7D38856ueddNjHU/IU8KoyUS9N5wVt3ofrbbzjj3qPlnr9N5w1pNs6wPWanfvRsh6vXVzZL0ZvPa0bvaiXgveG7kpuLkAAABAuhUUFAQVNaiqqtIrr7yiG2+8UVOmTFE8HldWVpZatWql3NzcSFNxLIWFhXrhhRd000036dFHH9WiRYv06KOP6tlnn9X++++vf/zjH4lRLnV1dXrjjTcSHTV/+tOfIm2jrq4uKIeJJxaL6fzzz9djjz2mqVOn6tZbb9Vpp52mTp06KTc3N+n+PB6P69133038Nrz//vsjb6u+o7aysjLRIRqlgySVuro6ffTRR7rhhhs0duxYVVRUKDs7W3l5eSooKFB5efk6KVQxaNAg9e3bV19//bVGjRql888/X9Ka9nr11VcVj8c1cOBAtW/fPvGa0tJSzZw5U9KaDuXLLrss0rZ+/Bs0FovpggsuUEFBgW677TZ9//33Gj16tEaPHq17771XN9xwg4477rh1V50HAAAAALDxqays1BlnnKGXXnpJGRkZOvLIIzVs2DD16tVLW2yxhXJycvTJJ59on332CRqFIq35YdutWzfde++9Gj58uN555x3dcccdmjlzpl555RV9//33GjlypHr06CHp//8ozs7O1i233KKCgoK1biMvL6/BD/KmaNu2rR588EEdcsghWrRokS6//HI9+uijblWXH3cuXX/99ZFKAWdkZGjzzTdPijelI6iurk633HKLbr75ZlVXV2unnXbS7373u8QUoMLCQi1YsEA777xzYuRMcykoKNAxxxyjiRMnasyYMZozZ4569eql5cuXa9SoUcrMzNQll1zSIOdJdXV1ojNq0KBB+uUvfxlpW/369WvQWZiZmamzzjpLJ554oj766CM9+OCDevPNNzVlyhSdfvrpWrVqlc4888zIHSl0ogAAAAAAEuLxuF5//XWNGDFCsVhMl112mX7/+98nJfW0knyGiMVi6tu3r7beemudfvrpuvnmm/XXv/5VkyZN0h133KHbb79dsVhMm222mWKxmDIyMnT66aerc+fOTdpuY+yxxx468sgj9eyzz+rll1/WlClT3JkIPXv2VCwWUzwe17HHHtsgUWoUubm5at26tUpKSjRr1qyUy8bjcbejZdq0afrb3/6m1atX66STTtJ9992X1LFkjaZpDrFYTCeffLJuu+02rVy5UpMnT1bPnj01ceJEFRcXq1WrVtpjjz0avKZVq1aJUf89e/bUsGHDIpVV9rZfVFSkQw45REOHDtUXX3yhE088UXPnztXNN9+so48+OmWC3h+jOg8AAAAAIKG6ulp33323qqurteWWW+raa681O0xCR6B46n/g/uEPf9C2224rSYlEo7FYTMcdd5zy8vJUU1Ojzz//PC3bDJWVlaX7779fPXv21MqVK/XHP/5R06dPT1ouFovpoIMOSqRQePvtt4O3VVhYqE6dOkmSXnjhhZQ5VZYuXaqpU6cmxePxuO666y4tW7ZMmZmZ+tvf/maOzKnPabMu9O3bV4MGDVJNTY1uu+02lZWV6f7771dVVZUOPvjgpBE7ubm5iRw+EyZMiJy8eG1ycnI0ePBg/frXv5YkzZ49WytXroz8ejpRAAAAAAAJ1dXVKi4uVjweV+vWrc1clPF4XJ9++mlaf4BnZmYmOg9+PLqiT58+6t27t+rq6nTnnXcG/eBNp7Zt2+rKK69UVlaW3nzzTc2bN89crmPHjokyzA8//LAWLVoU1E5t27bVMccco1gsprlz5+rpp592c4c+9thjWrZsmfm3efPmKR6Pu8ln4/G4vv3225SdEz9+3ejRo5t8vk8++WRlZGTo66+/1vz58zVmzBgVFBTommuuMZc/9thjlZ2drVmzZunhhx9Oa8XAnj17SgrvSIo8nWdd9U6FJJa1SkdutdVWSTErQagVk9SgnFI960RZiVS9zO/W8Cqr19ZK1LtixQpznUuWLEmKWclRf1w6ql6q8pZR9slqD6+sqbVP1vattvPKjFptb23fWs5703Xo0CEpZiWMrU9sFGU/m5o42WLt/6aSbDa0Ykaqv4UkwE617VQf4t42QuOphiymKsVr8apZeJ9dqZ4uhW47tAJGqm177e69xouHfG7V85Joe+3hJZ5ONZfbuzFM100D5YrXCH3PeUOlvc8Ha/1ewvSQ7xHJf9947+VHH3nEjG8RUFkoFes941WaCUnsL/n3LE2dQrA23nVgvX+8a8N7L8+fP9+Me0P2v/jiCzNu/WiSwkcGhFzD6RLSvlg/srKyElVLpkyZog8++EBDhgxpUDXl7bff1o033tio34lLlixRYWFhg+/JeDyu77//XlOnTlUsFtMuu+yS+Fvbtm11wQUXaPjw4Xrvvff085//XA888IC6detmJnYtKytTq1at0n6fHIvF9Mtf/lJPPfWUPvnkE7333nvmcnl5ebryyis1evRoTZ48Wccee6wee+wx9enTx9zf8vJy5eXlJd53sVhMJ554ou6//36VlZXpxhtv1O67767tttuuwTmor27kfY/Ut09NTY0efvjhBhVx6tv7rLPO0urVq91jHjRokPLy8lRRUaGnn35ap556qvt9tjaxWExHH320brzxRs2bN0+/+c1vNG/ePA0YMEBbbLGFeb4OOOAADRo0SGPGjNF1112noqIinXrqqWZfQF1dnSoqKhrcZ9XW1mru3Lnq1atXg/VXV1fr9ddfVywWU/fu3c1+AA85UQAAAAAACTk5Obryyiv1xRdfaNWqVTrllFN01llnaZtttlFJSYnGjh2r1157Tdtss42+/PLLoCo99Qlr58+frwMPPFBbb721cnNzNXv2bD300EOaO3euunfvrrPPPrvBj95zzjlH3377rR566CG9+uqrGjduXOIHdps2bVRWVqZFixZpwoQJqqqq0rPPPtssHa4FBQW69957NWTIkJQjOA488ED9/ve/11//+ld98skn2nPPPTVkyBDtueee6tixoyoqKrR48WJ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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1148be0d0>"
+       "<Figure size 1400x800 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -741,13 +722,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testRules(rules, exampleIndices, data, fig, X, y)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testRules(rules, exampleIndices, data, fig, X, y)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -756,17 +737,17 @@
     "#Return to just using 3 images at training data:\n",
     "trainingExampleIndices = [7, 30, 46]\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n",
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#And two for testing:\n",
     "testingExampleIndices = [34, 45]\n",
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -785,9 +766,9 @@
     },
     {
      "data": {
-      "image/png": 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5+SdPnjwhNx48ePBrAPDNb37T1p5Ah+vGZcuWbVyxYsX/lZaWrgMweagb2NXV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\nJ3zxi1/8DwCjDx48+HZ6enp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5cuWSQJmHAYyuqKj4yaZNmzbLNt58882fbWxsvNbn8x1+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\nMACABoowAIAGPwEvcgTN1QvQJgAAAABJRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1166afd90>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -795,13 +776,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testRules(rules, testingExampleIndices, data, fig, testX, testY)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testRules(rules, testingExampleIndices, data, fig, testX, testY)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -812,7 +793,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -831,7 +812,7 @@
     },
     {
      "data": {
-      "image/png": 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FRfeTswdVi6QT0oYK2V6q3YObXkweq6bLdnbbikm9p/I8bsc6bWMUGxtrSZP1ktegvh/c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\nBoowAIAGijAAgAaKMACABoowAIAG/wANTBMo8rOuywAAAABJRU5ErkJggg==\n",
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",
       "text/plain": [
        "<matplotlib.figure.Figure at 0x1173bbb90>"
       ]
@@ -841,13 +822,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testRules(rules, testingExampleIndices, data, fig, testX, testY)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testRules(rules, testingExampleIndices, data, fig, testX, testY)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -866,7 +847,7 @@
     },
     {
      "data": {
-      "image/png": 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5Lb38JuTvSCcB8BIDSxKq75YQow0ACgoK5gN4FEAXAGeAKj8wDONOAI8D6IyI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\nvJTTQsytYRInP9O2lfmjjz5aLIut7O057DIfStKYqvtcT24b70HVNms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",
       "text/plain": [
        "<matplotlib.figure.Figure at 0x1176df0d0>"
       ]
@@ -876,8 +857,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testRules(rules, trainingExampleIndices, data, fig, trainX, trainY)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testRules(rules, trainingExampleIndices, data, fig, trainX, trainY)"
    ]
   },
   {
@@ -892,21 +873,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -921,6 +902,11 @@
    "toc_section_display": "block",
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning To See [Part 4 - Machine Learning].ipynb b/Learning To See [Part 4 - Machine Learning].ipynb
index c585fe0..e44cdbd 100644
--- a/Learning To See [Part 4 - Machine Learning].ipynb	
+++ b/Learning To See [Part 4 - Machine Learning].ipynb	
@@ -25,24 +25,18 @@
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
@@ -73,9 +67,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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Jtq3WT9b1sq7Rk08+GcksstFYam0vE3Wnhm7f+9//fnz841GODQAc8BJCCCETEZeTKZCY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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10d7a1190>"
+       "<Figure size 1200x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -83,24 +77,24 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
+    "fig = plt.figure(0, (12, 6))\n",
     "\n",
     "for i in range(3):\n",
     "    fig.add_subplot(1,3,i+1)\n",
     "    imageDict = data[exampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)    \n",
-    "    yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)    \n",
+    "    yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][yImage==1] = 0\n",
     "    im[:,:,1][yImage==1] = .5\n",
     "    im[:,:,2][yImage==1] = 1\n",
     "    \n",
-    "    imshow(im, interpolation = 'none')\n",
-    "    title('Number of finger pixels = ' + str(sum(y1==1)))"
+    "    plt.imshow(im, interpolation = 'none')\n",
+    "    plt.title('Number of finger pixels = ' + str(sum(y1==1)))"
    ]
   },
   {
@@ -120,9 +114,9 @@
    ],
    "source": [
     "examples = [data[index] for index in exampleIndices]\n",
-    "X, y = extractExamplesFromList(examples, whichImage = 'image1bit', dist = 4)\n",
+    "X, y = supportFunctions.extractExamplesFromList(examples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
-    "print len(y), sum(y==1)"
+    "print (len(y), sum(y==1))"
    ]
   },
   {
@@ -170,9 +164,9 @@
     "#Make red and blue colormaps:\n",
     "import matplotlib.colors as mcolors\n",
     "c = mcolors.ColorConverter().to_rgb\n",
-    "bw = make_colormap([(1,1,1), (1,1,1), 0.33, c('blue'), c('blue'), 0.66, c('blue')])\n",
-    "rw = make_colormap([(1,1,1), (1,1,1), 0.33, c('red'), c('red'), 0.66, c('red')])\n",
-    "rwb = make_colormap([c('red'), c('red'), 0.33, (1,1,1), (1,1,1), 0.66, c('blue')])"
+    "bw = supportFunctions.make_colormap([(1,1,1), (1,1,1), 0.33, c('blue'), c('blue'), 0.66, c('blue')])\n",
+    "rw = supportFunctions.make_colormap([(1,1,1), (1,1,1), 0.33, c('red'), c('red'), 0.66, c('red')])\n",
+    "rwb = supportFunctions.make_colormap([c('red'), c('red'), 0.33, (1,1,1), (1,1,1), 0.66, c('blue')])"
    ]
   },
   {
@@ -183,10 +177,10 @@
    },
    "outputs": [],
    "source": [
-    "uniqueExamples, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(X)\n",
+    "uniqueExamples, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(X)\n",
     "uniqueLabels = y[uniqueIndices]\n",
     "\n",
-    "sI = argsort(uniqueCounts)"
+    "sI = np.argsort(uniqueCounts)"
    ]
   },
   {
@@ -199,7 +193,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x11058d390>"
+       "Text(0.5, 1.0, '3270 occurances')"
       ]
      },
      "execution_count": 8,
@@ -208,9 +202,9 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAEMCAYAAAACksCzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEYZdKsKwS0UYdqkIwy4V8b8TPOyhiCj18gAAAABJRU5ErkJggg==\n",
+      "image/png": "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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10c850990>"
+       "<Figure size 400x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -219,12 +213,12 @@
    ],
    "source": [
     "#Show most common example\n",
-    "fig = figure(0, (4,4))\n",
+    "fig = plt.figure(0, (4,4))\n",
     "example = uniqueExamples[0,:].reshape(9,9)\n",
-    "p = pcolor(flipud(example), cmap = rw,  linewidth =1.3, \\\n",
+    "p = plt.pcolor(np.flipud(example), cmap = rw,  linewidth =1.3, \\\n",
     "              color = 'r', vmin = 0, vmax = 1)\n",
-    "axis('off')\n",
-    "title(str(uniqueCounts[0]) + ' occurances', fontsize = 16)"
+    "plt.axis('off')\n",
+    "plt.title(str(uniqueCounts[0]) + ' occurances', fontsize = 16)"
    ]
   },
   {
@@ -236,16 +230,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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fXlUfMntCXIscF1BVX5zkvWOMl82ey03QYJ57WZIvrqqnVtWjk7wgyYNJHjN3WuxJjut5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\nbqpUTYXY2xh9d7CV4zxyXEN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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110578390>"
+       "<Figure size 1600x1200 with 40 Axes>"
       ]
      },
      "metadata": {},
@@ -253,7 +247,7 @@
     }
    ],
    "source": [
-    "fig = figure(0, (16,12))\n",
+    "fig = plt.figure(0, (16,12))\n",
     "\n",
     "for i in range(40):\n",
     "    index = sI[-1*(i+1)]\n",
@@ -266,16 +260,16 @@
     "        colorMap = rw\n",
     "        mainColor = 'r'\n",
     "    \n",
-    "    subplot(6,8,i+1)\n",
-    "    p = pcolor(flipud(example), cmap = colorMap,  linewidth =1.3, \\\n",
+    "    plt.subplot(6,8,i+1)\n",
+    "    p = plt.pcolor(np.flipud(example), cmap = colorMap,  linewidth =1.3, \\\n",
     "                  color = mainColor, vmin = 0, vmax = 1)\n",
-    "    axis('off')\n",
-    "    title(str(uniqueCounts[index]))"
+    "    plt.axis('off')\n",
+    "    plt.title(str(uniqueCounts[index]))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -290,8 +284,8 @@
    ],
    "source": [
     "# How many unique examples do we have?\n",
-    "fingerExamples, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(X[y==1])\n",
-    "print len(uniqueExamples), len(fingerExamples)"
+    "fingerExamples, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(X[y==1])\n",
+    "print (len(uniqueExamples), len(fingerExamples))"
    ]
   },
   {
@@ -317,9 +311,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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grjw3kW1rZ2DPWq/WrqaDuT/XfX0dzOt3MM/sX43uOa557drzt5q1J7Qmy0zzSgfz/Cwz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\ndXK2vaS/WQC62cEEAACghA7mxWTtIWuPlKw6mD1k7SFrj5S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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110a37e10>"
+       "<Figure size 1600x1600 with 413 Axes>"
       ]
      },
      "metadata": {},
@@ -327,17 +321,17 @@
     }
    ],
    "source": [
-    "fig = figure(0, (16,16))\n",
+    "fig = plt.figure(0, (16,16))\n",
     "colorMap = bw\n",
     "mainColor = 'b'\n",
     "        \n",
     "for i in range(len(fingerExamples)):\n",
     "    example = fingerExamples[i,:].reshape(9,9)\n",
     "    \n",
-    "    subplot(21,21,i+1)\n",
-    "    p = pcolor(flipud(example), cmap = colorMap,  linewidth =.4, \\\n",
+    "    plt.subplot(21,21,i+1)\n",
+    "    p = plt.pcolor(np.flipud(example), cmap = colorMap,  linewidth =.4, \\\n",
     "                  color = mainColor, vmin = 0, vmax = 1)\n",
-    "    axis('off')"
+    "    plt.axis('off')"
    ]
   },
   {
@@ -376,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -389,7 +383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 21,
    "metadata": {
     "collapsed": false
    },
@@ -400,7 +394,7 @@
        "0.9422905809075887"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -423,7 +417,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
@@ -434,7 +428,7 @@
        "0.9370789373331638"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -452,16 +446,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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+r+48xwde1V3Y7XNf/Fwn9mMf+LFO7HWvf10npqawnD59uhM7e/Zst4FRvnib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\nKDywAAAAAGgWDywAAAAAmsUDCwAAAIBmkXQPAAD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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1105ef050>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -469,8 +463,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "showMatches(rules = rules, exampleIndices = exampleIndices, data=data, fig=fig, verbose = False)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = exampleIndices, data=data, fig=fig, verbose = False)"
    ]
   },
   {
@@ -517,7 +511,7 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
@@ -538,7 +532,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0 0.968688845401\n"
+      "1.0 0.9686888454011742\n"
      ]
     }
    ],
@@ -546,7 +540,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print recall, precision"
+    "print (recall, precision)"
    ]
   },
   {
@@ -595,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false
    },
@@ -606,7 +600,7 @@
        "(7867,)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -627,21 +621,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -656,6 +650,11 @@
    "toc_section_display": "block",
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning To See [Part 5 - To Learn is to Generalize].ipynb b/Learning To See [Part 5 - To Learn is to Generalize].ipynb
index c719d24..6b99bc4 100644
--- a/Learning To See [Part 5 - To Learn is to Generalize].ipynb	
+++ b/Learning To See [Part 5 - To Learn is to Generalize].ipynb	
@@ -25,24 +25,18 @@
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
@@ -76,10 +70,10 @@
    "source": [
     "# Extract 9x9 example grids and correct labels from our 3 images:\n",
     "examples = [data[index] for index in exampleIndices]\n",
-    "X, y = extractExamplesFromList(examples, whichImage = 'image1bit', dist = 4)\n",
+    "X, y = supportFunctions.extractExamplesFromList(examples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#Find unique examples of fingers:\n",
-    "fingerExamples, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(X[y==1])\n",
+    "fingerExamples, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(X[y==1])\n",
     "\n",
     "#And let these example be our rules:\n",
     "rules = fingerExamples.copy()"
@@ -87,16 +81,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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bHZMuqq91Ucwje84yubUzKRDTm6T7tka9GLLVfmbCXUDuOGQrHrV5/SgffG0T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\nAAAAAElFTkSuQmCC\n",
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10c865790>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -104,8 +98,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "showMatches(rules = rules, exampleIndices = exampleIndices, data=data, fig=fig)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = exampleIndices, data=data, fig=fig)"
    ]
   },
   {
@@ -117,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -152,7 +146,7 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
@@ -164,7 +158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
@@ -173,7 +167,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0 0.968688845401\n"
+      "1.0 0.9686888454011742\n"
      ]
     }
    ],
@@ -181,7 +175,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print recall, precision"
+    "print (recall, precision)"
    ]
   },
   {
@@ -193,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "collapsed": true
    },
@@ -204,16 +198,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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F7yRNK+AeLNOgxsj0AGmfo/fhtHgNBwAAENBZAgAACOgsAQAABHSWAAAAgl0r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\nSuc8ct/MYuoARpYAAAACOksAAAABnSU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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110325ed0>"
+       "<Figure size 1000x800 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -221,26 +215,26 @@
     }
    ],
    "source": [
-    "fig = figure(0, (10,8))\n",
+    "fig = plt.figure(0, (10,8))\n",
     "\n",
     "for i, exampleIndex in enumerate(testingExampleIndices):\n",
-    "    subplot(1,2,i+1)\n",
-    "    imshow(data[exampleIndex]['croppedImage'], cmap = 'gray', interpolation = 'none')\n",
-    "    axis('off')"
+    "    plt.subplot(1,2,i+1)\n",
+    "    plt.imshow(data[exampleIndex][b'croppedImage'], cmap = 'gray', interpolation = 'none')\n",
+    "    plt.axis('off')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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OO+fKdCfrWiOejhw5IlaSqzRfX/UC566hO+eTJ0/KOhXB6JIRLy4uyrpr167JuoWFBVmn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\nAIBBYwkAAMCgsQQAAGD8P6RBvjwYLMGEAAAAAElFTkSuQmCC\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x106337d90>"
+       "<Figure size 1000x800 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -248,8 +242,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (10, 8))\n",
-    "showMatches(rules = rules, exampleIndices = testingExampleIndices, \\\n",
+    "fig = plt.figure(0, (10, 8))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = testingExampleIndices, \\\n",
     "            data=data, fig=fig, verbose = False)"
    ]
   },
@@ -263,20 +257,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, \\\n",
-    "                                       whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, \\\n",
+    "                                       whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -287,7 +281,7 @@
        "(5301, 81)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -298,7 +292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -309,7 +303,7 @@
        "396"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -355,7 +349,7 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
@@ -369,7 +363,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.929069986795 0.113636363636 0.642857142857\n"
+      "0.9290699867949443 0.11363636363636363 0.6428571428571429\n"
      ]
     }
    ],
@@ -378,7 +372,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print accuracy, recall, precision"
+    "print (accuracy, recall, precision)"
    ]
   },
   {
@@ -444,9 +438,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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UQJn6Zpyt646ZqQyOd7Oy7iVV/9k36C6ejcqA6+pYky5mfd3tPtQzUBm0XU13ko2t2MtZ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\n8+dNy06ePJmWu6keXDj/sWP637S6Lnd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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x111ca1c10>"
+       "<Figure size 1000x800 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -454,8 +448,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (10,8))\n",
-    "showMatches(rules = rules, exampleIndices = testingExampleIndices, \\\n",
+    "fig = plt.figure(0, (10,8))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = testingExampleIndices, \\\n",
     "            data=data, fig=fig, verbose = False)"
    ]
   },
@@ -496,7 +490,7 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
@@ -510,7 +504,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.932842859838 0.138888888889 0.785714285714\n"
+      "0.9328428598377665 0.1388888888888889 0.7857142857142857\n"
      ]
     }
    ],
@@ -519,7 +513,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print accuracy, recall, precision"
+    "print (accuracy, recall, precision)"
    ]
   },
   {
@@ -540,7 +534,7 @@
    "source": [
     "trainingExampleIndices = range(30)\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)"
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
@@ -563,7 +557,7 @@
    ],
    "source": [
     "#How many examples of not fingers do we have?\n",
-    "uniqueNonFingers, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(trainX[trainY==0])\n",
+    "uniqueNonFingers, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(trainX[trainY==0])\n",
     "uniqueNonFingers.shape"
    ]
   },
@@ -576,7 +570,7 @@
    "outputs": [],
    "source": [
     "#Extract unique examples of fingers:\n",
-    "fingerExamples, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(trainX[trainY==1])\n",
+    "fingerExamples, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(trainX[trainY==1])\n",
     "rules = fingerExamples.copy()"
    ]
   },
@@ -596,9 +590,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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BPXwn+BQej76PreO/i3b7LNEXLteqi2XMoFC3mQNj0SmdKqnbc5lpUEIu/CC/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mtrK/b396O3vhPdla1YOnkXK/13cXx83JTd0ennBl3K6nB1O44++724/OLfTft5vvlVXK4+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\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/JDc6Xuuvz7a3t+Po6KgYa801ZtxYyqDFpsoAMhstR4T84G9V2qgXo5vKYIs8QMQxZB+l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\nocAAAAAbAgMAAGwIDAAAsBEDbUkjYd4DiQAAAABJRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x111a75b10>"
+       "<Figure size 1400x700 with 30 Axes>"
       ]
      },
      "metadata": {},
@@ -606,24 +600,24 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 7))\n",
+    "fig = plt.figure(0, (14, 7))\n",
     "\n",
     "for i in range(30):\n",
     "    fig.add_subplot(3,10,i+1)\n",
     "    imageDict = data[trainingExampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)\n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
-    "    yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][yImage==1] = 0\n",
     "    im[:,:,1][yImage==1] = .5\n",
     "    im[:,:,2][yImage==1] = 1\n",
     "    \n",
-    "    imshow(im)\n",
-    "    axis('off')"
+    "    plt.imshow(im)\n",
+    "    plt.axis('off')"
    ]
   },
   {
@@ -671,9 +665,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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waXvokYdM25UDsZtj9FzU9VpcXDRtKgFM3ehU7LlKCrvvvvtM2+7du03buXPn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\nAABN44EWAAAATfs/Qxbd93VsaH0AAAAASUVORK5CYII=\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x111ca13d0>"
+       "<Figure size 1200x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -681,8 +675,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (12, 6))\n",
-    "showMatches(rules = rules, exampleIndices = [0, 15, 25], data=data, fig=fig, verbose = False)"
+    "fig = plt.figure(0, (12, 6))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = [0, 15, 25], data=data, fig=fig, verbose = False)"
    ]
   },
   {
@@ -722,12 +716,12 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 30,
    "metadata": {
     "collapsed": false
    },
@@ -736,7 +730,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0 0.777833626539\n"
+      "0.1388888888888889 0.7857142857142857\n"
      ]
     }
    ],
@@ -744,7 +738,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print recall, precision"
+    "print (recall, precision)"
    ]
   },
   {
@@ -763,16 +757,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 26,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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Bb2txUJem3sIVsHUp2+qmobX4qtNyY+D63H6oPnfe3fbctXH06NG0/UMf+pBc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\npS+7aQBaUqXd9lrSzVtrQ7bWB+y6sry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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x115afd0d0>"
+       "<Figure size 1000x800 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -780,13 +774,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (10, 8))\n",
-    "showMatches(rules = rules, exampleIndices = testingExampleIndices, data=data, fig=fig, verbose = False)"
+    "fig = plt.figure(0, (10, 8))\n",
+    "supportFunctions.showMatches(rules = rules, exampleIndices = testingExampleIndices, data=data, fig=fig, verbose = False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 27,
    "metadata": {
     "collapsed": false
    },
@@ -821,12 +815,12 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 28,
    "metadata": {
     "collapsed": false
    },
@@ -835,7 +829,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.212121212121 0.552631578947\n"
+      "0.21212121212121213 0.5526315789473685\n"
      ]
     }
    ],
@@ -843,7 +837,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print recall, precision"
+    "print (recall, precision)"
    ]
   },
   {
@@ -875,7 +869,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 29,
    "metadata": {
     "collapsed": false
    },
@@ -886,7 +880,7 @@
        "(75935, 81)"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -904,7 +898,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 30,
    "metadata": {
     "collapsed": false
    },
@@ -912,18 +906,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PolyCollection at 0x111dbc790>"
+       "<matplotlib.collections.PolyCollection at 0x115ad21c0>"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+      "image/png": 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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x111dcc590>"
+       "<Figure size 400x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -931,8 +925,8 @@
     }
    ],
    "source": [
-    "fig = figure(0,(4,4))\n",
-    "pcolor(rand(9,9)>.5, cmap = 'Greys',  linewidth =.5, color = 'k', vmin = 0, vmax = 1)"
+    "fig = plt.figure(0,(4,4))\n",
+    "plt.pcolor(np.random.rand(9,9)>.5, cmap = 'Greys',  linewidth =.5, color = 'k', vmin = 0, vmax = 1)"
    ]
   },
   {
@@ -945,21 +939,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -973,6 +967,11 @@
    "toc_number_sections": false,
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning to See [Part 10 - World Domination].ipynb b/Learning to See [Part 10 - World Domination].ipynb
index dcd1777..279226d 100644
--- a/Learning to See [Part 10 - World Domination].ipynb	
+++ b/Learning to See [Part 10 - World Domination].ipynb	
@@ -18,34 +18,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 29,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
-    "import time, itertools\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "import time\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 30,
    "metadata": {
     "collapsed": true
    },
@@ -54,12 +48,12 @@
     "#Return to just using 3 images at training data:\n",
     "trainingExampleIndices = [7, 30, 46]\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n",
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#And two for testing:\n",
     "testingExampleIndices = [40, 41]\n",
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
@@ -71,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 31,
    "metadata": {
     "collapsed": false
    },
@@ -80,7 +74,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time elapsed = 2.212 seconds.\n"
+      "Time elapsed = 14.844 seconds.\n"
      ]
     }
    ],
@@ -113,12 +107,12 @@
     "            rules.append([i, j, 1, 1])\n",
     "\n",
     "timeElapsed = time.time()-startTime\n",
-    "print 'Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.'"
+    "print ('Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 32,
    "metadata": {
     "collapsed": false
    },
@@ -129,7 +123,7 @@
        "478"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -140,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 33,
    "metadata": {
     "collapsed": false
    },
@@ -151,7 +145,7 @@
        "25920"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -162,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 34,
    "metadata": {
     "collapsed": false
    },
@@ -173,7 +167,7 @@
        "25920"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -184,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 35,
    "metadata": {
     "collapsed": false
    },
@@ -195,7 +189,7 @@
        "[1, 40, 0, 1]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -206,7 +200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 36,
    "metadata": {
     "collapsed": false
    },
@@ -214,18 +208,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x110115910>"
+       "<matplotlib.image.AxesImage at 0x117b57040>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWcAAAFrCAYAAAANekj2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
+      "image/png": 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AoeoqlUplpCc3NDTEwoUL4/HHHx987uqrr47u7u544okn3vQ15XI5yuXy4OO+vr5obW2NDa/eF5OaThnFdADI71d9r8XmU6+M3t7eaGpqGva8Qnfo06ZNi/POO2/Icx/60IfihRdeGPY1pVIpmpqahhwAwNgqFPQlS5bE008/PeS5Z555JmbOnDmmowCAYgoF/Zprrom9e/fGDTfcEIcPH46tW7fGHXfcEe3t7eO1DwAYgUJBv+iii2L79u3x7W9/O+bNmxfXX3993HzzzbFy5crx2gcAjEChn0OPiPjMZz4Tn/nMZ8ZjCwBQJb/LHQASEHQASEDQASABQQeABAQdABIQdABIQNABIAFBB4AEBB0AEhB0AEhA0AEgAUEHgAQEHQASEHQASEDQASABQQeABAQdABIQdABIQNABIAFBB4AEBB0AEhB0AEhA0AEgAUEHgAQEHQASEHQASEDQASABQQeABAQdABIQdABIQNABIAFBB4AEBB0AEhB0AEhA0AEgAUEHgAQEHQASEHQASEDQASABQQeABAoFfdasWVFXV/eGo729fbz2AQAjMLHIyd3d3dHf3z/4+NChQ/GpT30qrrjiijEfBgCMXKGgT5kyZcjjzZs3xznnnBMf+9jHxnQUAFBMoaD/ttdffz2+9a1vxfr166Ourm7Y88rlcpTL5cHHfX191V4SABhG1R+Ke+CBB+LVV1+NL3zhC295XmdnZzQ3Nw8era2t1V4SABhG1UG/6667YtmyZdHS0vKW53V0dERvb+/g0dPTU+0lAYBhVPUl9+effz4eeeSR+M53vvO255ZKpSiVStVcBgAYoaru0Lds2RJTp06N5cuXj/UeAKAKhYM+MDAQW7Zsiba2tpg4serP1AEAY6hw0B955JF44YUXYvXq1eOxBwCoQuFb7Msuuywqlcp4bAEAquR3uQNAAoIOAAkIOgAkIOgAkICgA0ACgg4ACQg6ACQg6ACQgKADQAKCDgAJCDoAJCDoAJCAoANAAoIOAAkIOgAkIOgAkICgA0ACgg4ACQg6ACQg6ACQgKADQAKCDgAJCDoAJCDoAJCAoANAAoIOAAkIOgAkIOgAkICgA0ACgg4ACQg6ACQg6ACQgKADQAKCDgAJCDoAJCDoAJCAoANAAoIOAAkIOgAkIOgAkICgA0AChYLe398f1157bcyePTsmT54c55xzTlx//fVRqVTGax8AMAITi5x84403RldXV9xzzz0xd+7c2LdvX6xatSqam5vj6quvHq+NAMDbKBT0xx9/PC6//PJYvnx5RETMmjUrvv3tb8eTTz45LuMAgJEp9CX3Sy65JHbt2hXPPPNMRET88Ic/jMceeyyWLVs27GvK5XL09fUNOQCAsVXoDn3Dhg3R19cXc+bMifr6+ujv749NmzbFypUrh31NZ2dnXHfddaMeCgAMr9Ad+v333x/33ntvbN26NQ4cOBD33HNP/N3f/V3cc889w76mo6Mjent7B4+enp5RjwYAhip0h/6Vr3wlNmzYEJ/73OciIuL888+P559/Pjo7O6Otre1NX1MqlaJUKo1+KQAwrEJ36K+99lpMmDD0JfX19TEwMDCmowCAYgrdoa9YsSI2bdoUM2bMiLlz58YPfvCDuOmmm2L16tXjtQ8AGIFCQb/lllvi2muvjb/8y7+MI0eOREtLS/z5n/95fO1rXxuvfQDACNRVTvCveevr64vm5ubY8Op9ManplBN5aQA46fyq77XYfOqV0dvbG01NTcOe53e5A0ACgg4ACQg6ACQg6ACQgKADQAKCDgAJCDoAJCDoAJCAoANAAoIOAAkIOgAkIOgAkICgA0ACgg4ACQg6ACQg6ACQgKADQAITT/QFK5VKRESU+1470ZcGgJPO//Xy//o5nLrK250xxn72s59Fa2vribwkAJz0enp6Yvr06cP+8xMe9IGBgXjxxRejsbEx6urqxuUafX190draGj09PdHU1DQu1ziRMr0f7+WdK9P78V7euTK9nxP1XiqVShw9ejRaWlpiwoThv1N+wr/kPmHChLf8L4yx1NTUdNL/D+a3ZXo/3ss7V6b34728c2V6PyfivTQ3N7/tOT4UBwAJCDoAJJAy6KVSKTZu3BilUqnWU8ZEpvfjvbxzZXo/3ss7V6b38057Lyf8Q3EAwNhLeYcOAO82gg4ACQg6ACQg6ACQgKADQAIpg37bbbfFrFmzYtKkSbFo0aJ48sknaz2pKnv27IkVK1ZES0tL1NXVxQMPPFDrSVXr7OyMiy66KBobG2Pq1Knx2c9+Np5++ulaz6pKV1dXzJ8/f/C3Qy1evDgeeuihWs8aE5s3b466urpYt25dradU5etf/3rU1dUNOebMmVPrWVX7+c9/Hp///OfjjDPOiMmTJ8f5558f+/btq/WswmbNmvWGP5e6urpob2+v9bTC+vv749prr43Zs2fH5MmT45xzzonrr7/+bf/ilBMhXdDvu+++WL9+fWzcuDEOHDgQCxYsiE9/+tNx5MiRWk8r7Pjx47FgwYK47bbbaj1l1Hbv3h3t7e2xd+/e2LlzZ/z617+Oyy67LI4fP17raYVNnz49Nm/eHPv37499+/bFJz/5ybj88svjRz/6Ua2njUp3d3fcfvvtMX/+/FpPGZW5c+fGSy+9NHg89thjtZ5UlV/+8pexZMmS+L3f+7146KGH4sc//nH8/d//fZx22mm1nlZYd3f3kD+TnTt3RkTEFVdcUeNlxd14443R1dUVt956a/znf/5n3HjjjfG3f/u3ccstt9R6WkQlmYsvvrjS3t4++Li/v7/S0tJS6ezsrOGq0YuIyvbt22s9Y8wcOXKkEhGV3bt313rKmDjttNMq//AP/1DrGVU7evRo5QMf+EBl586dlY997GOVtWvX1npSVTZu3FhZsGBBrWeMia9+9auVj3zkI7WeMS7Wrl1bOeeccyoDAwO1nlLY8uXLK6tXrx7y3B//8R9XVq5cWaNFv5HqDv3111+P/fv3x9KlSwefmzBhQixdujSeeOKJGi7jd/X29kZExOmnn17jJaPT398f27Zti+PHj8fixYtrPadq7e3tsXz58iH/3zlZPfvss9HS0hJnn312rFy5Ml544YVaT6rK9773vVi4cGFcccUVMXXq1LjgggvizjvvrPWsUXv99dfjW9/6VqxevXrc/sbN8XTJJZfErl274plnnomIiB/+8Ifx2GOPxbJly2q8rAZ/29p4+sUvfhH9/f1x5plnDnn+zDPPjP/6r/+q0Sp+18DAQKxbty6WLFkS8+bNq/Wcqjz11FOxePHi+NWvfhXvfe97Y/v27XHeeefVelZVtm3bFgcOHIju7u5aTxm1RYsWxd133x3nnntuvPTSS3HdddfFRz/60Th06FA0NjbWel4hP/3pT6OrqyvWr18ff/3Xfx3d3d1x9dVXR0NDQ7S1tdV6XtUeeOCBePXVV+MLX/hCradUZcOGDdHX1xdz5syJ+vr66O/vj02bNsXKlStrPS1X0Dk5tLe3x6FDh07a721GRJx77rlx8ODB6O3tjX/+53+Otra22L1790kX9Z6enli7dm3s3LkzJk2aVOs5o/bbd0nz58+PRYsWxcyZM+P++++PL37xizVcVtzAwEAsXLgwbrjhhoiIuOCCC+LQoUPxzW9+86QO+l133RXLli2LlpaWWk+pyv333x/33ntvbN26NebOnRsHDx6MdevWRUtLS83/XFIF/X3ve1/U19fHK6+8MuT5V155Jc4666wareK3rVmzJh588MHYs2dPTJ8+vdZzqtbQ0BDvf//7IyLiwgsvjO7u7vjGN74Rt99+e42XFbN///44cuRIfPjDHx58rr+/P/bs2RO33nprlMvlqK+vr+HC0Tn11FPjgx/8YBw+fLjWUwqbNm3aG/4D8UMf+lD8y7/8S40Wjd7zzz8fjzzySHznO9+p9ZSqfeUrX4kNGzbE5z73uYiIOP/88+P555+Pzs7Omgc91ffQGxoa4sILL4xdu3YNPjcwMBC7du06qb+/mUGlUok1a9bE9u3b49/+7d9i9uzZtZ40pgYGBqJcLtd6RmGXXnppPPXUU3Hw4MHBY+HChbFy5co4ePDgSR3ziIhjx47FT37yk5g2bVqtpxS2ZMmSN/xo5zPPPBMzZ86s0aLR27JlS0ydOjWWL19e6ylVe+2112LChKHprK+vj4GBgRot+o1Ud+gREevXr4+2trZYuHBhXHzxxXHzzTfH8ePHY9WqVbWeVtixY8eG3Fk899xzcfDgwTj99NNjxowZNVxWXHt7e2zdujW++93vRmNjY7z88ssREdHc3ByTJ0+u8bpiOjo6YtmyZTFjxow4evRobN26NR599NHYsWNHracV1tjY+IbPMbznPe+JM84446T8fMOXv/zlWLFiRcycOTNefPHF2LhxY9TX18dVV11V62mFXXPNNXHJJZfEDTfcEH/yJ38STz75ZNxxxx1xxx131HpaVQYGBmLLli3R1tYWEyeevOlZsWJFbNq0KWbMmBFz586NH/zgB3HTTTfF6tWraz0t34+tVSqVyi233FKZMWNGpaGhoXLxxRdX9u7dW+tJVfn3f//3SkS84Whra6v1tMLe7H1ERGXLli21nlbY6tWrKzNnzqw0NDRUpkyZUrn00ksr//qv/1rrWWPmZP6xtSuvvLIybdq0SkNDQ+X3f//3K1deeWXl8OHDtZ5Vte9///uVefPmVUqlUmXOnDmVO+64o9aTqrZjx45KRFSefvrpWk8Zlb6+vsratWsrM2bMqEyaNKly9tlnV/7mb/6mUi6Xaz2t4u9DB4AEUn0PHQDerQQdABIQdABIQNABIAFBB4AEBB0AEhB0AEhA0AEgAUEHgAQEHQASEHQASOD/B9fVKG3pJe33AAAAAElFTkSuQmCC",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x106245150>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -237,8 +231,8 @@
     "ruleVector[1] = -1\n",
     "ruleVector[40] = 1\n",
     "\n",
-    "fig = figure(0, (6,6))\n",
-    "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = rwb)"
+    "fig = plt.figure(0, (6,6))\n",
+    "plt.imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = 'rainbow')"
    ]
   },
   {
@@ -250,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 37,
    "metadata": {
     "collapsed": false
    },
@@ -269,9 +263,9 @@
     },
     {
      "data": {
-      "image/png": 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6ymeDl3K8XHMvsVwC1XwMJboYUl76XxenS55/c3NzwO0MBTKWUWmJ/fcRoXik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\nEEJIWDPk5mHWpVWd+8FAzBJUphluWEvetmWLbZ9PuFKUphl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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10c865d10>"
+       "<Figure size 1400x800 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -282,8 +276,8 @@
     "#Try our out rule on training Data:\n",
     "rule = lambda X: np.logical_and(X[:, 1] == 0, X[:,40] == 1)\n",
     "\n",
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, rule)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, rule)"
    ]
   },
   {
@@ -295,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 38,
    "metadata": {
     "collapsed": false
    },
@@ -314,9 +308,9 @@
     },
     {
      "data": {
-      "image/png": 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jRgzvvj127Ng7u2/37dv3wvD/Lu5N2/yI+XCkbUxQrGhxU1OnTHLvWP+Bp4zN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\nrkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x111072410>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -324,8 +318,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(testingExampleIndices, data, fig, testX, testY, rule)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(testingExampleIndices, data, fig, testX, testY, rule)"
    ]
   },
   {
@@ -337,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 39,
    "metadata": {
     "collapsed": false
    },
@@ -346,7 +340,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time elapsed = 74.524 seconds.\n"
+      "Time elapsed = 418.947 seconds.\n"
      ]
     }
    ],
@@ -393,12 +387,12 @@
     "    rules.append([i, j, k, 1, 1, 1])\n",
     "    \n",
     "timeElapsed = time.time()-startTime\n",
-    "print 'Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.'"
+    "print ('Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 40,
    "metadata": {
     "collapsed": false
    },
@@ -409,7 +403,7 @@
        "218858"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -420,7 +414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 41,
    "metadata": {
     "collapsed": false
    },
@@ -431,7 +425,7 @@
        "[9, 40, 53, 0, 1, 0]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -442,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 42,
    "metadata": {
     "collapsed": false
    },
@@ -453,7 +447,7 @@
        "682560"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -464,7 +458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 43,
    "metadata": {
     "collapsed": true
    },
@@ -475,7 +469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 44,
    "metadata": {
     "collapsed": false
    },
@@ -483,18 +477,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x11707c690>"
+       "<matplotlib.image.AxesImage at 0x10bddc820>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110643bd0>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -505,13 +499,13 @@
     "ruleVector = np.zeros(81)\n",
     "ruleVector[9] = -1; ruleVector[40] = 1; ruleVector[53] = -1\n",
     "\n",
-    "fig = figure(0, (6,6))\n",
-    "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = rwb)"
+    "fig = plt.figure(0, (6,6))\n",
+    "plt.imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = 'rainbow')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 45,
    "metadata": {
     "collapsed": false
    },
@@ -530,9 +524,9 @@
     },
     {
      "data": {
-      "image/png": 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kpCT/26ahtrbWtR2qlTqZR/bphAkTbOlqo9r/holqr7nmSkWmd12L0OmGAP39wZVKQoYO\nrrQQQgghhBBCQpqQitOiwx9Nhy6v27G6mRS5PyMr82zeD0+IhoiyXSbH5AyeTlsicYu14s910Olh\n3GbW/O13LzNbqnp06OoZKbNhgQYIDCTQoEo/EwxUvoWSg+BxSIVK35OZmWlLG0ad33V7oeSUM0Cl\n1O540asEK6aQl4CiKs9PXgJZEkIIIcMN30aEEEIIIYSQkIaaFkIIISMSnZ4gkFUj3TGxsbH+NNEb\nisU1XbwYLytyCQkJ2jz+0tDQYEsHsqobFWVf1d21a48tHZA3P0Fzc4tjm04H5GUFXmd5QAgZOoZ9\n0OKPKZEOa34vgsuB0JmDybRbcDFtUDG53/KMlO5H/TVpsu7398Fq7Uudq+FgPqT9MfGT5y/bad0v\nTZ10xxJCCCGEkNCF5mGEEEIIIYSQkIbmYYSEMKrAnYEItVXlyOCSg1mtdCM4snI1Tne1ztr2Hyiw\n5xmittTU1Di2ydVTLyt8quvgj8MKf8r2cn8N1X1BCCGE+AMHLYQQQkYk0nS1vb3dlpYDMC8e8nQx\nReLi4vxpoidUQ9lUjdmyF/PqodDfNDU12dJy4kBlxizbJttlGPVBat1ZSktLHdt0HjnlfjmxA1DT\nQsi5ZMgHLW66BH/d8g5WAzMQuplEnTAzSM1AS4tTOGhFJzq1Pjx1bov9uS4St7J1LzCdTsVats5t\nsT9um4fKrSwhhBBCCBl6qGkhhBBCCCGEhDQ0DyMkhPHigtOLOYbKzEEiTWuGEi+uZ+V5qfQX0twn\nPT3dkSdopieimy+5/BJbenfnbschgZiOqFYB5SqrqlzdSizgTVPjpd8JIYSQ4YYrLYQQQgghhJCQ\nZtg1LVbkbKtuFtBNe+KvdsK6X6edCCSoVyDoZrp1GiBr/+m0JV68CA10rD+xVXR4EXH2obsu1mN1\nKxTUtBAy8tE913TvAVUeiXzuDMXKk6oFsl63uFSAM2AjAGze/KotHQw/cP48s/uQz+rMrCz7flQM\nvmGCxsZGxzZ/34uqFWHd/cJ3CyFDB1daCCGEEEIIISENBy2EEEIIIYSQkIZCfEJGGF5MXryYNLq5\nmx5qpGOAjo4O7TGq84yOjrKlCwoKB9cwPygvK7elVWZDXtx0ezEnCcTMSWVuG4jbeMahIIQQEgoM\n+aDFLVCX7oWpsz+1fpjpPtLkR5G1LPkBpYsIPVyaFn/ikgDuHpnkB5U8Z+t+t34G3PUwOi9Hur61\n5vcntow8Vmer7MUOmxAysghEf6h7z8jB37kaxOliT0VHRzuOGYpXla4dqvdQRIT9+ZuXl29LB0Nr\nI4foo1pb/S4jkMkeCTUthAwdNA8jhBBCCCGEhDQctBBCCCGEEEJCGmpaCAlhvGgXvLjlVJksSLOX\nqKgoR56hwkuwS4mqfcnJyfYNRo0jz1DNzJw5c8aW9mI25MXcRHU95bXykkfVHi/3jj8uzgkhhJDh\n4pwOWvx9ObrZkg7GzlT30SBf/tI+dzBYPzPGauLU+HOOunNwK0v3wetWlr8xD9xsiHUfWJ2dnQPW\no+sraloIGfnonjdyIKeK9SWfI7pjdPHEgoVOSymfhwkJCYpSKoPdLIc+1MugNjLSHkMmKONg8Qif\nO2emLd3VVew8JIjfHAPloeMKQoYOmocRQgghhBBCQhoOWgghhBBCCCEhzZCbhw3GLEu3dGvdr4qR\nYEUutVvTuhgR0hzAMIJn+289Q51Zlm5p280FtM7lr8psYiCc/XG2HU5TuoFdK+uQZUlNgyzLes46\ncziahxFCCCGEjBwoxCckhPASm8dLHi+2/PK42NhYz+0cLDExMbZ0fX29I488T5WteGJiYnAb5oJU\nMowWcZVUBBI4Mli4xW1yw4tYP1TQTUYEMjmhO//h0rTIuCutIu6IbNe4ceMUpXw46HbIs00Wk0Wy\nv1RONiZlZ9vSYdg36HZJTp+2O+HwElxVPhe9XOtQ/j0Q8nGHvz5CCCGEEEJISMNBCyGEEEIIISSk\nGXZNi5tLW3/d5brl1+lBrGXp2uFl+TsYSLeQg2Ewbhfl8rfOpaOblkbXLjfzDZnXTUsj8+vawSV+\nQgghhJCRAzUthIQQ0rmAaoDsJS6AF52ELDs+Pt5LE4OC1M+ozkFuUznMGDVqVHAb1odiLH3egrli\ny0ltMV4Gx7oJFlUeL7b2gd47/jpEIYQQQoYDDloIIYSMSOTgTbdKrEIXxFGugA9X8EA5sG9sbLSl\n5blmZmYOSTvkkFV3/tHRTu+ae/bYhfcBhWcWl3LhkoW29JGmI/bsimuvE95L5wdNTU2OMuT9QM+U\nhAwftJEhhBBCCCGEhDQhrWnxJ9aGv2W5oSvLn5gm/uCvy1k3sxI33Ym/5QarTSoGo2lxq9tfvRQh\nhBBCCAlduNJCCCGEEEIICWmoaSEkhPAiuNbZ4Kvo7OzU5pH226pSZWu8rDmqmldQUGhLJybGOfLI\nNkdFOW3lx44d66EF/qNa05tS32BLS8cAqusgVxK9rHiqVoVlOV6uebDuneHScASCrv1e9Cg6XYwX\n5xhDwZgxY2zpyspKW1qe+tPPPOcoYyhmJXWr2CptjWHUBb0dNSKYpBfPlDoPpF4sFEL590DIxx2u\ntBBCCCGEEEJCmmFfabHOfuhmIeUMl9zvNuOh8yLj1g5dWUOlj0hMTPSrHrdzkjOMOq2Jdb+//WHN\nL6+ZnNmVs5T+aJ507bLW5Y8eihBCCCGEhDZcaSGEEEIIIYSENNS0EBJCBKJpUSFXw1SaFll2c3Oz\nvn3aHN6Qi4hxcU5Ni4xLERMT7cjz1NN/s6WDNQujOk/ZPzotBBCYFz/VNfeijfGymujl3hmM58Xh\nRrf6Lld2VX2ru0a6vg+W9kuSkZFhSx86dMi9HUH4cXYrFqBvu+1WsWWjLRUbG2NLHzhQMPiGeKCh\noUGfSaD7jXj5vcp7iJ4pCRk+zql5mE4U6o/bWn/NfdzcJetefNIEKlgkJCTY0rJ/5MPSn3MO5oeI\nbJe1P/x1Wy0J1jUejKtlQgghhBASWtA8jBBCCCGEEBLScNBCCCGEEEIICWmoaSGEEDIi0elPvGgU\n5DYvuh8d/qocVFaxL7ywyZYePTrJlg5GOx3tUGxrb7fHI5J9mp6ebi/DqHeU4bcxruKAS1deakvv\n6thlS3u5jv5qWgKBGhdCho4hH7S4aQd0D12daNV6vAz0Jl3+Sqz6EJ12RNLe3u66P1CkGFmeg65d\n/uAm+JYaHn/ErToBuDwH2fduWiN/XEDrXk4j5cXi5cNE9aKV10EVEE/2QWtrq5+tCx6pqamObbI9\nsbGxjjzDeRmlls3LPSTzePloVmnm5P2rehZ4qUsepypH9+wkhBBCzgU0DyOEEEIIIYSENDQPI4QQ\nQgj5GHPPttWDdpnZ/MeM2//4xz/+SW5PTk5OUuVX0d3d3d3U1KT3rz/MhIWFGVFRUVHh4eHhET7T\nhO7u7u6urq6utra2oTGvUZCQkBDf09PT09LS4tn0IZBjRioctBBCCCGEEL+JiIgI7+7udgqZBuYN\nAJcPVXsCJT4+/r6mpqZfqPYZhlEza9asqw8dOrRzKNswYcKE8c3NzacAICMjI6O8vLyib194eHjY\npEmTJhUVFZ2wHjN9+vRpzc3NRwFg7NixY6urq08PZRvPNedU06KLO6KLpWE93t84JFatgP9izuAL\nIAF9IDR/RIPSLl5np26tW2e7LzU91v26gHtyv9QiWa+L7n5w08forn8oB8yzotIlyOuh+p140TfI\n4+Rk0o03Xu845tlnn7elVSorL78OKQcpKCh05Jk4McuWzszMcuT52c/us2/4f99w5OkWDQpXNFrm\nWXnppY48XV27bWkvmhbds8Urut+Rqj2q9nmpf6T8NgC9Vs1Ln3gJ+GlFFah1KJBNTUqyT2a3tbXZ\n0vff/6/OQv73AVuyR9znpriN3nprm6OIxsYfu7ZL9dsdCkpLSm3pQDSeuvvBy+9jpOghh4uenp6e\nO+6449/k9ieeeOKnAJruuOOO/7Fub2lp+WjYGhcAGRkZH+Tk5Hyttra2dsKECRPefvvt21tbW28p\nKCjYccEFF9z03nvvPTtUdZtnb8AWw3KjRUdHR/X09NSfOHEiBsJfhuWYZuMTcHNypYUQQgghhPhN\nT0+PCeABud03aGl5/PHHHftCmVmzZtVs2bLlXV+yAMBrhmFsAvDk+++//wsAQzZoKSkpKZ0wYcKE\ntra2trKysv4VE99gJEZ1zLFjx45PmjRpUlNTU1NVVVXtULUtVKAQnxBCCCGEEAXh4eF9A5WsmTNn\nzhjKuk6dOlXir4nXyZMnP6qpqfnYD1gADloIIYQQQsgwYRjGA4ZhmDNmzMidOnXqPxqGUWcYhgkA\nmZmZGYZhmH1pxbGvGIZhLlmyZLHcd+GFF15gGMZHhmG0+8poTEpKenWw7e3q6uq3RRw1atQo675J\nkyY9YxhGrWEYnYZhdBiGUZOTk/O/qnKWLFmy2DCMcsMwWnz56zIyMjaHh4eHAcCYMWNS5bknJiY2\ntLe399uC9u136y/DMP7VMAwzISFBee5ZWVk3+46x2XtPmDDhW4Zh1BiG0eXbXzNt2jSF3SkwderU\nVwzDOOM7j2bDMMqmTp3quCbBZsjNw9xsRnU2qTp7ZbeYHtIu259AXLqyTHNoxnpSd6Kzr3XrH39t\n5639o7PZltfNqodx2yfbqMpv3a+zN/YSOG6gYwPVFgw1XmzwA9G0eNE3SK3SiRPFrm0F1LMegSgi\nVJfuo4/sNuyf+9xFjjwpo1LsdSvKkWcu9SsA8LsHf21Ll/3mN448uueVqo/lc8eLXkR1PeWzwUs5\nXq65l1gu/mo+hhNdDCkv/a+L0yXPv6WlRdsuxz0n69SW4ETGMiorK7Ole7qc56b6PVgpOLTflu7q\nqnTkqaurs6Vlf8jbTPVkDcYddObMGVtaXksvvwn5O9JJALzEwJKE6rslxGgHgMLCwsUAHkHvT8QZ\noMoPDMO4E8BjALoiIiJuB1BlmuZ3Gxsb1xiGccA0zbmBlh0ZGdn/YCkvLy8Her2NmabZA8A0DONk\neHj41wBEdXd3P1hUVHS/YRh3m6bZ/4KaMWNGbmFh4S4A3REREd8EUATgKxUVFVW+cgaq+1MRERGx\nXV1drwBARETESl17TdN8wDCMnzY3N1+o2l9WVvY9ALjkkkt+1bfNMIwPAMw3DONweHj4bQCSu7q6\nfn/8+PGfzpw5c/zhw4f/2ZL3EIBZAPZGRER8HcClPT09/6+zs7NK17bBErpvI0IIIYQQ8nHl4czM\nzIdN04wwTTPgqLbp6elp6B2wVMbFxSV3dnb+X2dn55aurq7zx48f/wcAc66//vpPB1p+V1fXat+f\nhcXFxScBwDTNIgCIjo7+bU9Pz+TOzs6/dHZ2PtbT05MQFhZ2AsDo5cuX/7avjOTk5N8DQG5u7uzO\nzs4fd3Z2PtvZ2XmJaZp3utVdW1v7Vnh4+Bt96c7Ozm19/zTN/ghA/C233PJZ60afe+ppACrffPPN\ntwAgMzNzHYAFsbGxm3t6emZ3dna+3NnZ+aRpmskA2o8cOXJPfHx8HADExMREo3fAAtM0z/O15dvd\n3d0JJ0+eHHInCxy0EEIIIYSQ4aaxqqrqnsEWUllZ+Y8AsG7dui81NzfblkJjY2MfAIAXXnjhfo9l\nxWdlZWWmp6enzZkzZ3ZKSsqDADYD6Fq7du3/A4A5c+bMBpANwGxra/uqLCMmJmYOAOzcufNzfduK\ni4tjAaCsrGxqAKfoNytXrvwCADz11FO2QVFDQ8MVADB16tS/9G0rLy9/BEBXS0vLpxRFfQ1A5Jo1\na74K9LpVHrJGe2DYXR5bl1t1blll2m2p3183nW7t0JkwyXb9w+fODmS7//qUbZ8/ZgDR0dH2Y8X5\nSlfEbv3lXML3bmqlM6Vzuw66pXGdCZy13TozPVmW9VjdNfsEeAYkhBBCQpktnZ2dgzIL8/EVADh1\n6tSpnJycKWJf38fAsqioqMiOjg5X+/eDBw+uAFAKAJWV/eaS+5cuXfrFzZs35wHA1KlTrzt06BAA\nvKgqo7m5ucX3jZE8d+7cOQcOHDg4Y8aMb1RVVb3Z2Ni4afz48X9ITEz81eHDh48EcK6e2LlzZ19M\nmctHjRp2s8fhAAAgAElEQVSVXFdX1xdL57cAutvb239lyZ4MoEPRd8jJydn64Ycf4vDhw5cB+PGp\nU6dKfOZhsw3DKLrzzju/9+c///nPQbqOWujymBBCyMcCnXZNNamiy+PUNNqPX7nyUkeZW7e+aUtL\nkwYvU2xyXmXPnn229KJFC2zppORkRxl78vJs6YVLl9rS3d3y3PT9ExsbK3IEIbi5qHbN2jWOLO+0\nvONaRCATU7o4SqoJvJGijxwJ3HvvvYP2eBUVFRUJIAMA8vPzd7vljeyd6XQdtMyZM2f39OnTfxQe\nHh5++vTp0x999NFHx48f/1BkWwIAhmG8p2tfenp6OoCDb7311tspKSnrzpw5s7G0tPRLAL5kGMYb\no0ePvqG2tvaMrhx/aWxsbDIM40kAt1x00UUXAXjJtysNwP6PPvroFNAbnBK9Y4GIoqIieZ79HDly\nJL7v78TExBWNjY2PAfjM448//hiAXyxcuPDf9uzZ83Cwz0PCQQshIYQugCagX4FUHacSjzo/xux1\nS+Frbx57+tlnn3TkufHGW2zplzZvdOS5+urrbOmnn/6rI8/NN3/Oll6yZIkjT7L4UPOyfqbySdPQ\n2GhLNzU1OfLo+suLQwTVinAgH9aqa65rH+Du+GIg+FFGCAlVwiwvtzlz5riK7Q8cOKD1opGWllb3\n3HPPPa/JVgMApmmO15VXUVHRH9W+trZ2U3R0dPTSpUuXvvvuu08BuOzMmTPHIiMj04dipWLZsmW/\n2rlz5y0vvfTSPQBeSkxM/AIArFy5sn+VJTExMREA4uPjmyZPnrxioLKaLC/FhoaGRgA3ZmZmZpSX\nl38bwJc++OCDP0yZMqW6qKhoQ7DPwwoHLYQQQggh5JzTbnFjOXbs2DGKmCU2l5FtbW3thmE0Akjs\n6enpOXToUMEwNPNlAP8I4F70aj4GovPAgQMHrRva29s7ALwLYLxhGIcBzJg4ceJE9HoTCyo7duzY\naRhGLYArU1JSRjc1Nf0KQMuWLVse68uTn5+/xzCMnubm5nDZVh1lZWXlAL68du3aTa+88srLJ06c\n+C2AkT1ocdOt6GYYdVoTtxnAYC7hymOlS2BrTB85i/vudvuS9ooVdretO3a82//300/bvdNdffWV\ntrSc+a6qsnuXO3367G/bX3fS1vy6fnabndW5g5THyhljN7fNOs2Tmwtsf86BEEIIIcNPTU1NrWEY\nbQBiLrzwwgth+QhetmzZUgBL5TFZWVn/UVpa+puCgoJvh4WF3dLT0zOky8MbNmx43jCMBgBJOTk5\nF3344Ye2D72EhITnACA2Nlbn4esAgBkR0le7wLR8wKSmpqb4E0gyNTX19zU1Nf+Zk5OTs3v37tis\nrKytMk94eHhpd3f3hPnz59+4b9++Z1XluFFQUNA3UExxzRgEuNJCCCHkY4kXkzl/J7RkmaWlZY48\nssgPPthlS593nt3U8cDBvY4y5syxa1ZeeukFWzo/3+7B9dFHnU6YIqKibOnCAjEJ3dFhz6/4dsrM\nzLSlpQOUp59+0Ja++aZbHWXI2Ejh3e7758xwek6Vk4U6DYsXPYrOfFPVH9IhjpfYR8Q/FixY8MDe\nvXu/tWHDhhduvvnmm0+dOnVq+/btywD8Ar0f+jYzsNra2scA/AeAm03THL18+fJvf/jhhx+GhYWF\njRkzZszMmTMXbdmyZZNFjD5orrvuus9v3LhxQ1FR0ZYVK1bcVVJS8kZ0dHS0YRj3NDc3Xw+gwTTN\ndX3558+f/0RWVtbThw4dOtTW1ta2pNfe+ToAbX2xXwaivb29w7cqM7O2tvY7ubm5v42JiYnZt2/f\nfrfjAGD06NGP19TU/Ofu3bufBxDe0dHxDzLP+PHjLzp58mTx/v37nzEM4wezZ89+srKysjI2NjZ2\n3Lhx4/Lz8xeZpvkHX3mj6urqvj1r1qxHqqqqqpKTk5NPnjz5U19RP/beg4HBQQshIUQgOgkvAQK9\n1CVpbHTqOv7rv/7Tlp4xw2mGu3Gj3Rw4IsLZvldf3WxLJyU563/llZds6WnTnHqQCD+CxrrR1tZm\nS8tAm0Bgq7VePpolgQiIVXV5aY+qHK5CEkLOJQUFBd8DcDGAi5955pmnfZu7pk2b9h9XXHFFw0MP\nPfRba/6WlpbWMWPGzK+pqXkMwNU7d+7si6uCqqoqFBQUYMaMGTMBBG3QsmHDho033HDDDc8///zj\nO3bs+JPY/U56evpN5eXl/S+W/fv3n79///7b+9KbN28GgDOXXHLJp998881GaFiyZMntu3bteg/A\n144ePdpnkqZ9WB87duy4YRh7ACwE0FZVVVUt8xQXF59ctGjRoj179vwfgG8eOnTom337Tp06BQDV\nAP4AAKtXr179zDPP3FdQUPAvgM3CZ2N0dPSPdO0ZLBy0EEIIIYSQoHH77bff0SZng3wsXLjwublz\n5x7dvXu30uWvT/dxyfLly5fl5ubmNjU1Ne3YsWPH0aNHy6ZMmTL59ttvv2Pbtm2V1mNOnz5dA+C6\niRMnTsjNzc3NysrKqq+vr6+oqKg4ePDgwcOHDztn4SxMnDjx70uWLLlDt+ph5bnnnns+MjJy05Il\nS5bk5OTk1NfX1xcUFBQovI0hIiJi1qJFixbNmDFjRnd3d3dxcXFxXl5e3ptvvtm/3NnU1NR0++23\n36GqKy8vb1daWtr4ZcuWLYuNjY0tKioqAoC6urq6gY7pY/ny5ffm5ubmHj9+/PhAefLz8/eEhYXN\nnDNnzpycnJyc5OTk5MrKysqSkpISq9bl6aeffmbnzp07p0+fPj0zMzOzrq6ubu/evXv7gm4ONcMe\np8W6tCyXe/WuJt33u+WVuMU0kbPUunZYzQv/+lf7gDsjwz5j+967b9nSXV1nl+f/9jd7jJcbb7S7\nkvSNePvZtctucnDWLTfQ3Gw/Vuc1yLpfLqv7oz3yV4fkplPpEKYL0ixBttNtdUHWK5f4CSGEkI8r\nb36lZNZgyygry3PaQg7AE0888ceB9uXn5+8BsEdXxo4dO3YC2GndVlRUdALAiYGO8bnyPTXQ/oHw\nCfj9FvH7vH5t9/3T5XOcj5W2trZ2AAP2W2VlZRVEbJiWlpZWt2MAYPv27TsA7HDLAwA+LdAB378B\n8Q1QhmWQIuFKCyGEEELIx5iCgoLD57oNhAwWDloIIYR8LAgkuKRcSVcJuN3y906O2vnxj39oS194\nod1K5tAhu35WZTWwd2++LZ2ebl8dfvnlTbb03LljHWXExMTY0nK1WvaGjHsEADfddJMtXVdXZ0uP\nG5duSx844HQqMNe0OxWQwvubPn29LX36HWcgSdl2uVquW+VXobPeUF0XeX940ZIRQoIDBy2EhBBe\nPqAC8YjkJUilRJrnAUCvqfHAbQGAqKhoW1rlgUcep/q+kOceHu6sS5bz91deceRZfdVVzsIF8uNO\n9+GqQvWR5OV6yuug6tNAgkJ68WLkxTEAvSERQggJBYZ90GJ9IetmRmRazqxYX6Y6b0nyWOuHlL/x\nYeRHmLUd0dExA+7rrcverri4uP6/c3KmutY7ZcoUW3rcuHG29KhRo/r/fkfMVFljuPS2Y+CPWl30\nbbdo67rr4M819fdjydputxguQGAfpYQQQggh5NzAKTRCCCGEEEJISEPzMEIIIR8LnGaH7t4LB9rm\nhsyviunT6+TnLNLUUgbslnoNADAMe2BIYcGIJBHcSLV6LLfJFWhpNRAbG+soIzc315aWninj4+Nt\nacPQz4UaossLjx61pQfwlCvq8V/DIgmGHiUY7SCEeIODFkI+hnh5ceryqMzz5DaV62g3N9Z9eBFI\ne8ER0VqR56VNmxRb7SQUF9vSU6dOdeQpENHEW1tbbelAA0fqzFNVebwEHVWZagZLC0MIIYQMN8Me\np8Wf2Cq6l7B1dko3oxasjyTAOXsVFXV2Riw62i5C1n0kWGepxo61e3+R4mA5W5eYmGhLWz8gZQyh\nxkZ7wFW3GDlu/azabz1H3cyVzvOKtR1yFtDLrOlAeTkbRgghhBAycuGUGiGEEEIIISSkoXkYIYSQ\nEYluxVyaugVieifTskyVa/Dq6mpbWqV7sSJX6AH9CrdciVatcutWlJ1uxZ26GKlzkWmHp8YAdCKV\nlZV+HxMMD5CBuBL319toqLBo0aKFgy2juLi4uKampjYY7fFCdnb2pFWrVq0CgEceeeTR4aqXhC7n\n1OWxDt3DYDBlWfH3JSWxBuSSLxLdA876ArC6PwbsZmeA83xlfqt52bRp02z7mpqabGn5krCW7eaG\nWNUOt+sgXwq6vrXu110Xt7J1bpqleRwhhBDyceX1qoZ8fS53/mX1NbcD+JPcnpycnHTXXXd92+3Y\nF198cf3Ro0eP+VPfggULFj766KOPADCHe9ASHx8ft2zZsmXTp0+fHh8fPx5ALIDTx48fL9i6devW\npqamZl0ZweDWW2+9JSMjI+NnP/vZz70eExcXF/vlL3/5v1966aVHCwsLj+qPGDlwpYWQEMLLwNyL\n0F0O2lSCeZ1GSDX7K7epBn+yLrVnJP1spDx3LwEyVf3VLmbCVTO0KSkptvSyZcsceSoqKlzTXvrY\ny/X0MoOsmrn3cm10g3nAeb10qwSEkE828fHx8T//+c+/7pZn1apVrwLwa9DSx7lYvbrgggsueP31\n1//+xhtvqHZ3GYbxmmma1wx1O5588sm/AAjbt29fwZYtW1617lu7du3NL7/88tPymNbW1iM///nP\nJwJYBWDRULdxOOGghRBCCCGEDJr09PQM1fa33347YLOywThOCgZJSUnJHR0dHZGRkZHZ2dnZBw4c\neAPA1YZhHDZNc+YQV98BIHzfvn27rRsNw6gEMA6AY9AC4IcAfg9g1xC3bdjhoIUQQsjHAvlxI1e/\nVKtYOvNf3SyvavXMy4qWrl0602IvZrq6tst2qdohy3Az6QWAbkU73n37bVv6vffes6VvPHXKlpbm\nzABQUlJiSx86dMiWbmhosKVV/aH7+PWiT5F9posN9EmjvLy8Qp9rZFFfX993c7UBOJCQkDCpubm5\nFkBuWFiY0SMDLwUR0zSdwZN6GXBJ3jTN9QDWD02Lzi0hPWgZzMNA96D1R+MiH+TyWBlcy61eacLh\n5rZZhyzb+jCV5i4zZsywpaUexhowTAYP04k1rR8GUoDqj8triZs7ZMDdvEl3vc/1zA0hhBDySSQh\nISE+MzMzMyEhIaGzs7Ozurq6uqKiYkBvDKpvo6SkpMS0tLS0hISEhLq6urrS0tLSjo4Oh01sXFxc\n7IQJEybEx8fHNzc3NxcXFxe3t7c7vWf4QVNTU3NMTMxH7e3tU3Nzc28G8JR1f1pa2riUlJSU6Ojo\n6Nra2trS0tLS7u7uAT9+MjMzM1JSUlLa29vba2tra63ODs4777wFhmEYe/bs+QAAJkyYMH5sr4A5\nHAAWLlx4Xl/eAwcOHOjs7OxKT09Py8zMzKyrq6srKio6kZmZmZGenp7e0dHRcfDgwUOOBvjK6enp\n6dm7d+8+6/YxY8akZmRkZERGRkbW1NTUlJSUlAx0Lunp6WmpqampHR0dHXV1dXXV1dWn9b3pHyE9\naCHkk4bUE6h0CV4GXHKG2YvXJJ0TCQBoaWnxu32qWWbZPtVg1kseL5oR6d1JOrhQtVHGTAKAiy66\nyJYuKiqypWVsJACorbVbRHjRtKj6NJCAnSpk/apyvNw7hBASCIZh/AnAbceOHZPbHzFN84uqY+Sz\n7aKLLvpCY2Pj7xsbG60vzNLIyMjszs7O/gfYLbfc8tnW1tYnjh49ap0tNi+++OJL3n777XcGcx7Z\n2dldhYWFAND/QsnKysosKyt7EsDFVVVV1uyFixYtujU/P3+PdeOYMWNSa2pqXgGwpLy8vH/7nDlz\n7j148OBDALB3794dAKIBGABw7bXX/vtDDz10b1/eDz74oL/MsWPHjgNQXVlZeUdlZeX/fvrTn34e\nwA1jxowZY8nneKBnZmauKC8vfx/AAQDzACAyMjJi7Nixv66pqflSTU2NNfsHY8aMueL06dP9G0eN\nGpVcX1+/AcClVidPU6ZM+XZRUdH3Bu5F/2GcFkIIIYQQMuRERUVdlZSU9L+LFi1anJ2dPfnKK6+8\nCkAxgLuSkpJ+ojt+6dKlS959991HAdStWrXqipycnKk33njjTQD+ah2wGIbx+aeeeupJAEeXL1++\nIjs7e/JnPvOZGwEY77zzzutTp07NGcx5FBYWpgBAY2PjVgCYOHHihLKysv0ALgbw4NKlS5fl5ubO\nuOaaax4AkLtnz578WbNm2fQvNTU1TwFYAuCH2dnZky+88MKLbrnllh8BeGugep9++unvZGdnTwZw\nBgCys7Mn9/2rEaOLPvbv338AQCkAzJgxI1fub2xs/B0ALF26tH+A0dXVtbm8vPxLAB7Kzc2dMX36\n9NxVq1Z9H8B5NTU1u8LDw/vHD/X19Y8CuBTAg1OnTp12/vnnX/BP//RP/5OamvqKphv9histhBBC\nCCFk0Nxwww1/U2yueu655+4BANM0M+vr663LycVjx45dcvr06fLGxsavAPiGW/ktLS3/AACXXXbZ\nza+//nqfa68PATwrsv4RQHVcXNzy7du395kIFM+YMWNGYWHhkdbW1t8CuNLP0wMAZGZmfhm9Iniz\npKSkFABOnTr1ewCpAP7TNM0fWbL/21VXXXXi1Vdf/e3hw4ffBjAWAFJSUkaj17sXwsLC/uvEiRM9\n6B28vetWt2+Fo8YwjB4AOHHiRLGXNi9evPhPu3fv/o+mpqbfALjCuq+pqSkXQMfOnTufBYDrrrvu\nWgCrATxnmua9lqz/demll0586623Pn/ppZdeCmBbYmJiAoAbACAiIuLrx44d6wJwHMD7XtrlL0M+\naHHTEvhrduCWX1eWNH2xmoPo4oHoxHlWfYg0v5D6D6klsZpnyGOlmYhOH2IVIsp65s+fb0snJiba\n0m1tbf1/y8G6NK+Rx7a2tirboEKaF7mZq+gEj27B1QajaSKEjAx0z2pdzCnVMbr9XsTa8rmv02eq\n2qUT2nsxjdQdo3LTLdGdryxDVaZ0O56RmWlLZ0+ebEtLXSUASHMiGWvMixBfEoiTBZ0Z5iddL/n8\n88/foNh8ou8Ple6kurr6tGEYzQASVGVar9OqVatqDx06hDfeeONLAJT+iDMzM+8AgKVLl/50586d\nto+OI0eOFBqGgbKysuUeTgcAMGvWrNUAGgDkVlVV/UtNTc08X7tmA8CUKVMmA1gLALGxsb+Ux7/2\n2mu/A/BfANL7tjU2Njb2/e3TqPgfYdUP9u/f/98A7i8tLbX581+5cuWnAMTEx8e/0Ldt06ZN9wJA\nWlravRDU19f/AsDnt23b9iCAOS2Wj7opU6ZMATCkcWFoHkYIIYQQQgaNaZqG4t8Umc8wjCmGYfzU\nMIx836pBEgbwiGUdCK5fv/7HANoB3GQYRo9hGI4PawDfB4C8vLzjhmGslP98eZK9mogdPnz4tcOH\nD28/fPjwEzU1NfMBvB8fH5/Q09NzGAAyM/tH4W+0tLS0yuN93sWKACApKWkdAPhM2X4IAJWVleWG\nYRxLTk5O8tKeQPA5H2gBkHDJJZdc3Ld927Zt9wNAU1PT9ZbsV/jaNb+vz8LCwlaGhYWt3LdvX6ov\nz2wA8Iny7wOAo0ePHjEM40RycvKooToPmocREkJ4WREKxC2nypWpPytXfVhX5AC1aFyuzKnqlsep\nZmdlOV6cCahmOWVdqnJk/aNGOZ+5utVKlcMBWVd9fb0jj8RLOV5WClV5dCvBqvp1LoEJIcQr8fHx\n17S0tLwIoBtATVpaWsOoUaMKCwsLp8HFjW8fra2tbXFxcaNN09za1ta2BMBvDMP45Zo1a6559dVX\nXwOA8vLyGF/2593K6tb5IvdhmqbrA3fcuHHjfH9WDZTn8ssvb922bRsAZFvK/eaMGTP2FBYWPgRg\nakNDQ71hGDtiYmIua21tbRuorEBJSEi4s6mp6dnOzs5vAHg7IiIiHMB89LpyBtDryQxnxfqvWdo6\nYLmmaT44Y8aMo4WFhU8AmNTQ0HDGMIxDcXFxS5ubm1sGPDAA+DYihBBCCCFDypIlS9a2tLRsAlA6\nZcqU6aZpplVUVEw7cuTITAB1XstpaWlpbW1tPd80zcg1a9b8BkDEa6+99urEiRMn+LL0AEBMTEzs\nACs/hmmahlc9iI6Gs7aJUwfKs23btr5VFFvAxyNHjjxnmmba6tWr1wA4BmB5W1vb48Fol6SxsfFv\nALB9+/ZlAHDjjTfeiF6TvH/uy9NhmS00DCPMrf/Eebxqmmb6xRdffCmAwwBmt7S0bAj2OQy7psUf\ngmkbKgfU1rJ1s7XyWOmWtr29fcC8Mi1ns63ImWVZj9xvMYkEAMTGno1BNG/evAH3AU6XrlYdiwzi\nJVz3IUHEpXn8pZf6/77t1ltt++TMrgwaduLECVu6uLi4/285Q66b8XXbr7N9J4SMfAKJxySfM7q4\nVF5WQ724D9chn53y+e+m0+zD+m4C9M9QVTt12hrZLplWtW306NG2tDyXhASntEHqNAsKCmzp0tJS\nW1rqJwHn+Un353LFVdWnsg+9XAfSy+7du38GwJg0adIFH3744Umvx7m9r1999dWvGoaRDOC21atX\nrwbwaEZGxvby8vJr582b908AfjXohms4cuTIEd+fi1JSUkbX1taese6PjIyMAJALAA0NDe/J4wHg\ntdde+/vYsWPPP336dDWA64awuS8DWLtq1aqVW7du/RwAJCYm/l/fztOnT9cYhlECoC8ezICrRyre\neuutt2NiYs5rb29vQ68ntaDClRZCCCGEEDLUxALAaDFqXbBgwXwAA+ogPAz6qwGg2efBobu7+4sA\nkJeX999jx44dM4j2esLnQewlADhz5owjEv2UKVPWo1ezoxyw9NF1dtTc5JYPAEaNGtUJAMuWLbvQ\nn7bm5OR8zdfmm9DrvWxbQ0ODbQb8mmuu+T0AVFVVSY9snug5O7MRVNMwgJoWQkIK3awm4Jwd9BKw\n0IsXHJlWegESM7cyDag9/0jkbKTUygDe9BdeNC2yjV4CWaoCUMr6p02bZkvLmWDAuaJ56JAzGLFc\n2QxUuyMJtL+8BAclhBB/mTVr1uaCgoJ79u7d+8bixYu/hl5x+mf37dt3F3pNurSalvHjxz8UGRk5\nMzU19XcAijs7O69FrxC86ZVXXnkFACorK6sMw3gAwL+ePn26ePz48c+np6c/gd7BwIy2trZ/jI6O\n/hcZ7HEwJCYm3trY2HgKwI2GYRxetGjR9wA0VVVV3X/q1KnzATTHx8ev6cufmZmZUV5evmvRokWP\nolc7klZXV/cz326teVhsbOzzdXV19+Tl5W1YvHjx9wBE+FayXCn2mbMUFhbeCSDyoosu+m+Z57XX\nXvsJgNsAXGwYxilfG18GkAhgyeHDhz/b3t6+qKurqzslJWX0mTNnDi1atOhPADYDGN3Z2fmAr6gX\nZNmDJaQGLf66EnRbMtS9eK3H+ms6JJeDrR+IOvePMm39oJJmCjExMba0/LCTy98pKSn9f0+cONG2\nLzo62pZOS0uzpa0fTtIsTfadLOvBn539nfzl61+HG/IKf2rtWlu6oqKi/2/5semPSZcuL8XFhBBC\nyPBx6NChew3DyAawNj8//0+WXYvS09O/UVFRcfPixYsX7d69O996nPV9Xlpamgng0uLi4kstWWoz\nMjLmlJWV9Xs6MU3z3wzDeAbAG6WlpbeVlpbeZi3z05/+9CQAQRu0NDQ0NEZERKR2d3e/CeDC/Pz8\nv1p2PxceHn5zU1NT/8dUampqanl5eWp+fv63AXzbkvcXhmH8u66+ioqKrwC4FUBqfn5+n5tl7aCl\nq6ur2zCMHwD4JoCWHTt27JB5Ojo6OsPDw2f19PT8EMD9+fn53wHwHWueqKiocADdSUlJSWfOnEnO\nz8+/H8D9liyPGYZxl649/hJSgxZCCCHEK8GYfNBNcOhWIFU6Rak31MXgUulAdPV6mWzzN9aLanVV\np2FReRCUyFW/eKGLlPvlxBng1MEsXLjQli4sLLSlpV4S8Bbbxl8C0VF93CgrKyvHWY9TrpimefUA\nuz7r+9fPhg0bXpDlmqa5zmu7TNPchQFiv+j4+9///rqsW0dXV1c3gIu85D1w4MBB+Mzl3DBNM0a1\n3edGebRqn2maPwbwY5cyvwXgW271+lwZ/7vv34AUFxefBBDvlieYcNBCCCGEEPIxJuXUsUF7n/lj\nMBpCyCCgjQwhhBBCCCEkpBnylRY34aduWd6fZXt/l/ity9FySVwuTeuWtq1p3bL/mTM2T3g4697b\nqR2Rwl7ZLrm0PWnSpP6/MzIybPukPkYutVv7R2pnZJvlObZa8uumcuT+F19+2ZaeYRE3SxMLidvS\nvrze0owkVDUtOvMNFYGYhXgpWyXA9hLwUdalMjlx03b14fabHaguVXu8OA+Qx3kR4svfp9R6qcpR\nXQfZp2VlZY48XkxOArl3PommLIQQQkYmNA8jhBAyIpEDSTkYlvtVAzmZJxCvepLq6mpbWqdpkfGr\nAOdEk5xEkGWqdCASeYyXc2ttbbWl5WSS7FMZE0zVNjlpJAf88txV284//3xb+v3337elT57UhwGR\n5yvbpZoo0WlYgqGTIYSoCc3pZkIIIYQQQgjxwUELIYQQQgghJKQZdk2L132A3ibbugwr3U7qyk5M\nTOz/W8YsGTXKHphV2q7LgHHWIHNyaVwue6ts5fuQcVfkMnxCgt1znywrKSlpwHpl/8j91rLl+Ut9\njDRTsJb9m1/9yrbv3vvus6V/8N3v2tLWuCwAkLRz54Bt1rn8tKZ19v3+xHwZTtziCQ2UR+VyVZqf\nqEwWVMfpjpHlqkxSVCYVEi+aFmmq4UUbo6pblq1yLytNT1TPD91vSGrdAOdvVqWlkuY35eXljjxe\n3Nt6uXe8EKq/DUIIIZ9suNJCCCGEEEIICWkoxCeEEDIi0QnLvaALOCj3y9UyLx7rdOJ+L6uaOoG3\nKt38LPUAACAASURBVMijXInUBYJUrb7KFUVdf3nxoifrkSudKjG/P5YXA6G7P+R+lQdFef29eGok\nhAQHrrQQQgghhBBCQpohX2lxmx0ZrKZFNQvi9VirbuOSSy6x7cvMzLSlpeZlzJgxtrTVbl3WK+3c\nU1JSbGnrOcj4KCUlJba0nL2bOHGiLe0We0b2tbTrt858WfU+ADB+/HhbWs6KWbU4sp6Hf/97ez0i\n5gtEfyUnJ/f/LWfn5DnJvrbu18Vlcbt3CCGEEHLumTBhwgcAUk+dOjVRm5l87KF5GCEhjGrwrTPP\nUOVRCcB1ZgxeRPYqcxMpLFeJ42V7VGYpchCv6gvd4Fy1TZWnubnZllaJ6qXJimyzFxMfVV+MGzfO\nlpaOMAB7EFpAPeiW7VHl0cWYUG2jMJ8QosMwjKcB3OSS5aBpmnP9LbekpCQTwDhtxiFg5cqVW7Zt\n27YSmrYbhmECgGmaI/JhOW7cuLHV1dUVixcvvmXXrl3PnOv2uMFBCyGEkBGJbsU0kAGXHHzqAlSq\nJgTkYFWnYVENeOWAXHeMygOfLEPneVDl3VJuk4N3ea6q/pBlyAkRqYPx4mVPep6U3jYD0Td5GbB7\nmQQJRR5+OO0Pgy3jscemPLZ9+/YdmmwtAFTiqWbFtpHCnGXLll26c+fON891QwIlNjY2Jiws7IbR\no0ffVVJScpl1X0RExE4AYbt37/4pAA5aCCGEEELIueGLq/DFwZbx7rtZ7wJwHbRcd911t27YsGHj\nYOsKNfLy8p6NiYkZ39bW5pwdGAHMmTNn7u7du/8yevToErkvLS3t+vLy8kduu+22h89F2/xh2Act\n1pkdnScTOZMkZ1+sM2ByRmT06NG29GWX2QaWmD59ev/fOTk5tn3SPEPOLMmZN+uskZy5ssZOAZxx\nG5qamvr/ljM20jxGtkvOVln7QDcDKeuy9q00jZH1yr6ura3t/7uurs62L0K0UdYr+8tqKiNn56x9\nJdusSrvVO1JmxwghhBByTrkLwCPTpk37JYAvn+vGBJsPPvhgL4DF57odXuBKCyEhRCDmLF7ccqrQ\nmbCoNC1edBzSyYNqcsJtAqIPeV6BmNAA3gao0rQmkDarjvGiaZGTItIRBuAMPBuIK1bA2/3FAT0h\nZKhZsGDB/Ozs7JsAzAJQ1tnZuXnz5s0v+1PGunXrPgfgEgBlZ86c2fbWW2+9LfNERkZGXH311bcC\nWAsgGsCfNmzY8II/9YSHhz/R3d39yMGDB++aP3/+7/bt27ff67G++m8DcCWAKNM0H9+4ceOmgfKn\npaWNW7FixT8CmAdg+4svvvib8PDw8LVr1z4DoHzDhg33WPPPmzdv7pQpU24GMBtARU9Pz8ubNm16\n0Zpn3bp1Lxw/fnw0ANTU1KSuW7eu7/w3b9iw4ZG1a9deFRUVdff06dOP/uQnP7nfd8xfAMRv2LDh\n06p23nLLLT9obW2dlZaW9sr69ev7TQ/j4+Pjrrjiiq8AWAGg9tSpU7/Nz8/foypj2rRpU2fPnn0j\ngCUA8vPy8h4rKytzRle2wEELIYSQEYkcvOn0Jl68BuqcFegsAADnIFjW62VALtGVIQfwgFPnIbUj\ncjU7Li7OUYYcVMv+8DLg1610S72KnPgAgLKyMlt627ZttvTJkycdx+jaoUM1ySChJ0r/MQyjGsCY\nffv2WTffEx4eXtTd3Z0zwGH9LFu2bGleXt42AFazkO/cdNNNNz3zzDPP9m3Izc2d29XV9e7GjRut\nJi/roqOjT4WHh+e2tLTYb7wB6Orq6jYMYx2ADfv3738awEwvx+Xm5i7u6uraKuuPjY0tNgxjlqx/\n8uTJD1ZVVX1548aNfd/mnwXwQHZ29rqNGzeuA/C+NX9fPx44cMC6+UuGYZSaptnv9tV3LACgra0t\n1pI+BQB79+6dXF5evm7p0qU7LceMAbDGMIz/NE3zh/Lcnnrqqf8HIGrs2LF3r1+/vu98/72lpeW7\nGzdutM54fiErK+utioqKy7u7u/sfdGPHjl1/+vTpu44fP973AP00gH8LCwsb3dPTM+APddgHLdYH\nvO7loEtbHyjy4SLdAa9cudKWnjp1av/f0mRLPth1ZlvW89AFzXKbqZYPfze3xKr0QOWqkC8W6znI\n/pBumt1m0qWXI9l38sUqX5pWd9Ky73QvHJqHEUIIISFPU3p6+tzy8vJ+bwqGYRzr6emZumzZsud2\n7tx5g9vBeXl5zwCINwwjq6enpwwAZs+ePevNN9+s7ssTGxsb09bWth9Ae1paWnpFRUUlAISFhX2x\no6PjDwDeA7DQa4NN09xoGEYlgBmGYXzBNM3H3PKnpKSMPnPmzC4AbWPHjh1XVVVV7av/q21tbQ8C\n2ArgfMv5/zuArwKoHT169NTa2tozABAeHv7LoqKizQNU05GZmZlVWlpaZilnP4C5M2fOfO3w4cNr\nfG03lixZsmT37t15WVlZJSUlJRN057tixYr/2b59+2oA3wdgG7SMHz8+C0AMgOq+87r11ltvOXr0\n6I8AnDFNs/+j0TCMzWVlZWsBfAvAd4HeQefp06fvBlAUHh4+vaurq9vXNze7DVgABpckhBBCCCFB\nYOPGjRsMwzDlvyuuuGJVXx7TNCdbByy+bdMAIC8vb5lb+ZMnT84GMAkA+gYsAHDo0KGCvg9oAGhr\na3sLQM/FF1+8um/A4jvmYQCHAJy3aNEiz4MWAFiyZMmnAPQAeHTMmDGpbnnPnDnzOoCeFStWXG5t\nV09Pz68BHAawYt68eXMBIDw8PAzAjwB0pKamTu8bsABAd3f3PwNQmqOZpmkbsPi2zQOAI0eO+HVu\nkvfff387gNMAkJCQYBM6jxo16ucAkJWV9XUAiIiICH/yySd/DqAzLi7OFtjPNM2rAdQB+J++bXl5\neVcBwJ133vn9vgELAPT09DytaxcHLYQQQgghJBicBHBA/muRwryBcY3JcuLEiWIAjQCwdu3aq1yy\nLgVwSqVzWb169TcBYM2aNWs8tgkAkJeXtys3N/f/AKCmpsZ1pQXAIgDHfR//Ni677LLvA8Cll156\nKQBMmzbtCwCQmJh4+PTp0zUy/4IFC273p50+nAG//CQ3N/clAMaECRMesG4/dOjQJQBQUlLyZwBY\nvnz5cgDpAB5pbm52XOfMzEybpmX16tXbAeDxxx//j+zs7En+tImaFkJCCJ39POBNcC3xYpvtJUaB\nNOdTlaszpwScpn8q0z65Tdq9A85zV9nCqxwK6MrxImIPRIivsn8/c+aMLa0KbCn7XRWTw8v1k+el\nisvhJWBnqKJzNKA6Fy9xV/wtUxJIn8prJX9H8h7wEohW/hZ08VMApxmyztRW9RuU971su/QMWVPj\n+G7D0aNHbemioiJbWup3AkH2VyCOUfy9fz5uXHfddfd5cXm8ZMmSxbt3774dvSLsyTg7WNE+sOfO\nnfu1AwcOPPzKK6+8bBhGxZQpU37+0Ucf/aKzs7MLAGJiYvps/BMMw3hcUUQyAPzoRz+a88MfOuQa\nrpSVld0D4CoA1y5cuPC8PXv2fCDzWOpPGqD+MQDw61//ev6DDz4IANcCQFZW1p9UdVZXV1ertgPA\nokWLFu7Zs+cOnO3HNN+uQX/fl5eX/zOAO48cOXI9fF7TFixYMN9XR7/r61GjRi3x/TljgPOdCgCG\nYaw0TXPrli1btgB4A8BlJ0+eLDYMY+vKlSt/tGXLlq26Ng37oMX68JY/bn9fjtb88uG7YsUKWzor\nK8uWtroilt565MeI7oPGeh66j0P5cLamT58+bdsn+0O6T3Z7OMo2yo8n+QK05peaFvkicwtQJh/y\n8nzly8qt76UAVIe1bkbxJoQQQkIPwzBeAnA1gHoAz991112PNDU1NT311FNPejl+//79T+Tm5r7v\n01BcX1RU9BMAXx0/fvyKkpKS0pSUlKXl5eUAkArgDpeivK7+9NPQ0NC4ePHif83Pz3/8gw8+eAtA\nEoAPAfQ7EIiMjFzh+9ZJ19Tf94E0zfd/vT9tMQxjA4Dr0Lvy9Nzdd9/9eENDQ4PXftRRX1/fYBhG\nE4Cx06dPn3b06NFj9fX19wHA+PHjb+zLt3nz5im+Py9TlWOhCgC6u7t7wsPDV11wwQU3vvPOO78A\nsHLr1q2Xp6en/7miosJ1VemTPSVACCGEEEKGhcTExPXoHbA8Gx0dnWaa5hcefvjhR5588smn/Cmn\nsLDwqGmaN4wdO3YcgOcBTCgtLX0YAHp6eo4CQFxc3AemaRou/wIKuLl79+4n0GsGlzBz5swbcHbw\n0d88AEhISHhHU/8/+/L3mU951qFkZmb+Cr0DlhdjYmLGmaZ55/r16//gbz964E4Axpw5c/4FAIqL\niz8FAKWlpaWWPBUAkJOT81nN+fa7Oevu7u55++23nzZNM3PatGnTARiVlZWfv+aaa652awwHLYQQ\nQgghZMhpamr6PAAYhnFzMKLLV1VVVaelpfXFLrkSAPqE9y0tLZMHW/5AhIWFTQFgHDly5LfwrSD0\n0djYWA4ATU1NszwW92cAOHLkiDImSmlpqSOgZXl5eV8/Xtfa2uq0wQ4Spmn+DQBeeOGFNcuXL1+G\nXtO2b1q9fF122WXbAeDDDz/810DqOHr06DEA9wBAdna2q86ImhZCRhjS9E9lVhlIoEEv8SfkNi95\nVFoPiRdbelUcCtU2iRedkJe4Gbo4GSpbfp0OAXD2j8osUsbPUNnve7kvJCNJr0II+VhgAsCKFSuu\nAtAfTDItLe0+rwUkJycn1dfX98dXSE1NTa2srASAg5ZszwO43jCMl2JiYj4jP+yjo6Oj2tvbnQ9t\nj3R3d/cYhvE79Go9zldkeRHApwzDeDY6Ovof5AAtKioqsqOjoxMAjhw58qphGJ0AMtasWXP/66+/\n/pO+QcG4cePGAvimonwTAObNm3ctgH4NUU5OjmOAAwC7du3aZRiGWVpamhAWFmboXAsLdgJYtnPn\nzn8CgIyMDJtuZdu2bW8YhnEcwGLDMD4fFhb2F2tMFqA3yKZVc9Td3d3dl/YxCwA6Ozut19DBkA9a\ngvlSdBMASvGqNQ4L4NSDWLUUUsMhX/7yQ0N+TFk/XuQHiPyQkXFMrPoqWU9ycrItLePHSKx16wTK\n8mPKWrY8P3lObvFk5D55zWTMF/mBduLEiQHrDURkO9A+al4IGfnoBtG64JOqY3SDZV18MS9lBPJe\nlM9s6cBBvuMA57tNOsCQ6UDQaUAB5/nL96AMHKkKFLlnjz2othTrBxI4VCeaV90vbvHiAG+OUT7J\nJCQk/HdTU9OP33///Y2GYTwMoBrATQAyAdSgV4cyIIsWLVrY0NCQbxjGq+iNtZKJ3oFD9+zZs7/V\nly88PPym7u7uAwCubmtrqzMMYxOAvejVmSwHEI5eD18BY5rmPYZh/AOARLkvOjr6xvb29v0APtPe\n3v4pn/5kP4AM9A5y2gBc0Jd/6tSps44fP17w97///X8B3GIYxgvoFbB/DsADAGyrGBkZGd8tLy//\nxb59+54zDONR9Jpo3QBgInpdFY+Bk2YAo0zT/MgwjDevueaap1988cWXdOc5b968u/fv378PvaZi\nu1VR62fOnHnt4cOH3wPwx56engcNw3gSvcErJwFYC2A9emO+oL29/UEAtxqG8RSAE75+WAug7Ikn\nnniiL1ilCpqHEUIIIYSQIaexsfEnd99999cAHEPvYONLAHYkJSVNAPAu0O+hSklN72j1afSK178H\n4GYAr15++eWrDx48uKkvny+K/ewrr7zySwDyAawG8AP0eupq/PrXv/5/wTifZcuWXaHa3tbW1h4W\nFjbz8ssvvxfAB+j1OPYDANcAOHPfffc9Y81/7Nix45MmTZoG4AX0Djy+CWDqtddeuy4rK+uXvmz9\njgPKysp++eUvf/ke9Opn7kaveVV+SkpKNoA3AWDx4sW2QVlmZmYuegd6owCsjvE4a1FYWFgIoAMA\nrrrqqu+r8hQUFByOiopKj4+P/wF69T53AvgOgJUA9lxzzTV7+/Jee+21bwDYB+Czvj6ZnZCQ8FBi\nYuIM3eoXzcMIIYQQQkjAmKZ5M3oHEFrWr1//6/Xr1/9asWudotw0a7q4uPgkej92tfhMoNb7/vnN\n1q1bV+ny7NixYycApemGz0TqId8/Lb5zu15uv/zyyy8rLS3FZZdddsq6/aGHHvrdQw899DtFUTcq\ntsEXiPJCub2srMy1jT7TNndTHwC+Ace3fP8GZOPGjU8BCMhhAFdaCCGEEEIICUHeeOONPwBAUlKS\nNv7Nx51hX2mx2pBKG9TB6F+k7W56erotLeO4WO1/pchVBm7VBXK1ai+kdqS5udmWtmo2AMDnSxwA\nkJGRYds3bpw9MKy0k3bT3ugC80kbYxkvxYo8f2mPbN0v88p2TJw40ZaW98DBg2c1WFJsrIvrY03r\nxNdeAg6eC7zYXHux3ZYEIsT3EpBSlUfepyqBuvxdjB492pFHarhU5y3LVrVHnleggn6psdJpvQDn\n70EVIFNeY5UQX2r2VM/KQJ6fXpwkhLL+KxDnAxJ5jJd7QYcuqKisQ+VYQd478jrI95YXBw7yNyXf\ni6rnjU4PKdteW1vrKEOiex6rrmNqql3qUFFR4VqHl9+ILmCs6rmpc1gSyr8XEtqMHj36C2fOnHlM\nbHsVvdqWDzdt2rRJfeQnB5qHEUIIIYR8nJlcOejR1B//GIyGEBWGYTwB4HafqN5GWFjYye7u7qnO\noz55cNBCCCGEEELIOcI0zTvS0tK+MWvWrM+hN8hkOIBjx48ff/jUqVMl57h5IcOwuzz2Z/letwxr\nLUuaLB09etSWlu4grU4T5JK5rFcuh0vTlvr6+v6/q6psMYYcx0qzAasLYGkiI5f7pUmBLNttWVrW\nK51GWPtSltvUZA/2Kvvaukwvr1Famk1D5zADkGVZTWz8dR3pdv5yH5fwCSGEEBIqVFZWVgH4xblu\nRyjDlRZCQggvg3ovA65AbPvlIFFlZy/t1VUaDS/BHGUeOREAOCcTVDb7cpJAhTxO5eVRblNpPWQb\n5SSC6hykzkXVp6NGjbKlpc5A1Z6SEufEm0pTI/ESY0QykgJQyrbq4nCojtFpu7xMxMnfhbzucr9K\nryXzSN1mIPe11JvJc1O1Q05a1dXVuaZVZcjroKtX9YyTMb50cctUZejq0V1rIDDtHyEkONB7GCGE\nEEIIISSk4aCFEEIIIYQQEtIMu3mYdWlV537QH7MEaZrRG8DzLOPHjx+wHVJnIZd7pWmGXC63alqq\nq6tt++Q5yCV+a1plFuLWDjd3n9J0RS7PS1eY1vzSxaXUnUgTIWt/JCcn2/ZJ0xed+0w3d6PBvF9G\nkskLIYQQQsgnHWpaCPkEoBqk6bQxKr2KHLDKAS3gHIiqdAXStl6lIZEDXlU5XuKMSLt+VYweOWGg\n6hs5oJb28Spbfi/27jIGi+wbwHktVBMcXjQtEtV5jqQBvRfNig7d70CnYVH1l/xdnDx50paWTlfk\nJJIqj9RwyHtLdV+r7iUrugk5ACguLralpZ5K3os5OTmOMmQeOXklY66ofjfSmU4g96m/11qVX26T\nfRyMOD+EEDU0DyOEEEIIIYSENBy0EEL+f3t302rXdR5w/GknlizJliwL+Q2EZ/4AHnWUQRPaBLej\nBjrNoASc0klDOgsUCoGSkJBBpoVAIdBRIZ+hs07siU0ENliS9a4r6yWqW+jIYu3/fu5+1t733Kt1\npf9vdNc5+/2cu89eaz3PWpIkSUM78vCwNoRiad6ViHVzabCb++OPP56U33333Un57t27T//OutWX\ntr0UksJhKBniwq7k9hw5LCZzVhhCwONuu9yZ43P+/PlJeSnU5dGjR5P32HV/5cqVSfmtt956+jeH\npeRnyNAhhtS0YQFLOTvZtpdwP7sIK5EkSdLR8MlNkiRJ0tBMxJcGwgTUbGJGvtbT47SrZZiIn03u\n2JMgzOTzLImd58nk3Yj5aHXZhHNMxM8m4WMPabadauI5nlPEfLTAzLVr1xa3mx1fdg7ZxJW0JXl5\n5Mnz+J1leUsP69rJA3sml7x8+fKkfOnSpUmZSeYR88+4Gl0yO06eP3vY2fPN72LEvKf99u3bkzJH\n5szuI1W0AtfJrgcHmuBn2TOa5C4S8at1jtNAFtJxY0+LJEmSpKEdeU/LmjyENXkHbB1jCzBbi9pt\nM8+kalHlObStoGwhYk4LW77abbPV69atW5MyW9rYgt3msTCnhftdmvOlmpeF59+2CPKY2LLH1nLm\nz7TXoGqxWvpcsh4KSZIkHU/2tEiSJEkamjkt0kC2xEfvKl+Fsp7Ovb29SZnx7RHz3raevI6sZ4z7\nz2L6ue1skj72nGbnxW1n+QFVzHyWZ8Je3AsXLsyWYa8oe4Uj+ias2xJ/37OdLd+do8Lz4WfL71X2\n2XMbVR5Mz/VgT/ann346Kb///vuTcvbd4XeQ36We3mQeB/NC2JvPSTAj5j3vvF4cMTLLPcsmqm31\n5JTxWHk9qtFII3bzXa7yprL8PEm7YU+LJEmSpKEdek/LUitV1VJUtZy0ZbZ+sHWIrTQXL17cd7ts\nKWaLF1vF2pamquWXLV3tvtm6xFav6jjbuWfY2sV8GY740i7P1nO28r7xxhuTctZK+A22OvH8OeJR\nW66+H1Ura2vk1mJJkiQts6dFkiRJ0tDMaZEkHUtVPgr15E5Vo1ZuyQt68ODBpHz16tVJmbknPftl\nmb3Y2TLscedxZXljzDdhDhYx1yRiHnFQRQ1wVMmIupeen/0uRpDMtsFjZySC87RIh+eZVlp4Y2cY\nVk/y6X7Lcls3b96clNubNRMJeePmTZs34HZ53nx5jgwBa29w/LE8d+7cpMwfNm6rLXO/3DbD59pz\n4DDNPCcO69xea/5wMAHz3r17kzJ/iNofxGqoaZbbH5hqksZRh0TuScTnZ9kz+V8WHlf9f2UPb3xQ\nyBLxGSKZPQj1JBVzqO3XX3+93FeWiE/ZAyK/t9mDV/UdyibR5HZ4r4mY/4989tlns2X4EJd9dj3h\nklseqEb9X5EkvVgMD5MkSZI0NCstkiRJkoZmTosk6VhaO69RT3hcldPCcLks9JL7YQgg5+LJcjiW\nwnCz4+gJp2ZoZBVynC1T7TcLV2WYZBXKyFybiPk1ZG5NTwjw2nylnu9LFcYsaXcOvdKyJoa6mrxt\n6WbAGxRj1G/cuDEpt7H4r7766uJ+lnJHIqY36eqGtTSMM987c+bMpMxhjJkrcOrUqX3f448Af4ja\neHzmBTBWn0Mct+fAHzDmrPDHeSmnpYqlX8ppqZYdVU/+QM8P65YHq56kZibyZsm/58+fn5SzBwUe\nX3YO/N5lD1Q9k9L1nFfPfYoPXtV3PWJ+vbIHOu47Owc+5PY8oGbnZJKwJOm4MjxMkiRJ0tCstEiS\nJEkampUWSZIkSUM78kT8Nra+mqRpzbaIORuMCf/kk0+e/s2cljY3JGIel740vwzPoYrdb8tVDs+a\nOWCY01LF47fXgDkIVZ5FmyPAa1VNRLY0j8tBkmqreTeOS46LpH5r53bK1iHeS3h/7JkDifu4fv36\npMycy4j5HERVwns1sWaG+8gS4KvfNOZa9txbuQz3kc2lxN8S5kf2/G5VuX493xfaso6kbRw9TBpI\nz+ATXKZn1uZsmerHNVuneoCLmCeS90xymB0LH8qyJPZqkIiI+XmwYp0tkz0AVg+J2XZ7Jq3kA1p2\nvZjkv2XAhl4m60uSRmR4mCRJkqShWWmRJEmSNLRDDw9bE9+5JR55v3VZZjzsF1988fRvzofC0Iu3\n3357Ul6K8WUYB8NXlkIvuC7DRqqwjfb6MAyFISdr5pqpQmfa9xkiw5wVlu/fvz8pt3HKVQiMYSyS\nWtVvyJZ7xpYJB7lf3jN532POZcQ834STTTJvkeVMdS7MT4mY/y7xHs9yFlrJ17hfbiObbPOrr75a\nPK4tn231jJFts3qmMadFOjzmtEgD6amo7+KHdeu++WB09uzZ2TJZ3gaxQs4JTbP9Z5VY5plwEI2I\n/EGMqsTpbBk+aGX74TFn+So9D2w8z57P10q9JOl5YniYJEmSpKEdek/LmuFz2TLIddcM8chtsWW3\nHWKSLZtsMWWIF7UhTxy96OTJk5PyUis5rw2Pq7o+7TnyPbZ+s8W8vZZcd2k/LPOY2YXP9+/cubPv\n+z0jJLWWWp+3DAcqSZKkMRgeJkl6LhxFSFzPcN1s6GGjCRtvrl69OtsGG8AuXrw4KbNB7LXXXptt\no8qtYWhiNk9LFb7I97M5VvhadT2y+b2YB1QNA559F6qG0J7vT7VMFgIqaTf875IkSZI0NHtapIFs\nGZmop0Vxy0zgGYYZchS6DBPYs9eyEEyeQ5boXs3WHTE/92ySymrkvmy9nkT8atSkbL3s+Hidt45Q\n5MhGkqTj6tArLWvyEqof1DUPWWuGMuQwvJcvX17c9nvvvTcpnz9//unfHKaSDyRrhuDkg1N1fdqH\nHT748GGTn8vSkMdVflDbtc/z5bLVQ2a7L0c/kiRJUoQ9LZKkY2ptw0bWiFblIFSDyWTbrAZNYeMN\n8zUi5nkdnKeE7t27N3uNPZhsROI+sl7RKu+FDVU92+A61dwvERHXr1+flKtGvZ7ckirnZ0vPpI1t\n0uExp0WSJEnS0OxpkQbClr4sv6FHTx4H98UW0mydngkoud2sJZqtpNmElNx21vrKFtts1CG2Nmf5\nM9xOT1grr1dPzk2WK8Nlsgkyz5w5Myn3tCJny/RM2ClJ0ogOvdLSMzxk77pL5bXduO26fJC4du3a\n4n750NPmxLT5LRHz+VC4brvtNXkn1fu8HtUs5e0DDpflQyivV/swWQ1/yYRnPrC1x70m/6d63wRk\nSZKk48vwMEmSJElDMzxMkvRcOIzE6SoUL1u/ihJgKGGWiM/XOJkke97ZIx4x7+lf6iWPmI+kGTFP\nvGcIJnvPszDJaj9ch5NNRkTcunVrUt6SNH+Q3vpvVBEQkg6PPS2SJEmShnbkPS1LLRlrW0HawoTU\nngAADIhJREFUMlvD1myL67IFZ29vb1L+6KOPJuWrV68+/fvSpUuT986dOzcpM8m23ReTbdn6xFwT\nHnfbqsb3qpyWNrekallki1Z7nFWrG4ftZItae5zVMKEHyY8aNcelJ8G6asWNWJ7/Zum16n1+nnfu\n3Jktw7yuLNmbr2VJ9tVAARHzSRf5/YuIeOWVVyblrDW5p6WXr/F42KodMW8dz5ap/q8j5t/X7Fps\naWnOPuNR/zckSS82e1okSZIkDc2cFknSsVT1Ch1GD2vPNqqhpdkjyN78iHkOx4kTJyZl9shluSTs\n2eNxsPcw6znlpJXsFeW5ZL2m1TIsZ9eDOT7V0OpZD281AmfPkO5OHik9O0c+5HGruvmvGfK2J+yh\n1d7wq5Ac/hgslRm2wdAUhoe1+3755Zcn7zFspCq3P2o8RobR8P12KGZej2qm4facmaTJHxr+APJ6\ntcfJ88vmuNhPFfJnCIwkSdLxYU+LNJBdtfT1TBq4tpU6Yl5xvHv37mwZVr57ZMfLCu3jJM/k3377\n20n5wx/+cLYMc2yyfBC2OGctvVkrdOvChQuz106fPj0p91SWs+PjZ5Fdr56JI3u+O2vnR5Ik6SiY\n0yJJkiRpaPa0SJKOpV3krBxk1Mr91q/m7mCPJcNmIyJu3749KbchvBERXyPE99e/+c1sG//8059O\nygyTZQ9j1nPKeVp4jblNhghHRDxBzso//uQnk/I//fjHk/L169dn2+B2qxESs+9CT0929X712fb0\nckva5tArLUs3heoGUv04tMuvDWFYymmpbsq8KbXD+PJHgD80S0Og8mbIsBa+zyTLNl+Gx8HcGv5o\ntufMXJKD5LTwx5hlXts2L4fHweu+lItUJVxKkiTp+DA8TJIkSdLQDA+TnkPseeyZtLLaRsS8hy5L\nTueEqtXEphF5yAX3lSWo//m3vjXdzh/+MFvmyy+/nJSz3l+Oppcl4jN0hr2m77zzzmwdXvesx4/n\n2TPRZnYOPUO+bpmA0pH2JEkjsNIiSXousTKcVXyrMOWlcNiIvpwWLsNtMH8lYj7yHCuhf3z8eLpC\nchysfLNy3jNqXhv+HFGPDpjltDD/hsfKofGvXLlSbpfXkJ9TT0MNQ6y5D4Z3Z6+xkcFQZOnwPNNK\ny9oEyLXvt5aGA127n6WWx6pFlD8S7Q2PN1nu980335yU2YLd3kx5Y61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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x11a8262d0>"
+       "<Figure size 1400x800 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -540,13 +534,13 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, rule)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(trainingExampleIndices, data, fig, trainX, trainY, rule)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 46,
    "metadata": {
     "collapsed": false
    },
@@ -565,9 +559,9 @@
     },
     {
      "data": {
-      "image/png": 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P96SeJSUlGwBg5cqVV6E9n9fv5CzUoUOH/j8AePfddx8fPXr0l+Q58vPzh3fe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\nAwAYSBgAwEDCAAAGEgYAMJAwAICBhAEADCQMAGAgYQAAAwk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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x119e929d0>"
+       "<Figure size 1400x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -575,8 +569,8 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 8))\n",
-    "testLogicalRules(testingExampleIndices, data, fig, testX, testY, rule)"
+    "fig = plt.figure(0, (14, 8))\n",
+    "supportFunctions.testLogicalRules(testingExampleIndices, data, fig, testX, testY, rule)"
    ]
   },
   {
@@ -588,24 +582,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 49,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
     "import operator as op\n",
+    "import functools\n",
     "def ncr(n, r):\n",
     "    r = min(r, n-r)\n",
     "    if r == 0: return 1\n",
-    "    numer = reduce(op.mul, xrange(n, n-r, -1))\n",
-    "    denom = reduce(op.mul, xrange(1, r+1))\n",
+    "    numer = functools.reduce(op.mul, range(n, n-r, -1))\n",
+    "    denom = functools.reduce(op.mul, range(1, r+1))\n",
     "    return numer//denom"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 50,
    "metadata": {
     "collapsed": false
    },
@@ -616,7 +611,7 @@
        "1663740"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -627,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {
     "collapsed": false
    },
@@ -636,7 +631,38 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.0% done! Time elapsed = 36.25 seconds.\n"
+      "1.0% done! Time elapsed = 173.952 seconds.\n",
+      "2.0% done! Time elapsed = 339.73 seconds.\n",
+      "3.0% done! Time elapsed = 511.629 seconds.\n",
+      "4.0% done! Time elapsed = 684.43 seconds.\n",
+      "5.0% done! Time elapsed = 858.414 seconds.\n",
+      "6.0% done! Time elapsed = 1034.508 seconds.\n",
+      "7.0% done! Time elapsed = 1204.527 seconds.\n",
+      "8.0% done! Time elapsed = 1370.654 seconds.\n",
+      "9.0% done! Time elapsed = 1531.104 seconds.\n",
+      "10.0% done! Time elapsed = 1677.558 seconds.\n",
+      "11.0% done! Time elapsed = 1827.096 seconds.\n",
+      "12.0% done! Time elapsed = 1977.145 seconds.\n",
+      "13.0% done! Time elapsed = 2126.208 seconds.\n",
+      "14.0% done! Time elapsed = 2282.935 seconds.\n",
+      "15.0% done! Time elapsed = 2452.973 seconds.\n",
+      "16.0% done! Time elapsed = 2623.077 seconds.\n",
+      "17.0% done! Time elapsed = 2788.445 seconds.\n",
+      "18.0% done! Time elapsed = 2954.034 seconds.\n",
+      "19.0% done! Time elapsed = 3125.709 seconds.\n",
+      "20.0% done! Time elapsed = 3290.01 seconds.\n",
+      "21.0% done! Time elapsed = 3456.562 seconds.\n",
+      "22.0% done! Time elapsed = 3626.001 seconds.\n",
+      "23.0% done! Time elapsed = 3792.411 seconds.\n",
+      "24.0% done! Time elapsed = 3957.724 seconds.\n",
+      "25.0% done! Time elapsed = 4128.46 seconds.\n",
+      "26.0% done! Time elapsed = 4293.177 seconds.\n",
+      "27.0% done! Time elapsed = 4459.38 seconds.\n",
+      "28.0% done! Time elapsed = 4624.772 seconds.\n",
+      "29.0% done! Time elapsed = 4836.73 seconds.\n",
+      "30.0% done! Time elapsed = 5011.088 seconds.\n",
+      "31.0% done! Time elapsed = 5187.17 seconds.\n",
+      "32.0% done! Time elapsed = 58879.135 seconds.\n"
      ]
     }
    ],
@@ -721,7 +747,7 @@
     "    if combinationCount%round((0.01*numCombinations))==0:\n",
     "        percentDone = float(len(rules))/(2**4*numCombinations)*100\n",
     "        timeElapsed = time.time()-startTime\n",
-    "        print str(round(percentDone, 0)) + '% done! Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.'\n",
+    "        print (str(round(percentDone, 0)) + '% done! Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.')\n",
     "        combinationCount = 0"
    ]
   },
@@ -746,21 +772,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -774,6 +800,11 @@
    "toc_number_sections": true,
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning to See [Part 6 - It's Definitely Time to Play with Legos].ipynb b/Learning to See [Part 6 - It's Definitely Time to Play with Legos].ipynb
index 254d5bb..ae88431 100644
--- a/Learning to See [Part 6 - It's Definitely Time to Play with Legos].ipynb	
+++ b/Learning to See [Part 6 - It's Definitely Time to Play with Legos].ipynb	
@@ -24,24 +24,18 @@
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
@@ -53,29 +47,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 13,
    "metadata": {
     "collapsed": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "shape x=(75935, 81), shape y=(75935,)\n"
+     ]
+    }
+   ],
    "source": [
     "trainingExampleIndices = range(30)\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)"
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
+    "print (f'shape x={trainX.shape}, shape y={trainY.shape}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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BPXwn+BQej76PreO/i3b7LNEXLteqi2XMoFC3mQNj0SmdKqnbc5lpUEIu/CC/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mtrK/b396O3vhPdla1YOnkXK/13cXx83JTd0ennBl3K6nB1O44++724/OLfTft5vvlVXK4+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\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/JDc6Xuuvz7a3t+Po6KgYa801ZtxYyqDFpsoAMhstR4T84G9V2qgXo5vKYIs8QMQxZB+l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\nocAAAAAbAgMAAGwIDAAAsBEDbUkjYd4DiQAAAABJRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x10d80ae50>"
+       "<Figure size 1400x700 with 30 Axes>"
       ]
      },
      "metadata": {},
@@ -83,24 +86,24 @@
     }
    ],
    "source": [
-    "fig = figure(0, (14, 7))\n",
+    "fig = plt.figure(0, (14, 7))\n",
     "\n",
     "for i in range(30):\n",
     "    fig.add_subplot(3,10,i+1)\n",
     "    imageDict = data[trainingExampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)\n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
-    "    yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][yImage==1] = 0\n",
     "    im[:,:,1][yImage==1] = .5\n",
     "    im[:,:,2][yImage==1] = 1\n",
     "    \n",
-    "    imshow(im)\n",
-    "    axis('off')"
+    "    plt.imshow(im)\n",
+    "    plt.axis('off')"
    ]
   },
   {
@@ -112,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
@@ -123,7 +126,7 @@
        "(75935, 81)"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -134,7 +137,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -145,14 +148,14 @@
        "(19584, 81)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "#How many unique examples do we have?\n",
-    "uniqueExamples, uniqueIndices, uniqueCounts = findUniqueRowsAndCount(trainX)\n",
+    "uniqueExamples, uniqueIndices, uniqueCounts = supportFunctions.findUniqueRowsAndCount(trainX)\n",
     "uniqueExamples.shape"
    ]
   },
@@ -165,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -176,7 +179,7 @@
        "8.099752558119247e-19"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -193,10 +196,11 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "- I think this is a common misconception about ML, I hear people talking about thing like \"how can ML do well on cases it hasn't seen?\" - which is funny, becuase that's the whole point!"
+    "- I think this is a common misconception about ML, I hear people talking about thing like \"how can ML do well on cases it hasn't seen?\" - which is funny, because that's the whole point!"
    ]
   },
   {
@@ -220,21 +224,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -249,6 +253,11 @@
    "toc_section_display": "none",
    "toc_threshold": 6,
    "toc_window_display": true
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/Learning to See [Part 9 - Bias Variance Throwdown].ipynb b/Learning to See [Part 9 - Bias Variance Throwdown].ipynb
index 371660a..6044eaa 100644
--- a/Learning to See [Part 9 - Bias Variance Throwdown].ipynb	
+++ b/Learning to See [Part 9 - Bias Variance Throwdown].ipynb	
@@ -18,29 +18,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Populating the interactive namespace from numpy and matplotlib\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%pylab inline\n",
-    "from supportFunctions import *\n",
-    "import cPickle as pickle\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pickle as pickle\n",
     "import time\n",
+    "import supportFunctions\n",
+    "import importlib\n",
+    "importlib.reload(supportFunctions)\n",
     "\n",
     "pickleFileName = 'data/fingerDataSet' + '.pickle'\n",
-    "pickleFile = open(pickleFileName, 'rb')\n",
-    "data = pickle.load(pickleFile)\n",
-    "pickleFile.close()"
+    "with open(pickleFileName, 'rb') as pickleFile:\n",
+    "    data = pickle.load(pickleFile, encoding='bytes')"
    ]
   },
   {
@@ -54,12 +48,12 @@
     "#Return to just using 3 images at training data:\n",
     "trainingExampleIndices = [7, 30, 46]\n",
     "trainingExamples = [data[index] for index in trainingExampleIndices]\n",
-    "trainX, trainY = extractExamplesFromList(trainingExamples, whichImage = 'image1bit', dist = 4)\n",
+    "trainX, trainY = supportFunctions.extractExamplesFromList(trainingExamples, whichImage = b'image1bit', dist = 4)\n",
     "\n",
     "#And two for testing:\n",
     "testingExampleIndices = [40, 41]\n",
     "testingExamples = [data[index] for index in testingExampleIndices]\n",
-    "testX, testY = extractExamplesFromList(testingExamples, whichImage = 'image1bit', dist = 4)"
+    "testX, testY = supportFunctions.extractExamplesFromList(testingExamples, whichImage = b'image1bit', dist = 4)"
    ]
   },
   {
@@ -71,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
@@ -80,7 +74,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time elapsed = 0.01 seconds.\n"
+      "Time elapsed = 0.178 seconds.\n"
      ]
     }
    ],
@@ -99,30 +93,19 @@
     "    rules.append([i, 1])\n",
     "    \n",
     "timeElapsed = time.time()-startTime\n",
-    "print 'Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.'"
+    "print ('Time elapsed = ' + str(round(timeElapsed, 3)) + ' seconds.')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 43,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "81"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "#Find the winner:\n",
-    "np.argmin(np.array(numErrors))"
+    "min_value = np.argmin(np.array(numErrors))"
    ]
   },
   {
@@ -141,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {
     "collapsed": true
    },
@@ -150,14 +133,14 @@
     "#Make red and blue colormaps:\n",
     "import matplotlib.colors as mcolors\n",
     "c = mcolors.ColorConverter().to_rgb\n",
-    "bw = make_colormap([(1,1,1), (1,1,1), 0.33, c('blue'), c('blue'), 0.66, c('blue')])\n",
-    "rw = make_colormap([(1,1,1), (1,1,1), 0.33, c('red'), c('red'), 0.66, c('red')])\n",
-    "rwb = make_colormap([c('red'), c('red'), 0.33, (1,1,1), (1,1,1), 0.66, c('blue')])"
+    "bw = supportFunctions.make_colormap([(1,1,1), (1,1,1), 0.33, c('blue'), c('blue'), 0.66, c('blue')])\n",
+    "rw = supportFunctions.make_colormap([(1,1,1), (1,1,1), 0.33, c('red'), c('red'), 0.66, c('red')])\n",
+    "rwb = supportFunctions.make_colormap([c('red'), c('red'), 0.33, (1,1,1), (1,1,1), 0.66, c('blue')])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -165,18 +148,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x11111cbd0>"
+       "<matplotlib.image.AxesImage at 0x11489a1c0>"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWcAAAFrCAYAAAANekj2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
+      "image/png": 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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110ef73d0>"
+       "<Figure size 600x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -187,8 +170,8 @@
     "ruleVector = np.zeros(81)\n",
     "ruleVector[40] = 1\n",
     "\n",
-    "fig = figure(0, (6,6))\n",
-    "imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = bw)"
+    "fig = plt.figure(0, (6,6))\n",
+    "plt.imshow(ruleVector.reshape(9,9), interpolation = 'none', cmap = bw)"
    ]
   },
   {
@@ -207,16 +190,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 44,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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XiRNaRf8yMEDWR7IylzCZgchu2pLwDyVxdeH7zS17KGIf2s9CQD1WqF5VuHhz\ngfZti8s3l6ieVb2TmcibjDYwnYGuNdRGwVwbqFrBtKYnjgnkPoRQe+XsDeekORtFnR1N776RQu5C\nNiUFPjWEkhS6HIc778e+6L5uNn3uRcvA5U/LshMs5AbN4wb6jUbzdQPxtUD1vMLmxQbtOv7QBgCo\nlUL1soKBQXfWASugMx3UlYJ5HxYfuPL7+jS1Xdx1uUuS0PS577jPXL2m9L0U/xPCvSlNvsY0hkCE\nnH3o+FC5xpy/TycOGYNUuA2Qa9ipRpHryDQPXx37fuOUJt81+N5DZIgrtz3vmJxBKnzEyf3dBf0t\n1He479S6jzrVlwrNlw26tx2qNxWaZw3UUu0cnwyx3S610F5jHAJ3TSEiTNUAsRRon7a4+vQK6p1C\n/i7H5atLXL24QrNuYOR0FUgphbZr0TQNZCOH/fe4SNn9P4RQ/7P50ntOX6HAhDqTYw0m3Hob4/Sm\n5kX/d9uQu68bHaZz91+0BMoeE1JM7HXF7N2O3c2B9nGL5tMG5msD/SeNbtlBLVWy0tStuj5AOutQ\nva4gCwlxJYD3gCh5Fcgts3s9IeIdskMuKY2RJvtySWkKaFk58sohlUcc1UTwsXArY05H6VOYQsbG\nnTjoRirUkLmdzUq6NM/QtfgaL8eyud98/7sNmrv2EGniwDn12LlzGMM5yOhdYkzk72uXbjqc6sDV\nv1op6BcazRcNxB8F1BuF9nGL9kkLtZhImgQg7B9n+CPglDeu/L5o3e17Yin6a/lEYfNuA/EHgeq8\nQn1e96RJ7Eea7HpUsun33nP7Mu2LIcTIEpd/qGyxNI6ZMKUgFoj51Dh6DCUrrv3O8gzZIoNcyv5V\nbm9PIoTol5dQBkYZCNUvOyFriaxxFoG9IVMp1xJ7mcygfdSifdmi/byF+t34PqpLjTZv0a07CC2Q\nXWTInmbI1hnyjKcCY8QN+91Qj1kGZOjnY+XoFWgpepVXOvdH9yotNAAFCNXXr+gEtNJswBW6z6EA\nLVTmoyVNKZFOyu9uo5yqqLjfc5+5c33qhkuU3B3i8zzf6hxd16Ft+yeMmqbZ2TXeHpdaHvcYajBj\nTseeRw1CSkfnyhP6PqZm7YtU0nmM8N0/93euHn0GgII7vlt30C811JcK+o8a+hMNXWjoXMMU0+pP\n2M1uxa4jsPmPvTe0rYZIutsHsQDapy26T7p+q4k/dNB5f40qV5OVJm36vmr7r6s0cWpgal+KkQGA\nJ5Wc0kRZRm21AAAgAElEQVTr3edgjok8hQIC3/Fc++fgI9y2juww3KAqrSXwHDDPDZrnDdpH7bAg\nqpQSAgJK36pMWmmIDwL4BcO2Qqq73aOx67qdexW6RlpGKSWMNLfbpGDafcurHOVl2b8uSuC/APOj\ngf6ooVs97FNH625Mn3UXky2KAuqxQve4Q/e4g3qsgLx/is/WJ3C7TIPRBtgA8lcJ+YuE+FVAXsth\nXzyfr6e2gesnFLQNjMGdkaa5HJlNh862nyP9lEifuwl0DHy5XA5P7JRluWXE2rZFVVWoqmrYId7t\nVLQcnOFzj/ORuND/3Pk+Q+trXJSMpahjXHmGSIpc+xRy+1DIks9opgYLFCkke+feFQZq1atL3YsO\n5vlMdceoTTT/FIQCHB/ZcIdU9EKjXbXoHnWon9Zonjd7XNR2/kr3jrBtWoimD4R86/Ok9A9aR6l9\nKmT3uDqKOev7RMhGpPRrX3BGwRF5224WiwXKsoR8KtG+6RWd9vMW6qXabs+iV0eMudlSSBnk3+Qo\nvimQixz5dY626QNj33ynEOGzbWdrHpUUW0RjCvJNjtXPK5y9P8P6/Rrmrwb1DzXqjzXqtt4pCw1W\nQgGb/S7LMpRlidVqheVyifp1jepNhe5Nh/ZN2z/p5wRVw/54N/s2yl8k8m9yyG8ksjaDaG7bLrd4\nqE88oL56LCkP1uOks0YgpbA+BxhzIL6xzpCx5VQXXxl8+XJOf2vLhmWJ1fkKZ+dnWCwXW42/qRtk\nl1kvWTpldcfGfQaDljFWt776c43tED0RY8Klz9WfD0KIqBIYchIhp5lKmI7NMaTCp8z46jF0T7i2\nOkSrApOj1iAEdtQmtwwpjt5FqiN0+6AuNLq8Q5u1s7YDa3fsvCbZyS3SZMvDKWQpNiZWVz6HGwo2\nHgJC5ffVnc8xxgJJ2i6llFtPWYonAuatQfOHBs2/N6jf1jv9ZWu/QQUsHy2RixzZdYbFTwvA8IF9\nSuBDv5dSDsNZlrxNQV7lWH1Y4fzbczz9y1N033a4/OES+Ig+eDfdpMDTtVeWfC6XS5ydnQGvgfZ3\nLfA1erV3oVm7Y/PNfuyHRUXbbwYuL+TQ52iATc91/ciU/uaeG8JRzGlKvUCOjdvv71plcBvK1kqt\nixLylUTzpoH+VOPq6dV2J/0ImPcG+fscj356NMx7ckkTNYJjVBxfOX2/ufm4hsQXlfoIL2f0OIM2\npsOnErSHjNRrjNWjz1F4FcMDEaaUNLk2HauDWD1Zpdf2RV308zcymb5YZwqMNtBKD8PsspXDMIxP\naRqjMtnPc9gzms4x9yWunKnBdQw+IrZFtssc5arE8tESeA7Ub2vorzWa/2xQfVWFM+iA3OTAJZC/\nz7FYLmBUP/etaXiFMxQUumV2+6sdnpuKvMqx/LDE+XfnePbnZ2h/bGF+MWg+NhBtOJjhVCbO3mR5\nhmJRYHm2xPrxGt0nHTZfbWD+w6D9Hy30KvxkrvmbQVEXEP8UyP6WQWZyCFJi7SHVZ4YINZcuxVGQ\nprFIUVzuAlahoevBdK86tL9rcf2Ha+hP9VaUUrwvsPzLEkuxxGKzAIBhZ3g7rymkonHg1C/usw8p\nigBHqDiCNQc4yZWW1z32vwtcaZ8jTz4nTQ2wa4gPIzRtR8Runj7pf+88hdjeS6/Q/T5ze6z+zWFQ\nmjo1kKaY0jSXyuSW4ZgJ0JxIUSZDBNxHSrfa5NKgfd6i+rSC+cTAfGFw/e4a7YsWepm2/IadQG79\ngGp6wsStXxdqE1w5pZT9Eh7S6bcTYIfALAlx/c1U4WGrLqWAfqxRf1pDvpFQnypc//66X8rkvE1a\n5sNer90jT+a3C1+mkEz73SH7x9GQprGKyn07S7dB23Fcu8fV1asrNF81uPy/L1G/q7ei+rO/nyFD\nhrPrMzz656OBMNV1PXQwK0VOUZhi0YB7HFWZfN+HmDlVQEJ5uufEosn/To7Bwkd2Q0M0tJ5SCZMQ\nYovcGBymP4XuoU8BmJRPJiAKAbmSkGcSeASIVf8dpi4AbjBs0AvTv8tawtQGutHo2g6ykzvLDdjr\nmDJEx/W1qQoLd85D6VM+25M6jEdtmu9dCAGzMGhftDBfGrS/b6G/1Kg/qdG8SF9+Q0iBPMtRlD1p\n6upbm86Ru5R7MRAI2U+cHqZRTGdN0KafuO6SJpfwp5InWodSyp7gPNb9KMvXGvXXNepPalSfVOjO\nu6SHLyz5GtbIKjIopaJbvYTsYKoNSg3ijoY0pcJXGWPGiceCM2Tu5G+5lBBPBPAc0M81ui87NF80\nqL6oUH2xLe1KLbH6uEL7sYW6UDA/9Tc7azPkTb71pICbH6f87HM9nHGJnTNFWQopHzYtX7rcb1w9\nhCJyN7/7JtocOOMOhOfajXEkbh5bkavNd2YfamC2ItoxUWyKcfM5S7VSaF+2wGtAvVLQn2tUX1Zo\nX8aHBAIXg/wqR355+5L/JSG/l5C/SqDGlsOxZQm1xxQCxQUwo4ptdufQPMRgJNSe6f9jgkjaF8zS\noHvRof2yBf4D0F9qdI86qEeqn4OTUE6qNDVFs7UvHEeYYu1mq79KcTs8N5Uzmf4JtbmUpi3CdKMO\n6cca9Zsa9R9qmP9h0J136B71r9QnVrcWFs0z76bCrmpn/09Vo7j/6fE+PAjSFHIgh4bPSLuTTuUT\nie7zDtdfXaP+ssbmdxvUb2qo1W6U0q06bD7Z4GP9EWqh0P21Q1u0kI1EuSnRdf1CZdzEtxTnzw0L\npCg/U5B6X2LEwNdxY04jNYo/RrJEMRhwT52mREEhUk0J095Rq7cQ2047tlYNLe8YZcptV3ql0bxs\n+sU6v2qgP9NoPmlGDbHs5KcF8ssci/cLLN8vsXi/AP4O6O809C8autJQWrFt15YvNsSWqjhw5/vS\n5d5Tzj0G0PrwBVg++Ow1fXdfeqnRPe/Qfdmh/VML/a6frDyma0ghe6XJedye25LIR1591+aSpuE1\nsc8a9E/7Ka221gocu3QPV74syyBz2a/19qZF+3WL9n+2MNlNmolFFkJsbSwcIk3DdSUGAqlKUgxH\nQ5piktsckVKMiVL4DDklTXjSb0NR/6mG/k+N9nmL9nkLvd411t2qw/Xra6hSYfNyg7zIkTX92h7l\nLyUAsJPeuHLFrpMbHghdL2doqYGhMm6M1KR8z0XEbjl8EUJMpTp2cOoPAG8dx0gkPc6nMB1KaRqG\n+MzuPU0xyi4JioEep1ca6qVC+66F+ZOB/kxDnSuoR4oNXpJwozQt3y+x/usaZ389g/5Ro3nfoPml\nQVM3LDFMuU++Y8aoKMGiJ5CnY4KP0NC+HrP/XLuPkSYhxNaii2OHc+22JJtXG1y8u4BQAtffX2Pz\n/Qad6oALQKhxgazbZ7OsnxCdyWy/yeAGWw8y2Ll4XGDD2WGu3O7ahPkiB0pA5xpddqMsjd2uSKQr\nTbS8KX2F+jD6XQqOgjSlFviYlCZ30ql6otB83mDzpw3q/6eGyczwoujWHdSi3wNIKIF1s8bZhzOs\n/75GURbDHCeu09MypDaisQpVClIjk1SVK4UghBzKQyVPPgdh32N14B7v/h9SmqSUey+Ux2JPlSkV\n3PF6rdG97KC+VOj+1EF/pgGJ3nBPvUSDXmn6aYGzv57h8f96jPZDC3kpoS81mrpJWvXZ54BSrotL\nw3cMTX8q4boPcISG+51+9qUVIkzA9oK+w+rUU9uJANqzFpvXG8D0gXGzbFDrGu1Fe7tcAEOYQv17\nawpILvd+qMH2SbvgJn34KCUgo2XdWmpnUQ5LfaRu+r2TJm7mNMlxpMmWMdTmqb+gx6f2lTtdp2nK\nDY+pQD6k/J6qknAd2F35u1v2nQRrQJ1FotobQ64K1U/MW2igBGQudxqH64BSyYfPqabU/RTyOtUp\n+lQl9/99DARN85icx773wmd0U+TnHYdygOktdl4TV8aUcqXAdXpSSnRFB11qqFLBLAzMYob7bQCj\n+knfeqOhLhXUlYKqVL+CstoeVuaML+cUU4IX+l0IvjR95di3Xx0CrpP1rRvngvYBaq99pIn7PRag\nRnFDmq5fX6NbdaheVr2Cc6GhflSDcuUSJx/ca6FK09Y2LhNASZO7VIav/cTsiyVN9kGorrhZG01O\nK6MQ/uG51Gt03315+I5LsVV3qjTN4Qh9SJE9x3YKX0dyJcnFYgFZSNR5PYldDwqAkFt5pdy8MXLv\nXHUfa4zuayxR8REn7t1XlocUXXNIiZJi5/miV44wzT6nySmDj0jsC9eZ2F3oRSFgMgMlw0PbYzEs\nL3CzQW/XduzQxqGuN5UwhdSLhwBvGyW/h851/w+pTO7vdOHIqWgf9Xu6VS+r/inLKwn5D4ns/DYQ\ntvfJR4o5YkdJ02RiB4Y0dduTwUPnUfviKnbu1ilN0SDL+2HESUgYnuN8AS2v++47Z6qvuPPhuX2c\nd6o6NIcKFYo+3IayWCyAEltPSoyFEGLrkVKLuyZOPqWCOoTUsqVEzLF0xhCmh4jQ/QtJ977jUtrB\nziTwuXmTndp0ACLh9kl3iBwFoHIFmU001h64e83VdQ3VqGGDXu4BhpTINbWfptbXmEBrTDnuEqll\nSTmOI1s+wiSl7IOHfbYoEf3LSEdhLQGR90TeXR1/THtwyzgQh4kKDoCdieB0yYGx7c31g8vlEuv1\nGu2iRZ3X/f6P0wq59QTuWN8zxtZMUXWBe5rTRJ1ziiO34KIKH7jfKFuNncNFPFRpMqWZTJqGiJ/k\nEzPG9FhfVBaKQl1jm+J4Q2VKNWa+RpnayEPf0fTt/w+NYE0tr3tffG3fVZmGdjcja3INHle2feBe\nkxuNlmUJkxu0WbvX8AUHow061Q0b9KpGsXNBQoY91Ea38nLu25T6SlFhjxU+e8N99p3jU3Lo8Tuk\nad85TT7YmETcroPmkqeYkralNJG5iJNg4F1ygD2csZ207uwahZY01csam2IzWUCw+VoyJ7RIXhYh\nRZXlzhmrOB3FRPAUUFnNfaefQ2n4/qcdjiNL9p2O45qFQV5MI03GGPieNpoLqeoepzSFlJCp8qZ7\nLk17jBrFlZcjiPuU8y7g1sOUjm/ToGlxx4cU1FngFH+Otuxrdy5hsoFLm7doZDPrddld7O22Kbrb\nXb1/bEQ8pT2G0vIdE+r3B7v/EzG2LFzw67MD9DNVm4w0O9Mj5oIbkIT6JS0rR072DQiMMcHFLWPk\niRMPbB+0G9RfL66H5RamF/SW3FnSFHvCL+V7W+4p6pKLB0OagHinmEKc3O9pg+VeAHYai1kYFHkx\neWiAkyJjBCqk8nBGOZU4uWm7RMbn1OcgJDFCzJWNfg4ZvCnRxF0jxSCMuX+UhO60kQPNZZoTvjqw\npMkqvbYPNkUz7OU4V/426rXzQHSnvdsdxfoq7U/cNdJ+OqbNTmnjx0ScfIgRxil2332IwEiz1/pH\n3jzt9lk3KpYbmKfcJ5c4ucNzU++ZMf3ilu7wXGwiOPe/6w9dP7her3G1uOrXLrTzuEbuNDD0OdMT\nJSheUEglUCn5ja3PB0WaLLjIgX4/JS03Pc4JU4NtG4te6H69JTmeXbuEKST3B9NwbjwXgXHHpaRF\nv58bMSfCOQ/6TtuCz9EeK2Hi7tFUwuRGhD7iNLRrcWvUjxGUHHNRru2Dq9UKeqFRFdWspMnmbZ1M\n27YwnfFG6Kl9lgtGaJ5jEEqPq7uDKo0TkdLXuWPHXAOnMlGl6ZCg/ZIrG/2OPiVq++5UWDJCiX9q\ncL5Vf7mEXms0zxpsPt0ge5Ph+pNr1E9qqKWatDWTwW2Q0rYtsi4blN0U2x4KtHxc4UEqTSGnliJj\n2vcpjZ46mRCJGvLLALVWaJ+1/ZLxr2p0j/v1l8YXYHsM1zfG7ItM6XW4//vSoJ+Ti0o6UKixxWRo\nLk1aNt81hZwCl1ZqWe4T1Pm6GFtujjjR9PY1vl7MkGbMiNnAJc/zQWnqlt0wLDA3abJP0IlOwHS3\nRp0GNymEN9aPp2JKug+hP8T6wpQAjxKnQWk6AJF0+1qsX4bKOMfaalQ51crvb+zxXLkGApcLtI9b\nXL2+gn6ncf27a1x8eoGrl1do1s2kMsIASveqbtM0yJqMffBiTHnnDhTunTSFlBF6TOr/Y/P3ESZf\nOXShsXm2gfhCoPljg/rLGr99+huaR+MbipVMQ2PLPhLBprWnlO37ncvbd89SJU8fSXBJDneML5pO\nkZiPEWMDhlA61DBHnc6BpabYfUl19jtRbiGRLTNk6wz5eY5sfbMHZLEHGTToN+g1on9vBNAApjH9\nsFyn+nWbSIDja8futfpsFvebT22dE8dGmGg7CKntMVvGtSmfypRlGSBxGKXJSc7mG+qXXIC+pTLt\n84TfDdyJ4PYzreeQPXLrT+QC7XkL/VqjeldB/lGielyhelyhXbeT+qExNyuWt/0cQu7Bi1AZ3f40\nxgeNwcFJU4oM5mtMPmVkrsY9Jh33RuhCo3pWof2ixcWfLtC96VA9qVA/qkeXwT4Gyhni1PJxJINr\nONx3HBmhBHJMhJQKahynRIz0WFvGkMH9V4Z7f+m9dqPMfTbpTC4LbpwE0ib5h0gEdXJZmcE8MWg+\naXD56SXUpwpXX1zh+pNrNI8b6GLiXnNtv9ec3aQ3+zUD/gKYfxjgAjBq/jqbuz/5fqO24SH0DVrX\nbv+OOcaQH6HEyVWaZoOwb9v9IEb0QuW0KtPUclIbQJWmlDbBkabqdYXuXQf1RwWVK+hcQ+fT+qAx\nZktpko3cUZrGwKc07dOP71Rpoh2XGvfQcAL3Pme5xhyni34cd9jg8ZXu1+hI3MV5C6Zn/0opCCWC\nDSNGQKlRTK23FCUrRJyoIjSG7I3tsLH0/jsiZHBduERJa40JUw7SyuOZKxVy1jFFwT58kWUZ8kUO\n88Sg/qRG967D5qsNqtcVNi83aM6nkybZShQfi35z3p8WKH8s0f6lRfe+Q3fRoVPdDikf035917dv\nu6UBQyzNY+4nvjZyUGXsgEmbfuGh/nPg3lC7aTLTTwF52qJ6WSH7NEPzvEH3qJvcvm0+tv+PCTBd\nmzIsPFlkUEsFdabQPG7QPJs4JEfK5z54ITs5iTBxZGmuNnRnSlPogmOypX0PqU1zSdocqdshd6In\nSCpX/bYN5XQjZEyvNNGG7IIjS5SouMfFCI57Dv3MlW+KIhcCzS9G1lLTtcfH6vChItbGQ+SYEqYt\ngzkje6KPWNu5HCHQ9koJvyVN9gGMbJFBP9GoP6mh32moPyq0T1q0Z/1rapQ7kKYfljj76xmWf1ui\n+keF6h8VzIVBq9qDKHS+/k1/DznbWJncOj1m0kTtrwWnFu2Tvvv/YEfnjCKM+zHtYYEtH1MaNE8a\nXL29gnqnIL4UuPrsCtWLCt2qm6+cI+ASpqIokJd5vznvHnvNcbA+Uant4fAx5C70+76K650pTT5i\nRJWmlHTGfD8mvRTitvX9TCGKdWRCxzcb5IgRLT+XfsiR2s8p5/jKNRYp+fmO2Se6f6hIMRb0c4w8\nDWnOXY1ilzylECf3eBfuQpaWNFVPKjSfNNi826D6YwW90jDC3G7SO6XYnRhI06P/eoT1/7dG9lsG\n85tBd9ENjz/b8k4lT7EAwX4OKbr0vJgKTY99CH0nRJosUuwUVz+sYjh3lRhskyePveWCBVMYNE8b\nqM8U6n+rgd8D9dMa9bP+ybS7hhu82H5YlAW6opt/mQ93jq+Kb/zNkaCYwrSPonlvE8F31JsA+0uR\n2HxGN6ZwcccnOaCZhIuh0+ptFYDm734OGb6UqP1QBjPFeIX+j50zRcV6yEi5V762yxHQnRfZWHe2\ncnvWp0m93yGVqSxL5Msc3aKDXEhgAajFfmrvAA2gA0xtoK/7DVf1te7/b/XQR+duY1P6JFWkxpC4\nh0KcQiMLLlKJE/1/i8AcqCrcJWW4gMWnLOpSQz1VqN/W0P+m+1eph02p9yzUkPdYocJdVLZclGiL\ntidNe2zvslM8cztE505ZSfEfPp5A63cqYQLuaU5TKIIIKRAx2S2U55QycvlaRzAXbKfS5lZpog0k\nNeJMhU+t4Qwxd898aW5dV+K5U50FV+5/RYTudcgwhLCV3gFUpq1tgcS09uoSJrrXY7Es0JYtmryZ\nf1jAWSOmbdutzXl9ji/lWsb8FlOZQn3W/ZyiOB0jqP3hfqMYcz1ULQRwsADClz+9h1QhsXOauicd\n2lct9CfT5zEN+bh/TP5cW7Lg+mJZlijyfpmPqRv0ik5AthKyk/37B4n8Ioe4FjDttuq0dS0JNpGS\np9T2ETvuzkhTiNnFOvm+zjuUdizdFJVrL5htSdIn4aYYQvc47nwaYXKdN5Zm7Fh6jE859KXlM5ih\nMjyEqHksQk5ziiGwGOqJDB3MgpthueFPjF8ReCs5sT3x1G6ZUi5LNGWDKq8gs2krD/tg12SyT+/E\nntyJte3Y91PBBThj8zz2PjO1zVObRuuI2ti7roeQTxp8jXSCjgPNVE9VmVw/TftiVVTIs+mb1Wd1\nhvLXEuXHEuWvJeTfJcy3BvqDhqnGz2eiZXa/t9j3fh+cNIUaxth0YkoV9z9XBs7QjS3nbPOZHKUJ\nGqOkSFrO0LXTeuOi5ZgDsPWU4igoYRpzv8ccGyPjx+4YpiLW7mPXfbBhuf7Dlto0pb+751GlabFc\noCqryavw+2CVJrtBr2xk8j5zUzBH5PuvHDgA08lmTI3buX+HCCKYMsXUQqrQzkq2DXkh7lfcz3SY\nvCzLvReUzaoMiw8LnH1/hvX3a4hvBJpvGtQfajRVw27zkiLA2M8hZXIq7pQ0cQxwrIP0KUM+IuWe\nE2P4ofTc19xPWVhjLYx/nSGfUwwZy1hEFasTN28uf/c+cAoXLWPoWOpcffeZqx/aLmhex+ZMfOpA\nipLKpUPbKqco7px7wOes3bVkuLJFz3faQpZlkIUE1oB5YqCfaXSvOqjnCvqsn+Mx56W4G/S6Wzi4\ne8xNxT4EwG0ztO9x5QopUA8BU/ptrP94CYs5TBARg48ISCkBedMPDtBP6VBkakDOKU1FUSDLs72U\npuWHJc6+OcOT//0E+Ba4+ukK5oNBUzWzKE1z414mgh/yovaNTKjjZvOYcc8ud6Jg6h5AO+UhjYUa\nnFh6PudNjTU13MnXGCC7IYScApcHd57vmGND7P6OrTs3XTYAcOT/WWFVJmZxy+BpzjFbC1lmGcRS\noHvWYfNmA/VWIXub4fKzS1SvKnRnXf/U3Ayw7druNcepTPa42DWErjPWrn3KrU99DuUbIx+HdC77\nIkT8Qn2cBoo0kNgJuu6YMPmux6o5ljQN26bMeI/stY5RS12bgQVgzgzMEwPz3MCcG2AJmHxaHYpW\nILvIsPhpgdW3K5hvDZrfGsgLCTS7Iy+pxIl+5s4NiQ0h3NvTcyEnFzIqPudBo2vuGC4KnwRB3vdF\nRC5NcZipHcvXYbn7MbWzcvU7xulzjf0YFaNDIIVgxr731ZVrmC1hmjMAALaH6FICEF/5LGGypEk9\nVajeVqh/X8O8M6ieV6if12jPWmC+ueC3G5rezGtKJU6pyqbPtvlUWfc36vApqQi1i5Sg4hiQ2s99\nKrR9H0Ochtfck8GdPuAGD9w9ZkmTPMDWLiZMmHy+WAgBUxi0j1tcf3oNvAOuv7jGb1/8huuX1+jW\n09aOsgs7t22Luq5hajM8gEHV3bHBSogr0M9jAtN733suBmo8YvKrzyjRTpOS7lSFZBTMrVw6Bylw\nHdUYJh0yVqEoLcVQc/WXSmBj0WZqnT10whUKLGKg/cB9HWKiqVWZtvIJHS92j3eJE5ZA96xD96ZD\n9/sO3b91UEuFbtlBrdS8SpO+2ftKdRCdGAhTynYTKaSV+91HwFLK6x7v9jPOvnGO+hjhqz9fO95R\njiLKBGfH+h+A2TgTqVraFzgiu7UfXobZNxF2/Qx3/SFbLoQAcqB53MC8MWh+3yD7Q4bN8w2q5xXa\nVTutTGabNKEBu0FvSp+j6cZ82pjvXRwFaeLIjYsQofF9H3PEqUToTogT/Ox/H4WGEpcx5/saIVfu\nVOLEpZtSnrHk6FidgQV3j+n/vjY3lixRR7r1wmHmTNBJ4EmnEMLkOhCzMKif1Kg+qVB9WaH5ev/t\nGgBga4NeA8hOAh2gOw3dae8kcK7s3Hcpx8baNSVXPhvhK4cvb5+zORb4iGVK4BxztJzKNPcInfsE\nqQ1OAEd5CihNwybCN5v0zoYbUmjM9jZKMV85XEOBfuX9T1vg94D5v8wQvHTLiUoTJU31Lmlyj6Vl\nc9/H5EnTG+OfjoI0UfiMEP0/pqjQ33ykgHMuNA3629aTQjPC5yRDRJJGMKHIk4vWUsuSQuxovaYg\nVt9U6eK+9yEWdd43Up2m7/7Z73z15B7rGmUpbgzyAdqvm5cR4WEUew69TresOtM9iZp5J/qsylBc\nFcivcxRXBeT3EvgWwM8ANuPmfdwVaDtItZVcuzlWwmQxljixZCiQ3u2JOMy8JnGrug6LvTploWWj\nSlMms9nb/Fb96PCIAe3LohBoH7XoXnboPuugvtp/ZXK7XUrbtWiaZlCaum53n0daNl+53Wulx8eQ\nEnTfO2mKsdwpacUidNfwpMp4Wzdu4EvzNWb3iSNa3uB5nugxVXFJjU5jzoOLnOh5KeUKpcOVjbt/\n3LHH5PhSyuIjSxwpDRHIHXXJGkAr/R9AaRJCQIreAWiht6JrX5THXad1ICITB5nfkVUZFr8ssPrn\nCst/LpF9l6H9tkX3oUN73aLT24bbd63uuw9zlz2FLIXOO3bCNEd/9fUHNw9jzLCp7tzESaCfPE37\nga9cdmmNPM+BArdPpc0qNu0OZbJld/qfXe5DLAREIYAMUHKmrVwMtjboRQd2SJyWjXt3P8d4xT7t\n6073nqPwOdCQIkQdAEtqSNrcuz03Zfdk9ve5bY6T3liDRpUmmgYlk6mEiiJkgLjyhBQpX/pu+VKd\nQKrSeCwYEyiElCZ6Xqh+XcJkX6l1PAZD35RiKx8XMaWJltWdFDtnefMqx+KXBc6+O8P5388hv5PY\n/Lxodq4AACAASURBVLDB5ucN9EajNe2OXRmT/77GOZTu2N9iBOK+kVpPY4JB2qZCaVriNBe4QEVr\n7S2LENub4aLotyyZM1gYSOHNEB3dF88ti1smuz6aWAiY0kBlavIK4DtlMtur8LvzCFNGCDi/FxJC\n5uiTBydNsRvuUxa4c8c2Ho4kUMIVqlyaFgeB/ddtstE+JT+xm5taP266sYiZgpLS0HEphIimGzuO\nu2/c+T6S9q+CkIzOkQ8KSpgG2V9g3gBA8OoWLeskpWnm4cRhjZjvzvDkz08gv5WQv0roXzWaTTNq\n8rcPhyCmobxSjzsmwhRCTOlzkWLTfe3xIKNzLmESPGGy/7tDc5Y05Xm/0vZsarCd02QfOjK7YoNr\nb+mWKXIhoQqFNm9nm2s1kKabp1XRYmfbIg4+oSDm52gaU3zEne895/s/hQDM6QRTWCwtz3BT7Pj0\nDO3GTY8SurFIIVlzRb9jCC0lXinKHvcaW6bU3+4asSEDH1KiJ18US9UbIcXtOjAHGGYOKVocYfIN\nK7qkSYoZHQgAKMA0BmZjYC5uXtcGpjZAwuiDrw/ElE9q92h9+PLatw2HnPZ9I6V/T3GEKUG7VZrm\nXm7A2nU7t89Vm7hybylN+Y3SlM08p8kdnvNcrmsrsjxDsSxQrkvItUSzbJAV0xez3FmVvANMa3rS\n1N4Oz7krgXPkyC2rW+aQ2EHPn+oH73xOU+jC6WcXYy8wRrqmkIct0jTjk0dCiINN+PPlF4ucU9SL\n1HLY95Trc50oR5hiTibkkI4F3PWk1k3qsTZt++4SmUH2lweY0yS284sRJvqd/Z8qTXYn9Tn7iDYa\nSvfGum5qZM3uCuDey0wI+EJq6j5ICVBSzj8WwjQFob5A21tI+TwUaPBgpNkanqNlp/OHUKLfDFdO\n36KEBWkevmBFSgksAPVCoX5dw7w2EJ8J1L+v0b5uodbT5jTJa4nsIkN+kSO7yCD/S0L8XUD8LGBq\nw+7ByoH2P3pvfX6Hq/tQwMnhXuc0ud+nOg3f92MMUUi69WGrnHMOaTAq0z4Yq6BtFSWBcPiGOkPX\nkKoa0YZupVsfUiLKY3QMIaIXO97nLEJqE6c0HeJpNKta+ZSmFMLkpjUQvPy2vLNOirUL6908uZM1\n2fC48xgFespv9DiubnyEIBQQ+vrtMfYDF6nqUApZ4hxllMhb5WMuWJVJ3JImd34S9+5uUYLyZnhu\nZqUJwHCdPjs01M8NaTJfGqjfK5h3Bu2bFu3rFnoVDip8yK4zlO9LlD/0L/F3AfV3Bf2zhqoUtApv\nmxIiS7Z+LTkNnT9GjaS40zlNoQbDHT81InPT5Ryxq2SEysulZ0nTQJ72hHUyduLsPsTJN9QxqjzE\n+d6XUkMdx106sUMjpvJxx6aQYc5pcIRpS2mauU6so/A5qNg1uf1yWKcpM33EPbMyZowZntqxpClF\naRoT6NHjxiiFnPOPpcnZgJANPhZQmzO2fPS8WHBH8z3Ik3OOXTfSsPnb8tm+6U4Ez/N8fqUJzpwm\n+z9pK5Q0de86mP8wMF8bqHMFda6g19NIk7yWKN4XWP2fFVZ/XkF/p9G8b9D83KCrOnaDXrdsbhnd\n762tkVLuXFuIb2zVS6KPufclB1LgVuI+zpMSJ196PiOzU/kzGHBOAYh1ktRr26dM+wyH7kPeQkNx\nobzo96FzHhp85ALg6yiFaM4+LOfkLbNb46/zfpHIlHbtDqW4wxUmN5BZWt8YA6tk2u1SdKu3JqHa\nY+Yg7DTfqQgFdbF0H0IfCNkxn/Jt4SNOVInwESdgRvIk+r3jOKXJdw/tJHBXacqyeUkTvb7Y8Fz3\nokP3rkP3nx3UH9VwbVNhlabl/1ni7P89g3qvgGtAXSmY6nZoLrbcgFvWlPsb8hFjA/Q7H54LFT7F\nqKbmEzo31aF7yyhmNEC2c0WGM1JAyUpqVMk1tDH5zx29zqGYuXgozsJFyr0IKTju/bSO3659opSC\n0mprcbu5kGUZirx/RHm1WkG0Ynic2Lf8AG1/LmGypCnP8oOQJjuHQikFo8zWGjEpy5GMzS9ktEPD\nJTSNkJKUUubQEOCxwqoIoTqkn7ljWGXFPsE85zxVO5E6LyDyvh/YCdTUketSo35a4/LNJfAZgC+A\ni88uUD2toBYzrYnkKafbFrbWiioBkxvoTPf7O86wyoAx/TZFqlNQbf/SXXibIp+CSAOb2LCtm16s\njYTwIJQmDqFOHzIEqUNPIUZ7+8PYUjP5OAug2agiRTHxMenUhpNUtkTmzWEK4fMpimPrg/v9mBAi\n9vQ3atR87T405LdDmCwxMPOSgsHoFv28jOVyOWzAWdf1Fulxr4OLGO2+c1atmnvNGothg16HNNHF\n9UJ1PrY8Y4O1EGEKtRV6fkoweQyI9eOQUhQbjaBOdistgVnsuYUUsldcsxx5kQN5/yi97/pUqVA/\nrYG3QPOHBvgSuHp1hc2zzaykiSOFbt3SeVUm79dlmjMgdtdl0p1mN8R2j/cRphh55nxpCrmO4d7W\naeIqgH7nc6I0nVDablpcR+OOj5ZfHCAiuXESqY6Bux7O2PoaVkq9uWmFSGpIJaFliRG6seUK4RgJ\nEweu/ka3SU9artTtkiet9UGUJpnJLaVJVxp1XQ9rztjHrt3y+UiTjXgPRZrcOrGkiapMsfqZQpzc\nc0NI7Wsxsj0l77tGSmAUOjZ2r0LqNVWb5sCW0lQUMJnZab/ufdOlRvWkQvO2wfUfrmHeGTRnDZpH\nDbrFtH3dvGXzXKerNNl5VSpXw3zCOeD2t67rBtLks/vuZ18AGVKaXJ+T0pdTcK9KE60AjjBN6fi+\nzhEycDEnFVOApoKSJp/alMKq3bLS77hzaFohQ8sRMp8BihE4jizT80PXOuaajhG++gupaynO0Vdv\nlDBtKU2YjzgJ0c9nysqbtV3OSjRVg7zO+7VdsvCcjoE0ZbJ/Yq6UyBYZxEJAFhIiE7OqAQbx4Tla\nxjmIzli1yVv+iOLE9bspZTkGhNQ3F7HgjrM3A2GasW0JIZDJrFeaHOLvU0pUqdA8baDfaqg/KOiv\nNCAAIw2MmP8eWXWN1gVVmrq8m3VeFUeauKFwH2FKUZrmIkc+HMXwHK0M+24rOKSacGm5x6ZUIlcO\nX35C3KwAPpPaxClN3KOpU9Ld53xfehxChCaF/IXyikXyc0cRd4kY4Uk5n8KnqLpEYJDDZ1aajDRo\nH7XYvNrgt+vfAADV9xU2P2zQmQ7iWkA2ciiP21dtPxBCQK80qucVLt9eAm8B/bnGxdt+fsfU3dT5\nAt8aca31ltKUUi+cMecQus+ck4/1kRAxGINj6hMpbTkU8FK1wVUw6bGxfOeAJf+WgJjCDPadPwEw\nmYHONVSpYMr9701e5cirHEVVIK9y4DtAf9DQ131bN9gm1pYwLRYLLJdLYAm0ZdvvgTfntinmljS5\ngYqLUIDC9TdOaUq5/1Nw56QpFE3TY9z3GAngyNLY8nA4lMLkpi/F7XCEy+rHEBX3+NS6osf4jL9r\nhDijnxqBhyLiMYoid32xTsal85ARunbuHrnkYHgZjTmftDbSoD1rcf3qGgDQrTt0iw6NadBdd8DP\n8E6EdYmTWivUz2vgM6D5uoH+TOP65TWqZ/NPijXmVm0SWmwNy/kIDRcFT837Ls55yPARp5i9GBOc\nWdVlzuG5YYj5Zn6fLnaHmN12b2Bmf6K12BRYf1hj9WGF9S9rdH/rUP+jRn1Ro1b1QJpsedyn9yxp\nqssaeZbP6gOpuusbCg/5G/uZfhfMd6a+cxRKkwuuU+yjtnBOOVTJsSiORjX7wqc0cXM/9slj37Jy\n6kUKmR2T/j5lpPeD61jHjikKQkrbdtvrQZWmrFeaAKBbdaheVP0Q2LWB+dkA5e0TUPbdVQSGdr/S\nqJ/VaN42kF9L6LcazaMG7Vk76/yOoU5uJoNb0uQa8RQliQMXjMSIbSxA49pyarkOGfjNAc6+hI7h\n6pNTG+4LrnJTliW6vBvm9fmOH7ZemWE/U+CGNP28xpPvnuDJd09Q/63GxfsL4AJoVQuN7S1d3M15\nLWnalJtgucfCVZooaZojbV+AnUKwUn3QUZAmn7HYx5GmStyx32lnHm7MTL7GdRZ0MvjY6+cahEtq\nZnWQAaXL/u4jl/s22rHlO3bCROtobKTsnue+0/QtYcqybOvpubnWprHDc5YwCSWQ1Rnyn3Pk3+bI\nFhlLlnaUppVC87yB+kxBfa2g3+p+boe8efx5RgxKk9L9XnSkze5LmOz/+7bH0L3dh2Q/FNDgzK2P\nfQNKYF6VCQCEFMPyG0XRv3zDc1ZpmhvFdU+ann77FC//90tc/XAFvAfayxZX3dVW/pbkUaWpLEtk\n+fwTwe36aFDwKk2xdFJGSeg5sWNT+se9kyaXMIUiibnVJu44i5gSNbxmaOhCiKGD0TlNY4caDwmf\ng+YQa8B3GQ0eQ93FQO8zVzepHZ77bM9zydNgqDBfAGDnZZjM6bcrAbM0EKXojW9+e63uXlxbCmuu\nYUoDtVDoVt3kLRu2oIG8yXsSd/Muf5QQvwiIK9FvHLqHguwSP/c7e60h0CGHkOqSOgzta0vH2h/o\n9cfsC3cel6avLrfu0wEWetULjeZJg80nG1xdXqEqKjSygWoUcAEItd1ehBCz7mcK9HlkTYZ8k6O8\nLNFcN5CVhGgFYJiAfZVBP9FoX7fYvN7AfG5Qv6rRnXcwxbR2IyuJrMpu37+XED8LiEsB05lB7ebu\ne6qPcM/lRhy4tpFqRzkcnDTFpFbfe4pc7YvgqLpCJfaQc3LT4so0u9okbsa/5fbQHLemzSHAXSf9\nzXdvQg3cpzQd+pqO1SmkIHV4xv0/RJQ4p7Gz3MChq0tga86eyG/XjXIXK9wiT2K/7YTYYhiB4rrA\n8tclVh9XWH5cQv9No/tHB/WbQtd06EyXrIqGjvH1J4C/h77fYvlxfSlE/O4qUNkHIScXOtbnNzgy\nGro/c6Fdt9i83CBrM+hSo121qESFZtMAPwOi2VZY7cNFc8M+HUuHnW29uYtZyjMJ9VLh+otrtO9a\n6M81Lj+9RPWsmjwsnl/lKH8usfh5gfLnEua/DNR3CurXfmFLn38A+PlLO9dH/HtMGJnDP9yb0rTD\nsj2SdogNpjjgUIVyxCwUodnG57LjfWH3KJKZf3hurps95OmwciBN+fGVh95HGu3SqDeWV8oxNn3u\n80PFmHvMtVGu3mi73lKazHhJfAosEbKkCdntk3xKKVZpEvJm/7o5o24thuGK8x/Pcf7jObpvOmze\nb7D5bQPd7qpZYwkT56zHqE32+FigGTqf63MPAalKW+g89//QZ+7/udGtO2xebvr1l55WMNKgu+6g\n/qmAHDtbflilaXbiZLDlryhBcddlkmcS3YsO7RctzL8bdJ93qB/XaB43kx/AyK4zLN8vsf77Gmd/\nO0P7bYv6+xr1rzVLmmy5huKPEDjuyg8czfAcVykphIk6akrEYoSJg08lsZ/nXOPGdRh0Irh7DVMR\nIyCcow0ZbS6644gnV4ec6jcXQhH8Q3IcKWpTqF+E4EacA/k/sNQkcNO+bx6/Ro6BMNmHHdzNNneG\np2e6dcIIlFclzn4+w5Nvn+D5X56j+keF7H0G/ZtG3dRJJNLXrlLIU6iN+r4bYxdDNos77y4dTSpo\nmXwEykeCqHLJBb93YQ/adQtV9Kt8y05Cdv2wlPxG9muOUcJ009bnDBRooMTZZOt3iqKAOTOoX9ao\nP69R/VuF7vMOutDQef+agvwqx+L9Amd/OcOT//UE9U81xAcB9VGhbmu2vYeEi9C1hgKUOdv6nZEm\nrsH7GnaqwkIJU+iYsRGfz8AZY2Yd2hBC7Ow9F9sdPgYuWhsbNft+c+8ZJaluGX2kKfW+puDYDP4U\npBKgkENPqS9qQEUrICuJ4rKA/CihFgo60/1eU7nempe0D1yjXJYlxOJ2eM4+xUcXd9XZLZGazYkY\nIGsyFJcFlh+WWP+4Bv4JVB8rZJsMQvm3IIlhKon1FpWxV77+FkqDliNmKx8iQiTLdzyFwfzBg8kN\nVK6g0Cs02eMM+TqHWAiITAwTwg9N4Iy5fTqUTrh2VabFYgG90mjPWujHGu3TFs3TZu/8RSv69dl+\nlZA/ScgPEuJCABVGP707ps37vpujvu9FafIpOdzv9HvaSXyVPlayo0SNIx0Hi1LE7nBjKGIc812M\nLHKRHGdc7aTdkHqUku7gtBl1i6Y55tq4Mo9tA8eAVNVvCty6l9cSy5+XEN8KyMcS6lKhflSjOW/Q\nnDfo1vM82i+lHIzyer0GVre/WSNuDXdRFIMa1eVd71hm7G7uSsRN26BtW3Rdt7P31ZyGPOVcXz/2\nqSljQYkX/f6YQAlQClHk6inFwW7db4ODqq47IwqZ3LVnM4/NDYRJbe856baHLMuGp+X0UqMpm1lX\nAB/6XNuhaRo0TTP0uZD/d9+n4lDt+963UYmRpinEKeYsfUqXjxi5jWx2iNt5TaFhLq48XPlSo64Q\nKfHVbayR0/RTj+Xy5ohr6LeU8h87UlQEH6EM3U9KdrXWKK/LfoLmdwuURYnuusPV6ytcq+v+qbUZ\nSVNe5MNedGLdl9M+cqy1HgiTfelCI8/6tWHmciT22pVWaLvWS5hiGENkUoOsVBV8Xxyz0pRiq0Pf\nTcnL9gVjZn6K1AMhbrdWERn/tNecMKYfFVFase3cKk22b6qlQlVW/VOuM/k6Y/oVv9uu37Tb9jvf\n2kz71MVdDLsC90iafMQmpWOnKAihTmjPp0TFR8gOeTPs5D+OMHEIdbJQlMbm7Qyzua8xQ0Ohe+Aj\nt279h9Jy74evfJzaNKaMxwLqCMY4Y199+O6j1rqfoPlhibPiDGfdGbqqg1ACqlSonlazXZeUtxv4\nrtdriLUYCJM1oK7SVJYlVKHQ5M3sG/S6SlPb7hInYFxb2dd5u+ceUm16CO0/hLFDbmOHq4fXXShN\nWb+JL+Q2aTuEjzG4HZpzlSYLS5qs0qQWCmVZzroCuM27bVs0TYO22Q1Wdso9sg+mKItz4t6VJt93\n9D3mYH3HpEbl9vsUpWnuzsURODdfDrGG5RKOUB24xCZGWEPOmtaRmy6XRyp8StcUsnSszmMO50vP\n9wUV7vDc4sMCZ+oMT6+foukatMsW1dMKWZPtVQ4XMpPIyxzlssTybAlxJtCqFnVbI69z5G0+kKay\nLPvVk4tuUJpm3aDX9ItYdl0/VNC27WilySJEcn02y5eG+zlV7UodunX77LG2f8A/9O77bqza6svT\nJS6HHKIT4mY9PnmzKXsuhiGqodxz+32DYeFWdyPqoU5ywJwZqKcK3asO6rWCeqKg13o2ZmCVJjdI\nSulzVADgPsfy9aWzbz+4M9IU6uRzOzfOaI01amM74GSQ4bmD5kWzdogaVYEoOMJCy+ozZKH7OyYq\nDOWZQiIfCqgjDhFOznmnkFXXkNV13UeA7c1cAz1fXXXLDptnG1y8vYBUEnItUb+v0RYthBIo2luy\ntFgssFgs0JUd8uJmH8YZPQlVmrqumzSnKURyQwofl3ao/e6rYFHCdJfR+JxICSq4ADFkr2zwcFfr\nllmlKcv7hyKs57VluT1wvjxt2korVt1RS4XqeQX5uYT+SkN9oXD12RXqpzVUMc8ej0MZbvodVXbt\nMbE0pqhJvnT3JU/3Ojxn4SNUczi6mMTN/UbVDe64uaISOjwXIk+pRn1fcMYnJRL0qU2cKhS6Bl/n\nsOc/VOPPYS6ViaYZU3Fdybyua3RNh7ZrodU8+0BZWNIkOwlVKOSrvH+EudPAFVBcbZOm5XKJtmz7\nxfayeYfn3KjXKk10UuoYwhRqp7FyTImeubL4yFaKYn5M8JXNredYIBtr95xNGxQYM2+7pxhIk12v\nLN8mb4cAJSwcaaqf1dCfa9T/3r9XzyrUT2vocp7tikJloP0tRnLo59B3bpqhkaVQvj7cKWmKqQ6h\n78Ziqprkfs9J24do4NYwzD2HI9ZgOJIWS889n34/Vmkac60+Ips6RPFQECNRoSAgVv9uPbjziuq6\nRld3t0rTzKSpelZBFxrV4wrFqkCucuRXObIP2TCXyapMi8UC9aLu9+qS805IdaNud04THbaIkacY\nWeIUQi7oiAVJU8AFKm7aVIk8Nrhlp86SU8UpQkGve/2uwnOIzat3C4Yt0mSyWzJxUNLkbI7rEhYh\nBLpFB/1co/68Bv4d0J9pqIXqX+X8SlPbttCd3iFvKUr6vmVIUSlTcaekya0c2ogBfoiBfs+lx/02\npjyxc3c6XidQXBYofiqAb4Cu7dAtO7SrfrPSMaCEiRrS1KgxxMBTGoVrkLjzYhF2jDjRY8dGDJwB\ndcvIXeMxOgUX+6pMYwwBdeCu4lIUxaA0KaWgzXyb4nbLrp9c/riCVBLFqsD6ao3Vzyusv19vzWWy\nSlNVVsjzfNZHn4FdpcmSRJcophpPtw3GgoKYUwgFaSnl4Nq9r0w0j4fQR8YGdxw4nzO8OgNRC2TX\nGcxvBuI30e+heLNmGeaY4pejX27jMWBeGEABuEa/hpHut9FSUu19nS4M+qfn3DXRtmxCadCdd1Av\nFNRbBfNmT9Jo0O+p14l+MU8lkF1mkNcSpjZQnYJWuwGK+76TJEOiY75jCvkdQ5zufHiO67wcYk4y\nlHZqGULp+SI1AJCtxPKXJcpvSiyeLNBcNLh6dYXLV5ejSZPNyxInSp5ihCDWoGJRsa8s3PkpTp7e\n17GEydf4fVEndQCHilbmRGqdxM7lHEHIUbuOwn2ipm1bqE71Rk3rWed1DBv4FugX+nsMNC8bZG8y\nZL9l/XYpSwEs+01O1VLh+tNr1M9qdOtutkU2AexcN42+xxInmrZ9D9mOFAVrTHvw3efYOWPJ2X3B\nZ/dSrtG+OBvhfiebftHF8psSeASoK4X2STu81Nn+qote9xvhVr+vYISB/EECPwH4CX3wXQI611BS\noRXt3vn5QH2NFvMODxaXBYqPBcrfSpQfS5g/G+gfNPRHDdOZnb7m83G+wDzFv/mC/RCOUmniZGL6\n2YXPSdr/aUWnGhpO7eLyDEVvljQ9/vtjnMtzVJsKspNoVy2uX11Hy0DT9REmlzhxZaF1wr1z5af1\nEVPcQuqSL01K+oQQ7KKWvmvgDBwtC32fomAdC2Jkj9ane16MMHH3iSpOuuuHrg49t0OXGt2zDs0X\n/WrD+lm/oF5VVoPqdP3qGlevr1Cf11D5PMMEwM01k8h7LGHytXfu3VU06Lkhe5Ua9Ybu778CuDoa\nQw65dKjSJISArCXyX3Lk3+TIRQ5zZbB5u8Hm7QZ6qWclTRCAOlfIn+fI/5ojExnyTQ5RCqhcoc3a\n2Re5dOH6Grs5thIz9THTb5uyer/C+oc11t+v0fy1QfNjg/q3Gk3XDH3OVzbuf5//idn1MXxgDO58\neI4zLBRcZfkqjqafWg56POeQuHOEELekKXuMl9VLXKtrNOsGl68vk/LfggCE7JfWF/nNEvuZZ28i\npyw+wuF+jilCO0UJHO867RQplUszRAK5Y0OqFVcf3PWltJtjAhcMWITaJq1XzqHS36nqchdzO0xp\n0D3v1Vi1VmjftsizHFneL/qXZRma8wbVkwr1eQ1dzDdU6Kps9tpdRYIjlhQ+pSMUjPnSco/n8gid\nR6/pX400ccEBMH7+ie98N23ZSJQfSizlEsvrJcxlPwVDLRXqF/WeV9JDrRXMawN1rtC8aVA+KbEU\nS+SbHMU/C2RFhjZvZ53H5yrG1GdYwrQVnO8rMZteaVq9X+H8L+d4/OfHuP7xGlf/uIL6qFC1FbvU\nAO1TKf6LC5i539liJgZIPtz5RHCA7xA+0sI5Tl9kFzovpVwcaNruhqfuo8tTnzqqz2tcvL1AXvUr\ns9bf1ZBLiXNzjuXVcmdhMjo+vU8D8KltsQboHkM/c6DHjCHCXFo03ZghHdMW7hI+pxxTzDgj41Oa\nfH3FJQ+2/dJHgQ8BveiVJr3WaF+1kO2N4ZZiMOK60FClgirU5I1COdDF/nbWrUlJg2nrXN362mZq\nXxmjNvmc0L8KfG3bfafHp6RlIRqB/LccC7XA6mIF0xo05w02n2wgGznPNSwN1PJ2LzqTGeQXOfQH\nDfGjgFz0y3GIsg+c54AQAvbJbNu33MnoOtdQmYIU81yjgEC2yVD+XGL13QqP/vwI5leD5mMDeSVh\nVHj7tLGBP/dbiC8kX0ek/9z5nCafWuAiRKJ88EXZbj5jK88XLbpEZlh7Qk+bQNucN7h4cwFVKCzP\nl8iWGaSReHT9CKYww2Oa7rv9PGZORijSnQMp94neU6qWhcri60QPkTDF7oWPuMYUNa4PuJ9DSpM7\nQfOgqkXez93QZ4clZyzMNlmkw3NTyBP9nyNMISWLC0B8QQk9N7VPPzS1dQ6k3E/3vrjrd5nG7BUI\np0Av+6Ch/l3dbxZdGFTvKrQv2tke9xdCDASpLEvIhdz6TSwEUAA6m2dek0HftzrVoW36p3LdveZS\n7YtvBMV3rC89N41Qf03Jx8W9rNMUYoghJ+c7L/S/77tQmr50bfm4RfKmLgpYn/cLiW2eb7B8tsS5\nOcf59TnOP5xDSDGQJPuItPvaUrrINhBj1DN6fEhtijl0aqDpeWPJME0jNHQR6kDHSJ4sfG1t7Pkh\n4uQ7b1BdbkjTnE/OHRsMtifCTyFLgH/oKHbcGIwN9P6VlSYLSijH2nouLftZa422bZFlGUxrhkD4\nkKSpe9mhUhXUSgEZ0HzSoHvRQS9mIk2yJ01FUaBclMgW/WOAVnHCsp9j2GbtPG3G3AgKnULTNgNp\nsivvc33Np6iH/E0KONI11708OGkKOfEUhYA27lA6+1RKqHK5zuquPTE5KhH9AmNqqVCjRrtskX/M\nsfp1BXwE5CMJ2fWvrM1grg3EVf9obL7JUdf9ePvOo6RO40xVYvYlFfsqTbT8nKJEj41F5FzUf2zg\nSI6vrKGhHtrPYn1iR3G5K6XpnmCMGZQmSpz2SpP5n9osipQhh31Vr39V4uTDmGCBnkeVJt3oHsUp\niwAAIABJREFUgyz06kKveqVJrdXtBPEzBfVIwZTz5CmF3FKa9EIPhElKCbM0aIt21qU9hmkrTYuq\nqlilyQVn5+nnkC8IgfMtPozpM/c6PAeE5yP5HLpr+HzOIaUSUhgtlz5dFn6u9W10oVE/r3HxuwtA\nAvJSbg3D5f8/e2/a3DiObYsuAJw02U5nZWVWdXdVTy/OOTfei7j//4fcuMO5p6pryjnTkySSIID3\ngQYNwQAJarApmyuTIVkiQZEEsNdeewP4ECF+HyP9kCL5kjS/uaoqrxHoIky24bXJYUioQKOtIutz\nuRqF6/faypWrofiMk4uADZ0IdJFGjRDi5CvT/m5DadJJ4HtcQmVo0CvZ223lEGqTr27um8zY/VOX\ng3nssK+3T3/nKosQstGfU0ohea2WHFJpUplClVXAy4MUD6BWmmhEwVIGNmGggkLFCkgAwgn4lCPK\nIrB4S9Kk6o0oUr9WBOCA4AK85CgL96z7QLfj0BVVcP4czz6+crZ9tg+eCO5TFmz4iJPd0YUSnTYG\n6yNObZ7kvfCc3H3NLhnJerQGAcqTEqQk9RBpVRu02f+dIcrqhEVWsOZ3lGXpnFm2rYK6CKdL+nZ1\n/l0V36zwXRXTrg+hjaoPGRoaYeoiNyGGr+v5tZ3P/LwZRSbuz6Hy5GApTW19SFBxHcf1qZsub3qb\n3xVKloZMqFxtoK2Pst+70NaO9KtuDw+xrMpDgE851t+scfXDVU1wcjSOflVVyF/nyP+cg5/xrUap\nEkkQL+N6KaRlgvg6BvuZIXofgVyRe6kjPjt0qL7eZ4PayFhIu3gUpSmUQdqEyT6mr4Fw3RCfgW8j\nTK7Rc/tYfkLGEvl5XhOmvxDArMcKiLIIczFHcpkgvUibmY0ZY7Xc2tLZ6Gu10dYpte3nQqhs6tq3\nizjZhLvrt7TVkSGjTYn1qUmu8Jxdpk9paozFrZE41CrvgwC53eyP90wgQtqZ63vz2BASEFKmq/88\nNrQ5bm19dug1b7QD03FQx9d/mKimFVbfrABVv1elakbJCllP4Fm8KcBf8FqB6gsJJDcJph+nmH6c\nYvJhAvmzhHgnIC9lvQj4LWlSStUqnpV72wd967DrHL720qfsR5kR3G4AbYqFedwunl0XeXCd26dY\nOX+Xwu4GhwKKKvcK0wooXhVY/3mN5XIJSSXkJ4n4Y4w5myNZJijLstlsJcLuZPt42aFMP+Qe+8iM\n/VtCvI82DNlY7Nq522X4no9NOn1kuNluw1dPGQT7WZbDWbZDzTbR5eT1VZf67D/UttAGl62wv7ff\n29cZ4qDbKpOeq+yYCRMA8AkHvgGqSYX1N2tAoIlaKFVPgVDNK4iZ2F5puokx+zDD6b9OsfjXAut3\na+Tvc6yv1k0CuKk0+cQPn7Nnvrociz72rG+4z4cHnRHcvNgQo+cqw3wN8cpchqSrMbrCgvb3GxsI\n6v+H7ZT4CcfNn26giEK+yBH9FiGexJhgAp5wrFYrrFb1jOTe9YaMe7htJWsLA4aSMPN9iCJmH+/6\n/bvKrg8Fn7PQRTTtv32GJCS8p7+3vWs9wuwpwmyfdofceWyL0m0rpvYxbQbf19d0tUtXm9m1PhwD\nfG3BfN9lhH3HbrQHefyqazWtUE1vCdMBQCSplab3U5z+dIrz/3mOy8tLqEuF/DIHL/mGDXLVW2/Z\nAc8PCLP9oep7KB5lwV77vQ1XBxRCbkLOa5bb1om0yXj3PNUH6ofKRQn1J4XytET+Msfp9BQTMsFp\nfoqKVmCsHlKq860AbMihrg7Zd40utBFJF3HyVfIur3Gf6GscHxIhRsynLPn2C1XYbOLZPJfjthPd\nIIerE3a5IZ283aZCHDr779D+b8jqq42Qft3e3zyu77mcDsSxq00P8JilkKh4hTIvsV6tUeTFvbBc\nF7kPaTch6PusfM561/kfZcqBNk85pCyzPNtI9zHILvLU1WERQu6tEQccXmUCAfiCgy/qxRyLVwUy\nZGAFw+JqgUpWEESgEtXGVAQ+4mlW5hC1x9cpuYy5jzjZz73tvCENJ1SdukdyjwTbkEuX0Qh1Lp4y\nCCHNvDV6CLYOg5vGUqOP8mmfp+t73zPY9Rl1tYGQ3zckPDTBM4mTVPtduPqpQk+7kxc5knXSzM3k\nW9sRaG8DoU6k/dm++rWQ+vYoStM2DSGUMPXtdEIb5r2QnEGgNIl6KMUJqEfarc/WuPjzBaigwBwo\nfisglUS6SgHU12YmqLeRlTbiEmKoXd6DjziFer77IDvHYCTalDv7fR+EEklCyNGHIkLA6B1hyrIM\nVVE198hUZB+CWLapubv83XauY2gLNvoQp237fZMsEUKeTE7ToaGUqhPKeT3793q93pibqW00rsux\n2/Y37IJtzvtoOU2h+9qfa7QZ9ofwqO+F6R4gp8mEiAXWL9a4kBfgk3q+DaooyJIg/ZQ2OU2MsY2Y\ncldnoL8PJZJtnXjX8/bJtCHoer5mWcdmLNqure+12A5Gq5f3kKz/EUApvUeagLv8P1eYZhf42tG+\nSECf33fs7eFQv9nuF5XaHEn6HJyJXSBFPZN6kRegK4qiKDamGtg2qtQFX9RkW/SpX486em6X47vK\naTPorrBcCHwqk14M8SGhlaZyWuL622tMkgmmqylmH2dI07TJa4qiyDmxmK8y+0I75t8u9actRGp7\ndC6Cu69O3SZqQzcQbeFO19+HQqOUDvt2bQ3dXuMobkgTz/nGxIbmDOnm8GgT++icd1GLfPv7yPCx\nkaWQa/A5yF3OclvIdUNt4gTJdYL4Y4zpr9N6qZGMo5pU4BmHSB2jm58h9P2qRD3BMyvZvRFz9v4m\ndlWbughZ3yhFqCL74OG5EBXIJjUuY7uP32F/FgrdATfEiT08cVJMgU85+LTOcRIrAfKBIP4QI/2U\nQl0okAsCphgiEW0YhHsqGdo7q1CFUO/TR+nbRn5vayRdHeOQ0ff3dRnStuNcdaBRmoZvW7dDAmAK\nkFMCvLxtxxEFIwxMsI2OvgnV9AyTtpHgNmfPdR5XJ96mGLcRJ1dbH3p78MF1P/R7G10kylZglVKg\nJUVymSB6FyH+KQYUsHqxwup8BXWuRtJkQKpbp4P3m7PQJrt90LdN9kHIbxmk0hR6M9saf0jnEfob\nzN9svuqk0opVoOzh1SYTYipQfFfgJr+ByATUrwryFwmmGNIqbSqzEJsN3lcB7bCOjVCPzvV5l9Gw\n93F55uaz3zD8xnEub2do6FI9fQbC/q7tOF9ozlRMJTXI9BNkTYoqiLlA8boAyxkUUVDvFfh7DvFB\ngFYUUXXXHYaqFxvnCFDB24iN6Ry2PVsfwfI5LGa/19epGRJ87cPXr/gIrK//ae4PJ0guE8zezTCN\np2Cc4eJPFwCpZ9kuTot9XtZRQ8k6b5ZXHKQkjY1pq19tbaSPA+1zHPqi7zEPTpqA8HwUnyd16AYf\nIiNSercYop6RewikSaYS5bcl4nmMSEWIr2NE1xEopeCc3yMceiZxEy6C2IU+YYdtOm2Xhx3qaQ/N\ns/bdzy5jaT4Pm9Sa98a1X1uZG9sTJEwAAApU8wrFt/UyRdW8AjkhQAxAAPSaAqvNztjOBbTRaXwd\nxLXtONffLuelT7ty1YVDeuqPAfu6uhTmtv2UUiAlQXqZYv52jhfVC0R5BAUFPuNYfrM81GUcJczw\nNuFkY8RcSBTDhYe0o31snMajkKYu2JXaF3IJkbq3PbcN2wBp4hRFEaIoGgRp0oSJVAQzNcP0aors\n9wzxh7jpUNsWKnWpEK7vzM9CVCjXcwohTr560Of5+jySoSLEA/Mpa779fd+bShOokdf0BKGoQjWv\noMit4vRtgSiNEFURousI0fsINKIbhKmt0289VwtxajtGv4Yc5yNVvj7TRZqG1Cb69gU+7NIH6/sn\niUSVVChnJdana0QvIhSLAjzlkGz46vVDQREFNVeQrySqHyrgGncj5m7XTKVrCpYz0DUFXVMoYc2+\n7nCCXX1g32iHhlnnXfU+RB22MUjSpLFto3aFIczXkPO2dVqm0qRVpscmTWB1nlOzFMYMiGYRslmG\ndJpu/E4zVKelVF2JATTXRikF4O5k9XszV6ovupShNmIVIsvaxw/FSHQZY1stso+1jWCIEtIVtjGV\npketx4cCBcRcQMwFSpQAgIQlyK4z0A8UdEpBYwqpbvP+qH/SyBClcJvO2CxHn8euB755b/RrV1gk\nZL+hwaekAvcVPBe5ctkDnwqrlIKMJPKTHOQ1QfW3CuRHgpvXN1ifr1Fl1aEu8/jAAHkmIX4QgADU\n4v5kuewLQ/wpRvIpQfI5gSw212y17Uebsqu/9znBrr7SdbxZjnlO+70PgyVN23Q2LrjITwiJ0udv\n8+Q1CWGMPcoIujYwxpAkCSaTCbJp1hA8xtg90mRWXKXURpJ7m6Svpdl9LFZslt1HhQLajcAQDUSf\nkMs+vS7znK42oIdXP5dh1mqiIF4JlH8tQQoCdsagrhTYJUN2lUFdK2c7aeu47X5jn31CnzbhOvex\nqa4mfEYyxHny7evbX0QC+UkO/oZj9bcV8A8gX+S12pTxLa/gCYIB6kU9V5OaK8g/GYt+q7ofSX5J\nEP8SY5JOMBMzVMt68mXtkOuVK1wkZpd62pcwhTjqGoMlTRqhjaINoR1Ym+F1baYioz3ToYAxhjRJ\nMZlMMJ1NN3KvbNKkDYImPxthG9wPiepXKes5OgBseAshZKANfYhT3wo/BLiMWd/fHkKcfCGNIdXT\nx4ScSIhXArzkQAJELyOw9wzR+wjRuwhU1m3F9IxdToYPuh21tQWfQtrnGbkcGh/RDnU2hoKu39fn\nPoVer4gE+IJDvpaQf5OQ/5SQ0e02hufuQGulicwI5HcS4IDtb5GXBFEaYVJNsLhcoETZ2BXT2bYj\nFT7RpM1Gu967jm8LBx610gT0V5tc8myX1xdS/r19CIAIUImCmiggAxDXeRNDAY0p2IQhXsRIzhKo\nQkHmEjKXoCWF5BKykpBc3iNP9j0zN9Nb1SPx7Pf6OFfltOEiZK6wWltIxHWM77MhoE9noL/re4xr\nP7tj2ShzeLfp4FBThepVBZUoiBcCyasE2U8ZWMyQVRmSdYKyLFGW5cbSSXZdDzHsbaSlLZTU/Nae\nKpPvu304oYeA73e13Tv9WV8b0fWZogoiEagmFapFBXk6EiUnKIAUUKm/7skrCXElUC0r8DWH/CSh\nvtbT4eipcHR0o20pIxNdjopr/xCFNdR5HTRpshESXmuTYV3f2Y1O39y2c8lYIn+R4/IvlxB/Fyj+\nWuD6u2uUi3LHK9wfykWJ6++vwUqG5dkSvOQo+a0BuKZILhLEFzGSi6Txpu0pCWxVzazYUsqNRYFN\nmVVD72d/3oWuRuH6Xk9I2OeYx0IXAWxDiKcVcu57huIZsiY5kVBxTZhIRaBeKyRxAlYxpNcppl+m\nzSAPwF23+yhN5rEmYToUkXE5JPb7Y4Hv97uIZxfMfq19x94/c4SFalqheFVgWS6hYgX8Dog/BCSV\nYGuGuIo37MShsUsEROPgpMnXcEP23+WcZpjJ1UhcjTDEYySEQMYS6xdrVD9UWP23FfifOdYv1yjn\nwyFNxaLAzfc3EIlA/F0MUdWL+YpKIPuUIfotQvJbgnk1b0iTOTGZqU6YSeQmadJTGOhFG4HNe+ia\nIFDv0yWhmq+hKotPUenbqR4appfs+rzrWJcK16VGtcnXTXm62OOzqdshAlR0l8clpID4VqC6rMCX\nHLziEFcCuALYFUNyldzrS+zlV8x+x4bt8XY977bv+9ShQ5Ozh0LofeuDY7sHx4ZqViH/NoeMJcrT\nEtGsdkLYmoF9ZkCBxln39ksd6Dou1BkNrQsPqjT5Grr5XdexbSqTrzw73BQqZfsgo1ppWv2wgvpv\nCuK1gEgFRDKcmWLLRQmRCKxerkC5MZRaSZz8doJZNkNcxVhcLcA5bzYdotP7m6ME9Tp2eh+dVK7D\nF+YwbQ1fh91l5O3Ys1a77O9cxwLto2eGgrb24NrP1znsGr6rd8azX2tLxQr8lCP/LgeRBNWkAvlA\ngPcAjSiSKmkGfJjPxHQkumbcdzlrISEj+/PQOmOfK/Q8Q4Wvje8TT3auskdANa0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7AAAg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\nAABJRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110d03950>"
+       "<Figure size 1000x800 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -225,25 +208,25 @@
    ],
    "source": [
     "## First, visualize matches:\n",
-    "fig = figure(0, (10, 8))\n",
+    "fig = plt.figure(0, (10, 8))\n",
     "\n",
     "for i in range(3):\n",
     "    fig.add_subplot(1,3,i+1)\n",
     "    imageDict = data[trainingExampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)\n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
     "    matchingIndices = (X1[:,40]==1)\n",
-    "    matchingImage = matchingIndices.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    matchingImage = matchingIndices.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][matchingImage] = 0\n",
     "    im[:,:,1][matchingImage] = 1\n",
     "    im[:,:,2][matchingImage] = 0\n",
     "    \n",
-    "    imshow(im)\n",
-    "    axis('off')"
+    "    plt.imshow(im)\n",
+    "    plt.axis('off')"
    ]
   },
   {
@@ -255,7 +238,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 45,
    "metadata": {
     "collapsed": false
    },
@@ -286,12 +269,12 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
@@ -300,7 +283,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.769416550146 0.967676767677 0.210364514712\n"
+      "0.7694165501461803 0.9676767676767677 0.2103645147123408\n"
      ]
     }
    ],
@@ -309,7 +292,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print accuracy, recall, precision"
+    "print (accuracy, recall, precision)"
    ]
   },
   {
@@ -321,16 +304,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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FBgMA4ELSG+iYp/Jo00q0+joNReaOnzufq1evFs8R7chVq/V0jGgyqr/fcO2q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\nRU5ErkJggg==\n",
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",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x110bb7750>"
+       "<Figure size 1000x800 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -339,30 +322,30 @@
    ],
    "source": [
     "## First, visualize matches:\n",
-    "fig = figure(0, (10, 8))\n",
+    "fig = plt.figure(0, (10, 8))\n",
     "\n",
     "for i in range(2):\n",
     "    fig.add_subplot(1,3,i+1)\n",
     "    imageDict = data[testingExampleIndices[i]]\n",
     "    \n",
-    "    X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)\n",
-    "    im = makeGrayScale(imageDict)\n",
+    "    X1, y1 = supportFunctions.extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)\n",
+    "    im = supportFunctions.makeGrayScale(imageDict)\n",
     "    \n",
     "    matchingIndices = (X1[:,40]==1)\n",
-    "    matchingImage = matchingIndices.reshape(imageDict['boxHeight'], imageDict['boxWidth'])\n",
+    "    matchingImage = matchingIndices.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])\n",
     "    \n",
     "    #Paint with matches:\n",
     "    im[:,:,0][matchingImage] = 0\n",
     "    im[:,:,1][matchingImage] = 1\n",
     "    im[:,:,2][matchingImage] = 0\n",
     "    \n",
-    "    imshow(im, interpolation = 'none')\n",
-    "    axis('off')"
+    "    plt.imshow(im, interpolation = 'none')\n",
+    "    plt.axis('off')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -371,8 +354,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[ 372   24]\n",
-      " [1123 3782]]\n"
+      "[[ 327   14]\n",
+      " [ 980 3553]]\n"
      ]
     }
    ],
@@ -393,12 +376,12 @@
     "#make confusion matrix:\n",
     "confusionMatrix = np.array([[TP, FN], [FP, TN]])\n",
     "\n",
-    "print confusionMatrix"
+    "print (confusionMatrix)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
@@ -407,7 +390,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.783625730994 0.939393939394 0.248829431438\n"
+      "0.7960607304062371 0.9589442815249267 0.2501912777352716\n"
      ]
     }
    ],
@@ -416,7 +399,7 @@
     "recall = float(TP)/(TP+FN)\n",
     "precision = float(TP)/(TP+FP)\n",
     "\n",
-    "print accuracy, recall, precision"
+    "print (accuracy, recall, precision)"
    ]
   },
   {
@@ -438,21 +421,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 2",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "python2"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.12"
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
   },
   "latex_envs": {
    "bibliofile": "biblio.bib",
@@ -466,6 +449,11 @@
    "toc_number_sections": false,
    "toc_threshold": 6,
    "toc_window_display": false
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
+   }
   }
  },
  "nbformat": 4,
diff --git a/supportFunctions.py b/supportFunctions.py
index 150fc23..0feb59e 100644
--- a/supportFunctions.py
+++ b/supportFunctions.py
@@ -8,22 +8,22 @@
 import matplotlib.pyplot as plt
 
 #Extract 9 by 9 grid and finger/not finger label from imageDict
-def extractFeatures(imageDict, whichImage = 'image1bit', dist = 4):
+def extractFeatures(imageDict, whichImage = b'image1bit', dist = 4):
     img = imageDict[whichImage]
 
     featuresList = []
-    target = np.zeros(imageDict['numPointsInBox'])
+    target = np.zeros(imageDict[b'numPointsInBox'])
     counter = 0
 
-    for i in np.arange(imageDict['boxEdges'][2], imageDict['boxEdges'][3]):
-        for j in np.arange(imageDict['boxEdges'][0], imageDict['boxEdges'][1]):
+    for i in np.arange(imageDict[b'boxEdges'][2], imageDict[b'boxEdges'][3]):
+        for j in np.arange(imageDict[b'boxEdges'][0], imageDict[b'boxEdges'][1]):
             f = img[i-dist:i+dist+1, j-dist:j+dist+1]
 
             fVec = f.ravel()
             featuresList.append(fVec)
 
             #Check and see if this is a finger pixel or not:
-            if np.max(np.sum(imageDict['allFingerPoints'] == [i, j], 1)) == 2:
+            if np.max(np.sum(imageDict[b'allFingerPoints'] == [i, j], 1)) == 2:
                 target[counter] = 1
 
             counter = counter +1
@@ -33,7 +33,7 @@ def extractFeatures(imageDict, whichImage = 'image1bit', dist = 4):
     return features, target
 
 #Extract indivudual examples from list of imageDicts:
-def extractExamplesFromList(imageList, whichImage = 'image1bit', dist = 4):
+def extractExamplesFromList(imageList, whichImage = b'image1bit', dist = 4):
     allFeaturesList = []
     allTargetList = []
 
@@ -75,13 +75,13 @@ def make_colormap(seq):
     return mcolors.LinearSegmentedColormap('CustomMap', cdict)
 
 def makeGrayScale(imageDict):
-    im = np.zeros((imageDict['boxHeight'], imageDict['boxWidth'], 3))
-    im[:,:,0] = 1./255*imageDict['image'][imageDict['boxEdges'][2]:imageDict['boxEdges'][3], \
-                                       imageDict['boxEdges'][0]:imageDict['boxEdges'][1]] 
-    im[:,:,1] = 1./255*imageDict['image'][imageDict['boxEdges'][2]:imageDict['boxEdges'][3], \
-                                       imageDict['boxEdges'][0]:imageDict['boxEdges'][1]]
-    im[:,:,2] = 1./255*imageDict['image'][imageDict['boxEdges'][2]:imageDict['boxEdges'][3], \
-                                       imageDict['boxEdges'][0]:imageDict['boxEdges'][1]]
+    im = np.zeros((imageDict[b'boxHeight'], imageDict[b'boxWidth'], 3))
+    im[:,:,0] = 1./255*imageDict[b'image'][imageDict[b'boxEdges'][2]:imageDict[b'boxEdges'][3], \
+                                       imageDict[b'boxEdges'][0]:imageDict[b'boxEdges'][1]] 
+    im[:,:,1] = 1./255*imageDict[b'image'][imageDict[b'boxEdges'][2]:imageDict[b'boxEdges'][3], \
+                                       imageDict[b'boxEdges'][0]:imageDict[b'boxEdges'][1]]
+    im[:,:,2] = 1./255*imageDict[b'image'][imageDict[b'boxEdges'][2]:imageDict[b'boxEdges'][3], \
+                                       imageDict[b'boxEdges'][0]:imageDict[b'boxEdges'][1]]
     
     return im
 
@@ -115,13 +115,13 @@ def computeConfusionMatrix(y, yHat, verbose = True):
     accuracy = float(TP+TN)/len(y)
     
     if verbose:
-        print 'Confusion Matrix:'
-        print cm
-        print 'Recall (TPR) = ' + str(round(recall,3))  + \
-            ' (Portion of fingers that we "caught")'
-        print 'Precision (PPV) = ' + str(round(precision,3)) + \
-            '(Portion of predicted finger pixels that were actually finger pixels)'
-        print 'Accuracy = ' + str(round(accuracy,3))
+        print ('Confusion Matrix:')
+        print (cm)
+        print ('Recall (TPR) = ' + str(round(recall,3))  + \
+            ' (Portion of fingers that we "caught")')
+        print ('Precision (PPV) = ' + str(round(precision,3)) + \
+            '(Portion of predicted finger pixels that were actually finger pixels)')
+        print ('Accuracy = ' + str(round(accuracy,3)))
     
     return cm, accuracy, recall, precision
 
@@ -139,7 +139,7 @@ def testRules(rules, exampleIndices, data, fig, X, y, showLegend = True, color =
         ax = fig.add_subplot(1,4,i+1)
         imageDict = data[exampleIndices[i]]
 
-        X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)
+        X1, y1 = extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)
         im = makeGrayScale(imageDict)
 
         matchingIndices = np.array([], dtype = 'int')
@@ -170,21 +170,21 @@ def testRules(rules, exampleIndices, data, fig, X, y, showLegend = True, color =
         falseNegatives = np.logical_and(y1, np.logical_not(matchVec))
 
         if color == 'Full':
-            fNImage = falseNegatives.reshape(imageDict['boxHeight'], imageDict['boxWidth'])
+            fNImage = falseNegatives.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])
 
             #Paint with matches:
             im[:,:,0][fNImage==1] = 1
             im[:,:,1][fNImage==1] = 1
             im[:,:,2][fNImage==1] = 0
 
-            tPImage = truePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+            tPImage = truePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
             #Paint with matches:
             im[:,:,0][tPImage==1] = 0
             im[:,:,1][tPImage==1] = 1
             im[:,:,2][tPImage==1] = 0
 
-            fNImage = falsePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+            fNImage = falsePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
             #Paint with matches:
             im[:,:,0][fNImage==1] = 1
@@ -193,7 +193,7 @@ def testRules(rules, exampleIndices, data, fig, X, y, showLegend = True, color =
             
         if color == 'Green':
             
-            matchImage = matchVec.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+            matchImage = matchVec.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
             #Paint with matches:
             im[:,:,0][matchImage==1] = 0
@@ -247,7 +247,7 @@ def showMatches(rules, exampleIndices, data, fig, verbose = True):
         
         imageDict = data[exampleIndices[i]]
 
-        X, y = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)
+        X, y = extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)
         im = makeGrayScale(imageDict)
 
         matchingIndices = np.array([], dtype = 'int')
@@ -259,7 +259,7 @@ def showMatches(rules, exampleIndices, data, fig, verbose = True):
         matchVec = np.zeros(X.shape[0])
         matchVec[matchingIndices] = 1
 
-        matchImage = matchVec.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+        matchImage = matchVec.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
         #Paint with matches:
         im[:,:,0][matchImage==1] = 0
@@ -279,10 +279,10 @@ def testLogicalRules(exampleIndices, data, fig, X, y, rule):
         ax = fig.add_subplot(1,4,i+1)
         imageDict = data[exampleIndices[i]]
 
-        X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)
+        X1, y1 = extractFeatures(imageDict, whichImage = b'image1bit', dist = 4)
 
         im = makeGrayScale(imageDict)
-        yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])
+        yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])
 
         #Paint with matches:
         im[:,:,0][yImage==1] = 1
@@ -294,14 +294,14 @@ def testLogicalRules(exampleIndices, data, fig, X, y, rule):
         truePositives = np.logical_and(y1, yHat)
         falsePositives = np.logical_and(np.logical_not(y1), yHat)
 
-        tPImage = truePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+        tPImage = truePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
         #Paint with matches:
         im[:,:,0][tPImage==1] = 0
         im[:,:,1][tPImage==1] = 1
         im[:,:,2][tPImage==1] = 0
 
-        fNImage = falsePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+        fNImage = falsePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
         #Paint with matches:
         im[:,:,0][fNImage==1] = 1
@@ -331,7 +331,7 @@ def testLogicalRules(exampleIndices, data, fig, X, y, rule):
 #         X1, y1 = extractFeatures(imageDict, whichImage = 'image1bit', dist = 4)
 
 #         im = makeGrayScale(imageDict)
-#         yImage = y1.reshape(imageDict['boxHeight'], imageDict['boxWidth'])
+#         yImage = y1.reshape(imageDict[b'boxHeight'], imageDict[b'boxWidth'])
 
 #         #Paint with matches:
 #         im[:,:,0][yImage==1] = 1
@@ -350,14 +350,14 @@ def testLogicalRules(exampleIndices, data, fig, X, y, rule):
 #         truePositives = np.logical_and(y1, matchVec)
 #         falsePositives = np.logical_and(np.logical_not(y1), matchVec)
 
-#         tPImage = truePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+#         tPImage = truePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
 #         #Paint with matches:
 #         im[:,:,0][tPImage==1] = 0
 #         im[:,:,1][tPImage==1] = 1
 #         im[:,:,2][tPImage==1] = 0
 
-#         fNImage = falsePositives.reshape((imageDict['boxHeight'], imageDict['boxWidth']))
+#         fNImage = falsePositives.reshape((imageDict[b'boxHeight'], imageDict[b'boxWidth']))
 
 #         #Paint with matches:
 #         im[:,:,0][fNImage==1] = 1