Ejercicios

06-MatPlotLib&Statistics.ipynb

@@ -1220,14 +1220,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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mZs+evTil1L3QeltEgtevXz+qqqraOgxJkiRJahMR8a+mrOcQzRKzdu1a9ttvP0aNGgXAIYccQkVFBRUVFfTq1YsxY8ZssM2//vUvhg4dSkVFBQMHDuTmm28GYPny5XXbVlRU0K1bN772ta8BcMMNNzBo0CBGjhzJmjVrAJg5cybnn39+K9W0ddmukiRJ2hJsET14arrrrruO/v3789577wHw5z//ua7s+OOP57jjjttgm549e/Lkk0+y7bbbsmLFCgYNGsSxxx5Lr169mDt3bt16w4YNY9y4cQD86le/Yv78+Vx99dU8+uijjBo1iiuuuIK77767yDVsG7arJEmStgT24JWQhQsX8oc//IGJEyduUPbee+/x+OOP5+1p2mabbdh2220BeP/991m3bt0G67z44ou88847HHLIIQCklKipqaG6upoOHTpw1113ccwxx9C1a9cWrlXbs10lSZK0pTDBKyFf+9rXuPbaaykr2/BtffDBBznyyCPp1KlT3m1ff/11ysvL6du3LxdeeCG9evVar/yee+7hpJNOIiIAOPfccxk+fDivvfYaBx10ELfddhtf/vKXW75SmwHbVZIkSVsKE7wS8fvf/54ePXowbNiwvOV3330348ePb3D7vn37Mn/+fBYsWMAdd9zB22+/vV75Pffcs972n//855kzZw533XUXP/7xj/nKV77CI488wgknnMD555+ft7dqS2S7SpIkaUtiglciZs2axUMPPUS/fv04+eSTefzxx/nc5z4HwOLFi3n66af5zGc+U3A/vXr1YtCgQetdYzZv3jw++OCDvEnOm2++ydNPP82YMWOYNGkS9957L507d2b69OktV7k2ZLtKkiRpS2KCVyK+//3vs3DhQl599VXuuecejjjiCO666y4A7r//fkaNGsV2222Xd9uFCxeyatUqAJYsWcLMmTPZZ5996sob66W69NJLufzyywFYtWoVEUFZWRnV1dUtWb02Y7tKkiRpS2KCtxWoPwwQoKqqqm7SkOeff57999+fIUOG8MlPfpJvfvObDB48uG7d++67L28iMmfOHACGDh0KwCmnnMLgwYOZNWsWRx99dLGqs9mwXSVJkrS5iZRSW8dQUGVlZfJG55IkSZK2VhExO6VUWWg9e/AkSZIkqUSY4EmSJElSiWjf1gFsybK3LlOOlhjxa7vmtwWMppYkSVIbswdPkiRJkkqECZ4kSZIklQgTPEmSJEkqESZ4kiRJklQiTPAkSZIkqUSY4EmSJElSiTDBkyRJkqQSYYInSZIkSSXCBE+SJEmSSoQJniRJkiSVCBM8SZIkSSoRJniSJEmSVCJM8CRJkiSpRJjgSZIkSVKJMMGTJEmSpBJhgidJkiRJJcIET5IkSZJKhAmeJEmSJJUIEzxJkiRJKhEmeJIkSZJUIkzwJEmSJKlEmOBJkiRJUokwwZMkSZKkEmGCJ0mSJEklwgRPkiRJkkqECZ4kSZIklQgTPEmSJEkqESZ4kiRJklQiTPAkSZIkqUSY4EmSJElSiTDBkyRJkqQSYYInSZIkSSXCBE+SJEmSSoQJniRJkiSVCBM8SZIkSSoRRU/wIqJdRMyJiN9nX+8eEU9FxIKIuDcitil2DJIkSZK0NWiNHryvAs/nvP4B8OOU0l7AEuCMVohBkiRJkkpeURO8iOgDfAa4Nfs6gCOA+7Or3AGMKWYMkiRJkrS1KHYP3mTgAmBd9vVOwNKU0gfZ1wuB3kWOQZIkSZK2CkVL8CJiFPBOSmn2Rm5/VkRURUTVokWLWjg6SZIkSSo9xezBOwg4NiJeBe4hMzTzOqBzRLTPrtMHeCPfximln6aUKlNKld27dy9imJIkSZJUGoqW4KWUvpVS6pNS6gecDDyeUjoVeAI4IbvaBGBKsWKQJEmSpK1JW9wH70Lg6xGxgMw1eT9vgxgkSZIkqeS0L7zKpkspzQBmZJ+/AnyiNY4rSZIkSVuTtujBkyRJkiQVgQmeJEmSJJUIEzxJkiRJKhEmeJIkSZJUIpo0yUpE9CBzX7tewCrgOaAqpbSuiLFJkiRJkpqh0QQvIg4HLgK6AnOAd4DtgDHAnhFxPzAppfResQOVJEmSJDWuUA/eSODMlNJr9Qsioj0wChgBPFCE2CRJkiRJzdBogpdS+u9Gyj4AHmzxiCRJkiRJG6VZk6xExPCImBoRMyJibLGCkiRJkiQ1X6Fr8HZJKf07Z9HXgbFAAE8Bvy1ibJIkSZKkZih0Dd7NEfEMcG1KaTWwFDgBWAc4sYokSZIkbUYaHaKZUhpDZvbM30fEacDXgG2BncjMpClJkiRJ2kwUvAYvpfQ74NPAR8kMyXwxpXR9SmlRsYOTJEmSJDVdowleRBwbEU8AU8nc3Pwk4LiIuCci9myNACVJkiRJTVPoGrwrgU8A2wOPppQ+AXwjIj4GXAWcXOT4JEmSJElNVCjBWwaMA3YA3qldmFJ6CZM7SZIkSdqsFLoGbyyZCVXaA6cUPxxJkiRJ0sYq1IO3OqV0Q2MrRETHlNKKFoxJkiRJkrQRCvXgTYmISRFxaER8pHZhROwREWdExKPA0cUNUZIkSZLUFI324KWUjoyIkcCXgIMiogvwAfAC8AdgQkrp38UPU5IkSZJUSKEhmqSUHgYeboVYJEmSJEmboOCNziVJkiRJWwYTPEmSJEkqESZ4kiRJklQiNirBi4jOEfHtlg5GkiRJkrTxGk3wIqJvRPw0In4fERMj4iMRMQl4EejROiFKkiRJkpqi0CyadwJ/BB4gc7+7KmAuUO7tESRJkiRp81IoweuaUvpe9vmjEfFZ4NSU0rrihiVJkiRJaq6C98HL3tw8si/fBT4aEQGQUvpPEWOTJEmSJDVDoQTvo8BsPkzwAJ7J/puAPYoRlCRJkiSp+RpN8FJK/VopDkmSJEnSJmr2bRIiYs+IuDQi/l6MgCRtHVavXs0nPvEJhgwZwsCBA/nud78LwI033shee+1FRLB48eIGt2/Xrh0VFRVUVFRw7LHH1i2fPn06Q4cOpaKigoMPPpgFCxYAcMMNNzBo0CBGjhzJmjVrAJg5cybnn39+EWvZNmxbSZK2XpFSKrxSRC/gJOAUYDDwfeB/U0rPFje8jMrKylRVVdUah2qWiMLrbG2acDoVZLvm1xJtuzlJKbFy5Uo6duxITU0NBx98MNdddx3bbrstXbp04bDDDqOqqopu3brl3b5jx46sWLFig+V77703U6ZMoX///vzkJz/h6aef5vbbb2f48OH85S9/4eqrr2bIkCGMGjWKo48+mrvvvpuuXbsWu7qtyraVJKn0RMTslFJlofUaHaIZEWcB44HewH3AGcCUlNJlLRKlpK1WRNCxY0cAampqqKmpISLYb7/9Nnm/7733HgDLli2jV69eQCbpqampobq6mg4dOnDXXXdxzDHHlGQCYttKkrT1KjTJyo3Ak8ApKaUqgIgosX4ESW1l7dq1DBs2jAULFvDlL3+Z/fffv8nbrl69msrKStq3b89FF13EmDFjALj11lsZOXIk22+/PZ06deKvf/0rAOeeey7Dhw9n4MCBHHTQQRx33HE8+uijRanX5sC2lSRp69ToEM2I2An4LJlevF3I9OKdnlLq2zrhZThEc8vhEM3iKbUhmrmWLl3K2LFj667lAujXr1+jwwjfeOMNevfuzSuvvMIRRxzB9OnT2XPPPRk3bhwXXngh+++/Pz/84Q954YUXuPXWW9fb9vLLL6e8vJyysjLuvPNO+vbty6RJkygra/ZlyZs921aSpNLQ1CGajf6Pm1J6N6V0c0rpk8CRwFLg7Yh4PiKubqFYJW3lOnfuzOGHH87UqVObvE3v3r0B2GOPPTjssMOYM2cOixYtYt68eXW9VSeddBJ/+ctf1tvuzTff5Omnn2bMmDFMmjSJe++9l86dOzN9+vSWq9BmxLaVJGnr0uQ/qaaUFqaUJmWzxuOA1cULS1KpW7RoEUuXLgVg1apVTJs2jX333bdJ2y5ZsoT3338fgMWLFzNr1iwGDBhAly5dWLZsGS+++CIA06ZNo3///utte+mll3L55ZfXHTciKCsro7q6uqWq1uZsW0mStl6FJlk5tJHiGS0biqStyVtvvcWECRNYu3Yt69at48QTT2TUqFFcf/31XHvttfz73/+mvLyckSNHcuutt1JVVcXNN9/MrbfeyvPPP8+XvvQlysrKWLduHRdddBEDBgwA4Gc/+xnHH388ZWVldOnShV/84hd1x5wzZw4AQ4cOBeCUU05h8ODB9O3blwsuuKD1G6FIbFtJkrZeha7B+12exQkoB/qmlNoVK7BcXoO35fAavOIp5WvwJEmS1LgWuU1CSml0vZ0eBFwC/Bs4b5MilCRJkiS1qEK3SQAgIo4ELiXTe3d1SmlaUaOSVBT2jm7IXufisMdZkqS2UegavM8A3waWAZeklGa2SlSSJEmSpGYr1IP3O2Ah8C5wQUSsd6V8SunYYgUmSZIkSWqeQgne4a0ShSRJkiRpkxWaZOWP+ZZHRF/gZCBvuSRJkiSp9TX5RucR0T0izomIP5O5B97OBdbfLiKejoh5EfH3iLgsu3z3iHgqIhZExL0Rsc0m1UCSJEmSBBRI8CJix4iYEBGPAk8DewK7p5T2TCl9s8C+3weOSCkNASqAoyNiOPAD4Mcppb2AJcAZm1wLSZIkSVLBHrx3gC8CVwJ7pJS+Aaxpyo5Txorsyw7ZRwKOAO7PLr8DGNPcoCVJkiRJGyqU4H0L2Bb4CfCtiNizOTuPiHYRMZdMojgNeBlYmlL6ILvKQqB380KWJEmSJOXTaIKXUpqcUhoOHJdd9CDQKyIujIi9C+08pbQ2pVQB9AE+Aezb1MAi4qyIqIqIqkWLFjV1M0mSJEnaajVpkpWU0isppatTSoOBSuCjwMNNPUhKaSnwBHAA0Dkiamfv7AO80cA2P00pVaaUKrt3797UQ0mSJEnSVqvJs2jWSik9l1K6ODtJSoOys252zj7fHhgBPE8m0Tshu9oEYEpzY5AkSZIkbajQLJpnRMR/57x+IyLei4jlEXF2gX33BJ6IiPnA34BpKaXfAxcCX4+IBcBOwM83rQqSJEmSJChwo3PgbODonNfvpJR6R8R2wKPAzQ1tmFKaD+yXZ/krZK7HkyRJkiS1oEJDNCOl9G7O698ApJRWA9sXLSpJkiRJUrMVSvA6575IKV0NEBFlQLdiBSVJkiRJar5CCd5jEXFlnuWXA48VIR5JkiRJ0kYqdA3efwO3ZidEmZddNgSoAiYWMzBJkiRJUvM0muCllFYC4yNiD2BgdvE/UkovFz0ySZIkSVKzFOrBA+pmvnylyLFIkiRJkjZBs290LkmSJEnaPJngSZIkSVKJaDTBi4gjcp7vXq9sXLGCkiRJkiQ1X6EevB/lPH+gXtklLRyLJEmSJGkTFErwooHn+V5LkiRJktpQoQQvNfA832tJkiRJUhsqdJuEPSLiITK9dbXPyb7eveHNJEmSJEmtrVCCd1zO8x/VK6v/WpIkSZLUhhpN8FJKf6x9HhHds8sWFTsoSZIkSVLzFbpNQkTEdyNiMfAC8GJELIqI77ROeJIkSZKkpio0ycr5wMHAx1NKXVNKXYD9gYMi4vyiRydJkiRJarJCCd7ngfEppf+rXZBSegX4HHBaMQOTJEmSJDVPoQSvQ0ppcf2F2evwOhQnJEmSJEnSxiiU4K3ZyDJJkiRJUisrdJuEIRHxXp7lAWxXhHgkSZIkSRup0G0S2rVWIJIkSZKkTVNoiKYkSZIkaQthgidJkiRJJcIET5IkSZJKRKFJVgCIiM7Ax7IvX0wpLSteSJIkSZKkjdFoghcR2wK3AGOA/yMze+ZuEfFb4OyUkrdKkCRJkqTNRKEhmt8mc0Pzviml/VJKFcCuZBLDS4sdnCRJkiSp6QoleOOAM1NKy2sXZJ+fA4wtZmCSJEmSpOYplOCtSylV11+YUloBpOKEJEmSJEnaGIUmWUkR0YXMtXf1rStCPJIkSZKkjVQowfsoMJv8CZ4kSZIkaTPSaIKXUurXSnFIkiRJkjZRs290HhF7RsSlEfH3YgQkSZIkSdo4TUrwIqJXRJwfEX8D/p7d7uSiRiZJkiRJapZGE7yIOCsingBmADsBZwBvpZQuSym5Krw5AAAgAElEQVQ92wrxSZIkSZKaqNAkKzcCTwKnpJSqACLC2yNIkiRJ0maoUILXE/gsMCkidgHuAzoUPSpJkiRJUrM1OkQzpfRuSunmlNIngU8BS4G3I+L5iLi6VSKUJEmSJDVJk2fRTCm9nlKalFKqBI4DVhcvLEmSJElScxUaoklE7AScAuybXfQ8cHdK6fJiBiZJkiRJap5Cs2j2B54DhgEvAi8BHweejYh9ih+eJEmSJKmpCvXgXQF8NaV0X+7CiDgeuBo4vliBSZIkSZKap9A1eIPrJ3cAKaUHgEHFCUmSJEmStDEKJXgrN7JMkiRJktTKCg3R7BERX8+zPIDuRYhHkiRJkrSRCvXg/QzYMc+jI3BrYxtGRN+IeCIi/hERf4+Ir2aXd42IaRHxUvbfLpteDUmSJElSoz14KaXLNmHfHwDfSCk9ExE7ArMjYhpwOjA9pXRNRFwEXARcuAnHkSRJkiRRIMGLiOsbK08pfaWRsreAt7LPl0fE80BvMjdJPyy72h3ADEzwJEmSJGmTFboGb3YjZampB4mIfsB+wFPAztnkD+DfwM5N3Y8kSZIkqWGFhmje0VBZRPyoKQeIiI7AA8DXUkrvRUTu/lNE5E0UI+Is4CyAXXfdtSmHkiRJkqStWqFJVhpzYqEVIqIDmeTuVyml/80ufjsiembLewLv5Ns2pfTTlFJlSqmye3cn7JQkSZKkQjYlwYtGCzNddT8Hnk8p/b+cooeACdnnE4ApmxCDJEmSJCmr0CQrXRsqokCCBxwEfB54NiLmZpddDFwD3BcRZwD/ogk9gZIkSZKkwpoyyUoifzJX09iGKaWZDWwHcGTh0CRJkiRJzVFokpXdWysQSZIkSdKmKTREc2hj5SmlZ1o2HEmSJEnSxio0RHNSI2UJOKIFY5EkSZIkbYJCQzQPb61AJEmSJEmbplAPHhGxG7AypbQ4IoYDBwMLUkoPFj06SZIkSVKTFboG7ztk7lWXIuIe4FPADOAzEXFYSulrxQ9RkiRJktQUhXrwTgb6AzsArwG7pJSqI6I9MLfRLSVJkiRJraqsQPnqlNKalNJS4OWUUjVASukDYE3Ro5MkaTPxxS9+kR49ejBo0KC6Zd/73vfo3bs3FRUVVFRU8PDDD2+w3QsvvFBXXlFRQadOnZg8eTIA8+bN44ADDmDw4MGMHj2a9957D4BZs2ZRXl5OZWUlL730EgBLly7lqKOOYt26da1QW0nSlqpQgtc5IsZFxPFAp+zz2tcfbYX4JEnaLJx++ulMnTp1g+Xnn38+c+fOZe7cuYwcOXKD8n322aeufPbs2eywww6MHTsWgIkTJ3LNNdfw7LPPMnbsWH74wx8CMGnSJB5++GEmT57MzTffDMCVV17JxRdfTFlZof+6JUlbs0L/S/wRGA2MAv6UfZ77WpKkrcKhhx5K165dN2kf06dPZ88992S33XYD4MUXX+TQQw8FYMSIETzwwAMAdOjQgerqaqqrq+nQoQMvv/wyr7/+OocddtgmHV+SVPoK3SbhCw2VRcTOLR+OJElblhtvvJE777yTyspKJk2aRJcuXRpc95577mH8+PF1rwcOHMiUKVMYM2YMv/nNb3j99dcB+Na3vsVpp53G9ttvzy9/+Uu++c1vcuWVVxa9LpKkLV+zxnlEROeIOCMipgNzihSTJElbhP/6r//i5ZdfZu7cufTs2ZNvfOMbDa67Zs0aHnroIT772c/WLfvFL37BT37yE4YNG8by5cvZZpttAKioqOCvf/0rTzzxBK+88go9e/YkpcRJJ53E5z73Od5+++2i102StGVqyn3wtgeOA04B9gN2BMbgEE1J0lZu550/HMxy5plnMmrUqAbXfeSRRxg6dOh62+y777489thjQGa45h/+8If1tkkpceWVV3LPPfdw3nnnce211/Lqq69y/fXXc9VVV7VwbSRJpaDRHryI+DXwIjACuAHoByxJKc1IKTmNlyRpq/bWW2/VPf/tb3+73gyb9d19993rDc8EeOeddwBYt24dV155JWefffZ65XfeeScjR46ka9euVFdXU1ZWRllZGdXV1S1YC0lSKSnUgzcAWAI8DzyfUlobEan4YUmStHkZP348M2bMYPHixfTp04fLLruMGTNmMHfuXCKCfv36ccsttwDw5ptvMnHixLrbJqxcuZJp06bVlde6++67uemmmwAYN24cX/jCh5e+V1dXc/vtt9f18H39619n5MiRbLPNNvz6179ujSpLkrZAkVLj+VpE7AuMB04CFgP7AINSSq12AUBlZWWqqqpqrcM1WURbR7D5KXA6NYntmp9tWxy2a3G0RLtKkqQPRcTslFJlofUKTrKSUvpnSum7KaV9ga8CdwJ/i4i/tECckiRJkqQWUnCSlVwppdnA7Ij4JnBIcUKSJEmSJG2MRhO8iNiOzNDMJcDvgAvIJHYvA1cUPTpJ0lbN4a8bcvirJKkxhYZo3gkcBXwRmAHsCtwILAduL2ZgkiRJkqTmKTiLZkppUES0BxamlD6ZXT41IuYVOTZJkiRJUjMU6sFbA5BS+gB4s17Z2qJEJEmSJEnaKIV68PpExPVA5Dwn+7p3USOTJEmSJDVLoQTvv3Oe178R3eZ3YzpJkiRJ2oo1muCllO6ofR4RHbPLVhQ7KEmSJElS8xW80XlE/FdEvAb8C/hXRPwrIs4pfmiSJEmSpOZoNMGLiEuA0cBhKaWdUko7AYcDx2TLJEmSJEmbiUI9eJ8HxqWUXqldkH1+InBaMQOTJEmSJDVPoQQvpZRW51m4ClhXnJAkSZIkSRujUIL3RkQcWX9hRBwBvFWckCRJkiRJG6PQbRK+AkyJiJnA7OyySuAg4LhiBiZJkiRJap5Ge/BSSn8HBgF/AvplH38CBmXLJEmSJEmbiUI9eGSvwftF7rKIKIuIU1NKvypaZJIkSZKkZil0m4ROEfGtiLgxIkZExrlA7UyakiRJkqTNRKEevF8CS4AngTOBbwMBjEkpzS1ybJIkSZKkZiiU4O2RUhoMEBG3kpk5c9d8t06QJEmSJLWtQrdJqKl9klJaCyw0uZMkSS3pi1/8Ij169GDQoEF1y/7zn/8wYsQIPvaxjzFixAiWLFmSd9t27dpRUVFBRUUFxx57bN3yM844gyFDhlBeXs4JJ5zAihUrALjhhhsYNGgQI0eOZM2aNQDMnDmT888/v4g1lKTWUyjBGxIR70XE8ohYDpTnvH6vNQKUJEml7fTTT2fq1KnrLbvmmms48sgjeemllzjyyCO55ppr8m67/fbbM3fuXObOnctDDz1Ut/zHP/4x8+bNY/78+ey6667ceOONAPzqV79i/vz5HHjggTz66KOklLjiiiu49NJLi1dBSWpFhW6T0C6l1CmltGP20T7ndafWClKSJJWuQw89lK5du663bMqUKUyYMAGACRMm8OCDDzZrn506ZX6mpJRYtWoVEVH3uqamhurqajp06MBdd93FMcccs8HxJWlLVWgWze0i4mvZWTTPioiCt1WQJEnaVG+//TY9e/YEYJddduHtt9/Ou97q1auprKxk+PDhGySBX/jCF9hll1345z//yXnnnQfAueeey/Dhw3nttdc46KCDuO222/jyl79c3MpIUiuKlFLDhRH3krkO78/AMcC/UkpfbaXY6lRWVqaqqqrWPmxB2T8GKkcjp1OT2a752bbFYbsWR0u0K9i2+bRU225uXn31VUaNGsVzzz0HQOfOnVm6dGldeZcuXfJeh/fGG2/Qu3dvXnnlFY444gimT5/OnnvuWVe+du1azjvvPD7+8Y/zhS98Yb1tL7/8csrLyykrK+POO++kb9++TJo0ibKyQlewSFLri4jZKaXKQusV+gYbkFL6XErpFuAE4JAWiU6SJKkRO++8M2+99RYAb731Fj169Mi7Xu/evQHYY489OOyww5gzZ8565e3atePkk0/mgQceWG/5m2++ydNPP82YMWOYNGkS9957L507d2b69OlFqI0ktZ7mzKL5QZFjkSRJAuDYY4/ljjvuAOCOO+7guOOO22CdJUuW8P777wOwePFiZs2axYABA0gpsWDBAiBzzd1DDz3Evvvuu962l156KZdffjlA3TV6ZWVlVFdXF7NaklR0ha6pG5IzW2YA22dfB5CcaEWSJG2q8ePHM2PGDBYvXkyfPn247LLLuOiiizjxxBP5+c9/zm677cZ9990HQFVVFTfffDO33norzz//PF/60pcoKytj3bp1XHTRRQwYMIB169YxYcIE3nvvPVJKDBkyhP/5n/+pO15tL9/QoUMBOOWUUxg8eDB9+/blggsuaP0GkKQW1Og1eJsLr8Hbcng9U/HYtsVhuxaH1+AVzxbw37YkqQha6hq8TQngFxHxTkQ8l7Osa0RMi4iXsv92KdbxJUmSJGlrU8xpom4Hjq637CJgekrpY8D07GtJktSKInzUf0hSqShagpdS+hPwn3qLjwPuyD6/AxhTrONLkiRJ0tamtW/0snNK6a3s838DO7fy8SVJkiSpZLXZnTxTZnaXBi8Vj4izIqIqIqoWLVrUipFJkiRJ0paptRO8tyOiJ0D233caWjGl9NOUUmVKqbJ79+6tFqAkSVIpeOGFF6ioqKh7dOrUicmTJ6+3zrJlyxg9ejRDhgxh4MCB3HbbbXVlF154IYMGDWLQoEHce++9dctPPfVUysvLufjii+uWXXnllTz44IPFr5SkggrdB6+lPQRMAK7J/jullY8vSZK0Vdhnn32YO3cuAGvXrqV3796MHTt2vXVuuukmBgwYwO9+9zsWLVrEPvvsw6mnnsq0adN45plnmDt3Lu+//z6HHXYYxxxzDK+++irbb7898+fPZ8SIESxbtozq6mqeeuopLrnkkraopqR6inmbhLuBJ4F9ImJhRJxBJrEbEREvAZ/KvpYkSVIRTZ8+nT333JPddtttveURwfLly0kpsWLFCrp27Ur79u35xz/+waGHHkr79u35yEc+Qnl5OVOnTqVDhw6sWrWKdevWUVNTQ7t27fjOd77DZZdd1kY1k1RfMWfRHJ9S6plS6pBS6pNS+nlK6d2U0pEppY+llD6VUqo/y6YkSZJa2D333MP48eM3WH7uuefy/PPP06tXLwYPHsx1111HWVkZQ4YMYerUqVRXV7N48WKeeOIJXn/9dfr370/37t0ZOnQoo0ePZsGCBaxbt46hQ4e2Qa0k5dPaQzQlSZLUitasWcNDDz3E97///Q3KHn30USoqKnj88cd5+eWXGTFiBIcccghHHXUUf/vb3zjwwAPp3r07BxxwAO3atQNY7zq+0aNHc8stt3DVVVcxb948RowYwZlnntlqdZO0oTabRVOSJEnF98gjjzB06FB23nnDu1PddtttjBs3johgr732Yvfdd+ef//wnAN/+9reZO3cu06ZNI6XE3nvvvd62U6ZMYdiwYaxYsYKXX36Z++67j/vvv5/q6upWqZek/EzwJEmSStjdd9+dd3gmwK677sr06dMBePvtt3nhhRfYY489WLt2Le+++y4A8+fPZ/78+Rx11FF129XU1DB58mQuuOACVq1aRUQAmclc1qxZU+QaSWqMQzQlSZJK1MqVK5k2bRq33HJL3bKbb74ZgLPPPptLL72U008/ncGDB5NS4gc/+AHdunVj9erVHHLIIQB06tSJu+66i/btP/zZeNNNNzFhwgR22GEHysvLqa6uZvDgwYwcOZLOnTu3biUlrScy9xvfvFVWVqaqqqq2DmMD2T9WKUdLnE62a362bXHYrsXRUv+12LYb8pwtji3g55CkrVxEzE4pVRZazyGakiRJklQiTPAkSZIkqUR4DZ4kSVILcfjrhhz+KrUue/AkSZIkqUSY4EmSJElSiTDBkyRJkqQSYYInSZIkNVO/fv0YPHgwFRUVVFZuOHP9r371K8rLyxk8eDAHHngg8+bNqytbunQpJ5xwAvvuuy/9+/fnySefBODCCy+kvLyc0047rW7du+66i8mTJxe/QioZTrIiSZIkbYQnnniCbt265S3bfffd+eMf/0iXLl145JFHOOuss3jqqacA+OpXv8rRRx/N/fffz5o1a6iurmbZsmU888wzzJ8/n4kTJ/Lss8+y1157cdtttzF16tTWrJa2cCZ4kiRJUgs78MAD654PHz6chQsXArBs2TL+9Kc/cfvttwOwzTbbsM0227B8+XJqampIKVFdXU2HDh340Y9+xHnnnUeHDh3aograQjlEU5IkSWqmiOCoo45i2LBh/PSnP2103Z///Occc8wxAPzf//0f3bt35wtf+AL77bcfEydOZOXKley4446MHDmS/fbbj549e/LRj36Up556ijFjxrRGdVRCIm0BNyeprKxMVVVVbR3GBrzXzYZa4nSyXfOzbYvDdi2OlvqvxbbdkOdscXjOFs8W8FNzo7zxxhv07t2bd955hxEjRnDDDTdw6KGHbrDeE088wTnnnMPMmTPZaaedqKqqYvjw4cyaNYv999+fr371q3Tq1Ikrrrhive0mTpzIOeecwzPPPMNjjz1GeXk5l1xySWtVT5uhiJidUtrwgs967MGTJEmSmql3794A9OjRg7Fjx/L0009vsE7t9XRTpkxhp512AqBPnz706dOH/fffH4ATTjiBZ555Zr3t5syZQ0qJffbZh9/85jfcd999vPzyy7z00ktFrpVKgQmeJEmS1AwrV65k+fLldc8fe+wxBg0atN46r732GuPGjeOXv/wle++9d93yXXbZhb59+/LCCy8AMH36dAYMGLDetpdeeilXXHEFNTU1rF27FoCysjKqq6uLWS2VCCdZkSRJkprh7bffZuzYsQB88MEHnHLKKRx99NHcfPPNAJx99tlcfvnlvPvuu5xzzjkAtG/fntpLjm644QZOPfVU1qxZwx577MFtt91Wt+8HH3yQyspKevXqBUBFRQWDBw+mvLycIUOGtGY1tYXyGrxN4Dj7DXltSPHYtsVhuxaH1zMVj+dscXjOFs8W8FNT2iJ4DZ4kSZIkbWUcoilJkqTNmj2jG7JnVA2xB0+SJEmSSoQJniRJkiSVCBM8SZIkSSoRJniSJEmS2tzrr7/O4YcfzoABAxg4cCDXXXdd3vVmzJhBRUUFAwcO5JOf/CQAq1ev5hOf+ARDhgxh4MCBfPe7361b/9RTT6W8vJyLL764btmVV17Jgw8+WNwKtREnWZEkSZLU5tq3b8+kSZMYOnQoy5cvZ9iwYYwYMWK9G8EvXbqUc845h6lTp7LrrrvyzjvvALDtttvy+OOP07FjR2pqajj44IM55phj2GGHHdh+++2ZP38+I0aMYNmyZVRXV/PUU09xySWXtFVVi8oePEmSJEltrmfPngwdOhSAHXfckf79+/PGG2+st86vf/1rxo0bx6677gpAjx49AIgIOnbsCEBNTQ01NTVEBB06dGDVqlWsW7eOmpoa2rVrx3e+8x0uu+yyVqxZ6zLBkyRJkrRZefXVV5kzZw7777//estffPFFlixZwmGHHcawYcO4884768rWrl1LRUUFPXr0YMSIEey///7079+f7t27M3ToUEaPHs2CBQtYt25dXSJZihyiKUmSJGmzsWLFCo4//ngmT55Mp06d1iv74IMPmD17NtOnT2fVqlUccMABDB8+nL333pt27doxd+5cli5dytixY3nuuecYNGgQkydPrtt+9OjR3HLLLVx11VXMmzePESNGcOaZZ7Z2FYvKHjxJkiRJm4WamhqOP/54Tj31VMaNG7dBeZ8+ffj0pz/NRz7yEbp168ahhx7KvHnz1lunc+fOHH744UydOnW95VOmTGHYsGGsWLGCl19+mfvuu4/777+f6urqotaptZngSZIkSWpzKSXOOOMM+vfvz9e//vW86xx33HHMnDmTDz74oG6ylP79+7No0SKWLl0KwKpVq5g2bRr77rtv3XY1NTVMnjyZCy64gFWrVhERQGZY55o1a4pfuVbkEE1JkiRJbW7WrFn88pe/ZPDgwVRUVABw9dVX89prrwFw9tln079/f44++mjKy8spKytj4sSJDBo0iPnz5zNhwgTWrl3LunXrOPHEExk1alTdvm+66SYmTJjADjvsQHl5OdXV1QwePJiRI0fSuXPnNqlvsURKqa1jKKiysjJVVVW1dRgbyCb+ytESp5Ptmp9tWxy2a3G01H8ttu2GPGeLw3O2eDxni2ML+AmvFhYRs1NKlYXWc4imJEmSJJUIh2hKkiRJWyl7Rze0pfeO2oMnSZIkSSXCBE+SJEmSSoQJniRJkiSVCBM8SZIkSSoRJniSJEmSVCJM8CRJkiSpRJjgSZIkSVKJMMGTJEmSpBJhgidJkiRJJcIET5IkSZJKRJskeBFxdES8EBELIuKitohBkiRJkkpNqyd4EdEOuAk4BhgAjI+IAa0dhyRJkiSVmrbowfsEsCCl9EpKaQ1wD3BcG8QhSZIkSSWlLRK83sDrOa8XZpdJkiRJkjZB+7YOoCERcRZwVvblioh4oS3j2cx1Axa3dRAAEW0dQYuzbYvDdi2ezaJtbdfisW2Lw3YtHtu2OGzX4tmM23a3pqzUFgneG0DfnNd9ssvWk1L6KfDT1gpqSxYRVSmlyraOoxTZtsVhuxaPbVsctmvx2LbFYbsWj21bHLZry2mLIZp/Az4WEbtHxDbAycBDbRCHJEmSJJWUVu/BSyl9EBHnAo8C7YBfpJT+3tpxSJIkSVKpaZNr8FJKDwMPt8WxS5RDWYvHti0O27V4bNvisF2Lx7YtDtu1eGzb4rBdW0iklNo6BkmSJElSC2iLa/AkSZIkSUVggrcZiYiHI6JzE9a7OSIOao2YtgYR0TMiHouIXhFxf1vHs6WJiO9FxDfbOo5SZzu3vIhYkf3Xz/5mxHO9ZUTE6RFxY/a5bdpMG9NmOd8p/SLiueJEtmWLiBkR4UyZRWaC18oiI2+7p5RGppSWNmE3w4G/tmxkH4qIdsXa9+YkImqvQT0aeDSl9GZK6YQ2OL6kNtTan31tHL8zJalpTPBaQfYvOS9ExJ3Ac8DnI+LZiHguIn6Qs96rEdEt+/zr2fLnIuJrOev0B15M6f9v786j/SjrO46/P0AghIRAEgtKgcthES1IWjzQapCACpSelKDhaBqQFJfaxba2ou0p1bi1BWvBaoOKJ6CYAxHDGg6kQAz7frMBslgTZC1EaBRMOBC+/eP5XjK5mbn35u73l8/rnN+5z2/meWZ57jPPzDPPM7+JjXkX5GxJ90h6VNJRGWd7SV+TdK+klZL+LKdvJ2mupIcl3ZA9hjMq6z5bUjtwiqTJku7K9FdI2n3wcqznMm8fljRf0k8l/VjSGEmfz/1/QNJ3pfLKysyz8yTdB/xNLuYE4LrqHbe883ll5tMaSX+V/5NlmS8TKsv7hqTlua4jcvoRku7M+HdIemtluVdLWgLcNNj51V8k/VOWuduAjn2rLTOSDpB0o6QVktol7Z/Tz6yU0S/mtLb8P14g6UGVntWdc97HM/4KSQsljRmi3e9Xkj6SebBC0sWZB0ty2k2S9qlJ88YdUEmTJK3J8NaU27q6o03Srfl/apf0rkHMiiFTc+xfLul6SY9JOqcS77g8rtslXSZpbE6vrW+2FTVl+CLluSXnd/RqjM0y3a5yDjypEmeLOiWnb1Zn9+T4aHU1+T1N0t15nN8oaY9u0u+f5fv+PN4PHqxtHw62Mv8Oy2P+MUkfz/SN5bhhfaMlXZhxl0k6ZkB3cJhQw/VZpzhNdeoaSV+s5PHBOX1CnuNW5jntHUOxbyNCRPgzwB+gDXid0vP2FuAXwJsov2K6BJie8dYAk4DDgVXALsBY4EHgdzPO3wFnZHgp8PUMnwjcmOFPAGdleCfgPmA/YAbl10u3A/YEXgRmVNb92co2rwSOzvCXgPOGOh+7yNsA3p3f5wGfASZU4lwMTKvk2dzKvO2B5ZVlPZDh2cDPgHH5v1oHfDLnnQv8bWV5F2T4PZX0uwI7ZPh9wMLKcp+sbt9I+1TK55jcz59lnteWGeBu4OQMj850x1F+LUtZHhdl/rUBrwGTM/6PgFMzPLGyDV8BPjXUedEPefk7wKPApPw+AbgGOD2/nwFcmeE5wGcq5e6dGZ4ErOlFua2rO8YAozN8IHDfUOfRAOf/S/m387H/c2B8ltfHgb0zn28Bdsl4nwM+3/F/qyzzjfpmW/g0lOGLyHNLp3zeAdg1w5OyrKqpTqmU1WqdXXt8bCufhvzenU0/mvexyrE9G/hWhqv1x03AgRk+Elgy1Ps1TPNvDrAC2DnL6xOUa7jacpzf6+qUv6e8EgzgYMo14OihzotByOs26q/PlgLv7KZOXUOe44G/AL6X4W8CX8jwseT1mz9bfjzcYfA8HhF35Z2epRHxPICk+ZQL2ysrcacAV0TEyxnncuAoYBlwPPCnlbiX59/7KQcTlIvnd1TuoI6nXKxNAS6LiNeBZyX9pNM2Lsj1jQd2i4ibc/r3gct6u+OD4ImIuD3DPwT+Glgt6bOUC4YJlEbyNRlnQSXtkZQGSJ2fRMSvgV9LWldJvwqo3jW6BCAibpG0q8pzlOOA70s6kFLBjarEvyEiXujFfg4XR1HK528AJF1NuRmxRZmRNA7YKyKuAIiIDZnmOEo5XZbxx1LK6C+A1RGxPKdXy/Uhkr4C7JbxFw/YHg6eYynH5FqAiHhB0h8AH8j5FwPnNCVu0NNyW1d3jAK+JWkysBE4aCvX3Spuioh1AJIeAvallLu3A7dnB92OwJ0Z/5gu6ptWV1eGm+IK+BdJ76Hc9NwL2IP6OqWqWmf39fgY6ery+1BggaQ3U8rl6qbE2UPyLkr93DF5p4Hd5GFla/PvqohYD6zPa6YjgGupL8fPNqxzCqVhQkQ8LOlxSt26st/3bvipuz7r8Ps016mw+Tmq45ifAnwQICKWSJooadeI+NUAbf+I5Qbe4Hm5rwvIru3dIuLpyuRX8u9GNv0/RbnzseTIEM0AAAa7SURBVLhT+hMHehuHSOd3fQQwl9LD8YSkOZQ78R2q+/mHwPUNy32lEn698v11Nj926tb/ZcqF9smS2ih3rOrWv60S8K8R8Z3NJpa8qub7RsrdUyi9AtMjYoWk2cDUgd7IYew1Ng2xH91pXk/LbV3d8Wngf4HDcvkb+ml7R5rOZXAHSpm9ISJmViNKGk3X9c226I3yqfLM+Y45fRalZ/nwiHhVZWhxT/LKdWbXvgn8R0RcLWkqpeepyXbA/0XE5MHYsBGiq/yrO7/3thxvi+ryr0NtnVpRd46yHvIzeIPvHuBoledmtgdmAjd3inMrMF3lWbJdgJNz2jFA5163OouBP5c0CkDSQbmc24EPqjyLtwcNF8h55/pF5XM5wGk12zic7JO9HgB/AtyW4bV5t7KrH094L3BjH9f/IQBJU4B1mX/jgady/uw+Ln+4uYVSPnfOHrpplAuwLcpM9iQ9KWk6gKSd8kbFYuCMynj7vST9VjfrHQc8k+V6Vv/v1pBYQnnmdSKU5wuAO4AP5/xZlGO/szWUYW3QdfneWuOBZ7KX/zTKEGYr7gLeLekAAEm7SDqITRd2PalvWlFdGV7DpvL5x2wawTAeeC4vio+h9IxCfZ3SpCfHRyury+/q+eb0rhJnT8dqSadkekk6bAC3d7jZ2vw7KZ+hm0i5ZrqX5nLc5FbynJV1xj7AI/2wLyNB0/UZNNepXanm5VRgrXvv6rlFPMgi4hlJ/0BpqAm4NiKu2jxKtEu6iNIYhDL2eJmkjwI9+Snv71GGXLWr9Hs/D0wHFlIaNA9RxpK3U57RqXM68O28GP85mw8LHW4eAf5S0jzKvp1PGVP/AGXIxL11iSS9CdiQjZC+2CBpGeUi5oycdg5liOZZlOEcLSPL5wLKswnPsSl/m8rMacB3JH0JeBU4JSL+W+UHg+7MoRkvAadS7tQ1+WfKcNrn8++4ft2xIRARD0r6KnCzpI2UIaufAi6UdCZlX+uOvX8HfiTpE/Rv+ZoLLJT0EUrPtntOUkQ8nz3Hl0jqGNJ2VkQ8KukCuqlvWlVDGf4ccJWkFWxejuYD10haRXk2/OFcRlOdUqcnx0fLasjvOZQhly9SGjD7dbOYWcD5eX4aBVxKyfuW14v8W0m5XpsEfDkinlZ5tGaLctyFuZT8XkXp3Z4dEa90k6ZV1F2fTYPmOpXyjGSTOcA8SSuB39DNDY1tWcdDoTbEsjfvOWDPiHi1IU47cGTT/B6uZ2xEvJR3o+6hPPzaNG582MshfYsi4pBepD0V+O2I+Lc+rH8p5cH1+3q7DDMzM7NW0pfrM+s79+ANHw9SeuoaG28R8Xv9sJ5FKj8CsiPlbtSIbdz1VUT8cKi3wczMzMysP7kHz8zMzMzMrEX4R1bMzMzMzMxahBt4ZmZmZmZmLcINPDMzMzMzsxbhBp6ZmbUcSdMlhaSD83ubpPWSlkt6SNK3852gUyUt6pT2IkkzMrxU0iOZbrmkH+f0t+a85ZJ+Kum7ko6vxHupku4HlWWfJ+kplReAm5mZ9Tv/iqaZmbWimZSX6s4EvpDT/iciJkvagfK+q+nACz1Y1qyaV6H8J3Bux3tMJR0aEauAxfl9KZ1eoZKNupMp7yE9mvJ+LTMzs37lO4hmZtZSJI0FpgAfBT7ceX5EvAbcARzQh9W8GXiyssxVPUgzlfJKnPMpDU8zM7N+5waemZm1mpOA6yPiUeCXkg6vzpQ0Bngv0JNGGcD8ytDLr+W0c4Elkq6T9Ol8v2h3ZgKXAFcAfyRpVA/Xb2Zm1mNu4JmZWauZCVya4UvZ1Fu2v6TlwO3AtRFxHdD0Mtjq9FkRMTk/ZwJExIXA24DLKD1zd0naqWmDJO0InAhcGRG/Au4Gju/NzpmZmXXFz+CZmVnLkDQBOBY4VFIA21Maa/9FPoPXKckvgd07TZsArO1uXRHxNDAPmCfpAeAQ4P6G6McDuwGrJAGMAdYDixrim5mZ9Yp78MzMrJXMAC6OiH0joi0i9gZWA3s3xH8MeIuktwFI2hc4DFje1UokndAxxFLSnsBE4KkukswEPpbb1AbsB7w/h4uamZn1G/fgmZlZK5kJnN1p2kLgH+siR8Qrkk4FLpQ0GniV0hBbV4k2X9L6DK+NiPcBxwHfkLQhp58ZEc/WrSMbcScAn6ys92VJtwHTgAVbtYdmZmZdUETT4wdmZmZmZmY2kniIppmZmZmZWYtwA8/MzMzMzKxFuIFnZmZmZmbWItzAMzMzMzMzaxFu4JmZmZmZmbUIN/DMzMzMzMxahBt4ZmZmZmZmLcINPDMzMzMzsxbx/079qJeGlvmEAAAAAElFTkSuQmCC\n",
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4p6dhx47ijIqqYEUVgxdDZQBDkiRJkjRZFheL4MX8/ANlCwvF/fbtnllRU+6BIUmSJEmaLLt2FWdeVFlagp07hzsedcUAhiRJkiRpsszNFZeNVDlwAPbvH+541BUDGJIkSZKkybJlS7HnRZXpadi8ebjjUVcMYEiSJEmSJsvMDEy12BJyaqp4XbXjJp6SJEmSpPHQbVrUtWuLbCPbth1avm5dUe4GnrVkAEOSJEmSNPp6TYtaVWb2kVrzEhJJkjTyIuLUiLg1IvZFxAUVr2+MiPdHxMci4qaIeP5qjFOSNCCNaVEXFiCzuJ+fL8oPHuzuOAYvas0AhiRJGmkRsQa4FDgNOAU4OyJOaar2v4GrMvO7gLOAPxruKCVJA2Va1IlgAEOSJI26bcC+zNyfmfcDVwJnNNVJ4OHl42OAzw5xfJKkQTMt6kQwgCFJkkbd8cDtDc/vKMsaXQScExF3AFcDPzecoUmShsK0qBPBAIYkSZoEZwNvy8wNwPOBd0bEYeugiDgvIvZExJ577rln6IOUJK2QaVEnggEMSZI06u4ETmh4vqEsa3QucBVAZn4IWAsc13ygzLwsM7dm5tb169cPaLiSpL5bTovazLSoY8U0qpIkadTNAidHxIkUgYuzgJc01fkv4LnA2yLi8RQBDE+xkKQ6W1wsNuecmysuEZmZaR+IMC3q2DOAIUmSRlpmLkXE+cA1wBrg8szcGxFvAPZk5m7gtcCfRcQvUGzo+YrMzNUbtSSprdnZIv3p0lKxCef0NOzYUZxNURWoaMXgxVgxgCFJkkZeZl5NsTlnY9mFDY8/CXzvsMclSVqBxcUieDE//0DZwkJxv327Z1VMMPfAkCRJkiTVx65dxZkXVZaWYOfO4Y5HtWEAQ5IkSZJUH3NzxWUjVQ4cgP37hzse1YYBDEmSJElSfWzZUux5UWV6GjZvHu54VBsGMCRJkiRJ9TEzA1Mttmucmipe10RyE09JkiRJ0uB1mxZ17doi28i2bYeWr1tXlLuB58QygCFJkiRJGqxe06JWlZl9ZOIZwJAkSZIkDU6/0qIavJh47oEhSZIkSRoc06KqTwxgSJIkSZIGx7So6hMDGJIkSZKkwTEtqvrEAIYkSZIkaXBMi6o+cRNPSZIkSVJvuk2JCqZFVd8YwJAkSZIkda/XlKhgWlT1xUAvIYmIUyPi1ojYFxEXVLx+dES8q3z9+ojYVJY/LyJuiIhPlPc/0NDmqWX5voh4S0TEIN+DJEmSJKnUmBJ1YQEyi/v5+aL84MHuj2XwQj0aWAAjItYAlwKnAacAZ0fEKU3VzgW+mJknAZcAbyrLPw/8aGZ+B/By4J0Nbf4Y+Cng5PJ26qDegyRJkiSpgSlRtYoGeQbGNmBfZu7PzPuBK4EzmuqcAby9fPxu4LkREZn5scz8bFm+F3hIebbGY4CHZ+aHMzOBdwAvGOB7kCRJkiQtMyWqVtEgAxjHA7c3PL+jLKusk5lLwH3AsU11Xgh8NDO/Wta/o8MxAYiI8yJiT0Tsueeee1b8JiRJkiRJJVOiahXVOo1qRDyB4rKSn+61bWZelplbM3Pr+vXr+z84SZIkSZo0pkTVKhpkAONO4ISG5xvKsso6ETEFHAPcWz7fAOwCXpaZcw31N3Q4piRJkiRpEJZTojYzJaqGYJBpVGeBkyPiRIogw1nAS5rq7KbYpPNDwJnAdZmZEbEOeC9wQWb++3LlzLwrIr4UEc8ArgdeBvzfAb4HSZIkSRp/i4vFBp1zc8VlIjMzrYMRpkTVKhlYACMzlyLifOAaYA1weWbujYg3AHsyczfwVuCdEbEP+AJFkAPgfOAk4MKIuLAs256ZdwM/C7wNeAjwvvImSZIkSVqJ2dkiBerSUrER5/Q07NhRnFFRFayoYvBCQzDIMzDIzKuBq5vKLmx4fBB4UUW7NwJvbHHMPcAT+ztSSZIkSZpAi4tF8GJ+/oGyhYXifvt2z6xQrdR6E09JkiRJ0gDt2lWceVFlaQl27hzueKQ2DGBIkiRJ0qSamysuG6ly4ADs3z/c8UhtGMCQJEmSpEm1ZUux50WV6WnYvHm445HaMIAhSZIkSZNqZgamWmyNODVVvC7VxEA38ZQkSZIkrYJu06KuXVtkG9m27dDydeuKcjfwVI0YwJAkSZKkcdJrWtSqMrOPqIYMYEiSJEnSuOhXWlSDF6oh98CQJEmSpHFhWlSNMQMYkiRJkjQuTIuqMWYAQ5IkSZLGhWlRNcYMYEiSJEnSuDAtqsaYm3hKkiRJUp11mxIVTIuqsWYAQ5IkSZLqqteUqGBaVI0tAxiSJEmSVEf9SokKBi80FtwDQ5IkSZLqyJSo0iEMYEiSJElSHZkSVTqEAQxJkiRJqiNTokqHMIAhSZIkSXVkSlTpEAYwJEmSJKmOllOiNjMlqiaUWUgkSZIkaZgWF4sNOufmistEZmZaByNMiSp9kwEMSZIkSRqW2dkiBerSUrER5/Q07NhRnFFRFayoYvBCE8oAhiRJkiQNw+JiEbyYn3+gbGGhuN++3TMrpA7cA0OSJI28iDg1Im6NiH0RcUGLOi+OiE9GxN6IuGLYY5Qkdu0qzryosrQEO3cOdzzSiPEMDEmSNNIiYg1wKfA84A5gNiJ2Z+YnG+qcDLwe+N7M/GJEPGp1Ritpos3NFZeNVDlwAPbvH+54pBHjGRiSJGnUbQP2Zeb+zLwfuBI4o6nOTwGXZuYXATLz7iGPUZKKDTunp6tfm56GzZuHOx5pxBjAkCRJo+544PaG53eUZY0eBzwuIv49Ij4cEacObXSStGxmBqZanAQ/NVW8LqklLyGRJEmTYAo4GXg2sAH414j4jsycb6wUEecB5wFs3Lhx2GOUNKq6TYu6dm2RbWTbtkPL160ryt3AU2rLAIYkSRp1dwInNDzfUJY1ugO4PjO/Bnw6Iv6DIqAx21gpMy8DLgPYunVrDmzEksZHr2lRq8rMPiJ1xUtIJEnSqJsFTo6IEyPiKOAsYHdTnfdQnH1BRBxHcUmJu+VJOjKNaVEXFiCzuJ+fL8oPHuzuOAYvpK4YwJAkSSMtM5eA84FrgFuAqzJzb0S8ISJOL6tdA9wbEZ8E3g/8YmbeuzojljQ2TIsqDZWXkEiSpJGXmVcDVzeVXdjwOIHXlDdJ6g/TokpD5RkYkiRJkrQSpkWVhsoAhiRJkiSthGlRpaHyEhJJkiRJWtZtSlQwLao0ZAYwJEmSJAl6T4kKpkWVhsgAhiRJkiQ1pkRdtrBQ3G/f3ltQwuCFNBDugSFJkiRJpkSVas8AhiRJkiSZElWqvYEGMCLi1Ii4NSL2RcQFFa8fHRHvKl+/PiI2leXHRsT7I2IhIv6wqc0HymPeWN4eNcj3IEmSJGkCmBJVqr2BBTAiYg1wKXAacApwdkSc0lTtXOCLmXkScAnwprL8IPB/gNe1OPxLM/PJ5e3u/o9ekiRJ0kQxJapUe4M8A2MbsC8z92fm/cCVwBlNdc4A3l4+fjfw3IiIzDyQmf9GEciQJEmSpMFaTonazJSoUm0MMgvJ8cDtDc/vAJ7eqk5mLkXEfcCxwOc7HPsvIuLrwN8Ab8zM7M+QJUmSJI2VxcVig865ueIykZmZ1sEIU6JKtTaKaVRfmpl3RsTDKAIYPwG8o7lSRJwHnAewcePG4Y5QkiRJ0uqbnS1SoC4tFRtxTk/Djh3FGRVVwYoqBi+k2hjkJSR3Aic0PN9QllXWiYgp4Bjg3nYHzcw7y/svA1dQXKpSVe+yzNyamVvXr1+/ojcgSZIkaUQtLhbBi/l5WFiAzOJ+fr4oP+jV6tKoGWQAYxY4OSJOjIijgLOA3U11dgMvLx+fCVzX7nKQiJiKiOPKxw8GfgS4ue8jlyRJkjTadu0qzryosrQEO3cOdzySjljbAEZEvK3h8cvbVD1MZi4B5wPXALcAV2Xm3oh4Q0ScXlZ7K3BsROwDXgN8M9VqRNwG/B7wioi4o8xgcjRwTUTcBNxIcQbHn/UyLkmSVD9HsuaQpEpzc8VlI1UOHID9+4c7HklHrNMeGE9qePxqHsgY0pXMvBq4uqnswobHB4EXtWi7qcVhn9rLGCRJ0kg4ojWHJB1my5Ziz4uFhcNfm56GzZuHPyZJR6TTJSRm95AkScPgmkNSf83MwFSLv9dOTRWvSxopnc7A2BARbwGi4fE3ZearBjYySZI0SVxzSOqsl5Soa9cW2Ua2Ne35v25dUW52EWnkdApg/GLD4z2DHIgkSZporjkktbeSlKhV5XfdZfBCGlFtAxiZ6fWnkiRp4FxzSGqrMSXqsuW9LbZv7y0oYfBCGlltAxgR0Zz29BCZeXq71yVJkrpVZh95NfDtZdEtwFsy8x2rNypJtdBNStSXvGS4Y5I0dJ0uIflu4Hbgr4DrKa5LlSRJ6qsyePHzFGnVP0qx5ngK8DsRkZn5ztUcn6RVZkpUSXQOYHwr8DzgbOAlwHuBv8rMvYMemCRJmig/A/xYZt7WUHZdRLwQuBIwgCFNMlOiSqJDGtXM/Hpm/kNmvhx4BrAP+EBEnD+U0UmSpEnx8KbgBQBl2cOHPhpJ9WJKVEl0PgODiDga+GGKszA2AW8Bdg12WJIkacIsrvA1SaOs27SopkSVROdNPN8BPBG4Gvi1zLx5KKOSJEmT5vERcVNFeQCeGy6No17TopoSVZp4nc7AOAc4QLEj+KsjIsvyADIzPaVTkiT1w5OAR1NsHt7oBOBzwx+OpIHqV1pUgxfSROm0B8aDMvNhDbeHl7eHGbyQJEl9dAlwX2Z+pvEG3Fe+JmmcdJMWVZKadLqEZC3wSuAk4Cbg8sxs8U0jSZK0Yo/OzE80F2bmJyJi0/CHI2mgTIsqaQXanoEBvB3YCnwCeD7wuwMfkSRJmkTr2rz2kKGNQtJwLKdFrWJaVEktdApgnJKZ52TmnwJnAs8cwpgkSdLk2RMRP9VcGBE/CdywCuORNEimRZW0Ap028fza8oPMXIqIAQ9HkiRNqJ8HdkXES3kgYLEVOAr4sVUblaTBMC2qpBXoFMB4UkR8qXwcwEPK52YhkSRJfZOZ/w18T0Q8hyKFO8B7M/O6VRyWpF4tLhYbdM7NFZeJzMy0DkaYFlVSj9oGMDJzzbAGIkmSlJnvB96/2uOQtAKzs0UK1KWlYiPO6WnYsaM4o6IqWFHF4IWkNjqdgSFJkiRJ7S0uFsGL+fkHyhYWivvt2z2zQlJfdNrEU5IkSZLa27WrOPOiytIS7Nw53PFIGksGMCRJkiQdmbm54rKRKgcOwP79wx2PpLFkAEOSJEnSkdmypdjzosr0NGzePNzxSBpLBjAkSZIkHZmZGZhqsb3e1FTxuiQdITfxlCRJknS4XlKirl1bZBvZtu3Q8nXrinI38JTUBwYwJEmSJB1qJSlRq8rNPiKpjwxgSJIkSXpAP1OiGryQ1EfugSFJkiTpAaZElVRTBjAkSZIkPcCUqJJqygCGJEkaeRFxakTcGhH7IuKCNvVeGBEZEVuHOT5ppJgSVVJNGcCQJEkjLSLWAJcCpwGnAGdHxCkV9R4GvBq4frgjlEaMKVEl1ZQBDEmSNOq2Afsyc39m3g9cCZxRUe9i4E3AwWEOTho5yylRm5kSVdIqMwuJJEkadccDtzc8vwN4emOFiHgKcEJmvjcifnGYg5NqY3Gx2KBzbq64TGRmpnUwwpSokmrIAIYkSRprEfEg4PeAV3RR9zzgPICNGzcOdmDSMM3OFilQl5aKjTinp2HHjuKMiqpgRRWDF5JWmZeQSJKkUXcncELD8w1l2bKHAU8EPhARtwHPAHZXbeSZmZdl5tbM3Lp+/foBDlkaosXFIngxPw8LC5BZ3M/PF+UHvapK0mgwgCFJkkbdLHByRJwYEUcBZwG7l1/MzPsy87jM3JSZm4APA6dn5p7VGa40ZLt2FWdeVFlagp07hzseSVohAxiSJGmkZeYScD5wDXALcFVm7o2IN0TE6as7OqkG5uaKy0aqHDgA+/cPdzyStELugSFJkkZeZl4NXN1UdmGLus8expik2tiypdjzYmHh8Nemp2Hz5uGPSZJWwDMwJEmSpHE2MwNTLf5uOTVVvC5JI8AzMCRJkqRR00tK1LVri2wj27YdWr5uXVFudhFJI2KgZ2BExKkRcWtE7IuICypePzodpV0lAAAehklEQVQi3lW+fn1EbCrLj42I90fEQkT8YVObp0bEJ8o2b4mIGOR7kCRJkmpldhYe+1j46Z+GX/3V4v4xjynKW6lKlXrXXd2nUJWkGhhYACMi1gCXAqcBpwBnR8QpTdXOBb6YmScBlwBvKssPAv8HeF3Fof8Y+Cng5PJ2av9HL0mSJNVQP1OieuaFpBEzyDMwtgH7MnN/Zt4PXAmc0VTnDODt5eN3A8+NiMjMA5n5bxSBjG+KiMcAD8/MD2dmAu8AXjDA9yBJkiTVhylRJU2wQQYwjgdub3h+R1lWWadMgXYfcGyHY97R4ZgARMR5EbEnIvbcc889PQ5dkiRJqiFTokqaYGObhSQzL8vMrZm5df369as9HEmSJOnILadErWJKVEljbpABjDuBExqebyjLKutExBRwDHBvh2Nu6HBMSZIkaTyZElXSBBtkAGMWODkiToyIo4CzgN1NdXYDLy8fnwlcV+5tUSkz7wK+FBHPKLOPvAz42/4PXZIkSRqixUW44gq4+OLivtVmnMspUZuZElXSBGgRvj1ymbkUEecD1wBrgMszc29EvAHYk5m7gbcC74yIfcAXKIIcAETEbcDDgaMi4gXA9sz8JPCzwNuAhwDvK2+SJEnSaJqdLTKILC0V+1hMT8OOHUVAoirNaauUqAYvJI25gQUwADLzauDqprILGx4fBF7Uou2mFuV7gCf2b5SSJEnSKmlMi7psYaG43769+8CEwQtJE2BsN/GUJEmSas+0qJLUNQMYkiRJ0moxLaokdc0AhiRJkrRaTIsqSV0zgCFJkiStFtOiSlLXDGBIkiRJq8W0qJLUtYFmIZEkSZIm0uJisUHn3FxxmcjMTOtghGlRJakrBjAkSZKkfpqdLVKgLi0VG3FOT8OOHcUZFVXBiioGLyTpMAYwJEmSpH5ZXCyCF/PzD5QtLBT327d7ZoUkHQH3wJAkSZL6Zdeu4syLKktLsHPncMcjSWPEAIYkSZLUL3NzxWUjVQ4cgP37hzseSRojBjAkSZKkftmypdjzosr0NGzePNzxSNIYMYAhSZIk9cvMDEy12GZuaqp4XZK0Im7iKUmSJLXTS0rUtWuLbCPbth1avm5dUe4GnpK0YgYwJEmSpFZWkhK1qtzsI5J0xAxgSJIkSVX6mRLV4IUkHTH3wJAkSZKqmBJVkmrFAIYkSZJUxZSoklQrBjAkSZKkKqZElaRaMYAhSZIkVTElqiTVipt4SpIkabJ0mxbVlKiSVCsGMCRJkjQ5ek2LakpUSaoNAxiSJEmaDP1Ki2rwQpJWhXtgSJIkaTKYFlWSRpoBDEmSJE0G06JK0kgzgCFJkqTJYFpUSRppBjAkSZI0GUyLKkkjzQCGJEmSJsNyWtRmpkWVpJFgFhJJkiSNrsXFYnPOubniEpGZmfaBCNOiStLIMoAhSZKk0TQ7W6Q/XVoqNuGcnoYdO4qzKaoCFa0YvJCkkWAAQ5IkSaNncbEIXszPP1C2sFDcb9/uWRWSNIbcA0OSJEmjZ9eu4syLKktLsHPncMcjSRo4AxiSJEkaPXNzxWUjVQ4cgP37hzseSdLAGcCQJEnS6Nmypdjzosr0NGzePNzxSJIGzgCGJEkaeRFxakTcGhH7IuKCitdfExGfjIibIuKfI+LbVmOc6qOZGZhqsZ3b1FTxuiRprBjAkCRJIy0i1gCXAqcBpwBnR8QpTdU+BmzNzO8E3g389nBHqa4tLsIVV8DFFxf3Bw9W11u7tsg20mzduqLcDTwlaeyYhUSSJI26bcC+zNwPEBFXAmcAn1yukJnvb6j/YeCcoY5Q3ek1LWpVmdlHJGlseQaGJEkadccDtzc8v6Msa+Vc4H0DHZF615gWdWEBMov7+fmivNWZGM0MXkjS2DKAIUmSJkZEnANsBX6nxevnRcSeiNhzzz33DHdwk860qJKkDgxgSJKkUXcncELD8w1l2SEi4geBXwFOz8yvVh0oMy/LzK2ZuXX9+vUDGaxaMC2qJKmDgQYwutgR/OiIeFf5+vURsanhtdeX5bdGxA81lN8WEZ+IiBsjYs8gxy9JkkbCLHByRJwYEUcBZwG7GytExHcBf0oRvLh7FcaoTkyLKknqYGABjC53BD8X+GJmngRcArypbHsKxeLjCcCpwB+Vx1v2nMx8cmZuHdT4JUnSaMjMJeB84BrgFuCqzNwbEW+IiNPLar8DPBT46/KPILtbHE6rxbSokqQOBpmFpOOO4OXzi8rH7wb+MCKiLL+yPL3z0xGxrzzehwY4XkmSNKIy82rg6qayCxse/+DQB6XC4mKxv8XcXHGWxcxM9Uaby2lRt207tNy0qJKk0iADGFU7gj+9VZ3MXIqI+4Bjy/IPN7Vd3k08gWsjIoE/zczLqjqPiPOA8wA2btx4ZO9EkiRJvTMtqiSpj0ZxE8/vy8ynUFyasiMinlVVyU24JEmSVpFpUSVJfTbIAEY3O4J/s05ETAHHAPe2a5uZy/d3A7soLi2RJElSnZgWVZLUZ4MMYHTcEbx8/vLy8ZnAdZmZZflZZZaSE4GTgY9ExHREPAwgIqaB7cDNA3wPkiRJWgnTokqS+mxge2CUe1os7wi+Brh8eUdwYE9m7gbeCryz3KTzCxRBDsp6V1Fs+LkE7MjMr0fEo4FdxT6fTAFXZOY/DOo9SJIkaYWW06IuLBz+mmlRJUkrMMhNPLvZEfwg8KIWbX8d+PWmsv3Ak/o/UkmSJPXVzEyxYWcV06JKklZgFDfxlCRJUt0tp0VtZlpUSdIKDfQMDEmSJI2RxcVic865ueISkZmZ9oEI06JKkvrIAIYkSZI6m50t0p8uLRWbcE5PF5eIXHttdaCiFYMXkqQVMoAhSZKk9hYXi+DF/PwDZcubc27f7lkVkqShcA8MSZIktbdrV3HmRZWlJdi5c7jjkSRNJAMYkiRJam9urrhspMqBA7B//3DHI0maSAYwJEmS1N6WLcWeF1Wmp2Hz5uGOR5I0kQxgSJIkqb2ZGZhqsXXa1FTxuiRJA+YmnpIkSZOq27Soa9cW2Ua2bTu0fN26otwNPCVJQ2AAQ5IkaRL1mha1qszsI5KkITKAIUmSNGn6lRbV4IUkaYjcA0OSJGnSmBZVkjSCDGBIkiRNGtOiSpJGkAEMSZKkSWNaVEnSCDKAIUmSNGlMiypJGkFu4ilJkjQOuk2JCqZFlSSNJAMYkiRJo67XlKhgWlRJ0sgxgCFJkjTK+pUSFQxeSJJqzT0wJEmSRpkpUSVJE8IAhiRJ0igzJaokaUIYwJAkSRplpkSVJE0IAxiSJEmjzJSokqQJYQBDkiRplC2nRG1mSlRJ0pgxC4kkSVIdLS4WG3TOzRWXiczMtA5GmBJVkjQBDGBIkiTVzexskQJ1aanYiHN6GnbsKM6oqApWVDF4IUkaMwYwJEmS6mRxsQhezM8/ULawUNxv3+6ZFZKkieUeGJIkSXWya1dx5kWVpSXYuXO445EkqSYMYEiSJNXJ3Fxx2UiVAwdg//7hjkeSpJowgCFJklQnW7YUe15UmZ6GzZuHOx5JkmrCAIYkSVKdzMzAVIttyqamitclSZpAbuIpSZI0DN2mRV27tsg2sm3boeXr1hXlbuApSZpQBjAkSZIGrde0qFVlZh+RJE04AxiSJEmD1K+0qAYvJEkTzj0wJEmSBsm0qJIk9YUBDEmSpEEyLaokSX1hAEOSJGmQTIsqSVJfGMCQJEkaJNOiSpLUFwYwJEmSBmk5LWoz06JKktSTgQYwIuLUiLg1IvZFxAUVrx8dEe8qX78+IjY1vPb6svzWiPihbo8pSZImz5GsOYaiVVrUqnJJklRpYAGMiFgDXAqcBpwCnB0RpzRVOxf4YmaeBFwCvKlsewpwFvAE4FTgjyJiTZfHlCRJE+RI1hyryjMvJEnqySDPwNgG7MvM/Zl5P3AlcEZTnTOAt5eP3w08NyKiLL8yM7+amZ8G9pXH6+aYkiRpshzJmkOSJI2IQQYwjgdub3h+R1lWWSczl4D7gGPbtO3mmJIkabIcyZpDkiSNiMjMwRw44kzg1Mz8yfL5TwBPz8zzG+rcXNa5o3w+BzwduAj4cGb+ZVn+VuB9ZbO2x2w49nnAeQAbN2586mc+85mBvE9JkvSAiLghM7cOuc8Vrzky8/NNx3L9IEnSkHW7fhjkGRh3Aic0PN9QllXWiYgp4Bjg3jZtuzkmAJl5WWZuzcyt69evP4K3IUmSau5I1hyHcP0gSVJ9DTKAMQucHBEnRsRRFJty7m6qsxt4efn4TOC6LE4J2Q2cVe4YfiJwMvCRLo8pSZImy5GsOSRJ0oiYGtSBM3MpIs4HrgHWAJdn5t6IeAOwJzN3A28F3hkR+4AvUCw4KOtdBXwSWAJ2ZObXAaqOOaj3IEmS6u9I1hySJGl0DGwPjDrZunVr7tmzZ7WHIUnS2FuNPTAGxfWDJEnDUYc9MCRJkiRJkvrCAIYkSZIkSao9AxiSJEmSJKn2DGBIkiRJkqTaM4AhSZIkSZJqzwCGJEmSJEmqPQMYkiRJkiSp9gxgSJIkSZKk2ovMXO0xDFxE3AN8ps+HPQ74/IDb1LGPOo5pGH04pvr0UccxDaOPOo5pGH3UcUzD6KOOY+rWt2Xm+gEcd+gGtH6Ayf38+L7rUX9c+qjjmIbRh2OqTx91HNMw+ljd9UNmelvBDdgz6DZ17KOOY5rU913HMfm+61N/XPqo45gm+X17689tUj8/vu961B+XPuo4pkl933Uck++7PvX7ffMSEkmSJEmSVHsGMCRJkiRJUu0ZwFi5y4bQpo591HFMw+jDMdWnjzqOaRh91HFMw+ijjmMaRh91HJP6Z1I/P77vetQflz7qOKZh9OGY6tNHHcc0jD5Wdf0wEZt4SpIkSZKk0eYZGJIkSZIkqfYMYEiSJEmSpPpbzRQoo3gDLgfuBm7usv4JwPuBTwJ7gVd30WYt8BHg42WbX+uyrzXAx4C/77L+bcAngBvpIh0OsA54N/Ap4Bbgu9vU/fbyuMu3LwE/30Ufv1C+55uBvwLWdqj/6rLu3lbHr5oz4JHAPwL/Wd4/okP9F5V9fAPY2sXxf6f8Od0E7ALWddHm4rL+jcC1wGO7+dwBrwUSOK6LPi4C7myYl+d36gP4ufK97AV+u8Px39Vw7NuAG7sY05OBDy9/DoFtHeo/CfhQ+dn9O+DhnX7fOsx3qzaVc96mfuWct6nfbr7bfm80z3mbPtrNd8s+qua8TR+Vc96mfrv5btWmcs5p8V0JnAhcD+wrx3dUQx+t2pxf1j/kd6lN/f8XuJXi++dy4MEd6r+1LLuJ4nv0oZ36aHj9LcBCF2N6G/Dphvl4chdtAvh14D8ovtdf1el72tvKbwx4DdHps9SmXW3WD2X9ntcQjOD6oU2blmuIFvVb/nvS6XNHxRqiRR8X0af1Q5s+Wq4hWtTv2/qh3e9bqzlvU78v64cObSrnvFX9VvPd5vjt5nug64cObSrnvE39dmvGntYQber3Zf3QoU3lGqJV/YbjjeX6YSidjNMNeBbwFLpffDwGeEr5+GHlJJ/SoU00fDAfXP4SPaOLvl4DXEFvC5Djuqlb1n878JPl46No+k95m3ZrgM8B39ah3vHlL89DyudXAa9oU/+J5S//twBTwD8BJ3UzZ8BvAxeUjy8A3tSh/uMpFlQf4PAARlX97cBU+fhNjcdv06bxS/VVwJ90+txRfGFfA3ymeS5b9HER8LpuP9vAc8qf69Hl80d1+7sA/C5wYRd9XAucVj5+PvCBDvVnge8vH/8v4OJOv28d5rtVm8o5b1O/cs7b1G833y2/N6rmvE0f7ea7VZvKOW83pqo5b3P8dvPdqk3lnNPiu5Liu+OssvxPgJ9p6KNVm+8CNtH0vdim/vPL14LiP0s/06F+43z/HuXnsV2b8vlW4J0cugBp1cfbgDNbzHerNv8TeAfwoObfcW/9vzHgNUS7z1KHfmq5fijrd1xDMKLrhzZtWq4hWtRv+e9Ju88dLdYQLfq4iD6tH7r5XaBpDdGij76tH9r9vrWa8zb1+7J+6NCmcs5b1W81322O326+B7p+6NBH5Zy3qd9uzdjTGqJN/b6sHzq0qVxDtKpfPh/b9YOXkPQoM/8V+EIP9e/KzI+Wj79MEaE6vkObzMyF8umDy1u2axMRG4AfBv6827H1IiKOofjH4K3lGO/PzPkumz8XmMvMz3RRdwp4SERMUSwsPtum7uOB6zPzK5m5BPwLMNNcqcWcnUGxoKK8f0G7+pl5S2beWjWIFvWvLccERaR4QxdtvtTwdJqGOW/zubsE+CUqPh8r+KxW1f8Z4Lcy86tlnbu7OX5EBPBiii/mTn0k8PDy8TE0zHmL+o8D/rV8/I/ACxvqt/p9azfflW1azXmb+pVz3qZ+u/lu971x2Jyv8HumVZvKOe/UR/Oct6nfbr5btamc8zbflT9A8RcKOHy+K9tk5scy87aKn1Or+leXryXFXyY2dKj/pYaf00M4dP4q20TEGoq/zP1SN2NqHnuXbX4GeENmfqOsd3eLQ6gPBr2GGMP1A3S/hhi59UObNi3XEL2uH9q8D2ixhhj0+qFTH1VriEGvH8o2Pa0hBr1+6NCmcs7HYf3QoU3lnPe6fijr9bSGGPT6oUObyjXEpK4fDGAMUURsoojSXd9F3TURcSPF6W//mJmd2vw+xYf0Gz0MKYFrI+KGiDivQ90TgXuAv4iIj0XEn0fEdJf9nEXTf2QrB5N5J/Bm4L+Au4D7MvPaNk1uBp4ZEcdGxLdQRDRP6HJMj87Mu8rHnwMe3WW7lfhfwPu6qRgRvx4RtwMvBS7sUPcM4M7M/HiP4zk/Im6KiMsj4hEd6j6O4md8fUT8S0Q8rcs+ngn8d2b+Zxd1fx74nfJ9vxl4fYf6eykWE1Ccplk5502/b13Ndy+/ox3qV855c/1u5ruxTTdzXjGmjvPd1KbjnLd43y3nvKl+V/Pd1KblnDd/VwJzwHzDYvAOmhZjvX6/tqsfEQ8GfgL4h071I+IvKD5//wP4v130cT6wu+Gz282Yfr2c70si4ugu2mwBfjwi9kTE+yLi5HY/C62ebr+fxmz9AF2sIcZ4/QBdriF6WT+U9VeyhhjG+gG6X0MMZP0Ava8hBr1+qGrTac7HYf1Q0abjnHe7fijr9rSGGPT6oV2bVmuIiVw/5JBO9RinG8VpQl2d/tnQ5qHADcBMj+3WUVzT9cQ2dX4E+KPy8bPp/hTQ48v7R1Fc1/SsNnW3AkvA08vnf0DTqXct2h0FfJ7iy79T3UcA1wHrKaJ77wHO6dDm3PLn+q/AHwO/382cUXw5Nb7+xW7mmNangLaq/ysU1zNGL58jii/k5uvYvlmf4q9L1wPHlM9vo+J03or3/WiK03EfRHHd2uUd6t9M8SUZwDaKU3Sji/f9x8Bru5yLtwAvLB+/GPinDvX/B8UphDcAvwrcW9HHIb9vnea7qk0Xc96qfuWct6rfar6b23Qz5xXvu+18t2jTac5bve/KOa84ftv5btGmmzlf/q78PmBfQ/kJVZ/RpjZPbCg77Ofaof6f0fp7p6r+GuCPgP/Zoc2zgH/jgdOKFzr1QXEKbQBHU/zV6MIu2iwsz1v5OftgVRtv/bsxpDVE1eevok5t1w9l3a7WEIzw+qFDm1b/nrT8DNH635NvtqG7f0+a33df1w8d3nerf0+a++j7+qGs19Maorl+pzlvU7/dmrGnNQRjsH5o0UenOe95/VDW62kNwYDXD23atFxDMEHrh6F0Mm43elx8UPxjeg3wmhX2dyEtrkMrX/9NigjhbRSRua8Af9ljHxd16ONbgdsanj8TeG8Xxz0DuLbLMbwIeGvD85dRLqy6bP8bwM92M2cUm+c8pnz8GODWbuaYHgIYwCsoNg76ll4/R8DGiuN9sz7wHRRR0NvK2xLFX56+tYc+qsbc/HP6B+A5Dc/ngPUdjjEF/Dewocu5uI/yHziKL88v9fAeHgd8pKnssN+3Lua75e9o1Zy3qt9qztsdv818H9Km05x30UfVXFX9rFrOeZv3XTnnLY7fab47vY/D5rzhtQuBX6T4D8/yP9zfDVxTVb+hzesant9Gm2v7G+tTLIbeQ3n9ZzfHL8ueRZv/KJZtfpXi+3x5vr9Bw6Kqiz6e3UUfr6PYbO3Ehvm4r1Ubb/25Vf0udqi/4jVE1Wej6fXarh/Kul2tIRjh9UOrNrRZQ7T7DFHx70lzG7pYQ3Too2q8zT+ntuuHNsdpuYao6KOv64eyvKc1RFX9dnPeqn6H+e5pDdFcv9N8d3H8qnka6PqhTR8t57yL99Fy/VC+3tMaggGvH6r6KMtariGYkPWDl5AMWEQExXWft2Tm73XZZn1ErCsfPwR4HsWHpFJmvj4zN2TmJopTLa/LzHM69DEdEQ9bfkyxgdDNbfr4HHB7RHx7WfRcip1+OzmbLi4fKf0X8IyI+Jby5/ZcimvYWoqIR5X3Gymif1d02ddu4OXl45cDf9tlu65ExKkUp+Senplf6bJN46lXZ9B+zj+RmY/KzE3lvN9BsXnR5zr08ZiGpz9GmzkvvYdiUyYi4nE88Newdn4Q+FRm3tGh3rLPAt9fPv4Bil2+W2qY8wcB/5tig6Xl11r9vrWc715/R1vVbzXnbeq3nO+qNu3mvE0fLee7zfuunPMOP6fD5rxN/Zbz3eZ9VM55i+/KWyj+OnBm2bx5vnv6fm1VPyJ+Evgh4Owsr/9sU//WiDip4T2ezqHzXdXmhsz81ob5/kpmntSm/qeW57vs4wUcOt+t3vc355tiXv6j1c9Cw7eC76dxWj9A92uIsVk/lGPqaQ3Ry/oBVraGGNL6AXpbQ/Rt/VCW97SGGPT6oUObyjkfh/VDhz4q57zX9UNZ1tMaYtDrhzZtWq4hJnb9MKxIybjcKP4hvQv4GsUXwLkd6n8fxbWiy6mODklF1KLNd1KkM7uJ4gNUeRpPi7bPpotTQIHNFKd9LqfE+ZUu2jyZImXRTRQf2kd0qD8N3Et5ylqX4/81il+Kmyl2zj26Q/0PUiyEPg48t9s5A44F/pnii++fgEd2qP9j5eOvUkSKr+lQfx9we8OcN+8IXtXmb8r3fRNFqqfju/3cUX06YFUf76RIJXUTxT/Ij+lQ/yjgL8txfRT4gU5jotjJ+JU9zMX3UZza93GKUxyf2qH+qym+JP8D+C0OPT2x8vetw3y3alM5523qV855m/rt5rvj90bjnLfpo918t2pTOeftxlQ1522O326+W7WpnHNafFdSfL99pJyTv6bhe6RNm1eV871EsUD68w71lyj+urQ8zgtb1ac4Bfffy7m4mSKF2sM7janp57nQxXu4rqGPv+TQVK2t2qwD3lu2+xDwpG6/r731fmPAa4huPktt2j6bmqwfyjY9rSEYwfVDmzYt1xAt6rf896Sbzx2HZ08Y6Pqh3ZhosYZo0Uff1g/tft9azXmb+n1ZP3RoUznnreq3mu82x1+19UOHPirnvE39dmvGntYQber3Zf3Qqg1t1hCt+mj6WY7d+mF5EShJkiRJklRbXkIiSZIkSZJqzwCGJEmSJEmqPQMYkiRJkiSp9gxgSJIkSZKk2jOAIUmSJEmSas8AhqQjFhEZEb/b8Px1EXFR+fhtEXFmU/2F8n5T2faNDa8dFxFfi4g/LJ9fFBF3RsSNDbd1EfHsiLivfP6piHhzUx8viIibIuKWiPhERLxggD8CSZLUI9cPknplAENSP3wVmImI41bQ9tPADzc8fxGwt6nOJZn55IbbfFn+wcx8MvBdwI9ExPcCRMSTgDcDZ2Tm44HTgTdHxHeuYHySJGkwXD9I6okBDEn9sARcBvzCCtp+BbglIraWz38cuKqXA2TmInAjcHxZ9DrgNzLz0+XrnwZ+E/jFFYxPkiQNhusHST0xgCGpXy4FXhoRx6yg7ZXAWRFxAvB14LNNr/9Cw+mf729uHBGPAE4G/rUsegJwQ1O1PWW5JEmqD9cPkrpmAENSX2Tml4B3AK9qfqmqetPzfwCeB5wFvKuifuMpoM9pKH9mRHwcuBO4JjM/t7LRS5Kk1eD6QVIvDGBI6qffB84FphvK7gUesfwkIh4JfL6xUWbeT/EXj9cC7+6hvw9m5pMo/jJybkQ8uSz/JPDUprpP5fBrYyVJ0upz/SCpKwYwJPVNZn6B4vrTcxuKPwD8eEQcVT5/BXDYaZzA7wK/XB6j134/DfwW8Mtl0ZuB10fEJih2Kwf+n7IPSZJUI64fJHVrarUHIGns/C5w/vKTzPz7iHgqcENEfB2YA17Z3Cgz99L6Lxy/EBHnNDyvSmn2J8DrImJTZt4YEb8M/F1EPBj4GvBLmXnjyt6SJEkaMNcPkjqKzKrLyyRJkiRJkurDS0gkSZIkSVLtGcCQJEmSJEm1ZwBDkiRJkiTVngEMSZIkSZJUewYwJEmS/v927FgAAAAAYJC/9TR2FEYAwJ7AAAAAAPYEBgAAALAXG12uUSSUsAUAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
+       "<Figure size 1080x360 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -1237,9 +1237,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 1080x360 with 2 Axes>"
+       "<Figure size 1080x360 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1261,15 +1261,6 @@
     "roulette_bet = ['rojo/negro', 'par/impar', 'docena', 'columna', 'linea', 'cuadro', 'calle', 'caballo', 'pleno']\n",
     "roulette_prob = [  18/38,       18/38,      12/38,     12/38,     6/38,    4/38,     3/38,     2/38,     1/38] \n",
     "\n",
-    "plt.rcParams['figure.figsize']=[15, 5]\n",
-    "plt.bar(roulette_bet, np.array(roulette_prob)*100, color='b')\n",
-    "plt.xlabel('APUESTA')\n",
-    "plt.ylabel('PROBABILIDAD DE GANAR (%)')\n",
-    "plt.title('PROBABILIDAD DE GANAR EN LA RULETA DEPENDIENDO APUESTA')\n",
-    "plt.xticks(roulette_bet)\n",
-    "for i,j in zip(roulette_bet, np.array(roulette_prob)*100):\n",
-    "    plt.annotate(str(round(j,2))+'%', xy=(i,j+0.5) )\n",
-    "plt.show()\n",
     "\n",
     "plt.rcParams['figure.figsize']=[15, 5]\n",
     "plt.subplot(1, 2, 1)\n",
@@ -1286,7 +1277,18 @@
     "plt.ylabel('CDF')\n",
     "plt.title('ROULETTE - CDF ')\n",
     "plt.xticks(roulette_num)\n",
-    "plt.tight_layout()"
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.subplots()\n",
+    "plt.rcParams['figure.figsize']=[15, 5]\n",
+    "plt.bar(roulette_bet, np.array(roulette_prob)*100, color='b')\n",
+    "plt.xlabel('APUESTA')\n",
+    "plt.ylabel('PROBABILIDAD DE GANAR (%)')\n",
+    "plt.title('PROBABILIDAD DE GANAR EN LA RULETA DEPENDIENDO APUESTA')\n",
+    "plt.xticks(roulette_bet)\n",
+    "for i,j in zip(roulette_bet, np.array(roulette_prob)*100):\n",
+    "    plt.annotate(str(round(j,2))+'%', xy=(i,j+0.5) )\n",
+    "plt.show()\n"
    ]
   },
   {