{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Synthetic Geometric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "from src.Utils import save_results, get_means\n",
    "from src.ExistingAlgorithms import max_value, area, sklearn_available\n",
    "from src.Parametric_UMAP import load_pumap\n",
    "from src.GaussianMixture import gaussian_mixture\n",
    "from src.Parametric_TSNE.train import load_model\n",
    "from src.Parametric_TSNE.model import Network\n",
    "from src.Dataset import dataset_dat\n",
    "\n",
    "from sklearn.decomposition import PCA, KernelPCA, NMF\n",
    "from sklearn.manifold import Isomap, TSNE\n",
    "\n",
    "import umap\n",
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SKIP = 1\n",
    "# DATA\n",
    "PATH_DATA = '../data/photon-number-classification/data_boulder'\n",
    "PATH_RANDOM = 'Preprocess/Geometric/randomIndexGeometric.npy'\n",
    "# PREPROCESS\n",
    "PATH_INIT_MEANS = 'Preprocess/Geometric/Mean_Clusters'\n",
    "PATH_SAVE_LD = 'Preprocess/Geometric/Low_Dimension'\n",
    "# SAVE PLOTS\n",
    "PATH_SAVE_D = 'Results/Geometric/Density'\n",
    "PATH_RESULTS = 'Results/Geometric'\n",
    "\n",
    "weights = [0.07051088775512344, 0.21031270568057314, 0.38445365365055423, 0.6780434874139336, \n",
    "           0.6001082447024342, 0.9999999999999999, 0.629191619746778, 1.1954682934335052e-17, \n",
    "           0.9999999799606453, 0.9999999999649708]\n",
    "\n",
    "data_train, data_test, expected_prob, db_train, db_test = dataset_dat(\n",
    "   weights = weights,\n",
    "   path_data = PATH_DATA,\n",
    "   path_random_index = PATH_RANDOM,\n",
    "   signal_size = 8192,\n",
    "   interval = [0,350],\n",
    "   standardize = True,\n",
    "   plot_expected = True,\n",
    "   plot_traces = False,\n",
    "   n_photon_number = 50\n",
    ")\n",
    "\n",
    "data_train.shape\n",
    "data_train, data_test, db_train, db_test = data_train[::SKIP], data_test[::SKIP], db_train[::SKIP], db_test[::SKIP]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Max Value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57020, 1)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_l_MAX = max_value(\n",
    "   X_high = data_test, \n",
    "   filtering = True,\n",
    "   save_path = PATH_SAVE_LD\n",
    ")\n",
    "X_l_MAX.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'MAX'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_MAX,\n",
    "   X_high = data_test,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   number_cluster = 18,\n",
    "   tol = 1e-4,\n",
    "   cluster_iter = 10,\n",
    "   width_plot=6,\n",
    "   height_plot=3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True,\n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob=expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_AREA  = area(\n",
    "   X_high = data_test[:,:150], \n",
    "   filtering = True, \n",
    "   plot_filter = True, \n",
    "   threshold = 0.03, \n",
    "   critical_frequency = 0.1,\n",
    "   save_path = PATH_SAVE_LD\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'AREA'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_AREA,\n",
    "   X_high = data_test,\n",
    "   number_cluster = 34,\n",
    "   cluster_iter = 3,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   tol = 1e-6,\n",
    "   width_plot=6,\n",
    "   height_plot=3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob) \n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Principal Component Analysis (PCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_PCA = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = PCA, \n",
    "   n_components = 1, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'PCA 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_PCA[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 28,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   tol = 1e-6,\n",
    "   info_sweep = 0,\n",
    "   plot_sweep = False,\n",
    "   latex = False\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03,\n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7K5wTCATNvnbVqlUYPXo0tm7dChaLhffff1/leVtA4xJj6fWNjY0xZMgQbN68GevWrQMAlR/B0BI3Nzd89dVX4HA42Lx5s9LvtzbfX3Xo8p4k6qEEhbRr165dw/r162FsbIyvvvqqyeGMJ82bNw8A8Oeffyqci4mJwWeffSYbT+/RowfCwsJQWlqKf/75R64swzCyOqR16sOUKVMANO7Y+yRl7xFonERoZWWFv//+W+nw1M6dO/Hmm2+qtSeFMrNmzYKxsTFOnjyp8IiDhw8f4r333pMlURwOR5Zk/v777wp1VVRUYP78+bh8+XKL1328rqNHjyqclx574YUXwOFw5M49Pll22bJlst2Ln9RWbfg46byW5ORkhXM3b95s8nW//vorsrKy8O6776Jfv36YP38+CgsL8cknn6h87a1bt8ompj5OOmFX2RCjpgYMGIC3334bIpFI6fdbm++vOnR5TxL1UIJC2hWJRIKKigrExsZi1apVWLhwIezs7LBnzx61uqqnTZuGiRMn4s8//8T27dtRXl6O2tpa/P3331izZg3mzp0rNyFu48aNcHd3xwcffICLFy+ivr4eRUVFWL16NW7duoXXX39d7a5yXRozZgxGjx6Na9eu4fPPP0d5eTl4PB7++OMPXLlyRelr7OzssHnzZtTX12PhwoW4efMm6urqUFxcjG+//RY7d+7EmjVrVE76muLj44M1a9YgPz8fb731FnJyciAUCpGYmIhXX30VPXr0wPTp02XlpW0pndeRn58PPp+PGzduYPHixfD29saCBQtUura0rl27dmHfvn2oqalBTU0N9u/fj927dyM8PByvv/660tdKJ8ump6dj+vTpSufYtFUbPm7u3LkwNTXFkSNH8Msvv6CqqgoPHz7Ep59+2uRf8Tk5Odi0aRO++OIL2dyLt956C35+fjh27BhOnz6t8vUPHDiA3377DWVlZRAKhUhOTsbGjRthYmKi8yR98eLFGD16dJPntfn+qkOX9yRRHYvR1Sw9Qlrw5E6cj9uwYQMmT54s+/rnn3/Ghg0blJa1tLSEg4MDgoKCMHz4cIwaNUph+aoqmMd2kk1JSQGLxYK3tzdmzZqFKVOmKIw1l5eX48cff8TZs2dRWFgo20l23rx5cs8QUbZ7J9C482h+fr7CL3EPDw/ExMQo3ckU+K9tlLXf0qVLsWzZMgCNO13u2rULv//+OwoLC2Fra4vBgwfjnXfeka2SAYBRo0bJTTxMS0vDd999h6tXr6KyshIODg7o0aMHFi1ahD59+sjKPbnzKPDfTqMrV65U+Cv28diAxuGBnTt3IiEhAXw+H+7u7hg1ahReeuklhQ9wkUiEQ4cOISoqCg8ePACHw4G7uzvGjBmDuXPnqvWBLxKJcPDgQRw7dkw2mbpbt26YOHEiXnjhhWbvnRdffBFxcXG4dOmSbCKqMtq0ISC/Y60qkpOT8fXXX+Pu3buorKyEm5sbnnvuOUgkEuzatUtWLiUlRW5n2Mev9eRxoPEenTdvnsJx6S6zKSkpiI6OxpUrV1BYWIi6ujo4Ozujd+/eePHFF5XuwPokZW0g/RlQpq6uDjNmzICdnZ3CrraAet9fZe+5uZ+vx3cL1uU9SVRDCQohhBBCDA4N8RBCCCHE4FCCQgghhBCDQwkKIYQQQgwOJSiEEEIIMTiUoBBCCCHE4FCCQgghhBCDQwkKIYQQQgwOPSxQQyUlqj+/QhVsNgv29pYoL6+DREJb02iC2lA3qB21R22oPWpD7RlyGzo5WbVYhnpQDASbzQKLxQKbrfyR9aRl1Ia6Qe2oPWpD7VEbaq+9tyElKIQQQggxOJSgEEIIIcTgUIJCCCGEEINDCQohhBBCDA4lKIQQQggxOJSgEEIIIcTgUIJCCCGEEINDG7V1UKIGMXKKa5FVVIOswmpkFtWgrFqAbm7WCPZxQLCPA1ztLcBitc/184QQQto3SlA6gAaxBPkldcgsqkZWYTWyCmuQX1oHsZKdBZOyK5CUXYHDMelwsjVDcDdHBPk4IMDLFibGHD1ETwghpCOiBOUpI5EwKCirQ2Zh9aPekRrkPqxFg1jS5Guc7czh7WoFeyszJOVUILuocRv/kkoBzsXn4Vx8HkyM2AjoYifrXXG0MW+rt0QIIaQDogTlKVDDq8eFWwW486AMOcU1qBc1nYw4WJvC280a3q5Wsv9amhnLlamqFeL2gzLcySjDvaxy8IVi1DdIcDujDLczygAA7o6WCO7WmKz4etrAiNO+pzPVi8TILq5BYRkPZiYcdDI3lvtHvUeEENK2KEFpx4oreDhzPRf/3i5EfYNiUmJjaYKubtbwdrOCt2tjMmJtadJivTadTDE42B2Dg93RIJYgPa9KlrDkl9YBAApK61BQWodT13JgbspBd2/7xt6Vbg6w6WSq8/eqSwzDoLRKgIyCKmTkV+NBQRVyimuVDnlJmRizFZIWhX8Wj/5rZgxLc2OYmXBoDg8hhGiIEpR2KCO/Cqeu5iA+tQSPf6RyO9uC29kWXR/1jthZaZ8oGHEah3YCuthh+jBflFbycedBGRIzypCcXYH6Bgn4QjFuppTgZkoJAKCrmzVCfB0Q4ucETydLvX9IC+vFyCqqRkZBNTLyq5BRUI3qunq16qgXSVAuEqK8WqjyazhsFiylyYuZESzNjf/7+tE/SzNjdDI3kjve3nujCCFEFyhBaSckEga30ktx6loO0vOqZMc5bBb6BbpgVL/O8HJp+fHV2nK0Ncew3p4Y1tsT9SIxUnIrcTu9DIkZpSitEgAAMgurkVlYjaP/ZMLB2hS9fB0R4usIfy87GBu17ocvwzAoLuchJadClpDkPayDhFHeO9LJ3Bg+7tbo5mEDX3drdHaxQoNYglqeCLX8//7V8EWo48sfk5bhCRuU1i2WMKiuq1c7GTI2YsPUmANTYzZMjDmP/p8DUxPOo6/Z/x0zfnTM5L/jVhYm6OZuTYkOIaRdYzFME7+5SbNKSmp0Wp+RERt2dpaoqKhDw2PDNUKRGFfuFuHMtRwUV/Blx81NOYgI8cDIME/YW5vpNBZNMAyDonIebqWXIjGtFGn5VXjyzjI14aBnV3uE+DauDLK2aHm4qSkSCYPSagGKy3koKuOhqIKH4nI+8kpqm0wI2CwWPJ0t4eNhAx93a/h42MDZ1lzrHh6xRII6foNCEvNkQlMnaJA71tyQkrbMTTno2dUBvXwdEOzjiE7mxi2/6JGm7kWiOmpD7VEbas+Q29DJqeU/qClB0VBrJyjVvHrE3MxDTHw+avkiWTk7K1M826czhvRyh4WZ4XaA1fJFuJ1RilvpZbj7oAyCerHceRYAHw8b9PJ1QIivI9wdlQ8F1fJFKCrjobC8DsXlfBSV81BczkNxBb/ZlUkAYG1h3JiMPEpIvF2tYWpiGJNdGYaBoF7cmLAIRKjjN8gSF0F9A4QiMYT1EghFYtSLxI1fS//VSxSONfdTzGIBvh42CPF1RLCvI9wdmt/fxpB/qbUX1IbaozbUniG3ISUorai1EpT76Q9xMjYb/94tguixG8rLuRNG9fdC3wDndtd13yCWICW3EolppbiV/t9Q0OMcbcwQ4usIm04mKCrnNf4r46FOoHz45HEsAPbWZnBzsEBXT1t4OljA29UKjjZmep//0hYYhkGDWAKhSAJhvRgFZXVITC9FYnopypTMmXGyNZMNu3E72yrcT4b8S629oDbUHrWh9gy5DSlBaUW6TlCyi2tw6lourt0rkpv42rObPUb380JgF7un4sOWYRjklzZ+gN5KL8WD/GqoegNamBrB1cECLnYWcHWwgJu9BVzsLeBiZw4TY45B/zDqA8MwyCupw630UtxOL8WDAsW2NjfloEdXB4Q8NhRE7ag9akPtURtqz5DbkBKUVqTLBOVhBQ8f7ryKBnHjt4LDZmFADxeM6usFT+dOOruOIaquq8ftjDIkppfibmY5GsQSONuZw9XeAq6PEhDp/1tZGNPQhBaq6upxO6MUielluJdZDqHoiWG3R0NBvblOGDvYBxCLqR01RPei9qgNtWfIbUgJSivSZYJSUSPE2t3XIJEwjStkQj10skS4vZFIGDBgwGFrNoRlyD+MhkbUIEZyTmWTQ0HGRmwM6eWOUX07w9GWdg1WF92L2qM21J4htyElKK1I10M8DAAHe0tUV/MN7kZqLwz5h9GQPT4UlPhoKEiKw2ZhQHcXjAnvAjcHSz1G2b7Qvag9akPtGXIbqpKgGO4ykA7G2IgNTjub/EqeDiwWC52dO6GzcyeMH+iNogoeztzIw6X4fIglDP69W4Qrd4sQ5u+EseHe6OLa+vvtEEIIJSiEEDmeTp3w9gthGDfAC8f/zcLlO4VoEDO4kVKCGyklCOrmgLHhXcDtbKvvUAkhTzFKUAghSjnbWWDe6ACMH9QVp6/l4MKtfNSLJLjzoAx3HpSB29kW48K7oEdX+6dihRkhxLBQgkIIaZadlSlmjvDD2PAuOHsjD+du5oEnbEBqbiW25Faii6sVxoV3QSjXCWxKVAghOkIJCiFEJVYWJogc0g2j+3vhQkI+Tl/LQTVPhOyiGvzf0btwc7DA2PAu6N/dReOVWIQQIkUJCiFELeamRnh+QBeMCPPEP7cLcepqNsqqhSgs42Hn8SRE/ZOJZ/t2xsCerrA0U/0ZQIQQ8jhKUAghGjEx5mBEmCciQtwRd68Yf8Vlo7ich9IqAQ6dTcPvFzLQx98ZESHu8PO0oXkqhBC1UIJCCNGKEYeNZ4LdMLCnK26mluBkXDayimogapAg9l4RYu8Vwc3BAkN6uWNgT1dYafEUa0JIx0EJCiFEJ9hsFvoGOKNvgDOyi2pwKbEAcfeLwBeKUVjGw+GYdBy5mIHeXCdE9HKHfxc7mlRLCGkSJSiEEJ3r4mqFua7+mD7MF9eSi3EpsQAZ+dVoEDO4lvQQ15IewtnWHENC3DEoyA02ltSrQgiRRwkKIaTVmJpwMDjYHYOD3ZFXUotLtwoQe68IdYIGPKzk4/cLGTh66QFCfB0REeKO7l3tqVeFEAKAEhRCSBvxdOqEF57lYupQH9xMKcHFxAKk5lZCLGFwM7UEN1NL4GBthsG9GuezONrQQwoJ6cgoQSGEtCkTYw7Ce7oivKcrCsvqcCmxAP/eKUItX4SyagGi/slE1D+ZcLQxg5+nLfw624DraQs3BwtaCURIB0IJCiFEb9wcLDFjuB8mD/FBQloJLt4qQFJ2BQCgtEqA0qrGVUAA0MncGH6eNvDztAW3sy28XDrBiB6wSchTixIUQojeGRux0S/QBf0CXVBSyUdSdgVScyuRmluJ0ioBAKCWL0JCWikS0koBACbGbPi428DP0wbczrbwcbeBqQlHn2+DEKJDlKAQQgyKk605nGzNMaSXOwCgokaI1NxKpOVVIjW3CvkltWAA1IskSMqukPW4cNgseLlYwc/TBv6dbcH1sqWdbAlpxyhBIYQYNDsrU/Tv7oL+3V0AAHUCEdLzqpCWV4XUvEpkFTYuXxZLGGQWViOzsBpnrueCBaCzcycEdLFDgJcduJ1tYEEJCyHtBiUohJB2xdLMGL18HdHL1xEAUC8SI7OwGql5VUjLq0R6XhUE9WIwAHIe1iLnYW1jwsICvFysEOhlB3+vxnks5qb0K5AQQ0U/nYSQds3EmAN/Lzv4e9kBACQSBjkPa5CcXYnknMa5LIJ6MRgGyC6qQXZRDU5dywGLBXi7WiHAyw4BXezg52kDMxP6lUiIoaCfRkLIU4XNZsHb1RrertYY3d8LYokE2UW1SMmpQFJOBdJyqyAUNSYsmYU1yCyswcmrOWCzWOjqZiUbEgr0pq34CdEnSlAIIU81DpuNbu7W6OZujecHdEGDWILsohok51QgOadx8m29SAIJwyCjoBoZBdX4KzYbPbztsHRKMEyNaWUQIfpACQohpEMx4rDh42EDHw8bjA0HGsQSZBZWIzmnEsnZFUjPr4KoQYJ7WRX4+tdE/G9aMA39EKIHtMsRIaRDM+Kw4edpi/EDvfHurFBsf2OwbMVQSm4ltvyaCL6wQc9REtLxUIJCCCGPMTbi4KVx3TGwpysAID2vCpt/uQWeQKTnyAjpWChBIYSQJ7DZLCwaG4ghvdwAAJmF1dh06BZq+ZSkENJWKEEhhBAl2CwW5o0OwLBQDwBAdnENvjiYgGpevZ4jI6RjMNgERSgUYvv27Rg1ahSCgoLwzDPP4N1330Vubq7adSUnJ+Pdd99FREQEevbsif79++PVV1/FzZs3WyFyQsjTgs1iYc5zXIzs4wkAyCupxRcHE1BVK9RzZIQ8/QwyQREIBJg/fz5++uknvPHGG7h27Rp27tyJ1NRUREZGIjk5WeW6Tpw4galTpyIpKQmbN2/G1atXceDAAQDAnDlz8Oeff7bW2yCEPAVYLBZmjfDD6P5eAICC0jpsPJiAihpKUghpTQaZoGzbtg0JCQl455138Pzzz8Pc3BwBAQHYtm0beDwe3nnnHYjF4hbrKS8vx6pVqyCRSLB9+3b07dsXlpaW8PX1xTfffAM3NzesWbMGRUVFbfCuCCHtFYvFwrShPhg30BsAUFTOw8YD8Sh79KRlQojuGVyCwufzcfDgQRgbG2PSpEly57y8vBAeHo60tDRcvHixxbrOnz8PHo8HPz8/eHt7y50zMTHByJEjwefzcejQIR2+A0LI04jFYmHykG6YNLgrAOBhJR8bD8ajtJKv58gIeToZXIISFxcHHo+HgIAAWFpaKpwPCwsDAMTExLRYV0lJCQDA0dFR6XkXl8a9Dv755x9NwyWEdDATBnXF1KE+AIDSKgE+PxiP4gqenqMi5OljcAmKdH6Jp6en0vOdO3eWK9cce3t7AEBpaanS89LjGRkZasdJCOm4xgzogpnDfQEA5dVCbDwQj8KyOj1HRcjTxeD2b5YmDTY2NkrPW1tby5VrzpAhQ2BsbIy0tDRkZWXJDfOIxWLZMJFAIIBQKISpqanKcbLZLLDZunuQGIfDlvsvUR+1oW5QO6pmzEBvmJhwsPdUCipr6/HFwQSsnNMbHk6dqA11gNpQe+29DQ0uQeHzG8dzjY2NlZ43MTGRK9ccV1dXvP322/j888+xdOlSrF27FoGBgSguLsa2bdtQW1urcZz29pZgtcKTTq2tzXVeZ0dDbagb1I4tm/ZsAKw6mWHHkURU1dXj8wPx+OSVgejq3vgHFrWh9qgNtdde29DgEhRz88aGFImU79hYX18vV64lCxcuRLdu3bBnzx689tpr4PP5cHNzw+jRozF//nzMmDEDxsbGavWeAEB5eZ3Oe1Csrc1RXc2HWCzRWb0dCbWhblA7qqd/gBPqx3XHzuj7qKqtx/s7/sX7c8PQy9+F2lALdB9qz5Db0M5OcY7pkwwuQZFOaK2qqlJ6vrq6GgDg5OSkcp0RERGIiIhQOH7jxg0AQNeuXdUNExIJA4mEUft1LRGLJWhoMKwbqb2hNtQNakfVhfdofG7PzuP3UccX4bO9N/DJKwPhZGVCbaglug+1117b0OAGpgIDAwEAeXl5Ss9Ld5L19/fX+lrSybEhISFa10UI6djCe7ji1Yk9wWaxwBM0YM0PsTRxlhAt6CRBqa2txfXr13Hy5EkAjZNONdW/f39YWFggJSUFPJ7i0r34+HgAwPDhw1WqLyEhAenp6UrPXb58GQAwceJEDaMlhJD/9A1wxmuTGpOUOr4IWw4noo6egkyIRrRKUMrLy/Hee+8hPDwc8+bNw9tvvw0AuH79OkaNGoVr166pXae5uTlmz56N+vp6HD16VO5cbm4uYmNj4efnJzdkk5KSgpkzZ2LLli0K9f3444/YuHGjwvHk5GScO3cOzz77LPr06aN2nIQQokyYvxPmjOICAIrLedhx9C4aDGz8n5D2QOMEpbKyErNmzcKff/4JFosFDw8PMEzjnIzu3bsjODgYr7zyClJTU9Wue+nSpQgNDcWXX36J06dPQyAQIDk5GcuWLYOZmRk2b94MDocjK3/48GEkJCTg+++/R0VFhUJ9ly5dkp2rra3F6dOn8dJLLyEoKAgbNmzQtAkIIUSpkX06Y+ygxrltSdkVOPh3quz3IyFENRonKN999x3q6uqwZcsWJCQk4OzZs7JzDg4O2LRpE6ZMmYKdO3eqXbeZmRn27NmDRYsWYcuWLejbty8WLVoEX19fREVFISAgQK78yJEjYWNjg5EjR8LW1lbu3MSJEzFixAgcPnwYERERGDp0KHbv3o1XX30VBw4cgJWVlUbvnxBCmvPSxJ7o0bVxs8gLtwpw7qbyeXWEEOVYjIZp/bPPPouPPvoIzzzzjOxYYGAgkpKSZF/n5eVhwYIFcsnL06KkpEan9RkZsWFnZ4mKirp2OdvaEFAb6ga1o/akbZhXUImPd19HUTkPLBbwxrReCOrmoO/w2gW6D7VnyG3o5NRy54DGPSjFxcXo379/s2UcHR1lz8MhhJCOxtLcGP+bGgxLMyMwDPDdsbvIL6WVPYSoQuMExdzcHEVFRc2WefDggdIH/hFCSEfhYm+B1yODwGGzwBeK8c3viajh1es7LEIMnsYJSmhoKD755JMmt4uXSCT46quv0Lt3b42DI4SQp0FgFzvMea5xZU9JpQD/Ryt7CGmRxjvJvvjii5g3bx6GDx+OsWPHyjZYi46ORm5uLo4dO4a8vDwcOHBAZ8ESQkh7FRHigYJSHv6+kYvU3ErsPZ2Chc8HtMozvQh5Gmg8SRYAfv31V6xbtw5isVjuOMMwMDIywkcffYRp06ZpHaQhokmyhofaUDeoHbXXVBtKJAy2/n4bdx6UAQCmD/PF6P5e+grToNF9qD1DbkNVJslq9Sye6dOnIywsDIcOHUJiYiKqq6thbW2NXr16YdasWfDx8dGmekIIeaqw2Sy8OrEHPt13EwWldfjtfDpcHSwQ4uuo79AIMTha9aB0ZNSDYnioDXWD2lF7LbXhw0o+1u+5gVq+CKYmHHwwJwydnTvpIVLDRfeh9gy5DVt1mXFz6utphjohhDTF2dYcSyc3ruwR1jeu7Kmqo9+bhDxO4wQlLS0NkZGRiIyMxI4dO+TOHTp0CJMnT0ZiYqLWARJCyNOI29kW80c37opdVi3E//1xB6IGcQuvIqTj0DhB+eOPP5CUlAQ/Pz8MHDhQ7lx4eDicnZ0xf/58JCcnax0kIYQ8jZ4JdsPzjybJpudX4eeTyfTMHkIe0ThBuXHjBt5880188cUXCAkJkTvH5XLx3XffYebMmfi///s/bWMkhJCn1pQIH9kk2dh7xTgRl63niAgxDBonKIWFhZg8eXKzZRYuXEjDPIQQ0gw2m4WXxneHp1PjJNkjFx/gZspDPUdFiP5pnKBUV1fDxsam2TJ2dnaorKzU9BKEENIhmJsaYfnUIFhbGAMAfjx+H9lFul0pSEh7o3GC4urqiuvXrzdb5tq1a3Bzc9P0EoQQ0mE42phj6ZRgGHHYqBdJsPX3RKTkVOg7LEL0RuMEZcSIEfjggw9w9epVpefj4uLw4YcfYvjw4RoHRwghHYmvhw0Wjmlc2VNZW4+NBxOw91QyeIIGPUdGSNvTeCfZl19+GadOncKCBQvg5OSEbt26wcLCAjweDxkZGSgtLYWbmxteeeUVXcZLCCFPtfAergCAg3+nok7QgAu3CpCQXoq5z/mjN9dJz9ER0nY0TlDs7Oywb98+vPvuu0hISMDDh/KTusLCwrBx40bY2tpqGyMhhHQo4T1c0d3bHofOpuJa0kNU1dZj+x93EObvhNnPcmHbyVTfIRLS6nSy1f39+/dx69Yt2bN4QkJC0L17d13EZ7Boq3vDQ22oG9SO2tNlG95KK8W+MymoqBECaJxQO2O4LwYHuz3VT0Km+1B7htyGrf6wQKnu3bs/9QkJIYToQ4ifI/y9bHHkYgbOx+eDL2zAzyeTEXevCPNHB8DF3kLfIRLSKlrlWTyPGzFiRGtfghBCnmrmpkaY85w/Vs7pDTeHxoQkOacSa3Zdw4m4bDSIDeuvY0J0QeselNraWmRnZ4PP5yvdormgoEDbSxBCCAHg52mLtQv74a/YLPwVmw1RgwS/X8jAtfvFWDAmAN6u1voOkRCd0ThBqampwapVq3Du3DlIJJS9E0JIWzA2YmPS4G7oE+CMPSeTkVFQjZyHtfhkzw2M6uuFiYO7wtSYo+8wCdGaxgnKp59+ijNnzqBbt27w9fWFhYWFwoQthmFw7NgxrYMkhBAiz9OpE96fE4aY+DwcufgAQpEYp67l4GbqQ8wbHYAe3vb6DpEQrWicoJw/fx4rVqzAwoULmy0XFRWl6SUIIYQ0g81mYWSfzgj1c8Le0ym486AMJZUCfPnLLQzq6YoRfTzRxcXqqV7tQ55eGicoQqEQU6dObbHc3r17Nb0EIYQQFTjYmOGNacG4mlSMg3+noZYvwr93i/Dv3SLYWZmit58TQriO8O9sCyNOq6+NIEQnNE5QAgICUFlZCSur5tcye3p6anoJQgghKmKxWBjQ3RU9vO3x6/l0xN0rhljCoKJGiHPxeTgXnwcLUyME+zqgt58TenS1h7mpTnaaIKRVaLxRW2xsLH755Rds3rwZxsbGTZYLDAxEUlKSxgEaKtqozfBQG+oGtaP2DKENeQIRbj8oQ0JqKW4/KIOwXiwfI4eN7t52CPVzRIivI2wMbHdaQ2jD9s6Q27BVN2q7efMmqqurMWTIEAwePBguLi4wNTWsG5wQQjoqCzNjDOjuigHdXSFqkCApuwK30kqQkFaKqrp6NIgluJ1RhtsZZdiLFPh42CDUzxGhXCe40uZvxABo3IMSEBCg2gVYLOpBUYEhZ7rtBbWhblA7as+Q21DCMMgsqEZCWikS0kpQWMZTKOPmYIHeXCdEhLjD0cZcD1Eadhu2F4bchq2+1f2GDRuaPc8wDFatWqXNJQghhOgQm8WCj4cNfDxsMHWoDwrL6mTJSkZ+NQCgsIyHv2KzcfZGHiYP6YYRYZ5gs2klEGlbWiUokZGRLZb54IMPtLkEIYSQVuTmYAk3B0uMGdAFlbVC3Eovxa20Utx9UA6hSIxD59JwNakYC54PgKdTJ32HSzoQjdebHT58WKVy586d0/QShBBC2pBtJ1MMDfHAG9N6YfX8Puji0tgN/6CgGh/vvo6jlx5AZGBDBeTppXGC0qtXL5XKeXh4aHoJQgghetLF1Qofzg/DtGE+MDZiQyxhEH0lC2t3X0NaXqW+wyMdgNY79mRmZmLz5s2YN28exo0bBwBITk5GVFQUxGJxC68mhBBiqDhsNp7v3wXrFvdDYBc7AI3zUz7fH4/9Z1LAFzboOULyNNNqDsru3bvx5ZdfQiwWg2EY2XbKPB4Pq1atwunTp7Ft2zYYGdFmQIQQ0l652FngnZkhuHy7EIdj0sETNiAmPh8JaaWYN8ofvXwd9R0ieQpp3INy4cIFbNy4EV5eXli+fDk+//xz2bnevXsjOjoa6enpKs9VIYQQYrhYLBYG93LH+pf6I8zfCQBQUSPE1t9v4/s/76GaV6/nCMnTRuME5eeff8b06dNx4sQJvPbaa5g0aZLc+W7duuHDDz+khwUSQshTxLaTKZZEBmFJZBBsOpkAAK7eL8aHP17FlbuF0HBrLUIUaJyg3L9/H0uXLm22TJ8+fZCTk6PpJQghhBioMH8nfPpifwzp5Q4AqOWLsPN4Er76NRGlVXw9R0eeBhonKAKBADY2Ns2Wqaurg1Ao1PQShBBCDJiFmTEWPB+A92aFwtmuccfZu5nlWL3zGv6+nguJhHpTiOY0TlA8PT1x5syZZstcvHgRnTt31vQShBBC2oGALnZYt6gfnh/gBTaLJdvg7atfb1GSQjSmcYIyevRorF69Gjt27EB5ebncOYlEgqNHj2Ljxo0YM2aM1kESQggxbCbGHEwb6iu3wdu9rArExOfpOTLSXmn8sEAej4eZM2ciLS0NAODo6IjS0lJ07twZRUVFEIlE4HK5OHz4MMzMzHQatCGghwUaHmpD3aB21F5Hb8MGsQSf7r2J7OIamJlw8OlLA2Bnpd7T7jt6G+qCIbehKg8L1LgHxcLCAvv378e4cePAZrNRUlIChmGQk5MDsViM8ePHY9++fU9lckIIIaRpRhw25o32BwuAoF6MX86l6Tsk0g5ptYOatbU1Nm3ahPfffx937txBdXU1rK2tERQUBHt7e13FSAghpJ3p6maNYb09EBOfj+vJD/HMgzIEdXPQd1ikHdHJFq/29vaIiIhQeo7P58Pc3FztOoVCIX788UdER0ejoKAANjY2CA8Px/Lly9WeeJucnIxdu3YhMTERRUVFsLKygpeXF6ZPn47x48eDw+GoHR8hhJDmTR7ig5spJaiqq8f+Myn4ZHF/mBjT71uiGq2fxdOS3r17q/0agUCA+fPn46effsIbb7yBa9euYefOnUhNTUVkZCSSk5NVruvs2bOYPHkyrl27hg8//BBXrlzBb7/9Bn9/f6xYsaLFvVwIIYRoxsLMCDNH+AEASioFOB6breeISHuicg/K9evX1a5c0x0Ft23bhoSEBKxZswbPP/88ACAgIADbtm3D6NGj8c477+DYsWMq9XxInxW0YsUKDB48GABgaWmJNWvW4Pr164iJicHly5fxzDPPaBQrIYSQpvULdMbl2wW4l1WBk3HZCO/hAjcHS32HRdoBlROUuXPnyh4G2Jr4fD4OHjwIY2Njhe3zvby8EB4ejsuXL+PixYsYPnx4i/UVFBQAAPz8/OSOs1gs+Pj4IC0tDffv36cEhRBCWgGLxcKc5/yx+qdraBBLsO90Ct6dFdomnyekfVNrDsqTCUNmZiYSExMRGBgIT09PWFpaoq6uDvn5+bh//z66dOmC0NBQtQKKi4sDj8dDUFAQLC0Vs+ywsDBcvnwZMTExKiUoPXr0wM2bN5GWlgZfX1/ZcYZhkJGRAQBwdnZWK0ZCCCGqc7G3wLjwLoi6nInknErE3ivCwJ5u+g6LGDi1EpQNGzbI/j8pKQnr1q1DdHS03Ae/VEZGBlauXIkJEyaoFZB0fomnp6fS89IJsqrOQ1m3bh1ee+01bNy4EVZWVujduzeqqqrwww8/IC0tDe7u7nj22WfVipEQQoh6nh/QBbH3i1FczsPhmHQE+ziik7mxvsMiBkzlBOWTTz6R+3rLli1YvXq10uQEAHx8fLB27Vp8/vnnCA8PVzmg0tJSAGjyOT/W1tZy5Vri6+uL3377DVu2bMHLL78MsVgMAOjUqRMmTJiAd999V2lPTUvYbBbYbN11UXI4bLn/EvVRG+oGtaP2qA0VGRmxseD5AGw8EI8anghHLz3AwrGBTZanNtRee29DlROUadOmyX2dmJioMK/jSVwuF/fv31crID6/8SmYxsbKM2sTExO5ci25desW3nzzTXA4HHz//fcIDQ1FeXk5oqOjkZGRgdraWo2GeOztLVtlDNXaWv0l2UQetaFuUDtqj9pQ3jN2lria9BAX4vNwPiEfY57phgDv5vfMojbUXnttQ433QRGJRMjIyEBAQECTZTIyMiCRqLe9rnTPFJFIpPR8fX29XLnm1NbWYunSpSgrK0NUVBT8/f0BNPaeLFmyBEuXLkVkZCT279+PoKAgteIsL6/TeQ+KtbU5qqv5EIsNa0vi9oLaUDeoHbVHbdi0KUO64tq9IvCEDfjmcALWvdgPHLbiX/jUhtoz5Da0s2t55ELjBKVHjx744IMPsG3bNnh4eCicz8vLwwcffICePXuqVa+joyMAoKqqSun56upqAICTk1OLdV26dAklJSXw9/eXJSePGz9+PP7++29s2rQJe/fuVStOiYRplad0isUSg3tmQntDbagb1I7aozZUZGlmjClDfbDvdApyH9biVFwORvXzarI8taH22msbapygLF26FIsXL8aoUaMQHByMbt26wdzcHHw+HxkZGbhz5w4AYPfu3WrVGxjYOCaZl6f8CZi5ubkAoDTheJK0jqaSGenQzr1799SKkRBCiOYiQtxx+XYhMgurEfVPJvoGOMPemp7bRuRpPHNmwIAB+Prrr2FpaYn4+Hj8/vvv2L9/P37//XckJCTAysoK33zzDfr27atWvf3794eFhQVSUlLA4/EUzsfHxwOASkuM7ezsAAAPHz5Uel563MhIJzv+E0IIUQGbxcK8Uf5gsQChSIyDZ+lhgkSRVlN7n332WVy4cAGbN2/GwoULMWXKFCxcuBBffvklzp8/r1IS8SRzc3PMnj0b9fX1OHr0qNy53NxcxMbGws/PT+7ZPykpKZg5cya2bNkiV37w4MEwNjZGeno6UlNTFa51/PhxAMCgQYPUjpMQQojmurhaYWRY47YR8akluJWm2spM0nFo3XVgbm6OcePGYdy4cbqIB0Dj8NGNGzfw5ZdfwtHREREREcjKysLKlSthZmaGzZs3y21zf/jwYSQkJCAhIQELFy6U9Zy4urrivffew2effYalS5fio48+Qq9evVBRUYEDBw7gzJkzcHFxwdtvv62z2AkhhKhm0uCuuJHyEBU1Qhz4OxWBXexgakIPEySNWn1x9IgRI9R+jZmZGfbs2YNFixZhy5Yt6Nu3LxYtWgRfX19ERUUprBwaOXIkbGxsMHLkSNja2sqdmzdvHvbu3St7OGD//v0xfvx4/Pvvv3jppZdw7NgxpZN8CSGEtC5zUyPMevQwwbJqAf68kqnniIghYTGaPtFPRQEBAWo9fbi9KCmp0Wl9RkZs2NlZoqKirl3OtjYE1Ia6Qe2oPWpD1TEMg62/38btjDJw2Cx8tLAvPJ06URvqgCG3oZOTVYtlVB7iWbJkCXJycnDkyBGYmJjIVtu0hB4IRQghpCksFguzn+UiKfsqRA2NDxNcMbu3vsMiBkDlBOXWrVuoqqpCXV0dTExMwDAM3N3dW3xdYWGhVgESQgh5ujnZmmPCIG8cufgAaXlV+Pd2IYaFKX8eG+k4VE5Q9u7di9raWtkEVACIiYlp8XXN7TRLCCGEAMCofl64crcIhWU8/Ho+HX0CnVXabZQ8vVSeJPvHH3/grbfekm2UFhkZqdLrVC1HCCGk4zLisDFvVOMGnHWCBvxyjvZG6ehUTlDOnj2LmTNnyoZ1+vfvr9LrNmzYoFlkhBBCOhR/LzsMCnIFAPyTWIi7GbQ3SkemcoLy8OFDzJ8/X7b/yPvvv6/S6+bNm6dZZIQQQjqcacN8YWnWOPtgx5FENBjYQ+5I21E5QTExMUFtba3sa1VXJ1+/fl39qAghhHRI1hYmmDbMFwCQW1yLE7HZeo6I6IvKk2R9fX2xatUqzJw5ExYWFmCxWLhx44bKiQohhBCiimeC3XDlbhFScytx7J9MhHGd4GJvoe+wSBtTeaO28+fPY8mSJbKEhGEYlfc4SUpK0jxCA0UbtRkeakPdoHbUHrWh9oor+Vj9YxwaxAwCu9jhnZkhtK+Wmgz5PtTpRm3Dhg3Dvn37cO7cOZSXl+PYsWOYNGlSs69hGAbHjh1T9RKEEEIIAMDD0RJTh3Pxy98pSMquwJW7RRgU5KbvsEgbUuthgWFhYQgLCwMAREVFqbRCJyoqSqPACCGEdGzTRvjhws1cFJXzcDgmHUE+DrC2MNF3WKSNaPywQFWXD9MyY0IIIZowMeZg0djGx6rU8kU4fC5dzxGRtqRxgqLqBmyenrRdMSGEEM0EdLHDM8GNQzux94pwL6tczxGRtqJxgqIq2geFEEKINqYP84WVhTEAYN+pFNSLxHqOiLQFteagPKm0tBSnTp1CVlYWeDweLTkmhBCic53MjTFrhB9+iL6Ph5V8RF/JwpQIH32HRVqZxgnKjRs38PLLL4PP5zebmNCyMEIIIdrq390FV+4W4W5mOU5dzUH/QBd4OnfSd1ikFWmcoGzatAmdOnXC66+/Dh8fH9nmbY9jGAYLFizQNkZCCCEdHIvFwtxR/li98yrqGyT4+VQyPpgTBjab/gh+WmmcoCQlJWHPnj0IDQ1ttpybG61bJ4QQoj0nW3NMHNwVv53PwIOCapxPyMeIMFqI8bTSeJKshYUF/P39WywXExOj6SUIIYQQOc/26YzOj4Z2jlzMQEWNUM8RkdaicYIydOhQ3Lp1q8Vy27dv1/QShBBCiBwjDhsLng8AC4CgXowDf6fqOyTSSjROUN577z3s2rULZ86cQUNDQ5Pl/u///k/TSxBCCCEKurpZy4Z24lNLEJ9aoueISGvQeA7KtGnTIBKJ8L///Q8sFgv29vYwNTXVZWyEEEKIUpFDuuFmagkqaoQ48HcqArvYwdxUq50ziIHR+LuZn58v+3+GYVBaWqq0HC0zJoQQomvmpkaY8xwX247cQUWNEH9cfIDZz3H1HRbRIY0TFBaLhaSkpBbLBQQEaHoJQgghpEmhfk4I83fCzZQSxMTnYUBPF/i42+g7LKIjGs9B8fb2Vqlc3759Nb0EIYQQ0qwXRnJhbsoBA2DPyWQ0iCX6DonoiMYJysmTJ1Uqt2/fPk0vQQghhDTLzsoUUx9te59XUocz13P1HBHRFZ3MKKqsrMTt27dRXV0Na2trBAcHw9bWVhdVE0IIIc2KCPVA7L1ipOdX4djlTPTxd4KznYW+wyJa0ipBqa2txaefforo6GiIxf89XZLD4WDcuHFYtWoVrKystA6SEEIIaQqbxcK80f74ePd1iBok2Hc6BW/NCKFFGu2cxkM8AoEA8+bNw9GjR8EwDNzd3eHr6wt3d3cwDIOoqCjMmzcPAoFAl/ESQgghCjydOuH5AV4AgHtZFYi7V6zniIi2NO5B2b17NzIzM7F27VqMHz8elpaWsnN1dXU4duwYNm/ejN27d+O1117TSbCEEEJIU8aFe+Na0kM8rODj0Lk0BPk4oJO5sb7DIhrSuAflxIkTWL9+PWbOnCmXnACApaUlXnjhBaxbtw4nTpzQOkhCCCGkJSbGHMwf1fiMuFq+CIdj0vQcEdGGxglKbm4uRowY0WyZkSNHIicnR9NLEEIIIWoJ9LbHoJ6uAIB/7xQhObtCzxERTWmcoHA4HPD5/GbL8Hg8GBnR1sOEEELazvThvrKhnb9is/QbDNGYxglKQEAADhw40GyZffv2wd/fX9NLEEIIIWqzsjDByEcPE7yXVYGicp6eIyKa0Lh7Y/r06VixYgVycnIwYcIE+Pr6wsLCAjweD2lpaYiKisKJEyfw+eef6zJeQgghpEVDQtwRfSULYgmD8/H5mDXST98hETVpnKBMnDgRcXFxOHr0KKKjoxXOMwyDiRMnYuLEiVoFSAghhKjLtpMpenOdcD35IS7fKcTkId1gasLRd1hEDRoP8QDAhg0bsH79evj5+YFhGNk/Pz8/rF+/Hhs3btRVnIQQQohahvf2AADwhQ24mkT7orQ3Ws9gnTp1KqZOnQo+ny/b6t7c3FwXsRFCCCEa43a2hYejJfJL6xATn4fBwW60u2w7olYPyr1793D9+nVcv34dubnyD2QyNzeHi4sLxGIxjh07BoZhdBooIYQQog4Wi4Vhj3pRcopr8aCgWs8REXWonKDU1tZi5syZmDdvHubNm4fff/9daTmBQIAVK1Zg8uTJKC8v11mghBBCiLrCe7jK5p7ExOfpORqiDpUTlAsXLkAkEiEwMBC7du3CG2+8obScra0tli9fjoKCArz44ouor6/XVayEEEKIWsxNjTDw0cZt15MfoppHn0nthcoJSlxcHLhcLg4cOIDw8PAmx/GMjIzw+uuv4+DBgyguLm6yp4UQQghpC8NDG4d5GsQMLt8u1HM0qqvli1BW1XEfuKtygnLv3j28+uqrKk+A9fHxwcsvv4xTp05pHBwhhBCiLQ+nTvDvbAsAOB+fD4nE8OdI1glE+GjXNaz8PrbDbtev8iqevLw89OrVS63KR4wYgW+//VbtoABAKBTixx9/RHR0NAoKCmBjY4Pw8HAsX74cnTt3VqmOvLy8Fp8XBAAeHh6IiYnRKE5CCCGGb1hvD6TkVqKsWoDbD8oQ4uuo75CadfpaLipqhACAA3+nYu2ivuCwtdoZpN1ROUHh8/lwdnZWq3JnZ2fU1taqHZRAIMCCBQuQkpKCzz77DEOHDkV2djZWrFiByMhI7N+/HwEBASrX17lz5yafCZSdnY1u3bqpHSMhhJD2ozfXCTaWJqiqq0dMfJ5BJyi1fBHO3vhvpWx+aR3Ox+djZB/V/jh/WqicoNja2qK6uhoODg4qV15bWwtLS0u1g9q2bRsSEhKwZs0aPP/88wAan/2zbds2jB49Gu+88w6OHTsGDke1XQF//vlneHp6KhxPSkrCpEmTMGfOHLVjJIQQ0n4YcdiICHHHn/9m4e6Dcjys4MHZzkLfYSl1+loOBPViAICjjRlKqwSI+icT/bq7wNrCRM/RtR2V+4v8/PwQGxurVuWXL19W+2GBfD4fBw8ehLGxMSZNmiR3zsvLC+Hh4UhLS8PFixdbrMvCwgJjxoyBhYXym3Dv3r3w8vLCkCFD1IqREEJI+xMR4gH2owUeFxIK9ByNcjW8epy92bgcOtjHAS+P7wEA4AkbEHXpgT5Da3MqJyjDhg3DN998g+pq1Ta6qaqqwvbt2/Hcc8+pFVBcXBx4PB4CAgKU9r6EhYUBgEpzRuzt7fHVV1/B3t5e4VxFRQX++usvzJ49G+wONq5HCCEdkZ2VKUK5jUM7/9wuQL1IrOeIFJ26lgPho96TSYO7wtfTBuE9XAAAF28VILuoRp/htSmVP5lnzJgBgUCAWbNmIS4urtmysbGxmDVrFsRiMaZPn65WQMnJyQCgdEgGgGyCrLScpn777TdwOBxMmTJFq3oIIYS0H9Ilx3WCBlxLeqjnaORV8+oRczMfABDi6whvV2sAwNShvjA15oABcOBsaofZqV3lOSimpqb45ptvsGDBAixcuBBubm7o1asX3NzcYGZmBj6fj6KiIiQmJqKwsBDm5ubYs2cPTEzUGy8rLS0FANjY2Cg9b21tLVdOE2KxGAcPHsTEiRNhZWWlUR1sNgtstu6e6cDhsOX+S9RHbagb1I7aozbUXmu1YU8fB7g5WKCwjIfzCfkY+mgrfENw5nouhI96dSYP7QYjo8b37mRnjgnPdMVv59ORnleFGyklCH+0+Vxz2vt9qNbDAkNCQrB//3689dZbyMnJQUFBgdyGbdKsrmvXrvjqq6/UWmkjxefzAQDGxsZKz0sTHmk5TZw9exaFhYVaTY61t7dslYdOWVvTgxa1RW2oG9SO2qM21F5rtOH4wT74IeoOMgurUVJTD66Xnc6voa7KGiHOPZp7MqCnK0ID3eTOzxodgMu3C1FYVodfz6djeL8uMDNV7SO8vd6Haj/NuGfPnjh58iROnTqFCxcu4MGDB6itrYWVlRW6du2KoUOHYvTo0SqvsHmSdCM4kUik9Lx063xtnpi8b98+hIeHw9fXV+M6ysvrdN6DYm1tjupqPsRiic7q7UioDXWD2lF71Ibaa8027O3rAFNjDoQiMaLOp+GlCT10Wr8mDp1Nlc09GRfeBRUVdQplZo70xVeHE1FWJcC+v+5h6rDmP8MM+T60s2t5ha/aCQoAcDgcjB07FmPHjtXk5c1ydGycwFRVVaX0vHSSrpOTk0b1Jycn4/r16/i///s/zQJ8RCJhWmU3QrFYgoYGw7qR2htqQ92gdtQetaH2WqMNTYzYCO/hggu3ChB3vxjThvmik7nyXvu2UFUrxLkbjb0nYf5OcHewVPqee3rbo2c3e9x9UI4TcdkY2NNVpaXS7fU+NLiBqcDAQACNu8Aqk5vbuHmNusuXpfbt2wcPDw8MHz5cswAJIYS0e8N6Ny7EEDVI9P58nhNxOah/lEBMHNS1yXIsFguzRviBw2ahQczgcEx6W4WoFwaXoPTv3x8WFhZISUkBj8dTOB8fHw8AGiUYlZWVOH78OF544QVaWkwIIR1YZ+dO8PNsXIxxPiEPEj2tjKmsFeLCrcaVO30CnOHp3KnZ8m4OlhjZpzG5Skgrxd3MslaPUV8M7lPa3Nwcs2fPRn19PY4ePSp3Ljc3F7GxsfDz80NERITseEpKCmbOnIktW7Y0W/evv/4KAJg6daruAyeEENKuDHu0gqekUoC7D8r1EsOJ2GyIGiRgAZg4yFul10wY1BXWlo0LRg6dTUODgc0v0RWDS1AAYOnSpQgNDcWXX36J06dPQyAQIDk5GcuWLYOZmRk2b94sNwn38OHDSEhIwPfff4+KCuVPfRSLxTh06BDGjx8PW1vbNnonhBBCDFUY1xnWFo1zT87HK59W0JoqaoS4cKtxR9u+gc7wcGq+90TK3NQIUyN8AACFZTzExOe3Woz6ZJAJipmZGfbs2YNFixZhy5Yt6Nu3LxYtWgRfX19ERUUpLF8eOXIkbGxsMHLkyCaTj5iYGBQUFNBzdwghhAAAjI3YGBLiDgC4nVGGkkrNt6/QxF+xWWgQN/aeTGhm7okyA4Nc0dWtcV+wY5cfoLquvhUi1C8W01G2pNOxkhLdbjdsZMSGnZ0lKirq2uVsa0NAbagb1I7aozbUXlu1YVmVAO99dwUMAzw/wAvThmq+/YQ6yqsFWPl9LBrEDAZ0d8HLGix1ziiowqd7bwIABge7YeGYQLnzhnwfOjm1vEmqQfagEEIIIW3BwcYMIb6Pns+TWAhRQ9s8n+ev2Gw0iBmwWMB4FeeePMnH3QaDHu0oe/l2ITILVXtWXntBCQohhJAObfijJce1fBGuJ7f+83nKqgS4lNg492RAdxe4ObS8aVlTpgz1gZlJ43N6Dj5lz+mhBIUQQkiHFuhtBxe7xt3Jz7fBhNPjsVkQS6S9J+rNPXmSbSdTWQ9MRn414u4V6yBCw0AJCiGEkA6NzWLJNm7LKKhGdpFu5xg+rrSSL9sYbmAPV7jat7wTbEue7dMZLo/q+fVCOvjCBq3rNASUoBBCCOnwBgW5wuTR04NjWnHJsbT3hM1iaTz35ElGHDZmjfADAFTV1uN4bJZO6tU3SlAIIYR0eJZmxujf3QUAcPV+MeoEyh9Yq42SSj7+vVMEACo/R0dVwT4OCPZxAAD8fT0XxeWKO7G3N5SgEEIIIfhvsmx9gwT/tsLzeaKvNPaecNgsjNNR78njHn9Ozy/n0nRef1ujBIUQQggB0MXVCj7ujZufnU/I1+nzeYoreLjyeO+JrbnO6pZysbfAc307AwASM8qQmF6q82u0JUpQCCGEkEekvSjFFXzcz9Ld83mO/5sFCdPYezJ+oLfO6n3SuIHesHn0nJ4DZ1IhMrAN2tRBCQohhBDySJ8AJ3Qylz6fRzdLjovLebhyr7H35JlgNzi2Qu+JlLmpEaYObXxOT1E5D9H/PGi1a7U2SlAIIYSQR4yNOBjcyw0AcCu9FGVVAq3r/PPfLDAMGueehHtrXV9Lwnu6yoaqfvk7BZW1wla/ZmugBIUQQgh5zLAQD7AAMAyw51Qy4u4VobSKr9EurYVldYi739h7MriXOxxszHQcrSI2i4UXnuWCBYAvbMDBM6mtfs3WYKTvAAghhBBD4mhrjmAfByRmlOFuZjnuZjbORbGzMoWPhw38PGzg62mDzs6dYMRp/u/86Ee9J0YcFsaFd2mL8AEAXd2sMTTUA+cT8hF3vxhh/s4I83dqs+vrAiUohBBCyBNmjfSDEYeNlNxK1PIb90SpqBHiRvJD3Hj0vB4TIza6ulnD19MGvh428PGwkc1fAYCC0jpcvd+49fyQXu6wt2793pPHzRjhhzsPylBaJcC+08nw97KVi8/QUYJCCCGEPMHZzgJLJgeBYRg8rOAjLa8K6fmVSM+vRkFpHYDG/VJSciuRklspe52bgwV8H/WwJKSWgkHjTq9j22DuyZMszIywbHooPvoxFtU8EQ7+nYqXJ/Ro8zg0RQkKIYQQ0gQWiwUXewu42FvgmeDGybN1AhEy8quQnl+F9LwqPCioRv2j5byFZTwUlvHwz2MbvUWEuMPOylQv8fcOcEZEiDsu3ipA3P1i9AlwRm9u+xjqoQSFEEIIUYOlmTGCfRwR7OMIAGgQS5D7sFaWsKTnV6GipnHljKkJB2MGtN3cE2VmjeTidkYZKmqE2Hs6BdzO7WOohxIUQgghRAtGnMa5KF3drPFsn8adXMuqBMgqqoa7o6Xeek+kLMyMMH90AL7+LRHVdfU4eDYVL483/KEeWmZMCCGE6JiDjRnC/J3h5mCp71AAND5MUDpEFXevGAmpJXqOqGWUoBBCCCEdwMzhvrLenL2nU2SrkwwVJSiEEEJIB2BhZoz5owMAAFV19Th01rA3cKMEhRBCCOkggn0c8ExQ41BP7L1iJKQZ7lAPJSiEEEJIBzJzxGNDPacMd6iHEhRCCCGkA2kc6vEHIB3qSdNzRMpRgkIIIYR0MME+jhgU5AoAiL1XhFtppXqOSBElKIQQQkgHNGuEH2w7mQAA9pxORp3AsIZ6KEEhhBBCOiC5VT21hjfUQwkKIYQQ0kH18nXEoJ6NQz1X7hbhVrrhDPVQgkIIIYR0YDNHPjbUc8pwhnooQSGEEEI6MMsnhnp+MZChHkpQCCGEkA6ul68jBj4a6vn3bhESDWCohxIUQgghhGDWSD/YGNBQDyUohBBCCGkc6hnVONRTWVuPX87pd6iHEhRCCCGEAABC/BwR3uPRUM+dItzO0N9QDyUohBBCCJGZNdIPNpaNQz0/n0wGT09DPZSgEEIIIUSmk/l/q3oqa+tx9FKmXuKgBIUQQgghch4f6imu5OklBiO9XJUQQgghBm3R2ACE+jnCx8NGL9enBIUQQgghCjhsNvoEOOvt+jTEQwghhBCDQwkKIYQQQgwOJSiEEEIIMTiUoBBCCCHE4FCCQgghhBCDQwkKIYQQQgwOJSiEEEIIMTiUoBBCCCHE4LAYhmH0HQQhhBBCyOOoB4UQQgghBocSFEIIIYQYHEpQCCGEEGJwKEEhhBBCiMGhBIUQQgghBocSFEIIIYQYHEpQCCGEEGJwKEEhhBBCiMGhBIUQQgghBsdI3wF0dEKhED/++COio6NRUFAAGxsbhIeHY/ny5ejcubO+wzN4K1euxNGjR5s8v3TpUixbtqwNIzJ8QqEQO3bswE8//YRx48bh888/b7b8xYsX8dNPP+HevXtgGAb+/v6YP38+Ro8e3UYRGx5V2/Dq1auYN29ek/V4eHggJiamtcI0SLGxsYiOjsbNmzdRUFAANpsNDw8PRERE4KWXXoK9vb3S1x07dgwHDhxAWloajIyMEBQUhJdffhkDBgxo43dgGNRtxz/++APvv/9+k/X169cP+/bta+2w1UI9KHokEAgwf/58/PTTT3jjjTdw7do17Ny5E6mpqYiMjERycrK+Q2wXbG1t0bVrV6X/7Ozs9B2eQYmLi8OECRNw6NAhiESiFsv//PPPePnll+Ht7Y3Tp0/j3LlzCA4Oxv/+9z9s27atDSI2POq2oZGRUZP3Z0f7I+TAgQNYsGAB7t69i7Vr1yI2NhZnzpxBZGQk9u3bh/HjxyMzM1PhdZ999hnee+89DB48GBcvXsTx48dhZ2eHBQsW4MiRI3p4J/qlaTuamZk1eS+6ubnp4Z20gCF688UXXzBcLpfZv3+/3PHs7GwmMDCQGTt2LNPQ0KCn6NqHFStWMN98842+w2gXoqOjmbCwMGb//v3M77//znC5XGbFihVNlk9JSWECAwOZKVOmMBKJRO7cnDlzGC6XyyQkJLRy1IZF3TaMi4tjhg0b1oYRGradO3cyPXr0YAoKChTObdq0ieFyuczixYvljl+4cIHhcrnMsmXL5I7X19czzz33HBMUFMTk5eW1atyGRpN2PHLkCDNnzpy2ClEnqAdFT/h8Pg4ePAhjY2NMmjRJ7pyXlxfCw8ORlpaGixcv6idA8tTx9PTEX3/9hdmzZ4PFYrVYfvfu3RCLxZg+fbpC+ZkzZwIAfvrpp1aJ1VCp24ZEnqOjI8aNG6f0r/Xhw4cDaBy6EIvFsuPSe2zGjBly5Y2NjTFlyhQIhUKDG5pobZq0Y3tECYqexMXFgcfjISAgAJaWlgrnw8LCAKDDjU+T1hMSEgIXFxeVy58/fx4A0Lt3b4Vz0vvz4sWLaGho0E2A7YC6bUjkTZw4scn5OlZWVgAAFosFhmEAALW1tbh+/TpYLBZCQkIUXiO9Nzva70l127G9okmyeiKdX+Lp6an0vHRsmuahtCwpKQmvvvoq7t69i8rKStjZ2aFPnz5YtGgRgoKC9B1eu1RcXIyKigoAyu9RFxcXGBsbQygUIisrC76+vm0dYrshEAjwxRdf4Ny5cygsLISJiQn8/PwwadIkTJs2DWw2/Z0IAA8ePADQmHQYGTV+NKWkpEAikcDBwUHpH3LS35M5OTng8XiwsLBou4ANlLJ2lKqoqMCaNWtw+fJlPHz4EJaWlujevTumT5+O559/Xh/hNot+MvSktLQUAGBjY6P0vLW1tVw50rSbN29ixIgRshntmzZtQlpaGmbOnNnsCh/StJKSEgCAqakpzMzMFM6zWCzZPSotS5QrKytDbW0tvv32W9y4cQNHjx6Fn58f1qxZg1dffVWlibYdQVRUFFgsFpYsWSI71tLvSelxhmFQVlbW+kG2A8raUSojIwN2dnbYt28f4uPjceDAAVhYWOCNN97A6tWr9RBt8yhB0RM+nw+gcRxVGRMTE7lyRLkFCxbgt99+w7Rp02BnZwdTU1MMGDAAO3bsAACsXr0aubm5eo6y/REIBACavj+B/+5RaVmiiMvlYt++fVi3bh26desGExMTdO7cGevWrUP//v1lS7g7ukuXLiEmJgYLFy5E//79ZcdV/T35eNmOrKl2BICBAwfi8OHDePPNN+Hh4QETExP4+vpi69at8Pb2xq+//oro6Gg9Ra4cJSh6Ym5uDgBN/vVUX18vV44oFxAQAC8vL4XjXl5eGDx4MEQikcH90LUH0l6T5v66l96jynpYSCM7Ozv069dP6bnZs2cDQIdcJvu4rKwsrFy5EqNGjcI777wjd07V35OPl+2ommtHAHB1dUVwcLDCcSMjI9kEZEO7FylB0RNHR0cAQFVVldLz1dXVAAAnJ6c2i+lpI01cMjIy9BxJ+yO974RCodIeEoZhZPeos7Nzm8b2tOjSpQuAxvkTj3/QdiT5+flYtGgRwsLCsHnzZnA4HLnzLf2elB5nsVhwcHBo3WANWEvt2BJD/V1JCYqeBAYGAgDy8vKUnpcOS/j7+7dZTE8biUQCALQcVAMuLi6yTe6U3aPFxcUQiUQwMzOTfdAS9UjvT6Bj3qPZ2dmYM2cOwsLC8PXXX8sN10j5+/uDzWajvLwcPB5P4bz096SXl1eHnSCrSju2RLrax9DuQ0pQ9KR///6wsLBASkqK0h+8+Ph4AP+taSeK4uPjMWjQoCb/usrOzgYAdOvWrS3DemoMGzYMAJCQkKBwTnp/DhkyRGGlAPnPlClTcOjQIaXnsrKyADR+uDY31+dplJ6ejtmzZ2PQoEHYuHGj3F/8P/30EwoLCwEAnTp1Qt++fcEwDG7duqVQT0f/PalqOwLAoEGDcOHCBaX1SO9FQ/tdSQmKnpibm2P27Nmor69XWGmSm5uL2NhY+Pn5ISIiQk8RGj6RSITS0lJcvnxZ4VxmZib+/fdfGBsbY/z48XqIrv1btGgROBwOfvvtN4X9FA4fPgwAWLx4sT5CazcqKipw9uxZpecOHDgAAIiMjGzLkPQuOTkZc+fOxahRo/DJJ58oLLP+4osvkJOTI/v6xRdfBPDfPSclEonwxx9/wNTUFHPnzm39wA2Muu1YWlqqdL8YkUgka1tDuxfpTx89Wrp0KW7cuIEvv/wSjo6OiIiIkE10MjMz02gssSORdkeuW7cOQqEQQ4YMgZWVFRISErBu3ToAwEcffdThnneiK35+fnjvvfewYcMGrF27FsuXLweHw8H333+PuLg4LF26VOnmWUTe5cuXsWbNGixYsACenp4oLi7G999/jxs3buCZZ56RfQB3BHfu3MHixYtRX1+P8vJyvPXWWy2+ZsiQIZg3bx727t2L7du3Y/78+eDxeNi0aROysrKwfv16eHh4tEH0hkOTdgSAX3/9Ffb29pg6dSqcnZ2Rk5ODL7/8Erm5uZg8eTImTJjQypGrh8W0963m2rknn2ZsZWWFgQMH4n//+x99sLaAYRjcvHkTJ06cwNWrV5GXlwexWAxHR0eEhYVhwYIFtFHbE5qb07RhwwZMnjxZ4fjFixexc+dOuacZL1iwoMM+zVidNiwsLMTJkycRExODtLQ01NTUwNLSEv7+/pgwYQKmTp3aoTZq+/TTT7F3794Wy+3du1dhmWxUVJTsacYcDgfBwcF4+eWXER4e3lrhGixN2vHBgwc4ceIELl68iMzMTPB4PFhbW6NHjx6YOnWqQW7URgkKIYQQQgxOx0ndCSGEENJuUIJCCCGEEINDCQohhBBCDA4lKIQQQggxOJSgEEIIIcTgUIJCCCGEEINDCQohhBBCDA4lKIQQQggxOJSgEEIIIcTg0LN4CDEww4cPR35+vtJzRkZGsLe3R58+fbB48WL07NkTAHDr1i3MmDFDVm7p0qVYtmxZq8V49uxZJCUlITIyEp6enq12nY7m559/xoYNG2RfK9vynZCOgnpQCDEwMTExSElJkX197tw5pKSkICUlBTExMXjllVcQExOD6dOn4/Tp0wCAkJAQpKSkyH24taazZ89i+/btTSZSRDMLFixASkqKwT1VlhB9oASFkHbExcUFc+bMwWuvvQaxWIw1a9ZAJBLpOyxCCNE5SlAIaYcGDRoEAKisrERqaqqeoyGEEN2jBIWQp9SVK1cwY8YM9OrVC/3798eKFStQXV2ttGxFRQW++OILjBo1CkFBQejXrx8WLVqEixcvypX7448/4O/vj6NHjwIA5s2bB39/f/j7+2Pu3LlyZfl8Pnbs2IHx48cjODgYvXv3xgsvvIBjx47JlSspKZHV4e/vj5UrV+LevXtYsGABQkND0bt3b7z++usoLCxU+b0HBQXJxZWbm4vXX38dffr0QUhICBYsWKCQ2L3++uuy1wwfPlzu3PDhw+Xiayn2uXPnIiQkBIMHD8amTZtkvVy7du3C8OHDERQUhMmTJ+P69estvpcDBw5g3LhxCAoKwsCBA7F69WqUl5crLZuSkoI333wTgwYNQs+ePREREYEPP/wQBQUFcuXWrFkjF3d2dja+/fZbPPfcc+jRo4fC+yRELxhCiEHicrkMl8tlcnNzFc59++23DJfLZfr378/U19fLjh85coThcrnM/PnzmWXLljFZWVlMZWUls3PnTobL5TJLlixRqCsvL48ZNmwYM2jQIObChQuMQCBgCgoKmFWrVjFcLpfZtm2bwmtWrFjBcLlcJi4uTmnsVVVVzMSJE5nQ0FAmOjqaqaurY0pLS5mvvvqK4XK5zMqVKxVeExcXx3C5XGbmzJnMokWLmOTkZKampoY5evQo0717dyYyMlKd5mNyc3MZLpfLjBs3jpk7dy6TkJDA1NbWMufPn2dCQ0OZwYMHM3w+X+F1XC6XGTZsWJPxrVixotnYX331VebBgwdMZWUls3nzZobL5TLr169nfvjhB+bIkSNMdXU1k5iYyERERDAhISHMw4cPFeqTtu/8+fOZDRs2MCUlJUxdXR1z5MgRpkePHsxzzz3HVFVVyb3m/PnzTFBQEBMZGckkJSUxQqGQiY+PZ0aNGsUMGDCASU9PV7jOnDlzGC6Xy7z44ovMjh07mIcPHzIFBQXMmDFjlL5PQtoS9aAQ0o48fPgQ+/fvx7fffgsOh4OPP/4YxsbGCuWSkpKwadMmdOnSBTY2Nli8eDF8fHxw7tw5hV6U9957D/n5+di4cSMiIiJgamoKNzc3fPLJJwgJCcG2bdsQGxurVpzr169HUlISVq5ciXHjxsHCwgIODg544403MGbMGPzxxx84cuSI0tfevn0bGzZsgL+/Pzp16oRJkyZh4MCBuHfvHpKTk9WKAwBSU1PxzjvvICQkBJaWlhg6dCgmTJiA4uJi/Pvvv2rX15w7d+7g008/RdeuXWFjY4Ply5fDxsYGv/32G6qrqzF58mRYWVkhODgYs2fPBo/Hw6lTp5qsTyAQYOXKlXB0dISFhQUmT56MV199FVlZWfjqq69k5SoqKvDOO++goaEBX3/9NQICAmBiYoLQ0FB8/vnnKC8vx4cfftjkdezt7fHaa6/ByckJbm5ueOWVVxAcHKzTtiFEXZSgEGLgRowYIeuKHzp0KL777jsMGzYMhw8fxqhRo5S+ZvDgwTA1NZU75uPjA4lEguzsbNmx+/fv48aNG3BycpLNa5FisViYMGECgMblrqoqLy/H8ePHweFwMHbsWIXzkyZNAgDs2bNH6euDg4Ph7OysEDsAZGVlqRyHlIuLi8KHrTb1NadXr16wt7eXfW1sbAxPT0/w+XwMHDhQrmy3bt0AAJmZmU3WN378eIVj0jaNioqSDR1FRUWhpqYG4eHh8PLykisfEhICLy8vxMfHIz09Xel1nvw+TZgwAS+88EKTcRHSFmgfFEIM3Llz59Tea8TFxUXhmIWFBYDGuSFSCQkJAP77sHySn58fgMZ9VlR1584diMVieHp6wtLSUuG8r68vgMaeDR6PJ4tL3dhVpev6muPk5KRwTNoGTyZdnTp1ajEGd3d3hWNdunSBkZEReDwesrKy4OfnJ/v+dO/eXWk9bm5uyMnJwe3bt2Xt39J1CNE3SlAIeQqZmZkpHGOxWAAAhmFkx6TDPU8mCVLS401NrlWmqqpKpToZhkFNTY1COVVjV5Wu61P3WlJP9mhJNReDsjZks9kwMTFBQ0OD7Psi/e8PP/yAH374ocn6SktL1Y6bEH2hBIWQDsza2hoAwOPxlJ6XHpeWU4WNjY1KdbJYLFhZWalcr74JBII2v6ayNpRIJBAKhQD++75I/7t8+XIsWbKk7QIkpBXRHBRCOrCQkBAAQEZGhtK/5NPS0uTKSUl7IJQJCgoCh8NBYWEhamtrFc5L50Fwudwme1n0yczMTGliUFRU1OaxPLk8GGicNyMWi2FhYYGuXbsC+O/7k5eXp7Se2tpaXLp0qcnlyYQYIkpQCOnAevTogbCwMJSWluKff/6RO8cwDP78808AjfudPE7aSyLtVRAIBBg3bhxiY2Nhb2+PsWPHQiwWIzo6WuGa0j1Untw3xVB07doVFRUVCh/mZ86cafNYjh8/rnDsxIkTAIDIyEgYGTV2gk+aNAlWVlb4+++/lQ7H7dy5E2+++SZMTExaN2BCdIgSFEI6uI0bN8Ld3R0ffPABLl68iPr6ehQVFWH16tW4desWXn/9dYSHh8u9plevXgCA2NhYCAQCHDlyBJmZmejcuTMA4MMPP4S/vz+++OILREdHg8/no7y8HFu3bsXJkycxadIkTJs2rc3fqyqkq4w+/fRTFBcXo7S0FNu2bQOb3fa/Lqurq/HFF1+grKwMfD4ff/zxB7777jt4e3vjjTfekJWzs7PD5s2bUV9fj4ULF+LmzZuoq6tDcXExvv32W+zcuRNr1qyRTcwlpD1gMbqeJUYI0UpTTzNu7gnFeXl5GDFihMLxc+fOIT8/X6EHxMPDAzExMbKvy8vL8eOPP+Ls2bMoLCyEubk5evbsiXnz5mHYsGEK9TIMgy+//BLR0dGoqKiAh4cHXn/9dbllsTweD7t27cKpU6eQnZ0NIyMj+Pv7Y+bMmbIkQMrf31/hGnv37oWHh4fS9/X4wxSVUdaGGzZswOTJk5Ve6/GVUhKJBDt27MDvv/+O0tJSeHh4YP78+fDx8ZFrx7Vr12LWrFlNxp6fn4/3339f7ni/fv2wb9++JuOrrq6We+Djrl27kJCQgD///BMFBQWwsrLCiBEj8NZbb8ktZ5ZKS0vDd999h6tXr6KyshIODg7o0aMHFi1ahD59+sjKbdu2Ddu3b1caNz09mRgKSlAIIYQQYnBoiIcQQgghBocSFEIIIYQYHEpQCCGEEGJwKEEhhBBCiMGhBIUQQgghBocSFEIIIYQYHEpQCCGEEGJwKEEhhBBCiMGhBIUQQgghBocSFEIIIYQYHEpQCCGEEGJwKEEhhBBCiMH5f1KsUx30hKT8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_PCA = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = PCA, \n",
    "   n_components = 2, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  cset = contour_func(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'PCA 2D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_PCA[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 32,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   tol = 1e-4,\n",
    "   width_plot=6,\n",
    "   height_plot=6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1,\n",
    "   plot_gaussians = True,\n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_2d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Kernel PCA (Radial basis function)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_KPCA_RBF = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = KernelPCA, \n",
    "   n_components = 2, \n",
    "   kernel=\"rbf\", \n",
    "   gamma = 0.02, \n",
    "   random_state = 42\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  cset = contour_func(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'KPCA RBF'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_KPCA_RBF[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 20,\n",
    "   cluster_iter = 5,\n",
    "   tol = 1e-4,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   width_plot = 6,\n",
    "   height_plot = 6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_2d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm,\n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Kernel PCA (Sigmoid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_KPCA_S = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test,\n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = KernelPCA,\n",
    "   n_components = 1,\n",
    "   kernel = \"sigmoid\",\n",
    "   gamma = 0.002, \n",
    "   random_state = 42\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'KPCA Sig'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_KPCA_S[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 27,\n",
    "   cluster_iter = 5,\n",
    "   tol = 1e-4,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   width_plot = 6,\n",
    "   height_plot = 6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Kernel PCA (Cosine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_KPCA_C = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = KernelPCA,\n",
    "   n_components = 2,\n",
    "   kernel = \"cosine\",\n",
    "   gamma = 0.01, \n",
    "   random_state = 42\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  cset = contour_func(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'KPCA Cos'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_KPCA_C[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 14,\n",
    "   cluster_iter = 5,\n",
    "   tol = 1e-4,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   width_plot = 6,\n",
    "   height_plot = 6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_2d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-distributed Stochastic Neighbor Embedding (t-SNE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_tSNE = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = TSNE,\n",
    "   n_components = 2, \n",
    "   perplexity = 450, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  cset = contour_func(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'tSNE 2D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_tSNE[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 29,\n",
    "   cluster_iter = 5,\n",
    "   tol = 1e-4,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   width_plot = 6,\n",
    "   height_plot = 6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_2d(expected_prob = expected_prob) \n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_tSNE = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = TSNE,\n",
    "   n_components = 1, \n",
    "   perplexity = 450, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'tSNE 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_tSNE[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 29,\n",
    "   cluster_iter = 5,\n",
    "   tol = 1e-4,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   width_plot = 6,\n",
    "   height_plot = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob) \n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_UMAP = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD+'/umap1d', \n",
    "   function = umap.UMAP, \n",
    "   custom_name = '1000.npy', \n",
    "   n_components = 1, \n",
    "   n_neighbors = 1000, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'UMAP 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_UMAP[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 30,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-8,\n",
    "   width_plot = 6,\n",
    "   height_plot = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob) \n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_UMAP = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD+'/umap2d', \n",
    "   function = umap.UMAP, \n",
    "   custom_name = '700.npy',\n",
    "   n_components = 2, \n",
    "   n_neighbors = 700, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/seaborn/distributions.py:1176: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  cset = contour_func(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'UMAP 2D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_UMAP[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 31,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-6,\n",
    "   width_plot = 6,\n",
    "   height_plot = 6\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.1,\n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_2d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Non-Negative Matrix Factorization (NMF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_NMF = sklearn_available(\n",
    "   X_train = 1+data_train, \n",
    "   X_test = 1+data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = NMF,\n",
    "   n_components = 1, \n",
    "   max_iter = 400, \n",
    "   solver = 'mu', \n",
    "   beta_loss = 'kullback-leibler', \n",
    "   tol = 1e-10, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/sklearn/mixture/_base.py:275: ConvergenceWarning: Best performing initialization did not converge. Try different init parameters, or increase max_iter, tol, or check for degenerate data.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'NMF 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_NMF[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 37,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-8,\n",
    "   width_plot = 6,\n",
    "   height_plot = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.05, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Isomap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_ISO = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = Isomap, \n",
    "   n_neighbors = 15, \n",
    "   n_components = 1, \n",
    "   eigen_solver = \"arpack\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'ISO 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_ISO[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 37,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-8,\n",
    "   width_plot = 6,\n",
    "   height_plot = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03,\n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob, axis=0)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parametric t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(Network, f'src/Parametric_TSNE/model 1D').to(device='cpu')\n",
    "\n",
    "data_test_ = torch.from_numpy(data_test).float().view(-1, 350).to(device='cpu')\n",
    "data_test_ = (data_test_ - data_test_.min()) / (data_test_.max() - data_test_.min())\n",
    "\n",
    "with torch.no_grad():\n",
    "    X_l_PTSNE = model(data_test_, encode = True).cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'PTSNE 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_PTSNE,\n",
    "   X_high = data_test,\n",
    "   number_cluster = 24,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-4,\n",
    "   width_plot = 6,\n",
    "   height_plot = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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16iRXJhAIGnzsqlWrMGrUKHz33XdgsVj473//q/S8LaD2FmPJ+Q0NDTFo0CBs3rwZX3zxBQAovQVDY1xcXLB161ZwOBxs3rxZ4evdlNdXFZp8TxLVUIJCWrWYmBisXbsWhoaG2Lp1a73DGS+bNWsWAODUqVNyZZcvX8bXX38tHU/38fFBYGAgCgoKcPXqVZm6DMNI25C0qQ2TJk0CULti78sUPUegdhKhpaUl/vzzT4XDUzt37sQHH3yg0poUikyfPh2GhoY4e/as3BYHeXl5WL58uTSJ4nA40iTzt99+k2uruLgYs2fPxrVr1xo9b922Tpw4IVcuOfbmm2+Cw+HIlNWdLLtkyRLp6sUva6k+rEsyryUxMVGu7M6dO/U+7tixY0hNTcXHH3+Mvn37Yvbs2cjJycGXX36p9Lm/++476cTUuiQTdhUNMaqrX79++Oijj1BdXa3w9W7K66sKTb4niWooQSGtilgsRnFxMaKiorBq1SrMnTsXtra22Ldvn0qXqidPnozx48fj1KlT2LZtG4qKilBRUYE///wTq1evxsyZM2UmxG3YsAHt27fHJ598gitXrqCqqgrPnz/HZ599hnv37mHRokUqXyrXpNGjR2PUqFGIiYnB+vXrUVRUBB6Ph99//x03btxQ+BhbW1ts3rwZVVVVmDt3Lu7cuYPKykrk5ubihx9+wM6dO7F69Wqlk776dO3aFatXr0ZWVhY+/PBDpKenQygUIi4uDgsXLoSPjw+mTJkirS/pS8m8jqysLPD5fNy+fRvz589Hp06dMGfOHKXOLWlr9+7dOHDgAMrLy1FeXo6DBw9iz549CA4OxqJFixQ+VjJZ9smTJ5gyZYrCOTYt1Yd1zZw5E8bGxjh+/Dh++eUXlJaWIi8vD1999VW9f8Wnp6dj06ZN2Lhxo3TuxYcffggPDw+cPHkS58+fV/r8hw4dwq+//orCwkIIhUIkJiZiw4YNMDIy0niSPn/+fIwaNare8qa8vqrQ5HuSKI/FaGqWHiGNeHklzrrWrVuHiRMnSr/fu3cv1q1bp7Cuubk57O3t4efnh2HDhmHkyJFyt68qg6mzkmxSUhJYLBY6deqE6dOnY9KkSXJjzUVFRdixYwcuXryInJwc6Uqys2bNktlDRNHqnUDtyqNZWVlyv8RdXV1x+fJlhSuZAv/2jaL+CwsLw5IlSwDUrnS5e/du/Pbbb8jJyYGNjQ0GDhyIZcuWSe+SAYCRI0fKTDxMTk7Gjz/+iJs3b6KkpAT29vbw8fHBvHnz0Lt3b2m9l1ceBf5daXTlypVyf8XWjQ2oHR7YuXMnYmNjwefz0b59e4wcORL/+c9/5D7Aq6urceTIEURERODZs2fgcDho3749Ro8ejZkzZ6r0gV9dXY3Dhw/j5MmT0snUXbp0wfjx4/Hmm282+N5ZsGABoqOj8c8//0gnoirSlD4EZFesVUZiYiK+/fZbPHz4ECUlJXBxccGIESMgFouxe/duab2kpCSZlWHrnuvl40Dte3TWrFlyxyWrzCYlJSEyMhI3btxATk4OKisr4ejoiF69emHBggUKV2B9maI+kPwMKFJZWYmpU6fC1tZWblVbQLXXV9Fzbujnq+5qwZp8TxLlUIJCCCGEEJ1DQzyEEEII0TmUoBBCCCFE51CCQgghhBCdQwkKIYQQQnQOJSiEEEII0TmUoBBCCCFE51CCQgghhBCdQ5sFqik/X/n9K5TBZrNgZ2eOoqJKiMW0NE1Lo/7XLup/7aL+1y597H8HB8tG69AVFB3BZrPAYrHAZivesp40L+p/7aL+1y7qf+2i/leMEhRCCCGE6BydTlCEQiG2bt0KX19frFy5Uu12xGIx9u/fj3HjxqFnz54ICgrC4sWLkZCQoMFoCSGEEKIpOpugREdHY9y4cThy5IjcFu2qEIvFeP/997FhwwZMmzYNUVFROHbsGCorKzF58mTaIpsQQgjRQTqZoJw+fRphYWGYNWsWVqxY0aS2fvnlF5w/fx6zZs3Cm2++CTMzM3Ts2BHfffcdzMzMsHz5clRUVGgockIIIYRogk4mKG5ubvjjjz8wY8YMsFhNmzQk2Xp86tSpMsetra0xatQoFBYWym0TTwghhBDt0skExd/fH05OTk1u5/Hjx8jIyICdnR06deokVx4YGAgAuHz5cpPPRQghhBDN0ckERVMSExMB1F6RUaRDhw4y9QghhBCiG9r0Qm0FBQUAaodzFJEcLyoqglgsBputfL7GZmv2nnUOhy3ztSluJ+Yh7kkBRGIGYjEj+5WRP/bvv8V16kF6jHmxbhDrxf+xXwy7sVksoPZ/YLFYkIzGNXYcDMAAYF40zDC1/2YgXyau/aaeMkbmGFO3rbp1mRd16z6GARjU1pMck8SmCSwWC5wX75GGvv77b7aCY7VfDTgsmBobwNzEEGYm8l/r/tvIgN3kYVFt0OT7n6iO+l+7qP8Va9MJCp/PBwAYGhoqLDcyMpKpa25urnTbdnbmzfJBYGVl2qTHR159hp8jHmgoGj2jwQUcGYaBWMQAIs21qQwDDhsWpoYwNzWs/WpmCAuTF19fHLOxNIadlQlsrUxgb2UCc1NDnUlqmvr+J01D/a9d1P+y2nSCYmpa+2LXd5tyVVWVXF1lFRVVavwKipWVKcrK+BCJxGq1cePhc/wc8RAAYG5qiHbWJtK/wtkN/UXPkv3+5TqSDy9FVyaYusfrXOkQK7g6Ivk368WlGMkFlbpXZVgslvRY7VfWiysx+LdcrowFNutFOy8eyKrzOMljZM7BelH2Ig4Omw0TU0MIBNUaWWqaUXClSixmUCNmIBaLFV/dEjMQMQxEItnjNSIx+MIaVPKrwRPWQFBVf9ZTIxKjpEKIkgqh0rEactiwsTSGjYURbCyNYWthDGsLY9haGsHGwvhFmTHMTQyaLZHRxPufqI/6X7v0sf9tbRu/INCmE5R27doBAEpLSxWWS47b29urNLwD1A5/NMeeCSKRGDU1qr9B7z8txI5T8QAAK3Mj/PetXnCyNdN0eG2WgQEbtrbmKC6uVKv/W5IkYeEJasAT1qBSUF377zrf8wU1qHzxPe9FeeWLOpLkUaJaJEZ+CR/5JfwGz2vAYdcmMRa1yYy1hTG4HWwQyHXQWLKu7vufaAb1v3ZR/8tq0wmKt7c3ACAzM1NheUZGBgDA09OzxWJqDk+ySrH9xAOIxAxMjTn4cEpPSk7aMAMOG5ZmRrA0M2q88kvEDINKfjVKKqpQWiFEcYUQpRVVKKnzteTFV9FLCXiNSIyCUgEKSgXSY5fuZMLJzgwhwR0R1N0JBjSGTgjRkDadoHh4eKBDhw7IyMhAWloaOnbsKFN+9+5dAMCwYcO0EZ5GZOVX4Ltf41BVI4ahARtLJ/WAu1Pju0QS/cRmsaTJTQdHi3rrMQyDSkENSsqFKKkUoqS8CqUvvpZU1g4h5ZcIUFZZhdwiHnb9kYCT11IwJrgjBvi5UKJCCGmyNpGgJCUl4fPPP0ffvn3x4YcfypTNnz8fa9aswdGjR7F8+XLp8bKyMpw7dw729vYIDQ1t6ZA1oqCEj2+O3kOloAZsFgsLx/vA091W22GRNoDFYkkn1bpBcSIjEosR8ygPp6NSkVPIQ0GpAPvOJSHyRipeD+qIQT1dYGjAaeHICSFtRZv4M+fo0aOIjY3FTz/9hOLiYpmyqVOnYsSIEdi3bx9++eUX8Hg8pKen4/3330dlZSU2btwIC4v6/5LUVWWVVdh89B5KKmon+s553QsBHg5ajoroEw6bjWBfZ3w5PwgLx/vAzaF20ltRmRCH/nyM5T9G4UJMOoTVLXwrEyGkTWAxDKP5mZ4a0NC8kHXr1mHixInS72/cuIH3338fffr0wbZt2+TuNBCJRDh48CB+++03pKWlwdTUFIGBgQgLC0P37t3Vii8/v1ytx9VHlUmafGENNhy+i/Tc2j2EpgzthlFB7hqNR9+0pkmyukrMMLiXXIDI66lIy/3358PSzBAj+7pjaIArTI0VX7Sl/tcu6n/t0sf+d3BofCqCziYouk5bCUp1jQhbj8UhMb0EAPB6P3dMHtJNo7HoI338BdFcGIbBg2eFiLyeiqfZZdLj5iYGeK1PB7wa6AYzE9m1iaj/tYv6X7v0sf+VSVDaxBwUfSESi/HjyXhpcjKwhwveGNxVu0ER8hIWi4UeXdvBr4s9HqUVI/J6Kh5nlKBSUIOIqyk4H5OO4YEdMKJPB1iYKl5EkRBCKEFpJRiGwf5zSYhNrl2+P8CjHWaN8tSZFUAJeRmLxYJPJzv4dLJDUnoxTl1PRUJaMfhCEU7fSMWftzMwLMAVI/u6w87aRNvhEkJ0DCUorcRvV57i6v0cAICXuw0WjvcBR8XF5QjRFk93W3zsbosnWaWIvJ6KB88KIawS4ezNdFy6k4mhvVwxfZR325i1TwjRCJqDoqaWnINy7mY6jv31BADQ0ckSy98MqHeyIVGPPo4Ba1NKThlO30iVXhEEAEMDNgb7t8eovu6ws6IrKi2J3v/apY/9T3NQ2oBr93OkyYmTrSk+mNKTkhPS6nV2scKSST2QkVeByBupuJOYh+oaMS7ezsRfd7MwsIcLRvfriHY2tHkaIfqKPul0WGxyPvaeTQQA2FgY4aOp/rAyV315c0J0VQdHCyya4IvcEj7Ox2TgSmwmRGIGf9/LxtX7Oejv64wxwR3hSFs3EKJ3KEHRUUnpxfghIh5ihoG5iQE+mupPf02SNsu1nTk+mhGI14M64NTVFETF50IkZnD1fg6uP3iOYB8njOnfCc52lKgQoi8oQdFB6bnl+P74fdSIxDAyZOO9yT3h6tD6VrslRFUu9uaYH9IdYwd0wh9Rabjx8DlEYgbXHz7HjfjnCOruhJDgTmjfrvGt2gkhrRslKDomt4iHLcfiwBeKwGGzsDjUD91crbUdFiEtytHWDHNHe2Ns/044E52Gq/dzIBIziI7Pxc34XPTxdkRI/05wo8SdkDaL7uJRU3PcxcNwOFj23T/IL+GDBeA/47qjX3dnjZ6HKKaPs+h1SWP9X1QmwJnoNPwTl40a0b+/sgI9HTC2fyfawbuJ6P2vXfrY/7TUfTPSdIIirBZhw+FYpObULg0+4zUuhge6afQcpH76+AtClyjb/8XlQpy9mYYr97JRXaeef7d2GDugEzq7WLVEuG0Ovf+1Sx/7n24zbiXEYgZbjt6TJifjBnSi5IQQBWwtjfHmq1yM6dcR52MycDk2E1XVYtx7UoB7TwrQo6s9xg7ohK7taViUkNaOEhQdkJZbjuTMUgDA8EA3jH+ls5YjIkS3WVsYY8qwbhjVzx0XYjJw6W4mhFUi3H9aiPtPC+Hb2Q6zR3nBnpbQJ6TVoiEeNWlyiEcsZnDs7ydwsrfA8ID2EIvpJWlp+niJVZc0tf8r+NW4cCsDl+5kgC8UAahdO+iDKf7o4EgTaRtD73/t0sf+pzkozagll7onzY/6X7s01f+VgmqciU7D2eh0AICpMQdhoX7w7mSnqVDbJHr/a5c+9r8yCQrtzUUIaTPMTQwxeUg3/CekOzhsFvhCEbYci8PNR7naDo0QoiJKUAghbU6wrzPen9wTxkYciMQMfjoVj/Mx6doOixCiAkpQCCFtkk9nO6x8s5d0/6qjl5/gl0vJENOoNiGtAiUohJA2q6OzJVbNDITTiz18LtzKwM+n4mXWUCGE6CZKUAghbZqDjSk+easXuravXcQtJiEPW4/dA09Qo+XICCENoQSFENLmWZoZYdn0APh3awcASEwvwfpDd1FcLtRyZISQ+lCCQgjRC8aGHCye6ItBPdsDADLzK/D1gdvILqjUcmSEEEUoQSGE6A0Om43Zozwx4cVqzYVlQqw7eAfJmSXaDYwQIocSFEKIXmGxWBj3SmfMed0LbBYLlYIabP7lHu4+ztd2aISQOihBIYTopUE92yNskh+MDNiorhHj/048wF93M7UdFiHkBUpQCCF6y79bO3z8ZgAsTA3BMMCBC49x/MpT0A4ghGgfJSiEEL3Wtb01PpkZiHYvdj7+IyoNu88koEZEa6UQok2UoBBC9J6znRlWzQxER6faDcyuP3iO74/fh6CK1kohRFsoQSGEEADWFsZY/mYAfDrX7nz88FkRNh6ORVlllZYjI0Q/UYJCCCEvmBob4L03eiDYxxkAkPq8HF8fuIO8Er6WIyNE/1CCQgghdRhw2FgQ4o0xwR0BAHklfOz5I0HLURGifyhBIYSQl7BYLEwa3FWapCRllOBpVqmWoyJEv1CCQggh9Xg9qCNMjTkAgDPRaVqOhhD9QgkKIYTUw8zEAEP8XQEAsckFtG8PIS2IEhRCCGnAa306wIDDAgCcu5mu5WgI0R+UoBBCSANsLIzR39cFABAV/xxFZQItR0SIfqAEhRBCGvF6kDtYAERiBhduZWg7HEL0AiUohBDSCCc7MwR6OgAArtzLRgW/WssREdL2UYJCCCFKeL1f7S3HwmoR7XpMSAugBIUQQpTQ2cUK3h1tAQB/3s6EsFqk5YgIadsoQSGEECWNfrFwWwW/Gtfu52g5GkLaNo0kKBUVFbh16xbOnj0LABAIaJY7IaTt6d7RVrrj8fmYdIjEYi1HREjb1aQEpaioCMuXL0dwcDBmzZqFjz76CABw69YtjBw5EjExMRoJkhBCdAGLxZJeRSkoFeBWQp6WIyKk7VI7QSkpKcH06dNx6tQpsFgsuLq6gmEYAED37t3Ro0cPvPPOO3j8+LHGgiWEEG0L5DrA0dYUAHAmOl36e48QollqJyg//vgjKisrsWXLFsTGxuLixYvSMnt7e2zatAmTJk3Czp07NRIoIYToAjabhVFB7gCAzPwKPHhWpOWICGmb1E5QLl26hPXr12P06NHgcDgK68yZMwd3795VOzhCCNFFA3ydYWVuBIA2ESSkuaidoOTm5iIoKKjBOu3atUN+fr66pyCEEJ1kaMDBiD4dAACPM0rwJKtUyxER0vaonaCYmpri+fPnDdZ59uwZzM3N1T0FIYTorCH+rjA1rr16fJauohCicWonKAEBAfjyyy9RUVGhsFwsFmPr1q3o1auX2sERQoiuMjMxwJAAVwBAbHIBsgsqtRwRIW2LgboPXLBgAWbNmoVhw4ZhzJgx8Pb2BgBERkYiIyMDJ0+eRGZmJg4dOqSxYAkhRJe81rsD/ryVgRoRg7M30zB/THdth0RIm8FimnCP3LFjx/DFF19AJJJd8plhGBgYGODzzz/H5MmTmxykLsrPL9doewYGbNjamqO4uBI1NbT4U0uj/teu1tz/+84l4sq9bHDYLGxYGAw7KxNth6Sy1tz/bYE+9r+Dg2WjddS+ggIAU6ZMQWBgII4cOYK4uDiUlZXBysoKPXv2xPTp09G1a9emNE8IITpvVF93/HMvGyIxgwu3MjBtuIe2QyKkTWhSggIAXbt2xaeffqqJWAghpNVxsjNDoJcjbifm4cq9bIT07wQLU0Nth0VIq9csmwVWVVU1uQ2hUIht27Zh5MiR8PPzwyuvvIKPP/4YGRkZKreVmJiIjz/+GIMHD4avry+CgoKwcOFC3Llzp8lxEkLI6H61C7cJq0W4fDdTy9EQ0jaonaAkJycjNDQUoaGh2L59u0zZkSNHMHHiRMTFxanVtkAgwOzZs7Fr1y68//77iImJwc6dO/H48WOEhoYiMTFR6bbOnDmDN954AwkJCdi8eTNu3rwpnbj71ltv4dSpU2rFSAghEp2crdC9ky0A4OLtTAirRY08ghDSGLUTlN9//x0JCQnw8PBA//79ZcqCg4Ph6OiI2bNnq5RMSISHhyM2NhbLli3D66+/DlNTU3h5eSE8PBw8Hg/Lli2Tm5irSFFREVatWgWxWIxt27ahT58+MDc3R7du3fD999/DxcUFq1evbnQ9F0IIaczr/Wo3EazgV+Pa/RwtR0NI66d2gnL79m188MEH2LhxI/z9/WXKuFwufvzxR0ybNg3/93//p1K7fD4fhw8fhqGhISZMmCBT5u7ujuDgYCQnJ+PKlSuNtvXXX3+Bx+PBw8MDnTp1kikzMjLCq6++Cj6fjyNHjqgUIyGEvKx7R1t0dK69M+F8TDpEYv24G4OQ5qJ2gpKTk4OJEyc2WGfu3LkqD/NER0eDx+PBy8tL4Sq0gYGBAIDLly832pZkmf127dopLHdycgIAXL16VaUYCSHkZSwWC6NfXEUpKBXgVkKeliMipHVTO0EpKyuDtbV1g3VsbW1RUlKiUruSISE3NzeF5R06dJCp1xA7OzsAQEFBgcJyyfGnT5+qFCMhhCgSyHWAo60pAOBMdDqasMwUIXpP7duMnZ2dcevWLQwYMKDeOjExMXBxcVGpXUnSUF/yY2VlJVOvIYMGDYKhoSGSk5ORmpoqM8wjEomkw0QCgQBCoRDGxsZKx8lms8Bms5Su3xgOhy3zlbQs6n/takv9Pya4I/acSURmfgUepRWjZzfFV3B1SVvq/9aI+l8xtROU4cOH45NPPsHGjRsV7mocHR2NTz/9FK+//rpK7fL5fACAoaHidQSMjIxk6jXE2dkZH330EdavX4+wsDCsWbMG3t7eyM3NRXh4eL37CCnDzs4cLJbmEhQJKytTjbdJlEf9r11tof9DBnVDxNUUFJcLcS4mA0P6dNR2SEprC/3fmlH/y1I7QXn77bdx7tw5zJkzBw4ODujSpQvMzMzA4/Hw9OlTFBQUwMXFBe+8845K7Zqa1r5A1dXVCssla6xI6jVm7ty56NKlC/bt24d3330XfD4fLi4uGDVqFGbPno2pU6fC0NBQpasnAFBUVKnxKyhWVqYoK+NDJKLJdS2N+l+72lr/v9anA45dfoL4Z4WIeZAFDzcbbYfUoLbW/62NPva/ra38HNOXqZ2g2Nra4sCBA/j4448RGxuLvDzZCWGBgYHYsGEDbGxsVGpXMqG1tLRUYXlZWRkAwMHBQek2Bw8ejMGDB8sdv337NgCgc+fOKsUIAGIxA7FY8+PLIpFYb/Zi0EXU/9rVVvp/UI/2iLyeAr5QhNPXU7FkUg9th6SUttL/rRX1v6wmLXXv5uaGI0eO4NGjR7h37550Lx5/f390767erp6SXZEzMxWvxihZSdbT01O9oOuQTI59+TZpQghpCjMTAwwJcMXZ6HTEJhcgu6AS7ds1/hcjIeRfTd6LBwC6d++udkLysqCgIJiZmSEpKQk8Hg9mZmYy5Xfv3gUADBs2TKn2YmNjYWlpiW7dusmVXbt2DQAwfvz4JkZNCCGyXuvdAX/eykSNSIyzN9Mwf4xmfkcSoi+afcrw8OHDVapvamqKGTNmoKqqCidOnJApy8jIQFRUFDw8PGSGbJKSkjBt2jRs2bJFrr0dO3Zgw4YNcscTExNx6dIlvPbaa+jdu7dKMRJCSGNsLIwxwM8ZABAdn4uiMoGWIyKkdWnyFZSKigqkpaWBz+crvOc/Oztb5TbDwsJw+/ZtfPPNN2jXrh0GDx6M1NRUrFy5EiYmJti8eTM4HI60/tGjRxEbG4vY2FjMnTsXtra2Mu39888/+OmnnzBlyhQYGhri+vXrWLt2Lfz8/LBu3TrVnzQhhChhVJA7/onLhkjM4MKtDEwb7qHtkAhpNdROUMrLy7Fq1SpcunQJYg0v6WxiYoJ9+/Zhx44d2LJlC5YtWwZLS0v0798f4eHh0sXaJF599VWcPn0affr0kZuUKxm+OXr0KP7v//4PRkZG6NatGxYuXIipU6fCwEAjo1yEECLHydYMgZ6OuJ2Yhyv3shHSvxMsTBUvoUAIkcVi1FzqcOXKlYiIiECXLl3QrVs3mJmZya0LwjAMTp48iYSEBI0Eq0vy88s12p6BARu2tuYoLq6kWdxaQP2vXW25/1Ofl+GLvbV3DE4Y2BnjBqh+12Bza8v93xroY/87OFg2Wkftywd//fUXVqxYgblz5zZYLyIiQt1TEEJIq9fJ2QrdO9niUWoxLt7OxMi+7jA25DT+QEL0nNqTZIVCId54441G6+3fv1/dUxBCSJsg2USwgl+Na/dztBwNIa2D2gmKl5eXUhsB1rfpHyGE6Avvjrbo6Fx7Sft8TDrEtIkgIY1SO0F57733sHnz5nqXpJdQ9TZjQghpa1gsFkb0qZ3cX1AqwJNMxStlE0L+pfYclDt37qCsrAyDBg3CwIED4eTkpPJ+NoQQoi96cR1gbMSBsEqEGw+fg9vBRtshEaLT1E5Qtm3bJv33qVOn6q3XHDv+EkJIa2NsyEFvrgOuP3yOW4l5mPGaBwwNaLIsIfVp0iIgjS1yxjAMVq1a1ZRTEEJIm9HP1xnXHz4HX1iDuCeF6O3lqO2QCNFZTUpQQkNDG63zySefNOUUhBDSZni728LGwgglFVWIin9OCQohDVB7kuzRo0eVqnfp0iV1T0EIIW0Km81CP5/a/XnuPy1EBb/hmwwI0WdqJyg9e/ZUqp6rq6u6pyCEkDan/4sERSRmEJOQq+VoCNFdTd7NOCUlBZs3b8asWbMQEhICoHan4IiICIhEoiYHSAghbYmbowXcHCwAAFHxz7UcDSG6q0kJyp49ezB27Fjs2rULMTExePr0KQCAx+Nh1apVCAsLQ01NjUYCJYSQtqK/b+1VlKdZZcgt5mk5GkJ0k9oJyt9//40NGzbA3d0dS5cuxfr166VlvXr1QmRkJJ48eaL0XBVCCNEXQd2dIFmAIeohXUUhRBG1E5S9e/diypQpOHPmDN59911MmDBBprxLly749NNPabNAQgh5ia2lMbw72QIAouNzoeam8oS0aWonKI8ePUJYWFiDdXr37o309HR1T0EIIW1W8IvJsnklfDzNLtNyNIToHrUTFIFAAGtr6wbrVFZWQigUqnsKQghpswI9HWBkWPsrmIZ5CJGndoLi5uaGCxcuNFjnypUr6NChg7qnIISQNsvEyAC9uA4AgJiEXNSIxFqOiBDdonaCMmrUKHz22WfYvn07ioqKZMrEYjFOnDiBDRs2YPTo0U0OkhBC2iLJME+loAYPnhZqORpCdIvaS90vWLAAFy9eRHh4OMLDw9GuXTsAwIgRI/D8+XNUV1eDy+Vi7ty5GguWEELaku6dbGFlboSyyirciH+OgBdXVAghTbiCYmZmhoMHDyIkJARsNhv5+flgGAbp6ekQiUQYO3YsDhw4ABMTE03GSwghbQaHzUa/7k4AgLgnBagU0NL3hEg0abNAKysrbNq0Cf/973/x4MEDlJWVwcrKCn5+frCzs9NUjIQQ0mYF+zjjwq0M1IgY3E7Mw2B/2h6EEKCJCYqEnZ0dBg8erLCMz+fD1NRUE6chhJA2x93JAu3bmSO7oBJRD59TgkLIC03ei6cxvXr1au5TEEJIq8VisRDsUzvM8zizFAUlfC1HRIhuUPoKyq1bt1RunFZHJISQxgX7OOP4lWcAajcQHDugs5YjIkT7lE5QZs6cCRaL1XhFQgghKrGzMoGXuw0S00sQFZ+LkP6d6Pct0XsqzUF5eb+dlJQUxMXFwdvbG25ubjA3N0dlZSWysrLw6NEjdOzYEQEBAZqMlxBC2qRgH2ckppfgeREPqc/L0dnFStshEaJVKiUo69atk/47ISEBX3zxBSIjI9GtWze5uk+fPsXKlSsxbty4pkdJCCFtXKCnIw7++RjVNWLcePicEhSi95SeJPvll1/KfL9lyxZ89tlnCpMTAOjatSvWrFmD7du3Ny1CQgjRA2YmBvDvVrvgJS19T4gKCcrkyZNlvo+Li4OHh0eDj+FyuXj06JF6kRFCiJ4J9q1d+r6cV434lKJGahPStql9m3F1dTWePn3aYJ2nT59CLKa/AgghRBm+ne1gaWYIoPZuHkL0mdoJio+PDz755BNkZWUpLM/MzMQnn3wCX19ftYMjhBB9YsBho6937ZoosckF4AlqtBwRIdqj9kqyYWFhmD9/PkaOHIkePXqgS5cuMDU1BZ/Px9OnT/HgwQMAwJ49ezQWLCGEtHXBPs64dCcT1TVi3Hmch4E92ms7JEK0Qu0EpV+/fvj222/x6aef4u7du7h79y5YLJZ0cTZbW1t89dVX6NOnj8aCJYSQtq6ziyWc7MyQW8RD1MPnlKAQvdWkvXhee+01vPLKK7h06RLi4+NRXl4OS0tL+Pr6Yvjw4bSTMSGEqIjFYqG/jxNOXE1BUnoJisoEsLOi36VE/zR5s0BTU1OEhIQgJCREE/EQQoje6+fjjBNXU8AAiH6Ui9H9Omo7JEJaXLNvFjh8+PDmPgUhhLQpDjam8HCzBgBEPXxO+5oRvdTsCUp9d/kQQgipn2RNlKyCSqTnVmg5GkJantJDPIsXL0Z6ejqOHz8OIyMjeHt7K/U42vCKEEJU18fLEYf/fIwaEYOo+Ofo6Gyp7ZAIaVFKJyj37t1DaWkpKisrYWRkBIZh0L5947PLc3JymhQgIYToI3MTQ/Ts2g53Hufj5qNcTB7aFRx2s1/0JkRnKJ2g7N+/HxUVFbC1tZUeu3z5cqOP8/LyUi8yQgjRc8G+zrjzOB+llVVISC2Gbxd7bYdESItROh3//fff8eGHHyIjIwMAEBoaqtTjlK1HCCFEVo+u9jA3qf078gYtfU/0jNIJysWLFzFt2jTpsE5QUJBSj1u3bp16kRFCiJ6ru/T93cf5EFTR0vdEfyidoOTl5WH27NngcDgAgP/+979KPW7WrFnqRUYIIQTBPrV381RVi3H3cb6WoyGk5SidoBgZGaGi4t9b3ZS9L//WrVuqR0UIIQQA0NXVCo42pgBq10QhRF8oPUm2W7duWLVqFaZNmwYzMzOwWCzcvn2bFhAihJBmxGKx0M/HCaeup+JRWjGKy4WwtTTWdliENDulE5QFCxZg8eLF+PvvvwHUXkGZOXNmc8VFCCHkhWAfZ5y6ngqGAW4+ysWoIHdth0RIs1M6QRk6dCgOHDiAS5cuoaioCCdPnsSECRMafAzDMDh58mRTYySEEL3mZGeGru2t8DS7DFHxzylBIXpBpc0CAwMDERgYCACIiIhQ6g6diIgItQIjhBDyr2BfZzzNLkNGXgUy8yrg5mih7ZAIaVZqL0uo7O3DdJsxIYQ0XV9vJ3DYtVuHRNGaKEQPqJ2gKLsAm5ubm7qnIIQQ8oKFqSH8XqwkG/0oF2Ix3aBA2rZm39iB1kEhhBDN6P9ih+PiciES04u1HA0hzUulOSgvKygowLlz55Camgoej0e3HBNCSDPq2c0epsYG4AtrEBX/HN072Wk7JEKajdoJyu3bt/H222+Dz+c3mJiwWCx1T0EIIaQOQwMO+ng54J+4HNxOysdbI0QwNuRoOyxCmoXaCcqmTZtgYWGBRYsWoWvXrtLF2+piGAZz5sxRq32hUIgdO3YgMjIS2dnZsLa2RnBwMJYuXYoOHTqo1FZiYiJ2796NuLg4PH/+HJaWlnB3d8eUKVMwduxY6fL9hBCi64J9nPFPXA6EVSLEJuejX3dnbYdESLNQO0FJSEjAvn37EBAQ0GA9FxcXldsWCASYM2cOkpKS8PXXX2PIkCFIS0vDihUrEBoaioMHD8LLy0upti5evIilS5fC0dERX375JXr16oWysjL8/PPPWLFiBc6fP48ffvhB5RgJIUQbPDrYwN7KBIVlAkQ9zKUEhbRZak+SNTMzg6enZ6P1Ll++rHLb4eHhiI2NxbJly/D666/D1NQUXl5eCA8PB4/Hw7JlyyASiZRq65tvvoFIJMKKFSswcOBAmJubw8XFBatXr4aHhwcuX76Ma9euqRwjIYRoA5vFQrBv7Q7H8SlFKKus0nJEhDQPtROUIUOG4N69e43W27Ztm0rt8vl8HD58GIaGhnIr1bq7uyM4OBjJycm4cuWKUu1lZ2cDADw8PGSOs1gsdO3aFQDw6NEjlWIkhBBtklw1ETMM7XBM2iy1E5Tly5dj9+7duHDhAmpqauqt93//938qtRsdHQ0ejwcvLy+Ym5vLlUtWslX2yoyPjw8AIDk5WeY4wzB4+vQpAMDR0VGlGAkhRJvatzOHa7va34+3EvO0HA0hzUPtOSiTJ09GdXU13nvvPbBYLNjZ2cHYuOk7bCYmJgKof4E3yQRZSb3GfPHFF3j33XexYcMGWFpaolevXigtLcXPP/+M5ORktG/fHq+99lqT4yaEkJbU28sRWddSkJhejLLKKliZG2k7JEI0Su0EJSsrS/pvhmFQUFCgsJ6qtxlL2rG2tlZYbmVlJVOvMd26dcOvv/6KLVu24O2335bOXbGwsMC4cePw8ccfK7xS0xg2mwU2W3O3UHM4bJmvpGVR/2sX9b/q+vk44eS1FDAMcO9JAYYFqr9qN/W/dlH/K6Z2gsJisZCQkNBoPWXvtpHg8/kAAENDQ4XlRkZGMvUac+/ePXzwwQfgcDj46aefEBAQgKKiIkRGRuLp06eoqKhQa4jHzs68WdZ4sbIy1XibRHnU/9pF/a88W1tzdHCyREZuOWKfFGDSq43ftNAY6n/tov6XpXaC0qlTJ6Xq9enTR6V2TU1rX6Dq6mqF5VVVVTL1GlJRUYGwsDAUFhYiIiJCeteRhYUFFi9ejLCwMOlty35+firFWVRUqfErKFZWpigr40MkEmusXaIc6n/tov5XTyC3HTJyy3H/SQHSMovVHuah/tcufex/W9vGRy7UTlDOnj2rVL0DBw6o1G67du0AAKWlpQrLy8rKAAAODg6NtvXPP/8gPz8fnp6eCm+JHjt2LP78809s2rQJ+/fvVylOsZhpls26RCIxamr04w2qi6j/tYv6XzWBXAdEXK0d5olJyMUQf9cmtUf9r13U/7KatBePRElJCe7fv4+ysjJYWVmhR48esLGxUastb29vAEBmZqbC8oyMDABQag0WSRv1JTOSoZ34+HiV4ySEEG1zdbCAi70Zcgp5uJ2Y1+QEhRBd0qQEpaKiAl999RUiIyNlFk7jcDgICQnBqlWrYGlpqVKbQUFBMDMzQ1JSEng8HszMzGTK7969CwAYNmxYo23Z2toCAPLyFN+GJzluYKCRPI0QQlpcHy9HnLqeisS0EpTzqmBpRnfzkLZB7SnDAoEAs2bNwokTJ8AwDNq3b49u3bqhffv2YBgGERERmDVrFgQCgUrtmpqaYsaMGaiqqsKJEydkyjIyMhAVFQUPDw8MHjxYejwpKQnTpk3Dli1bZOoPHDgQhoaGePLkCR4/fix3rtOnTwMABgwYoFKMhBCiK/p41V4JpkXbSFujdoKyZ88epKSkYM2aNYiJicGlS5cQGRmJS5cuISYmBqtXr0ZaWhr27NmjctthYWEICAjAN998g/Pnz0MgECAxMRFLliyBiYkJNm/eLLPB39GjRxEbG4uffvoJxcXF0uPOzs5Yvnw5GIZBWFgYrl+/joqKCmRkZGD9+vW4cOECnJyc8NFHH6nbDYQQolWSYR4AuE2LtpE2hMUwjFozPceOHYuFCxdizJgx9dY5ffo0fvrpJ0RGRqrc/su7GVtaWqJ///5477335HYzvnHjBt5//3306dMH27Ztk7v9NyYmBgcOHEBsbCyKi4thaGiIDh06YPDgwZg/f750KEgV+fnlKj+mIQYGbNjamqO4uJImSWkB9b92Uf83TcTVZzh1PRVsFgtblwxQeZiH+l+79LH/HRwan/6hdoLi7++P6OhomJiY1FtHIBAgKCgIcXFx6pxCp1GC0rZQ/2sX9X/TZOZXYPWuGADA7FGeGKziZFnqf+3Sx/5XJkFRe4iHw+E0ulgaj8ejCaiEENLMXNuZ0zAPaXPUTlC8vLxw6NChBuscOHBAqduBCSGEqI/FYqG3Z+1k2YQXd/MQ0tqpfXljypQpWLFiBdLT0zFu3Dh069YNZmZm4PF4SE5ORkREBM6cOYP169drMl5CCCEK9PFyROSNVIgZBrHJBRjUs722QyKkSdROUMaPH4/o6GicOHFC4SRYhmEwfvx4jB8/vkkBEkIIaZyrgzmc7czwvIiHW4l5lKCQVq9JWyeuW7cOa9euhYeHBxiGkf7n4eGBtWvXYsOGDZqKkxBCSANYLBZ6v1gTJSG1GBV8xfuZEdJaNHkG6xtvvIE33ngDfD5futS9Mhv5EUII0ay+Xo44/WKY5+7jfLqKQlo1la6gxMfH49atW7h165Z0TxwJU1NTODk5QSQS4eTJk1Dz7mVCCCFqkgzzAHQ3D2n9lE5QKioqMG3aNMyaNQuzZs3Cb7/9prCeQCDAihUrMHHiRBQVFWksUEIIIQ2TGeZJo2Ee0ropnaD8/fffqK6uhre3N3bv3o33339fYT0bGxssXboU2dnZWLBgAaqq6HY3QghpKZK9eURiBrG0Nw9pxZROUKKjo8HlcnHo0CEEBwfLLScvYWBggEWLFuHw4cPIzc2t90oLIYQQzXNzMIfTi2GeW0k0zENaL6UTlPj4eCxcuFDpCbBdu3bF22+/jXPnzqkdHCGEENWwWCz08XIAQHfzkNZN6QQlMzMTPXv2VKnx4cOH4/HjxyoHRQghRH2SVWVpmIe0ZkonKHw+H46Ojio17ujoiIqKCpWDIoQQor4OjhZwsq292k3DPKS1UjpBsbGxQVlZmUqNV1RUwNzcXOWgCCGEqI8WbSNtgdIJioeHB6KiolRq/Nq1a7RZICGEaIHM3TzJNMxDWh+lE5ShQ4fi+++/V/oqSmlpKbZt24YRI0aoHRwhhBD11B3muZ1ICQppfZROUKZOnQqBQIDp06cjOjq6wbpRUVGYPn06RCIRpkyZ0uQgCSGEqKbuMM+j1CJUCmiYh7QuSu/FY2xsjO+//x5z5szB3Llz4eLigp49e8LFxQUmJibg8/l4/vw54uLikJOTA1NTU+zbtw9GRkbNGT8hhJB69PFyxB9RaS/u5inAKz1ctB0SIUpTabNAf39/HDx4EB9++CHS09ORnZ0ts2CbZP+dzp07Y+vWrfDy8tJstIQQQpTWwdECjramyCvm43ZSHiUopFVReTdjX19fnD17FufOncPff/+NZ8+eoaKiApaWlujcuTOGDBmCUaNGgcPhNEe8hBBClFS7aFvtVZT4lNphHnMTQ22HRYhSVE5QAIDD4WDMmDEYM2aMpuMhhBCiQb09aZiHtE5KT5IlhBDS+rg7WcDR5sXdPLRoG2lFKEEhhJA2rO7dPPEpReDR3TyklaAEhRBC2jjZRdsKtBwNIcqhBIUQQto4dycLONiYAABuJdIwD2kdKEEhhJA2rvZuHicANMxDWg9KUAghRA/QMA9pbShBIYQQPVB3mOc2DfOQVoASFEII0QMyd/OkFoEnqNFyRIQ0jBIUQgjRE5JhnhoRg3tPaIdjotsoQSGEED3R0ckS7awlwzyUoBDdRgkKIYToCcnePADwMKWQhnmITqMEhRBC9EhvGuYhrQQlKIQQokc6OdMwD2kd1NrNmBBCSOskuZvn3M106TCPlYWRtsNSKDr+OQ5eeAwDDguWZkawNDOExYuvVi++WpoZwdLUsPbf5kawMDEEm83SduhEAyhBIYQQPdPnRYJSI2IQ96QAA/3bazskObnFPOw9l4iqajEAoIyn3Oq3LADmkoRFQTLj29kOTnZmzRg50RRKUAghRM9IhnkKSgW4lZincwmKWMxg1+kEVFWLwWGzMDzQDTxhDSp41SjnVaGMV4VyXjUEVSK5xzIAKvjVqOBXI6eQJ1duwGFh+qtcDPFvDxaLrrToMkpQCCFEz8gO8xSBL6yBrbaDquNcTDqeZJUCAMYN6ISxAzorrFddI0I5r7r2P35t0lJeWYVyfm0iIy178W+esAY1IgYHzichKb0Ys0d5wdSYPgZ1Fb0yhBCih/4d5hEj9nE+2jtbazskAEBGXgUirj4DAHR2scLo4I711jU04MDOigM7KxOl2s7Mr8D2Ew/xvIiHmIQ8pOVWYNEEX3RwtNBI7ESz6C4eQgjRQ3Xv5olJ0I29eaprxNgR+Qg1IgZGBmwsCPEGh625jyk3BwusntMb/brX7uycW8TD2v23cTUuGwzDaOw8RDMoQSGEED3EYrHQ27N2TZQHTwvBEyg3CbU5nbqegsz8CgDA5KHd4GJvrvFzmBgZ4D9ju2PWKE8YcNiorhFjz9lE7PojAUIFc1qI9lCCQgghekqyaFu1SIyY+OdajeVJZinORKcBALw72mJoL9dmOxeLxcIQf1d8OisQjramAIAbD5/jy/23kVVQ2WznJaqhBIUQQvRUZxdL2L+Yv3EtLltrcQirRNj5xyMwDGBqbID5Y7zBboE7bNydLPH5nD7SRC27oBJf7ruFGw9zmv3cpHGUoBBCiJ6qvZvHAQBwNykPfKF29uY59vcT5BXzAQAzXvNQetKrJpgaG+Dd8T6Y8RoXBhwWqqrF2Hk6AXvOJKCqmoZ8tIkSFEII0WN9vGonjFbXiLHr9CPUiMQtev6Hzwrx190sAEAvrgOCfZxb9PxAbaI2PNAN/30rUDpx+Or9HKzdfwfPi+TXUiEtgxIUQgjRY51dLNGjqz2A2rt5tp94iOqalklSKgXV2H0mAQBgZWaIWaM8tbp4WmcXK6yZ2wcBHu0A1N6W/L+9t3DzUa7WYtJnlKAQQogeY7FYWPpGD/R6MQ/j3pMCfH/8PoQtMLxx6M/HKKmoAgDMHuUFKzPt7wlkZmKIsIl+mDbcAxw2C8IqEX46FY8D55NQXUNDPi2JEhRCCNFzRoYcfDq3L3pxa+ejxKcU4btf45p1TsqtxDxEx9demXjFzwUBL86tC1gsFkb06YCVM3rB3soYAPBXbBa+OnAHecU05NNSKEEhhBACQwMOwib5oa937ZWUxPQSbDl2DzyB5pOUkgohDpxPAgDYWxlj+qseGj+HJnR1tcbnc/tKh8DSc2uHfG4n6sbCdm0dJSiEEEIAAAYcNt4e64MBvrUTVZ9mlWHTL7Go4GtuETeGYbD3bKK0zXljuuv0fjgWpoZY+kYPTB7SFWwWC3yhCNsjHuLwn49bfEKxvtHddwUhhJAWx2azMHeMNwwN2Pj7XjbSnpdj4+G7+GhaAKzNmz5H5Or9HNx/WggAeK13B3h31KVtChVjs1h4vV9HdHW1xo8nH6KkogoX72Ti3pMCdHKxgoudGVzamcHFzhzOdmYwNuJoO+Q2gRIUQgghMtgsFmaO9ISBARsXb2ciM78SGw/fxbJpAbC1NFa73fwSPo5cSgYAuNibYdLgLpoKuUVwO9hgzby+2BH5CPEpRSgoFaCgVCBXz97KGM725rWJi70ZnO3N0d7eDFbmRlq9S6m1oQSFEEKIHBaLhenDPWBsyMEfUWnIKeRh/aE7+Hh6ANpZm6rcnljMYNfpRxBWicBmsbAgpDuMDFvflQYrMyN8MKUnrt3PQWJ6MXIKeXheyJO566mwTIjCMiHiU4pkHmtqbAAXezO42JnB2d4MLvbmtd+30/yeQ22BziYoQqEQO3bsQGRkJLKzs2FtbY3g4GAsXboUHTp0UKqNzMxMDB8+vNF6rq6uuHz5clNDJoSQNoXFYmHioC4wNGAj4moK8ksE2HDoLpZND4CTrZlKbV24lYHHmaUAgJD+HdHZxao5Qm4RbBYLg3q2x6Ce7QHUzqspLhcip5CHnMJK5BTVJi05hZXS26gBgC+swbPsMjzLLpNpj8NmoYOTJXp0sUMvrgM6OFrQlRboaIIiEAgwZ84cJCUl4euvv8aQIUOQlpaGFStWIDQ0FAcPHoSXl5fS7XXo0AEGBoqfalpaGrp0aV2XGQkhpKWwWCyMG9AZRgYcHPvrCQrLhFh/6C4+nhaA9kr+5Z+VX4Hf/3kGAOjobImQ/p2aMeKWx2KxYGdlAjsrE/h0tpMp4wtr8LzoReLy4mpLThEPuUU8iMQMAEAkZpCaU4bUnDKcup4KBxsT9PZ0RG8vR3RyttTbZEUnE5Tw8HDExsZi9erVeP311wEAXl5eCA8Px6hRo7Bs2TKcPHkSHI5ylwf37t0LNzc3ueMJCQmYMGEC3nrrLY3GTwghbc2oIHcYGrBx6M/HKK2owobDd/HRVH+4O1k2+LgakRg7Xiyhb8BhY0FIdxhw9OcGUlNjA3R2sZK7YiQSi1FQIkBOIQ+5xTwkZ5ch7nE+RGIG+SUCnL2ZjrM302FvZYxAT0f09nREF1erFtlEUVfoXILC5/Nx+PBhGBoaYsKECTJl7u7uCA4OxrVr13DlyhUMGzaswbbMzMwwevRomJkpvhS5f/9+uLu7Y9CgQZoKnxBC2qzhgW4wNGBj39lElPOqselILD6c6t/gcE3k9VSk51YAAN4Y3AWuNN8CAMBhs+FkZwYnOzMYGLBha2uOzOwS3E7Mw52kfDxMKUSNiEFhmRAXbmXgwq0M2FgYvUhWHODhZgM2u3mTleoaMSr41bCx0M7kXp1LUKKjo8Hj8eDn5wdzc/k3cmBgIK5du4bLly83mqDY2dlh69atCsuKi4vxxx9/4MMPPwSbrT/ZPCGENMWgnu1haMDGrtMJqBTUYPMvsXh/ck94uNnI1X2WXYY/otIAAJ4dbPBqH+XmD+orc1NDDPBzwQA/F/CFNYh7UoA7Sfm4/6wQ1TVilFRU4dKdTFy6kwkrM0P0epGseLrbgKPG5xjDMCjnVyO/hI/8Yn7t1xIB8kpq/11SLgSD2td8zuvKT6vQFJ1LUBITEwFA4ZAMAOkEWUk9df3666/gcDiYNGlSk9ohhBB9E+zjDEMOGz+digdfKMKWo3FY+kYPmTVNhNUi7Dz9CGKGgYkRB/PHeOvV8ERTmRoboJ+PM/r5OENQVYMHz4pwJykPcU8KIawWoYxXjb9js/B3bBYsTA0R4NEOvb0c4d3RVmYIrUYkRmHpv0mHNAkp5iO/lA9hVeP7Cwmqmm/Lg4boXIJSUFAAALC2tlZYbmVlJVNPHSKRCIcPH8b48eNhadnw+Gl92GyWRi+vcV68oTh6NDarS6j/tYv6X7vU6f9+vs4wNuYg/LfajQW//TUO703ugR5da3cC/uVSMp4X1e5bM2MEF840tFOvxvrfwsAIwb7OCPZ1RlW1CA+eFeJWQh5ik/PBF4pQwa/G1fs5uHo/B2YmBvDuaAueoAZ5xXwUlQnAKBmHIYcNB1tTONiYwsnWFA62pnCyNYNvFzutzBvSuQSFz+cDAAwNDRWWGxkZydRTx8WLF5GTk9OkybF2dubNMiZnZaX6+gJEc6j/tYv6X7tU7f9hfc1ha22GtXtiUFUtwrfH4rBiVh+YGhngwq0MAEDf7s4YP8RDb+9EUYWy/e/kaIVX+3VGdY0I9x7n4/r9bNx8+BwV/GrwBDW4k5Rf72NtLI3hbGcG53bmcLYzh/OLheSc7c1ga2nS7PNaVKFzCYqpae0LVF2teO+HqqoqmXrqOHDgAIKDg9GtWze12ygqqtT4FRQrK1OUlfEhov0dWhz1v3ZR/2tXU/q/k6M5lk3zx5aj9yCoEmHd3lswN639aLE0M8TMER4oKaEdgBvSlP7v5mKJbi6emPGqBxJSi3ErMQ8pOWWwsTCCg40pHKVXRMzgYGNa/zL8YjFKS1vudbK1bfyKms4lKO3a1V4eLC0tVVheVla7wI2Dg3pbcycmJuLWrVv4v//7P/UCfEEsZiAWK3vhTHkikRg1NfQLWluo/7WL+l+71O3/bq7W+GiqP7YciwNfWINyXu0fmDNHeMLcxJBeUyU19f3v3dG20b2NWtNroXMDvt7e3gBqV4FVJCOj9rKhp6enWu0fOHAArq6ujd4BRAghRHldXa2xfHoALExrh+eDfZzR28tRy1GR1kznrqAEBQXBzMwMSUlJ4PF4cmuY3L17FwDUSjBKSkpw+vRpLFmyhG4tJoQQDevobIkv5vfFs+wy9Oxmr+1wSCunc5/SpqammDFjBqqqqnDixAmZsoyMDERFRcHDwwODBw+WHk9KSsK0adOwZcuWBts+duwYAOCNN97QfOCEEEJgY2GMXlwHtdblIKQunXwHhYWFISAgAN988w3Onz8PgUCAxMRELFmyBCYmJti8ebPMMvdHjx5FbGwsfvrpJxQXFytsUyQS4ciRIxg7dixsbGxa6JkQQgghRB06maCYmJhg3759mDdvHrZs2YI+ffpg3rx56NatGyIiIuQ2Cnz11VdhbW2NV199td7k4/Lly8jOzqZ9dwghhJBWgMUwjOZvRdED+fnlGm1PshdDcXFlq5pl3VZQ/2sX9b92Uf9rlz72v4ND44uk6uQVFEIIIYToN0pQCCGEEKJzKEEhhBBCiM6hBIUQQgghOocSFEIIIYToHLqLhxBCCCE6h66gEEIIIUTnUIJCCCGEEJ1DCQohhBBCdA4lKIQQQgjROZSgEEIIIUTnUIJCCCGEEJ1DCQohhBBCdA4lKIQQQgjROZSgEEIIIUTnGGg7AH0nFAqxY8cOREZGIjs7G9bW1ggODsbSpUvRoUMHbYfXpq1cuRInTpyotzwsLAxLlixpwYjaLqFQiO3bt2PXrl0ICQnB+vXrG6x/5coV7Nq1C/Hx8WAYBp6enpg9ezZGjRrVQhG3Lcr2/82bNzFr1qx623F1dcXly5ebK8w2JyoqCpGRkbhz5w6ys7PBZrPh6uqKwYMH4z//+Q/s7OwUPu7kyZM4dOgQkpOTYWBgAD8/P7z99tvo169fCz8D7aIrKFokEAgwe/Zs7Nq1C++//z5iYmKwc+dOPH78GKGhoUhMTNR2iG2ejY0NOnfurPA/W1tbbYfXJkRHR2PcuHE4cuQIqqurG62/d+9evP322+jUqRPOnz+PS5cuoUePHnjvvfcQHh7eAhG3Lar2v4GBQb0/E/RHk/IOHTqEOXPm4OHDh1izZg2ioqJw4cIFhIaG4sCBAxg7dixSUlLkHvf1119j+fLlGDhwIK5cuYLTp0/D1tYWc+bMwfHjx7XwTLSIIVqzceNGhsvlMgcPHpQ5npaWxnh7ezNjxoxhampqtBRd27dixQrm+++/13YYbVpkZCQTGBjIHDx4kPntt98YLpfLrFixot76SUlJjLe3NzNp0iRGLBbLlL311lsMl8tlYmNjmznqtkPV/o+OjmaGDh3aghG2XTt37mR8fHyY7OxsubJNmzYxXC6XmT9/vszxv//+m+FyucySJUtkjldVVTEjRoxg/Pz8mMzMzGaNW5fQFRQt4fP5OHz4MAwNDTFhwgSZMnd3dwQHByM5ORlXrlzRToCEaICbmxv++OMPzJgxAywWq9H6e/bsgUgkwpQpU+TqT5s2DQCwa9euZom1LVK1/4nmtGvXDiEhIXBxcZErGzZsGIDaISCRSCQ9LnlvT506Vaa+oaEhJk2aBKFQiAMHDjRj1LqFEhQtiY6OBo/Hg5eXF8zNzeXKAwMDAYDGe0mr5u/vDycnJ6Xr//XXXwCAXr16yZVJfiauXLmCmpoazQTYxqna/0Rzxo8fX+9cH0tLSwAAi8UCwzAAgIqKCty6dQssFgv+/v5yj5H8TOjTZwJNktUSyfwSNzc3heWSsV6ah9K8EhISsHDhQjx8+BAlJSWwtbVF7969MW/ePPj5+Wk7PL2Sm5uL4uJiAIp/LpycnGBoaAihUIjU1FR069atpUPUCwKBABs3bsSlS5eQk5MDIyMjeHh4YMKECZg8eTLYbPq7tqmePXsGoDbpMDCo/RhOSkqCWCyGvb29wj9aJZ8J6enp4PF4MDMza7mAtYTeaVpSUFAAALC2tlZYbmVlJVOPNI87d+5g+PDh0pn2mzZtQnJyMqZNm9bgHT5E8/Lz8wEAxsbGMDExkStnsVjSnwtJXaJ5hYWFqKiowA8//IDbt2/jxIkT8PDwwOrVq7Fw4UKlJtqShkVERIDFYmHx4sXSY419JkiOMwyDwsLC5g9SB1CCoiV8Ph9A7diiIkZGRjL1iObNmTMHv/76KyZPngxbW1sYGxujX79+2L59OwDgs88+Q0ZGhpaj1B8CgQBA/T8TwL8/F5K6RLO4XC4OHDiAL774Al26dIGRkRE6dOiAL774AkFBQdLbv4n6/vnnH1y+fBlz585FUFCQ9Liynwl167Z1lKBoiampKQDU+9dIVVWVTD2ieV5eXnB3d5c77u7ujoEDB6K6uhqRkZFaiEw/Sa6aNPQXuuTnQtEVFtJ0tra26Nu3r8KyGTNmAID+3eqqQampqVi5ciVGjhyJZcuWyZQp+5lQt25bRwmKlrRr1w4AUFpaqrC8rKwMAODg4NBiMZF/SRKXp0+fajkS/SF5rwuFQoVXSBiGkf5cODo6tmhsBOjYsSOA2jkQdT8siXKysrIwb948BAYGYvPmzeBwODLljX0mSI6zWCzY29s3b7A6ghIULfH29gYAZGZmKiyXDC14enq2WEzkX2KxGADo1swW5OTkJF0cT9HPRW5uLqqrq2FiYiL9sCQtR/IzAdDPharS0tLw1ltvITAwEN9++63McI2Ep6cn2Gw2ioqKwOPx5Molnwnu7u56MUEWoARFa4KCgmBmZoakpCSFb8a7d+8C+Pd+eaJZd+/exYABA+r9ayUtLQ0A0KVLl5YMS+8NHToUABAbGytXJvmZGDRokPTOB6JZkyZNwpEjRxSWpaamAqj9gGxonhCR9eTJE8yYMQMDBgzAhg0bZK6c7Nq1Czk5OQAACwsL9OnTBwzD4N69e3Lt6ONnAiUoWmJqaooZM2agqqpK7m6RjIwMREVFwcPDA4MHD9ZShG1bdXU1CgoKcO3aNbmylJQUXL9+HYaGhhg7dqwWotNf8+bNA4fDwa+//ipdH0Li6NGjAID58+drIzS9UFxcjIsXLyosO3ToEAAgNDS0JUNq1RITEzFz5kyMHDkSX375pdwt2hs3bkR6err0+wULFgD4970uUV1djd9//x3GxsaYOXNm8weuI+jPEC0KCwvD7du38c0336Bdu3YYPHiwdBKViYmJwnFKohmSS9RffPEFhEIhBg0aBEtLS8TGxuKLL74AAHz++ee090gL8/DwwPLly7Fu3TqsWbMGS5cuBYfDwU8//YTo6GiEhYUpXMSKaM61a9ewevVqzJkzB25ubsjNzcVPP/2E27dv45VXXpF+iJKGPXjwAPPnz0dVVRWKiorw4YcfNvqYQYMGYdasWdi/fz+2bduG2bNng8fjYdOmTUhNTcXatWvh6uraAtHrBhbz8p8ppEW9vJuxpaUl+vfvj/fee48+HJsRwzC4c+cOzpw5g5s3byIzMxMikQjt2rVDYGAg5syZQwu1aUhD86jWrVuHiRMnyh2/cuUKdu7cKbOb8Zw5c2g3YzWo0v85OTk4e/YsLl++jOTkZJSXl8Pc3Byenp4YN24c3njjDVqoTUlfffUV9u/f32i9/fv3y9xuDNSukyLZzZjD4aBHjx54++23ERwc3Fzh6iRKUAghhBCicygVJoQQQojOoQSFEEIIITqHEhRCCCGE6BxKUAghhBCicyhBIYQQQojOoQSFEEIIITqHEhRCCCGE6BxKUAghhBCicyhBIYQQQojOob14CNExw4YNQ1ZWlsIyAwMD2NnZoXfv3pg/fz58fX0BAPfu3cPUqVOl9cLCwrBkyZJmi/HixYtISEhAaGgo3Nzcmu08+mbv3r1Yt26d9HtFy6AToi/oCgohOuby5ctISkqSfn/p0iUkJSUhKSkJly9fxjvvvIPLly9jypQpOH/+PADA398fSUlJMh9uzenixYvYtm1bvYkUUc+cOXOQlJREOwYTAkpQCGlVnJyc8NZbb+Hdd9+FSCTC6tWrUV1dre2wCCFE4yhBIaQVGjBgAACgpKQEjx8/1nI0hBCieZSgENJG3bhxA1OnTkXPnj0RFBSEFStWoKysTGHd4uJibNy4ESNHjoSfnx/69u2LefPm4cqVKzL1fv/9d3h6euLEiRMAgFmzZsHT0xOenp6YOXOmTF0+n4/t27dj7Nix6NGjB3r16oU333wTJ0+elKmXn58vbcPT0xMrV65EfHw85syZg4CAAPTq1QuLFi1CTk6O0s/dz89PJq6MjAwsWrQIvXv3hr+/P+bMmSOX2C1atEj6mGHDhsmUDRs2TCa+xmKfOXMm/P39MXDgQGzatEl6lWv37t0YNmwY/Pz8MHHiRNy6davR53Lo0CGEhITAz88P/fv3x2effYaioiKFdZOSkvDBBx9gwIAB8PX1xeDBg/Hpp58iOztbpt7q1atl4k5LS8MPP/yAESNGwMfHR+55EqIVDCFEJ3G5XIbL5TIZGRlyZT/88APD5XKZoKAgpqqqSnr8+PHjDJfLZWbPns0sWbKESU1NZUpKSpidO3cyXC6XWbx4sVxbmZmZzNChQ5kBAwYwf//9NyMQCJjs7Gxm1apVDJfLZcLDw+Ues2LFCobL5TLR0dEKYy8tLWXGjx/PBAQEMJGRkUxlZSVTUFDAbN26leFyuczKlSvlHhMdHc1wuVxm2rRpzLx585jExESmvLycOXHiBNO9e3cmNDRUle5jMjIyGC6Xy4SEhDAzZ85kYmNjmYqKCuavv/5iAgICmIEDBzJ8Pl/ucVwulxk6dGi98a1YsaLB2BcuXMg8e/aMKSkpYTZv3sxwuVxm7dq1zM8//8wcP36cKSsrY+Li4pjBgwcz/v7+TF5enlx7kv6dPXs2s27dOiY/P5+prKxkjh8/zvj4+DAjRoxgSktLZR7z119/MX5+fkxoaCiTkJDACIVC5u7du8zIkSOZfv36MU+ePJE7z1tvvcVwuVxmwYIFzPbt25m8vDwmOzubGT16tMLnSUhLoisohLQieXl5OHjwIH744QdwOBz873//g6GhoVy9hIQEbNq0CR07doS1tTXmz5+Prl274tKlS3JXUZYvX46srCxs2LABgwcPhrGxMVxcXPDll1/C398f4eHhiIqKUinOtWvXIiEhAStXrkRISAjMzMxgb2+P999/H6NHj8bvv/+O48ePK3zs/fv3sW7dOnh6esLCwgITJkxA//79ER8fj8TERJXiAIDHjx9j2bJl8Pf3h7m5OYYMGYJx48YhNzcX169fV7m9hjx48ABfffUVOnfuDGtrayxduhTW1tb49ddfUVZWhokTJ8LS0hI9evTAjBkzwOPxcO7cuXrbEwgEWLlyJdq1awczMzNMnDgRCxcuRGpqKrZu3SqtV1xcjGXLlqGmpgbffvstvLy8YGRkhICAAKxfvx5FRUX49NNP6z2PnZ0d3n33XTg4OMDFxQXvvPMOevToodG+IURVlKAQouOGDx8uvRQ/ZMgQ/Pjjjxg6dCiOHj2KkSNHKnzMwIEDYWxsLHOsa9euEIvFSEtLkx579OgRbt++DQcHB+m8FgkWi4Vx48YBqL3dVVlFRUU4ffo0OBwOxowZI1c+YcIEAMC+ffsUPr5Hjx5wdHSUix0AUlNTlY5DwsnJSe7DtintNaRnz56ws7OTfm9oaAg3Nzfw+Xz0799fpm6XLl0AACkpKfW2N3bsWLljkj6NiIiQDh1FRESgvLwcwcHBcHd3l6nv7+8Pd3d33L17F0+ePFF4npdfp3HjxuHNN9+sNy5CWgKtg0KIjrt06ZLKa404OTnJHTMzMwNQOzdEIjY2FsC/H5Yv8/DwAFC7zoqyHjx4AJFIBDc3N5ibm8uVd+vWDUDtlQ0ejyeNS9XYlaXp9hri4OAgd0zSBy8nXRYWFo3G0L59e7ljHTt2hIGBAXg8HlJTU+Hh4SF9fbp3766wHRcXF6Snp+P+/fvS/m/sPIRoGyUohLRBJiYmcsdYLBYAgGEY6THJcM/LSYKE5Hh9k2sVKS0tVapNhmFQXl4uV0/Z2JWl6fZUPZfEy1e0JBqKQVEfstlsGBkZoaamRvq6SL7+/PPP+Pnnn+ttr6CgQOW4CdEWSlAI0WNWVlYAAB6Pp7BcclxSTxnW1tZKtclisWBpaal0u9omEAha/JyK+lAsFkMoFAL493WRfF26dCkWL17ccgES0oxoDgoheszf3x8A8PTpU4V/yScnJ8vUk5BcgVDEz88PHA4HOTk5qKiokCuXzIPgcrn1XmXRJhMTE4WJwfPnz1s8lpdvDwZq582IRCKYmZmhc+fOAP59fTIzMxW2U1FRgX/++afe25MJ0UWUoBCix3x8fBAYGIiCggJcvXpVpoxhGJw6dQpA7XondUmukkiuKggEAoSEhCAqKgp2dnYYM2YMRCIRIiMj5c4pWUPl5XVTdEXnzp1RXFws92F+4cKFFo/l9OnTcsfOnDkDAAgNDYWBQe1F8AkTJsDS0hJ//vmnwuG4nTt34oMPPoCRkVHzBkyIBlGCQoie27BhA9q3b49PPvkEV65cQVVVFZ4/f47PPvsM9+7dw6JFixAcHCzzmJ49ewIAoqKiIBAIcPz4caSkpKBDhw4AgE8//RSenp7YuHEjIiMjwefzUVRUhO+++w5nz57FhAkTMHny5BZ/rsqQ3GX01VdfITc3FwUFBQgPDweb3fK/LsvKyrBx40YUFhaCz+fj999/x48//ohOnTrh/fffl9aztbXF5s2bUVVVhblz5+LOnTuorKxEbm4ufvjhB+zcuROrV6+WTswlpDVgMZqeJUYIaZL6djNuaIfizMxMDB8+XO74pUuXkJWVJXcFxNXVFZcvX5Z+X1RUhB07duDixYvIycmBqakpfH19MWvWLAwdOlSuXYZh8M033yAyMhLFxcVwdXXFokWLZG6L5fF42L17N86dO4e0tDQYGBjA09MT06ZNkyYBEp6ennLn2L9/P1xdXRU+r7qbKSqiqA/XrVuHiRMnKjxX3TulxGIxtm/fjt9++w0FBQVwdXXF7Nmz0bVrV5l+XLNmDaZPn15v7FlZWfjvf/8rc7xv3744cOBAvfGVlZXJbPi4e/duxMbG4tSpU8jOzoalpSWGDx+ODz/8UOZ2Zonk5GT8+OOPuHnzJkpKSmBvbw8fHx/MmzcPvXv3ltYLDw/Htm3bFMZNuycTXUEJCiGEEEJ0Dg3xEEIIIUTnUIJCCCGEEJ1DCQohhBBCdA4lKIQQQgjROZSgEEIIIUTnUIJCCCGEEJ1DCQohhBBCdA4lKIQQQgjROZSgEEIIIUTnUIJCCCGEEJ1DCQohhBBCdA4lKIQQQgjROf8Pt2RNpVRTYlAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parametric UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/pytorch_lightning/utilities/parsing.py:208: Attribute 'encoder' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['encoder'])`.\n"
     ]
    }
   ],
   "source": [
    "model = load_pumap('src/Parametric_UMAP/model 1D/model.ckpt').to('cpu')\n",
    "X_PUMAP = model.encoder(torch.from_numpy(data_test).view(-1,350).to(dtype=torch.float)).detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+fDkzZsxg6dKl38KobWxsbGxsbIrJZiVwZs+ezaxZs5g5cyaXXHJJXsfccccdfPXVV1x00UVMmzYNt9vN1KlTueOOOwiFQlx00UXour6BR25jY2NjY2NTTDYrgTNu3DjmzJnDaaedhiAIOfcPh8M89thjKIrC9OnTB22bMGEC++yzDytWrGDu3LkbaMQ2NjY2NjY2G4LNSuDsvPPO1NfX573/xx9/TCgUYurUqXi93pTtu+22GwDvvPNO0cZoY2NjY2OzKRGLxbj66isZPbqS9evXbezhFI3NSuAUSiK+Zty4cWm3jx8/ftB+NjY2NjY2mxPr16/juOOm0dbWutmFY3yv08Q7OzsBKC8vT7u9rKxs0H7FQhQFRDG3Cy1fJEkc9F+bkWPPaXGx57P42HNaXL6v8xmJhPjPf+6hubmJp556HFkWkeXizMHGntPvtcAJh8MAKIqSdrvD4Ri0X4Kzzz4bv98PwHXXXUdZWRm33XYbVVVVeV23qsqbV4xQoZSVuYt+zu879pwWF3s+i489p8Xl+zaf++23JwB9fd0AlJd7qKxMDdkYCRtrTr/XAsfttiY9Uzp5LBYbtF+Ce+65Z0TX7e4OFt2CU1bmxu8Po+tG0c77fcae0+Jiz2fxsee0uHzf57Ovz3qQ9/lC9PQEi3LODTWn+Qqw77XAqampAcDn86XdnrDS1NbWFvW6hmFiGGZRzwmg6waa9v37YW5I7DktLvZ8Fh97TovL93U+dd1akzSt+O9/Y83p98vZOIRtt90WgMbGxrTbE5WMt9lmm29tTDY2NjY2NjYj53stcPbaay88Hg/Lli0jFAqlbP/yyy8BOPjgg7/todnY2NjY2NiMgO+1wHG73Zx22mnEYjGef/75QdsaGhr46KOPmDJlCgceeOBGGqGNjY2NzfeVF198jpNOOo4TTjiGww8/kLPOmrlZ1anZ0HyvBQ7ArFmz2GWXXbj55pt5/fXXiUQiLF26lPPPPx+Xy8VNN92EJEkbe5g2NjY2Nt8zfv3rczjvvPN59tmXee21d3G5XJx66vFEo9GNPbTvBIJpmsWPdt2IZIuXuf766zn++ONTXo9Go9x99928/PLLNDc3U1payr777stvf/vbZLG/YtLR0VfU88mySGWll56e4PcyOG5DYM9pcbHns/jYc1pcNsX5POusmdx770PJv+fP/5LDDz+IOXPeZI899irKNWKxGCefPB2fz8fixV+z2267M2bMuEHXHS4bak5ra0vzu37RrriJsGzZsoKPcTqdzJo1i1mzZm2AEdnY2NjY2BTOUJHhdLqA/hImxcDhcPDCC68U7XybEt97F5WNjY2Njc13gc8//5RRo0az5557j+g8kZhGQ3txPQmbIpudBcfGxsbGxmZzIxqNctddt3H99TdlrL6fL3O/akIzTMbX5efq+a5iCxwbGxsbG5scvPrqHB588F5UVSUajRIOh/m///sNxx9/0rdy/Ysu+i3Tpx/PUUcdM6Lz9ARCtIU7KFcqizSyTRfbRWVjY2Nj873g3nv/Q11dGR98MK/gYx944B5mzDiRZ599mdmz3+Diiy/nvPPOZvHiRRtgpIO5+uorcbvdXHrpn0Z8rgfnv8wnxlO8Fb2H5kBrEUa36WILHBsbGxubglm7dg1nnvkzZsw4ih/+cE+mTTuY+fO/3NjDykhrawt33XX7sI+//PI/c8IJJyf/3m+//TFNk3Xr1hZhdJm5/fZbaGpq5IYbbgZgwYKvWLDgq2Gfz691U+uox0Cnoa+pWMPcJLEFjo2NjY1NQXR2dnLiicfyy1+ex/PPz+Hddz/E7fawZs3qjT20jFx22R/47W9/P+zjd9ppF2TZiupQVZW77rqdbbaZygEHHFSkEfbT0h2kozfMAw/cyzPPPMnZZ5/LwoXzmT//S15//VWWLPlm2OcOmX7qXWNQcNMV7i7iqGHOnJc5/PADOeaYIzjuuGkjGmcxsGNwbGxsbGwK4o47bmX33fdgn332A0CWZW666TY8Hs9GHll6Xn/9VRRF5kc/OmTE57rkkt/x7LNPs802U3nyyecpKSkpwggH87+FLZQoBpde+nsMw+DIIw8dtP322/81rPOapknI9FMuV+AVSmkJdBVjuAB8+eXnnH/+r3jrrblstdVknnzyMU48cTrLli1lY9lSbIFjY2Nj8z1i3313o66uftBrzc1NjBo1mpdeei2vc8yZ8zKzZv120GtbbTWpaGMsJsFgkOuu+ytPPfV8USoA33jjLVx77d/429+u4+ijD+fVV9+mvn5UEUZq0e2P4JAldEGmtbW3aOcFCGohdFTKlApKlXLag8UTOLfffiuHHXY4W201GYCTTjqVq6/+Mw888AA/+9kvinadQrBdVDY2NjbfI+rq6nnhhVcG/dt++x057rjUKu/pCAaDrF+/Fl3X+dWvzuKoow7j5JOn8/bbb2zgkQ+PG264htNP/0VRRYgsy1x66R8xDIN//evOop0X4KPFrUwaU4amF7+acsIlVaaUU+WspCfaW7Rzz5s3l5122jX5tyiK7LTTLrz11ltFu0ah2BYcGxsbm+8Rt932z0F/9/R0M3fuu9xyS34BuH6/D4Abb7yG556bw/bb78D777/HKafM4PHHn+Wggw7Oeyx/+9t1vPrqHMrLy5OvVVRU8sADj+Z9jmwsXDifL7/8nKuuunbE54rFYjgcjuTfoigyadJkli9fOuJzD7qOZiBLIqpmYJomgiAU7dydCYEjV1DprCTU14dhGojCyGwd3d1d9PX5qa2tHfR6XV09CxcOPyB6pNgCx8bGxuZ7xMSJWwz6+7nnnuGQQw6loiK/uiiiaDUfPvzwaWy//Q4AHHDAQey//wHcffe/ChI4ANdccwP77ffDgo7JlzfftBooH3/80QBEoxEA/vjHSykvL+eWW+7I27V26KE/5P33Pxn0Wltb64irCg/ENE103WoPWeJW6PJFqKlwF+387aEuZBy4JDelcjkmBr6on0pXxYjOGw6HAavt0UCcTgehUGhE5x4JtsCxsbGx+Y4SjUa5/PJLeP/9uZSXlxONRjj//N8VVAzuyScfLai+Sk1NDU6nk9Gjxwx6ffz4CXz22ScZjto4/P73l/D731+S/Hv9+nXsvvsOwxJVy5Yt5c03X+Oww34MwNNPP8HKlSu46abhp54PxReIMm7+2wifB6j+8amsae0rqsBpDXTiFsoAy00F0BXpGbHAcbutMQ6NcYpGYxs18HzYAmfmzJk89NDIu43a2NjY2AyPa665hldemc077/yPsrJyvv56AdOmHcJrr72btK5kY9mypbS3txdkdZEkiT333Ju2tsFF4jo62hk7dlzB7+G7wrXX3sitt97EbbfdgmEYCILAww8/wd5771O0a7Q89ihViz7EFATKakexepv9inZugM5QN6WSJWxK5bjACXczuWLLEZ23qqqasrJyOjo6Br3e3t7GVlttNaJzj4RhO94+/fRT3nvvvSIOxcbGxua7QSwW4+qrr2T06ErWr1+Xsv3BB+/j0EMP4KijDuOnPz2RlpbmDTKO+fPns8suu1JWZi1WO+ywE2VlZfzvf3PzOv6JJx7l5JN/gigWthTMmnUBr702h8bGBsASSu+99w6/+MU5hb0B4LHHHmb69CM56qjDmDXr3A1WS+ePf7yEc889M/7/l/LLX55R0PFnn/0rXnnlLWbPfoNXXnmLOXPeTFpzioHa3YX02Tz0Q47BPOAIhP+9idjVVrTzA/REeyhTKgBQRAUFN92RnqKce//9DxgUb2OaJgsXzufQQw/NctSGZUQuqssvvxyPx8NPfvITTjzxxEGBYjY2NjabI+vXr+Pcc3/BpEmT0XU9Zfvs2S9x00038N57H1FdXc1NN93AaaedzFtvvY8oisRiMW677WbeeedNQECSJK655gZ23nnX1Ivl4IQTTuDSSy+lsbGBcePG8847b9HZ2UltbV3OY3Vd59lnn+KFF14p+Lo/+tEhXHvt35g58yd4vV40TeOOO/7N4YdPK+g848aNp6ysjNtu+yeiKHLTTTdw2GEHMm/eJykusJFyzTU3FvV8xSa4cAGmICDsug/ICnz4Dt71y4E9i3J+0zTp0/xs6+1fp12U0BkpTrG/3/zmQk46aTqrV69iq60m8cwzTyKKEqeffjqaVpRLFMyIBM57773HnDlzeOyxx7jjjjuYNm0aP//5z9luu+2KNT4bGxubTYpgMMhdd/2XlpZmnnrq8ZTtt976d0455adUV1cD8Mtfnsctt/yNN998nSOOmMY11/yFuXPfYc6cNykpKeX555/h5JOn88EHX6RkoeTijDPOoLOzh4MO2pf6+npWrVrJMcdMzyvl+7333maLLbYcdv2ak046lZNOOnVYxyb46U9/Pujv3//+Eh588D7uv/8eLr/8zyM693eN4MIFhOon4HbFY24mbIWnuXjWLNXQMNApcfTHxDjx4o8GinL+XXfdndtv/xfnnvsLXC4XoijyzDMvUFpaSk9PsCjXKJRhu6iuv/56HA4HM2bM4Omnn+bBBx9E13VOOeUUTjnlFF5++WVUVS3mWG1sbGw2Ottuu11GUdDT083XXy9gp512Sb5WVlbOpEmTef/9dzEMg4ceuo+f/ORnlJSUAjBjxok4HE4eeui+gsdyzz338I9/3MKbb87lgw8+56235rHbbnvk5XJ64onH+MlPflbwNTckkiQxYcIE1q7ddFs+bAiMaJTQkm/wjZmSfM3ccmu87euJhkdenBAgpFnZTC6pP2jZIToJqsXLcjrqqGN48825vPzy67z44qtsu+3GNXYMW+DMmDFj0N877bQTf/vb35g7dy4HHnggf/rTnzjooIP4xz/+QWvr5t2x1MbGxgZIxuMMdRHV1dWzfv06urq6CIVCabd/9NGHBV3LNE0uvvhizjjjF2y5pRXIuf32O/D222/wj3/clPVYn6+XefPe45hjphd0zWJzxRUXp7zW2trK2LHjN8JoUtF0g95AcQRGNkLLlmCqKtGJ2/S/uOXWiLpG56Li9HMKa1aKvFN0JV9zSk5Cargo598UKWol40AgwOzZs3nppZeIRCJ0dXXxyCOPcOihhzJr1iwWL15czMvZ5MGLLz7HSScdxwknHMPhhx/IWWfNHBQU2dCwnjPP/BmHH34gxx77Y0488Ti++cb+nGxshkN/PRDHoNcdDgehUJiamho8Hi9NTY3JbaZp0tbWSktLYZ2dOzs76OnpYcKEiYNenzBhIrNnv5T12PLyCpYuXbtB+igVwuuvv8prr/XHAD3yyIN0dXWmuK42Fq98vI7XP1hLLLphg0giq1dDSSmOUQOqLdePxnB76fv666JcI6xZ302X1C9wXKIrKXw2R4YtcA45pL9p2bJly/jzn//MD3/4Q66//nrWrl3LLrvswk033cRHH33Eiy++yKhRo/jZz37GM888U5SB2+THr399Dueddz7PPvsyr732Li6Xi1NPPT5Zr+DXvz4HQRB47bV3eeml1zj88CP46U9PzNizZf36dfznP3d9m2/BxuY7Q389kNig12OxGB6PG0EQOOusX/LQQw8kM6vuv/8eent70gYsZ6O62qpHM9RC3tbWmhxHMQlHNd77qolFq4vXv+iyy/7Ef//7T6ZPP5IjjzyUZ599iqeffokpU7Yu2jWGQ1t3iFc/WYfeHaZ7fguP/fdT1hfxfQ8l2tRIrKqespIBhfIEEXPclsQa1hflGglLjUPsv4ZbdhPRbYGTQlNTE6+88gqnnXYa06dP56mnngLgpJNO4oUXXuDxxx/n6KOPRlEUJk2axB//+Efuv/9+/vnPf+Y4s00x+fGPj+Lgg600PVEUOeecX7Fy5QoWLpwPwKJFX7P//gckffYHHngwzc1NGcuPNzSs57//HV4nW5tNh2xpzuef/yumTTuY6dOPTP67+OILR3y9Sy+9lNra8pTrPf74Ixx//NGccMKxTJt2MNOmHcK77749outtLBJVgjs62ge93t7eltx2+eV/5owzzuKcc87gmGOOoK2thRkzTqSioqKga4miyOmnn84jjzxAb6+V6rtw4Xzmzn2X446bkePowlmyrhtFElnZ5CvaOU844WSee242L7zwCq+88hbPPz+HvfYaeWVg09AI9S7BNAsTjQC6YfDqJ+twRXVaF7dTN7ECHBKvPrOIQN+GcVfFmpoIldXicQ7O+xHrRiF3tWc4qjBCCQvOABeVR3GjmSqasZHSnDYwI3JR/f73v+eLL75g4sSJXH755cybN4+//vWvTJ06Ne3+W221Fe3txfmwbPLj3nsHF2N0Oq0vdyxmPWEeffSxzJnzcrKc9rPPPoUoilRVVX+7A7X51li/fh3HHTeNtrbWjFaD//zn/kHNGP/2t1uB3PVfElx55RXU1ZWxfv061q9fx9FH/5iWlpa017vzzn/whz9cxrPPvsSrr77DCSecxMyZp9LVNfiJOdO1NU3jkUceZMaMozj++KM59NADuPDCWSnH5zpPgr4+Pxdc8H/U1ZVlfH+ZqKioZIcddko+QCTOt2rVSg444CDACqSdNeu3zJ79Bi+//DqXXfZnenq62XbbHxR8vVtvvZUf//goTjjhWI4++nB+85tf88c/XsU555xX8Llysaalj0+XtrF0XXHqpmxI2ta+Rueap+lc8wxmgYt3S1eIMTUltK7qprTaw3Z7T6Biag2iLLLw04aij9WIRlE72olU1Kb0nTJrRyGH/OjhkcfJhLQwAiKS0C+ivIqVUbW5uqlGJHAOOeQQ7r//fl577TVmzpyZ1Z+7evVqZs6cmUydtNk4fP75p4waNTrZP+Uf/7iL8ePHs9NOU9l11x/wr3/dwRVX/GWzrki6OZJr0V64cD6nnno8M2YcxYwZR2GaJoccclhB18hHGAF8/fVCnnrqseTfwWCQf//7bs4888y0+99++7/YZ5/+iq377vtDotEozc39MSnZrt3e3sbll/+Ba665keeem82cOW+yfv06zjorNY4j13v4+usFzJhxNIHA8FNnL7zwDzz55GN0d1sC6+67/83Uqdtx6KFHALB48SJ6evprj6iqyhdffMYxxxxX8LU8Hg9XXXUNb789j9mz3+C99z7kvPNmFbVBI1juqTc+a2DRmm5WNfvxfQuBt8Ml1LuUmO9LOtVJhP2r6G15t6DjVzf58JjQ2xZg/DY1CILA1C2qcNR6WfRVM5FwcbODYy3NYJqEK9KUCKip799nhITVCArOQd8Nj2w98Cbic4bD8++vwjTNEY9vQzCiOjh33pl/m/iSkhJOO+006upyF6Cy2TBEo1Huuus2rr/+JhRFASx3RHt7O1999Q1er5eXX34Bh8OZ40w2G5pYLMaNN17LP/95O598Mn9QIOnkyeMHleGPRCJ8/fUCxowZm3bRXrFiOaef/lOefPJ5tt56G0KhEIcddgA9PYU9ieeq/wJgGAaXXvp7LrroUi677A+AlVYtyyILFqQvKLbbbnsMusbdd/+L/fc/gO22+8Gg1zNdW1Ec/OQnP+MHP9gesBr+nXHGWZx11kza2lqprx+V13nA+o08+ujTvPvuW7z00vNpxxuLxTj55On4fJar5txzz2TMmHFJa+nRRx9LZ2cHJ500HafTSUVFBY888mTSDfzww/dTU1PLRRddCsAtt/yNnXfelYMPLkxwfpusbPKhagbT99+SF/63ho8Wt/LjvSbmPnAj0NbwP6KMRi89hN7Q+0i9S6gYc2jeos8XjBFd78PpUagdX5F8fYfdxvLJy0tY8U0bO+xWvAfAaFMjCAKh0prUjTV1mECsuRn3MOsVJQhpISQGB787pYTAGZ4FJ6bpvL+whTKvk0OKOCfFYtgC5+23s/vI77nnHkaPHs1RRx0FQF1dHSeddNJwL2dTBC666LdMn358shHf118v5JlnnuTll99IWt+OOOJIttlmC5544rlkj5Xp049MnsPn89He3jbotYMPPpTf/OZ33+I7+W6STbT09HRz5ZVXsHjxIhRFYdmypey5515pBcv22+8wqPrskiXfcO65Z3LCCSdz7bVXpex//fVXc+KJp7D11lYKqsfj4e67H6SxMXPw4m233cKqVSvQNI0f/GB7fv/7S5M1LbK1Hbj33v+w9977MnVq4fUvZs78Ce+//y4//OGBPPDAo0iSlNyW7dq1tbXceOMtg15LdDUeGiyf6z3svnvuqrEOhyNn9d8zzjiLM844K+22XXfdndtuu5m33nodWVbYaaeduffeh3NedyQ0tgdwKCJ1lcNrfLi8oReHIjJlXDmVJU6+XN65SQocQ48iqC3I3gMpdTlZ1zmKCnEpaqQdh7s+r3OoqkFXs5/6iZWI4gBrh9eBo9RJw+ruogqcWGMjSk0tmqikblQcxEoqiDYXlmGXjmAsjMKQbt/xeJzQMCw4umHwt0e/wheIMXd+0+YlcA499FCWLFmScfvixYu5/fbbWb58ORdeOLIARZuRc/XVV+J2uwd1DV69eiUA1177FxRFoa/Pz/jxE6mqqmLOnBcZM2YM06YdMiSjwURVVfbee18uvfSP3/K72LC8+OJzPPLIgxiGQSDQx6RJW/HHP17FmDFWTQ7TNLn55ht59dU5yLLEVltN5sYbb072AcpGrvL+V1xxCWvWrOaVV95i9epVfPLJh1x55RVpz3XbbamB+j09Peyyy24pr8diMd588zV+9rPHBr2+3XY/GOQmGcikSZMZN248f//7rei6zsUXX8iRRx7Ce+99lNUN3dLSzKOPPswrr7zFV199kXG/TDz00OOEw2EuvvhCjjvuSObMeXPYnYg///wzdtll15QU6k2Bk0/+CSef/JNv9ZpfruigUVvKhPESR291eMHHL1nXQ025C0EQ2GZCBV8u70A3DKQCe1iZpolumMhSUSuUJPF1r0YUTHRlAgDVNVMwIh8Q9i3PS+CYpkkkECMW1qgclfpdV8pdNK3rRdcMJLk47yHa3IQ4ajRuZ/rlOFZRS7hp5AInEAvhEIYKHOvv4dTCWdcaYHWLn1FVHrr8m2YMz7A/oVw+t1tvvZVHH32UF198cbiXsCkSt99+C01Njdxww80ALFjwFQsWfMWoUVavl2OOmZ5MI3c6HTQ1NaEolinz4IMPHRRsetVV1wEwffoJ39r4c9Xy+fWvz2bKlPFsvfUEJk6sZ7vtJiVra4RCIf7v/37JlCnjmTJlPBMn1rP33ruybNlgcd7W1sYvf3kmixcv4tlnX+bNN9/D7XZz0knTk1aAf//7LmbPfonZs9/g9dffQ5ZlDjvswLRxL4FAH1dccTHTph3CEUccxHnnnc1ll/0pY+XYxYu/Zu+998XpdLLttttx8sk/TdZUGUoiGyfBk08+xskn/2SQxSPBmjWriUaj9PT0cPrpP+XIIw/l5z8/hS+++CzjfF9wwUWceOIpiKKIoij89a/X0djYwPPPZy/xcNllf+CPf7xy2KIErDTr66//OytXLufxxx8Z1jm6urp49NGHuP767MXuvi+YpklXrJ1v9Lm8uvYtvmhbUNDxqmawvq2PcbXWgr/VmDJimkFje+Hl9z9d0sZT76xk3sIN03y0vW0JGqWY8Y7ZJR4XPbHRhH3L8jq+2x/BCEQRRIGK2lSBM3piOZpm0NJYvEyyWFsrsfIaStzpBY5eVVeUGJygGsYxIIMK+lPGhxOD0x0XNdtOrCQc1YmqhWesbWiGLXDy8WduueWW9Pb2DvcSNkXggQfu5ZlnnuTss89l4cL5zJ//Ja+//ipLlnzDrrvuRmlpKZ9//gmGYSCKInV1ozBNg8mTpzB69Bguv/zPgwTGrFnnYppmyiI2d+67nHDCMcyYcRR77rkTP/nJCQQCfTnHl0u8QH8tn/LyCubP/yqlls8zzzzFlVdew/Ll61mzpoWqqirOPPM0wuEwCxcu4Omnn+C66/7OihUNzJ+/hM7Odo488tDk8e+++zannXYStbV1yfohoijym9/8hhUrrJR6Xde5445bOPPMs3G73axfv46vv17ImjWr01pkzj//PJYtW8ZLL73G66+/xxFHTOOii36bsX3JUUcdy9tvv5G0qjzzzJM55w76Gyaeeuppabcnfn/XX38N11xzA6+88hZHHXUsxx77YxryrK9RWlpGdXUNa9euybjPa6+9gizLyUDafDFNM2VOSkpKGTVqdMZSBdnQNI1zz/0Fl132J3bddfeCj98cWd3sY4Uwl0qlmhq25PGlzxFQ8xcn69r60HSTKWMt0VBTbi2SbT2Flfg3TZN1rQF23bqWtu4Qmm4UdHw+CNH1mI4Jg14zHBOJhZox9FiGo/pZ1eRD74tSXutNa6EZO7YcURFpWFOcBpWmrqN1d9PnKKXMmz720ayuw+zpxshQmyxfwlo4abFJIAgCMs5hxeB0+MJIosCYamstaOsuXsuHYpG3i+qzzz7jk08+GfTaXXfdldGSE41G+eKLLxg7duzIRmgzbAKBPi699PcYhsGRRw5uWX/77f9CURTee+8jrrrqT/z4xz9CkuSk1WDixC1QFIXRo8fw61+fw8MPP8nBBx/KscdOo7u7i1NPPZ533/0Qp9PJBx/M45JLfseLL77Kxx9/yH333c3cue9yzDFHsNVWk7nyyquTroKBsTsAH330ASeeeAp33fVfDMPg/PN/NejcYNXy0TSVefPmAnDOOb/i8MMPYuHC+eyxx17sv/8B/OxnpwOWMDnttNO58srL+fjjD6mtrWObbbZNNgWsrKzilFN+yt13/5uvvvqCvffeF1mWeeGFOfzzn3fw5JP9rhyXqz+l/ptvFtHZ2cnOO1s9hoLBIPfe+xA/+tG+RCKDbw5tbW3MmfMS99//aDKY+5xzzuPaa6/igw/mpf2sLr74cjRNY/fdd6Smpob169dx1FHHMGfOy1k/43fffYvx4ycwZcrWtLe3pWyX4q6Ak046hfHjrRv/qaeexj/+cROvvjon7TmvuOJirr32b8m/LQtQd9bMujfffJ2GhnXJz3dgAK7T6eKJJ9Jbfxoa1nPZZRfx6KNPJ1/TdZ2uri5GjRqd7a2nYBgGs2adywEHHJT8PtjAZ2tW4zM6OabuZDxmJU+2/Yev25exz9j8upevbPQhiQKjqr0AuBwyDlmktcAFbcGqTkZXu9FMk1CZwp1fr2Pm1HFUudLEngwDXQ3iEv1ElcFtHkpKR0MfqJF2nN7scSKtHUGCXWEmbpc+GUYURZwVLpqKlCqv9faCYeBXvNQ7Ui2wAGJ1LZgmWk83jgJ/EwMJa2EqZVfK6wqOYcXgtHaH8Lhkqsqsc65p8TOhvnTY49sQ5C1wPvnkk5SsqTvuuCPrMYqicMMNNwxvZDYjpqSklNbW3qz7jB8/gXvueTD598MPP8Df/359Mo0c+osF9vR08803i3jiiWc5/vhjkgLjL3/5I7/+9W+orx+VFEPl5eVst932XHTRb1MEy8AAzbPOmsldd/0X6C9EOFC8gCXGjjrqMM4//0KuuebKlFo+zz03O3m+np5uXn3V+tvhcLD99jswb95gYe7xWDfqhAXnhz88MO3cfPTRR4webaXUJ1xeiR5CiWDV8vIKIpHBlWSbmhoG7QuW66WsrJzFixelvdYNN1zDG2+8xscff0VtbS3z5s3lnXfeSrvvQHI1TBwzxnrAGD16zKDXx42bQHt7+h5xDz54HyeddCo772wtgLfe+jcqKio49tjMxeNuvvm2QX9/8ME8Zsw4iv/8534mTJiInCVeYd68uSxY8FWyQeXtt9+CYeh5dcQeyCWX/J5x48bzm99YMX9z577LxIlbsMUWWxZ0ns2NTr0FAYEx7nE4RCfe9nKWdq7OW+C094bxumWkAQG3JR6FhvbCUukb2gJMGVfBO71+mvQYkgYPrGjiV9uOxyOnX9wLIRy0vs+GPDgbyZSrMU2BoL85p8DxdYfQNYPyusyxZpLXQVeDD103kg8Qw0Xt6gQg4qnI6BVR4jXJ1K6uEQmciB7B7UytcC0N14LTE6bEreB2yjgViRWNvRy486Zl0Mhb4Bx66KFJa4xpmlxxxRVcd911afcVBCG+wG1HfX1+kes2G590aeTQXyzw+eef5dBDD6O62qrXEIvFaGxsYMGCr/jnP+8GBldOhlRry1ByFSIEa/E/44yzkhaVobV8wHrqP/row1i06Gt22mkX6utHDdo+kPfffw+Xy8W+++6fdS7+/ve/c+ONN6MoCuGw9bQ6NIV+4DwlGD/eslZZQsd6z8FgEL/fR1f8hjaQzs5Obr/9Fm6//V/U1lpz+8MfHsj//d8vM44PoLe3h/fff5dbb838oDFmzFgmTtyCtrZ+MROLxfj880+Scz00zfkvf7mGP/3pMmRZJhwOUV1dw3PPzaGmJk0aax7EYjFmzJiedFkOvF5dXT2/+93F/OEPF+ByuYnFoni9pTz11IsZO3an4+qrr2TlyuVceeXVzJ//JQAvvfQ8xx9/0mYncNTubkRFQa7MHdwO0Gu0UO2oS8Zb1DnHsLYvc5HGoXT6wikBsJUlTlo6C4vBMUyTblWjMRZjv9ISetoCrFV03mzs4rgtRl4+pLWtAQURUxwyL4KMJpTT2dVI1ejsWXKhXsuSUVqZaulI4Cl3EVjbS3dHkNpRI7NYaAmB485cVNJRVYmJgNY9/FYRhmkQM6O45VSBI+MYVgxOlz9Cddx6U1nqpL1n0ws0zlvgTJ06dVCF4ssvvzylo7jNd5uhaeRDefLJR7nssj8PEhhz574DwLp1a/jTny7F7/dzzjlncMklVzB58pS0giUbQ8XL118v4KuvvuCqq65N1i1JJ8IkSeLVV9+hra2NPffcka22mowsp369Fy9exIIFX3HjjbekFScJfve733DKKadw9NHHomkGbrcn/j4G+8HTxdTU1tYyffrx/Pvfd3LIIYdRWlrGzTffiCzLGEZq3MH69WvRNC0pjBLU1dXR2tqScYzPP/8shx32Y0pLs1fc/c1vfscdd9zKOef8ioqKSj7++ENisRgvv/wGO+ywY8r+Z5/9K84++1cpr+eq/5Lgl788gxUrViT32W23PXj55deorPTS0xNE0/rnwOVyccEFF3HBBRdlfQ/Zrr106RLuuMOqtHz44QcNOu7440/K+zwAjY0NzJp1btLdN336kWy77XabTMBytLmJhhuuQ1WcLDn0DM6duV/W/U3TpNdsY7KrXyyO90xgXvdSIloUl5y75lWXL4LbMfi3VFfp5ovlHQWNXddNFofCeEWRLV1OFI+G0yOxsLuPoybUIosjK04Y7GujTKkEIdWqIii16NHc4434InjKnEhZLEp1o0tpX9hKR1vfiAWO2tmJVFqGKmS+nqgo6J4S1O7hx/1E4hYaj5Je4Awni8ofVJNxWdVlzoJdlt8GG6wOjs13i3Rp5ANZtmwpHR0d7LXXPlx66e+TAiMRxPr3v1/P448/S2VlFTfddAPTph3CRx99mdbacsUVF7No0deYpskee+zFhRdeRElJaYoFyTAMLr74d9x0023JImlAVhF2zTVXcuqpp3H//ffw1luvc9hhP05uCwT6mDHjKI477nhOP/0XOefi6quvpqfHekrdYostAKvHUMLtA+Dz9aY9x223/Ytbbvkbp556Ag6HgyOOOJK9994Pw0gNSE64j4a6jHIV4nvyyUf54x+vyrlo//znZ9DX18f06UdRWmrdkJ944rm04iYb+dR/Afjvfx8o6LwjvfbUqdvS3u4f8XkAxo0bn3G7LxhD1XRqyovfyDIf9FCIpltvJuYuQQgF2OqDZ/HNSC0NMJCOgI8wPsa4+l0z4zzjMbtN1vkb2KZqctbjTdOk0xdh63EVg16vrXATUw0CYZUSd+4YGsM0iZoma6NRdi/xIgoCY2u8+Np8hCWD5b4g21WOrLO5Q+jBlKvSX1+uxhlbh2maWRNkov4o5VXZP9/qcjeKR6GjNQA7jWjIqF1dUFGJN0cckuotR8vQeiQfQgmBk8aCowhOggUKnKhqZU1VlloPsFVlLpY3+nLO77fNsB2I+QYPz5w5c7iXsPmWyJRGPpBEKvLFF184SGAkUpPPOONsqqqqEQSB3/7296iqyqOPPpRibdl++x049NAjePHFV3nssWdYsmQxJ510HLqup1iQ7rnn3+y11z7JCrWJyrIDRZhhGGia1WsmIUxuuOFmZFlm2bL+1NBIJMIBB+zNjjvuxH/+c1/GufD7fTQ1NfK3v1mF4+bPt+Ziu+22p6amhgUL5if3Xb58WUqAcQK3280VV1zJK6+8xQsvvMJ5582io6MtJcUbLIFz0EEHc889/yESiRCLxTjggL2SWU7nnnsmZ501+He0YsVyOju72G+/HyYX7Xff/YD2dj+vvvpOilXl178+n/fe+5CXX36dl19+PdkXySZ/3vuqkQUrU12M3xbBhfPRerpZ8cOTEI77CZ7WdSyaNz/rMYvaVwEwaoDAqXLUIONktW9tzmv6gzFUzaCydHAF3MpSy/KTb+aMLxAj6hIxgYnxWDxJFBCjBqM9TuZ35c64zIZpmjiFXgwpvcAxpRpkIYauZhbChmESDUQpzVEMURQFZK+DztaRjRksF1XUW05FiSPrfqq3HHUELqqQZn1O7jRBxi7RRVAtzPqSSBEv81rjrihxomoG4eim1bRzRK0a8uGzzzLX27DZMMyd35R3sFcijfyWW+5INgh8443XmDBhYjLoM5GKfNhhR6RYeUaPtq4zMOPF4XBQX1/Pk08+mmJtueaaG5P/X1JSwp//fDUHHLAXv/rVWVRWVg4693vvvUNvby/Tpx9JY2MD3XET7fTpR6LrOtdccwOBQICXX36BMWPG0tTUyD//eTednZ1ompZ0J2maxiGH7E9NTS1PPfUCYIm6XXfdnf33PyB5vfnzvyIYDHH22eeyYMF8ysrcvPbaK4wbN4GddtqF88//Hffffw8nnXQqbrebf/3rDvbYY08+++zTlHn9/PNP2X77HZNxQy0tzSxbthRVtW4AQ60s//73vVxzzV84+ujDcTqdOBxO7rjj35xyyk/Tfm5TpmzN558vzPi52hSXrq51YOqEo8MPKvUFY5R7sy9k2QguXEC4ejSTt9sSMMHpwj//S9hnh4zHrOlpwCm4KZX73ZiCIFAm1NAUyOz+TNDpsxay2iFWq8qSuMDpCTFpbO5YoI7eMEEZKkQJz4DAXKciMdnj4qMuP5phDttNZWhBZCFGNIPAMSQrULenp4na+vTj7e0OYeomZTksOACyRylKoLHa1UVg1GQqSrK7ClVvGVpcrA6HsGp9jk4xVeA4JSftBQYZJwr7lXmsB9dEF/RARMNTpKy4YpC3wLn22mtpaGjgn//8J6Iocsghh2zIcdmMgA8XteYlcHKlkSeYO/cdFEUhEAgkg4kTFp6ddtoZj8c7KIjVMAyamprYYYcdMrq8EiQCQNetW5u0rCTO/dhjVmrxAw/cy333/ZcTTjiZW2/9O3/5i5VxtGTJN4wfP4Enn3yc+vp67rzzP8yf/yW3334rXq+X8vKK5Htra2vlr3+9nmeeeSJ+7oeRJDkpcAKBPt5663WAjHPxq1/9H8FggKOPPhxZlthyy0n89re/52c/OyXlfd1669859tgZnHLKTzEMgxtuuIaZM3/B3/9+a9p5qKqq5pZbsmcl2mwcIn1rCK5/mB3K6/nGv2/BxxuGyex5q1m/upszTtmJEk/hIsfUdYKLvsY3aTfqEgvqVtvgWLs863Ed4S4qHJUpbgMXZXSGc1sEEgJnVPVgq4ZDkXAqEq3d+bk22ntC9Aom4x2D3/uEuhJWdgbRMGkJRRlfkjm4NxtqxIqvSQiZoZhiKQYynZ1N1NanbyPS2NALQGkeAkf0ONB1k96uENVZMq6yYRoGWncX0a12pSyHsIt5y9F6ujENA6HA6tHQX8gvncBxy24i4cIETrffenhMfJdd8RT3YFiFio3jwk1H3gLnhRdeIBAI0N3dTU1NDU15lo7elPxx3wc03SAYUfF3LqS0enuENAF3CfJJIwdYv349Ho8nWSwQBlt5fvnL83j44QeYPv0EXC4XZ501E8PQk/11EoJlzJhxPPLIA1x44R+S577rLiu9eMaME9Kee6AIW7rUqj6cCCS9/fZ/MXHiRILBAKtXB1KEidfrZfbsF5NZNRdc8H9p39+XX37OX//6Z8aPn0B7exu77bYHP/rRwVxzzVWDgmIFQeCiiy7loosuTca9XH/9NUCqRWafffbn5ptv5KGH7gfgwAN/xO9+d3HOubbZtDBNk56mtwnp5biEABMdH2EY2w/qUZSLp19cRM/yLiQT3nplKdNPLCz2CSC8aiVGKARTBizOU7bF+dKTBLt6cJant0oEdB91ztRF30UpzeHVOWMmOn1hFFmkNI0o87hkOnvzFDjhGEHRYLRj8NO9Q5EgoiG7BdYFwsMWONFwO4aZJoMqgSCAWEY4lDlQt6XJj+KWUZwyup69Un9ljRsf0DMCgaP7fZiaRsST2wKmesswNQ29z49cXlHwtRJp4A4x1VLkltzopoaqqyhSftaXTl8El0NKlg5wxS04wUhxO62PlLwFzl133UVXV9egVNGlS3NXGh2YeWWz4QmGVXYaH6a34Q1kxYmnfJsRnS8fK88ll1zBddf9lSOO+BGRSJi2tjZuueUO2tvbaG9vSwqWysoq/v3vOznhhJOZMGEiPl8vN954LUBK36XEuRMibPr0I2lvb2PlyhXsu+/+HHzwocnqvbkCTNvbs2f77brr7imBpdnqtkDuYNVZs37LrFm/zXoOm02fsG85ariZiOtoZKWPMmMerV09jKlN7woZyvwV7fjX9lI9tozSKg9rFrayblUXEyeltzRkIrToazSXl5qpU/pfnLwtAiar533Ktken70QeNHyUK6mBxKVSBREtSkANUurIvEB3+iJ4XOmXCa9LTlp4ctFjGAgi1KfJXNQ1k7FeJ+sDw08zDgW6UM2StBlUCUypDIXMtXt6OkN4y/ITWKNqSmhwSPSOIHNIjQcNR7OkiCeIusvjx3QPS+BE9RgiEmKa+fEo8Y7ieiRvgeMPxnAq/Zlf/Rac72gMzp57Dq4fsMcee+R1XL772RQHf0hliyprwY8FG0cscPKx8kiSxJ/+dBUXXngRkyePxzAMfvOb8wbtc/vt/6Kurp7zzjufc8/9BU6nk1AoyPHHn8gf/3gV48aNz3B2i3yyd2xsik3Yt4SgXomrakt03YdDmEtry1LG1Obnqlq2uB0tqrPVjqPxlDlpWtvDFx+sK1jgRNatJVgzltIB/caEsnKoradvxUogVeBEtCgxwpQrlSnbqp1VoEFnuCu3wMnQBLLc68jbReUXDCplCUca90plqRNTEFkdCA87CycS7kEXs1tSDLEMRchc/8fvC1M/JFssE26njOSSRyRwtHgGqubNnWoe9VgiSOvugq22KvhaMT2GlGG5dyvO5D75EoyoKAMeAh2yiCB8hy04Q3n44YeLut93gSVLlnDttddiGAahUIgZM2Zw+umbVkn43kCEcqUTTIgGG7/Va+cjhvKpeWJjs6kQ7mskZNThBUypHEOsRIyuA/ITOP4GH1WjS/HG+zc5a720reomFIjiyRFYOpBIQwOxLVJdW9LosSgdqS06ALoiljumXKlI2VbvrYWgFaOzZXnmjuuWwElfo6WixMnKpvzS84OYjE5TlwpgVJWH9i4/fnR8MY0KZ+FBqrrqQ5RqyNbdyhRLcYpBguEYXvdgl5thmMSCKuVV+TeKlVwyvV2F149JoPt6QZJwleUWOILbg+B0JisfF0rUiCGRfl6dkjUX0QIETl9IxTmgtYQgCCiyaMXgbEIUvWd9IBDg7bff5sMPP0zbhPC7Snt7O2eccQYnn3wyjz32GPfeey933303Tz311MYe2iB8fRGcZhsxw0Ms1IxpFr+hnY3N9wFdC2Go3Tg8/QH7umMiJWJTxh58A+nzRdCCKqO36ndnjdmiAgRYuyr/lF+9rw/D78OZpheYOGoMzp52VC31d94RDyIul1MtOJVeL07BndwnE75AdNBCNpASj0JU1dHTFK8ciGYYhEWozCBwZEnEEbHmc7huKtHoQ1Syx7KYUhmSoNHQlioSAv4IpmFSWkCArOC0LDj5fBfSofl9mN7SFLGVDqdDRigtQ/cPr4t5TI8hZrBnKKIjvk/+4iQQVlOKPyqSSCCyabmohi1wli5dysyZM5k5cybt7e0ANDc3M23aNGbNmsVZZ53FT37yE0KhTa+64XB4+OGH8Xq9HHvssQBUV1dz4okncueddw77C74h0KNtCGi0RqdiGipqOP3TnY2NTXZiQSuRwuHpFxa6PAGHGEKL5q4qu2KFtZBWDAhCHV1bguR1sGZ5/k/i0SbLEuudOCFlmzR6LHIkxJqVqUkfzf52JBTcUqpVQhIF3JTREcoscGKqTiSmpyxkCRLF6fzB7Atjsz+CKUBVtn5TmkGpItEWyd+KkMDQY8hCFFPKHstiiNb2jo7UHmy9cVdbSUX+Qc4lFU7UmE4oUPiYATSfD9VVQqknt8XKoYiY3lI0f34Ws6FEs7ioFNG6fiEuqlBETYnNcigSfcHhzcWGYtgC55VXXuHrr79ml112weu1mhfecMMNdHR0sMcee3DaaaexevVqHnvssRxnKh7RaJRbb72V7bffnksvvTSv/e+8806OOOIIdthhB/bff3/+8Ic/0NDQkLLv//73P3bccbCJeOedd6atrW1QQbmNjYtWTGRijm0B8Vt3U9nYbC5EQ02ohhNT7F84E40cY+H2nMevXtmJq9SBY8BCIAgC9RPKaVjTg6rmZ+GONjZiiBJCvAfcQMRRVhXs5m9Wpmxr9nfgFcszxrS4hfKsqeJ9IUu4ZKrdk6hg7M+xqK3zWw+5mSw4AB6XQqUi0x4ufIFMFO8zxeyunsTnaOqpIqG3OwQCBbkN6+pK+48dBrrPh+ryDgrWzYTLIaG7S9B9w7XgqBldVLIQFzhG/nMfiekpFaxdDgl/aDMROB988AFXX301F154IV6vl+7ubt555x223XZbHnroIf74xz9y7bXXMmfOnGKONyMff/wxxx57LI8//nja/kBDiUQinH766dx7771ccMEFfPrpp9xzzz0sX76cGTNmpGSIrVu3LtkIMUFdndUgLp0g2lg4BR+GVEVtZQURs5JYqHljD8nG5jtJpK+BoFFjpRgnEDxopoNwMLfA6WkLUlWfuuiOGV+BaZh05dmNO9rUQLS8BsTUhVCsqQNJRupMtUq0hTqpSBNgnMBFaVaBk1isqjNkFnnjws0XjKbdnqApEMGJgDNL/ZaqMicOzRyWwNFivUBugYPgxBQcyKRWIPZ1h5DdCkIB6f/VNV4QrFTx4aD5fKjukryCql0OmZjTO2wLTszI5qKyhEq+MTimaRJV9ZTgc5dDIrC5xOA0NjZy0EEHJf+eO3cumqZx6qmnJl/bb7/98q6XMxJmz57NrFmzmDlzJpdccklex9xxxx189dVXXHTRRUybNg23283UqVO54447CIVCXHTRRYNiiMLhMI4hRaoSf29KbjiJCIgeFFkkqrvRtcI6/trY2FhEQs0IjlGDXxQEVMoJBbK7foOBKFpYpbI+NbPHW+4CATpa8iv1H1rXgFpVn3abIIpQOwpnT6rg6o31UuXKLHCcRil9aiDjwtYXFzi1GeJSEhVrfTlcNO1RlQopu5Wi3OvAjOh0RWNoRmEufz3mwzQFTNGbfUdBwBStVPGhYQW93WEkd2E5N6IoII8gk0rz9aK6cow5jsshEXG4h23BiWrRjC6qpAUnT4ET0wxMsz81PIHbKW9yaeLDFji6rg9qgPjGG28gSRKHHdafrihJUrJP0IZk3LhxzJkzh9NOOy0vNRwOh3nsscdQFIXp06cP2jZhwgT22WcfVqxYwdy5c5Ovu93ulI7Yib89nvwj7zc0khDFFKwnrqjhxNA2HfFlY/NdQdfCiGYUpzvVLYRcjRrJHkPT0mAtROW1qQuYKIkoXgdNTbkXK9M0UVuaUMakBhgnqR+NY4jAMU2TiBmkVM5s1Sh1WC4bfzS90ErE1ngz1MGRRAGHLNKbw0XVo+lUK9nFgyAIODUwTOiKFmbFiUZ6iJluyNKRO4EhluKWgymWht7uEFKGdPhsSC6Zvt7CA6NNw0D3+1Fd+RUJlCWRmNOLHujDzBHUnY6oHksKmaGIgoiIlLcFJxQPJB4afO51yZtcL6phC5zx48fz0UcfAZaLZt68eey+++5UVfVnDCxdupT6+vRPHsVk5513Lug6H3/8MaFQiKlTpybjhway225Wh9533nkn+dqECRPo6OgYtF8iuHr8+Ow1XL5NZCGCKcafuAQXWoFN1Gxsisn/FjZvcrUx8iERRGxKqZk5olKNZPRkTS5oa+1DdEg4M3TaLql0056HBUf3+xHUGI5RozLvVFOHwz/Y1RTRIxhoeOTMC2h1vMCcL5be7dEXiqHIYtZeS06HRE9fZhdVTDeIYlKZQ+AAKPFMsELdVOFQDzr5CQVTLMMphugdYHXSdYNgXxTnMPqEiQ6ZvjyLHQ5EDwTAMIjlacEBLGuPaaL3Fe6mimgxlAwCB0BCQc0ziyoUFzGuIbFDXrdCJKZvUkk3w66DM336dC6++GL2228/FixYgK7rg9xTq1at4rrrrmO77dL3/diYJOJrxo1L/1SUECwD43D2339/Xn311UH7LViwgLq6OrbZZmTF9IqJTBQjbsFxuUpsgWODGtP4+osmGtb0cMSMH+DKsOgWi5Aa4oXlb7OofRlbCrvjWa+w53Yb/kEnE6phsKw3hFsWmVSWn7VVi/YApC39b8pViIKOHvMhOyvSHt/S5MNdmnnBrKr1sqrRh6bpyFmyi9RO66FKqMhSObmiGjkWIRYI4CixFnpf3CrjlTIv/PWlVeADXzT9gukPxXAo2Z+B3U452Vk6HV1Ra9Esy5ZBFUdGwCsLBQscNdKLKZWST/SMKXpRhDBd/jDj49ltwb4opgnuHB29047ZJeNv6Su4QGHC1aR78m/zoDqtfTWfr+BqxlE9hlvK/P5EZKJ5BhmHM1lwnAqGaRJTjYylBb5thi1wfvrTn7Jw4UJeecWqMHvyySczbdo0AN566y1mzZoFwLnnnluEYRaXzk7LvFyeoX9LWVnZoP0AZs6cydNPP83s2bM5+uij6e7u5umnn+b8888vuPKmKAoF9bLJReIJSzN0JCGGKbmRJAHFXYIYiPHyh6uZcUBquXabzCTmdCSdgjcV5jyzhMY13WDCo08t4Nyz9sx9ENC9fBU9zz1NbPVKJlz4O7zb5vewcte8Z2lQl1Ail7HCfJ+6rjHsI1nd5vOdT18gyoeLWjEMk71+MIqa8uH1KOoMR/nn4gYC8Yyl/UZVcMwWdYg5frOhUCea6URS0lzXYVUhNtROZG964eHrDlM7vhxJSn+dqroSVpnQ2xVm1NjM6c1Gj2VJEquqEIacS4zPpVhVjQEE2zrwVFjnCupWAHOpozTjGCrcXkQkAlogbWuSvpCKU5EyHg+WW6I3EM3Y2qRXtRbDCkXOeh6AqjIX5ZJGR1TN2SplIKbeh+wcDTnODyDIXkSi+PvCyWsk0rxL4t8xa17zcwOVlDvpW9eLrhkFPThEgpaodFZW5pyXBGpCDAX7CpofsOJrnLIj47UkZFQzv3mPatZvyeMa/Jl6PZaciKg63njq+8a+jw5b4CiKws0338xVV12FIAiDXD37778/b7/9NgCjsplWNxLhsFXzQEnTFwX6g4cT+4GVMXX//fdz7bXX8thjjxEMBjnnnHM45ZTUTtK5qKrybpAmpLoeQxDA7S1H9LoxxHK0AFR4TDREais3nS6v3xXKyr7bcxYKxVi/qovyraowIhrBjiAlJU6UPFwGXz7wIFKwD9NbwdK7H+BHd9+OlONJ/L2Fq2hQl/DDMQeyU/Wu/Hvx7SzTP6aszHL75jOf/mCMax76kLbuEKIg8PYXjfz13H0ZnyYjKRtrW3zc/tkaZJfMX/afytdtPp5d0cLEyhJ+tGVd1mNXLupEUCopLU0dr2m6iHbJSIKPyspUF4Ma04iFVOpGl6c9HsDjdoIAQX+Uyu0zuymCQR+6w0VlXebWDp4xowkAek83lZVWKYtAp5VcMKqiBoeUOfXZJXqJCuG07yMY1fC4lIzvAaCq3M2a5vTzABDq7kMCaso9Oe95WzoUVrR00h3TMp5vKKZpIhHCWVKFlGWcCQypEq0PZDmavMa6FZZ7b9QY64HX68k/VXz0mHJaFraBQd5jBlBVa22pHj8q6/wORCq1xKtTixR0LQDVVClxuTNeSxEdCJKR33kly7pZU1ViNUuNU11hiVnJIaecZ2PdR4ctcBKUlKSa2FwuF2PHWtU/m5ubGTNmzEgvU1TcbmuyM6WTJ4KHE/sl2G677Xj00UdHfP3u7mDRLThlZW5a26yYoFBUwjTCCKqIA6jy6rz/xXoO3i1LoKLNIBJz6veH0fVNqxq0aZo0tAcYX5c7xfSl15aBCT/Yvh7TMPno5aW8/cYy9tp3i6zHRRobcTWvhRNnQlkF3Hc7nzz2Mtsek76pY4LXlr+DKIhMde+IEFXYrXJvPun6gPauXuqqK3LOp2maXPPg57R1hzjxoK0wTHh/fjN/vedjbvjVPgX9bp5dsJ6IIrC35GD2mysQRYHRboknFzUwXpKoLs1sFQoHO3G5K+nrS1+KXzdK8fe04SxPzVJsb7GezmWXmPF4ANmt0Liuh0nbpglkjtOzvomYtyLteURJxOtxEhIdmJJMx5pGRvVY41nV2oqMQjRkECXzGBymhzZfFz09ad5Hd4gSt5L1PXgcEv5gLO3xAA09QVwGBPKsUBwLxOjSRbq7A3k9BOpaGAGDiKpgZBlnAkFTcADRcG9yzK3NPiSnlDQABUNRjDx/8564paKxoQeXN38Ljq+5HcPpQlakrPM7kJAGoseDr6UDJcN8Z0LVYwhG5u+jYEj4QsGMn+NAOroCCAJEwlGikf7PyNAtgdPc5qcinpG2oe6j+Qq8EQucXBxyyCEsWbJkQ1+mIBId0X0ZUu788VoDQ+veFAvDMDEKTIXMh2DAhwvQTSembiKY1g1cEWJ0+yNoacq522RH141Nbt5WN7YTa3mMj5ZVsuvuM5Ad6V0chmnSsqYbb7kLp8eySpZUuVm+tIPd9kytijuQtXNeR3d5EbbeASQZYattCP3vfbRph2Q8xjRNmvRlbFu2AwoudN1kC88UPuyay7yVX3NC9Q9zzufbXzSyutnPnlPr2Gq09UTd0hHko2/a+HBRC3tvl59F2DRN1mkqE90Oti73QoV1Qxyr67zQ1cNrq9s55QeZBb8DP4YwEV1P/ztVTQ/RcG/a99LRarmHXCXOjMcDiE6Zrs5g1vkItrRhlFdmOI91nGmCWV5JtL0jea5WfzceqSTr9QEU001vxJ92DP5gjNFVnqznKHUraLpJKKwOeppP0BmO4TDIOY4Eo0tcNMci9EU1PHnE7ahh616tmx6MfK5hunEAohFKvmdfTxjZKScFjqEbeY9XdkgIooCvO1zQfSLW04PmKkEWxLyv5XZK4C0l1pP+e5cJzdAwMHAIjozXkkWFUDS/NSIQUlEkESuZq/98jngpAH8glnKejXUfHZHAicVifPDBB6xdu5ZQaPg9Ob5ttt12W8Cq5ZOOROG+TSl4OB/0eEq4Kbjj/7UEjmCG0XQXmm4gbwYxJZsrhmHS6QtTV5k9ELaj6UNGOYI4pCjNyx9lwvbnpd2vszeM5osyepua5GsVNV5aG3qznt80DNQvP0XYZW+QrFuEOWU7XG++hBaLITvSByu2BjuIEmSip7/bcZVSQ6lUzmfNiziBH2a9rqoZfL7UskLusW2/C+kHW1axutXP7A/Xsee29TnjZwDW9YUJizDFPdhKUypJbOF0sCIYyRgYaugxFDFCVKrIeH5DKCGWoV1DS4sfySkh56hQ6y515CwSp3Z2Ik3cOus+YAUhJ+J1AHojfkqU3AGsbrGEnkhqTR/TNAlFNSpKs7tr3PEU8mBESytwuqIqrgLWtXqvE2IRuqNqXgJH1ywxaYp5luoQXJiISGb/vPf5o0gZGormPJ0gWKniBWZS6X4/qrukoAW4xKWge0oK7keVqG/jkjN/lrKgENHyTBOPamljdRIVmTelrMlhC5wVK1Zwzjnn0NbWllXYbIhYk5Gy11574fF4WLZsGaFQKKWOzZdffgnAwQcfvDGGN2wMPWzpaSH+RRac1t9GhFFVHhau6mLXrTeMVcpm+Lz1eQP77TCaN75sIBbVOemgzAHhqhqkTvkGzbUDqjgGOfQKaqQDxZX6ua5d24OhGVSN6o9dKa1y07i8k2hExelKb1KPNjcjRcMYk7ftf3HiZERDZ9XHC9jmgD3SHvdVyzJAYIy7v2yCIAhs6Z3Mcv/ynA9Ai9d00dwVZJvxFck+R2AFn+69XT0v/m8tS9Z284MtM8ejJHi/qRuXCaPTxNlt6XKxJhqjNRxjdJp4C7/fylxKl0GVfF9yKaa2Nu221mY/ngzVfwdSXuFm/Xofum6kDcI0DQN8PSj5WJLLK5HXr0v+GTaCVMvZm08ClDlKWBlNbfMQimqYpmWhyUaiT1UwolI5RAyphoE/plFh5r8GlMatAJ2hKOO8uedQVwsVOFZBQFkYIHB8EaSywjOoEohOCX+hAqcvgOYsrH5amcdBRPHgKbDYXzQpcDK/R0VUiOr5ub3CUQ0lzfdVFAUUSSS4CTXcHLbAue666+jr6+PUU09l0qRJeDypQWSmaXLFFVeMeJDFxu12c9ppp3H33Xfz/PPPc9pppyW3NTQ08NFHHzFlyhQOPPDAjTjKwjH0ECYuEOJfPkEEwYVgRqgpdzN/VSfbTBi8eNhsOBav6cq5GOuGQUdvmHs/WU2LW2ArPftisG71p8iCieraHQQFPSgT6l1C+ajURbCp2boRegdkIJVWWTfV1mY/E7dKP7aG+YsxEWDMgPpOdaMw3R56Fy2GDAJnSedKquU6HOLghW4L7yQW+r9gcfM6xnoyL9ZfLu+gL6Syy5SalG1bj6ugxK3w7NzVOedUM0xWBMJs63alfcAa7VCQTFjY3ZdW4LR1tOAGjDQ1cBJIjnKEaBRDjyEOSb/t80UYNaEi6xgBKqs9rAf8vWEqq1NjCnS/H1HXMCpyCzqzogr5mwXJvyNGEK80NssRFtWeChZFwqiGhiL2LweJ/lKeHPeKRDXbYJoS/T1RDRMoLcBq7BAEJGBtT4ida3MLtEjEj27KIOQvUEzBgyJE4mECJsG+KKU1wy/WKjtlfL35xdEk0AN9qGkeSrLhdEj4nR70nsL6CyYsOI4saeIOUcFfQKG/TNlWsiQQieXXY+3bYNgCZ/78+fzjH//IKQIuv/zy4V5igzJr1iw+//xzbr75ZmpqajjwwANZu3Ytl156KS6Xi5tuugkpR3nxTQ49jCkOfuox4wIHYPstqnj90/Ucf8CkjTG67xXr2/t49ZP1TBpbjitDN2aA5s4g7nInbcRwigKrHSYre4JMzhBEF+5bT4mzHuLFHH3aWBzd31A+6oCUfUO+KA6XjDKgQqun1IkgCaxb25NR4HR/s4yK2npwDvguCSJMmISzeU3aY0zTpCmynu3Ktk/ZNtplxbq8+fUCztjr0IzHN3YEKXErjKlJfe+CILDN+AoWr+2myx/J2B8JYH0gjA5MdKffRxIEKnVY2NXH1pLClqMHL6Q+fxcuSQQhc+aHrJRB1Gr0KEr9gswwTLSIhjuPpo2eMmsfX3d6gaN2xctUZKuBk6C8CjkaxoiEEV1uooSy1sBJHubsr2Zc7e5v65BotDm0Y/RQXM5+F9VQEhWJy7M02RyKIAiUShLNWWrrDCQU8qFTWIaOKXpxSmH8oRiSbsVDisN0UQFUVXtoXtZZUC0cta8PoXqLgq+lOb0FF/pL1LdJ9JxKh0NyEI3lJ3CCETWtBQesoOJYnk1kvw2GHZAhyzJ77pm7nsbQppUbim222YZtttmGyy67DIDnn38++dpzzz2Xsr/L5eLBBx/kF7/4Bbfccgt77LEHv/jFL5g8eTIvvPACU6dO/VbGXUwEM5JyUzZFN4JhPV3IkohTkVi2onODBDl/F9lQcWOfLWmnvtLNVfd/xj+f/zqjX3p1s59G2cQjiRxXVYlHFHi3IX0bANM0cQvtGPLo5GuSd2v0aHuyMN1AYsHYIOsNgCAKeCvcNDemN3PHVB1XRxOMnZh6/YmTcLU3YqipN8KOcCdRM8g4d+pxDtFJhVJFa6gl7TUBWrtCdPkjbDm6LOMiMWVcOZGYzv8WZG8gu8IXQjahKksMx1hFoSem8dSHa+gY8vQtGEGrr1G2xUqy3H5abPA8BvoikGfROGe8uaOvJ/3Tv5qow1WeuZ9UkrgIUru66A2F0FGzVjFOkBBBQ6sZJ/pQuXO0L0hUs01nwemNaohAeYEtEEoliYCe3yIZi/ZhCIVZX0zRi1OM0BuI0hcXUuIICtOVV7gxNINYnm0KTNNEDwRQSgsrewCgOdzowWBB961YvEKxnMXK5ZQcqHkW+guGNZwZCkBK4mZiwdlzzz1ZsWIFO+64Y9b9XnjhhZR+TxuCZcuWFXyM0+lk1qxZyaKE33VEM5LVggNQZsA7zy6ic49x7HfIplv8b11bH/PiC9nPDt8wwd4vzFtNZ2+YY/bbkvqq4vUT6/ZHkET45Jt2FFlk/spOPO+sZL8dRzNlXMWgfXtDMdodOjt63DhFkYkuJytC6QNgddWHQwwTHSBwFM8WEIOlK5ew/Q/2HbS/GlSpmZBqGaio8dC6rjft2FesbsPV2465bxrL7NiJiIZOuKkZ7xZbDNrU0Gc11a13jU49Dqh11tMd7qAvFEvGbQzko0Ut9IVUthqTuejduNoS3A6JJet7OS7jXrCkJ0ClKWZ9mp5U7mVBTw9Tptby1YoODt+jP6tMIpSzcaMpWsJAVwcLg6Zm629XHmX/EwGqvRkETqyrC11xIrjysFDERZDa1cnK+JN4PhYcb1wE+aNDBY61KA4txz8UURSQJSGtBac3puEShJxurqGUSCLt5LeAm1oQcjXZHHqM6EEWwnT5IpSqVgS0kKNiczYc8TglX2+EulG536sZiyFoKq6K3C64oahOFxgGRjiE5MnvfSdicLJZcFyyE83Is1VDRKWyLL2FUpIEorFNJwZn2J/qpZdeyi233MLixYuz7pewqNhseCQhknRdJBFcYFgCR1N1VnzRhOiQWPhZI6uXWcGUhmFm7SezMfhiaTu7bV2LU5E2iJXFH4rh6W5h/yWv0n7tn9F6Uy0gA1myrpuPF7fm1Uyuob2P3kCMUFRj3+3rqa/08OWKTj5f2p5S1t5vGGimSb3DuvmMdTpQBWhNU64+5F8PgC4PSJUWXRhiCX3+5kFWOU3T0SNaigUHoKTCjRbR0LTUJy3/qjUIppnWgkON1W6hY3mqm6o52IYDD24pvVCsc9XjNzpZtj51ng3TZHVrH6IAW2Qp5ieKAhNHlaZYXBLMW9jMooYe2qMqW+QIUC1xyFTJMl26TmBAB2TDMFEIYwq5OlNLqIYLfYjlY/U66/3lI3DAatbYmyGTKtjRhe7J8ym/pBQT0Ht9rOmwLD/ePCw4LtGNgIgvNrgvVqc/gizlV3FdkSUCab6vvpiKYoC7QOtIqSQRE0DLp6mkEYQM37lMmIIXkTBd/hDBQAyHU8pZwDIbiX5jK9akz6obih6w5loehgUnpljvVe8L5H9MQuBk6UXlEBU08hMmoaiGK0OhUEUSk72qNgWGLXCuuOIKuru7OfHEEznooIM45ZRTmDlzZso/m28Pif5O4glMsd+C07S8EzWqscfhk5HLnHz1sbVgvr+giRfmrc65ePsCUZ58Z0Wym+yGossXRpKsJ3C3Sx7UGG8gXyxrR0tTPMofitHeHWT1sg6MDDfJNc0+xn72GkJHC0qgl9Z33886phWNPnxGJ//66Hnagu1Z923tDrFkXQ9bjSljh61qOHjXsQTCKi6HzIKV/e4nwzDxCQayIFAdj1OoUxQEE1b4UjMafN1riZplKSLWlKqpcvcxf8C5m+OWhHQCJ7H49vlSRa3R0ogpyVCbpneUy43hLaN7zfqUTau7GykTMwfD1jpHoZoxVrSnupe+WdtNIKwypsabs4fNuNoSegNRfMHoILEUjem0doWYt9qagy08uTNwRjsdtKoqomjij7tkOnrDOKVwTgsOQMz0oA2x4PR0h3G4ZaQ8S+m7S530dKcXOKHObijNbNEahCihu7wEO7vwx8VKJrE5EEEQcOCiOzT4fXT7Ism031w4FTHtA5IvpuEwC8+kLZEkTAHWdeXO6hHNMEIelqqBmKIHATDUEMG+KC6PI2ucXC6c8aJ2re35iQ49EN8vTwvMQIy4NU8PDkPgZIvBER2YGOhGbvdSJKZn/J0qsrhJuaiGLXA+/fRTli+3Uj9bW1tZsGABn376aco/m28PiUiyBk4CU3AjmNYTb097gMr6UjylLkZvUUF7ax8tHQG6/FF226aWZ95byXPvr+b591fx0aLWlPMvWdfD+LoSXpi3uijjXbCyk8+WpNbg+PCbVrrLJP7n7yPqEmnpTL3RvTe/ibaeEK99MnixNUyTJ99czuynvub15xezeH76uI/W9e3IrY2YPzwctt6eng8/yDrWZnUVL3U8xCrjM+5b+GRWq5IvGKOjN8KO8SDeUVUe6ircrGzy4Qv2i7WmzgARh0idIidru0iCQJUosqAtNZAwGmrEHGi9SbxnqQan0MPalv5j1q/vBcCTRuAk4kP8PakLq+LrgspqENPfwIS6esyO1O9Gg7+FsaWZi/DVOS3B1K11pGxbtr6HLl+EcbW5F6pxtV5ME+5+6Rve+bKJaPxm+t5XTUwZV45cqiDrJu48MnfqFYWwYVBV7WX+CksYrWy03ID5CJyo7kEfEoOjhdW8rTcAZeUuwoFYWiGu9vYil+XvxhDLylm3spmIbv3enWJukQeWFaczMESo9UVzxt8kj3fIg77XCSyBU3iZkJL4Z7emK/sibpo6EpHCLTjxz1Y0gwQDUWSnlDOYOhuiJKI4ZaJp4pDSkRQ47sIFjhTvHJA8Rx5E9RgCAiKZBascFz/RHJlUmm6gG6ZVdDANiizlZeX+thi2wBEEgbfffjvrv7feequYY7XJgmkaSIKKOSRF1xRcYEYxDR1/V4iyeDrkqLHlYMK7H65jm/EVOGSJPabWs93ESradWEVHSxctL8/GiPS7Azp8EapKXSiyiFEEt9HqZj9NacRLl6qxIhqlORpjlanRPORJrssXQQgvY+vK1TgUkZWNvcltLZ1BvAEVLRjDXerk888a0l7buS4eszV5W9hxd5w97YQbUi0TYAUFrjcWMtY1gaPqT6Ax3MCirszVuTvjNTHG1lo3MEEQGF9XQktXCN0wk1anhWu68GMwakitlokeF20xFcM06YqfyzRNJKMX0ZGaQm1INYhGAIek4gtYT9JtbQEUl4yS5knL6VZAgPaO1LlXerugOkufppp6lJ7BIqXDHyCMnxpH5rRXj+ylVCnFp7ejD1jMVc0gFNEJRrS02VMply9341BEvG6ZHSdVs3R9j2UJC8VwOWQCosm4PHsJ1SkyAuATTHrjFojuviAi0bwEjooXdYiLSovouAsQOOUVlggJ9qUuLGLQj1CAwBFKy3DHgvijQVyiG1HI7/buUbx0hwa7qEJRLW+B43HJybTyBIZp4o9bcArFI1rj7kwjmgaiayEEwUr7Loh4zRyRMMG+GKogDLuZawKnW0bN07KtJbKghmHBUUotgWMUIHBiRgwJJaslLeG+iuUINI7GM6RcGSw4DkVM7rMpMGyBoygKY8eOzfpv3LhxjB6dPujQprgYSeU95OYqOhGAkM+PrhqUxxcRb7kL2SFRKYmp1Y39vWz99kP0vfgMzf+6C1OzfriJhdnrUugeUNjq69WdaV1F2egLWY1BNd0YdGxHb5iYQ0IWYOcSL726TnBI0NrnSxuY6P4MJfQxY6oU1rX135xXNPrQAzFqx5YzYWotkZ4IoTQ3Su/6ZTBuInhLYdJUdJeHdW+ld1Ot6GzERys7lO/Klt4pVDCG2avfyPjeunxRyr2OQfWGRlV76A1EqfA6WLLO8tX3RC2vd+0QgVMhyxgCfLaygyfeXkF7TwhDCyAJGmaa6rqGZFmKxlaEWRHPjgr4IxkzeQRRwOFWaG3rS9mm+LugKrNQMWtG4ezrZtX6/niD1+Z/A0BVFoEDUOceRUz20dDWf3Ne3tCTFMujq3MvVKIoMLbGS5cvSlWpk/XtAZY39FJf6cYwTbpVjZoMTXSH4hBFyiWJLk0jpumWVU6zRF8+AgepJCUGR49ouPLIoEqQsPYE0rh4pHAAsyRPFxVASRluNUR1lYhLyj912it7CGmDxW5M1TMuYimXdSspQcZ9qoYBKMOozq8IAjIQSBMjNhAjWeSvwCBjob+FTaAviikLI67w7vQo6HlaLvwdPRiSDErhxQU9Xg+m4ijYgiPmyCdSREdy32zE4kHZ6RIFAJyyRFTddFrbDPtTXbhwYV77vfPOO8O9hE0B6Jp1gzSHBJKZWH8He/oQBCirtm58giBQXuulN81TvPD68wixKA17HUVo2VK6XnoBVTOSQayV8YUF4MX/reHr1d005Ol/Buvp7qNFrWw5uozR1R4WDwjOm7+ik5hLpFZWqI8HsvWa/T8Y0zQp0RcjmCoCGk59zaAflL8vQrA3TFmNh9rx5SDAqqWDY2b6+sKUtqzGnPID6wVJQhy/JaG16Wu8vLfuI5yCm628WyMIAtuV7kRjoDkZ6zCUnr5oijViTLzOSVTVWbSmm+bOAEZ8ASkfEuCY+Hthk48f7TKW9xe00NhsFfcyxIqU65lSBSYiJbKPtrjbSQtruDyZb6CeUic9XYODdQ1VRQn6MKuzCJWaegTDYOn8FQCsbfETFqxYmKo01qWBVDmridDHquZ+t86alj4CYTVFEGZjXG0JjZ3W903VdJY19FJX4aZH09GBmjw6pSfHpMh0qxpet8LS9b14nYnfUe5FU5S8YMYw4tkn4YiKoep51cBJkBA46wZYIQGMaBRJjUGBAoeAn6gRxl2AwHFJbmLm4OD3mGbkzKBK4HXJSVdhAl/8oUTOs8/SQARBwC2JRHJYiRNVjMm3inHyAjImCl6nSigQRRhBgHECp1tBj+ZnufB19GC6c5QhyIDHJaO7PAXF4Ki6ipRD4MiCtT2WQ+D0W3DSn8/lkDaPOjhD0XWd7u78oshtik/SgjM0Uj7+d7C3D2+Fe1C2QEWtF39naHBNnGgEVnyDudeB1Bz0I3qn7IL/449Y0+KjOp4aWO510NYTIhhRiRlR1KplPLfyZZoDqbEZQzFNk7tf/obn51n1R6pKXaxr7RcK/nCMTk2jzqFQJkk4BQG/0C9glq3rYox7KZpze3R5DHJ0OeaA8Yf8MUwTyqo9KE4ZR5mTdSsHfy/XLFqJqKkwfsv+F+tG4+xJjQ8BWBVYyeSSbZEEa+62rrR6La3oSY1F8gejVpPCIdaIihIHLodES3eIKWMreOj1ZThKFByCgEsc/DMsES1veXW9F1EUqCpz0tjaiAmY6arrChKmVIVkdCWFqBbVcHoyCwZPiYPYkJgBtaPDyqDKYsFJBB97g13M+XAtH3/Tiujpo0yuwCFmfyKtclXh13oID3jaj6o6LV2hvKw3CUZXeYipBj2BKIIgEIlpCIJAp6YiAFUFFJarkmW6NY1RVR5emLea+rJ4A8s8rAKK08qCMeLWj+aW/FPEE8iKhKSILF89+DsaS2T1FSBwzJJSCPiJ6CFcQ7Mps+AS0wgcNXMgacrxDpnYEGtLb9yaIQ1D4AB4RYlojlTxob33CsEU3XgkFdMEcQQp4gkcHgVD1fNKwAj3+BCH4Z4CcMgiutNdsAVHIvvDQ8KCk6iZk/FccSGbru8YgNMpoW5CzYlH/Mk+88wznHzyyey8887sv//+AHzyySdcfvnltLWlBpDabBgMPYMFJ/532B+gfEg58rJqD4ZuEBqYurzsawRdg+12tkqDj5+K1t3F4g+/prbcupGIooCqGSxa3U2r4wu+8H1Ig7qMexY9gmZk/4F/8k0bn3zThiILPP72Cjp9EbS4QNF0g7BpEjNNKz5CEKhVFAKitU3VDL5ZvRaJGLpjKzTHNohaA0K8cV40pqMGooiSVcwOwFvhprNz8M2gfWU81qamP1PIrB2FEvKjBgdbtIJqiIDRy1h3f9n7UqUMN+Ws7E0VOIvWdGOYZtJik0AQBEZXeWjpClHiVvjxnhMIGAblaaplC4JAmSzhi7sGx1R7GVUWxRRLQUi/eBtiBYLuQ9MMGtr7MGJ61oXWVeJAGyJwQk3xDKdsFhxPCabbwyg9wKSx5ew8uZYetZtKR+5qu5XOanRTJ2BYQsAXjCEJAm3dobzibxLUVlqfbXtPmIl1JWwZ77XVqWpUyhJyAU/G1bKMAUREyzLplCKYSP393LLgdCRq4Vjfmda4683lLazui8vjwIjpg6wgvpZ4RlyBFhxB19HDAVwFBN66JTcxIklXoWmaqLqRd2aRyyGh6eYgV7MvpuEQBdx5WoGG4hFFYkJ2gWPoIXRTAaHwa5iCCzGefFE+wvgbsCw4hmrQ3p0780sIB8E7PIEjCIJV7C+Q3nqcjpgey8OCoyT3zUbCguPIkCXodsjohjkozm5jMmyBo+s6v/71r/nTn/7EwoULUVU1mVlSU1PD559/zsyZM22rzreErmW34KjRCCUVg5903PHmeOEBadjC4q8wx28JZRUAjN1tR3SHiymBdYMaAuq6yaquJpaFFrJ31YHsIhxNR7iTd9bPyzhGVTN49M3lbL9lFUftswUuh8w3a7utG6qm09DWh+6VEIAa2Rp3nSITkuD1z9bz3Pur2HpU/CYsVWIo4xEwccZdJGta/IgRjdIqT7J+R1W1h3Aghq4bmKZJtz+Cy9+J6fYMDvKrs2LFelauHTTmNT5LDNW7xgx6vVocw9Iuq0lhKKIlv/tL1/UiCgJ1lalPlaOqvbR2hTBN08o80XXKMpjHyyVrewJB92Vt/mhKpQhGHx6XwkcLWsAkqwXH5XVg6ibhAfVL+hqbMBSHFZeUCUGAiioEX//v2q/2Ui7nrrZb5bRihfp0y0X1zZouXE4J3TAZVUChRa9LocSt0NEbxuNSKPNa3+NuTUum2+dLotpxl6px4E5j8qtinCAuIhparQe5rng9G0eOBpVDcXoUBM2gu6//QaOrKf5wmG+a+IB9xUCgQBeVBwON9l5LoAXCKppm5B2D40o23Ox/uOmNaXglKWOsRi7ckkiuurqGFkIz83cHDkJ0g259XrV1haWZpyPxW2toyS08xEgI3MO/pu70oAdzC6kEUSOfGBwluW82Eu4nJYPASbg1o7HvuMB55JFHmDt3LieffDKPPvrooFibSZMmMXv2bMaOHcv9999flIHaZCdhwRkqcBIWHFnSU4JOHS6rXkc4EeAYi8LqZZjb7ZzcR5BlxKnbo6xYNOhYTTdYoX5KqVzGTuW7Ue2qY8/aPXl93btohoamGzz97ko+XtyafDJc1eQjGNEYV+tlTLWXKePKWbq+l4oSB43tAVY1+zEdEmWShBIXKDWKjA6UVbrZZnwFLrEPExlT8GKKJZgIKFg3lcaOAFF/lLIB7o7SCjeY8PK7K3n87RXM+Wgd1arfyhQauIhV12EKIr2r1yZfWrS6kw9XLUHBlbKAb105ifZIB32xAI++uYzGDmtxaO0OUVnqSBu0WF/pJhTV4p2aTfy6TlmGfmcVsoRvgNlfNHox0gQYJzDFMgSjj9pyJw1NcVdJFoGTiBNZ39gfJBtuaUGvqMm9uJdXQVzgmKaJX/NRpmQeW4IKRzkCAmHTh6rpdPqjBONF9hLWwXypq3DTNqACsGGa+DSdigIFjiKKlMUDjQVB6Bc4eZBwjaxrbicc1QgGYsgOKW1n8Gy4PApmTKfT1/9+fK2dmLI8uB9YLryWwJGChbuoANbGCwR29IYxTPJ2USVShge2a/DFVNyCMGyBY1lwsrdS0bUwmjm8LuCm4EKIF0AtKSBmKhOJYn+dGYo2Jq9rmkiR0LAyqBJoBbqoYloeLqq8LTiWcMkkcJS4u29TyaQatsB58cUXufzyy7nqqqvYbbfdGDNm8BOuw+Hg97//vR1k/C2hx7+Y5tB+I/EvriTpSYtNcpMg4C5x9Ftw2poQDAMmDG7GaU7eDqGzDQaYRd0ukS4a2K5sZyRBZlSlh2jbaCJ6hI/WfsPrn65nq9FlhCIa36y1FsPFa7sp9Sg4FAlFFpk6oQJf0IqZWd3iJxTVCJsm3gELhDcuAFTRelIUjF4rk0gQrNgTsRSHEMAwTEJhlWhIpaSif1FINDSUdZNdJtewzfgKxK72Qe4pawcZs6qGUIOVVt7cGeSrZR20hJupdYxKSbGcUGJV+v10/VJGV3tZuKoLsNwulaXpF6XK+Pz39kWJGCaqaaYEGCcolySipknEMMA04xacirT7AhhiKQIGpa4YY+LvP5eLCmDtgGJ5Wntb9vib5OAqIR4jEtZDaKZKmZw7nVkSZcqUcnQlQFtP2BI5vjBlHiXvxTRBXaWb9gECp0/XMYDKYQSMJuJwIN6HKo8AY2tnCVNwUVdmsnR9D1oke9xTJpxeB2pEo7O3P5NKCPgt91QhgahxC44jFC7YRQXQ0G19pi3xwoP5BhknLD0Dqxn7VQ1ZtwKQh4NXEjEF8GXo4QYjs+CYohuRCA63nFe15lwkPnc1Ry2cvpCKHAsXQeDk76KK6NGkCyoTUtz1nTuLKrsFxxH//UU2kXYNwxY4a9asydljavLkyTQ3Z2+MZ1MckhacFFNk3IKjGMmnjIG4S539FpzmhngV2yEF20aPt/7b2ph8yVnRi47KFh4r4LbErbDDqC3xSqV80vA1boeM160wutrDmrjZ9utVXUwaU4YWDzycUFeK2ymzqslPKKqjagZBQ8c7oMhcoiZGMO7fF/XBlgxTLMMjB+kLxZJBs84BC3vCSqUY8dgWjwJd7Zhpar0IdaMhXsRu7ldN7Dipmm6tlXHecSn7lkilKIKTdxYvZdKYMsJRjdauoNWnpTT9Tbci/qTYE4gm3U+ZLDgJ4dOr6QhmEIH0KeID5wFANPqo8zoRJQE5i2hQHBKCKNDTPSCTyteLVJ25GnHyWuWV4O8F08Sv9VrvIw8LDkC5UklM7GNNvNJyhy9CTUXhQaJ1lW4CYTVZFr43bu0q1IIDlijqjaeJC2YYswDrhym48SgxGjsCaDEt7W8sFy6PghbTCQ4QCGKor7D4GwDFgel04gkbBaWJJ8RQULWETXtC4BToouoekOrep+qgGXnX0hlK4nff7E/flgOsGBzVGKbAEdxIYnRYn1c6ZEVClATULIIMoKUrgBwJYY5E4DjcGIFA3i1solosmSWVCUEQkJDzjsGRMojChPCJbSKp4iMq9Keq2T/M1tZWpAw3cJviYmgxDFOCocW9BAHDkHC5rfonQ7EsONaNSWhpgFFjYehnVlmF6XRBa1PypXWhNXgkLzWOfktIeYmTLb2T6RbWJbNiBEEgpuoEwirr2wPIksj4unglUVFgYn0JTZ0BQhEVURAI6sYgC44kCLhFgVA8aE3QewZZMkypDJcUoDfQL3AGpkcLgoCnbICI6/MhxKJQkypwzLrROLrbrbYKTgmf2kvECFPvHJOyryAIVDuqqa6zXBtlXifPzVtNKKplFDiKLFLiVujpi+LXdQSsvjvpSLwe0HWEeMyKkS6DKjkPVtyMYPQRCcVweRxZC3sJgoDTraDGBYJpGMhBH5Tl0bm6vApBUyEUwK/2Wi/lKXAqlSoCuo+vVnRQW+6iozdM7TCCPGvjoqgjbsXp0TRcYmpGWj6UyxKqaRI2DDDCUEBWjim6EcwIqmagRfVhLZjO+Pd1YKE4KRQoXOAAuteLN2zgLkCkJSw4EcMSNslGm3m6lxK9pjp6+4tSBlQN2WTY1pGEwGkLRDLuo2shNHN4AcKWwIkl2yyMFEEQcLgU9ByxJ60tvQiGPqwqxgk0hwdT0zBj+XX/VnUtWak4GyJKXgJHEoWM95aEwPnOW3C23npr7rvvvqz7PPnkk2yzzYbpBG0zGF2PomcIJNPjAicd7lInkaCKoRvQ0gijU60VCCKMGoswwIKzLrSKiZ6tUr7oW3gm4dN66VX7g1AdisQbn1nBuntMraPc2y8A6is9tPeEMU2TyjIHUdPEO2SR8ooSQV0HM4ZoBgdZcAyxHIcQoKU7iBHTQUgNrvWUOvszxbriNXGq0/RaqqpFjoZYsqKF0VUeOiNWTEK1M73bpspRQ59hvc9xNV4m1pdimlCZxadfWepMChyvKCJluFFIgoBLFAgaBoKRKGiWJTBRcMTjCvxEQ2perhKHy6q+Ggir6H1+yz0ZDy7PSnl8H18PPq0Xl+jCIeb3JF3uqMSn9eAPx/C6FPpC6rAsOJUlTmRJoD3eeLNX16mQhrdYJY7zaXrcgpP/omkKHgQjhICAniM1PxOuIe6NvlAMJTI8gaN5PHgjRkEuKkVwICISNay5TDyl5+s2lCQRSRSS1aBDmoFuDq/IXwKXKCIAHVmqGRtqGIPhBhm7EATweIvXyNfhktFzLOwRfzzmzV1g7Z6BxK0/+bqpYoaKIub+bUjIqDmyYKOqjixlFq2J7KrvfAzOSSedxH//+1/OOOMMXn31VdassYqktbW18fnnn3PZZZfxwAMPcMoppxRtsDaZMfQYhpn+5qppEs4M94FEsGm4pw862zET7qihjBqbtOAEtD661U4mxN1TAxnn3gIBgaZwf9uD8bVe/rewhVK3QumQ4nN1lW5imsHYmhJc8bF4h1g1PJJIUDeSlgxT6rcymGIZIlFWrW9H0U2cbiXlqdFd5iSUKIXf2Y4pSlCZJq05Xha/u6GV8hIn3ZFOJEGmREqfVVTpqKEn1oVpmoOumcmCA5abqjcQI6TrlOSwbiaEnWAErNiqofFVQzDF0rgFJ79+SA63gkcWefXjdbz2ZrxwZz6tAcrjc9fbjV/NL8A4eahSgW5q7LptWdKlUWiAMViWgapSV7I7e6+mDyv+BqzeRyLQq8cQMAqqq2JZcELUV7gx1fRu4Fw44gJHi1twmjqDKNEQprfwTBvV48QTMQrKohIEAZfkRhdj+IOxnOX40+FUJHrjluA+NV7kbwTaQYwL/N5oei+BaZoYeghDGL4FB8DlKd5C7HDJGLlcM4nWN5meOPMg0a4h30Bj1VBzuqgARKScMTiWBSezbEjE4Gwq1YyHbZ874YQT+OSTT3jppZf45JNPkq8fdNBBgPUFnD59Oscee+yIB2mTG0vgpH6cpmmiqSIOZ/q7jbvUWgjDja2UYmYUOOaocYifvI8ZCdOuW3Eqo12p1h5FVKhy1NAe6y/653LIlHudpPtdJNKpu/wRyjzWj8MrDbXgiDRpKqLea73XIS4qgB5fO3V6ddrMIU+pEzWqocZ0HL5uK0g2XTPJuHvG9FnX6Y52UalUZjTHVirVqKZKQPNTqpTT0xdFlgRKszzFV5Y6WN7QS42uU5YjXsQriXELTn6Br4ZYhqj3EQ3FqB6dJdU7jtMt09sRZc+tqiEWdz/m46JyW+Xi8fXgr+ilTK7IfUycUtn6vLylGs0NEUSBZAHJQqkqc9LdF0UzTfp0nQp5eIuGKAiUSRJ+NR6oX0gMjuhBMMJ4nNZ3ttAUcbAsILIiocXr4DS19zFumHEaMZeMu93Iu9FmArfkQRJVGtr7iKoGslRY+wKnQyIYjz9JChxjZNYRrygRzlA0ztSjgGmlew+DhDByuYrnSnG4FfSeMIZpJpvnphBOCJzhW3CUMuu3na/A0QwNJQ93o4RETMsedhJTDaQsFpzNxkUF8Le//Y2rr76ayZMnY5pm8t+UKVO45ppruOGGG4o1TpscZHJRxSIauiahONLfKJxuBVESCLf3YMpKslJtCqPiYqatiY5oKy7RndGyUeccRUd0cFVjXzBKTZon9URNk/aecDKQ2DPURSVJhHQddL9lyRhw8zbitWFKHWG0iJbWcpGIcYiFVfD7oDSDlaK0HBMBV9gyI3dFuqjIUsAu0ZqgW7VcWT19USpKnFljXypLnERVnUBES3mfQ/GKIiHdclFldU/FsSw4fmIRLa+F1uFSiMXTtPH3WgHm+SyqggDllQj+Hvxqb0EWnBLZ+s70aX10+SNUlDoLTqtOUFVmWXD8mo6JlVo/XMplid544LdZiFVAcIMZ7g9wH4aLCsDhlkEzCEU0wr6g5S70FG7BiTgl3FHybrSZwCW6MaUYDe3BgqoYJ3AqErG4GAkkAlFHKHBcokgsQzVjPV7DRijAUjUQVbPuCU5nEQWOS8bUjIzdtE3ThEg8jXwEFhx3ufWQYISyp6Qn0E0tZ5VxsDKpojkETiIGJxOiKCAKpLTu2FiMOMLqpJNO4qSTTiIcDuP3+ykrK8PtHv6HZzM8rCBjOUWxhgMxFF3ELRukkziCIODyOoj09UBVTXrLBkBNnbUAtjXT4Win1lmfcSGvdY5iWd836KaOJEjENJ3eQCxjx966SjdtPSHK9HLcaeJSvKKIBsSMKMrQzsGCCxOFCTUGaxpilNemLtCJQMJoWKWkz5fZDSNJUFJKrRjvLB3tZIp3u/T7AmVyObIg0x3rYqJnEr1xgZONirj7qi8Yw1ORfQHzxC046EHMPArpmVIZQrQPTBNHHum5DreMGtUwDBPJ32vF3+SbllxRhdnbTZ/mp7wAC45b8iAJMgHNT0+fRFWGlPp8qCp1EoxodMazjzIFbOdDuSTRFjNBoiCrgCl6EDBRQ9bT9HCzchwuGU03rXpK4XgRt2FYcEIukVFRHUyzoBRzl+QmaoSJaBqqZuAqoJ8XWF2k1bhbok/VcEki5jDbNCRwiwI9GQSOEW/TIA5T4ETDIqYJDkf2Bb0QLBeVlVCRrq9aIKziSriARiBwXCUeTEFAD+VX7E8zdRx5ZBdKgkw0R6uGSFTLadmTpE2no/iwBU5bWxvz5s1j7dq1+P1+ysvL2XLLLdl///1tgbMR0PUouimnfKCRYAxRl5BlPWNlUKdbIerToDJLs0RRgspqhO5OOurb2Lpk24y71jlHYaDTHeuk1llPl88SDJkETn2lm4WruhhjGCkBxtDvsgoZOp6hjfUEAVMqY0KVzrKwmtZF5YjfbGJhFfp8MHZC5vdZVoEc9KMZKr6Yn8p0sTrJSwtUKNX0xKwaOD2BGFPGZY9hSQQgayEtxRU3FK8ooZkmqhlFzqP4nCmWIKDjcKg48kjPTcyLGtHiAieP+JsE5ZWYDasxMSmR8w+GFQSBErk0LnA8TBlXkf81h1BdZn2f2vxhHM7hZVAlqJBlIqZI2HQUFoMT31ePBRBEAcU5PJHlcCtogRhzPlrLoQkj6jAsOCEHSAYY0UhBi6hb8tCn+egNWHWpCom/AcuC44tn9fSpOiWyhCyPLA7DsuCkJyFwJHl4rp5YVCdmKjjc+WUi5YPDJYMJvb0R6itTx9XWHcKDiulwpmaqFoAgihgOV14WHN3QMTFwSPlYcKScvajC+QgcUfjuCpxgMMj111/PCy+8gK6nvglJkjjhhBO45JJL8HhGECluUxCGZgmcocTCKk5DRiCzKdbhVohoAtTlKPJWWYPe3UZA81PryODKAmocVgp2R7Q1LnAsv3NiQRpKXYWbYETDF1bTFgbzxK1KQd2kOk2chSl4MbUgplmV1kUlySKSIsZdVL2YmVxUYFkx/D30qj2AmdVFBVDpqKJXtdpN9IViVp2dLDgUCZdDQo9oyfeViYQAChomZXm5qCwR5HSoeVlwEpatWETF5e+Fitz9pJLXKqtE8PcCZUm3U76USmX0qX58waqsAdm5qIzH7nT6I5SNGn7aLfTXHeqhiooCehuZccFtxAI43dlT87PhcMn0dYepKHGiJLrUD8OCE3TELR6hYEECxym6iOhhnIqEbhjDclElmiz2qVbKvnuYYi+BWxTRBOj2R6gacu/QNeueoijD+9zViEZMVHCUxCjWUpx4YOjpCcGWqb+l5q4Q1UZsRNabBLrDhZ6HwElkRTnyyDCURRk1l8CJ6Rn7UCXPI4lE8uysvqEp6JHH7/dz2mmn8eyzz6JpGm63m6233ppddtmFKVOm4HK50DSNp556ip/97GcECignbTMydD2W0mgTLLcMgoJgZv7iOp0iURyY2ZosAlTVYHZbada1zlEZd1NEB5VKNe3xOJwOX4RyryNjB9qE28YXiA4q8pfALQqIQNAUkgvKQEzRjRn3yWfKHnK6FKKBsNVINJfA8fXSG7OqulYo2V1DpXI5fZqfSExHN0xKPLmflFxuBT2q48nxJJQscmh68ovBibvvnM4oSj4uqvgNORrWrMJ9pRU5j0lSWoYYiSDpJl65MEtDiVxKb8xnpdSPQOA4ZIlSj0JvXzRjwcR8Sbi3/OQRZD2A5PdRD1lxNMPE4VJQIxr7/GCUJU5gWLVSAs641SScn/sigUt0ETWibDGqBNO0BEshOOICxzBN+lQdhykU7OZKHZNVzXh5iy9lm6FZjTYVZXguwVhEQ1UVJCGae+c8STxU9PrS1+4JhFVkNVo0gWPk4aJKND/Opw6OLCg508QjMR1Hju7rsiRkjEP6tinoG/inP/2JpUuXsu+++/LrX/+aXXfdFXGAWVjXdT799FP+9a9/8emnn3LllVdy8803F33QNqnoWhST1IU7FtbArYCZWWw6UIlJbsyKMrI9f5qVNUg+Pw5zFBVK9qf9Wmc9nTFLDHX5IhndU9Bf4TcYiqVd9AVBwCOKBAwZM02wnCm4EQxLTGUK8nS4ZWKJZoZZar2YZRUI/l56Yl04RSceyUu2xrilchkBzY8vaJ27NI8YDKdLIhzVceV42neLIgImATwYebmorMXW5VaRcjxlAUkRFAvHoM+Hmahvkw/xhpwlUaGgvkcAJXIZa7W1gBVHMxKqSl109MUoHUGAMYAsCHgEFV+a31B2FExEMCJJwTgcnG4ZTdXRdQMpFMB0uYflxuhLJBOECnu4dEguYoYVQ6bpRs5FbChORUQ3DAIhlT5Vo1wXht2mIYE7vrY0DmjJkcDQQ+g4h11IMBZR0SUHgpm5kGChJH5Pwb70bi9djwcZjyCDKnkuJT8XlWpYD7b5pInLokzQyB1kXFGS/SFOlkRC37UsqqVLl/L6669z5plnct9997H77rsPEjdguaf22WcfHnroIX7+85/zyiuvsHTp0qIP2iYVXY9ipmmoFouoIDogmwVHDWCIMlpZDhdFVQ2iYTBWLc9piq9UqumNWUXwuvtSTcyDrq9IuJ0SsZCGM8N5XaJI1BRhaJAxYIouRCGCJFvptulwuBVrIYecFhxBjREMdlDprMr5PkvlMgwMukLWU2a2FPEEklOGqJHz3KIg4BFMAnlacBBkdEPB49HzcpWIooDilIklsnYKseDEi9BVx7JnjaU9VC4lYgZRJIGSEZbKryh1EAupI7bgAJQJYfwUGPciCCA4EcxIXm7BTPTHiWkIoeCwexX1KfGFJc8A1ARO0YmJiWrGiKoGzgIFo0OR0HWTnr6o1aZBNfAMs01DgoTACacJhRhJFWOIZ5eaDjCLZ8GRFQlJFpPVwYdimIZVB6coFhxnQS6qfASOIsqoenZhElP1nPFZiiwS/q65qJ5//nl23HFHLrnkkrz2v/zyy9luu+144YUXhjs2mwIwMrqoNATJgUBmgeMI9wIQy1X9tNLqUzQqlHtRqlCqCBshwmoYf0ilPEfhuVKvAz2sZwwUdQomEZxpa5SYghtJiGYN8HS4ZGJRHRMhe4XYcstFofd2UebI/TRfGm8y2RXpRRBImz0xFNEpoedpwvWKKgG8ebcPUDUnbnf+mSFOt0w0EH9CLiTIOD6HlbHCuzmXyGUgmJRXmsOOWUng8ipoYZ2SIjRMLBOC+M3Cn65NwYUoREcmcAbEQxEKDivAGCAsxNAVeRgCxxILUT2CqukZ3ckZj4+7qFp7g0R1A8kwh53+n8AV/0wjaUyolotq+Na/WETDxIlgFE/gQDwbLpPAMUxL4IykinEc3eFGD+b+jBMWHCmPuDJFlNHM7PclVTNydohXZJHod82C8+WXX/Lzn/887xMLgsDMmTP58ssvhzUwm/wxTRNTjyU7hw8kFlYR5bgFJ0NzNlfAygKKRnJ8KcurMASoDub+2iSCc1uDHRiGmVPglHgdaGEN5/+39+7BkhzllfjJzHp233tnNHpgPb0/g0YIEEgWskI8VkZhDBjBSg7HAitCCgMGHBYGdv2C2HXIdthgr21iQ0BgDAocYAFeLMBGLA+HdiW0IFiDjDGLBAsWGkkgJGbm3tvd9czM3x+ZWV1d7+rbd2Z0VSeCsDW3u7q6uqry1Dnn+76ahcqjHKF0spzJAqgPQgB/rb4s1fVtRAmAtbVm6d/YV1tHOxIctdAfjY5i7JW7KFfvDEUaC3DeXmUyJhEmWOtc8hvFLjyvO8FxfBvxTCtbfUYDjMaQBNgX9V/EzDFb29j5TdDybUBIWMnOW+5vYBtbSwxvlMQFI/FqFJwwVfbSEvkbIQViESEd+SA9LSpXj9qIRIQ4WcaiYpAAHtJ20k7GNBjYRGXvhEWxPVu0fQQPkMr+5NogDlNIrbytErZngdf0gBECQDBbiYJDfB/ptF3BMRkc1knBsbPX126Pi1bya1v0hOlk3Pksfuihh/DMZz6z18YvueQSHDp0qPdODegHKVOorp6LFzxPOXgqQC0XBBKoqRdwNh8GgKxZWR1ikmJrTLF/0i4/mnDuD2ePAAA2WgjOaGyDByncOgUHaYOCo54+R6OGSjHPBpcUfL0lRLq2DkkI2PYEG077gu8yNYdpwrc62VMAIBz1HSdthBLACCECdL8hRpEN1+le+qqULb0ffVQDShF4DOtBf+XEVF154533IJGeutnOZjvf1j4cRQQLcVPoqgICLmw7gb0DS8Z2GQjR1+CSFlWs1Qjh+0srOGEaIOEia7nfFYYQbeond7aCEU+EEPiUgtoUjxxdzOGINNwhwUlAmKcsqo5TubvA9WzwihLplAuAAAgDla/aIag/6tQHp5dFxSzwhmpbKSVSLrNuxXVwLHbClIl3Jjibm5s45ZSGPikVOPXUU7G93W0g2IDlIU3zqIKCE+kutdTWT6U1ORx25BFYhGevr8PR5DA21yyMttqfehwd0H00VOpQG8HxfBsi4rXt3T2SKIJTmcFRNwzfr7+oMgtgreUcpgzwR7CDCBt2N8tm3drATGx3ChhLKZHaihQUn0qrMMIMQY8beRg6sO3usrvtWkgSCemPe4VapZSYehTjsP+TGpMOJGdg/s7tAaFHJByd7LCfiRTYB1U5t91BWcuDCwe2ne5IwSGEwPYsreAsZ1FFmuBIf9Sf4DBFcKa6/NpdQsEBgJnpYrzDJn8GPqWQFsHDhxfVCsGXJzhSSjW5nXkgEEDDot4XdQrO5iRW1s6KMjj22hgyUEOKm9ArZExsCFl/DzWdqtsJDkX8WCM4nPPeJXm2bVf2yhmwWgihbu6kQHCMImO56oKqLBWXAtg6CsduV3COxkewuc7gHu1GWvfbB7CVHoHnsNayU2ekLsC6J3EPkSplrwhSZ4PzvPpzzXSYjUbtZcB8NIIfik4WFaByOBGZdCoRT6QE9JP+pOV4A4CPGSLYEB2eMqWUmM0YbNZddrddCwknQM/BjpEIMfUIvA7foYjtIIFMXJAeRKwOAZGwHYaj0x1uS0bYB3Veb/e8Z6XcEJydBaZd39YKzmS5OVRC/e5kvNa/ikpbVLNEEZy+GRyj+ISpOnZ0RaqIRykSAhydFi2qEKlY7ninMYeUALXNfXG1peJVAzePbIcYWVK1qVhBFZWzvgYiOGTcTOz7WFQWYY0KjiEtbX1wbItmPZGONzo/ckgp8Y//+I+tjLH4ngG7D6PgkIJFFWsLxHJdIEC1gjObgnAO12WqZ04DjiaHQcYuyKGtmgbqi9hvH8B35aFW9QYALG3vHJ3GOLliZpWHABL7EQMopSSIp3p3uA1Bav10HbntTekS38EoEsqi6iAMrFsb4OxhrHd4AAiFBLEIGCPY7mCr+HrRDYXEqGHIHQDwVCAMHTCaADIFusjSLkMqKcTaemOLgCKm6QRTn+L0DipUEVuTGDJxIXsQsTpMuIA/srG5QwWHyAAuSeAQ2ZvgJIkF304gdlgW7XgWoiABicKlCI5RcMhoDXjo4V7vZYTBIjZmaQDA7x8ydgzBEfAZhVzR+uZRgiOpgMj9JFJySBEjWZLgmPsitTXRECHQpUqxA2xXjWuQcjFAf3g7wpop9FhBp3+qg8p8NgN163NjpjOxRTuMaqAWBMr7bmBsJ7slPO5YVJXEnwDodUX2CRkPOHYwCg4ttOOOgkQNP7MVwSFIysRk6ygAwBk5CFsIzmZyBPs2NkDC+yHjCHBa5i7ZBxDTb+KUcYcbkUNBSL3V4EE9WUZCwi1cX0JIxLEN267ff8smoIIj7jC7JvZs+FsC6/YGgridhIzoOmAHWHc7EBypysPHvt2u4EiJkTQER7Q2BkzCFFGk9oGIWTZpvQkqN0KQjvZXaGP1mPJtTH0K+9FuA//y2JzGQOIgQbm/SR8IKTETAhtrzo4tKqLVj3VKehOcOLGxb5SCWzur5LJdC7MjZg7VEhYVV9+BjjZ6W1SAChoHaQjAb31KL71XW1qMEUjRawxWI3xK8ZBIkIr5BkWqvmevoag5mDJu5vgAVwrOqpZj22WABOIohZtT9I5uRzjLEJwVWFSmEkvMZsBJ9ap0PwVHvSaVHHbF601wuM2ism2GtGeObbfQi+CcfvrpvT/gBz/4Qe/3DOgHkSk4ZYvK8W0QoolPlYKjCY677mPzB80LztHkCE7aOBnA/Wqm08mnNb5+v3MAkqYYr7Wf7LGUsD2rNpfi60aFkRRQExFz741SyMSG01A9RMIQNg8Qd3hSCzyK8SPmqaed4Fh8DGKlcP3272lKXtdHdocMToIR1EIVdLhhxGGKKFK/NZEzSHQgOPrJO/H39SI4k3SCqUdBphOl1PZY0TanMSzpYyb6k6M8pkKoKeJrDr5/uNztthe0TbHGGCY9MzhxxEDXJAhJASwffHU8C5tZ4Ht5BYeN94OEM0jB64fnVkCNa1DkoXcnY21RpQIQMYff8vDTFT6lCIVYJDiGyFnLERwTqrfcMTDDSiupzAy4ra0Ip+YITsoFqM43rcKigo4dtDX7UxkcAtohjWJIUCoS2BWKj7GorA4ZHCnVd2577W6jM8EhhOC2227r/QHnn18/lHHAaiC1gsMKCk4cpHB8C5KYRa+a4EjG4KyPEP/rVuPnHE0Ow9l3nvqPDgRng6kMizNq97gjIeF6Vq2q4WGuZBSRhClkbGM0juufxGZT2CJCStozOFOH4IyoxzNdom421Gn/nqEOUe/zHWy1EBwiAviI9Ps6EJwoRaT70hDR7QneVP7E7hr63HanfBvJyAPhE8ievT02pzE8Z4wZ/1GPTyxjopWWk9c8/MvsUXVDXbL3islhjJmFwx1UuzyiUC3uRESQHYYa1sF2LcSx/p2XKBOPRAibOCqDAwCzGbDWfU6Yy1xEkVrs+5aJU0p0eTDHGiHwdjiHysCjFAJAwmVmnQhu5lAtRxSSiIMQgDkjYIaVNvsz3YyPHA1w6mnzhykuoALGwGoUHE+Ru7ZKqkSkoGCd+k0ZBScRaWXdZqTD060hY02Ok1TAWw3PXRqdz+LzzjtvqQ9Y9n0DusMoOJQtnk1RmCiZ1MiNFQSHbB0F1vfB9mwILsFrwmGJiBGKAO5+reJp5acJjKsbEPPan5AiKeD5FiY1uRRfKIITVVRZxVGKOLZh0YYbVTCBzSMksv2U33Y53JBDdpRZRaye1KTVheAIeIRgbdRuUREZwCIcNpS11YZEHwcJAtJRHbG1rZI4/RbUGZ9Crukb+KSZGBexOY0xZmMEfKa6uy4Jo7Scpsc9bE2Xt6mUTcEwZhamXPTKD4aBPqd2qATYrgXOAQG6VDO4SISqn415b9BPIXOoh1gv9n3LxAFFiqKE45Q1Fz9RMU17GZi+WJZrYUvfG4yC4zhLEpwwheVYIJRBwl5psz87p+DkoboY699jBY3+kGVwmglOqglOFxgFp66b8TyD09IHRz9knAhB484EZ9mOxEMn490HIRQCDqzCxNgkTPUThaWUjUoFZxPY2J91Aa5rM76dKoKx5h9QZahb7ZZAMCOQnEHa7VmLUEj4DQoOQwgHvEbB4YhjG5Q0LDDTqSI4ov2U33JSVQUSdsuIcK2axLJ9QQmFgEcpRq6FaUsfHENSPEoy5acJaczVqAridyY4VqJel7B+cv8snUEadWDSrxXE5jTChqPeG/Dlbaop5xhRigN6ltnmDggOZAQQF2tMKQZdjrdBoAnOTq2OTE1j3lJP+bGIVLm3sUDCfsfWpS5iEcFiZKkZT67FECdc9a5ZQWdpAFlnc8tjeOSI+j6G4HhLWj1JlGb3O0m91c6jMgRne3GbpouxtGzA2lm1HQDAsiEYw/RI88NFzOP+BKdmHlXUo4oKAOL0+FdQH1+DbMBKMD7pKfiB/UugBXk+ibm6kAkBYIPIigVg6yiwsT/zjusIziRVhGbN2gDW94FstxOcaZhCRj5S2m6XREJgrS54KyUgI7hEIqp4so6jFAl3QNBwowqmsESMtEPLiyO2Ok6i48IdhQTgFmYdbCFDcMaejSQVzU85UhEsj7JOGZwkSmG5luoL1PGmTYMJLB4hof205IBPQdd0GX0PBSflAtMgxX5P5YNmvF85cx4TITBmNCvPb7P8mkBEBEncbJr9RHS/Oc+majHf6UJpKv1ifwOoaXjZhIiHqtzbX5bgeEgQ9c7fZO/X4xrqxq0stU1trdiuhR/pZn8iDSElgcWW8z+SKNeziLgrtagoJWA2xaQQehfGovKWn59VhHR9bP64+T4cpQlYxySKpcc51E0Un+kHsjaLynosKjgDTlwQypBireSzJlEK28wNITYqOxlvHwXW92dPHknNkLRMwbHW1TiDDhbVNEwgYw9BwyRzAEilBAew5tuIU1HRBTMFgYBHJaKaDA4XLogI6ruSTiewqUBS00Y9+ySRYNNRF7LsSHBmUQrKPczS9sU6FBIeJRjpG2zQMJOKiACSePAZ7ZTBSWIO22GQpMdT6VRbdx2qLPKY8Skcd109kQbdK3ZMOfcpI0Vwpmn/ah+DCedYowyMqqGdW9PluxkTGUFSD2N9c572CBoHU0BKsmOrI1NR/R4jM3KIRKQ6Ehv1J+hXpeZSDyli2EtOZrdtCrFqgqO3JRnwtW8/gr/8u28iTWbgcJYu1YqjNLvfqWtltfOobNdCkDsXTRdjEoVZOHgVoP6oVcGJeNJpDhWwGDKuwiRIQAha1TlLt7MYCM6AXQNPBQSXcymWMJDiIDXd5E9u7OtgUW1izNbUxbK+TxGjFkyCFBYfY5I2X4Rm8d7wHf2+wgWmlSeXkMoMThLpwXngqOtKSoIpbAYkLUPgZnyKQNehdyY4Yaqqgnh3BcdMWm6yqRTB8eHRbgQnjTksQ3BEx8Vtug1bhEhFv0Ut4FOMrDVgNFbTrzvC2EinavWnyzGrw4QLrGlCstGpKq0BMgSIC4cQ2IRg2lHB4akATyWEdFaSwQGAuEOvpipkGRzbgWTWUhYVR9y7i7EBsyhEKrMhmasA079HJCV+7uKzce7Z+3F4a1NNAl8SScRzBGf186gc11JDUzUOb4UYexYQhYC7OgUHng/ZkrOK0qRTiTiwGDKuQhClsDqQV6PgxAPBGbAqFNd9Q1Tm83EslBZ/3eQPGyeBMgrKSC0BmKTbyp4CINf3qSqqFkzDBA7G2G4hOIa0nKQbAhaDxuYJy6VEl4kvIo5SwMjVVTYcAEwnsGwKngjlh9dgxqcIXQJJSA+Ck8CRPqYd7JaM4GgFZxY1lLbLAJL68AhB0CETkkQctqMsqs437ck2bJki6TEcj0uOUITw2VhV+/QgOCYIvG88gke9pS0qISUCITDWgcf1kbMjgkOksqgIIRhT2rlU3FxnAjtfKJlFQSGQ2P0rqICcggOoZnJ9Q8bMgyAx7CUJjmVTSL5aBQdQDzYmE3Xafh+TyWRHc6jyGRxQF9iFieL5cQ2PHA2x5tu7QnBoS06wF8GhzQRnFqVgLc1GgZxFdQKMaxgIzl5BwZoxVkxGcAgDinNGjM20sU/NwnGtBotqK5sCjY39wGQC1KTtDaZBAp+sIxQBElG/+Bjbaf+oWsEx0r9LWa2CQ3RItlZuDqbZTS1tsKkCPlPS92gEOe22+M6iFC4dYdZitwipMkQepfD17zLroeC0Vfaksb5xE6+zmkCm28q6a7DKijDB4BEbqX4tPcYCbM1irPk2GCUYsbWlFZyZ7oEz1ovp+sjOqmyWgSE4ADBmtLNFZa4zSdwdW1SEENgyQWIvZ2PEIoRriL43AukYkjdwqQsQwLaXW5gIo5CpgEdWu6x4lGb3CEoJIKMVEJy8grN6iyo/cPNHRwLVzX0XCA5Jmvc95nHnDE6bRRXFXQmOtqh69pPaDQwEpyc453jf+96Hpz/96fjyl798vHcnQ3Hpmys4xqKyQIoEx6gw68ousB3WEDLeyhQcbOxX08m3m5WZSZhgjSm5vUnFMcHhNVvNrKq1qKhVadWkEQehhuDUKzi27jScNthU2YI7Xu+s4EzDVC/WzQt9LCUkVFWUxShcm2HWlMGRM0g6UgMH9fubkBiLivaxqCawrfrsVRUMwfHZWHXc7ZHB2Z4l2dT1kTXeEcEBkHV33hgrBWfp8TC6igoAxox1tqiy64V2J5VNsEXUu6LNIBIRnEzBGS0VMgYAy1lyYWIEksustHtVcOmiNU0RLT2HiqccgsusqKJXXq0jbJeB5xTRIE5V2f2qCY7rgSYRkoZqpZgnncY0APkqqroycdHPouqhCu8WBoLTA4888giuvfZa3H///Yii1bL+naJ4X88IjtNgUU0nkJgPWlQKTvnkllIuKjiaELXlcKZBmg2sbCI4sRQgACxCKiupzBOWQy1FEgpfNk04iNViUQVTWCP1mqbFfMan8KgPMlrvVEVlKqHWrDWEIgQv5pxyMOTMSPgjz2pUcCACgHjZ69tyOGmsLSrigSBV86jaEExhW/XWZBUMKRmxsVJwpj0sqlmMda3Ujdi4VfWq3wd1LIyCszFykHLZGNpuAhERpK4kW6M9FBzzeayHLdgAm0eISf/qICGFKhM3BMfzlwgZq89lzpLTtTXBoaua06DhUbrQB8plydIKjrn258q2rqJa4dxEM4/KIJvLFAYrJzh2GuORo/XnXczTyq7EVWjL4MQJ79RIc6iieoxiNpvhv/yX/4LXvva1x3tXSpAFDSfr1mn8dMLKC95kSy1QujTWdi3EFYt/KAJwmc4Jzpr+v5N6xUJKiWmYYL/bTnASIWETAtJAcCQIbKL6+ZRqrOI5wamVm6cTWCN1c2mqpJrxqVq4x+NOCo5RYNYdRRKbFuyM4GgJf+Q2EBwpdQZnlD0RV5XIGwguwFMB22XZdPVOC24wg+1QJDHvrH4EGcEZqaGQQXeLanuWYF1Pdh+xcafcUhWmgsPSAVQAGWlayqaSXM1p07ONxowhlhJxx2A3oQSErcbqcNIZYtJfnYgzG3duUfVVcMxEcWotR3AkVQRn1XAJXVBwHJpgvMSsLqBK2XaVGt1hJEtXOJ4FmWuaKsx5FEcrJTjS8UDjCNOwft8TkcCi3c4nSigICKK0+iExTkVriTgwWFS9EEUR3vGOd+BpT3safud3fqfT69/5znfiBS94AS644AI85znPwW/+5m/i0KFDO96Xn/zJn8STn/zkHW9nV1BUcGLlM5vScQlLPdXnQKbbwHhesWG71RaVISeZReX7kIQC03oCMItSSAls+C7GbB3bSX0oOZYyt1DZ2C5ZVMo+cPTTepy72XGuQsPZXJqqrE8SgyQx7DXVH6TRokpnGFnKeumSwZnpm8t+V5c9N1guJihsqkxGnlUfMpYxCAQk8eFqQlRVIm9gSJvlWMouAZQC1IZgqqw72ZxNymPGZ7CJo26cIx0y7kiOtmdxZlH5upvxMphxgTGl2fm9obe5VNDYqH56pMlIn2ezjuMxbIdpJWBnAz8hBex4ikT2L9M2BMeQlGVCxkb9odZyGRzJCKSQjSH+ZeBSsqBeEkRLdzE2k8TzGRygwdpeAmbbgb6PpWKu4MiVZnCURdWkAqeiu4IDABQMUVJ9LJJUZOSlCYQQUEKy2VXHEyc0wbnrrrvw0pe+FB/+8IeRJO0MOwxDXHfddXj/+9+PN73pTfjKV76C973vffj2t7+Nq6++Gvfcc88x2OvjA1G0bXKlkACqQ8aTbWBt/iRkuxbSCgXHEJxMwSEUGK8pglSDqb64x56NNWsdU17/2kRKOHrRr1ZwYkjiZCQoycnVabaw26rtetVTtK7yoWtrYBZttKgCo+D4I8iWQXbAPCR8ktde9hwJAQpk36NJwTHqi6RedmzihoXDHAfVB6eHgjObwtLqR9ccjjpGeoEZrYEIofIFLQijFHEiMrXFZz4iES41rmEmREZEAEUWGSVLKTjmnDEKjsn1dCE45jpbSVg1iuDwEInob/HEmtg7VFs33qhzJ24DW7+XLKngmCbhq7YmPEoRS6nucVICMs6ISV+ULSp9vHZhXEM4i8GFUNxfCpA4Ws0cKgPXA0kTzKb1114iEji9CI6FoIbgpFxkYxjawCg5ISyqft29jiE+9alP4YYbbsCb3/xmeJ6Ht771ra3vufHGG3H33Xfjd3/3d/GiF70IAPDkJz8ZN954I174whfiN37jN/DJT34STJeWbm1t4ZFHHmncpu/7OOOMM3b+hXYZVU3+LCf3JEisMsGZToCNfdl/mgyOGWqXvSzdBgWFz3JPTeP1RgXH9HdZ822M0zVMG5rgGYsKMIt+nYKjF/ocmZsTHApJnOonMVPGPBrDciaNeZMZn+JU9wmAb0MGM7QtNcaiOslfAwFpbPYXayJnjq1ScOosqvmiywiBpXuB1MEob5bLILWXTkQL6eAcJAph+zqbFKcA2heOWTpVKhcwn3o9m7TevE0PnLmCo86nkAfz7XXElAvsyzWkI4Qo9W+JcQ0ZmdSLpiFOQQeJ3ZQcS+IoBafnZPUFBFPYPESSktI12IY5wVHfQfr9q6ioZKphIVvuyZvrp/s4FXCd/ipUHdzcde8hVtckXU4JSaIUzKJg2moxuavVKjjqu4dBgqPbsep5ZTKbK5qyrraljkE4qX+o4pJ3DhkDACOsluBwIeE53QgOHQhOM8466yzceuuteMITnoBbbrml9fVBEODmm2+Gbdu46qqrFv52zjnn4LLLLsOdd96J22+/HVdccQUA4NZbb8UNN9zQuN2f+ZmfwQc/+MFlv8axQylkzLNKAfVnBloKGW8Dp5+V/aftMgihvGMr1659mk4wsgqdktfWFUGqgVFhRp6F8WyMh5IHa18bSwknt+inXCJOeTbwz5TwzhWcHMHRMqiawVRjE5gqn9EabCdotGJmfKqqgzwGxBEk52gSOmdhCs9hsC2rNVMSCZHZTeq72piFZUKpvrMmJ3rRVU0O2y0qZZdYkKAgsmWB0xaGNfYBiF4Wlc80ITFTr2dT4MCpje/bnKibvFFwPKoITiBmGKHnsE8hcEYhW7Axap/QXgnz9K6PNSMELiGdFBzTewjE0WQ4AbBkCXMYwNFzlpJ48fptw9yiMgqOD5ImkGnSefZRwgXAGeAsl0fh5vpMOYAVzFvSMJm1UAj4xBD/ZUPGaUHZ1ttZ5URxvf3JdoyJ7rKdKZwrVXDU+ZrO6h9kBNLOGRxABY3DOoLDZSeLClAKzonQ6O+EJTgXXnhhr9ffddddmM1muOCCCzAel2+WF198Me68807cdtttGcF5xStegVe84hWr2N3jjlKZeJzCHecuJmKVQ8bT7fnARMwvzCTiCwRnxqcYs8IxHa0BR39cuz/TIIHnMFiMqhLqJgVHCox00HmU6w/jrBmCoywqQ4ISUVZwbMeCTJ1Giwr+CJZT3+uHS45IhNqi0kQkmAF+faBxGibZPvts1JgpiXJWnPmuXEj1xFuY/2N6qkj9pKqaHLZbVJZjKQWhSy8cTfys9TGA7YwstiHgUzzB1qrmKEdwWmCa/K155nip8zPk/ZQG0+RvVJhqvDayl5oonllUuXlcI0Yx7TQeQ11nWZZDRJBsSYITzGAbghOl/QiOLGRwzCDKYDavemzbRiIguQXQ5RScVF8yq17YspC9kAA1eanl51BlTf4wJ0qrVHCYRQECbE0ihEJg39gBjh5Vf1xxFRUAkLj+OueSd270B7QQHCE7VVEBSsE5EYZtnrAEpy9Mvuass86q/PvZZ5+98LrjCUqXm9ZbB6ZPOjVsU91ckojD9aysMROhFgh49t8yTYEwAFnfANH/5vnqdBApX2joNBMTjK21hX+T6+vAg/eB1jD6WZSqhm6MYN1ZRyBmABWVc1ESKeEyAsYI1sbqaSNK5vtAZARYB+BqWTklMvub0DdT12cgExdAUmpGJeMQIATU9+B4DGnCKxtWBYlaaNfsMehYTZWmcQiSI4Gl98QcY/09fWuEUAS1zbAS3eTP/H1NWzVhkmadjQ0oUZVjjKmZOyaHULdtnnAwm2ZdaCX1QBE2NuaSusrG3hiDkG2IVHRq5BWIGcbWCIwRdR4AoOE0O4+qQBnF0UmEsW/D0fbFmqPIUSTrj1nl53PV5G/Nogvv2xg5eOjRWa9tAQAl8cKxBlQlVSDaj4e5zqilXsdoDNnz8w1kFMDWVlOX34Lmrnuuq4A8S3VjlmNFcGgcgrD9nT6fCwFwC5KWr6HWfZcSnM230/f9TRjpe0YMCUbU8aHMbTzf6pAmKjOV7Z90IEFASQxU3EeXAwGzGWazGDMCnH7yCPIRRUCp7y+131WQI/WAwJIIVk11k0AKh1mdfw+b2YhEUrk9ISXswjVXB0YJuJDZ2sQ6EqNVY88QnEcffRQAsG9f9dPKxsbGwuuOJw4cGPfy1ztBSoxH86eaNE6xtuFjfV1dBDz1wCOe/bc4chgTAKNTT4al/83SUrBFafY6AAjFDGeMz1r4t+jAAUTTycK/5RGlAhtrLtbXfZwiDgAPA9TjWTl1HukjwJrnYH3dhzTD9ch8H+KjCagzgr8xgv0wAXGs7G+P0E0QSrBv/xg89iF5AL+wT5FMEfsjrG+MMFpzcfSRaeV+T2ZHAACnbhyAD2AKwJNJdnyqEKcC62O17+vuGmbprPaYpEc2sd+xs7+fGuubKGWl9/CUg1MP6xtqoRpvTxEKUbttAgLXm2872R7DYs37niBBAGD9tFNhu4+CElq7fQMpJQIeYP94X/baLc+HyyO4Le/dmkQ4ad3N3rcmXRBQSDtp/dw8JoFaLE7bGGHdnaslJ580wvTbj2Btzet1fRWPNQDsm83wSNi+X2nMsbbhY7zmIDkKjHwCuqQNESNFpAmOVXFO1GE8ckG2BRzqYEN/B37ySZgCGBHeeA7ksRmkkNwCsXmv3wMAIi4ygmDZVu/3N2FNSpCHfww4DCMbSDeB8fo+EKv/Z0guMdLXq0F82IHnSDB9/8zfR5eF7VpIYgFrv/odEyoQAFg7eT/oio6NkCdhAsBFipNOqrZ4OTjGnt/593BtB1yIyu0JKTHy7U7bsiwKQik2NtRrzf891tgzBCfQTa1su9pvdBxn4XXL4jWveQ22tlRV0R/90R9hY2MD/+2//TccOHCg8zYOH57uioIznUUQXEBwgTQREJDY3lbfl8USTCTZf8uHVbh6Rl0Q/W+mb8PmkRlGJ82l1O14G87Iy94LANJygSjE1uFNELssyW9NVbhuezsAjdXfH958FMQrvzbkAjLh2N4OIHSw88dHZ9jeVheFw0PEKUOwHcAmBJMgxral9mWyHcKyKSaTEBa3QNIA4fbibyw3NwHXV/tPgChIFr6LwSPTw+r1kYVAm37h0U3IitcaTGYxTjtJbdsWLibRjyq3DQCzhOMAY/PfgCsJ98dHpjgwXjxvWbgNStz57ycEpnFau+3pdghm0+zvlnBAogmChn2XPz4CgGDCCZhFMZ2Etds3SEQMLlOQxJq/1h8jOnIUccN7KaPYzJ0TBj7zcGS6iW2v+3X5iCY4CBNs53JDNlUVPI8ensBzegQrw8nCsQYAm0tsJ/XHG4C+zjgEJCYzCRdAMNmCSJa7x8gjm7C0Are1OcPadrOdQRnFeORiOouwHUxhE2d+bumSptnhIyCndtufo5sBwC1EPGo9D4rYSnmmTGxut59HfeFQgq0gRpBMYAOYzARA+n9GMIvhjp2F/XPgIAonkLMoO55ihz1cLJvi6NEZ2Fid7/KIapMxSZHdb3cKmah7VDKZ4siRskUspICEQBrLzr8HlRRhElVuL03V2tJlWwTAZBphayvAxoaPra0AfIV9ceoIXRF7huD4vn5yrSknj+N44XXL4n3ve9+O3g8AYhd6RQC62RuXiGYqa8NslnXRJJKBST7vqrm1BQpA+GuA+TeirLM4mr9OSKGCt2Q8fy8AjNbV+7e2gf1lcjcLEpy87oJzCY+ok3E7nuBUe/F7SymRSAkLpuMnUeMaZsn880QEAQecq2qrSH9PQPW1sPT3pHDARLS4nwBIEACeB8ElqMWQ5L5fHtNY5YRcMoJw1MIpplOIhuZlQZTC1Z/vUh8Bn1VuG1AhYxsk+7spuZwFaek9jEeQ8OavhQoZ1207fxwAgBEP4Nu1r1dfeALi+5CSwHLqj0sek0TZWg7x5+fWaAxMJo3HCRDYmsY485TF88ijI8zS+mNWuQ8pBwPABMBzuSSThdqcxLD3da/iYSKC1OeXgU8oAqG6VNd15o2C3HWmO+sKXj7/uoLMZqCeB8oo4opzogzdSI4LhGkEm+a+g+Or63M6m1/fLQhjDgiGVMa9v0OQqoaHABB2OI/6wiFEPQiRCBIUnFOA9P+MJOIL90VA5XAkn5Maweuvs66wXQubmxHOeZKtthUGICCQzO78e7SC2iCEAmGItCL3FHNt50nW+ftQWEhFWrk9LlSX6i7bIkRlugyp4VxUbnO3cUL3wemDU045BQCwuVndUM6oLqee2lzpsRdgyqAXw3QWCARgeo6YEu9CR1DLYQvVNAGfQUJiZBWsJdMgsKZUfBan2UBJn41qS6hTqQLSdm4RWSiflhwEaRbidAhZLBNPeFYOX1smHsyy0KVlU6RpddfegM/gUFflhGwHYKy13X0QcfhOPmQcVG5b6kGbTu57WozCtiiCquolGapJxxoupa0h43xbADVjp3nfSTDLqqAsmzU2QDQIdfNAj+YeFEyzvxZsz2Ks+YvPVB7zezf7C4SAn2vyZ7CmOyQXp9G3QsbzahqNLs3+Frvimsq1HVTjhDPA81XDzY4Vbdm+iHgeMAYAy4a07F7djJNUhYxT2b+KKhIShKoc3W50sFXdjMX8t1rS4lfjTBbJr+phtLqQMQC4noXpNMZp+/V1Eoaq6mmVg0gJ0fOoqkPGZuRC35AxL1bbavQJGTNKEQ2N/laH888/HwDwwAMPVP7ddDI+77zzjtk+HUvkl755RU3+QjYnuT7pptuqzX6hEsWy2UI1jWlcV6qi0vOrqgiOlBJBxLPgLCWqh05VCbVp2ufky6fzvXAKXWZtShbLxPMLO3Gqyz2jICvPtGwGSFRK0IEIsoWbEALSMrBQCIko4fA0kfSYDwGOpOJmmepBm25hWJ3nMIQVxILIMGs8B6gy8VTKBcViYfvJ4o1bEZyWxXY2VUMZoc6VLouqqXgyFVDqP8atAzc5F5iFaVYinr2VjXpXUQVCwK+40WYEp9gJuwWkonGcafYXNBKcXNM4QvT5t4OFMgwA39cPGf2a7cUympeIG/TshZOkKmRcdf62ITLXsUWR7MLC5lL1YKNaRixXpZYfZ7KAnf5uFbBdC1TIzColqx60aeC6qoFgBRI9FbwPwWGEQRT7pWkI0b1M3GInRhXVniE4l156KUajEe69917MKjrQfu1rXwOArER8L2OhN4yBqV7SpeLFMQ0GRQXHNOgrKThG+anohRMnanyCnytzHbO1SoJj1Jg6BWfeZdbNXhcXysTN91RzZUS5HD6YExymX5vG5YUr5AG83MJN/FFju3vzhJIpOKavS8WCbdQXt/Dk6TsWgoqyddP7x6Ctm3Ea8+y7ATk1q6lLcDDLyrwthyHtMP031GqLt0Bw/NauuRPd+HFcUHDaSuurMOOLXYwNLEbhOxXT6NvQpOA0qBHzgbZ5BXEHCk4UAK4PuyPZzCMuKjiAWlD7EBwuQMSSBEdIUACOxXal/4mTKThJ6bfqioVxJjnshoJjOWzhnqYmie9C0NZV86iqkHDd/LNXoz8LvDTtT1fJ5aqiWrfDyDBNfJXwfR/XXHMN4jjGxz/+8YW/HTp0CF/60pdw7rnn4vLLLz9Oe7i7yA/bNIv3gmWhFRxiTt7JpBPBmWlSMioqOIxB+uNKBceQEz93IxlZ1b1wjBpT7A9jRhgUCY5DSKnR34KCA5SfxvIKju7EmVY8XYQ5BQcAyKi53b2ZXO05cwUHmJOAhV0Q5e8JAJ5breBAhKqXjYZRfqIawrJwHIB5p9emG/dsUrCo2hfVQASgoLBzi4z0mokgMFdVjMpi4FEfQZeZWQv7oCyqKlSN+miD6bOUh0MIGNDYCyeJOUBy19lO51GF6infdqpHpjQhFtHCbwJAnfMdRmgYJAkHk3bWNLAPIiHgUmW57kYHW5cSZYMViH8fZD2z3KJFtUNiWgHbtSC5mNvVUZg15lspGi0qo+B0z6NZ1IIoPiBC2VMAeig4dFBwVo3rr78eF110Ef7sz/4Mn/3sZxGGIe655x684Q1vgOd5+NM//dNsTMOeQ+7BPk04KCWLbLug4GA2KeVvALXQ5SXmKZ/Co371RVIzj8os/PneLrUKjmhWcDLLKbOoaMmimj9B10wUDwK1CAOwLJa9r4iQBwvWCxmNGxfuUG8jnzUCUKlIxJqYFC0q37Gy7eRBZJQ1+QPmyk9UoeBIKZEmi92n5w3MGm7cRQWno0Xls9Fi/sXzlZXXkBGa1hAcZVEtl8GpwjIEp0rBIYTAp7TRokqjFLbN5gNt6zJgXRGFgOfDclnjOJEqqAxOgeAsoeBQ2EhE3HmyvEEkJVxCYFu7s7CZ7F0VGe2KouKWYTcsKkdZ4dyoGPq3XTlcDyxRM6+KSHUGx+qZwREVCo4hrV0zODajSAYFpxnnnXcezjvvPLzlLW8BAHz84x/P/q1qfIPnefirv/orvOpVr8Kf//mf45JLLsGrXvUqPOlJT8InPvGJE3cS+IpRDJwCUJ2Mgfk8qtl03oU2h5KCk6omf5UYryslqIBMwclbVNYapmk5p5EpOKSs4EgpQXTg0dzU1I1ucdjm3KKq6EoqVQVD0aLiFRdfpUXVpODEiwqOIUdVioQhckWLynNYtp35PqcLwWqgWcERXEIKWSA4RsFpIjhTSJPB0dmrtoWteIwAAP4YhHMgrScW27MElJKs0il7K/ORyhRJ1RT4CqRSIpay0qICVqfgqH1rJjhJKdi9w4GbkZo2bXckm3lUW1T9FJw4FbDgQkL2DhpHQsKlBI5Fd8WicmkhZLwE6i2qHRLTChgSlRHVXcvgeLDSuPIhKZX9Q8Z1FlVfgqMUnONPcE7oMvF7772393tc18X111+P66+/fhf26LGBNFkctQCoWVQA1MIJqFCoPyq9t2hVTPmkbE8ZjMZAUCY4QWZRzfdhzNYQ8Glp7lJ1BsfORhhY5kZL7Ox1ZlSDUi6qLKrcIhNHIFJALmFRwR8BwaHq7w5VDgsgCxIyYsEmTmVoNpISpPA9zXvDgh1RHP4IzAlgVQYny1zlB+Hl1KxKyiJFScGRQkJwCWbVy9ClYwTMn0yDmao+q8AkSLDu2/q3z5WJs3luyS4qEBUwhKMqZAyo7tD3PVw/BLaEbDp1BcFpU3CKDxLEAUR1FWcnaIvKcqwlMjgVIWPPA440DxPOI0kFLGIjhiJMXX6P7POlsajYrllUHAAXCciSozBSM5C29PDnqntGT9WqCVZu7I2/BmWTHzhlZdvP4HpgSYQgTDH2FtXRVKhziPao3GLEgqioosoITsf+bRYjSHehmq4vTmgFZ8ByaFZwUnUhz6aqiqoAFTZdrKIasRoFZzQGKgLdpjdM3iLz2QgCAlFhwnUiBWxCFkhPfh4VkQkUNVDfxyH6RifVUFApsRAyBgoKjlFgjIKjLSpeWECklGUFZzRuVXAspmT5/PessqgiIeAUvicA+G6FgpMNf5w/8VFCVA+gCgWHV4TKa+26bIciECmz8nnzxNmmHAR8VqHg5OYe1WAaJFgfV6kkeqK46GZTZQSnQcGZBkkPiyUBgaxUBXxKGyeKl0vzd6DgcA6SJlmZeBpzyB69smpDxn0yOKnIcjx9cziRUBaVs0sZHFNlGUvsSMGxbFpqsiqJo86BmvLoZVBWcKJdU3BYElW2mkj4klVU4BCF68fYjl1DxruVxeqLgeDsESyUiVcoOAtl4kkMwtP5JOgcbGfRqgj4tF7BqSkPnkUp/EKQry6fEgtZUjVMdmcWpbpqws76Xth0PlF8rlw0hIwNQdGLMKWqa2+xYiiRMQREryqqMOaljrke8ysVnLgwaDN7vWOphli5xSxTcOjiDVFNFC8vepn0bhfUBKDeojLfK18+D7QO3Ax5mP2W8y+h/7uBDE6CpFQiDgC+VoO6VlIZwtFEcISc26RtMGS4TsEJWywqO//77yTLEeljpy0qoP23MEhFCgFeUlyk6ytVqCOSVGTbiDtahgaREHComoW2GxmcbOCmlDvI4PCSPQXkfvslwtV1MEHmLCwehZDO6gmOdDzQJMI0XLQUo5gj1lVUDD2aXhIGCYGwcP3MLapuCo5jMXAhS0TpWGMgOHsQVQqOJGYydzpvylaj4EDOxzYEOlRaBVkTwg2idCF/A9QTnKTQ/A6YZ3eUgrNoH+Qnipf6/RAKCatawcmVaDKblhYPU9q9UEXlj4AkBnj1DTuoJHK+GixaQCQE3Aqp2Lw/yqk4xcoxA4eSSovK5IkW7RKqnkzrbtoF4md1VHBCMStbVKY7eEPPIEVwymNU5pVn3RbimRCgKGeZDIxMb6rwWlHos5SHTylCWX+TTuO0oOA0HO82GCLi+tki3NWmMmXdZQXHnROnLttJeWZz9S0VNyFjx2K7Ei41130k6dKTxNM4LffAAXJ27upyOJQppSj7DeNod6qoPFUmXjzfP3rbd3DoEWWX9qmiYlAKTpEwxeZhskcGB8Bx6V6cx0Bw9goKVVSNIeOggeDY84WOS45IVDyxG/gjkCRWJCCHIOIVYVK1jVkFwbELyobJ7qjy6QTAfGG0M6laZirMonJhK9XHoGBRAaqSqhgyrmpgR0ZGmaheuCsVHFrduC6WMnsKXXi9fv+CxKwVnOKN3CF0IWBtYMgaK+aumiyTAvHrruBUhIy9douqTsGxiA0KWrIu61DXxdjAqH/TjkHjNgUHQK2KU7zOJHVBkDT3HqqDISKe19kuNIi5+o2d4ndwfR3+7kb24lTA1SSpj0Ul9LgVUya+WyFjAIikvbyCU2XdI/fbr5DgEELm1XBCqPuksztl4iRNMJsuXj/71hzce0jN1utFcPRrp9Hi9WN6dXUlOK6+nxzvoPFAcPYgUu01L8Kc5DkFp8Kiyj/JG7XFLy5oBub9hYVtVqHgeNQHASmVBMeirOAwPcIgjDkgE0iSJzjGohJZ9oTlvqskdlZ5BWBOTnIEhzmsFDLORhDkyBzJsiXVT8FhlC4EqQGt4NRmcMqXm5eRufn+EBFCwp6X9ms4dHFMhUFm1VmF7ZvwZOXOGwXHhK/bF9VUpEhkUiY4jEE6bq1FJYTENEyxUZHBIYTU2npVaCoRB+YKznRFCo76zGoFJym2/TeEdJmF0mRlXA+WVhmSjjZbnCk4FSFjoLOKk6QCDlPv6UNwzDnp6DLx3cngaAUHzo4sKrtqCGubnbsksn5GphHfbhAcbXuF24tRASGAM0/TtnwPgmNeux0sEiaTE+xqUdn6nhwf53ENA8HZg6gMGYNCgoBIPickdRYVVNOvOcFpqKICSnOIqiwqs5CZ0Q8GiSxncACl4oSxChkjR3Cyjr46ZAzMe9uoDyorONKyAWu+P5ZFSwt51qF3odGf/n41Ck4Qc3gVSlV1H5zqDI45TkGUt6hiyKLdgMUKsjzSmINZNBt2aNCs4Oh91AoOZQQkL6lXvaVqDpWB56vZVhUwZKNKwQEAl3qdFZyZENkYhSrYFoVj0ZLEXodmBUcdz6pKKikkeCJKFlV+m72Qs6jMItxXwbGrysTz226BIjgWKGivDE7WAiErE29vN9AXKmQPRHCXDhnXWVSVxQkrgBpgm84Jzi6NagAAWQiTCylh2wAB6VlFVU1wTCana8jYKDjHO2g8EJw9AnNDyUqniyFjQqCCxikwm0Ayq7KkN29RzQlOnUVVreAEUVqyqADVDbmYT6kjOJ4ZYVAgOHY+g2MUHKtewSFhUCqHt5xqi4oRCzadfxYxqk9NJUoYlxUcj/qIRFi6wVcpVep75u048yWiypxBcdCoQaUliZYOraHquQKtUhBCSnPISm+pmkOVfZH6nkGGbKxVZHCA+mB25T60KDiAajOwCgXHyxSceluwVCYOLKcE5ELGlJHF/EYLDBmpbPSX33YLklTAtRkc6vQjONqSswmFYzFIiYXQ/KrgEolQ7kDBqbGosvvLCkPGgAoaJ0lewVluvxuhf+P8PCopJaSUEJL3sqeAHMEJC7EDk3fsWCbu6HvyQHAGrBRZ6XTlhcxUEznT5K9iwTXWVieCkyk48144QkiEMS8pOICa1VRUN1IpYVUt/O5cwclbVIwQEP0+nghQVlQubKjcjkYYlJ6cmEVLFlVQ0d+FZBJ/NcEJonIGx2UeJGQppBnXEDmLUdiMLvTCqWs851BaQ3BERdUcVJl5zWJLcs0Ps31xyspWHkHVHCoD36/N4MwygrNzBScQIiMedVjzrV4KjrIDy9ukhMAjpJLgGPKRtzx2pOBEoXrosKzF/EYHGDupFDJuOX+LSFIBm1E41O3ceBGYW1QunbdM2JVeOEQigrODkHGdRUUhYa9ewTE9xTKCswsKjn5IzROcMOawGAWXvFeJODAnOLNo8b4R9QwZO8aiOs7jGgaCs0dglr3KQZvmNcRSVVTBrDJ/A+j0P6MZwVHN66qfvOF6kIQuLGzGqy1WFwEq31JVRVVtUekRBhWdS209j4qnopQ1qszgFBWcirlLleFZt36BMJPEi0TO1aXdeUVC6hCmU7Mwey4rhIyjSkXBIQRJxWLLKzNX2qKqraKalQlOi4JjSEi1RVU/ed2oKcUxDdlbqYewA8ERUiISMrOO6jDy7F5VVE2KQF0341IFH5BTcHqOigCUjeTNF8A+86iM2lK6TntYVFJKJFzAtihs6vTL4Ih5Bsc8ue9K0JjwpTM4ZpJ45YMfNDndBYsqjbnqgQPsWsgYAGSO4GxNY3iO6kjcx54C5hkc0yTQIIw5CEGph1AdbB0bON4DNweCs8dQeePNwADw2jENBqYXTsBn5blDeRCiu/3OczUmLFtUNgBgVEFwahUcPcJANfpbvHFbhCDVVhwrBWuLGZzyDBjLYVl+J3uZCErWC6FU3ZQqCE6YmO+5eJwNwckrEmYcRRWRAwyZK2RwKp5SbUKQAqWy5TThYFUWFW2povLKxI83WVT6O7m04km0YazFLEzhOaz26a+rRRVJNVK2TcEZe1aPKqpowQIt7VtNN+NscOOKMjhETxI3sOxmNS0P0+SvdJ32sKgS3V/ItpSCE/f4DnOLKq/g7MY8Kq4VnP4Ep/m+iF2aR2VpBcfkq3YjZKyOhcwpLkenEXyX7UjBiXmxr04K1nLd5WGu9cGiGrBSVGYDDIg1LxOvGNNgYJ48AjGDT+tfBwAYjUFyBCeKqxd+oDqAW09wzAiDpLQA2Zrg8FRUlEYXFJyoxqKqUnCqlImabrB139NjRsGZvydfZVIFz2GFkHH1xOR8wDqPNOGwKy2qliqqAvFjNis1QMwj4iFc6lUTXq/eopqGSWUmy6CrRRW2dDE2GPfI4LQNbxzVEBxjHy1eZ/o8XUbBKcwqKnYUb0LlJHFAVbfZTieLyvSusS0Gm/RXcEyX7t18cneRIpRupZ3YBnMsS4M2NUr3jRUgs3xjTZx2pYpKbdMWCbZm6nOObscYe7YmOMtlcBK+eP2ECe9cQQXMszrJcR7XMBCcPYY0rugNoyHBQEyZeMUkcQNLN8IzCk4j/NFCFVVxAOXCSzXBMQFcLiUEqpUNlcHhpQwOoBScRKoRBSVrpqjgVAy5s2yms0pzohDysDpb4roL/nb2ek1wXLu7glNVRQUArsMyjxtA7UDBunlUacxLRA/QFhX4fIL8wheoyODYtFHBiURYrd4AamhnjUU1C1OMa+wpQOWWQl4OZpd2WRONNgVn5FkI4hSiS9C1ZXijVzOuIdWS/YKCSIjKcmDJMvGcRWXZrFejv3w4fgFuffn+wjb0d3QsCoc6SEX3xT7KNevc3QxOoqqolkByHBQcy7YghAQPQ0hCAKv+GlgazIJkDGtU4IGHVRZycxJh5FoqZNyjizEAMNPxnsgsOwcowso62lMAwDQZGhr9DVgpGqVYYqnFrquC04ngLHYzbrKofDaChMzKjVO9oFUpOL5jIUo4BC8rOJlFlYpsttQcBYITR6Vwnzk2eZsqqhoiCShyVLFARIkiDW4Hi8oQkjqLyrNZpggB9aqCaXKYlBScupCx6ctS8TQelDM4rQpOA8GBN1L9gipIyixKMfbqFRyP+hDgrROsg44EZ+zZatxahz4ydXaggepmXE1wLJuV1awiwe6KKFy0qHooOIlIyhVUBq5fSdBL20jnFpVN7V6djGMxb4GQEZxdeHJ3ESPGciQhuy9WXSdQCs5Sv1sDst5SgW7yV2f17xSOhzHleOBRRXBSIUEpAZdpbwXHZHY21hju+8F8aG2c8M4BYwCZnTUoOANWijThat5S5cmoLaqaQZvZq/TTYyeCMxovKDhRzMEoqZQz/dzkaKCF4OiQcpjSkoJjE1NFxRea/AFaasaigiMrLCpgsc9IJKKsi+sC6iwqTQSKShUhBC71FiyqpMWichyWbU9Nt64pE88sqsWbhioTrw4ZAzUDN6MAspTBoeAN2YmQh3BZHcHxQaSYV4zkMA0TjLyGnIux9VpsqlBIWKgnigaGTM26VFK1KjgEqSyTyqauuMv1wQnKFlVXBUfE1RYVUEvQS9vIExziIO6h4MRy3sTSNi36d5HgLNNjp0sGZzf64AAAj9Ld6YFj4DigSZzdQ8yQVi5FryZ/wHww58hjuP9H8+rYJBULQ4XbYA0KzoBVwlzz1U3+9GsIAxGxmlpcU0UFmD4xyyk4QawCpVU5DdMw0ORwmsK32QiDxK5UcLIqqrqQsTkgUXkGTFHBkVIqdaJq8Xb9ykXbKC5OSUEqZ0oMIamtorIZwsSoDSkIqgcKVllUUhO96qo5TXCq8hRBsGCJAGrSerOCE8CrU3AaJorPwmYFx6VmHlXzQtylRByYE5wuOZy2DI75vKiQw6m9znai4BQsqu4ZnKTeovK6TRQ35bymiqpXmbiYjyGxdtGichBDgmQPRn2QJhWWYg67UUW1MFF8N/I3Bo4HJFFGKnkWAeiv4JjXS8IXuhDHqeil4BBCQMig4AxYMaoniWsQC+D6Im5QcNRC1zKHSkOOylVUVfYUMG8QF+huxk0KjlFGgsQqLUDzKqqakDEkAA5wrshcRQYHmAcPTaCy0n5xa6qo4hSORSvLJj3mlSwqAtS64a7DEOvs1HzQZpVFVQ4ZZ32Pqn5zWmNRmWnyVQpOUt+FttmiMiXJiyRFCNnBoirbelUIOxKcUTauYQUKDqmeR1VHcJZWcCosKp6ITmpFImNYtQqO362KqmBRtdmFeeR7PDFKQMluKThR9nl9YRS3+opQG6TnBPU2ZBZVwneX4LguEEXgXIALkWXPuBRLExwu+cJvyLnsFTIGVB+p3TgPeu3Dcf30AStHWmHbzMEAIz17FXkT86rctO1RBwWHhAGg+yZEMa8MGAPzeVRGwUk7KTgWgLoqqpoycUA9RZvyTKfZomosf661qHgpf5O9pcKiMlUmla+3GRIuwLnIddYt3xApIZl6ZVA5SVyjtmy5YgApoDI4UgKC1xCcJovKLM6FYxXGKaREa8gYaJ8o3qWLMaBLnW2KabA6BScUZYuqumnckg3jTGdpjTkJb18gVAanvldVlz44ixaV3bPRn8iGYQJKxdkdBSfUn7ecRVX74Aej4OxSBicWu6zgOEAc4f87fQP/8I8PZG0klsvgqNcLqTI3mxNFKrnop+AAqmdOkq6+o3WvfTiunz5g5eB1gVOoRn/ZRew1hIzteZ+YThYVkFkTYVy/8Gf5FB0yNgt1VfvvRQWnxqKqUXAAqJJP0xuiaFHZixZVbAgO65fB8WqOs7Ko5k/NdV2MDcx3jRKe2Ul1wVeHEMQ5NaFukriCrRpA1hEcv1xFBaC2kqpZwanuuWJsolGjRWUUnGalIRSyk4IDqKBxa8hYyk4ZHKA8riGN03pS2XehFFxNm/YWFRz1Oe02VSJi2HUhY8/vaFFpgsO0RSWTzlmX4hgS26K7EzKWYfZ5fVE3ziTDLlhUjCmFN+Fy9y2qOMLYs5FwkZXoc8mXyODMFZyzTh3jG9/7sfpvIbPKqK4YFJwBK0ezgqM7GQOlxW3hVTaFFAARtLp0Og+zHT1xu2o+Ux6qqZu6URlyX2VR2RaFxeozOKYPTrmDb07ByU1ozsMoOGYhN/vTS8GJ03oFp2BRJaJ60KaBYxuCk1dwqhcsp6Dg1E4SB1TVRpVlYgiOW1ZwgOpgoMopRfUZHHOMC2qB6Sg8bggZU0JLqlcV1CTxbjfZkWt16GacggAlAr24bwQOIWWLKqnuiiuXUXAqztOijdqEppCxdL3OFpVtUdXLRm8r6UDUpJSlQbI2o7sSLnWhHqKKIfsuaMomAsba5pBLbLsJlsOQptidJn8GWsEBgCeevoHzf/IkAIBA/z44VFMCDo6RZ+PwllFw5BIKzhAyHrAiZL1lEr44XTsPojsZA40KjlnoKGfVpdN5mO1EhuDUZ3AAZVOVFJya1/oOqczg2LlFvmhRZQoOcgSnYFERSkAZUZYQVAUVUENwPF8pQYUbX5jwUg8cg+Jina8yqYJRglTfH63gVFV0AbApKWVwANSS2spMiOlXUxxhYdUrOLGIICHrLSrLhqSsRAZNDqYpgwO0N/uTUnbO4ABqSnvQquA0k8lsW5RWEJway2MZBaeilX8vBUcmsJosqqgiZF7chp5DBSALLHfphZPq7tL589tmu2NRuVLdN5ZScGJe2+QPwPwc2IUcTirI7syhMtAKDqBVcnuuwvTtZEwIASOqCzKAbDK84BJWj07GgLKo0oommccSA8HZY0hT0bDYKYIjbQdg9Re7IQ2UW/WWhIGR1TtYVMBiW37Txbgum+LZOoNToeAIAJJUhGsXMjjVFhWgvqPJr5iFtTSsUL+XQM67kWpEsaj9nmaiuEHdvK3sIxzT/VXN3tLJpMrXKouqIoNTGyyvkN6NylKRwQGqcx+NOSVAqUVeWS2Yhaka4NiQfwBUMDtssKhi3RSyK8EZeRamUfMCbTrXNik4gLKpwkLlWvME956LZHaeLpaJA90VHKdhXhxJYqBlocmXARu7q0svnKiiBYK1SxYVQwgGsYOQcf1in42D2YVS8UTSY5LBKYIv0egPACjmBGdj5ODBR6ZIxXIh42FUw4CVoiqXMgcDgWhs8gfMF0tfjuurDgwK1TOhLhOvfXmB4NgNm/cdbVEVLlJjaUlK6hWcBosKUJViRv2IRAiHutWD6WoGbkZJWq/gaIvKqGpFCb/0eqPgJFwtjsSpbQrmkMWJ4lkGp6H8tUrBkYyVOqs2ZXCiNoIDqKZyYTmD05S/yd5KPUQNFlXXMQ0GI9dC0GZRGaWlleAsKjg8FYBEhT2K5crE4woFx+6m4AgpkMq0PoNjttnS7C/lOYKjj0fcQc0wZNstWFQrX9ikAEEKh8jlQsZVXc/z0AqO7DGiogsshyGVDHIXCY7MKTh5LDOqAcCCgnPmKWN88Zs/RJzwmt5q9VAZnCFkPGCFqBxfkIEBRDZWUAHzG7cnWwLGAOC4aqJ4GCDlAimX8HtYVFX5m+y1tsAssUuLvVFDhEXKZC5TcFLV5A8kG0iXB7PonODwhvBsRnAWbyDN1WLqPab8vBjCLH2EyeBoi6qps66yqBYXW2W51fzmdQqO65eOa5OCY8iHV2dRAZV5pVmUdCQ4fmOjP6OgeH0yOC0WlSF+7QrOYjfjLPdUOQ7FUfZon0W4gohTTd7bCI6pdmolOC1B44TPq2QyBaeDRTWfs7ZYRbX6hS3Vn4OFkH3nd7cpOLtkUdk2Qwq2+xmcChtSLBEyBhTBEZrgMEbx9J86Ga7Deo1qAAYFZ8CKkK92qB5foEGoJjjNxMW83+1CcAhRQeNwNp/P1KjgeCWLqva1tkCYlBefTMFhtCJca80rh6JQXfwVyswCwRFhdRdjoHYic5SIxgwOgAUi12RRUaqmMEcJ112M6zMhDiFIFiwqXh0w1qhScEhUbvJn9oNQUtnNuJOC4/mlkHEQcfgNgzYNXOZm1WxVMAqK2zWD41lIucwa2FUiU3CaMzglBafJFszIUg8VJ8uKlav92iwq03HYqrWouik4CxaV3lbawa6ZN7HcXQXHnMMO6V8m3mQpzj9AH79VZ3BsipTYu9wHx1P9vgrEb3kFx8oUnGxby1hUlOzKVPle+3BcP33ASiCl4hmCC0ghaxUcCabW+orFLQ+T4XFEx2CcNwIJA4QNgzazl+p8ipSyE8GJ0vK25gSHlPNGhABQ4xpIHNW2SFcER/fuaSp/rujvIqVs7INjVA5DCpRF1XypeY4ZLto8G8khiyHjtGKi+gKqFJworAw9EqJVg4pFNWzKKRlUVOzMorRxknj2VuplYe8qRFKAAHA7zvMZu2ZcQ72Kk2VwWuYbeURlcMyDRFPb/9reQ02oyYp1GdcQ68adtbOozO/cxaIqKDhdxjUYi6pYJr7y8uAcwSmOzWgDT5Sl2BQy3i0Fx2IECXV2OYNTTWKXJTiU0DLB4SKbL9UVjJHFIcLHAQPB2QMQUoIQklkLtQueOdlHbQoOhYSELTpelJ4PhEFu0GZzBkdCIhZRe/jWShGm5cUxs6hYhUUF6BxEWjlJ3IDZ81LWSEQNDezKEr+5aFsVHB5CaCLXNj/JtVkWMm5SFGyqKsjyVXN1+RugJoNTGAuQh2WzTKFYeAtvyCkZVPRcmYXdCI5D3ZYMjoTbEEgvwte2WHMlVfcMjsQ8UNtkUc0t0n4ER1o2QAtZM7uabC68VZPC2lENHS2qNDf2pE/IOJZqPhgt9sFZuYKjfiuH0t5VVNkk8cYHAXX85KpDxlQgZe4uz6KqIzj9G/0BRsFZvG64kL0tKkZJ1pPneGEgOHsAonjjrV3w9MnuN19shBBIxmGLZuk+g+cDwaxxknj2UjN3SAStCo5vcYRJ+btk77FI5aiErBdJE8FhuSqqLhmc3M3DzKFqavQHKAWnbdBm9h6bZWXijRkcogZRmNsPb6iaA2pm7NQoOMBiF+uFt4iwvgdO9iW80qiGIEq7WVTUVaXoNU/nfUrEAWSkqk3BkbAqLcw85t2M1fliVJWq476UglMxLw3opuAkWsGpH7bZ0aLiIrMgGGGgoJ26GcdCwC78LhbbhSqqTMGhvfvgZPfFRouKQYKtPoNDODi1IezlpqB3QoOCs1wGh0IUjvEyBMfapXYBfTAQnD0AKdUTlKl+qVdw1M8tG5r8GQiWwuJdCc5IKzgdLKpsHlXQQcFJkAqa9asxsMxbHKv6id5UskRhrTTMbNYpg0MoVWX1VQpOzfc0Nk4kosxOsltuDq7DVCfjltEBJsyZmnkziajvewRUN/pbRsFpsvGyL7EYMuZCWXldq6gEVEVQFUIhO+dvAGSkqjFoLONW9QaYV26ZoHPj4Ebz2/WopCI1hLNPBqdewakOyReR5CwqtT2nUx8cM4Ykj91UcGzKeis4rZPEsw+xV29REfXZacNDy45RQ3CWafQHNCg4PTM4FiPNGbhjgIHg7AFIKUHIvGtkUwYHAOA3X2xSSqQsARMdnzo8LwsZW4w0drw0BCfk7QqOZ6mbWtHHNe8htf1+bHVDbMngiGxUQ9RS/ryoTIQtFhUhBI5WJJKKjEIVPJvpkHGzRWW+u1GG0rSpc7W2qJAsNiosDHbMQ1l3FRmcpjlU5rMKFpWxh7ooOHNSWG2lREJ0rqAC1NOja7N2BacDwTEl0JmCo1sxVJHreZuCnhmcCiLeKYNjLKq6c8ayVEuAuM2ikgvKr01sxB0tquJDis12MYNDrd4h4+4Ex1m9RSXU+Zd2OM+WRgXBkVIuHzIGA8f8vJNSQgjZO4Nj7VJH6z4YCM4egAoZE3Ajndc90evSTeI1E5xExhA0BeUdL45MwWlu8gfMLaqog0Xl2YrghAWCQwkBFRKo/awOGZxcFVUoWhZv11OBZY2oQ7WYslzmFlVrBsdhuky8WcGxCwSHJ6Ixg1OpKDQcF8tilWXicUcFh8RRVs1hCE7XkLH6nGqlISwMdOwCv61UvKOC4xACAhV0BloGNy6h4CAO6y2qFgXHWFS1nYwBpeK0KDhphYLTpUw8qejxtBvDNpWdSOAQtpBB64JUK8uNGRxoe3HVCo4+D3jPjsK9kOWs5r+xgM5jLtPoL9cHB1DqDYDeFpW9G1ZlTwwEZw9ACAmCuYJT+0Qf6xuW22w9hTwAZylIR4IjfRUyjhIOz26+kC1igRGGsINF5RsFJy5fJFQCqG1uZ4Mgrs02APMqqlSk4DJtV3B6hIwBHZrVQWqgA8HpqODMCY4eqJfWD1cF5kM7FxSFKFyYXJ0Hs2lto79OFpXePjDPv3QtEzefU4VISHgdA8YGI695XINScNptWEIIXEIQ5Syqpl5TEqR/BqdKwbG7KDgxGGHNT+quu0DQq5Cki9OibWp3CxmLagWHC/XUvzLIBCA2HB347lNJleiHgKq83gKIA6y60Z8moOluLrUVOStDUPqOalDvmffBAXIEp6dFZe9KP6R+GAjOHoCQEoS2d7VF1JHgiBCCpUDa8fTQ/U/iKIXb1C0UarHwqI+gg4LjskjvdnmRokJC1rVBNhmcuCFMqxUc05Ontg8OoG4geYLTwYpzqIuY9yM4YcxBIJoVHFqwqBqHqyKnKOjFSspmBac2gxM1l4gD8waShuAYBadjBgcAIl5eYPrOoTJoHbipF80ucHO9cHhTTxU94LSfglNtpaoMjmhUK+KGQZsZHLfVokpynYwBZXl1CRlXZXBMWHmVNhWRMSTs7LP62FS8bm5YAZLakCtWcJjeXir7kYNesGxIQhYIjiEoyzb6W1Bw9O/YO2S8G+0CemIgOHsAUgIERI9poLWltNLMU+qg4CiC0/GE9kYgkBBB0KhqZC/X4xpS2bzwe7ba36jiKZZyCdQQDJXBSYEogqxVcBikBMLUDNpsCF7bLpDMb3xNgzYN3IKC00TkgHnIWEg0LrrVFlV7f49MUUhiEClbyuerh202kkAgN1FckcYgSsEogdNkoWkY8lTV7C/Rc6j6WlQjr9miUrZHN4Lj0aKC03zM+yk41WF4Q6J4g90T87g+YGzguI0WlZQSKa9QcDp1Mi5XUdn6fFypPSETgDiZHdZHwUnjlocAg6qKwx3CMgQn2UUlgxBNYqsUnBUQnCUtKmdQcAasAlnIuGmSOADoyc7Ebb4hhkJZVDLteHLqJ3cZzuC0BfmgcjiB7nnSmMHJFJzyjZIICWE1KTgtZeJ60Q1iNSS0cfEu3Dzihi7G2VtMyFgK2B36t5jKszhljQoOA0AAJLrxHE+7zdjJbtwmLN2QwalScOIuCk7WFFF9xkyXiHfpXWMTGwSkstmfIRZ9QsZAl3ENPRUcuRgyrkXfeVQ1Co45R5tyOImI68c0GLjVs4oMhJCQErBzFoRNHSQdvkNSMYbE1tflKgOmBDEksbMqwqiH/dXaxTj7kNVXUdEkAhVpp6nwO4KzaEOaKqjVEpx+dMG2KPgwTXzATiEKCk4tzFOc00JweADJOHhXgmOGd4bdFZxAKGJRx1EAgCKFYyErP1/4Wyohaz1hBsgURIpGiwoAokQrOKzNosqFjBPeOh3bzVVRtak3AOBoYhqlrHHRJYTAJqrZn+BqYeqm4Oj9N1ZbTZk4s5V1J/PjICRHKtN2BcdsU49rCDp2MQZ0zoV6lRkcQyz6WlS+25bBaQ505+ERiijXB6dpwZToqeDUVVHpc6yKcGZv7UJwWiwqo7RYS1hUdVVU+e2uBDqbVsygdUGaNOfUso8gzsotKhLHsJB2mgq/I6xQwaHFDA5fLoPDKF1tDmsJDARnD0BmnYxbvOZQXwAtv3okQlCLNN5YF6Cf3EnUkeDQ+UTxWotKShCk8OwaBYcLiJon+syiAupDxpoIxrEpP+2j4HA4LZK3o0cPdOliDCDLLkW8WcEBkBEcM2qiWX6357O5gNzco/oMDoCF3kOmsql7BkcrOGG3Jn8GxtYrwjytuy0N+YrwXYYkFfU5gF4ZHLLQB6dZNbPQdxZV1bRpQ6KaFseYx9nsqFq4zVVUxkawSxZV82LPtXVYyuBoorTKSipT0l/MoHVB630x+5DVV1EhiWDJY0BwbGfBRl+tRbVkBoeRTP05XhgIzh6A0LOoeNpSMqwJDkHzjSfkAajOYnQqx9SNA2kUdiI4Lps/qderG6ZSqXqeCUllLcEBsVSZONBBwdENxBpIhSzcPOK0j0XVjeAYRShKrdbhjxnBScpP3iXo0CspEpyaifLmuOTJbTZos6UPDixb9VyJ5gqO73a/wTrUqywTN+HevhaVIVd1Kk7XPjiAsqgyBac1g2NnjelaIQUQx0tbVLGI6+dQGTiLIfkiDBEpKjhpy3eoa2K5mwoOg1q0+jT7U2X9XTI4Pa3FLohjWIQfA4vKWQwZY4cEBzu3qBilkBLHVcUZCM4egFQp4/YnlcBcAM0XW8gDdUOQaoBnK7SCw+KgtQ8OoCpmzELGahUcdaNxbYqowqJC2qDgwALRHUSbysQBIEkSONRtzolUKThNWSfMLapYiJ4Ep4OCo+dRzdsCtPf3KBGclmxSPtjaWcEB1LkQzquoRl73Bmcuc6stKiHgELIw76gLfKdlHlVLSX4eHiXgABIhVPfo1gxOU/YnhzgGgVzaolIZnA4h44YMjlG4igpO3KJmzJtYFkPGmpitXMFxFizaruAJb71GAN2kcdUKThzBIqK7Gr4sHFcRZQ2+yiqqJcvEjeJzPHvhDARnD2AeMm7J4BiLSjYTnEhEWVi5qulbCZRCuh6cNGotEwcATxMc2VAmbiwm16aVFpUiODUfYHo/WERJtxUwuZUkTdoXbrNA6JtqlPDW7+lQFwICsUx6WVRxyoCWyp65gtPFosJi2XJmUTUTP56rpDKl260ZHADwPJBoXkXVNYOjtu9VDtwMpcy6CffBXMGpON+lAAHvruDoRXzWoSuu7KME1EwSBzoqOLw9gyPdbgTHKjb6a1Vw1PvKZeJGwVl9HxwAvQlOr5AxROv9sReSGBaVjymLiqImg9N32KZpF3AcuxnvYnvFvYfbb78dH/nIRzCZTJCmKdI0xS//8i/jF37hF47rfs1Dxi1PKjMzbqCN4ITYsNfVKxMBtI+ugnR9eCLpZFE5zAVUuy5YqLtozFwris1gcX+llCCpgKgjDobgMNK6kCdJCmfULvETKSHTBLAdxIloDRnn51H5VjsxMIpQyB1lKzXAJgSxkJnK0lg5h0Lo1eQ9auRmQ/yWVnAc1RRRStnbonKpi2m6Xfr3SAh4PfM3ALLPDqoUQLN4dyQ4JuA869QVt4dFlQX/y4oaoQTMoo0PGaoPTpuCozM4UlaeW8aiKvbB4TKFkKJ2gnytRbUrCk6ckVGbks59cKSUnUPG80nwCYAVzY6KY1g+EBwLgjPZyv5zZ43+rAUFJ10yg2MsreM5cHMgOD3wW7/1W/j1X/91XHPNNQCA2267Db/6q78K27bx/Oc//7jt10LIuCmPEUXqHteq4ISwbRVO7frkIRwXbhJ3DBl7er8j1KqemYJjIdoqDH5LhSoTr3O3zGlt1xMcyghAlHzdWEEFKH8bUBKw7XQKGbs5gmN1uDFQSmAxiShtt0xsQjCVIlv4uik4On8VBrX2FLAKi0qVJMeJgJDduhgbOA0h42UUHNdmIKTaoiI6BNy1D475/JluOtncXNFG55Bx3GwZqsaLOy8TJ1JkBL20jUzByZeJq+OSygROzaDIujlrjBIQsjt9cMznJR1zHYJLSCE7VlHtAsFJIlhrOCZl4pVVVEuMamCELhAckVlUfWdRaYsqFceNaAwWVQ884xnPwMtf/vLsv6+44go86UlPwt/93d8dx73KhYzb+nNEAVS+uPnGE/EQjl7Ui5O868BtF25HBcfNCE7cYFHpDI7DShaVSAUIl/U6lH5qIYzWWlSEEDCmSqLttkm/5uk6VspE1DFkDACJiDpZVADgWhJRhwnu8yoqTXBaGuktZHDi+t5AwHzhzhOcSETZiI1W6EBr0GGyfBF1ZeLREnOoAPUb+45VY1Hp49Exg2M+PzBkoMWi6qzgmEWpduo97WBRdcjg5D+rgLRSwVHbbMrhZApO4fwmRHX5XtmTuxQgSDMyahPauUzcHDvL6RgyBrr/dl0Qx7As0s3q3wkKFpXYURXV4jTxdFmLKsvgHL+J4ic8wYmiCO94xzvwtKc9Db/zO7/T6fXvfOc78YIXvAAXXHABnvOc5+A3f/M3cejQoR3vy3vf+14wtnjCuK6LJFlx8r4npJSAlO3lq1EISNIpg+NqYtA1HMctF66IO4eM1Y5HDcHRnIJTePrhXCk4HKiu8tIER7oWwOr3R3XtFb0UHDNjp0vIGNBP2B0JjmNJRLxdUchXUTGrvnN1hryiELYQHGaqqHIZnC5zqAy0ghPq38wEfTu9VQezi4grmsl1RV0vHLOIdc3g2ISAIUdwmn7/PhmcLPRdfQ7Wjc4wSETSoUzcDGOsrqQyC1g+g2PlFJzaz5YSFkHlNbzaieL699Pf0yHdLaqM4PS2qFaExBCc3V3kpeMUQsbqmC0TMqaEQUJCaBKZKTi9MzjH36I6oQnOXXfdhZe+9KX48Ic/3IlEhGGI6667Du9///vxpje9CV/5ylfwvve9D9/+9rdx9dVX45577lnp/h09ehTf+c53cOWVV650u30hhCI4qulbU8g4hPrJ6y82LjkSGcPVT328om1/FRLbhcs7Kji63Jig/ukwCxk7DqJksVydawUHpFqLMhYV8ZufzplFIVJZK8FnyD0Bm5L19j446j1pLwVHIE7bCUFWRdU2h0pjQVGIwtoScUDlPigjJYuqkz0FZHO7Qk0qvD4WFfOQynTh6RFQGZxlFBxA5XCaMzjdFBxgsVS8SRFQw147hlWj5RUcKSVSmTZPEs9vu6YXTsIFCFlcwCy92DeNa1AVgtXHwV7lRPFCXsqc/11grKF+FtUKK6niGMxmkEJ2VsOXQilkrNXdJauogLkKtHwGZ25RHS+csBmcT33qU7jhhhvw5je/GZ7n4a1vfWvre2688Ubcfffd+N3f/V286EUvAgA8+clPxo033ogXvvCF+I3f+A188pOfzFSYra0tPPLII43b9H0fZ5xxRuXf3vWud+HSSy/Fi1/84p7fbrWQEpBGRmzM4ASQoI0ZHPME7dkugKhxDk4eCbPhyKQ1fAvMFZwmgpNlcHTX5TgRmTqUERwAqZTlUnMTrPPaCA6D5B2yJTmCE+un6a4hYy67KziuxRF2ITiEINVl4k1djDPkFYUWggOo45IuS3B0FiDQC0s/i0rnlniEkaVVOCkRSQn3OCs4gJ5HJQUoAWhTHiGvBLQtMHEESShgVe+HGrhZfb2aKqdOIWP9WZXb0ZPE80qg3VHBqVPWVmlRFX8ru0cGh2c5te4KDula4t8FcTRv2BhzMH+XNIV8pSch4DIFAakNiDfBEBwuOSzY4FyC0vZxM0VYQxVVPc466yzceuuteMITnoBbbrml9fVBEODmm2+Gbdu46qqrFv52zjnn4LLLLsOdd96J22+/HVdccQUA4NZbb8UNN9zQuN2f+ZmfwQc/+MHSv3/yk5/E//k//wcf/OAHe//wq4aUEtKw7LoFL01AOEebgmPKdD3LB2VJZ4ITUwcjkXRi+ZRQUGK3tLM3fXDUTSdM+CLB0Tc4XvEkJw3BaZm5xSwKmaJDo7S5RRUnpgFh8w1T9etwINHDomIcMe9CcKiqQeMtjR01ZP5YRyGw/0Dj682kdYOoy6BN81muBxJFCOMUlKDToE2DbKK4CDHCGIBaRCUAZ2kFx8KPjgTlP2QZnB59eghFJFOst9iCmYKIFK3LcBwq1auOKNgM0ayaZKRaXWlVcIxFVTOuIeVioQcO0FHBaWhiaVt0dSHjTMFRx3Upi6pHBmdlFhVPQQSHpW1annDA736+9YLtqEpPngKWDSH5UuoNsEhwANUHp696AwxVVI248MILe73+rrvuwmw2wwUXXIDxeFz6+8UXX4w777wTt912W0ZwXvGKV+AVr3hF73377Gc/iw984AO46aabsL6+3vv9q4aQgEhbFJzQ3NyY6p5ag6xrLfXArElnghMxByf1aJJlETer7KkCkSkkGFx9c4hzT7FiQcGperN+EutAcBB26O+St6jSbhYVoFSctCFIXYRncWxG7UTCLCpxR4JT6oPTkMEBygRHTRLvmMExIeOIw3O6DdrM3qqJZpIjvmYhW6aKCoAOGVdbVDp50nlbLqWYQbarAT2sDhLHtfYU0GxRdVdwmi2qlItS9aXZZtqgZiRSZtO9i7AYXdmT+1zBcfS+KYvKVI82ISM4XZROrNii0pkYS9+HdjVonK/0tGxwyZfK3wCqDw4w74bMhViS4AwW1cpg8jVnnXVW5d/PPvvshdcti8997nN4z3veg/e///04cEA9Cb/3ve/Fa1/72s7boJSALnnDrtue6Thsu6yy46RM9c2NWKCE13alTLRtNLJ9WDaF5KJTB8uI2nB5DErRaVFj1IVEXLttSlKAWFkvk1TM90MKmREcSSs6bEr9BO1ajfvObAoyZXAtr/Q6Y0FQRgHHhqQMNI2y4KTfsm0AsKmr8kwW7XQMXStBPG1/rWukX0g4dvvrCXNAwMGohIwjwPNUmXwNLJtCpPPjHYsI++z9nb6D9H0gTRBHCfzcubhwPGuq+DzL099rfl4YK8LveAyLGPsWwjgtvZcR1TiuE0HU8BnBj6hSVZr2hQhHfwZvGAirIJMIcJza38N2VMi46vNMRsKxnMb9kZ4iODSNQSpel3IJm5GFbbiaTHAk9fcKKeHS6t9FTZKWS/1mRRCuA7PMBhiBaykFU1LS2oJB6PE1XUY1UEYBYoOS8vmyDCTXBHTkAEggOt5Ll/osPeiW8gSEEUgiYJHm87QOjrGHidpfKRVh7bstxzEKDu9dYr4qENlp2NDxxS233IK3vOUtuPrqq/H2t7+98jV/8Ad/gA996EN4+ctfjt/7vd8r/f3222/Ha1/7Wpx++un4X//rfy21H5/73Ofw+7//+/jDP/zDjNwAwBvf+EbcdtttS21zwIABAwYMGLB67BkFJwj0dGq7Wq41fV3M65bBf/yP/xFJkpTUmjPPPHPpbQ4YMGDAgAEDVo89Q3B8PdG6rpw81n6oed0y+Jd/+Zel3ztgwIABAwYMOHY4ofvg9MEpp5wCANjc3Kz8+9aWmtNx6qmnHrN9GjBgwIABAwYcH+wZgnP++ecDAB544IHKv5tOxuedd94x26cBAwYMGDBgwPHBniE4l156KUajEe69917MZrPS37/2ta8BQFYiPmDAgAEDBgzYu9gzBMf3fVxzzTWI4xgf//jHF/526NAhfOlLX8K5556Lyy+//Djt4YABAwYMGDDgWGHPEBwAuP7663HRRRfhz/7sz/DZz34WYRjinnvuwRve8AZ4noc//dM/LQ3LHDBgwIABAwbsPZzQfXCa8jJve9vb8Iu/+Iulf4+iCH/5l3+Jv//7v8dDDz2E9fV1POtZz8Ib3/jGrNnfgAEDBgwYMGBv44QmOAMGDBgwYMCAActgz/TB2UsoqlD79u3DZZddhl//9V/vrUIJIfChD30IH/vYx/D9738fnufhmc98Jq6//vqs8uzxgFUd03/+53/GJz/5SXz5y1/GoUOHIITAT/zET+BZz3oWXvOa1zxuVMJVnqN5TCYTXHnllfjBD35Qq9LuVaz6mN5///143/vehy9+8Yt4+OGH4fs+Tj/9dFx88cV43etehyc84Qm78C1OHKzyeN5zzz246aab8PWvfx0//OEPsb6+jnPOOQf//t//e7zkJS95XEUfoijCu9/9brz//e/HlVdeWTtdoA3HZG2SA04oBEEgX/ayl8kLL7xQfvrTn5az2Ux+61vfki996UvlxRdfLL/1rW913hbnXL7hDW+QT3nKU+Rf//Vfy+l0Ku+77z553XXXyac+9anyC1/4wi5+kxMHqzqm//N//k958OBB+bznPU9+/vOfl0ePHpWPPvqo/Ju/+Rt50UUXyQsvvFB+9atf3eVvc/yxynO0iLe+9a3y4MGD8uDBg/Jv//ZvV7jXJzZWfUz/4R/+QV5wwQXyD//wD+V9990noyiS3/3ud+XrXvc6efDgQXnXXXft0jc5MbDK4/n5z39enn/++fLyyy+Xd9xxh5xMJvKhhx6SN9xwgzx48KB8/etfv4vf5MTCl770JfnzP//z8pJLLpEHDx6Uv/3bv73Udo7V2jQQnBMMf/InfyIPHjwoP/ShDy38+/e//315/vnnyxe/+MUyTdNO2/rrv/5refDgQfn2t7994d+PHj0qL7nkEnnZZZfJ7e3tle37iYpVHdP/8T/+hzx48KD8p3/6p9Lfbr75Znnw4EH5whe+cGX7faJiledoHl/4whfkU5/6VPmLv/iLjzuCs8pj+r3vfU8+7WlPk3/wB39Q+tv29rb8hV/4Bfn1r399Jft9omKVx/OFL3yhPHjwoPz0pz+98O9CCPniF79YHjx48HHxsPj3f//38uKLL5Yf+tCH5Mc+9rEdEZxjtTbtqSqqxzqCIMDNN98M27Zx1VVXLfztnHPOwWWXXYbvfOc7uP322ztt76abbgIAvOxlL1v493379uGFL3whfvzjH5dK6vcaVnlM9+3bh2c/+9l4xjOeUfqb6a/0ve99Dw899NBK9v1ExKrPUYPJZIL//J//M17/+tfj3HPPXeEen/hY9TF9xzveUTkzDwDW1tZw66234ulPf/oqdv2ExKqPp7mei+clIQRPfOITAQD/9//+353v+AmOs846C7feeiuuueYaELKzqejHam0aCM4JhLvuuguz2QxPfvKTMR6PS3+/+OKLAaDT5PJvf/vbOHToEA4cOIB/82/+zY629VjGKo/pZZddll2YRayvr+9sRx8jWOXxzOPtb387NjY28LrXvW4l+/lYwiqP6dbWFm677Tb81E/9FE477bSV7+tjAas+R5/61KcCAL7zne8s/LuUEt/97ncB4HFxrC+88MKV5LaO5do0hIxPINxzzz0AFFOuggnGmdcdq209lnGsjsP3vve9bHtnnHHGjrZ1ImM3juf//t//G5/4xCfw0Y9+FLZt73wnH2NY5TH9xje+gSRJcMYZZ+Cf//mf8e53vxtf/epXEYYhzjzzTLzoRS/Cr/zKr2A0Gq3uC5xgWPU5+vu///v41V/9VfzxH/8x1tfX8dM//dPY3NzEe9/7XnznO9/BGWecgec///mr2fnHAY7l2jQoOCcQHn30UQBKpqvCxsbGwut2si3z74cPH4YQove+PlawymPahE984hMAgF/7tV/b0XZOdKz6eBpr6tWvfnX2pPx4wyqP6X333QdAqQ3XXXcdnvOc5+Azn/kM7rjjDlx55ZV497vfjVe+8pWV42z2ClZ9jj7pSU/Cf//v/x3/9t/+W7z2ta/FRRddhJ/92Z/F3/3d3+GlL30pPvrRj1YqRQOqcSzXpoHgnEAIggAAap9iHcdZeN0qttV1e49VrPKY1uGee+7BRz7yEbzgBS/A1VdfvfR2HgtY9fH8kz/5E4xGoz1PDJuwymM6mUwAAD/84Q9x7bXX4pWvfCVOPvlknHTSSbj++uvxcz/3c/jmN7+J97znPSva+xMPqz5H/+mf/glXX301vvjFL+Iv/uIv8NWvfhWf//zn8apXvQqc8+yYD+iGY7k2DQTnBILv+wCAJEkq/x7H8cLrVrGtrtt7rGKVx7QKhw8fxhvf+EZccMEF+OM//uPldvIxhFUezy9+8Yv42Mc+hj/6oz9auKk93rBb5+hLX/rS0r8ZAv6pT32q17YeS1jl8ZxMJrj++uvxwx/+EO9617vw3Oc+F2trazjnnHPwa7/2a4jjGFdffTW+8Y1vrO4L7HEcy7VpIDgnEE455RQAwObmZuXft7a2AACnnnrqjrdl/v3kk08GpXv3NFjlMS1ic3MTr3nNa3DgwAG8973v3dNE0WBVx9NYU9ddd11lVdrjCas8R/Oy/+mnn176u8k9PPjggwsLyV7CKo/nHXfcgUceeQTnnntu5eigl7zkJQjDEP/1v/7XHezx4wvHcm3auyvbYxCme+MDDzxQ+fdDhw4BaJ7RtRvbeixjt47D4cOHce2112JjYwM33XTT46aKalXH85vf/CYefPBB3HTTTTjvvPMW/mfKQ9/ylrdk/3bLLbes8FucWFjlOfqkJz0p+//rnpANdlrqe6JilcfTbKOODJnqqW9+85u99/PximO5Ng0E5wTCpZdeitFohHvvvbcyBPi1r30NwLznShPOPfdcnH322Th8+DC+//3v72hbj2Ws8pgaPPzww3jlK1+JJzzhCfiLv/iLBeXmb/7mb0rlpHsJqzqel156Ke69997K/xkb5W1ve1v2b3t5ZMMqz9GnP/3pWYi2agF58MEHAQA/+ZM/uWcr1lZ5PE866SQAwI9+9KPKv5t/t6yhILkrjuXaNBCcEwi+7+Oaa65BHMelJkeHDh3Cl770JZx77rm4/PLLs3+/99578fKXvxx//ud/Xtreq1/9agDARz/60YV/39rawmc+8xmcfPLJez4Uu+pj+tBDD+GVr3wlnvjEJ+Kd73wnXNdd+Pt73vOePe3Hr/p4DljtMXUcB//hP/wHAKhslGaq/X7pl35pxd/ixMEqj+dzn/tc2LaN//f//h++/e1vlz7LZJme/exn78I3eWzjhFibdtwLecBKYWaoXHTRRfIzn/mMDIJAfutb35L/7t/9O/nTP/3TpRkqv/d7v5fN7jl8+PDC3zjn8vrrr5dPecpT5Ic//GE5nU7l97//ffnLv/zLj8tZVDs9pvfff7/82Z/9WXn++efLN7zhDfJNb3pT6X/PeMYz9vyIgVWeo1X47d/+7cfdqIZVHtMgCOTLX/7ybM7P9va2PHLkiHzXu94lDx48KH/lV35FJklyLL/eMccqj+df/dVfyfPOO08+//nPl3feeafc3t6W999/v3zb294mDx48KJ/73OfKBx544Fh+veOOv/3bv20d1XAirE1ESil3TpMGrBLFKbjr6+t41rOehTe+8Y2lKbhf/OIX8aY3vQmXXHIJ3vnOd5Z8dc75wsRW3/dx8cUX4/rrr8dTnvKUY/m1jitWcUw/8IEP4G1ve1vrZz0epmCv8hw1qPPczzzzzD3fcRtY7TGN4xg33XQTPvWpT+H+++8HYwznnnsurrrqKrzsZS97XEy/XuXx/MpXvoIPfvCDuPvuu3HkyBHYto2zzz4bl19+OV796ldnVtZeR1MupnjfOxHWpoHgDBgwYMCAAQP2HIYMzoABAwYMGDBgz2EgOAMGDBgwYMCAPYeB4AwYMGDAgAED9hwGgjNgwIABAwYM2HMYCM6AAQMGDBgwYM9hIDgDBgwYMGDAgD2HgeAMGDBgwIABA/YcBoIzYMCAAQMGDNhzGAjOgAEDBgwYMGDPYSA4AwYMGDBgwIA9h2HG+4ABAx6X+O53v4v3v//9+PKXv4yHH34YjuPg1FNPxUUXXYRXvepVOHjw4PHexQEDBuwAg4IzYMCAxx3uuOMOXHXVVbjllltw4MAB/NzP/Rye+cxnQkqJj3/84/jxj398vHdxwIABO8QwbHPAgAGPK3DO8bznPQ9hGOIDH/hAaXLx17/+dTzxiU/E2tracdrDAQMGrAKDgjNgwIDHFe677z48/PDDuPjii0vkBgCe8YxnYG1tDd/4xjfwW7/1W3j+85+P8847D+94xzuOw94OGDBgWQwEZ8CAAY8rrK+vgxCCO++8EzfffDNms1nl6772ta/h61//Oi6++GKsr68f470cMGDATjFYVAMGDHjc4d3vfjduvPFGCCHgeR4uu+wy/PzP/zxe/OIXw3VdAIAQApSqZ8ArrrgCL3nJS/DmN7/5eO72gAEDemAgOAMGDHhc4v7778enP/1p3HHHHbj77rshhMCZZ56Jj3zkIzjttNMWXjsQnAEDHnsYLKoBAwY8LnHOOefg9a9/PW6++WZ87nOfwwUXXIAHH3wQH/vYx473rg0YMGAFGAjOgAEDHvc4++yzceWVVwJQ1tSAAQMe+xga/Q0YMOBxgy984QsQQuA5z3kOGGPZv//gBz/Ahz/8YRBCcMUVVxzHPRwwYMCqMBCcAQMGPG7w6U9/Grfccgv279+Ppz3tadi/fz8effRRfPWrX0WSJPhP/+k/VZaODxgw4LGHgeAMGDDgcYMrr7wSjuPg7rvvxr/8y79gMpngpJNOwvOe9zxce+21uOSSS473Lg4YMGBFGAjOgAEDHjd49rOfjWc/+9nHezcGDBhwDDAQnAEDBgyowOHDh/GVr3wFABAEAf71X/8Vn/nMZ+D7Pi6//PLjvHcDBgxow9AHZ8CAAQMq8OUvfxnXXntt6d/PPPNM3HbbbcdhjwYMGNAHA8EZMGDAgAEDBuw5DH1wBgwYMGDAgAF7DgPBGTBgwIABAwbsOQwEZ8CAAQMGDBiw5zAQnAEDBgwYMGDAnsNAcAYMGDBgwIABew4DwRkwYMCAAQMG7DkMBGfAgAEDBgwYsOcwEJwBAwYMGDBgwJ7DQHAGDBgwYMCAAXsOA8EZMGDAgAEDBuw5DARnwIABAwYMGLDnMBCcAQMGDBgwYMCew/8PzmirdaRN7PQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'PUMAP 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = -X_PUMAP,\n",
    "   X_high = data_test,\n",
    "   number_cluster = 29,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-4\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = True,\n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob = expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "libre",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
