{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Synthetic Uniform"
   ]
  },
  {
   "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.GaussianMixture import gaussian_mixture\n",
    "\n",
    "from src.Parametric_UMAP import load_pumap\n",
    "from src.Parametric_TSNE.train import load_model\n",
    "from src.Parametric_TSNE.model import Network\n",
    "\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"
    },
    {
     "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/Uniform/randomIndexUniform.npy'\n",
    "# PREPROCESS\n",
    "PATH_INIT_MEANS = 'Preprocess/Uniform/Mean_Clusters'\n",
    "PATH_SAVE_LD = 'Preprocess/Uniform/Low_Dimension'\n",
    "# SAVE PLOTS\n",
    "PATH_SAVE_D = 'Results/Uniform/Density'\n",
    "PATH_RESULTS = 'Results/Uniform'\n",
    "\n",
    "weights = [0.0003478958721172963, 0.0003456379713743067, 0.0003744276723215052, 2.7560595871623853e-07,\n",
    "           5.1048808392493295e-18, 0.28842984940480537, 0.9999999999999999, 0.4483193456686096,\n",
    "           0.34462236788026945, 0.42745454124885873, 6.426683431466243e-24, 3.0632312612371824e-29, 0.477042684930801]\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 = True,\n",
    "   n_photon_number = 50\n",
    ")\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": [],
   "source": [
    "X_l_MAX = max_value(\n",
    "   X_high = data_test, \n",
    "   filtering = True,\n",
    "   save_path = PATH_SAVE_LD\n",
    ")"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 17,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 29,\n",
    "   cluster_iter = 3,\n",
    "   means_init = get_means(name_method, 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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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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HFnE+R57NdU6/1gLH47FOeql08lQqlTcuyy233LJRr9vbGx1xC04g4CEUiqPrxojN+3VGnNORRZzPkUec05FFnM+RZ1Od0/r6wpjZYnytBU5TUxMA/f39RfdnrTTNzc0j+rqGYWIY5ojOCaDrBppm/yJKpVL85S9/4sYbr+Ottz5k0qTJI76mrzrVnlNBecT5HHnEOR1ZxPkceTbXOf1aOxtnzpwJwPr164vuz1Yynj59+he2pi+KdevW8u1vz6ajo13U+REIBALBFsfX2oKz99574/V6Wb58ObFYDK/Xm7f//fffB+CQQw7ZHMvbpESjUW644Z+0tbVy//33Fh3z6KMPc9ddd2AYBuFwiIkTJ/P7318qLD0CgUAg+NLztbbgeDwe5s6dSyqVYsGCBXn7WlpaeOONN5g6dSoHHnjgZlrhpmPmzO3YZpspZcf89Kdn8ZOfnMtDDz3O00+/hNvt5pRTjhdd1AUCgUDwpedrLXAA5s2bx6677spVV13FM888QyKRYNmyZZx77rm43W6uvPJKFEXZ3MvcLHzzm0dzyCGHASDLMmeddQ4rV65g8eIPN+/CBAKBQCCowBbnohoaL7NgwYKcdeaKK67g+OOPz9vvdru54447uPnmm7n66qu58MILqampYb/99mP+/Pm5Yn9fR2699c68v10uNzCQXSYQCAQCwZeVLU7gLF++vOpjXC4X8+bNY968eZtgRVsO7777NmPGjGWvvfbZ3EsRCAQCgaAsX3sXlcAeyWSSG264liuuuLJkYUSBQCAQCL4sbHEWHMGm4cILf8acOcdz9NHfytv+1FNPcMcdt5JOp0kmk8Tjcf7nf87j+ONP3EwrFQgEAoFACByBDS699Pd4PB4uvvh3Bftuv/0Wjj/+RE4++VQAnnnmKU477RSmT5/J9tvv8EUvVSAQCAQCQAicry2pVIqTTpqTq+J89tk/YNy4CQWBxddddzUbNqznxhtvBuCjjz4AYOeddwXgkkv+l+233zE3fv/9Z2GaJmvXrhECRyAQCASbDSFwvqY4nU4eeeTJsmNuv/1WHnzwPq6+en4uNfzZZ59m0qTJOYGT/S9YPb1uuOE6pk+fwQEHHFR27ltv/T9+/etfsmDBE+y//zc26r0IBAKBQDAUIXC+BjzxxONce+2VuFxuZFnmL3+5mhkzZpY9JhIJc/HFF2AYBkcddVjevuuu+0fB+Isu+gUPPfQA06fP4L77FuD3+0vO3d7exg03XDe8NyMQCAQCgQ1EFtUWzvvvv8u5557DTTfdyuOPP8Opp36fk08+jkgkXPY4v7+G9vYgnZ2hgn+nnDK3YPxf/nI1y5atZv/9v8ExxxxBR0d7ybl//etf8rOfXbDR700gEAgEglIIgbOFc91113D44UewzTbbohs6Y2buj6Zp/Oc/d4/4a6mqysUX/xbDMPjHP64vOuaZZ57C4VA5+OBDbc35179ezsEH78+cOUfl/p1xRqHAEggEAoFgMMJFtYXzyiuLuOCCiwB4af2rPNH+KjvvvAv//e/LnHnmORs9fyqVwul05v6WZZkpU7bls8+WFYyNRqNcfvkfuf/+BVX1s7rssj9vdJzOmjWr+cMffkcw2Ed3dxd+v58rrriSXXbZreKx++23O6NGjc7b1tq6gTFjxvLYY09v1LoEAoFAsGkQFpwtmN7eHsLhEM3NzQC09LeRUvtpaGpi7dq1RY8JvfUmeixq+zUOO6xQeHR0tDNmzNiC7X/+82WcfvoPGT16jO35R4Lu7m6+851j+fGPf8KCBU/w0kuv4/F4Wb16la3jR40azSOPPJn3b4cdduLb3z6+8sECgUAg2CwIgbMFE4/HAasVBUB3PAiAJmvE47GC8VowSPvNN7H+qWdtv8by5ct47rkBK8YDD/yHlStXcNJJp+aNW7z4Q95//13OOONH1b6NjWb+/GvYY4892Xff/QHLlXblldfm/q7EtdfemPd3X18vixa9xAkniGKGAoFA8GVFuKi2YDweD0DOHRRMWDVvesJBPB5vwfhkyzoA+pd8CiccZ+s1/vSnv3DNNVdy7bVXYxgGkiTx73//h3322Tdv3HPPWZ3ajz/+mMyaEgD89rcXU1tby9VXz2ebbaYUfY177vk3f/vbFaTTabbeehsuuOAitt56G1vrAyuLbN68n+VtK/VaxZg8eau8vx9++EEOPfQw6urqbc+RJZlMctllv+eVV/5LbW0tyWSCc8/9RUGF6EqkUimuvfYqXnzxOUBCURQuu+zPtlxuAoFA8HVg2Bac0047bSTXIdgENDQ0EgjU0tXVBUBEszKn2jvaCm7aMCBwnG1rMDXN1muceeY5PPnk8yxc+CxPPvk8TzzxHIcf/s2CcRdccBEvvPBKzsXzf/93G2DF1zzyyJMlBceECRPZccedePDBx3j88WeYNGkyhx9+IG1trbbWF41GWbduDbquc845P+Loow/npJPm8MIL9q1UQ7nvvrs55ZTvDevYa675K0899QSPPfYUjz76FH/72985++wfsGTJx1XNc9ll/4+FCx/lgQce5amnXuBHP/oxJ500J/dZV0MqleLSS3/P2LH1rFtX6Lq8445/cdhhB3D00Ydz6qnfsX3uN4ZSa9I0jbvuuoPjjjua448/hsMOO4Cf/3wePT09m21NQ/n973/DqFGBsmMEAsGmZ9gC5+233+bll18ewaUINgWzZh3A4sUfkNRTaKTAlGj5bA0HHnhQwdhkyzo0pwdZS5NYvfqLX2wRTj31+5xzzjxUVUWWZS644CJcLhe33XaLreNDIctq9Ze/XMa8eefzxBPPMW/e+Xzveyfz8ssvVr2e5cuX0dnZyUEHHVL1sQBLlnzMLrvsRiBQC8COO+5MIBDg1VcX2Z7DMAzuvPNffPe738PvrwHguOO+g9Pp4s47/1XVetatW8u3vz2bjo52dF0v2L9w4WNceeWfue++BTzxxHPsttsezJ17EoZhFIytJABCoRDnnvtTRo0KDHtNnZ0dXHLJL7nssr/w8MMLeeKJ51i3bi0/+tH3q3rf1VLpPGX5+OPF3H//PZt0LQKBwB4bFYNzySWXcNhhh3HrrbfmSv4Lvlycd97Pee65Z1m8/CMAQm91g2zmekcNJrZuHeGtt0d3uOj/ZMkmW9Nvf3sRZ5/9g8z/X8yPf3yG7WMVRWHSpEmsWWMvQFiWFQCOOGI2O+xgtZQ44ICDmDXrAG6+ubBgYSX+85+7Oemk7yLLw/vqHHPMt3nzzddZv74FgBdffJ7u7m6am0fZnqOnp4dYLFZwzKhRo3njjderWk80GuWGG/7Jd79b3CJ1zTV/4+STT6WxsRGAH//4Jyxb9inPPfdM3rhKAmDx4o84+OCDK9ZfqrQmh8PJd7/7vVwbEJfLxRln/IjXX3+1ZO2lcsLr3nvv4vjjj+GEE45l9uxDmD37UF566YWq1pTFMAwuvvgCLrzw4orvsdyazj33HGbPPiSvNMKvfvXzinMKBIJ8NioG5+WXX+aJJ57gnnvuYf78+cyePZvvf//7bLfddiO1PsFGsttue3Dddf/gF/8zjx6tj4Czjlm/PgrTKeWNM5JJtI4O1B32Q0tFCX7yKWPm2IvDqZbLLvuL7bG/+c2v+NOf/pq3rb29nX32sRcg3NTUhMvlYuzYcXnbJ06cxDvvvGV7HQC6rvPQQ/dXbHFRjlNOmUssFuOgg/Zj9OjRfP75Sr71rTlVZWQ1NTXh9frYsGF9bptpmnR0tOdim+wyc6b1XS3mdurr6+Xjjz/i/PMvzG0LBGqZMmVb/vvflzjyyNm57VkB0NbWyv3331swVzKZ5IknnuChhx7l0UcXDHtNzc3N/OUvV+dtywbRFys9sG7dWs4++4dMmbJtUeF1/fV/zws4v+WWmzjttFP48MNlOVFXaU1Zbr31/9hnn/2YMaP871+lNQH83//dxqRJk8vOk0qluPjiS7nyyit5660PC8YvXvwhl1/+R5LJJO3tbYwZM5Zrr70xNy6VSvGXv/yJG2+8ruD4bbedmHsgyLJ69SpmzTqAG274Z9l1CQRfFoZtwbniiitwOp0cd9xxPPDAA9xxxx3ous7JJ5/MySefzOOPP046nR7JtQqGydFHf4ur7v0HB/9hDn/9x+3UTmygPdqRNya5YT0SJt7Jk3GMGoXWF9w8ix3CM888xdNPDwiKu+66g56ebk491Z5LQlEU9tprn4Kn+66uTsaPn1DVWl5++QW22mrrqgKUh3LXXXcwf/41PPfcIl577V2ef/4Vdt99z6osQpIk8aMf/Zg777w9d8O97bZbCAb7yrpPqiVrWShmKRpqdZg5c7uy52XPPfdizJhNUx7g3XffYddddysqCCpZXq677h952XT77fcNkskkra0bqlpDW1srd9/971zNqXLYsQZVYt26tRxzzDdpa2sr+pmvWPEZp59+Kn/84xUsWPAEL7zwKp2dHXR2duSOL2dx22GHHQtKI4waNZo5c0RpBMFXh2ELnOOOy3+633nnnfnrX//KokWLOPDAA/nd737HQQcdxN///nfa20uX7Rd8MfTEg6g4Cah1AITT+bVukutbMCUJadQY8PiQE6Vr4aSSGgvu+ZAN64ObcMUWv/717/jnP29kzpyjOOqow3jooft54IHHmDp1mu055s07n6effiLnFlq+fBkvv/wiP/zhWVWt5T//uWejbkqmafLHP/6O0077QS4LbIcdduSFF57l73+/sqq5LrnkfznjjB9x1lln8K1vHUlHRxvHHfcd6urqhr2+oQyUGXDmbXc6ncRi8RF7nY2hp6eHu+++kyuuKH7+Kgmv3XffM/f/0WiUm2/+B7NmHcB2221f1Tp+/etf8tvf/h6vtzA7sdo12SEajXLTTTfzgx/8oOj+K664lO9852SmTZsOgNfr5eab78h9byqJrKGlEZYu/ZT29jYOOeRwoLyLra+vl/PO+wmHHvoN5sw5imOOOYI33nhto96vQDAcRjRNPBKJsHDhQh577DESiQSJRIK77rqLW265hYMOOoif/OQnbL99dT8cgpGhM9KLR/LjkK2bVVJP5e3X+/vR3D4UhxO8XpRkHNMwkIpYFto3hGhfF+TJhz/hjHP2weFUNtm6TzjhJE444aSNmuPggw/lT3/6K6ed9l18Ph+apjF//k0cccTsygdn6O8P8sorL3PNNcVbUNihu7ubYDDIxImT8rZPmjSZhQsf4xe/+JXtuRRFYd68n+Wlv8+deyIzZ47c92ugzED+tZJKpWzdyDc1mqZx9tk/5Ne//h277bbHRs112mnf5b//fYlvfONAbr/9bhTF/jX99NNPoqoqhx125EatYTDXXns1n3++Ak3T2H77HbjggosZNWrAkjZz5naoqsxHH/UWHJtKpXjuuaf53vfyg50Hi7ZKLrehWZb33XcPJ530XRRFqehi+81vLmL16lU8+eTzuFwunnrqCebOPYk33nif0aNHF4wXCDYVw7bgHHroQC+h5cuX87//+7984xvf4IorrmDNmjXsuuuuXHnllbzxxhs8+uijjBkzhu9973s8+OCDI7JwQXX0xIJ4FT+KpCAhE0/lP4Hr0Si602394fEhmSZGvPhTeldbCEmW0BMa/31h5aZe+ohw4omn8OKLr/L448/w1FMvMGfOCVUdX1tbx7Jla8p2Sa9EY2MjLpeLjo5892BHR3tOTNjlk0+W0Nc3cHNLp9O89947fOtb3x72+oaSvcl1dXXmbe/s7ChaZuCLxDAM5s07mwMOOIjvfe/0jZ7vzjvvZenS1dTV1fPtbx9FLFZYCLMUzz33DC0ta3MBwb/9rRVkfPbZP2DOnKOIRCJVrWXKlG3Zd9/9ePjhhSxY8ASpVIqjjjrU9jyrV68imUzS19fH6aefylFHHcb3v38y7733TlXryJKNPcs22a1k/fnkk4/ZZ5/9crFRBx5oBZe/++7bQHnrTyQS5je/+RWzZx/KkUcexEknzbFdcVwgGMqwBc6GDRt48sknmTt3LnPmzOH+++8H4MQTT+SRRx7h3nvv5ZhjjsHhcDBlyhR++9vfctttt3HjjTdWmFmwKQilw/hVK6VYxUE0lR+MagwWOF4fAHqJH9SOtjCq30nzxFrWrC58ghyKaeqYprkRq98ykGWZk046lbvvvoNgsA+wAkEXLXqJb3+7uoDuf//7Nm69dSDY8+qr/8ouu+yWcyGMBHV19ey4484sXvxhbls4HOLzz1dywAEHjdjrDIeLLrqACRMmct55VnbRokUvsWbNxpU28Hg8XHHF31i58jPuvfcu28ddddW1PPPMy7lYlcsu+zNgBQo/8siTVYvi88+/kO9852RkWcbhcPDHP17O+vUtLFhg7+EwGAwCcMUVl3HZZX/mySef5+ijj+XYY7/J8uWFPeIq8dJLzzNx4qSce6uSi+3oo4/lhReezQnwBx+8D7BiuSrF/px77k9Yvnw5jz32NM888zKzZh3AMccczgknHMsJJ3yLI444kB/96LQ8YWSaJlde+WcOPfQbHHnkQfzkJ2fmykMIvt5sVJr4BRdcwHvvvcfkyZO55JJLeOWVV/jjH//IjBkzio7fZptt6OzsLLpPsGmJamH8jozAkZzE0vkZJ+lIBMOVsSJ4sgKneEpve2sIX70Hb40LLV65IGDHZ7fT2/JMxXFfBy699AqOPPIoTjjhWI455gjOO++n/Pa3f+Css35S1Ty77bYHCxY8yDe/eTDHHHMEoVA/t9767xFf789//kvuu+8eenutQno333wTM2ZsN6LumGq59NLfs3LlZxxzzLF8+OH7fPjh+zz22IK8rDI7mKZZkAjh99cwZszYos1iNxc1NQEaG5tsCzhFsX7WTzzx5Jw79JRT5jJx4iRuu+3mql+/2tizX/3qEr75zaPZY4+d2HvvXbjool9w5plns9dee5e1/nR0dPDEE4/xgx+cicPhAOCss35CV1cXO+64Ew899DhPP/0SbrebU045Ppc1d9NNN7Bw4WMsXPgszzzzMk6nk//5nx9X/T4FWx4bFYNz6KGHMnfuXPbdd9+KY1etWsUvfvGLvNRLwRdH0kjiVa24CVVyENfyBU4qHAFP5kkza8GJFlpwIuEkyViarcbVIBlgpHXSaR2Ho3jMgpYKkYptIB5tp37cQciqewTf1VcPr9fL739/6UbPc9JJ3+Wkk7670fOkUilOOmlOro7V2Wf/gHHjJnDrrXcCcMwxx9Ld3cWJJ87B5XJRV1fHXXfdN+w6QBu7pmXLljJ//jUAHHHEQXnHHX98db3BWlrW8etfX8jddz+Q26brOj09PQXNYiudpyw//vEZrFixIjdm9933rKosAhSWRrDcTb22s/7GjRsPUFAaYcKESVVXVw4G+/jvf1/immvm2z7mz3++jGeffZo33/yA5uZmXnllES2ZKunlYn82bLCSAAZn7Xk8HlTVkbPIyLLMWWedwxFHHMTixR+y2257MH/+1Vx00W9zbt6f/vQ8vvGNvfj000+qDhYXbFlslMC5/nr7AZd+v5+5c+fmBcoJvhhM00QnjUuxAowdkoPEEAuOHo0ijc0EAGYsOEakMJOqqy0EQEOzn0TUCj4NBxM0NPuKvvbatYtRTQkJk0jvBwRGVRbDgi8Op9NZsa7PGWf8qGKT1EoCYP36Fo477hxaW60b25w5RzFz5nZFs5/KrWnGjJl0doYqvi+7vPLKIj766AN23nlXAK677moMQy+oS2TnPAH885+3b/Sa7rjjX5x44im5vmLXXPNX6urqOPZYe27McePGM3nyVkVLI+y11z5VrWXBgoc4/PBvUlNTvvp0lu7ubq677mquu+4fNDc3A/CNbxzIXnvtjMPh4MQTTyl57MSJVpq/JXT2Bqx4H13X8tL2XS7rISmVSvHpp0vo7u5ml112ze2fNm06TqeLH/3o+4wbN55wOMTEiZP5/e8vzSsl0NHRwQUXnMvSpZ/y3nubrrCpYPMxbIHzwguF1T4Hc8sttzB27FiOPvpoAEaNGsWJJ4ruy18Ey9b28t/FbZx62DT8HgeaYbmRHLIj819ngQXHiEVR/RmRoqroqpNUET92V3sE2SHj8jqQJKtYYKg/XlLgxPtX4nOOpj/pQel8RwicLZRKAmDChIm8/PLL9PVF0bTCNg+binLCa9So0fziF7/il788H7fbQyqVxOer4f77H93oNO7hrgng//2/y/jd736NqqrE4zEaG5t4+OEnaGpqsv0a5533C+bPv4azzjqHurp6/vvfl1mxYjnXX/9/Va31vvvu5re//YPt8evWrUHTtJxYyTJxopUpWE7gNDc3M2fO8dx00/Uceujh1NQEuOqqv6Cqal68zrvvvs2YMWPZa699cjWyBlt9JEkilUoydeo07rzzPxiGwbnnnsMppxzPSy+9jsvl4qWXXuBPf/pDToQNZsGCh7jzztsxDKNAHMViMe6441889dRCFEUhFAoxa9YB/OpXl+DzFf8NFGw+hi1wDjvsMJYuXVpy/yeffMJ1113HZ599xs9/LsqMf5HcsnApveEk39hpHDMn15M0LEuLKg0InIQ+IHBM00RKxHEMCoY03B6S/YUxOJFQAtmlIkkSTo8KEvR0x9hq28J1mKaOT25Dd+6GKtdgpp/H0BK23FQr+qNM8ntwKZvOFSLY8iknvNxuN+eff2FepebNvSawGtieeeY5ZedIpVIcd9ycXOuLoSLp+98/g3A4zJw5R1NTY8Xe/ec/D7Pjjjvljq/kclux4jO6u3vYf/9v2H5vWbdYZ2e+9aizs53m5h2LHZLHtdf+g6uv/iunnHICTqeTI488in322Z+6unrActfdcMO1XHHFlTgcDuJxK9vN6XTlzeP3+2lstAThULfWnnvujaqqPPLIE9x443w++2x53rHnnHMm//73fRxyyGEF4mjx4o+YP/8ann/+v4wbN57+/iDHHHMEvb09zJ9/k+3zJPhiGLbAqZQVc8011/Dxxx9z7rnnCoHzBWKaJsm09bSTSFqWm7RuBVJmLTgu2UlYGzDzm6kUkq4heQeeQAy3j1SoUOCEQkkcLiveRpIkHB4HPd3FiwKmYm0oUpq0YxJOB5AGLRXEqZavaLs+kuC2z1qpVxTO3mESAeeIlmsSCL7yOJ1OHn/8aerrfSWtYj/96bn89Kfnljy+kstt6tRpvPvu4qrWNXbsOA466BBuueX/OPzwb+J2u3nmmadYvnwZl1zy+4rHezwefvOb/HH33vtv9t9/FgAXXvgz5sw5nqOP/lZmvBVXmErlW6QbG5vySi8MdmuB5TYrxezZR3PIIYcBheLI7/dz1lnn5OKcamvrOOWU7/HXv/6Jv//9hlz9pEcffZi77rqjqBUI4Prrr+XZZ5/C4XASCvUTCNTyu9/9v5xbUjAyDPvOkXVPlGPrrbfOpSwKvhjWdYSJJixhk0hZQiel51twnIqTVGoge0TP1vxwD/wgmB4v6XChwAmHk7j9jtzfbp+TYG/xmiFayno6NOR6QMttc3rLC5wnl7WhAhFN59G1nXx/6riy44cSS6RZ3hLEMEx2mdqEMsyA2Hg6wbutS3DGRrPdViI4XiCAytafm266lcsu+38cc8wRuFwukskk8+ffxOzZR1ec+91332aHHXbC7bYESXd3NytXruDoo4/l0kt/j8fj4eKLf5cbv9VWWwFWfFFWdFh/d+XVahrs1qrE7bfflScYB4ujPffcu6BHl9vtQtM0DMPICZyf/vSsklYgl8vFddddxZNPvsC2204F4H//9xJOPfU7LFmycpMG8H/dsC1w3nnnHd56K7854Q033FDSkpNMJnnvvfcYP3580f2CTcObn3bgUGU03SCeskRF1kXlkK2P26W4SBsD1WmNbLaUZ1B1Wq8Po0iaeCKWon7MgCvLF3DR11G8Xo6W6kc3VZCcgBPDlNFSwbLrN02TNl1jK6+LRDTFmnDccqHZENRZbl74KR+ttNKav7n3JE46uIj/rAIfdHzMHS/dRzydYDvpELbb6ptVzyEQbIlUsv40NDRy9dX2s64Gc801f+PYY4/j5JNPxTAMLr30f5k793SeeeZJNmxYz403WmnuH330AQA77LATTU1NfPTRh7lA8c8+W04sFuWAAw4GCt1a1VJJHL3zztvMnn1M3tzf/GZpK9Cee+7Nvfc+lBM3APvv/w1uuul6wuEQtbV1Va9RUBzbAuett94qyJqaP7/8RexwOPjzn/88vJUJhkVfKEmNx0E4niaWseSkMi4qVbKyqJyyE51iFpwBgSN7/Rjd+X500zTRUjoe30BvIl/ARcfqvqIiJBHvJ216IbM9ZfqIx3opl4/RGkuSlGGyy4XmcLA+HKEvpdHgsvfDpOsGy9YG2XVqE+s7I3y6pnIhwmI8s+ZlxnjH0BeOs8H4FBACRyDYWCpZf/bddxZXXfUX7rzzNsCqgtzU1Mztt9/C1VfPzxWdfPbZp5k0aTI777wr5577C2677RZOPPEUPB4P//jHfI48cnYuJX2oW6saKomjFSs+Y9GiF3n22UV524eWDxjqIhvcA62vr5c77riVk076rhA3I4xtgXPYYYflrDGmafKb3/yGyy+/vOhYSZKora1lu+22E71HvmDiKQ1VlXEoMpG4JWJyMTiS9XE7ZCeaOSBwBiw4Ay4q2e9DiufH1iTiaTDB4R64bDw+F6Zhkoin8XjzmzLGY0EMaSCuR5dqSMb7yq7/vbYgigljnA5SpglhWB9N2BY4S9f2kUzrTJ1Qi8uh8N5nXRiGiSzbtwCFUmHW9K9jpnIQM0fV8mT7I6zoXsfUpkmVDy5Cqq0Vx+gxRft6VTVPUqOlK8I242ursmiVwjBN5BGYRyCwSyXrz9D+apFImG23nYhhGBx11GF5Y6+77h8AnHPO/xCNRjjmmCNQVYWtt56SyxYr5taqhnLiKBIJc845P+KGG/5Z0F9uKMWsQLquc8wxh7NkyceccMJJ/O1vfy95fKWYnsH88IffZ+HCR0e0nMJXFdsCZ8aMGXkVii+55JKCjuKCzU8ybeBQZByqTDRhiZhcFlUmyNgpOdFI56wuerSIBcdXg5TIdw/Fo9Z8zkECx+G2fM6JWKHA0VIhZLWWnDdbDqClesquf21/jHpVQZEkPJKE04AN0QQ7NdTYev/vLOtEVSQmNPtxqgpvftrByg39TJtYZ+t4gCXdyzAxOXjq7si6grvTx7OrXh+WwAm/9y5t/7geadxEJp55Ju4iP0h2SKd17rzpTbS0wYw9xnPQQRuXxvz6kna6+mJ8+xvbbNQ8AsGmxO+vob09WHaMJElceOHFXHjhxXnbr7vu6qJurawrqxLlxFEikeD000/lf/7nvIrtUUpZgRRF4amnXiQY7OPss3/I3Lknct99C4o+vFSK6cny7LNP8coriwqO/7oy7EfKSnVwBJuHZErDqVoCZ8BFlYnByaWJOwCTdKY+TiocRledMLiDsseLZOiYyYGeVdGolangdA98SR2ZDKdEPL/kPQBGBNkxIExkZwBJL97+IUtYM6h1DAgonwnrwokyR+SzfF2QSaNrUBWZMQ1enKrMRyu7bR8P8FHXJ9RKY2jw1aJICpO9W7MhWl0bAABT1+l++EFSoycSC0dp+bf9/kZDeff1taQTGg2jfCx9s4VQsHgjVDssW92CGf8M2Pj+YF0bsY7BxJMasUSRa0ggGAa3334rDz54H2eeeTaLF3/Ihx++zzPPPMXSpZ/aOj4rjv7856sASxxlBZKmaZx11ukce+xxuerZjz22INdfbiiVXGR1dfVcccXfePnlF3n++eItbYrF9KxcuSKvT1w0GuXyyy/l3HMrZy0/+ujDnHjit0v298o2jh3878orv3rhJsPOorIbPHzaaadx5513Vh4oGBGSaYOAz4lLM3IWnKyLShnkogJI6kmcioNEfxjD7SGv2UK2XUM4gpzJruruydScGGzBcWYsOIn8nlSmaaISR5MHApJltRZFSmDoKWQl39qTJS6ZBAYJrQZFZV0sacudoukGXf1xdppiZTzJskRDwM2qNvumWt3QWd67gu28e+W2NbtGsyKyFN3QUeTiLSmKEXrtVdId7aw7+iy2kUIYC+8j3deHo77e9hwAsUiSxW+3MGqbBqbvOo5XHv6E5Us62HPWVlXNA2AaGvQ8ykS1F7dzCqa5NZI0vOecYCTJza+s5Du7T2LauNphzQGWuLn0jnfp7o+z69Rmzv729l8K11lk8YekNrTi3mYbvNOL99cTfPmIRMJcfPEFZd1a77//Ln/84//S0rKOzs4O5sw5ioMPPoTLLvsDt912Cw8+eF/RmJ8dd9yZefPOxufzsfPOu/Dhh+8DcP/997LLLrvl6vVkKWYFMgwDwzBQ1YHf0a23noKqqixfvpzDDy+M96sU0wNWi4wzzvhRLgOtHHYsQnYqd2dZt24tTz21kLPP/h/bx3wRbPICI++8886mfgnBIFKajkuV0RwK8aSVJp7Uk8ioOdOnQxoQODX4SYcjmC5P/kSZjCo9GsWRqfYZDCaQZAlFHbghqi7rEkoOseAYWhRZMjAHCRxTtqw5eqof2VNYQTSa1tAlqBkkcMZ4nHwej9GXTNPoLi6KsvT0JzBNaAwMfMHra5xs6C6exl50jkQvaTPN1rUTc9uaXaMx0OmKdzPGZz+mbM0L/0UbN4WtdpkJyRg8+QCdr7/J+KNn254DYO3nvRi6ybSdx6I6FOrH1rDkw1b22H9y1bE4wdYXcMtB0u49aTLfpaf9XZrG7lX5wCGkdIPbl20gMsbNves6OLfBQ0OFz6cYpmnyz8c+oSsYZ7vJ9byzrJP9dhjDztvar9q7KUisXkXrdX/HUB1IhsHWl/4J5+jy5Q2+7JimyVNvreOofYbnJv2qYMettdtuexTcwFVVJhwO88tf/qKkOHrhhWd5+GGrd9nDD+d3d7/88r8NGV/cRRaJRHj88Udy1iGw0uE1TWPMGHvX2NCYno8//ogPPniPP/zhT9x//70Vj6+U5VUtLS3r+Oc///HVFTh/+tOfaGlp4cYbb0SWZQ499NBNuS7BMEmnDZwOBc0wifRboiOhpVAGfdTZgn/JjOtKi0YwB8XfWIMsFW8MKqAVDSdRXWreTVWWJSRFIhZN5R2upy1XlCkPBBmbspU/paWCOIoInA0ZV9RggdPkdkI8RjClVRQ4HX2WkKmvGfBJj6rzsHRtkGRKx+WsbH1pj3ZmXndgfU1Oqwz86uB62wLH1HWcHetwHXgkyBJ4fGiTp9H/VvUCZ8O6PlSfA0dGTE6c2sjil1fT1R5m1Fh7PYIADCNNuPs92lM7UNe4D1piA3r3kmEJnBdae+k2dPau8fFhOMpdK9o4b8fqb5yrWkN89HkPR+0zie23amBDT5THX18zbIGjGRofdS0hpiXYpXkHapz+ygcNwTQM2u+5i1jdKFw//jnGjX9m2a13sNMlFw1rTQDvf9aJrpvsOXPzJV2s77KyCrd0gbMx1NTU0N0dKttOxE7wbtZFVswKNHHiJB57bAE//el5TJo0GcMw+POfL2PUqNEcemj5eB4ojOkxDINf/eoXXHnltbZr6NixCG0J2BY4jzzyCJFIhN7eXpqamtiwYUPlg7BXEFAwcqR1A5dTwQQSmYrGsXQShUFxM4NcVGBZaQZnUAHgtMaYyUECJ5rKc09lkVWFcCT/i6GlrR8BI8+C48M0pdy+obSGrHiOwKD2DD7VEiX9Ka3oMYNp740jSxI13oH3OrbJElgdfTEmja4cqNwa6UDBgU8ZWLdb8eCRavi8t4V9x+9ecQ6A3hWrULQ0xsSBIF5l+12QF/4HPRZFGVQ1uhymadKyug9f04AArR9dg6RItKzuq0rgJCPrwNRQfdMAkDzTUGKL0LUYiuqtcPQAmmHyXnc/TRpM93owNZO3EzHaY0nGeF2VJxjEyx9uwOVQ2G5yA5Iksc/M0Tz51jo2dEcZ31R9b59HVz7Ni+v/C8Dr69/ll3v9FLlKF1x08UekVq9CPfUcJJcb6bBv4X7kLuKfr8QzpfqaSi3r+1ny9npkWWJik48xzdWLrpFgyepepoyvJRRLEfBWb20T2KOSi2y77bZn7tzT+cEPvofP5yMejzN27Dgeeuhx6usbKs4/NKbnlltuYu+992X77XcY9pqLZXn95je/YsmSjzFNkz333Juf//xC/H57yR5fFmwLnBtuuIGenp68hm/Lli2reNzgzCvBpkfTDVwOSxSkBwkcVRpkwcm6qDRLlJixGPLoIdWCM71djEFBxsl4GpenMF1bdcqFFpxUGMOUQBoknCQZzXRiaMUDU9tjSZxIOAY9haiShGraEzit3RF8nnwLU3Ot9fodfXFbAmd1bysBuaFAmDc6RrEu3Frx+Cxdiz9BUlQYO+DqYryVhZVcvx7vtOm25gkF4yRiabaZVJfbJssSTr+LDS1Bdsf+03gitJKU6cXnt6wIhmsbiL1MvP8z/I272J7n32+uIuYw2MNniaJt/W4+iMd4rzvE0ZMKLXOlMEyT9z/rYsbk+lwa/8zJ9Tz//npeXdzKyYdMrTBDPq2Rdl5a/yq7BWYx0TuRR9vv5fXWt5k1vroO2m2vv0Wqvhl1SuYz2mFXtGcW0PnG20yuUuDousFzj3xCOqFhGiYvPLmcuafbE8nFqLbo5WAiiTRjGnysXN/PbtPsf06C6rDjIvvNb35f0JLCDsViel5++UWCwSBz5hwFQGdnB2AFCvt8Pu6++4GycxbL8tphhx059NAj+NOf/kokEuHHPz6DE0/8NgsXPper1vxVwLbA2WuvfDP2nnvuWWJkPnbHCTYe0zTRdBM1YwFJ65aZNZFO5do0wGAXlWWdMRNxZM9QF5UlgoxBFpx0QiNQWxjApjpVYrEhFpxUiLTpgSFPz5rpRNeKx8T0JNLUFGmu6TAhmKqcYbO+K0qdL//J1ONScaoy7SXaSQylNdJBcxH32RjvGBb3v2/7BhNfuQLPuEkwKJCQxlEYskJy3VrbAmfDuqB16Jh8cdYwykdnS2G397JrCq2kPz0WX1ZAyj4iejOe4FLbAkfTDdolg2aHylZ11jWjyjKNusQHPSGOnNCIatNMvnJDkHhSZ+bkutw2JZP9tmRVLycfUs27gweXP4GHGvZp2hdFUhknz+DRlU+z79g9bQeHm6ZJaukS1J33GNgoyZjbTCeyZDFwalVr+uDNdSSjKfY8chrhvjjL3mphzcputqrSBRfqeINg+yIkTJq2PglPoLoyAet6oyx3myxPxZgekdkNIXC+apSK6bnnnvxYoP/8527OO+8ntoOEi2V5XXbZX3L/7/f7+d//vZQDDtibV15ZxEEHWV/MrKAC6O/vzwVrZznkkMP4xS++2Ea2Qxl2kPG///3vER33VWDp0qX86U9/wjAMYrEYxx13HKeffvrmXlYOTbfSfp2qjCxbfxumSUJL5kQNgFO2rDPZGBwplURyDXEtKAqGrOS5qPSUnpcinsXhUkjE8y0syWQ/mullqBQwJBepZPHmnCFNp7lInI3LhD4bKcSdfXGmji/M5vF5HHTYEDimadKv9zLTtV3BvmbXaFJmnEg6WjGuwzRNXG1rkXbbJz8RW1FINYwmtGoNdvOoNqwNovocqI78G3R9s4+2FT3EY6mC+kPF0FJBtGQPunPnvO1RcyyByErbwm11e5iICjOHXC/1aWhXDdZFEmwTsOfuevG9DbidChOa8s/ntuMCvPRBK7GEhreIS7QYD7+ynM/SK9iv4eBctuB+o/fmwbZlrAyuZnqDPcvL6g+X4ohHMLbNvwaUadsjf/J+VVlw6ZTGB2+swzOmBn+9B1+dm1VLO3nn1bVVCZxQfyu9G56nT9sKhxRFX7WAsTPPQVXtuSfThsFtn7eiqDIOSWKJojE7reF3bPIcE8EIUS6mx25dn2LYLYS41VZbA7BmzerctsEC6rXXXqlKVH1RjHhXr0gkwgsvvMDrr7+OrusjPf1mo7OzkzPOOIOTTjqJe+65h1tvvZWbb76Z+++/f3MvLUe2i7iqyjk3VTKlk9RSeQJHkRQk5JwFR9LSOZfUYAzVgZ6wXFSmaaKndZzuwidhl9tBaogA0VIxdKlIuqLkJpUqLjbimATUwvl9ikxvBYGT1nQi8TSjGzwF+3wu1ZbACSb70UlT7yxsrBlwWMKpN1G+EjOAHupHjUcwx00s2CeNGU9szZqKc2Rpaw0RaCgUDDWZbV3txfuADSUZser4BOryC/vVBMZjGjF0zd48H7T2YQKjnflCt0aWcckSayP2axataQszodlfUGV6yvg6TGDF+qDtuTr0dZgYbOuflts2xjMWN34+6v7E9jxdb7+P6XTBpK3zd2wzDROILbHfXXvdql40zaBugiVEJEli7JQGutvDhPvtnadEUmPt8kcwlVo8o2ajNh6Naeos+/hx2+tYGoySBA6rC3BEXS0a8EF3+XpUgi8P2ZieZcuWctRRh3HEEQdxxBEHFa1LM2fOUVx33dUF/1+MUrV+urq6uOaa/IywtjbLPT9hwoSReltfCMMWOMuWLeO0007jtNNOo7PTyjxpbW1l9uzZzJs3jx/96Ed897vfJRazn6L7Zebf//43Pp+PY489FoDGxka+853vcP3115dsOPpFk8oIHIci48ykcidSOik9hVPOvyEpOEjoSUzTRNZSOZfUYEyHk1TM+iHWdQNMCiwJAG6PSjqVL2Z1LQ5FBI6keEgXETi6YaJJ4Cni3qh1OAiny8fgdPZZcT31NYWv6fM4bLmoshlUDc7Cp+uazNNyjw2Bk2rP9PBqHFWwzzFhInJ3B6ZWOabINE1ioST1jYUCx+N3IikSrTZFQHfPeqsvmJwvAOVMhlgq2mZvHk3HIUnUDvHDNwXcNCgqayP2Cv8ZpklvOMG4Iu+tzu/E5VBY3hK0NVdaM+gyV9PoHEXAUZfbLkkSTdJWfNS1xPZ31NWyAraaCsoQ64bXT6xpPNElS2zNA7BqeTfugItJg6poT5rSCBKsWt5la46X31lMraMbzbsfSAoofgz3zgTkNRiGvcKIb7UH8ZsSdaqKR5FpkmTe6Qjafh8AH6/qJhLfsjJsvipkY3o6O0MF/045ZW7e2EceeZLXX3+Pzs4QjzzyJOed94uic5YrhBiPx7jpputzhf90Xefqq//K1KnTmDXrwE3+fkeSYQucJ598ko8//phdd90Vn8/Kdvjzn/9MV1cXe+65J3PnzmXVqlXcc889I7bYSiSTSa655hp22GEHLr74Ylvjr7/+eo488kh23HFHZs2axS9/+UtaWloKxr766qvstNNOedt22WUXOjo6WL58+Yi9h40ha8FxqDLOjBCJJzWSehqnkm+hUVBJaElMTUMyTSjSSM5UnaRi1g0rlampU0zgOFwqRjo/rdLQE0hyodiQFQ+mUXgTjGjW/MUETr3LQRpI6qVTNzsyAqehptAS1RBwE01oud5cJeeIdSEhU6MWurncsgcF1ZYFJ9yyAVOSoL6IG2LMeCRDJ9VWWVCE+xOYhomvSNyTJEl469y0ZGJ0KhENt4FauB5TrkE3nbR3rC1yVCEhDEY51IJCfA01bpS4zrpIAsOGmOjojaHpJmOKCBxJkmiqdbNsbeVzDdDZH6XXbGEbX2FQ8rTAdILJflrClbM+TcPA1dOGOaF44LY2djLR1auL7isYq+ms/bwHOeDC6xoQS6pDwVnnYeXSTlvz1CrrMCUnumOrgbldU1GkNLHgyorHR9IaqyMJZvgGhO3MgJfutEZ3wp5geeG99dy4YAnnXfsqz7y9ztYxgi8vlSxCo0aN5ic/OZezz/4hc+YcxezZh5BOp7jvvgW2igh+mRi2E/a1117j0ksv5ZhjjgGgt7eXF198kZkzZ+YqF++5557cdNNNnHnmmSOz2jK8+eab/P73v6evr490uvKTTSKR4IwzzmD58uVcfvnlHHTQQaxdu5aLLrqI4447jrvuuisvA2zt2rXsscceeXOMGmU9/ba0tHwpssWSqQGBo2TM/vGUhmamCyw4Kk5iqSRmtu5BEQsOThfpjAUnlbQsDkqRWjIOp4ppmGhpfUAAGQlktVBsyIobaVBtnSyRjIWmmMDxZ9xWwVSa0Z7iacg9oQSyRNGYjcaAdUwwnMRfJAssS0ekF7fkL5pWLEkSbmroqdAsFKB/7Xr0mnpktcjXa5SVrZZYtxbXxEIX1mD6MpWjvYHiPyp1jT46bFo5HGYfOIpkJUkSptpE3IYFJxhJElVgShExLMsS7rRBQoXOeKpiuvgna6zzOKaI+w1gqzE1vPFJO5pu5ILmS/FpxxrSJNnKWxh4O71hG17uV1kZXMWkQHnzerqrCyWdwhhTfJx38mTMj19Hj8VQvOXjjDasCZJO6Ywv0gNt/Nb1rH6/lVg0hddXOn5K0w3qHesscSMNfO9MpYG4UU9f52ImTtmj5PEAS/oiSMA23oFraILLhWxG+LAnzGHjC92xg4kn0zz48kpG1XlAkrj/pZVsNaaG6ZPsV+M2TZO+cJKGEtex4IvFTpbX+edfyPnn2w8Q3n//b/Dee/atm18Uw7bgrF+/noMOOij396JFi9A0jVNOOSW3bf/997ddL2djWLhwIfPmzeO0007joovsFeOaP38+H3zwARdeeCGzZ8/G4/EwY8YM5s+fTywW48ILL8yLIYrH4zid+T9G2b+/LG64ZMaK4lDzXVS6qeUabWZRJQdxLTGQJVUkBgenEy2RteBYAqS4BSfTrmGQhUQykyhqYTwMshuFZIHLIJKxPrmLdP32ZW5w5VLFu4Jx3E61aKDsqDprHcFoobAaTHu4B79SOpXcpwToiJRvFgqQaG9Daip0TwHgcpPy1pDqaK84T09XFGQJt6+4KPMFXGgJDcMobdkCMPQkLjmCoRS/mZnqKJxm5fe1tDOMLsGoIgIHYEajHwlYY8NNtWRVD7U+J25n8WesSaNrMExsxU6tDq5DRqbZVVhET5VV/DSyOlRolR1KcMXn1v+MKd6GRhlvCdLk+spzta0PIjsUthqUIZZlzATLQtjRWr5gXFd3G14liO4sFG6acxqp8AoMvfzD3NpwHI8B7iGlFxolmaU9leNw7nl+BZpuctQ+kzn54G1pqvVw44Il6BWuucG89kkrDy5aiWF8OVz5gq8PwxY4uq7nVU189tlnURSFww8fqMSoKAqajViDjWXChAk88cQTzJ07114KbzzOPffcg8PhYM6cOXn7Jk2axL777suKFStYtGigK6vH4ymo8pj921vhae6LIjk4BicjRBJJDY10XpAxZAROOomZtaYUuWlJThdaPN+CozoKLxk1Y9VJZvpRmYaGLOlISuETmyl5rBYOQ+IHsjE27iIWHK8sQ4VaOB29MXye4jfLupqsBae8Sb43HqTWWbqnUsBRS7cNC47c241cSuAAWk09sfbKLoqO9jBOr6PkNe32O8GESKi8cEvErNcqJXAMtQmXHMbQy8/TEraES2OJ7JsGvxuPDhsqCEmA9Z2RsoX8mjJuufVdlYOfu9MdNLlG5bKnhjLBN57PutdUnKf3s8/RfQHwlRC5mTT/yKrKbqpVq3rx1LmLfnYurwPZIdO+oXyaf1/3UkwUdEehy0z1bo2ERixUvgns2nCCuiIWyQleN52JdFl3YlozeOvTDnaf1kyt34UsS8zacSzheJoHXqzsHgNY39fFQ53/5PPAo9z2zlO2jhnKsrV99EcqX1MCwVCGLXAmTpzIG2+8AVgumldeeYU99tiDhoaBSozLli1j9OhNX5p8l112qep13nzzTWKxGDNmzMjFDw1m992tQlwvvvhibtukSZPo6soPDMwGV0+s4Gr4okgVjcHJWHCkfAHjkJ0ktOSABaeIi0p2u3L7k4nyMTgwYMEx9EyGSJEgY1PKFBDU85/y++IpFBOUIjcEOVPsL5gs/bTa3Z8gUMLcrypWd/X+CjfemBEh4CydetvorieUDpadw9R1HKFezCIBxlmk+kbiHZUFTm93FE+gtKvH47f2dXcXT7vP0t3dgmlaro1iGIoVm5NOlA987U6mqZFl1DIPEW4DOmLlz7NhmgSjKUaXcE+BVb/I41JYaiMOp9/oYJRrbMn9E3wTiBj9BOPlLSbJlnVIY8s0EVYUjOaxdHy6ouw8iaRGf3eM0eOKX0uSJOGt97BuTfn3psfbMJRmkIrExymN6KZKJLim5PGRtEYwrTGuiFu32amiS5Y7sRRL1/ah6Sbbbz1w3Wwztga3U2F1e5ju/vKWOs3QuOGDO3AqKmPc43g/+jJr+6uz6EcTad5Z1sm7y+3FLAkEgxm2wJkzZw6/+tWvOO+88/je976Hrut57qnPP/+cyy+/nO22K6wpsrnJVmAulfKWFSyDKzXPmjWLjz/+OG/cRx99xKhRo5g+3V7Rtk3N4CBjRZaQJYlESkNHwzHk6VaVVNJ6elAMTpF4GacLMhaeZEZcKMUEjjPfRZUVL1kxkz+pJXqGVjPujadxFVTNGcAFBMukikcTWtny826nQjBS+sfcNE3iZgS/WtpFVeeqI22miJeoxAyQ7u5CMg1oLF1IzdnUjNHXXXJ/dj2R/gS19UXcfBncPidIsK5Cwb/+YBuGXAslLBymYlmttGT5G27ENKgtFlc0iHqHSkc8VTZrqbc/gWGYudioUoyq8/D5hvKiJKEliZjBsgJntNva9+bqz8rO5ehuRRpb/mFFGTcBs7281eTdxa1gmASKBFBnaRpTQ19XtKzbxiN1Yaglmi9KMgmzmc720paU9VHrQWOir/A8N6oOMKGlTFr/W5924HWrOWsaWIUYZ0yqp60nxucVLFD/+eAlwnQxe8zxHDH6W/iVWu5evLDsMVn0SITgi8+z6PFX2XVqE/3R8q64Va3VFb0UfD0YdpDxqaeeyuLFi3nySauwz0knncTs2VYTweeff5558+YBcPbZZ4/AMkeW7m7r5lJbW9wdEQgE8sYBnHbaaTzwwAMsXLiQY445ht7eXh544AHOPffcqkuny7JUUPtjY1CylYszDeKcDhlJklBViVhSw0DDqTpRlIHXdCgqCTOOlGnXILtdSEr+mkyXC0lLo6oyyYSGJEs4irio5IxrKJ3SUVUZjcycqrtgTrB+LCUSqIO6kodSGm5Fyltj3lGKTDCRzjtmMImURo3XUfJ4l1MhFEuVPD6UDGNiEHAGUBQJOXNOrf9a57XOWQdAf7qfGndx90q8y3rSlJtHF3nvFmZTE8QiyHoaeWiBxew8sRRG2qC2wVvyPSmKhMvroK8nVvJ9AchGH7gbS84DLtKmi3Syr+w8MclkkkMpMw9MDLj5PBQhYhjUuwbVXsqcT0WR6czUgGmu95Sda1S9l0/X9JZdU2uoFTAZ6x1Xcq4GuQGX7GZVfwuqWryxaDoYRI1HYdwE5DJrMsdOwPXh28imjlwiFqltfQgkqGsu/dk1jvazZnE7ob44TaMLC0dq6QhOOULaOabkHGrNROKhxciyVPQcbYilcJhQWyQ2TVEkfJLEymCUfccVBgwbpsmHK7uYMam+YO7tt67nw5XdrNzQz/47jSs4FqzfoqX9nzDRuxXjfZZVbN+mb/Bcx0JaY21MCpS2lCU2rGf1H/+AmUyyjcuDPGMSqiKTSOtFkwRSaZ17X1jB739QfdPYwQy+RgUjw+Y+p8MWOA6Hg6uuuoo//OEPSJKU5+qZNWsWL7zwAoDt9u9fJPG49QTuKPEDlQ0ezo4DK2Pqtttu409/+hP33HMP0WiUs846i5NPPrnq129o8G2SJqSSoqAqEoFMJVmnQyGRETA1Xh81NQPWAI/LRSzZj9dhrcNfH0D251sLEn4fmpaivt6HppsoDiVvjsHIDhkJifp6H/2a9VTqq6lFGhJobOoS6V7wuEzq6weumZhuUOtylpy/tt9JJK3nHZMlrRmk0gZN9b6Sx3vdDiJxrejxAH29VpDt6EAzNYNSan2Ds4Hco6EFkkq85Dyhvm4M1UHtuNFIJVoWaOPGEgM8qSjeMcXdRonME2vjqJqS7wkgUO8lHk2VXA+AU4ri8IzDU2aeSHctqWSw5DzxtE5KgjE13rLrmex2QChCTJHYpshcgYCH7nASWZYYP7q2rNCfOCbAO8s68fhcJYORN2xoQ0Flq8YJyFKhdTHLeN94epMdJd9fsGUVAL6tt0Ip8/60rbcmZhroPd00zixeHTkVSRGo91LfULritcft5D0J+nvjTJ1R6F4Pdq4BwFu/dcF3KIuhTEKLvk0o3M3ECZMK9rd+1koNcu73YCjjQ27WRRJFz8mSVd3Ekzp7bDem4POe7nWhKivpi5S+7ha89jFBWvlG83G54/fy78Girud4fuV7XHDotKLHATx3+X04nR46T/gp45++E2nBv5l55i9Ytr6fw/cqjEd6+9N2thlfh+J0lHRTV0MgUPrzFwyPzXVON7pWt99f+CV2u92MH28p9NbWVsaNK67yNxeeTOfsUunk2eBhz5AO29tttx133333Rr9+b290xC04gYCH/nACRZYIZ4JBVVlmbWcfNIKWNHPbAdAlUlqaYLdl2o2kdKRwvuvFRIZUir6+KH29MWRVyp9jEJIs09cbpa8vSrg/aM0ZM0EaMt40cZoSof4+cA3EjoTTGg0OpeT8LqAjpdHXVxhv0pOxCKiSWfJ4t0OmszdW9HiANZ1WmrScchI24siKjM/rIhpLYmTq75imgozC2u42phRJSQboXLUB3V9LpEy8j+my3GDdn6+jpqa4wNmQSf82JKPkewJweVX6W8Ml35dpmjiIkNK8xMvMY0g1REKdJedZmznWrell1yOZJrIJn3eGGD/InZW9RkOhOEtX9VDjdRCNlq/mW5Opmv3x8g62nVBXdMwnrasJKI1Ey7gfAerUJtojS0u+v96VazAliajDV/A9GIzpsay7n7z9KY4xxd1isWCcUWNqyp4nAKfXyadLO5gys9Cd2dm6grThJhlTC79DGWSpCQfw8acf4fcVBpCv7osyRpJLrqNRUfhM0+nsDuMY8oR937PLUBWJep+j6PFjGry0dUeLnk/TNHlnwwfIyIxXt847fpJ3K5b3LC/5Oaz4aAWeFYuRZp/A+GmTMeUTMe+6CdauYq1RW/S4T1d2M2VsDW9/vIHdp5eOfavE4GtUL1NzS2CfTXVOyz3QDWaTNyM59NBDWbp06aZ+marIdkTv7y/utw2FLL9/c/OmaUhnGOYmSZmMJ9PIsoSe6UnlUCW6QxFoBNlUc9sBHLJC2tCIh2OYgCmpoA9Zk+pE1lJomkEslkZRlbw5BiOrEpFoGk0z0FIxDFNG1xWQCsdrppN0KoamDVzwKdPELckl53dJMinMvGOyZAWOx6WWPD7gdbKqNUQ6rRe1nrX29yAh48KbmcN6HUM38uZ04qUv1l90HQDRji4I1JVcB2Bl6cgKic5OPCXm6e+LgyQhlznnAC6vk3QsXfJ96ekIsqSTlmrKzqM46jAT7SXfV2s4ASb4pfLrAXCbsD4URxtVOJeuG2zoitDgd1Wcpz4TRP3pmj62GlM8YLc13EGTq6niXHVqAzEzTDyZxKEUWm5DLa2k/XWoyIXfg8G4fUhOF6GWDUXPVSiaQotreAPuimuqbfDQur74tRQOriUpjUI2AErMozhBrUeKdxbMEUykSRgGkwLe0t8JWQEJWsNxxmest4Zp8uJ76+ntTzK63gsmRY8f3+Tnw5Xd9IcT+Dz5VpOVG/oJymuZ5NoGB/mf80TPNqyMPE1vJETAnf9wnEhpbHjiaZq9Poyd9rQ+h8lTkXw18MmH6NMOIBJLFVjz4kmNGo+DVW0hdp5SXRPTYui6UfJ7IBgem+ucbpTASaVSvPbaa6xZs4ZYLPalaVlQiZkzZwJWLZ9iZCsZf1mCh+0ST2h5RdFURSaaqZNRkCYuOzBMnVQsjqk6oZjLzOFE1tKYhkEikc4FExdDUZW8LCrdLDEnoOMknR6ob6Jl2jQUSxHP4pIkNCjaFDKYCZT0F2kEmqUh4EbTTeJJDW+RcZ2RHjySv6Lr0CV56I2XDmjUg304K7llJZm0r5ZkZ+nMkHB/AsWlVFyPp8aFaZjEoym8/sJ4nlisFwBDrtCYUa1FJYppaEhy4c9CaySBy6RsBlWWOlVlfbi0daYnlGSnbYpbrgbjdCh4XArrOorXazFNk36tj2mByt/TekcjYNIV72Gcv/Dzibe2YdTZuDlKEjQ0oQR7i+7+bFUPGCbe2vIB1AC+Wjc97WH6oylqh7hW9GQXqntnKt0SJGcTrkR/QUHE5z+2egeVCwqvzRTQfPzdFo7dYTzjmny8/WkHXpdKfzTF1AmlSyaMb/bx1tIOPl7Vyz7b55/PdR399BmdzPAUlvWf7NkaMHl55Uccvd2+yJKEJEm8saSdtp4o23Wthhk7DWR1yrL199KPmLDvN/lwRXfe67X3RvG5rRij1DBvoM+/24KqyBy255cjG1Ywcgxb4KxYsYKzzjqLjo6OssJmU8SabCx77703Xq+X5cuXE4vFCurYvP/++wAccsghm2N5wyaWLBQ4ZqZY4dA0cUVS0E2ddDyB6XAUz1/KFP8z02lSSR13iTozAIpDJpGplaNrcTSztC9cx0V6UEfxqFa6inEWlyxjSla7BveQhpy9oSQSxasYZ2nM1sKJpIoKnO5YEF+ZDKosXsVHb6x0Zo8S7UcKzCj1zJ1DD9STKJMq3tsXw2Gjk7bHb53nUDBRVOCEQ1agvCmXf2+mXIskgZbqx+EudHe0xZL4y3w+gxntdrI4GisqRhMpjXhSo7FI+4li1PtduT5jQwmnI2gkM+KlwjyZBqprg21FBY7W1YE00V7HcRqacfT0YJhmQcuKdZnWGT4bVXt9tW6MtMGi91o49oABl6eejqJKSXQb70tyNuFTN7ByfT8zJg8EC/el0+CAGqX0Q4lLknBKEg3NHj5c2cW4Jh/d/VZ/sP5oirGNpd0A2RpGH63sLhA4bfF2dFNjjLswNKHGUUu9o5H325cSam1iTIOXA3cZT0tXhJ0aZeS+boytjs47xpy5M/J7rxEIdbBMy7+OP1zRzcRRfqL9CYIreng5mmaP/Sbjt1k1+Y1P2lEUmZ6Q/Saxgq8OwxY4l19+OeFwmFNOOYUpU6bg9XoLfsxM0+Q3v/nNRi9ypPF4PMydO5ebb76ZBQsWMHfuQMOylpYW3njjDaZOncqBB361GoslUjqOQRkXTlXGoRhogKOIwDHIChxncYGTeYoyEgm0lI6zzE3J4VByxQC1dBwdZ8kaBCbuPAtOtopxOYGTrXAc1fQCgdPdn8DlLG/t8GdSyPsjScYVKTDXn+qntkwNnCw1Dj89qeLCxDQM1FgYM1BXcR6zroFUV2vJ/aFgApeNgEmX1/pcI+HiMT/RSA8qLpDLWxTMjIVHS/UVFTh9yTRNZW6WgwmoCrpkfVb+IUUB2zPtJxpt3oDq/K5cn7GhtEesz6FY9/eheBQvTsnN6t4N7Dth17x9pmEgBXtRd7cZv1HfhHvtKnr6EzTX5cfpxSNJFFXOfS7lyPYYiwQTxJMankw9qWw9IqNE3aLBSM4mVGIsb+3MEzgxTPwVahZJmaapIcPAmamCntYN2jLVo8eWSXP3uFQaAi429MRIpnQWf95NfzTFYXtMpFdvR0ZhlKu4JXO8ZxItxjp2n9zMsnVBFr6xhm3GBuCzDzCRrGang5m8DabbCyuXok/ak7Rm4MhkdkXiGjKw5NU16EmN5b1x+nvjHPvdnSs+XKc1g/WdEXbcppFYLEJXdxuBmq9Wt2xBeYYtcD788EP+/ve/VxQBl1xyyXBfYpMyb9483n33Xa666iqampo48MADWbNmDRdffDFut5srr7wSxeYP+peFREpHHXTzd6gyDskkDgWtGhRJxUAjHU8gF+tDBTkLjpFMoGtG0SJ/A0MVwn2WiyqdjmNS5oYqu6xu4xnKtWnI4sqIn5hmMPR21htK5G4Opciml5aqhRPTo4x3lCnyliHgqmFdonglW62/H8k0MQOlTftZ5Np6jFWfltwfiyQZ1Vw5kE51KCBLJQVOKtGHUsF6A2DKfkxTIh7rwRPIt2QYpknEMJhaog/YUPyZ701fUisUOJmbZ32RpqjFqPW7WNVW3GK2pq8NCYlah72+SPWORjaEC8Wp1teHrGsYZYozDsZsbEaNhujpCRUInHQ0jTfgsmW59vidSBI0ulReXdzG4RkXSTzaiWFKmHLl60hyWnGCLinIRyu72XnbJkLRFClFyrmgyhFQFfo1nVrNQMvEm7X1x/A4lQK32VBG1XkIx9Lc9+IKAj5n7j336e00u0aXrCzd7BzNJ6EP0U2N6RPrWLG+H7/HgbT6MxgzDrxDrntZgfGTkFrXMW7XA1myuoddpzbT1hPF73aw9tNO4pEUexw5lZa2MK0ftvHph61sv2v57/MbS9rZemwAWWtnB++jhFen+Hi9lzHTTkNx5l8Lby/tYK+Zm75orWBkGXZyuqqq7LVX5boDg4vlbUqmT5/O9OnT+fWvfw3AggULctsefvjhgvFut5s77riDH/7wh1x99dXsueee/PCHP2TbbbflkUce+VI0z6yWZErLy4ZQZBmDrIsq/8fGsuAYRPujSM5SAsfanowmMHQDxVn6cnE4VbSMUNHT8eJF/jJIigdTHzAJR7WswCkXgyNnxha2awhGkvgquHMcqoyqSCX7USXNOF6lcssNr+ojZRaPN9P6MnEZNXUV53HU1yHHo5hF3o+m6WhJnZoKhfDAegpXnQrBElYOjBAolS1TSDKaVENfX0fBrnBawwTqnJWtEgD+zDXYUSRLqrs/gapIJdO+h1Lnd5JI6aQ1vWDf5z0b8Cu1KGXSwwfT6GqiN1XYcyvdmXnPDTYDVDNd4vvW5VflNQyTdCxtyz0FVo0lT42LVDRNfzTFwtfX8PIHG+jta0WTavMabJZCctRjIjGpPsXa9jAtnWE+b+0npUDAxgNaQFHo13Vq/U7e+rSD+hoX7b0xxjQWWuSH0lTroSeUYObkeqZPrEPTDQzTpN/sYKy7tLhodo3GxKQ71YUsS0yfVAemCWtWwtYl0sfHTYLWddT7XazrsNp3fLCii3ENHlqWdTFxehP+Og8zZ47C2ejh3dfXlg2dME2T9r4YNc4wrvCjGGojS6OH4nTX07b8TrRkH28v7SAST5NIaTz7dguhmL3u64IvD8O24Oy1116sWLGCnXbaqey4Rx55pKDf06Zg+fLlVR/jcrmYN29erijhV51k2si70SuKhJ7p8VRM4JgYhENRakt1fs5YdmLhKEYFC47qkHPp1JoWR1FL31RlxYmpD/xYxDUdqUSbhiyujHUna+0ZTCiWpsGGRcDpUOgvYsHRDR2NJB6lssXEp/gxMIhrcbyOfEGUEzg2XFRyZowW6sfRkG+TimasMR6bNT0cbpX+YPEYAicRTNmeZUJSAsRiwYLtvRnXo99msS6XLKMCq3ui7DG6Lm9fV1+8orVtMLWZGKOOvhgTmvMtUR3xLhpd9rNm6p2NLDc/wTCNvI7xqY52TEmGusouIQAaLKtJekgMVWdfDD2ethVgnMUXcBPtT7DL7pYgaO+N0dvTSkNdZbcbgCSpmEodkt7D1Anb897yLlSHTEwxbVlwalWFtGlSV+fh6dfWMOcbW9PTn2BakS7oQ2muc5NIWdl7kmQV6fysrZMEYUYXib/J0ugchYREd7JjIE4nFEQK92NM3KboMea4ScivPIvZ30c6bdLdHyeZMgh1RdE1g7GDgtZn7DiGxS+v5pNlnexQwurS2h2l1ufEEXsVU3KTrDmWBodEhzKFeukeelsXsXLDdrT1xKjzO5m101iWrulj7+3KW3EGuxoFm59hW3Auvvhirr76aj755JOy47IWFcGmJ5XWcz2oABRZwsxYcIYWQcs99WrJMhYc64c6HIyAYZYVOIqqYGjZ1OoEDmdpa4iiuJDMgRpEcd1ArRCVq0gSign9Rdo1xBMavjIZVFncToXeIsGEkbQV8OxRKhejyoqgUKqwCWS6txdDUcFjo/mqPxPzEizMyAr3WwLHTgwOWHE4kSJZS6Zp4pAimHYsOACKD8UsrDPSl2nT4a/CZVujKLQXaQPQ1hOlpkg12lLUZdoMfF6k83ZED9JgI/4mS72jER2NviFZcOnOTlL+OssVYgefH9PpQunPtwZ9vq4PUzdtW3AAvLUuYoOapY5p8NLki4GN+JssptKArPciSRKGYdKbSGMCAaXyjTZr5Ylj0hBwISHRH03ZipFqqrW+L91By3rYXOvh5WVWSZBmZ2khoMoqDc4mulKDrIWdmXi0Ep3cGZcpZNi6jqY6N/e9sJLpE+voaunHG3DhHbTe+tE1qE6Fj95v5YX3imfKLlvXx/i6BGp6JWnPHiA5qfM7Wd2exFG3N/G+j9lxooqiSKxtDzOmwUtnsHxdI4B7nv+MZ99e95XJKN7SGbbU/M1vfkMwGOQ73/kOo0ePZvTo0bhKlJ0XfDGkNAOnOthFJaFjICHlPbECOf+4VzaKNtoEcts/X90NeCtacEzDxDAMFJLoZVxUSE5kBoRKTNOxc2txAP3JQpdOIq3js3HT9LlUeovEqoQzYsVjx0WVGRNKhRnjy7eMxLt60HwBW6nUWYGjZ4oiDiaSEWF2AlUBvH4XXUX6URla1OrcbiMGB8CUfahSYTPE3kQK1bCXIp6lRlUIpgqtZZ3BOOPKZOcMxe9xIMsSqzb0c+DOAzc/3dCJE7YdfwPkxn7Yso5Dpw8cl+ruJuWrxbbskiSoa0QN5/fu6mjPXEc2XItZPH4XyXgaXTNQVBmMBAoxtGoEjtqIEl8CwDbjAryxvheQCdiwuNUoChLQr+scsusEujINNO1kudX6nKiKRFd/gq3GBmiocbFy6QaUJqXi59LkHE1Xsn1gQ0cbpstd2vrpr8GsrUdqXcfomTtT43WCadK9IcT4aflWPFmWaJ5QS7ArgizBq4vbmLVTflHGSFxja/cHGHINunMgHGGHKU28t1pjusOFV/+QKWMPYlymKWwxNylYMYC1fidvtwUxG1ykHRIfrOhmt2nNfLCii2kT62w9gAlGnmELnLfffjv3/+3t7bS3txcd92VME99SSWsGrjwLjhWDUyzYL2vBCTjM0gInY9np6ApjCZzSP5iKKoOJVU1Z0tDk0j+QpuSwbryGjiQrRFOarZuLS5IIp/ItOLphkNYMvDbMwn6vM/e0OZgBgVP5xuvNjAmnCmuzJLt70P219r5UPh+mJKEFgwW7IqEkskO23b/F63OSTmoFadl62lqjKdsTFKbsxyHFiCfTeAb1kWqPJvFU+T32ywodEnk1XkzTJBRNseM29q0usixR63PS3juk+3wyCJgE1DrbcwUybtPPOlo5dPrOue3xri6otb8mAGrrUCP5ojIZs65NdxXtArJp/olYCl/AjaxboslQ7As3U6lFMmNgpnE7HYwZU8OGSLRsVmIWRZLwyjIRXUeWpVzRzEqNUMH6bBpr3bmu4pIk4aqJ4XU2FDxQDaXZNZqV0WU5d6HU2Qqjx5WsnQVYVpwNa63WQG4Hve1htLRO84RCC2XzxFraVvUScCis6o7mpfSbpomeTqKkPift2TMv1snjUtl2fCNmeAfU5MekvQfkykrIkkQ0kcbndnD/SyvZf4cxjG/2s/CddfTUq3TpOqiwWkuwTU+K3Wjm3WWdeFwqMybZ/zwFI8ewBY4kSTz//PNlx5imyeGHHz7clxBUiaYPseAolotKLRKsmBU4ip7OCZkCVAcmEi4JooBartBfRlitb++hFkAq8yOfSVk3jCSK7CWS1nHYuIG6ZJlIKv8pKhrP1NBxVbYBed0qiSIxPN1R60Zlx4LjlF3IKPQXc1H19WLWVM58AaygXo8frYgFJxZNIZWxlg3F5XWAYZJMaLgHWbKSCcutY1/g+JAlg7auHraZMJDi2xlNErARzzEYvyKTluGNJa18c++tAIjG02i6WTE7Zyh1PieRWL6w7U1YQiCg2jzfWJmEXsVHRA/licF0Ty/uSaV7IxUlUI/avSJvUzqexulRq2osmBVDiYglcCTDuhazHd7tkB0r6SFMtZGobuBTZNsPlz5FJpqJn+sJWQH7doPAm2s9dPcPuCI9gTh+R+W4qGbXaHRTI5jus9yMHa2w9dSyx5hjxiO98ZIVkCxJ9HdHUZ0K/vpC13JtJgMx1B2jzu9ifWeESaMtS+b6rghjazqR0NCdxWsfac5tcSTeRU6vx3Ba/a8mNPt5/LU1BHxOGmpcLF3bx7gmH20+iUhaZ2pKYq+JDbwVjrAykWRJb5gar5OWjogQOJuJYcfgOBwOxo8fX/bfhAkTGDu2eL8Wwcij6UZBDM7QgMrcvqxVJ50GtcQNR5LA6WRUwNqvlI3BsV5jxRor8NIsI3Cy+7KBxrG0jstOWq0iE9PzBUokUz3ZTmCfx6mSKiJwemMhFNSCWkHFkCQJJx56o4UuIbM/iFxbV3GOLGl3cYETCSdRyojJoWRdWdEh7rdINIhpginZiAkCTMm6KfT05ceWhDSdBld1Jna/omAAPfF0ri1JtmBfwFudwAn4nUSHxF71xC2BU+OwGV+UoUatxVBjfL4hIyQ0DTkWRqm37xICMAN1OKIhtIww0A0DLaHZDgzP4vI4kGSJeCb4XTJCmJKn/APC0LVk0snljDiKGjo+u/FEgE9WiBrW96I3lLBdowigqdZNd38iF3PSl+6hwYbAqXNY57s/3QtaGno6MUdV6FnYOBopEYeY9XAR6okRaCie7aU6FHy1bkLdUcY2elm6tg/DNHlo0ee89nE7za4NGEoTplJX9KVMpQlDrkVNr8xt83sc7DylkcYaFxOa/cQSGq+39tGvwO4eD6NUB4oksW+NnzpDYsHnHYxq8JBIFbrVBV8MwxY4ixcvtjXuxRdfHO5LCKpAN0xMk1wBLBgIMi7noiKdwixlwQFwOlFN6wekfAyOta+jJ5jZUuaGmPnxNgzrhhzXjVydm3J4VYXEkL44OYFj44nT41JIaUZBAGAwEcYle2w/8bplL73x/KBX0zQhFkG1UQMni+6rIdnTV7A9HE7itFHFOIvLU7zYXzQaxJDcUMFdkMWUrd5A8diAeNMMgxTVBRjDQMaV4lFzcR0buqwbU7Udn2s82VTxgVL8XbFenHhL1lopRcBRi65EWbLaynhL9/ZaRS5rq3zCDtShphL09VjXQWdfHNI67iLVpMshyRJun4NERuDIen/lthpDkb2YqDnrTyRjwbGLP8+Ck7BdZRqgvsZNWjOIJjTieoyEEbdVeNGn+FElB33pXuhqRzJNy0VVjqZMzFt3J6ZpEu6OEWgqLd4DTV5CPTFURSae0Hh3WSdjG73sMqUOh7YGrYT1BgBJQndOQUmtAtMYtFmiNvMZJzSNF9p6Ga+ozKj1MWVcIDdm31o/ccOg02m1ohFsHoYtcIai6zq9vcX7swg2PdlOrYNLxyuyhCEZKEU+5uyNQUqnS8fgADhc6BmrR8UYHMAlW2PNMtYQMyN+shacpGHgseECccsy6SFNEKIZgeO2YfHwuFRME+LJfCtOfzKCW7Zn5QArDqc/mR+DYyaTyFoauaaKm1NNLalgocCJRVJ4bAYYAzg9xS04qUQoJ1rsYGbOgcJAJlUwpYFkP0U8S1YQyS6V1m5rvhUtfciyVLFm0VBqvA5SmkFL58A574j24LUZPD2YgFpHWOvHMCGW0Oha15bZUVfdRBlLXe8GK/ZwXUcEI6FXFX+TxeNzEY8OsuBU4Z6yDpIwlQCSbomtqKFXJUh9ikzMsAr99YaTVVlw6mus9xuMJOlNWW1BGpyVLTiSJFHnqKc/3QedbVYF4+YKPdzqm6x0/p4O4pEU6ZROoEy15UCjl0h/Ai2toxkmq9tCNNS4kbVWJNLojuIp6Vl05xQkM4GsF69cHvMoJEyT3QOF37Fmj4txKCyPJ0jreu6hKhJP8+kacZ/8othogfPggw9y0kknscsuuzBr1iwA3nrrLS655BI6OgqLhgk2DVlTuTKoVYOiyOUtOKZpCZwKFhxd05EkqzBZKZSM+NlqVObHsZy7J2PB0fUkpmmSMk08auVL0SUPNNzMEsm4Ltw2XFRZERSO52f3RNNRvKp9geNz+AuCjLVwxqLjsy8oHLV16EM62pumSTKRxleFJUCWJWSHTE9PLG+7oUfAZvwNAJKCKXlQGJinL3N+q3F5gJVx5ZIkTIeUc02tbg0R8DqqTjzIVqFetnZADPbEe/HbqPQ7lIBaS1gLMXm0jwWvrOLTxasyO+qqnMgaH2q1bn5dfTHSSS0XNFwNbr+TRMQSp5IRyrXNqAZDrkU2+tFNk4Rh4rPZNwysz9YEOsIJDMNKF7dLbSaNPxhO0pfqQULKuZ8qUedoIJjqRerusASjs8LrqirUNyD1dBHKXOuVBA4mhHvjTBrtZ6sxliBW0q2YkhuzQqaaoTRj4kBOF2YWmqZJpwrOmEado/hvz15NtSRNk4hLJpSJIWvvifLeZ13l36dgxBi2wNF1nZ/+9Kf87ne/Y/HixaTT6dyNp6mpiXfffZfTTjtNWHW+ILSM60aR8y04SGaJGBwFxcAyDZeKwQFwONE1M2ehKUW2RURNRt+Uj8GxblipVJy0YWICHhtPnA5JBglSg0y+0biGqkh577sUWTfW0OaNUS2KX7UvBGocfmJ6vpjQQxmB47UvcJz1dUjRSK4hKkA6pWPqZtWxHE6Pg+4hAkclXp3AIZMqPkjgtIWsc+Wp0oID4FVk4qaZcy31hhLUVenCAcuCA+R6JIGVRRVwVC9wahy1mJjoSpxdpjTSYMQxPd7KN9eCieowkUh2W/FKuQyqYQgcj99JPJqyOrkbEQy7dYsGYcq1SHp/ztVUjcUt687qyNRSquYzcqgyPo9KXyRFb7qbWke97crSdY4Ggule6OvJVYeuSOMo6O4g1BPD43fiKPNg4wu4UVSZUE+UgNeZE2OytgFdHV8+YwtAUjDUsShaocDp0jSChs6eDaU/q4CqMMbhoMcB6zPWx85gvHjfP8EmYdgC56677mLRokWcdNJJ3H333XmxNlOmTGHhwoWMHz+e2267bUQWKiiPVsJFhWQgF6kyo0gqqpYRCuUsOKqKboBcQeDk9mfiauxYcGLxGPHMuu3E4Dgz7y0xSBBE4mmcNjN8soHInUNSjlNm3FaKeBav6iVl5s+REzj+KtwmNQEkTPSs9QcrgwoG4mpsr8nnJDykiKFKLOd2sosp+3BIsdz11BlNooKtLLeCNckyMd1AN6y5IvF01fE3YMXgACTTOq09UXRDJ6qHqXdVn5mSzboKa/0oiow/HaneegOWNcHvRwpZVqVUpox/tcIUrEwqPW1gJINIYKsH1VBMJYBkhIjoVkCrrxoXVcY61xtJIklYNWaqoN7vIhhJEkoHq6pLVOeoJ6KHMXu77LfJaBoNPZ1EemPUNJS/tiVZwl/vIdI36HthashaO4aNvnMAumMccro1Lw4HYG0iiUeW2aamfHHQaR43fabBii5L4PRHU7idKppusL4rQl+JHnKCkWHYAufRRx/lkksu4Q9/+AO7774748blB4g5nU4uuOACEWT8BZFzUQ214MhGQRVjAAUFR1bglIvBUR0YRmULjixLyIqEaaQtf3q50n2SjIFCLBEnnime5bJhgXHKWYEz8GMTiadRbbi3ANyZVPKOYL6lI2kmbKWI5+aR3ehopI2B7AgtHLKigzxVWEyKVDPOCpxqgoyz49ODYotM00SVErZTxHPHyX7cSiJXELEnnsJbhbtjMF5ZJmboaLplxYkntJy7qRqcDhmHKuN3O3jlo1aCyX5MTBpcdVXPVZOphRNKB60NoSAEhpnCG6hHiYSIJtJoCQ1JlqoWpjBQCycds6zdw3VRSRjEMk1sq/nMHLKEU5IIRlLUeJ22rKGDqcsKHK2/qrT9OmeDlfLd141Zb68Okdk4CjPYS7Q/kevGXg5frZvYIOEva+1IGOhqhYDmDIY6Hok0kt49sAbTZG0yxSSXs6K7dYLLiQJ0ZB7KDN1yAa7tCPP6x+18vKqwN5pg5Bi2wFm9enXFHlPbbrstra2tw30JQRXkLDiDfpxkWQbJQCoaZGxT4CgquinZqu2hqAqSkbKsNxWf+B0kE/GcBcdpw0KQtSIkBmXThGMpXGWCn/OOV2QUWcpr16AZGhpJW402s7gzLR1i6QErjh4Kobu9UI0YyAic9KBU8Vgmm8bpqV7g6INS4A0tlqliXKUFR/LhlON09FqBwRFNr8oaMBivohDLWG9WbgiSTOnDEjiSJOH3OIjE03hcKi1BK+6l1llX9VzZWjghLSMq+/tyAcNVE6ijRovy5BtrUQ0Tt9dK+a6WbGCymezDRK4qMDxLth1HVE/gleWyfd2K4VdkwoOKMlZD3SALTsBRZ/84RwOepImcSlXlokrLLrS0Yavnly9gtcIwM25tWWvFlFyYir3XM9TRmCgog+JwejSNmGEw2VX5XKmSxFinkx45W07AZFSdh8Ure3A6ZPojwoKzKdmoQn/pdGFfoMG0t7ejDPPHUVAdmlZowVEVCUkyUUq5qHQ7LioHepqKFhxrqAykc1lSZZGdpFIJpIwFx1mVi2qowLF3jUmShMelEh/U7iHbh8pdhcBxyZbAiaaj1Losl5QeCpF2+6gqksObKUbW1UvWsdXdEwWpfEp+MRwuFWOQwEklM0X+pOosOIbsQyVOZ18UaCJpQt0w4m/AsiIkDBOvx8Gri9swTHNYAgesOJxwPE1TwM2KzrXWtjINXcvOpQaIaBm3YCiIORwXFVip4l3trGoLsZVuv3fYUFSngqzIVqE+2W87rX8w2XYcEV3Dp9jPgsrikxXWxNKMaajuegGr43tcj4OZrqqytFv20BTNXOd2BU5DM7GMsLXT88sbcGMYJvFoCm+NC0XrwFBH23gAyyApGOooZH0gYWZtMoVbkhjlsHctT3Q5WZ9MEU6l0Q0DVZFZsT7IN/eaxMrWwnpaQ+noi/H2px2ZaswysgQTR9ew05Qqq29/DRm2BWfatGn861//KjvmvvvuY/r06cN9CUEV6NknlEFCQc64qCRzIyw4qmXBqRSDA9l2Deny8TdZJAeQqs6Ck3lv8UE9YcKZp3q7eJwKyfQggZSyBM6wLDjagAUnHQqhu6u8OagODIeTYMdAIH57VxSnW60608jpVjF1k1gmFiQUDgL2qxjnkL1ImKRTlhsvKZkb5aICK55ofaYGzrAFjsdBJJamvsZFW6gHB25UeXhz+dQaIloYUkmrcFxN3bDmMQN1EAqy3/Zj0JL5VaSrQZIkXF4HMuFhuaesSRyYkpuYMbzPy6fIJGPpXI2Xaqjzu5BcmaymKgK/JUliTCzz22PTRYXPT8TdgISJp8aGBSfjxsq6qWStE0MZVe6QAgxlFLI2kPnUmkox3uXMi3csx8SMpee99v7c7/SRe07C6VCQkEikND5rCebVeRrMx5/3sPXYANMn1jN1Qi1Txteyui3E2vbCdjGCfIYtcE488UT++c9/csYZZ/DUU0+xevVqADo6Onj33Xf59a9/ze23387JJ588YosVlCads+AMbMsGGUtFLDiSJOHUMl9QtcwPs+rAMGUUG4G8ikNBQiubQZXFlJxIZpq4piOb2DKpqwAm9MUG0ryjcc1WH6osbpdKcpClI5qz4FTuJJ6bI9NnK5oeiOVJ9PaBr/q6LJLPT7Q3mPs73J8YVhxHNpukLSMkwhEr+LV6F1XmPBhxDNMkjZUNNRyyxykuJddB3F9FfZ/B+D1OwvE0kiQR0yO4qrRMDcan+InqEYhkbhDV1C7KW1QAKZ2i2WuJA7vNUYvh8jpQpZjtxqjFMGU/cUMalsBxGKCnjeG5qGpcyK5MleoqYnAAGqMSCbcKLptWJ0ki5huFR0nnueNL4fSoKKpMtD8JRhTJjGGozVWt0VCbkY0gGEkShkGfpjPGpvUGrPpddbLMx12hXKV5V6ZkRXOdm6Vr+njhvZaC+jjJlI5hmiTTOuqQ7+C0CbW8tqQtVyVcUJxhu6hOOOEE3nrrLR577DHeeuut3PaDDjoIsAKx5syZw7HHHrvRixRUZiDIeHAl49IxOAAOI7O93JfV4UBHxmXHguOQkUnZtuDIpAknNRSb31FJknBI0B21/NamaRJPVhe46nGp9IUHYnCyVhi3bF/guJSswBkoiJcOhVAmVPfDCVhp5bFB8yT1XFp0NWSDktu7okyZ3EA81o+KC6qs9GtmzoNkxOlPpkGqLmB1MNnjEqbJxFE1LP68F3+VwdNZarxWDI5pmsSNKC6b7SeK4VdriGphiGZrFw1TVGSEkRnqJxXfOIHj9jhwqPFhxd9kMWU/MVO11WSz4NhMTze/bxhB0k4FxZNAMZ1VPSgA1EZ0QjUObDqoAIi66vDp0coDsX4zfLVuYv0JZM06ZjgWHABZ76Zdt1Y61lndeRrvdrIsEmc7V/75aahx8/Arq/jWvluxtiPMzts2sb4zwsP/XcVHK7tRFJlRdW7GNHjzOpJLksQ2YwO8s6yDvberUCDxa8xGFfr761//yqWXXsq2226LaZq5f1OnTuWyyy7jz3/+80itU1ABXc+6qPKzqCS5jMAxbVhwFBXdlPMKCJZCVWVkSbMlcEzJiUya9v447iosBE5ZJpjJNEqlDXTDrCqtdaiLKpaxwjhl+6Z5RVJQcdKfGPiRNSNhnLXVp/fi9SEnBixBekqrOoMKwJE5pqfHWpOWikCV1hsYsODUeXWWZuIDvFUW+cvilCzbYdQwiMTTeN3VNaIcTI3XyuaLJTVSUgzFqO5GOhifWkPCSKBnUryHbcHxWcelgv2YZvWp/YNxeRUcjuRGCZyUFCDF8AROOiNwhiPSJEnC6U3i0Ku3qvlDSXr9FLRPKUdU9uFNBW2P9wZcREMJZL3LKvBXpZXMVOoxUZH1TtpTaQKKgrfK2NIxTie6IiENSR6QZYnZe03C5VRIpQ1Wt4W47N/vsrotxIkHT+H4A7ahuz/BbU8uIzgkILnO72JdR6Sqc/d1Y9gWnCwnnngiJ554IvF4nFAoRCAQwOMZ/o+PYHiki6WJK1ahP8ks/mV06JmxSunLwFQd6JJsMwZHQZK0sm0aBrAETjCestUJPItLloinrPeabcBYrQUnrRnEkxoel0o0HUfFVXXMi0Ny0RezXBymriMnYpjDuVF6fSj97aQ1g0RKw0gbONzDsOBkXFSJzI1KJpGzxlSF5MREps6r89K6PvBJw3ZRSZJ1bCwjcKptsjmY7GcciaVJS1FqsVfHpBg+xRIR6XA3qqKAe5jWoMznnQxGAWmjLDhev44smRjVxkwNIiZZAns4RRlTCQ1kkJzD+6wVdxwpXf15dIdj9DdJJIy4rVINWkonZTrwRexXyffVuulq6c/E3zTbDzDOIskYShOy1kVbejLjyiVllKDZoYJpEpYLxYgvc207VZm/3P0+NV4H3561NfGkzsG7jac3lODd5Z0s+O8q5h4+La+hckPAzecb+tl2Ql3Va/o6MGyB09HRwSuvvMKaNWsIhULU1tay9dZbM2vWLCFwNgN6kTTxXAxOkSBjAIeRFThlBIaqoqPYyqJSHDKKbQuOA1nSSJkmgSqyRhySTNq0buIDncSrEEhOBU0z6Asn8bhUQokojupynwDLpRVMWPEueiRsFWirok1DDq8fZyrO+q4I7T1RTM3A6a7eYiIrMopDRsvUwpFJ2O4inockYUoeVBL0xFNIPhfuYRT5y5It9heJpakZZpYRkDPPR+IpEkaM8YHhZ5D4VesJPh3uw+MPVH/Dy+JyYyoqyXAM8G2cwPFkrZLusoXFyxHFuv68UvFg1XLEY2kUt0pimDEdpjOGHhpd3UG6hhKNEfbWENFCtgROPGPF8EW7IJmwFbvj8bvQNQNZ60R3DS/pxVCbSaa6COtGVfE3WZyyTL2i0pnWKLWCT9f2IUnw3cOm4XWpLFvXR2dfnKY6N8cfsA3/fvYzXlncxqG7T8gdM6bBy+cbQkLglKBqgRONRrniiit45JFH0HW9YL+iKJxwwglcdNFFeL3D95MLqqNcob/SMTgSuiKXt16oKrqk2hM4qoIs65jY+IWWnKhSGo2BAn52cEoSiUzDzVgiY1a30Wgzi8uhkNYNevrjjGvyEUpGcMrVp9V6VA/hpOUO0kOZYNVhxHKYXh9qMsaq1n7C0RSmYeKw0Rm9GE6XipZJgbeK/NnrCVSA7AEzjuq23B3VWrcG45EV4oZOJJ5mdOPwrRPejAsumAhhYtLkqxv2XFmBY4aHFxieQ5LAX0MqmkKS/WXbBlTC7bZu3PGEi5phnqYY1u+tlxhQ3TUdj2soLoW4Ub04Mk0TTY5CrMoHhXAICQh7ZcJaiGZX5ViSeKZOlCcdsWoYjRpb8RiP34nDkUY2o6SVYcTJAYbSRKduuTSbSvSeqsQ4t5NVieJ1b1a1hvisJcgx+07OJU3ohsm6zjB1PhcBn5N9tx/Nq4vb2HVaEw2ZnjiKLOUlTQjyqcoeGQqFmDt3Lg899BCapuHxeJg2bRq77rorU6dOxe12o2ka999/P9/73veIRCKbat2CIWhakRgcxQoypoQFRzXAqGTOVh0Ykr3YCUWVURT7FhxF0pAUqao2AM5Mw00gV8/Gbh2cwWOzfY0iqTiuKuJvsvhUby5AWQtlallU0Ycqh9ePlIgTi6VIZtxLw71ROjLF/kKxFA4pCdLwLKmm5EUy4tQ3eIYdYJzFqmZsuaiqbQEwGFWRcTkUgpkmpz51+MLEITlxSA6kSCRXbHHY+AMkEzouT/VNRAfjdCTQdZlEfPjnO2a6UdBxmfYCcAcTjqdxutVhCZy4HsOUDBJRZ86SbItQEICY30E4W5eo0mtFUiiqhGokod9en0O334nfZ33fjQoNNkthKo10mo14peraYAym2WGd39gQw4Bpmry+pI3xTT5mTh6oqt1c5+adpZ25pIPdp43C53Hw34/a8o5PV3POv2ZU9Uv6u9/9jmXLlrHffvvx05/+lN122y2v7oqu67z99tv84x//4O233+b3v/89V1111YgvWlCIZhS34EhlBI5DlzCUYp2qBjAVFUNWsOPWtwSObi8GR3IiSxqmXJ3AcUgShmS5p2LDEDjZjuKhTKByNB2rOvMDrLTylGFV1I30ZgXOMB69M8dEeoK4PZZAclThchuM062SiKRo6Qjjk5Now4nBwcqkkowwaUzcGylw3LJEXM8InGFk6AzG61YJp/vBORBHMxwkScKn1iBHW6Fx8katCX+ARMrEVbdx702V4yQSrpzIHQ4x04GHELIZp9pn+nAshWeMN1d5uhoieiYWLe0mHE/bb9aZEThSTZ31udogEU3h9rmsiuH9fZUPwCqaGahNYJoSplJnb21DMJR6OmmkWUlVHlyCRtW63XZrGpMGiaSWrgitPTFOOHCbPJHcXOshHEvntjlUmf13GMvTb6+jL5ykPlMHyKHIhKKpYfV529Kx/eu1bNkynnnmGX7wgx/wr3/9iz322CNP3IDlntp333258847+f73v8+TTz7JsmXLRnzRgkKKVTK2XFRmaQuOXtmCo2eKqclSZd+8rEioim6rkrEpOZAwSJtmdRYcScKQJTr7YsSTGrJEQY2IcmTFUDaTKq7F8arDEThuUqZlbu7v6sOU5eo7UkNO4NTJGvWZH6hhW3BcKmgGy9Z0IaMP1LSpElPyIBlxEoaJZxitBwbjkWVSaR3dMDcqyBjA51aJ6REkJLxVNEctOpfixxFLYI6EBUdXNiqDCkA2IyTTbpKx4d9A4yZ4pRSSUZ3l3DBMovE0XrdjWBacqJYROCkX4Vj56vZ5hIKYLjcub4NtC04ikrJ6dwXqkIL2LDgAdXUJkmlv1WUTshiSi06zkVGyvXUWwyvLeGSJnnS+iH37006aa91sMzb/WpQkiYN2ye+ZNXNyPR6nwgcrBgoPjqr3sHKDPYH4dcP2nWHBggXstNNOXHTRRbbGX3LJJWy33XY88sgjw12boAo0w2pxOfgJIBtkXErgKAboFdK/9UyKsGIjcFFRTGTZxCiRtZWH5MQ0qVrgOGQJHZO2Hkvg2G20mSUncFLWj0xCTwxL4LhkD2msejrh3qCViTMcF0XGrbV1nYyUSfXfGAuOqRn09meL/G2EBceMEzeMEbDgyOhJ69rZGBcVWIHGcTOKT/FvlDsIwC/7ccVTG+2iMv01JHFsVIAxgGRE0HTPRllw4oaBV9KQjOoq3MaSGoZp1cAZjsCJaGEkJEi7CFUh0KRwEGpqqVED9l1U0RRuvxNqG2xbcAD8/hjR+PCtfv26jobKKLoqDy6BJEk0qg66BwmcUDTFqrYQu01vLnpNNwxpR+FQZXaa0sjHq3pJZSq61/qcrO0I88aS9lzihcDC9q/X+++/z/e//33bE0uSxGmnncb7778/rIUJqkPTjIJGf5KUEThGqRgcs7LAyTzxKFT+4VNVa4xh2LPg6CiYWKLFLk5JRgP6IgmiCQ1HlSmx2RTLVMaCkzITeIbposp2FNcj0eG5p2DguGiEdFJDViTkYaZlO10qekpH0q14g42x4GAkSBjGsGqqDMYjyxgp64d4uFWMs3jdKimiGxV/k6VOcyKZbLzA8dWQlD24hlnAMItkRNFM30ZZcGK6gVcykKu04GStLgGPM9c6pRoiWhif4sflUAlXs/7+INTWZwROZQuEaZokoik8PicEaiFs32rhdUcIh4af3duV1pAwGWWuH/YcYAUo92harnbNp2t6URWJGZPsd7TfZWozybTOZ+uCQKYcg1NFkmDh62swRF2cHLZ/vVpbW9ljjz2qmnzPPfekpaWl6kUJqkfTDYbqBNM0kSq4qCoJHEPKWHDsCBzFupHptiw4DtKZELBqXVQASd0kFE3l1YSwgytT5yOlGRimgUYqV5m4GrLtGmLpGMSj4BlmxqDbgynJEI+SSuo4XNX3ocricKkYhsnExsw5kap/XwDIHlI4MGBELDhGRkz6hlHfZzA+twNNjueyoDaG2oR1joaV2j8IzVODIau4lOFbXjBNJCOCIXmtejTDJG4YeGSQjFjlwYOIxC1RUudzkjDNqm+QUT2MX60h4HVU7aIiUIdfrSGmRzHM8r8xyXga0zAtC46/FiI23UVmCqcaJxh0Dbu1Qa+mUStrOM1eMIeftdSkqqRMk7BuYJomS1b3MnVCXVVxhLU+JxOafSzLCByAyWNqqPO7mDIuwMOLPieZEplVUIXA6e/vp6mpmoLa0NzcTDgsGoJ9EVgCJ//GqGe+iKZR/Iap6DYsOGQtOJW/MIqaETh65adZU3KSysTqVOuiAkgahpX54ajuBuxQZCTJOl/hpHUjcA0jTTwbmBxKRpATcfAM04IjyeD1QjSKltJwVJHyPpRs7E5W4AzbRSV5iGXSjDfWguOWJYyUjixLVaXzF8PrVjGUON6NKIaXxZ+0bnRp3zBFYIaU0xJITr14+q8tzDgSBqZcQ2qYLirdNEmaJh5FRjKqy6IKx6y+TnUZAZqo0k0V0cL41BpqvM7qBE44iFlTmwsYj1Vov5DIpoj7XVZRzXAIbIgxWbdidcJh77AtZH1pjQZVRsJAMoYf79KYSTHv0TTae+P0hpPssHX1mV0zJtWzpj2UyyTNUuN1MnV8HQ+8vJL+SPFrMpbQvjbVj23/eum6jqPKAkcOh6NorRzByKPpZsGTv5EVJSVcVIoBWgX3kJ65RGQ7AifzFGsYdm5kKumcwKmiVUPmPZqSRDiawlNlTQpJknJPS2s6e4DqGm1myfauWtfTh5qKD9+CA1aqeNxyUW1MLZVs7I6pRa1A72EGVJqyh/gICRxZkpDTBk6XstFxMz63iqSmcLDxhUS9Met6jro37v2lMteOU49XGFmarMVFUn1oaR1jGG6irChxSyqYcahgDRlMOJamxuPItR+oNpMqqkXwqzXUeB3/v703D5bkqq+Ez7251vLe672lXiQBUjcCCSQLoU8ILOBjRzDIMd8AAyGFAQMON4aZwcZMzERgO2ywxzYxISAwIxQQYAEeLLCNsACPPBIyCGwkxGJtSEjd6lZ3q/v1W6oq13vv98fNm7XlnqXu16/zRHSAXlXdzMrKyjx1fud3fsU9OCwEej1gYSM6ejdeJwtu1PlodwxgbgEkDAA3/7iTKL+mP2jHOTplIITACRZigy6/E4owVYFFKdqU4kQY4uEnlmCbGs7dXl6R3Lt7AwSAhw4sTW/D1HDpBVvxDz/Yn0hk/vFfD8RdpOsdha+AQgj867/+aynmd6awxLWAkHFM3otiBSfNZMwEvBwuwiLyoRWQZTXKAA6ELJ/gCGLAr1SikvvT6uhY6nvYuaV8icEypPfn+w8cAPRqCo56zQMHj+DK0K1JcDpAvw/fYPHIhSrQI4VEMAfCqE4CBG1jIOT7s2t2UQEAAgG9ZCkxCW1LA1wflNVTXQDAdkO4BsEAHoq7H6ahVEjTq65UEyEJDjW7ABz4bgi7ZMuvSiBuaSZIICTJKThxfdXx0W0Zccdc2TTjHltFR5uD1jLQL2pyXV0BgYCY34B2pOD0WTbBcXo+DEuHpmvD+WGry7nfPcqWwEkXjGkxSSqDVcYRCmCT0YIILBC2VHqNUWzUNZwIQzx+cBnP2rFQaCr6JDotA+ds6+LBA0t4/vnTlRWNEpy7vYsf3n8UVzxnPGH60PE+lno+FqJ2/tWBj+MrLs47q2ZH4RpEqatpGZNxg5OLIKxSouII8zw4kZ9G4/nSuSI4LCxwWhEdvqheomq1TAzcME79LAPL0AABHFxaArZUJDiavDjsf+oEXuw5EHUIjt0G3AECL0RnvkKreQSVgEy4A1HVfyNXgoM2NJTrcEtFwKBV7AwbBbVC2agW1s/7MN0APZvCKTiVOg2+z0F5CM2tHmqqSkq6NQ/gqYoER6oulqamwQ8gCpbyeoMAc20Dlpr+XkLB8bkPn3vo6pLgDLwQnIv8m3Y86HQDWlobBASDHAXHGwRSvQGkBweQPpycNGPClyG0DTBbOrwyJbQIJ0J57dto6OB0AbRGiQoANuo6Hlzs4diyixdfnJ/EnIZn7VzAHT8+BD9kMPXp79fGORu/ODS9r6ah4fiKg3PPksrR/iOrOLLoNATn7LPLfxhPPvlk/pMa1IYfsKmLCotmNmV5cEIz+9caEwQQApTnXxioFgIhELIisv9IiarkqAYA4HK3Kvk6LFMD5xybNlEsQmbalIVGdGhEhxs6gDOop+C02sDRJxG2Wa0SlWZIfxERjhy3UBWEYIAubBLWLisBAPc59Fa9LiMAILr89S2C+gRHG7hwLJrr+8iD74YwhQ/q9FFVryZ8AEEsmLYkt36FVl9PTBKcPgSKjSVYdQJs29iCRmToZhmCozJwuvocqG1ACNl2njsAdzUyCM/NgxKKttaJAwPT4A2CYTv+qIKTA8KWIfQtsFpGJYKzGIZoUYIWpRDaAgirT3CWjg6gUYLzzqpumH/m2fO4/Z6D2H+kh/N3LiQ+R+WjKTDO0bF0LK4M/TmHjg3ilvP1hsJXHUIIbr/99tIbuPDCC0u/pkF5JCs48uQWKR4cyjjyuAgTBJoIQQqUnTQSQgiAhQVuioTAhwUCkZmkPAkKgAAIhYBAuRRjBcvQ4IUc551l4ZFjBAapdsO0qIVNFgcRAqKqyRgAWm0I14k8ONWVDkIIdFOPBm1Wm7mj4KCNFqnRGTQC5jPo8/VJSYBoNIZXrxsLAIjTh28b9QmOE8AkATCovo4kOG1JbgkqdVK5XEAngBYFIKqyVx6EEJGCIz8fmxJ4JawFvVCNzuiCRiS27wT5BKe/CqEb8bDMjt7FIMw+hp4TYMO26HumG1I1Xc3ppBIClC8hoOfDahvwKpDHE2GIjVEKsaAbQINDpdcYxUZdg3fcwVlbO6W7QMfWmbOwoWvi0UMrqQSHTZQbj55wsGHOgj9CfPyAyYvqOkRhgrN3b7UprFVf16AcgnBaweFRiYqnmYyZQJDnwREA5SEQ5v+qIyREGGpgrNgF0ocFA7yUSkCiX5ke4+BcVCY4Sz0PLndhUbuySmFSCzu60XutoeAIuwXmeeA1Bm0qGKYGjXiVO6gUBrDRwmyMiIHPSne7JUGRkdCtT3DQ7yHsWnBYuZbqSfhuCJNyYFCjRCX6ELQDQglMS4fnlr8Ju5zDJhQgGgSxC3dS+SFHwDg6UY6PTWgpBUepLl1tDlpLfhd6boC8ueKktwp05+JwzI7WzfXgjCk4ANBdAOktZytnwgURPoS2AKtlYOloeSJ6ImQ4L1LXuLYAQ/QBERSauZeENgj8JR8bLkwmJUVBCMEzz57HLw6tyEiQhOuYqVMcW+nheHgYR51jOHyEYUdnN04sD49ayKd/HK8XFL6aVk0kbpKMTw78kGeUqJJfQxlHmKfgMEATIXKfCIAgBONa4S4QHyaMAgnJk9DJcIJu1RKVFzB4zK1UnlIwqQW40QXTrufBCXyVYlyP4OiWBo164LU8OIAjbGyi9dQNQP6CDAIObhCwmk0HA9YHuAbXm8HFeNAD29aaSYlqXgewUseDM/TLmLZeqVXcHUmdFrRTOAunH5GpTqS4WLQcwRmEPZjUgk4NtG35+faL7H9vZWySe1vv4qh7OPXpLGQIAwarNaIEqlbxDCi/DKcLsNoC3mApf99GEHCBPufYoKnoBUlKCFuB0DeXWkvhyeMDgAuYm6r77RSesWMe9zx8DIurHjZPpB4LIbBoPIyP3vN5uCPng0FM7CYX47V8NzSqIWQCeo4X83RF/cJ4gzWBIORjc6iAYYmKp9ShKGMIclJzechlB1WBGi0RATjTwMJiN7KgIsExCIGjCE4FZcAyqCQ4kYJTFRa1gEF04aiaZAwAdgshVXOo6plxDVODRgOwugQHJlo4VmsNYDjxnZoanJp1/gHrQ+P2VPZHtcX6EO0tuWWRPPhuANOk9RQcPgDXZEnRtI3KJSqLqgiFdmGCM4i21Y0ycGxKcKKAWhu/nvXjuWAaJWhZekyaMtFfHUuR7mhdDDIUHG8QDdYdVXDmFoDjRzM3ozqepILTRxgwsJDJTqwCWGZyuwvR83k0rJPyJTBUIzj7j6xCNyn8Vn3j/a6tXRACHDjaGyM4XHDc/tQ3cX/vp9il78V1L3gdzmpvw1f/+WfodR7BvUs/xA0/PoFfv/Dt8vkVRnScDqivGzdYEwhCluDByTYZk5AjoCKznZ+FXIb8hQUuuiIEF7SEgmPAKD33WBIc11cEp6IHZyYExwZRORw1TcZB1JVVV8GxbS5V/xrvSwgBR+hooV75BgAG0c2OGhSDCvkuo3DYALqYAcEJfJDAB9rdWl1UQggEbgizpdfz4IgBBJXnj9nS4VctUcUKThtEFNsf1dbdViUqSuGVUXBGCA4AdG292Dyk3oosUUXo6N3MNGMV0DdeoprPNRlTtgxB2gAx49cqslQEy2rek5r+TVoQMGoZjR87vIqtWzpY5bx2lIplaNi+sY0DR4fkUAiBfzx6Kx5c/Tlete0NuEj7f7GzezY0qkHnXVy1+WW4hLweB3tP4tM/+Tw6LQ0VA57XPBqCs04QJig4KuiPpxAcyhiYRsAzxjCwkIOCy1CtHKgSFSv4CzCAARPlb1Y6IdIYh+oExw84fO7JMlNFmNSC5rgQmgYYNUy0dgtBtB96zbRfqxVFA5Dq7yuEDHhsoX6JajCq4NQM/RywPiy0MfBqdnz05c1A6yxgUMODE3gMQgBm2wTxPaDAd2QKIgQR3pDg2HpFBadqiSoEpQR2dN7ZlMItERI4YIMxgtMpmoXT70GMlKg6WhcCItUTpczBo1PbxdxCbpox4cvgmiwrDQlOcW/ZMmNoUwpDhYwRIjupKraKewHD4cUBdm3vwhcC7gyy4nZv6+LA0V5Mlu5b/lc82PsZXrHtGuyduyjukDqx6sXXy410B37jouvxRP8JPMDuBOfZP3RPVzQEZ50gYByallKiSulqIpEHRyk9SWCMyzlURS7eIoQQZTw4BowKnTpjHpwqBCe6mLusPsGhnifVmzomvVYbITVBAGglp6NPwrKizrkaJSr1C94W/UJR+FlQJRBqUri1FZw+LNqqr+BE5SS9u4BA+AgKRCAkQSktZjcydPfLl6kUERl6cAz4TvkofU+IOJRR0LY0GRdYo+8GMiE6On9tShAK2aVYBA7ro62PEBzbQD+PoAkO9MZLVHlhf94ggG5q49+P7jwIZ3IWXAoIW4p9M4oclemkWg5ZXJ5S4HQBtGLY35PH+hACeEaUXrw8g/bs3du66DkBlno+jnlH8c/Hb8clCy/E3rnnAgDalo4nj/fx818ex47N7fhvm7UduMj8VTzs/AxL2v74x8h6QkNw1gmSFBxFXBhLuPkKESs4LCOlWJaoeIkSVRkFR6+k4BijCk4Vk3FEijzm1iI4FrVguH71OVQKtixR6Rpq585YVlSWRHVFyVOpuMQFRL1OqoEnJ74bGq00qXpsrbCPltaBF7Cp9tdyC0XBeh05A6iq0VgpLeZcVJ6s4MNR7dyCDEtUnPHC3yFAkpFACNlFBUCQDghCAPk38r4bjg1BtUi5sL9+2BsvUbUKlKgGAxDBp0pUcr3kLBzPCcbUG7mxKMU8g1hSvhIrOJpOoZtaqSycZcZig7GCVHAKDvqcwBPH+rBNDbsWWiAAVlh9UrFraweEAPuPruKfnroNC8ZGvGjzS0ce7+InvziOxVUP7eizblk6FldcbPDPx3nt83E/uxNHV6q9p7WMhuCUBGMMN954I573vOfhBz/4wanenRghE9AmZjUM28QTbprRF4tpyCQ4POTQSDEFhyCEEDp4wTbxQOgwC1yEJ2EQgiAQ0CiBnmOSToIiOD73YdLqRMCiFnQ3qOe/AWKTsU7rG/0MQ36uIa9DcCIFBx6IcGvtz8AN0bJ12Z1To0QlhMCADeIboVvn12Z0Q7TmZMR9VR+O6nYyN0Q36go+HNXOPSxRyRtQmTJVPIdqxIMzunYW+k4Qt4iPruEVIJBccLjcmS5RuUG2AqWmgI8pOHKNNLI51SIOAO3ouKcRHBGACAeCDolUmSwcJgRWGcOCPu6LE3QOhPdKzftSOHSsj51bOtApxZymzUTBsU0dWxdauH/1JzjsHcTLtr4WGhmSMkOn6LsB/GC4v92Wgf9zzxPYvbWLl219DULh45+euLP2vqw1NASnBJ566ilcd9112L9/PzyvxvTgpwFhYokqmu6dVKKKFJkwT8FhHBpFOQWncIlKg1GB4OiUIAhZpfIUMFR9AuHJTqiKMKkFy2cQds3hj5QiMFrQK3SUTcLQQ3AOhH71r7byYMyE4HhynIZN6yk4PvfAwTBnyBuh49cgOIMehGmhbclf9tUVnACaTqHNRzfqSgRnAAECRCVFMyIbQQWCM+yiUmnG+YMo+24Yt4gDw9ljRRQc5ZcZV3AMhEzEJeTkjUYqzYgHhxIKm7YyPThTBEcpQP1k1Ydw+XdBh0TKahdPM15hDAIjBuMInM7JqeIFwxTj13EhCc5WebwWNA3LMxpGfdYWG8fsn+CC7oXY2do99TilFK2RBoa2pcPzGTbN2+jqc7io+wL8eOlfcMJdmsn+rBU0BKcEBoMB/vt//+9497vffap3ZQoh49CnSlQMEASJ16qIsDBKYqUnCZwJUILCBEdAAy9aohIazAphcgYhCANeOQVUEiMOhrCeB0ezYQUCzKqf0hsaLRgVynWT0I0AQWgg8KtfOD0u06UNwgBRj8i7XoiWqcGmpJYHR5GQeVPe1JwaRmMy6AHtDmytJWcgVSQ4gRfCsHXAMCEMs1qJig8A0gKi0pCKCfBLKFRKbRkqOBHBEUUITrKCU4TgqOM2puBEClSmDydWcMbHFLS0djrBGSSUqEwLQtPTCQ5TBGdEwWkZcIsSHNVBNeHBUYSJsHIlnWPLDvyQxwOC53Ut3kZtbHocXHdwSfdFiQ9fsGsBzxgZC0EpwasuHxKhF26+EhoxcNtj/2c2+7NGsOYJjud5+PjHP46LLroIv/d7v1fo+Z/4xCfw6le/GhdffDFe/OIX43d+53dw4MCB2vty7rnn4tnPfnbtdZ4OyLCm6RIVgZbsV4hKTkxDZhcVV1PKi5aooBdScIQQCEBhVCA4OpGeI8usdvqaBgU0eWGp68ExfQ5m1k/WDTQbek2/CwDoNEAQ6DUJDo/VAMLrKTiOz2BbskRVp4tK3fgWbEVw6ig4faDdBSUUFrXhsnwikITAG5kd1u6AVDAZQzhjqdMqyToo8f6UMmbHnT62TPfNUXCEEFMenHgeVYHySyLBGRnXkIreqlQ99fHvTVvrJJJNzgV8N5wmOIQAnW7qcad8FQIEgnbjv1kto3Ab/gpjMAiBNeGLE5o8B5VCVBQHj/VBCXDWJllCXNA09DgvbOhOAxMMT9CfgB3fAXclublAo2QqCHbU72frNp6hPw93H/4RVvxy72stY00TnLvvvhtvfOMb8aUvfQlBkH9Suq6L66+/Hp/97GfxgQ98AD/84Q9x44034qGHHsK1116LBx544CTs9akBSylRUVCwpF9jIyWqtOwJQBEcEnt2MiFCAHohBYcBECAwUV4hMAgFCzmsgmFdU6/XKIgWdcDUJDiWLxDUHK8AAKFmwmD1CY5GfQSBjrAGwXGFgE0pBGjtEpXrhWhZOqyaCo4T3aw32DLYrFbHR78HdORNT6oGVQlOCFMFM7a7FU3GTlxSAgBCCQxTK12i0onsLowWAYidq+C4PgPnYkzBAQCLELgFPDhq+ndrhOC0I8KX9fmQ/upYeUohTcFRZM9MGtjaST/uhK9IckOGtznT1hG4xbrUVhnDvKZNG/+JGY3DKKfgPHl8gK0bWzCiTjClDNVVcR7pPQCH90CfOh+HjlePPTiHPhcaobjjwD/X2p+1hDVLcL7xjW9g3759uO666/ChD32o0GtuuOEG3HvvvfjgBz+I1772tWi1Wnj2s5+NG264AYPBAB/84AfBRn5Frqys4JFHHsn8d+hQvcFqJwuMTys4DFLB4UkXK1aiRKWhmIIjQgiiF5pFFUT7ZFQgODoBBOMwKs43IoTAiNqp67aJW4FAUDN9GABCYkBn9cgEAFAiCU4ZBWASHueym4ZYtUtUjs9gm1ptD44b3fhsrQXb1GsqOD1JSKL13IpZOL4XDhWcTreiB8eZmhtm2HqpElU8h2oEgrRyPTiqhb8zoYwUDfsbsEE0pmFIPCxDA6UkXjsRE2MaFFpaOzGXKO5WsxOU0s5cqsmY8NWx8pRaQwgUUjhXGcNcShODNBqXUzoOLw5i9QYA5iJvz2pN8/29y/+C3a3zcHZnOw4dr55dpcHCVTuuwJ0Hvw+fVYtOWGtYs6Madu3ahVtvvRXbt2/HLbfckvt8x3Fw8803wzAMvOlNbxp77JxzzsGVV16Ju+66C3fccQde/vKXAwBuvfVWfOQjH8lc94UvfCG+8IUvVH0bJw2S4CQrOH4S4ShRotJMWsyDE5WoiuTgBNEvKLPCDdQgBDwU0NrV+blhynddi+BAhxkK+DXD+QAghA49qE9wiPDAuImgxq9Cj0cKjrBrlaiEEHBiBYfC4axymJjDHNjUBiUULUurR3CcQTxao6W1Y3WoLAI3hLElUi/aHeDE8dJrEOGAk/HIf8PSEZTwGHlCwJrooJRpxtnvq6fmUNmTBKeggjORYgzIHw9tS89W2PqrsYI2irbWSexo86Nyl2kn3K7aXWDxqcTNSIIzP/Y3tYbvBDBzUsNXGMd2I7n8zOkcKCtOcPyQ4fiKi8v2bo3/ZkXlwDoE54h3CEe9J3HNWf8fDm7p4N6HnkodvJkHN2B4ydlX4PYD38WPn/opzjH3YuuG1lR37umENUtwLrnkklLPv/vuuzEYDHDxxRej05nOJbnssstw11134fbbb48Jzlvf+la89a1vncXunnIwxqcVHMFAQJMVnAIlKpluCVCNFA76I0QvlOERExziyXZLUvxLZBACwTj0GqF4msnAgXpdVNGATN+ol10juEAIDUZQPzmYCBchayHM6mLJgcs5NuiaJDg1SlQB42BcxCZjHgXIUVS4+DIHtjYMKatjMobTh4ha+23awnE/e55RGoJRBafVAQ6V9/klKjiWXqpE5XEOc9InUkDBmRzToGBSil6Bm66TQHAA+flkKjiDPrB529SfVYlq8gY9VHBSSlRP/DJxM4StgOu7xv6mylx5bfiBEHA4j1WWSQg6Dxo8lrnGKI6ecCAExhQcQgjmNFqL4Px85T7M6fM4r/0shBtX4PgMq4MA853yjQ/nbuvi0V8y7N14Pu46eDe2HGtj+8Y2Xv3Ccyrv36nGmiU4ZaH8Nbt27Up8fPfu3WPPO5WgCYavOtA0Ci4EdF0b8+EIcGhEA+PT/hyhWsg1ApDpxwFARDK1plOQMJREJw2Cg4ADmiFVn5zptCorR0cITWMAKa6CmBqFYAK6QXO3kwbd4AgAtAxrKiARAGhEFuX/JhM2GpE+zyKV9wNArLYYbr/WOoBUcIRYkPlFFdfyhEBLowC3QeBWXsd35XHrtAy0Ir+BTwg6Fc59TzhoaW1oGkHb1uH6YaX9EpwDjgPS7oBoBG29jYOuU3otzgXCgMNu69A0AtHuAM4g+zsytTMCEC5I9L4ULFvHyuIgd5/UOeoLAVsb/y4QrQUSLGWu4QYMukbQssZ9JrZGcTzMP74D3kdH70w9r9PS4WR8PmLQBzrdqWPVMToQEAiIi5Y2JAKhH0I3NRgJSqnoyhLV1HEXTM7j0ufH9qPVMeI1J/dv9Ds/CCQB2mDqie+D6PMg3qqM0CiglhxdcqBRgu2b2mPXm3ldx2rC9bkIAu7jF/37cemGF0LXKXZskcfsqWUHG+fL/3DbOG/jvl8cw0ue+//gxp9+EXu2BuCBwIGnenjG2fP5CyRAi46pViGvbBZYNwTn2DE5+XhhYSHx8fkoq0I971Ri06ZO7cTaSXAu0LIMzM0Nfw1qJwCN6OAC6HTtsWGcgUHgQHpwrJY+9joFlRdh2gYIZ4nPURDcQ3AMME0bnAl0u3bme1SlYgMM3Y4OohXPkgl8HYIJWLaRuU9ZMCwGRxBsnJ/P3M9OO/1CwZYF+gBYW6u8HwDQi8pAureKbscCqSEJ+8c8qQgIVNonIQS8JzkW2hYMvwMRnECr4ntbjVSWzRvbMKPjSEwNc3b5i29wxMOc1cXcXAvzXRuHj/ervb9BH6sQaG3eCGOuhQ2DBbjLTum13L40hM9v6GBurgV/0wa4Tj/3vB/bFzZAcEyg1V4A7Q633523sXh4tfA+BQLYMvFdCIN58OCXmWswIcnn/Px4UOW87+Mx18vdviccnNXaPvW8ha6NpV7y64UQWB30YG/aCHPi8S3YCDwJEIthrjV8TDCg1TET1/O3bILruejaOshIOUkEJ+QPmLktoK3x1+mGBsJJ6vvrtC0cilSVHRs6aCWoOJxuRthn6LYFiJ4f9Hl8xcOOLR1sWBh/7hbPwwMr1c7lnxx/ED73cfmOF2LOaqHbtdGxDZzoB5WvRxddsA2/eHQRBiys2I/jZc98BX7w88O4eM82GBWbOgBgfr5mVlhFrBuC4zhSjjVSaqamaY49ryre9a53YSWKtP7jP/5jzM/P43/+z/+JTZs2FV5jcbE/ewWHC4SMYXV1+P5czweJfOTLy4OxEpZYlWa+UAN6AwerdPq4qIs4F4DwvbG1p8AHsAAEjAAQWF4aZM5VWnWk98ZAgN5qDyjB8H3GIEIOLkT2PmWBBiDCQK+XXIKhGkWnbaE/8FI9ReL4CQDAigir7weAlRPys9CZh9XjSyBVgwNFCEsEYMKAM/Ar7ZPPI0eWH8JnOmg4gFvxvR1flCyWhwwiCuZbGnhoB+XNxqteD5vNLVhddWBQoFfx/Ynj0ifjQIe76oAGOjzuYWmlN5b+mrs/J+S2GZffOUF0gHP5+VnF5oCR8ARMAANPgxjxywgqg+1WVgaZZEmdow5joIyPHQ8aGtDZAKsrg1SFYWnFRcvUpo9jwOAynrv9nt+Dxs2p1xsawWo/+XohXBdgDK5mwpt4XPjydnRsZRF2ODQH95Yd6En7CUBEJebVI0+BLGyM/078p+SxdS2IcPx1pq1jdWkwtd7od/5oz4FJCIK+hzDhGJDAggmgv3IUwjgr4eiMY/+RVZy7vTu1TZsJ9EKGEyuDYRdcQdx79EfY2ToHum9j1ZfrbttoY/+TK5WvRxqAvTs34MCRC/GTY/fhBXNX4RnbO/jSbffjDVc9o/x6GsX8fAsrK07hANgi2Lix2HicdUNwWhFLT2sn931/7HlVceONN9Z6PSDVlkRfTEUIIcCFbIkb7WAKeAiKqDQQcJBR74Pvy+drBCFjiZ1PqtOAaBQiDDNHMJDYda8D8OH7bMoXMAo/Otl1MPgsgEDx40GYgGACoKRQx1biGhoDYVkdX9GgUsbTnzNwQAH09eTjVxReFPlvMB984ABGxUGZkRIkYCHwq+3TIPpcDBBwWNC4V/m9qbA3S9fiyVhOwMBo+cuOwwawaAuMCViGhoEXVtuvfh8UADdbABMwoxbtvj8cA1EEKixOMzS5H1ZbrtvrA3oxhYqGktgy2PJ8jqAbGjgT8D0GPTPMUn5WLuMwMPldsEHAwUIXoMnnU98J0DKnvwPyswe8kA+naE9ACAGXObBIa+r1LVPDwE35fFZX5XGyu1JCGoEF+Vn0gv7Yaz0nhGmnfFdbXbne6irQ3RD/WYtmWoXoTG3HsHW4TtL+Db/zy0GIOU2LQlKTzrMuTAAi7IHR7PMwCDkWV1y8YO/WqW12Iu/hsh9ig178ezEI+zgweBwv3frqsTW3bWjj3x5frHU9AoA9nefiZ8s/xsHBEzjb3oWBEyAsMR9tEozxWq+vitPXHj2BLVvkXJnl5eQx9kp12bp1a+LjpzNUkN+kKsQhu6gATBOqSIJlFKkmY/UlobpWwGQcmfY0qaDlZeEEQoBAQCMcRJRrSRTq/dbxq+ghwGsG9HnyV1Jfr5djoQzBOvcBt7oSRKKONEHtyjk43uhcI2LWGrbpeCEokcGKOiHQCwbIJcFlDlqRGbdl6fADXm3gphO1IcddVHLNtATdNKg2fEMZX9U8sozJ1pNQXU6jOTgAYuNykVb/kHMwYDqMLhremdVJNfDknLBJqJBHL6PjTY7O4GNeGYW2bcCJMnamNxq1dLenf4Fb1AYFnfosfDdIzsABht1YE63ihPcgiA2Q6deZtp4b9pfVIi43YENAkzOpcnBsWRqMt22Y/nGttlHWaPxI/0EAwLM6e8f+vn1TC6uDAIOCYYZp2GHvRkebw4OrPwcgM8t4zUDCU4F1Q3AuvPBCAMATTzyR+LhKMt67d2/i46cz1IV+epo4i2X3qZMzDCA0DSAktU1clWaooYEwlj1cLppcTqgx9to0hEIMJVlRruWXhdF7qUNwaCh75OvAdRAaGrwK87RGociIzn3Aq961FLd01yA4qj3YIgSCWHIqdUZOUhYcj8E29bjM0dJoofbjSTDB4HE37qKyo2BFt8o8KkVwIkKibtBuyVbxwGMglAzLsGqivFOcKBHujM2hUlCkqUir+HAO1WSbeP48qkHUwj8JNVE8a+CmOl7JBEeumdjKn0FwCCGJYX++GyZ3UAEjBGe8ZZvw/liC8ShMW48Hpaahxzi6KR1U0c5C0G4hgvPUkgtCgC0L0wSnRaXGvlqyfPOL3gPY1Tp36vhv3yj/+8iJelYMQggu6D4bj/YfghACtqlhtV8/iPRkY90QnCuuuALtdhsPPvggBoPpi8w999wDAHGL+HpCGH05kgiOKlFN5XaFYRyVntomHik4mjKXZfzKUCoMiRScvFZxSXCi/yhJcPxobVKjTRw0AA/rVWiJ6yA0dQS8Xhhe4DPoRtQ87dVXcIjWAqvYJu6N3jBJVGqpGPbn+uM3UFsrFiA3tU9RAKJSW+yom8atQuKcvpxfFJ37Nq2u4Bij3UexglNiHeFIcjOhvqh8liITxVU6tEUnFZz8eVSOG8bJw2PbjxWc9M9KHS+bTt+0M9OMVRhiO5l8tCaycDjjCH2WHPIHAJouxz5MEZxeOsFpGZnHlguBAc8hOAAE7RQiOEeXHGzsWnGC8dh+EoI5TSul4AzCPg66+3FB98KpxzZ0TRg6xdGlegQHAJ7Z2Ys+6+GIdwgtS8NSryE4pwytVgtve9vb4Ps+vva1r409duDAAXz/+9/HBRdcgKuvvvoU7eHTB1VKmiQ4fETBmQpYC0MgqvlKkXsasYJTgOAgWoNq5tg+pSGEzLMBAFJSAfGjtmpRQ8HhNAAPayo4ngNmGvB5vS++aoMFALg1wv4iIkL1FjgXlUx9vhDQIWcSCSI/S1KxTCUVnOExtjWtEsFx+DDFGKhLcKKQv+jcM6kFClp6HpXvhuNBcaYFQSngllRwEgiCGrhZpEQVE5zJHCliQYCkKjicCzg+SyQ4qtzlZyg4iuBkKTiJWTiDniQkKeShPZFmnJmBE7+oAzKRIk15DzxDwQm8MNUH2WMcAkA3p/GhuILjYOvGdO9nV9MK5Q4pPDZ4BAICz2hfMPUYIQRbFmwcW6ofGnq2vRMt2sYj/YfQtQ0cX6lPmk421g3BAYB9+/bh0ksvxZ//+Z/jW9/6FlzXxQMPPID3ve99sG0bf/ZnfwYth5WfjlAKzqQnhQkGGhGcSb8CCQNAN0BBMxScYYlKLpIxX2ZCwcnz4EgFJzr9yio4qgunDsEhIXioV07WBQC4DphtIqhNcBh0U4cgFPBrlKiEBwEKzVRZH+UJgMc5TDWVOlJwSEUFx5lUcCjNLHukQZEPpRbUKVERZwDY42FrttaqqOCM3HQJkSpOgnqcui8Tc6gUqEah6bQUwTEnuzKjeVRIUXDUsZsM+QPkDw+CbAUn/kwS4h1aGQoOGfQTy1Pxa7X22MDNmOBMDtoce1FnakxGpoITqUFpYYqKbMzRPAUnn+AIIXD0hJPov1HoahS9Ej9Gfjl4GGdZO9HWk4/j1g0tPLVcn4xQQvGMzgV4tP8QOi0Diyv1lOpTgTVNcPbu3Yu9e/fiwx/+MADga1/7Wvy3pPENtm3j85//PN7xjnfgL/7iL3D55ZfjHe94B84//3x8/etfX7OTwOsiVnDIpILDhybjyRs5CwFNByVa6iyq2GRs6OoP6TsRkRSql/DggMj+hJIERwXjiRqt9pz4EKGOsE63geuCmxb8mlPAw4DJEDPLrqng+ACx4s6bKmnGnhDD7re6JSovRGtMwalGcCbVgljBqZJm7AyG5aQILa1dwYMzQXAAwG6DzEDBAaJ5VEVKVJEiltSxKGh6mrEiH0keHBJN0M76rBzuwKRWYmu9qVPoGkk2uvZ7qeUpQM0GG+5zUQVnrDQomCSPGQqOXDtZOV5lDARAp6iCk/EjaXUQwAsYtmYSHA19VmyMSchDHBj8Es/onJ/6nC0LNo4vuzPp1H1m5wIsBYtYYSdia8DphDXdJv7ggw+Wfo1lWdi3bx/27dv3NOzR2kSoEocnvpAcDJSmlagCQNdBSQEFR5WoMudRRQQnLlEVIDiUANyQRtYSUF80UUOMY/ABpsMPWWJtvBA8B8K2EfDpePkyCHwmS1S2DeK5JRrmx0GEB0GsuNxVRcHxuYj9HLVLVD6DPXIDtTQKv0IXlcsdEBBYUbuzEd1A3So+I3ea4Ni0ioLD0Jm8abXa5UzGwgEnGxMfM6xiE+FdJsc00CSCQ9JHbSiCk1SiAuS4Bj+jnOiwQaL/BojMwmnzqJx+NsGhrTGyqUjIFJkcRas9NgdMqSqCJiscMcFJUch6IUOb0sRjOgpBu7KhXrhAghIHyPIUkNxBpdDVKEIArhBo5WzzoPs4AhEklqcUti60wLjAiZ6HzfMVIyci7GqdB41o2D94BB1++jXorGkFp0ExxErLlIIjoKW1iUcmYwoKltpFJUApAdHzFRwiQghoMRnKyswBRrqoiA6UbBNXJSpeQ8EJ4UMwfVjuqgLXgbBsCAiwkirU2L4EXKoull3TZOxDELOWguMLPuzIiQgOKpqoXS9Ea2TSetUSlRy02RojkJapwa0ycHPQT1ZwSnpwlMl4fKF2uYniPP3GaJgaggIlOI+xKYOxgiQ4ye/LcdMVHECalrPaxF02SPTfKLTtlHlU/V5uicplTvyDLPCkPy0zGHWiRDUkOMlEKm7Dd5O/H6uM5/pvRtfPKlMdW3Zh6hRz7fQSWyf6Edov4MN5bPAI5vQFbDK3pD5n6wZJao7NwGhsUAM77XPw+OBR8Ar+uVONhuCsA6R1UXHBQIkqUU2+KAQ0DVpGiYozLuezaIrgZFxwRQgQXXo3SQKhmtx8RHAE0UFKd1ExUEoQVuQ3TISyNT5ScCrDdYAodbiO0ZgFDJpBI4JT02RMzFoKjsdHS1QUgpiVPDhCCLgBi/0ygFRwAiFK52m4bDDl9bANvZrJOEnB0VpwShAcIQQCn8EwJ8hBq1PcZCxEVEZJ/oVtmFqhNnGH8akW8RjUjsMfJzHwGAjBmAl8FLklKubEXW1JaJt6ept4BsGxtRYEBPyIVAcuy536LVqdsfwhwuX/TyM4mp7tceoxlttBBSA2MdMMgnN8xcXmhezxHYpMFfHh7B/8Eue2n5m5Xts20LZ0PLVc32gMAOe0n4mD7n4ErF4cxqlAQ3DWAeIcnAnTLY+GbQJJCk5kMs4oUTHGQXUyJDg8T8GRmSeU0hI5OHoFDw6HplOEFQ3CiowIpiOoU1f2XJDIsBrU8OGEARsqODU8OIT7EMSS2SxEKkNl4QsRm4wBRASn/HvzAgYhxm+gNh0OhywDhzlTBKdladUIzmAgb4gjsGkLXgkPDgs5BBfTwx9LlagCEHAZRpeAoiUqj/McBSf5fHI82SKedqM0Kc02GfNBnEuUhJalw0na/0EfIqdEJdeXn4fvhcMwxTQoD060vzLkzxwqkAkwLC21RLVakOCAtCBAcxWcLTllIotSGITkdlKtBMtYChaxu5U/MmHrBnsmCg4AnNt+FphgOM4PzWS9k4mG4KwDxF1USSZjkmYyZtKDA5oR9CdAKR22dOZ5cKLUUKqR3BJVECs4BlDWgxMwaDqdTGAv/nqltnAdfsW8GAgOuEOCU0fBCX1VomrNQMGxQAiBbmiVu6jGUnGJVclk7EXbHiU4lpp+XbJM5XF3yu9hmVr5LirOpeo2oeBYmg03RelIQhzMOFGiEiUIjgplTCM4uqkV6qJyGJ9uEVf7k+PBSStPAVLByW4THyZLJ6FlJSg4YQjie7kKjlofSCkFTm2sDSJE/OMgq4NKwbD0xOMbcA6XC3SLDLwlNDMLRwgRKzh56GoUvZwS0AHnlyAg2N06N3e9LQutmSk4G41NmNMXsCgOxPea0wUNwVkHUJ1AyQpO2qiG/C4qWaIiQ4KT10U1RnDyFJzI4U700qMa/JBD10llBSeIFRytemeA54FAgNryQlqV4HAuwBmHblDAno0HB5DzjMp6cIQQkYIzPI8EsSqVqNyY4IwH/QHZ7cdJ8LgDWxu/SbTMCiUqz5F9e1MmY1uOHii4X/GYhqQSldPP7KqJoY5pWonK0hH4+Z01XkaJSlBbqm8J72vgBqkGY0CqClmZRQ7LVnBsS5smOBkpxgqq7OWOEZwCCg4Ql6mkglON4KxG35lCCg6yw/5WBgGCkBcjODQ/C2f/4JfYbu2ApeWvt2leTnSfxYBLQgh2t87DMjmEldMszbghOOsAjKd7cFJHNTAGaFpOF5WQ5Y4CHhwCWaICEJWo8j04BiWQ82vL3aj8gMPQteoER5Vc6piMI6VFi8odVdOMVeKwZmqAWdeD40NQRXBoaQUnEHLk6ZgiUHEelepwskaGRaobcVkFx2Vu3EEVr2VWKFGpjJqJEpUV3VS9giqOGkKbZDImnAN+/rkwnEOV7sERXOQmgrssvUQVj4BIUHGclDlUCiaRJuMkgsUFh8fdTJNxy5QlqrHXO8nHfxTDEpV8buCFuR6ceL3IaExEH4Km7xsg06KTcnBWI5U6r0VcQZAOCE9W7Y5FWTRJIxom0dUo+hlkRAiBJ5zHsLt9XqH92rxgQQjMLH14V+tcrIpFHFg8NpP1ThYagrMOoBScqWGbgssSExJGNTBpMqbQMmdRUTriwclVcGSnANVIruM+zsEheulZR0HIoM/Ag6Ohhsk4IiK6UnAqenDiQZuGBmHXIzgkKlEBssRRVsFR3phZKDhJJarqCo47bTKuUqJSBmB7Yq2IPBXtpIpLVFMKTvFxDbklKquYUdzN8eAASCxTOV5yirGCRSkEJOmd2iZTc6iyS1Sci3GFtADB0akBnejxNnyX5Ss4E4NOCR+ktogrGLYOP8HEvRrIDJx2kRIVAEHbICK5c+74sgtDp5jP6KBSUGnGaYrdMf8oXO5id+u8Qvu1eU5+9sdXZlOm2hWVxR488ehM1jtZaAjOOgBL66IaNRknKjgqByeviyo/yVgSHPk8qmUrOCxSCmSbuFahi4rD1Ck4Et5XAagSlUHN6ibj6Fe6bs+NrVkWLFKQYg+O6xYrcUxCMKmijRKckgqHFw/aHDUZ1ytRjSo4OiGgKKfgCCHgMmdKwVElqlJJ1BODNhWUalBYwfFCECJVsvGdKj5RnAgXAjTVCKvKX1k+nFAIMCFgpnlw4oGbCQTHD8fKh5OIxzUkERyukqWzFBwVxjiy/ynHfxIqC4eFHJzx4iWqwUB2p/F+PsGxkj1Oq2GIVoEMHAVZokonOJvnszuoFDoaBUP6BPeDzn5oRMN2a0eh/WrbOmxTmxnB6ehdbDQ2Y3//sZmsd7LQEJx1gCwFJ3UW1UiJiqV2UYkJgpPXRTWi4GTIrUp5ibuoypaoQh6H87E6BIeY1U3GkdJCLBsGqT6PaqjgyDZxIjgQVFhLKUg1PDgqhG8s9r9qicoPYRp07JwkhMCipFQXVSACcPBYZVGwTA2Mi3JJ1G6k0EwoOMrT4LLiJSrd1KZvXGrdIp1wSm1LufnF86gySGrApxW3sU1kKDiux8ZSpieh1kwio/GgzQwFRwU8jnVSpShoU6+N0oxjr5Od44fRDQjDjPxPHghYbolKdalNehNXQ1YoA0dB0I48vgk/Eo+vuNg8bxVaRylGaWWqg+5+nGXthE6LZfMSQrB53p4ZwQGkinMk2D+z9U4GGoKzDjDMwZlIMhZ5JmMNGrTMYZtUI/FQzkwFByMKTo4HZ5TgCKJVmEXFYKowuwpihy98aESDZeg1TMbRhcOypRJUmeBEn50hk4zH1i4B1codm4xrKTgzKFFNZOAomDnm1el9ksfCmmwTjwduljh3PEfO+zLHbzqKPBVtFQ+9hAwcYITg5K9DuJtangKGCk7WZ5hISMc2okZtjJ9PIeMIGM/solKqULKCMz7dPQmq/DVmNHb6ctBmTvnH1tpwmBsTnFwPDhAP3CRCkihBshUctWY4oeKsBiE6JeYVqu1M+nCEEFhc9bCpYJKw2mY/IYpDCIGDzn7sbJ1TeL8AaTSeNcEZiBUsecszW/PpRkNw1gFUDs7kdU6OaqBjzxk+yACaN6pByPEPhEKA5HpwxJgHpxjBAXSQCgqOGSk4YYXBBgEPYBATpq5VNxkrI6lpwaTmDBScKAcHqObDiUhIXKKqpOAIEAynvMfrCb902cz1GWxj+kZhkXIKznDQ5viNYjhws8R7dKJgxgnVRKcGNKIXbhUP/HCqRRyALDEChTrhskL+AEAzKAjJLlEpQppWogLRZI7RxPtyvGl/1CQMpeAkXBu86DOZLBuOwo6OzyjBIQlzwBJfS1tw+SCeQ5VbogKiDKL+SMhfvgcHmB7XsBqywgZjuR35fiZ9OI7P4PoMG+eKKTh2VL5NUnCO+UfhcTf2wRTF5nkLiytevYHCI9hh7wYAPLL0y5msdzLQEJx1gC0LNjbOW2OSuTqphyWqiRcV6qKKFBwStYrndFGp0WbSg5NVopL/qzw4pYP+AhZ7O6oYjQPuw6AmTJ3GgztLw3OlLE4pDGJVDvpjgUyUpRoZuUFWUXAiwhUpOJqhxf6eovA4l5OkRwkANUGA0mUq12ewEm6gVslxDUMFZ7pEpbZTFGQkeXoSNrULm4wTU4wBgFIIyy6m4IhsBYcQAt3UM0tUfk6JCkge16BUr2wFR64ZJHxWLndhUivO2EqCoVFolIyXqCYmuaehpdlRiUp1qxVTcOAMihMcNa5hxGgshECvrIJDlYIzTnAWI+Vk01wxBYcQgo5GMUhQNw+5B0BBC/tvFDbP2whCjtXBbBKI23oHbSzgF0uPzWS9k4GG4KwDXPTMzXjl5ePypSo76akm4xBC5eBkBf2pXzOaVjIHJ1/BkUpBhTbxUQWnCsERPkxqwjTq5OC4gCV/nUkFp1qbuEoxJoQMFZwCN8hJDEtUSsGhMnG3xPHxhZjqyFHrlS1TeT5LVAhMSkoN3BwqOLMpUaURHIvahU3GoRdOpxgr2C2pVOSBu8M27hSkGWEV1HG0MkysSWF/TnTMshQcjRDoSClRMWdKUZuEGrjpTJqMMzJwFEY9OGqsQi6iDCLC+1GKcTYpMq1pE7fD5ZWwjAdnmGY8/pkvrsjvS1EFBwDaVEucR3XYPYit1lmF/TcKqjy2uDq7MtUGcjYeWW4UnAYnGVMCTXTxG7aJp5iMkd5FxVQXFSB9OFkKjgilnwbS7JzVJh7EJSqUnkXFuADjAnY01LOKydjnPgxiwNBp5S4q4rkytwao58HxufTfAMObb6US1bTJGEBujsooPM6nyx2qy6ckwXH9MKVEVU3BMen4jcKqVKIapCs4WqucyTgtXddqFSxReZklKiDyUWXMo/K5LCnqWV06CfOo3GjNLAUHAIwUv5THXVgZKcYKrcmBqAUVHNVF5RcJ+Ys3JgduEj7I9d8AUQmQkjGCo8pDZRQcEAJBWlMKzolVF/MdM26GKIKORtFPON6H3UM4295ZfJ8iLHRMUAKcWK324ysJ89iOQ73DGASzGQPxdKMhOOsUIiI4GpGTeKsF/UUlKkBm4WQmbTKMl6gKenCIVioHR5WUrBomY1WiqkNw4Hux4lLXgxO3Gyvza8USlYAeG73Vr94yPpxsBadkiSpILlGZJbuoVMjfZDlEowSGTpMHOqYhV8EpWKJKMxkDcv0ZlKiAYZpxGuTnRTPbkAVppSo4VgIBHYVJSGoOzmSydBLsyXlURT04WhuhCOG5fv6YBoVoTIYM+csnOIQQOY9qJOxPDbsspeBAdVJNlKhWPWwqod4AQIdOh/0Nwj5WwiVst8uVpwD5Q3Oha2FxlgRHnAUBgUeXH5vZmk8nGoKzTqHKTpRQUJIwTXx0VEPBEhXJmkU1loPz9LWJK0Ji1SxRGdSEodGaJaoRBaeGB0dN/walEKZVXcEZyVRRqlAZH46cJD5+SVBdWWUJjixRTZOAvBEAk3D5dAaOgm1q8Mr4jFy3toIjhEDoZ8xHKkJwBAeKEBxTQ5BRgvM4j+d7pW4qoUTlerJ8OBkrMYk0MuoWVXAmS1QJk9yTEOcSuX5hBUfNAZMZOPnbAKbHNfQZg0FI7D8qiqQsnMWVCgRH02SZbOSYH/YOAgDOtsorOIAskc1SwenSBXSNLn65cnq0izcEZ52CRaoIhQytGitRCQFSoETFGYemR192qqVPExdCZk+gWNBfKAQo5HBQQXQQ8MR5OUmYBcHxuQ+TmNB1iiBn/ksqPDdWXExSR8EZKVEBMgunigeHe7HaAgxD6MopOHzasBqXqIq/PyGE7KJKMhkTAo7in5tMMU4mApahlcsxcjNKVAU9ONLXhCEpnVqoCMHxpHE7p0RlmHp2iSpScDI3Re3pLio/zPTfKJgpAze9ggpOy9JitUhueCCJSA5Uvo7vBcVaxAHAboOEQaGQPwVJcIbHt884unpCvlEOJMEZenA4F1jqFW8RV+hE6dHOyA+AJ92D6GhddPX5UmspbJoxwWlZBna0d+DxlQMzW/PpRENw1ilUiYoSGnliRi5U6gukadBSSlRCiOE0cSDHgxO9XpmMczw4YTRJPNoJ9dcC72qE4BgaKKp2UQUzLVHVy8FhsV8GgCRNBWYZTWJ00CYw4sEpoXAEXCT8etUhQEopOCGTPqm0EhVQPM3YS5hDpWAZJedRuY7MYUlaS7PjhN4spA7aVChAcEjc0p/jwbGyFRyfi1wFR06DH0/HdlPUtUmYhCYawt2E6e5JaJl67PdBGIAEfjEPTkSeAi/D6zS1MZXa3IcgBRWcCYVswBm6OWW7JAjaHlNwVgY+GBelDMYA0I4+y1EfzhH3EM6yd5YmXQob5yws97zM2I4ysEyKbebZeGzlwMzaz59ONARnnWDyXBuWqDSp4Iw+QRGVjBKV+kIU6qJSJuGCoxrGCE70mqI+nCAqfRk6hU6qTRQPuBe3iYczKFGZ1Kqs4LBRDw4g16xAcDAyhwqQJkoACEu0wfsigeAQUjrN2E2YQ6VgqoGbBRU7lzupibmWqcErquAIIYlHqoLTgsfc3Iu2Ct6rU6JSJaNiJar0cRR+xhwqBUFsRJpZ/DfHC9EqQBzSSlQedwtNtG5ZOgaqBKQ6y9r55EMRWuYXGNOgYLcBg8hxJbUUnHKdSkAU9iecWIVe6snv74ZueQ+O2g9ABrUe8Z7EWRUMxgob5yxwASzPaAp4y9QxR7bBCR085az9wZsNwVmnUF1UBBSETrSJK6ISlahYArlQHhqqj5iMUz046vWjbeLFFBw1gbxo2J9SXAxdq05wRAAz8uBwMZzlVQojJSrlwanyi2aqRGVagFdRwaEjHhy9nIIjhJAEJ6HkIYhZSsHxgqgNOeHXcJyvUrRExdzUlmTLKEFwAl9O+k5RECzNBgfP9VKpG+LUoM0IokiJSilFBbqoINI74QqVqBLa/IsrONMlKiYYfO4VVHA0BCGXSesFBm0qWNQGBMADpLfjT8JugbSjzK+iHpyJtO8B4+jo5RUc0DYIRJwYvdTzQQgw30meM5YGk1IYhGAQWQGO+UcRigBnVfTfAMDGKIfnxIxaxdu2DjvYDAB47DQoUzUEZ51i2EWlPDgjD44SHKIllqh4PN8qX8EhEUESEwpO2g0/hGwRly9WCk65EpWhEWikbIKOhGoT1yMfT1CJ4Hgy1A3SgwOgktE4uURV32RMKQHVaGEPjiIciQbLygpO0qiGciWqLEOrbWrx1PL8hZLnUMVrRdvIMxqr45mZgxP4OXPbCpaozOyJ4oVKVIpEjfhwpIJTgOAkKDgq76mIgqPmUbk+GxKcAiUqSihs0QayvE6TaLWBVkRwCpaodHOYM8SFwIBLD05ZxGnGkQ9nqedhvm1ODT8ugjalGETXo8PuQVBQbLO2l15HYb5tQKNkZj4cy9AQeBo6dAEPHXtsJms+nWgIzjqFCvqjRCaKitQSFU0uUan5VmNt4mkkRP19mIMDACLlJjZeoooutKVLVNUUHC44QhHAoFacUVHJh+OPd1EBKF2mEkIklKhqeHAw/otRN2hhBUfdyIwEgiMVnOJpqPEk8aQSVcaU6sS1mJN6My2l4OQQHKvgPKrAZwAZlgCnUGAelWzp13LD6PLmUXmCV1JwipuMKQIhxtTftNEZSVDb8EYJTgGTMQDYvAugYIoxIIllq6SCY+lyYjkXcLmAAKoRHBL5f6I5WMs9Hxu65dQbhRYdphkfdg9ii7UdOjUqrQXIdviNc7NrFSeEyLE//Q14fLVRcBqcJEyqJWMlKnVSxg+Ol6iSuqhiBUcv4sGJ/j7SJg4khAvG+yagQZWotGg/yyk4ukYqEZwwulEb1KhOcMJQdqGNJBkDKG005izqyBlTcOxKJapJBQeQN+HSCk7Sr05ilFJwvAwPjk4ICIp5cJhgCISfWaIqbDLOU3A0RXCyj33ojyRPJy7UHt9eEib8UmlQ6kVSFo4QopCCMyQ4bvw612PFFJyEcqIyYhcpUdmjadNqkngr/3UAYHNZyipcojJMoGtKL2KOMjZ8SaSQeWFcFqrkwZlQcE70vNL+G4W2Nk5wqgT8TWKha87MgwMA9z9+Ajs7O3HEPYyQlxuzc7LREJx1CoGRoL8pk/FoiSq5iyr24NB8BUeREzES9CfXeBoUnJDD0CVp01Ge4CiVxSQmjCixtDTBUTk1cZKx/IUVllA5AJliDGDag1O5i2r8l55uaIWTjOO5RqkKThkPDoNGCfSEmy8hBEZK+/H0PkXlkDSCY2rww3QT7hjUDTaF4KikZC+vROWH2WWTWMFJH9cw2dKfBkV8kxScEDK9PE/BGU4Ul8cyYFwmgRdRcOi02qZKeIVKVOZ4iUpYtoybKACbyeNYWMEBQOYtINSmhqmmQVfjGnwWk4oqCg6IAQFDpigL2SJemeBEJSqHDbAcLtXy3yhs6Fix8XkWeOaOeTxz4RwwwXCod3hm6z4daAjOOoUiLRQUlE6Uiwp0UTGl4BTqokpRcFK8LUwAWnwNKt8mbkT7VEXBUSqL6qICKnhwlEcmKlHpRJWoShKcUE0SH34NhVXBgyMEgGCsTRyQRuOiCo5SVJJMxlU8OFkpuWkJuZNIG7SpYBkahECxsMbCJap8BSdTVShUonIhaHEFJ+kz9KMbcn6buBbdfOX7isc0FGwTl9saflYeL1+icn1WeJJ4vO2I4BT24AAgXRMiKH5LM2KFLMSAcVAArZIpxgqCtkGEA9dn8AOOhYolqjalcDjHEfdJAMB2++xK64xioWtipV+tCSIJzz1vE7a3zwYBXfNG44bgrAMknbiK4BBlMh59igrs0/TUEpVQCk4hD85kF1XK/KsIY11UkYJDCio4IeNxaUkjBBnd6IlQRmCTmkOTcWkFJ7oJxiUqpeCUk4GVP6Z+F1UgC34kyYNTkOBkKTgop+D4KWMaFIqOa/CYUnCSycCYxyMPrgOhG4Ce7GeghMIgZm7Y35QpfGqn8glO0RIVpQSaThNLVOr45So4AAS1Yg+OE08SLxb0J7c1/H64zIVO9EK+EF2j0DUSlajSW/QTX8ssCCKKDdqMQNo6hFf8gqBa/UNPKjhtLXvsRRZkFs6gcou4Qluj4AAOe4dhUgvz+oZK64xioWMhZAJ9d3blpI5hYoFuWfOBfw3BWQcQAAjGv5jKZKypoL9Ek3FGiUrl4FTpoqI5Cg4EtBpBf4rg6KR80F8QqSwGMat7cLxJBccYW7soFPnQRy/ilg0SBump0QkYThIfv+lohoawhMmYAiOfy+gGyik4XpCn4NBYgcjcp0h1MDM8OGp7uXAdwM5WHSxq5RKcwGfZqoJpQRCSOXCTCC+3g0pBNzWECWF/ipAWIThx2B+yO9wmkdTxJkdnFCcqlhn5pDJSpJNghCa4HpQjHC0K4RS/HqhWf1Wiahc5limQM78GWOrJ70lVk7HahyPuYWw1t1cmXKNQ+zLLMpWmUSzQbXhsjY9saAjOOgDnAiDjX2w+YjKeGtUw2SYOPqUCqeeTCl1U2tPowfHHCE4VD478kqtZVEAdD84wBwcobzJWIYNjHTlq4KZfYi3l/amh4ARCJBuMUc2DY6V1GUHeOEuVqFIUHGukBJIH4jpy0ncGLM2Oz480hHkEhxB5I3fyCE6xX/i6oSV6cNTxyy1RQc2jku/Ly+hwm4SR0PHmsfTRGUmwDT0iOPnHfxQ0NMD0cj8YiE0gBsVVCkoJNIMi8GSJql1mivgEpILjYLnnwTa1QgQyCYrgHPePYmuN9vBRLER5PMu92RmNAWCBbsORwVNwwrU7WbwhOOsAXIgpps8nRzUkmox1aNEpMOnDmTYZF/HgDIP+RteYBBND3SY+BQvn4LDYvFrNg6O6qEzo0X6W9+CoEpW80GtEdqMFJU3GcYlKnyhRAaUGbg4VnCQPTnGT8eSgTQVBTBAE03HZKchTcIqajL1YwUkhOGUVnBwPiEmtAibjnBIVIFuWs0pU3C1UogKUgpNUooo8OAWyVgQZlqhiBafASAIaGcInu6jSTN9JsGMFp1yJioYaAs0r5RshpgD65b6DhqnHCk6nov9GbrwN8AGW+n5l/w0A2JQCwkefLWHLjAiOaWhoW/pMO6kAYIFsg4DAgdWDM113lmgIzjqAEPJiNAo+1kU14YeZKFEBmCpTibhENarg5IxqiE6ncl1UBLJpvKgHR4wrOCip4ERkwCCG7OipMo/Kc2UZwhheyAxqIixbogoZCBnxOQGxr6dUJ5VSV5IUnIKjGnzB06cox6WvYu/PC3iuybiQB4e7MKkVn6OTiAlOQQ+OIqRpsKhd32QMSKUiq4tK+IVMxkA0riHRZJxRUpzaoAUok7EfwtRp7iTxePuEjE1/97hXjuBYGtygvAcHgQamB8XDM0UIogmIknkvhiUJZO0SFW2BCAdLq9U7qAB5HdfEIgBgm3lW5XUmsdA1sTzDEhUAtLABOtXxRE8aotfibKqG4KwDcC6mOiOVcTguUY2eeyMKDo18M2JKwYlKVGMKTlqbeDRJPNoJ9Zq0gZtMiPELM9FLtImzMYJT2mTMfRjEjBUvQ6tGcGBaY+2oOjFi8lQUYcChTU4vjlrPyxCcVAWnpAfHyChRjW4nD57PYGaajGkhguNzN7U8BcgsJEpJMQXHc/NLVDkeHCGENBnnERw7I8tIMBAEJT04ySUqg5JCHg1pMpbvy8sxgE9isuPNLziHSsE2ooGbngNRIMU4RkDA9CAOFsyDyqARy+XKJbqpwfVDhEJU7qACohIVOJZ6LjZ0qhMcACD8OAg0bDQ311pnFAsdE0szVnAICHZ0zsLB1SdxZHGAf/7pkzNdfxZoCM46QF6JikxOE58I+gMwNY+Kcw46cgEVWR4cwYYjF5Ct4AghwICRaeKALFiVbxPXIpNxmV8OAffj3BoAkYJTbuADGZkkHq9DjUoKzlQiboUSVZYHR3CRORdMIXmSOMbXLUpwCpSoggImY495qQZjQGbq2EXTjD13qI6lIE/BYWEUzFhEwUkzGatE4dolqozPa3KTIx4cOYeqOMExJvxSHvMKtYgrxCUqJ9/kPbbPAQHT/VzTt4JKEcaqnzEzbxqGqcOJ3l+rlsm4jZATrDphZYOxAuPHYWmbU5XLKtjQtWau4AgB7OqejYO9Q/jpo8eLp4qfRDQEZx1AlqjG/xZPE48VnHIlKs7E0GAcPTd9vg6DahEHsj04aoXRpQXRQUrMoooVHDniLiHFJ+P1IoBBJghOWRnI94ZERK1DzEoenKk22AolKjmmgY6RTGDYfl5ExZE3zHQPjtpOEeR3UcloSJ5DTL0cBQeIJooXKVF5bm6JxNIs+Bk3VEU0cj04lp1KUIdzqOoRnEAIGEVvgMSSxEqIwoM2FSY9OKpsWBS2qSHwXBAWlipRcV9ECk5BghPl8wiHZZYHJ2FYWlyCq1eiamPZsSBE9RZxBS88Bl2bnXoDSAVn1QmqDRZOgRACO7s78GT/CFYGbpydtpbQEJx1ANlFNa3gEEgFhlIyEfTHIEAAQuMS1ZTJmIthizgA6OkeHCLCuEUcGG0Tnz7hlSl4SsEpMYtqtEQ1umYRhDwYy/CoouAkEhxqlO6iYiGfvllWKFEljWkAhjfiIp1UvuCpXVRlFBzOBYIwx4OTkJCbhCJ+D8vQ4BZScJx4OGr6fmUrODHByVVwZkdwjLQuKp7e9TYJQWwQcAABvJIKzuRE8dIeHFMD3OhYFCQ4shTIEepBYQUHfCA98A7L7GCbhG7q8KLDWLdEdcKRx6WOghPyEA5bBKEzJjjRGIuVQbkfYVngQmBn92yEgmGFnSjphjw5aAjOOgAXIlHBUeSFEkx3UWnSM6NKVJNhf5yJcfNrhgdH6jLDi6YiVUkeHBbth4YJD05Bk3EQ1iM4UwpOFQ9OAsHRiVFawQkDNq3g6DoE1corOAkER61dJM3YzyhRlVFw/IgsZraJq/bjnE6qImqBZRRVcKbLilNrUdkmnpQLBSA2+xp5CkgGwYmnehckCbqpgXMx9cs7EDxxMGoS4nlU3IPrh5nkcxKjCg4TDKEIclW1UdimDj2IzuWCBCcMOCBQoURlylCwMgqOqcGj8kZYtOSXshIWB21QAsy1qxOc4/5RAAKcbs5VOMtAqUqzLFMJDuyai5KWWytFmyxPKhqCsw4gBBI9OIq8UEowdn1koSQswFDBmeqi4uOdFpoOwrk8q6d2IJyajEw1kqjgqD+NKjiCaOVKVNo4wSmjjAY8gE5Hup+qdFElEByzUhcVH08xVrBKphmLYKTTaYhYwcl5f0KIqOSR00VVgMDFOSuZHpxoBEDOwE2fe7C0AiWqPALHQhmemEtwrHi7SRgqODkDLi07Ncl4qOAUuwnqKRPF/YzcoikoQiI8uEFZDw6NCU48G6yEydgyNdhK2SxoMlbBhsTInw2mQLgTT/WOJ5cXgGFpCHWKFq2eYix3gGDR7WKhLQp3qCXhKf8ICAg0uglugSiFophrmyAEMzUaCwi09BbaZA6BsQSsQQ2nITjrAJyL6SRjwWN/DSVk3IjLmGz7hkw6Vs8fez0TwzlUwHBIXkKZKu6iwujTaWaJShvb3WIKjhBirESl1igSGjfcvp/gwSlLcHzAnDD0UqN4S2sEFrDxFGMF05JG5oJIVXCMYgoOg/QxpZeoNAjohRQcRTbyRjUABUpUzC1UosolOKpEkttFlT2PakhwchQc1UWV8P6I8KRfCvmjDuS2kgduZhLSCQwnintRiaq4B0e29Mvvh+poKlOiapkaLKYITjEFJ/CGM9rcwgqOA6EVmOQ+Ad3UwS0KC3XUG4mlQQsb2/XGITzlHcG8sQmE6HAKGPGLQqMEc21zpmF/hBCEjKNLtuC4f3QN0puG4KwLyC6qib+BDQlOUtBfrODQ+Pljr+di2CIOSA+Oeu0kJrqogEjBSfiCqtyaMQ8O0QoF/TEuIASmSlSsxFcr4EFCF1V9BccgRulRDWHIp7uoAOnDKTNwU/iJCo4qUbEck7Eam5BmMgZQeFyDF23LzDEZA9JHkrlWIQ8OzS9RqY6mvFENmlJwko996MuSYu4vdKsl7e9JJFXNoSpITow0gpPV9Ta5SdWSzuUwyDJt4rLjTX5OecGLSbBNfUTBKViiGvE6FS5RcQeCtmV5t0QHom5qYKaGerZgiROOhQ3tegTiKe8Itpgy4M+dIcEBVKv47EpUhk7h+gxdbMIx72jq7MFTiYbgrAMIITB5bxorUU2MaiCjJapIeWFTCg6f9uAAyT4cMd5FBcgZVsklKqXgjJSoCgb9KSJiRMm/WlyiKufB0ccUHG02BIdW7aKqX6IiYnqSODBCcHLen1JSsm6YRcc1xApOTpv46HaTwAVHIPxiXVR5JvGJ2WGpa+UpOHmDNuOF7PHtjoAIt7DBGBiWGScHbsrcoqJdVPLcCJkHxkWhFGMFg8hvJhciJn5lFBxVopoMxsxCOOJ1Ku7BcSBoK1LPiis4hqmBmRRWTS4hhMCJgY6NrRI/TCbABcdx/yi2WzLgb5YKDiDNz7NUcAydYuCFaGMTHD6Ah+KlwZOFagMzzlDccccd+PKXv4xer4cwDBGGIX79138dr3vd607pfnGRMGxT5JmMo7EKaSUqLqY8OAASMyYIxruoAOXBSVBwVBfVpMm4QAdSTHAi4qWMymU8OOGkgqOR8gQn8FMUnLJdVAk5OIAsf5Xuopqb+jMhchp1HsFRJb60oD+5mFFQwcknOGoEQJYHR93YsnJwAMDSNfh5bfAFCY5SJtJ8H7mDNuOdyiA4vPgcKiC5RKU8U4VNsUSDgAHPk59fqS6qkXKiIn7lTMayRMVMeyptPQ2KzJmmkTsbLAZ3ANKKx2QUvSTohgZmaTBqRrh4AYMfUmywq9/kV4IlhCLEVmsbrJDMnOAsdCz84uDKzNYzdYqVno95shUAsMKPzWztWaEhOCXwu7/7u/jt3/5tvO1tbwMA3H777fjN3/xNGIaBV77yladsv2SS8fSoBkVeZNDf6INhbolKTHpwtHQPDgQbGhkjpHlw1J+mPDgFSlTKK6MUHD1ao3wX1ajJuIKC47kQk11UtHyJigUcemqJqpwHhyP517GmU4Q5CofqZpqFguMHDJSSeM5XGkZLH8n7VOxmahry85si5KMo6MGJCU6GB6cuwYHwpr4rWaAaAaFkzEcVQto5Mwnp5GaJCc8LABjlTMaqnCgEPO6CgJQqUekaRRsBQsNOOUOnoY6zpVk44ffzXyDEUMHJ6mBLADUouElh+PXIxEo0A2uD3au8xnH/KQDAZnMrWk4we4LTNeF4YW5OVVGYuobHDq9gW3sTjJ6JVX58Bns5WzQlqhJ4/vOfj7e85S3xf7/85S/H+eefj7/7u787hXslf9FNtYkLNl6iSvPgILmLiid0UcWvnUKIqRJVnoIz2UVVIMl4WKJSJuMKJSruT+fglDEZC5FoMjaJiVAEhVOVORfgXCSXqEyrZJJxsgcHkEbjPA9OrODkEJyiXVSWnt+RMhkgN7VOwY4d1Y7uZ5G4ggqORjQYxEgtixQatDm6nQSzqzSEFycIhBA5UXyE4AQFCOkUqAXXl59fWQ+O2qZMlrZKdxu1ESDQi7/n0A+hGxpMahVUcAIQcNlFZbWGhLbIKykAQqAF9fwjKwNJ/hes1eRO0wJYDI7BpjbaWgc2pbMvUc14qrhlaHj0yRVs6FrYYm2bUnA+f9sDcLx6puu6WPMEx/M8fPzjH8dFF12E3/u93yv0/E984hN49atfjYsvvhgvfvGL8Tu/8zs4cOBA7X35zGc+A00bvzhYloUgmF14UhUk/RAeVXC0pFENUyWqAjk4QLoHZ7JERWmi6YwJAYKJ4aCkWNDfJMFRJ28Zk3GYlGQc8uLjHlgIIjhgTCs4AgKsYLu7Ct9LLFFZVjkFB8keHEBOFC9aotKzblzEKOzBKXIDNXIGbqoyUREFB0B2mcpz5KgRPV+wlmF/KQSnyBwqYGimTfTglCtRAbKbaLREFUQ30HIKjgUvkOdmuS4q1dIvomTp4v4bhTYP4OvFs2HCgEsFJ+OzGEWcYkxliaqMB0e1YmtFspQysDrwQQnQtXxAVPPhHPefwiZzKwghaFE6e5OxysKZkdHYNCgOHx+g2zKwxZwmOG1Lx9fufPSUDuFc0wTn7rvvxhvf+EZ86UtfKkQiXNfF9ddfj89+9rP4wAc+gB/+8Ie48cYb8dBDD+Haa6/FAw88MNP9W1pawsMPP4xrrrlmpuuWxVTHE8ZNxiRpVIOmjLrpScZk1MQYKzhJHpykNvEUBQci4UZarE186MEZvi8dQFjw+yOEQCjCCQ9O1Epd1MijiIc17cEBUNhorEiHnqjglChRCQGktIkDKOzB0QnJ9EgIYhRTcAKe2UGlMDnjaGqduESV3yYut5uj4BScg2RlqAbSZFzgkmmaMik8rURVMANHQTe1sTRqddwyu94mQUw40U287CwquU2eO/w0Dbbw4ZV4XeiHMMziCg4REcEhUYmqRJu4Ukk0rx7BWen7mGtpoGRIuMpi0T+GzeYWAHIuljPjrqSOrUPXyMwUHDMq7xNCsMXajp5Ygs+G1whdp2hZGnrOqRMA1izB+cY3voF9+/bhuuuuw4c+9KFCr7nhhhtw77334oMf/CBe+9rXotVq4dnPfjZuuOEGDAYDfPCDHwQbKbGsrKzgkUceyfx36NCh1O198pOfxBVXXIHXv/71td9vHSSXqEZycGhKkjEwkmRctIsqrU28eNDfpD2jaNBfyMYVHECWqYqWqBT5mFRwABQvU/nRxSGhiwpAYR9OmKHgCLNMF1UgrdZpBMegYLkeHJ5f7iAGSCGCU6y+b+Z6cJTJOE/BiRSGDIJDCkwSV7A0O9VkzIp2UREadcIlKTjlSlTA9FR4v0BJcRKCWPB8Do0S6CVGEox7cMqNaVCwmA9PK07qlJnbohYCEUwNAp7EuIJTzoMTl4GceqWUlUGA+Y68rijCVQZMMJzwj2OTKQ27LW32JmNCZBaOKqfVBaUEmxfk+SCJmcDRwVPDJwgx1cF7srFmTca7du3Crbfeiu3bt+OWW27Jfb7jOLj55pthGAbe9KY3jT12zjnn4Morr8Rdd92FO+64Ay9/+csBALfeeis+8pGPZK77whe+EF/4whem/v63f/u3+Jd/+Rd84QtfqJeAOQNwkRD0NzaqgYyXhYuUqNK6qFI9OOMXfkIpOJ++aIRCjHdQASit4FQkOCppeDLJGJCZNIXCMJSykjCLCkDhsD+lqkyNagCkvycoeBGKSIdI8eDoOo2D09JQLDSueBdVEYJjEIJ+ZheVB4OYuROVhwpOVokqf5K4gkmtDJNxSvJ04o7ZIJ47XjwVYpiDUwKpHpySJmM3CEupN4D8VlNII7rHXZg5ydJJsJgPJ+X8TELoM9gdE3pEpnzuoaVC/JKgCAWxISzZRVUUDufQQg5eYCBtFlYHPubbKlCxPMFZDk6Ag2OzIjhRgnQokhTv6phrG1id4Tyq83fOAwA2GVJ5Otw/gl1zO4ZPIGgIThIuueSSUs+/++67MRgMcPHFF6PT6Uw9ftlll+Guu+7C7bffHhOct771rXjrW99aet++9a1v4XOf+xxuuukmzM1Nt+eebDCeEPSXaTIO42RiRYLYRIlKsIlhmxkeHCJYcpt4igdHm9zZgkF/fshBiPQUxbtFUMCeLKHIR6KCU7STShGciUwPla1TVMFRxt9ERcC0QMIAgnMpv2Ug9sVkeHDcfvY+FSE4gpggKGYyLjJNOd9kXGxqdezByVKp3OIKjklNOOF0q68QAmFY0IMDRN08kze6EASi8JgGBd2gGLjDY19FwQGx4AZBKf8NIH/1q8/KYx42mt1SrwcAg3mlCY5uaGOjM7IIjhzTYMnriN0qreAYbDgeoipW+j52be1CgFYqUakOqk1RicqOvvcO55jTypHSLMy3TSyuVM/qmcT5OzcAkMqnhQ6eHBwde1zde05VqWjNEpyyUP6aXbt2JT6+e/fusedVxbe//W18+tOfxmc/+1ls2rQJgDQfv/vd7y68BqWk1rySSZDIPyHbuuWNU0BAoxSaJlt2ORfQotqQ4AywTFCNgIroy0N4/DiAqMOHDF9jygsUFQxkqgU4BKX62Os1jULw8TUBgBFAp2Ts74TqIGDQoo6GNHAu51CNjjfQCQGHmNpO4uujDB9LN+PnKwWAi/E1VIv86DEFABFKQkFb9thxsKMuEU6CQvsiVHqwpU09X0RqA2UBiJFdEiCRSkY1M+FzkXOTWDj9OYwihFQDsp5DNNlFlfcZ+SGDnfCeJo+npclfqGnbDIUPS7Nyj2UrIupBxnsUvgvYrfGSawpszcZycGJqLTUAMunzStxmdKMd22Y0soBq1nSdNgOGpYMtOvF2GRHQydC/NXmOJoFoFrygD9sstv+jMClBCAFfuLA1u/TrEfoYQC/8ujBgMG0dLTVqBH7maylcCNqCphGIVgsIfBBwkALEwBUClpDbTPvO54FzgVUnwELXBGgLFG7pY3QiOIa21kbXlD/Ou9Fn6xe8thXFQtfE40dWZ7qmwhzdiCODo/H1mVIKTaNgXMRex5MNIk6lxbkgbrnlFnz4wx/Gtddei4997GOJz/nDP/xDfPGLX8Rb3vIW/P7v//7U43fccQfe/e534+yzz8b//b//t9J+fPvb38Yf/MEf4I/+6I9icgMA73//+3H77bdXWrNBgwYNGjRoMHusGwXHcaQsaBjJUqgZ5Zao51XBf/7P/xlBEEypNTt37qy8ZoMGDRo0aNBg9lg3BKfVkjX2tHZyP+p+Uc+rgp/97GeVX9ugQYMGDRo0OHlYs23iZbFlizRnLS8vJz6+siJncGzduvWk7VODBg0aNGjQ4NRg3RCcCy+8EADwxBNPJD6ukoz37t170vapQYMGDRo0aHBqsG4IzhVXXIF2u40HH3wQg8F0m+c999wDAHGLeIMGDRo0aNBg/WLdEJxWq4W3ve1t8H0fX/va18YeO3DgAL7//e/jggsuwNVXX32K9rBBgwYNGjRocLKwbggOAOzbtw+XXnop/vzP/xzf+ta34LouHnjgAbzvfe+Dbdv4sz/7s6lhmQ0aNGjQoEGD9Yc1nYOT5Zf56Ec/il/7tV+b+rvnefhf/+t/4e///u9x6NAhzM3N4UUvehHe//73x2F/DRo0aNCgQYP1jTVNcBo0aNCgQYMGDapg3eTgrCdMqlALCwu48sor8du//dulVSjOOb74xS/iq1/9Kh5//HHYto0XvOAF2LdvX9x5diZgVsf0Jz/5Cf72b/8WP/jBD3DgwAFwznHWWWfhRS96Ed71rnedMSrhLM/RUfR6PVxzzTV48sknU1Xa9YpZH9P9+/fjxhtvxPe+9z0cOXIErVYLZ599Ni677DK85z3vwfbt25+Gd7F2MMvj+cADD+Cmm27Cfffdh8OHD2Nubg7nnHMO/sN/+A94wxvecEZZHzzPw6c+9Sl89rOfxTXXXJM6XSAPJ+XeJBqsKTiOI9785jeLSy65RHzzm98Ug8FA3H///eKNb3yjuOyyy8T9999feC3GmHjf+94nnvOc54i/+qu/Ev1+Xzz22GPi+uuvF8997nPFd7/73afxnawdzOqY/tM//ZPYs2ePeNnLXia+853viKWlJXHs2DHx13/91+LSSy8Vl1xyifjRj370NL+bU49ZnqOT+K//9b+KPXv2iD179oi/+Zu/meFer23M+pj+4z/+o7j44ovFH/3RH4nHHntMeJ4nHnnkEfGe97xH7NmzR9x9991P0ztZG5jl8fzOd74jLrzwQnH11VeLO++8U/R6PXHo0CHxkY98ROzZs0e8973vfRrfydrC97//ffGqV71KXH755WLPnj3iQx/6UKV1Tta9qSE4awx/+qd/Kvbs2SO++MUvjv398ccfFxdeeKF4/etfL8IwLLTWX/3VX4k9e/aIj33sY2N/X1paEpdffrm48sorxerq6sz2fa1iVsf0H/7hH8SePXvEj3/846nHbr75ZrFnzx7xmte8Zmb7vVYxy3N0FN/97nfFc5/7XPFrv/ZrZxzBmeUxffTRR8VFF10k/vAP/3DqsdXVVfG6171O3HfffTPZ77WKWR7P17zmNWLPnj3im9/85tjfOefi9a9/vdizZ88Z8WPx7//+78Vll10mvvjFL4qvfvWrtQjOybo3rasuqtMdjuPg5ptvhmEYeNOb3jT22DnnnIMrr7wSDz/8MO64445C6910000AgDe/+c1jf19YWMBrXvMaHD9+fKqlfr1hlsd0YWEBV111FZ7//OdPPabylR599FEcOnRoJvu+FjHrc1Sh1+vhv/23/4b3vve9uOCCC2a4x2sfsz6mH//4xxNn5gFAt9vFrbfeiuc973mz2PU1iVkfT/V9njwvCSF41rOeBQD4t3/7t/o7vsaxa9cu3HrrrXjb294GQupNIz9Z96aG4Kwh3H333RgMBnj2s5+NTqcz9fhll10GAIUmlz/00EM4cOAANm3ahPPOO6/WWqczZnlMr7zyyviLOYm5ubl6O3qaYJbHcxQf+9jHMD8/j/e85z0z2c/TCbM8pisrK7j99tvxzGc+E9u2bZv5vp4OmPU5+tznPhcA8PDDD4/9XQiBRx55BADOiGN9ySWXzMS3dTLvTY3JeA3hgQceACCZchKUMU4972StdTrjZB2HRx99NF5vx44dtdZay3g6juc///M/4+tf/zq+8pWvwDCM+jt5mmGWx/SnP/0pgiDAjh078JOf/ASf+tSn8KMf/Qiu62Lnzp147Wtfi9/4jd9Au92e3RtYY5j1OfoHf/AH+M3f/E38yZ/8Cebm5vArv/IrWF5exmc+8xk8/PDD2LFjB175ylfOZufPAJzMe1Oj4KwhHDt2DICU6ZIwPz8/9rw6a6m/Ly4ugnNeel9PF8zymGbh61//OgDgt37rt2qts9Yx6+OpSlPvfOc741/KZxpmeUwfe+wxAFJtuP766/HiF78Yt912G+68805cc801+NSnPoW3v/3tieNs1gtmfY6ef/75+N//+3/jV3/1V/Hud78bl156KV760pfi7/7u7/DGN74RX/nKVxKVogbJOJn3pobgrCE4jgMAqb9iTdMce94s1iq63umKWR7TNDzwwAP48pe/jFe/+tW49tprK69zOmDWx/NP//RP0W631z0xzMIsj2mv1wMAHD58GNdddx3e/va3Y/Pmzdi4cSP27duHV7ziFfj5z3+OT3/60zPa+7WHWZ+jP/7xj3Httdfie9/7Hv7yL/8SP/rRj/Cd73wH73jHO8AYi495g2I4mfemhuCsIbRaLQBAEASJj/u+P/a8WaxVdL3TFbM8pklYXFzE+9//flx88cX4kz/5k2o7eRphlsfze9/7Hr761a/ij//4j8cuamcanq5z9I1vfOPU3xQB/8Y3vlFqrdMJszyevV4P+/btw+HDh/HJT34SL3nJS9DtdnHOOefgt37rt+D7Pq699lr89Kc/nd0bWOc4mfemhuCsIWzZsgUAsLy8nPj4ysoKAGDr1q2111J/37x5Myhdv6fBLI/pJJaXl/Gud70LmzZtwmc+85l1TRQVZnU8VWnq+uuvT+xKO5Mwy3N0VPY/++yzpx5XvoeDBw+O3UjWE2Z5PO+880489dRTuOCCCxJHB73hDW+A67r4H//jf9TY4zMLJ/PetH7vbKchVHrjE088kfj4gQMHAGTP6Ho61jqd8XQdh8XFRVx33XWYn5/HTTfddMZ0Uc3qeP785z/HwYMHcdNNN2Hv3r1j/1R76Ic//OH4b7fccssM38XawizP0fPPPz/+/2m/kBXqtvquVczyeKo10siQ6p76+c9/Xno/z1SczHtTQ3DWEK644gq02208+OCDiSbAe+65B8AwcyULF1xwAXbv3o3FxUU8/vjjtdY6nTHLY6pw5MgRvP3tb8f27dvxl3/5l2PKzV//9V9PtZOuJ8zqeF5xxRV48MEHE/+pMspHP/rR+G/reWTDLM/R5z3vebGJNukGcvDgQQDAueeeu2471mZ5PDdu3AgAOHr0aOLj6u+63jQkF8XJvDc1BGcNodVq4W1vext8358KOTpw4AC+//3v44ILLsDVV18d//3BBx/EW97yFvzFX/zF1HrvfOc7AQBf+cpXxv6+srKC2267DZs3b173pthZH9NDhw7h7W9/O571rGfhE5/4BCzLGnv805/+9Lqux8/6eDaY7TE1TRP/8T/+RwBIDEpT3X7//t//+xm/i7WDWR7Pl7zkJTAMA7/4xS/w0EMPTW1LeZmuuuqqp+GdnN5YE/em2lnIDWYKNUPl0ksvFbfddptwHEfcf//94t/9u38nfuVXfmVqhsrv//7vx7N7FhcXxx5jjIl9+/aJ5zznOeJLX/qS6Pf74vHHHxe//uu/fkbOoqp7TPfv3y9e+tKXigsvvFC8733vEx/4wAem/j3/+c9f9yMGZnmOJuFDH/rQGTeqYZbH1HEc8Za3vCWe87O6uipOnDghPvnJT4o9e/aI3/iN3xBBEJzMt3fSMcvj+fnPf17s3btXvPKVrxR33XWXWF1dFfv37xcf/ehHxZ49e8RLXvIS8cQTT5zMt3fK8Td/8ze5oxrWwr2JCCFEfZrUYJaYnII7NzeHF73oRXj/+98/NQX3e9/7Hj7wgQ/g8ssvxyc+8YmpujpjbGxia6vVwmWXXYZ9+/bhOc95zsl8W6cUszimn/vc5/DRj340d1tnwhTsWZ6jCmk19507d677xG1gtsfU933cdNNN+MY3voH9+/dD0zRccMEFeNOb3oQ3v/nNZ8T061kezx/+8If4whe+gHvvvRcnTpyAYRjYvXs3rr76arzzne+MS1nrHVm+mMnr3lq4NzUEp0GDBg0aNGiw7tB4cBo0aNCgQYMG6w4NwWnQoEGDBg0arDs0BKdBgwYNGjRosO7QEJwGDRo0aNCgwbpDQ3AaNGjQoEGDBusODcFp0KBBgwYNGqw7NASnQYMGDRo0aLDu0BCcBg0aNGjQoMG6Q0NwGjRo0KBBgwbrDg3BadCgQYMGDRqsOzQz3hs0aHBG4pFHHsFnP/tZ/OAHP8CRI0dgmia2bt2KSy+9FO94xzuwZ8+eU72LDRo0qIFGwWnQoMEZhzvvvBNvetObcMstt2DTpk14xStegRe84AUQQuBrX/sajh8/fqp3sUGDBjXRDNts0KDBGQXGGF72spfBdV187nOfm5pcfN999+FZz3oWut3uKdrDBg0azAKNgtOgQYMzCo899hiOHDmCyy67bIrcAMDzn/98dLtd/PSnP8Xv/u7v4pWvfCX27t2Lj3/846dgbxs0aFAVDcFp0KDBGYW5uTkQQnDXXXfh5ptvxmAwSHzePffcg/vuuw+XXXYZ5ubmTvJeNmjQoC6aElWDBg3OOHzqU5/CDTfcAM45bNvGlVdeiVe96lV4/etfD8uyAACcc1AqfwO+/OUvxxve8Ab8p//0n07lbjdo0KAEGoLToEGDMxL79+/HN7/5Tdx555249957wTnHzp078eUvfxnbtm0be25DcBo0OP3QlKgaNGhwRuKcc87Be9/7Xtx888349re/jYsvvhgHDx7EV7/61VO9aw0aNJgBGoLToEGDMx67d+/GNddcA0CWpho0aHD6own6a9CgwRmD7373u+Cc48UvfjE0TYv//uSTT+JLX/oSCCF4+ctffgr3sEGDBrNCQ3AaNGhwxuCb3/wmbrnlFmzYsAEXXXQRNmzYgGPHjuFHP/oRgiDAf/kv/yWxdbxBgwanHxqC06BBgzMG11xzDUzTxL333ouf/exn6PV62LhxI172spfhuuuuw+WXX36qd7FBgwYzQkNwGjRocMbgqquuwlVXXXWqd6NBgwYnAQ3BadCgQYMELC4u4oc//CEAwHEc/PKXv8Rtt92GVquFq6+++hTvXYMGDfLQ5OA0aNCgQQJ+8IMf4Lrrrpv6+86dO3H77befgj1q0KBBGTQEp0GDBg0aNGiw7tDk4DRo0KBBgwYN1h0agtOgQYMGDRo0WHdoCE6DBg0aNGjQYN2hITgNGjRo0KBBg3WHhuA0aNCgQYMGDdYdGoLToEGDBg0aNFh3aAhOgwYNGjRo0GDdoSE4DRo0aNCgQYN1h4bgNGjQoEGDBg3WHRqC06BBgwYNGjRYd2gIToMGDRo0aNBg3aEhOA0aNGjQoEGDdYf/H7GeNEhehtMVAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 26,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   tol = 1e-4,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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": 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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 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 = 27,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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/numpy/_core/fromnumeric.py:3904: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/home/nicolasdc/miniconda3/envs/libre/lib/python3.12/site-packages/numpy/_core/_methods.py:147: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "/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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 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 = 25,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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",
    "# gm.plot_trustworthiness()\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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GySf/kG9/eya9vT089dQLAc7UyFhZ39EJE9rqD0IEzmpBBM6aj5zT5iLns/nIOW0u68L5tCyLffb5PJMmTea22xqv2dMoq1vgiItKEARBEEYRZ511Gq+8Um7RevHF57Ftmy98Yc/VsKpVjwgcQRAEQRhFLFw4n0suuZBXX/0fuVyOvr4+nnrqcX772wuZOnUa3/zmCat7iasE6SYuCIIgCKOIk06axWOPPcJvfvNruru7saw8kyevx/77H8g3vnE8bW3BXDxrOyJwBEEQBGEUsfvue7D77nus7mWsdsRFJQiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEjCIIgCMKoQwSOIAiCIAijDhE4giAIgiCMOkTgCIIgCIIw6hCBIwiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEjCIIgCMKoQwSOIAiCIAijDhE4giAIgiCMOkTgCIIgCIIw6hCBIwiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEjCIIgCMKoQwSOIAiCIAijDhE4giAIgiCMOkTgCIIgCIIw6hCBIwiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEjCIIgCMKoQwSOIAiCIAijDhE4giAIgiCMOkTgCIIgCIIw6hCBIwiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEjCIIgCMKoQwSOIAiCIAijDhE4giAIgiCMOkTgCIIgCIIw6hCBIwiCIAjCqEMEjiAIgiAIow4ROIIgCIIgjDpE4AiCIAiCMOoQgSMIgiAIwqhDBI4gCIIgCKMOETiCIAiCIIw6ROAIgiAIgjDqEIEzDGzb5rrrruMzn/kML7744upejiAIgiAIQxCB0yDLly/nuOOOY/78+RiGsbqXIwiCIAhCBfTVvYC1jUwmw7nnnktrayu33nrr6l6OIAiCIAgVGJUWHMMwuOKKK9h6660588wzA42/+uqrOeCAA9hmm23YfffdOf3001mwYEHZ2A033JDp06evjGULgiAIgtAkRp3AeeGFFzjssMO4+eabyefzdcfncjm++c1vcv311/PjH/+Yl156ieuuu4733nuPww8/nDlz5qyCVQuCIAiC0ExGlcB54IEHmDVrFscddxxnnHFGoNdcddVVvPrqq5x22mkceOCBxGIxpk+fzlVXXUUmk+G0007Dtu2VvHJBEARBEJrJqBI4U6ZMYfbs2cycORNFUeqOz2az3HTTTYRCIWbMmFGyb9q0aey66668//77PP300ytpxYIgCIIgrAxGlcDZbrvtmDRpUuDxL7zwAplMhunTpxOPx8v277DDDgA88cQTTVujIAiCIAgrn1ElcBrFj6+ZMmVKxf1Tp04tGScIgiAIwtrBOp0mvmLFCgA6Ojoq7m9vby8Z1yxUVUFV67vQgqJpasn/hZEj57S5yPlsPnJOm4ucz+azus/pOi1wstksAKFQqOL+cDhcMs7nO9/5DolEAoALL7yQ9vZ2fve73zF27NhAxx07Nh4oRqhR2ttjTZ9zXUfOaXOR89l85Jw2FzmfzWd1ndN1WuDEYt5Jr5ZObppmyTif6667bkTH7elJN92C094eI5HIYttO0+Zdl5Fz2lzkfDYfOafNRc5n81lZ53TMmPKY2Uqs0wJn/PjxAPT391fc71tpJkyY0NTjOo6L47hNnRPAth0sS36YzUTOaXOR89l85Jw2FzmfzWd1ndN12tm45ZZbArBw4cKK+/1KxltsscUqW5MgCIIgCCNnnRY4u+yyCy0tLcydO5dMJlO2/5VXXgFg7733XtVLEwRBEARhBKzTAicWizFz5kxM0+Tuu+8u2bdgwQKef/55NttsM/bcc8/VtEJBEARBEIbDOi1wAGbNmsX222/PZZddxiOPPEIul2POnDmccsopRKNRLr30UjRNW93LFARBEAShARTXdZsf7boaqRUvc9FFF3HEEUeUbTcMg2uvvZb777+fxYsX09bWxm677caPfvSjYrG/ZrJ8ebKp8+m6ypgxcXp70xIc1yTknDYXOZ/NR85pc5Hz2XxW1jmdMKEt0LhRJ3DWBkTgrPnIOW0ucj6bj5zT5iLns/msboGzzruoBEEQBEEYfYjAEQRBEARh1CECRxAEQRCEUYcIHEEQBEEQRh0icARBEARBGHWIwBEEQRAEYdQhAkcQBEEQhFGHCBxBEARBEEYdInAEQRAEQRh1iMARBEEQBGHUIQJHEARBEIRRhwgcQRAEQRBGHSJwBEEQBEEYdYjAEQRBEARh1CECRxAEQRCEUYcIHEEQBEEQRh0icARBEARBGHWIwBEEQRAEYdQhAkcQBEEQhFGHCBxBEARBEEYdInAEQRAEQRh1iMARBEEQBGHUIQJHEARBKMM0Tc4//zzWW28M8+fPqzruvPPOYeLE9ppjBGF1IAJHEARBKGH+/Hl8+csH0tW1FNu2q4578803uO22m1bhygQhOCJwBEEQhBLS6TTXXPNnvva1r1cd4zgOZ555KqedduYqXJkgBEdf3QsQBEEQ1iy23HIrAJYsWVx1zPXX/4mddtqFl156EYDFixcxbdqGxf2nnPI9PvjgPSKRaHHb5ptvwSWXXLGSVi0IpYjAEQRBEBpiyZLF3HDD9bS1tdHR0Vl13J/+dEOJ6BGEVYm4qARBEISGOOus0znxxJP4wx+uY5999l3dyxGEiogFRxAEYR3DNE1+85sL+P3vr+TFF18rsbLcfPM/uP32W1AUla4uz0X1/PP/KY55+OEH0XWd448/cbWsXRCCIhYcQRCEUUC1tG7LsvjHP/7K4YcfzBFHHMIee+zCdttNZ/78eRUzpK6++v9x+ulnceed9/Gb33jxMqeeegrd3d0APProIyxYMI8ZMw5ixoyDuP76PwNw9tmnM2PGQaRSqeJcl1/+W7bffismTmzn+98/kWXLlpUc6403XuOYY47g8MMPZtddP8vhhx8s6eZC0xALjiAIwlrO/PnzOOmkb7PJJpuWiZZly7o4++zTeeihJ/j0p7fm9ddf46yzTuODD96rONeVV/6BHXbYqWSbaZosXryIcePGcdllvyvZ96c/XcO5557FhRf+ls99brfi9nHjxvPQQw+w2267c/vtt5DP5znooH146qnnaW1t5f333+Ob3zyWW2+9m80334JMJsN+++3BsmVdErcjNAWx4AiCIKzl1ErrDoXCfO1rX+fTn94agG233Y6TT57F22+/VXGuweIml8sBsOOOO7PVVp9uaE1HH30sN998J8ce+w0AfvrT01m4cAF3330HABdddD5f/erRbL75FgC0tLRw7bV/ZbPNNm/oOIJQDbHgCIIgrOXUSuueMGECv/nN5SXbIpFIzflM02SbbTanr68XgHw+z3e/ezzXX/+3knHf/e63eO21VwHPRbXbbrvz61//puKa4vFWxo0bzyeffIxpmjz66MMcc8xfOf/884qxQINF1KabTmXrrbcpOd7HH3/E7rvvwTXX/Ln2CREEROAIgiCsc7z88n/ZdNPN+OCD9yvuD4fDzJ37Cdlslp/97Ce89dabXHXVH8vG/fnPN/Lcc89w+OEHc+ONN5W4ls4552dccMElxb9N06S3t4cNNpjCxx9/hGEYnHvu2ZimiW3b/PSnszjrrF8ULUhbb70N99zzYMnx9ttvT2bMOKIZp0BYBxAXlSAIwhpIvV5QiUSCE044gbFjWxuat7u7m3/+82+ceOLJdcfGYjEuuui3fPDBe9x88z8aOs5f//oXXnvtleLf11//Jzo7OznssMPp6+sDIJcz+MUvfgXAF7+4H4cd9iXmzp0DwO9+9/uS+d599x2WLl3C3nvv19A6hHUXETiCIAhrGPV6Qb355ut8+csHkUwmG5rXsixOOunbnHXWucXYl8G4rks+ny/Z1traxuTJ6/Hee3NKtpumyYwZB/Hzn3utGk466XhOOOG44v7/+79fc+65Z3Huud7+uXPncNddsxk/fjya5t16jj3260ycOAmAQw/9MlOnTuOGG64FYMMNNyo53q233sRRR30NTdMaes/CuosIHEEQhDWMer2gDMPgllvu5KCDDgo8p+M4zJp1EnvssRdf//o3K45ZsGA+3/rWsSXbbNumu7ubyZPXK9keDoe5554HefLJ51i2LMFDDz1REqPzne98j/vvf4Tzz78YgP/3/65h+vQtAVh//Q0AWG+99UvmnDJlWkVrlW3b3HnnbRxzzMzA71cQROAIgiCsROq5mv7617+w7757cPDB+3HssV9lyZLFbLnlVnzqU5tUnXPHHXdm0qRJDa3jjDNOZcqUqfzwhz8B4PXXX6047plnni7Zd+WVl+M4Nl/+cvNiX9ZffwM23HAjurqWlmxfvnwZG2wwtWz8k08+xtSp0yTDSmgIETiCIAgriXqupgceuI9LL72YW2+9m9mzH+Wzn92RmTOPwnGcpq7j/PPP44MP3uOQQw7jv/99kX33/QK/+91lQKlraeLESfz0pz/j9NN/zGGHfYkvfemLPPvsM9x22701Bddw+OEPf8rtt99CKuW52V566QXef38uxx13fNnYW265qWZnc0GohGRRCSOmVtl3QVjbMU2T3/3uMp544lFAQdM0fv3ri9luu8/Wfa3valqyZDG33XZz2f4rrvgtRx99LOPGjQPgu989mcsvv4RHH32EAw44sKE1HnXUDPr7+wFPtKy//hSuv/5vzJnzLldd5VUk3n//vUped/fds/n8579Q/DsajfLjH5/Gj398WuBjD2dNAN/4xrdIJpPFGJ4///n33HLLXWyzzWdK5unr6+Xpp59gvfXWY731xpRdY3p7ezjvvHN4++23aGtrw7IszjnnPHbd9fMjfg/C2o0IHGFE1KqgOhLuvfcu/vGPv+I4DslkgqlTN+S8884X8SSscn796//j6aefYPbsR2ltbePuu+/gqKNm8Nxz/2PChAk1X1urPk1vbw9vvvl6iZhob+9gk0025d//frIhgePHw1Ri+vQtWbYsEXiuZlFrTT7f//4pbLvtdhx++MFcd93fKv6+r7/+WjRNp7e3t+I15pxzzuDjjz/iwQcfIxKJ8NBDs5k58yief/6Vht14wuhCXFTCiKgXDDlcvv/9Ezn55FO48877efjhJ4lGoxxzzBEYhtHU4whCLRzH4W9/+wtf+9rXaW1tA+Dww79KOBzhb3/7y4jm9uNxJkyYWLJ94sRJ0o9pEPfddxfnn39R1WvM22+/yec+t1uxeOGee36RVCrJyy+/tCqXKayBiMARRkS9YMjh8qUvHczee+8LgKqqnHji9/jgg/d5443Xmn4sQahGd3c3mUymogh5/vn/jGjubDYLQCQSLtkeDofJZLIjmnttoF6aOcD7779HOp3hq189uuo8Bx98GI8//i96e3sAuOOOW4Fy4Sise4iLSlgjGVoSPhKJAt5FURBWFePHj6elJc6iRQuL21zXpatrKYaRG9HcsVgMAMMo/U6bpklLS8uI5l4bCOLC2myzzXn55TdqjvnZz87Gsix23PEzjB8/nvnz5/Gd75zEzjvv0szlCmshYsER1gpefvklJk9ej513/tzqXoqwFuC1ATiTvfbajS9/+UC+9KUvMnv2/Q3PoygKJ5zwXf72txuLcTQ33HAdfX2V40EawS9kt3z5spLty5Z1MWXK1JrWjYULF3DooV/i4ou9GjMzZhzEWWeNPDB4beTii3/Nv/71MC+88Covvvga//zn7Xz88UcV0/JTqSTnnPMzDjxwHw44YC+OOmoGH3/80WpaubCyEQuOsMZjGAbXXPM7LrroUkKh0OpejtBEdttth2IlW5/FixcxefJ63Hffw8Oe94orLuGhh2bzxBPP0t7ewZtvvs6BB+7Dww8/WdbAsR5nn/0LxowZy4knfgtFUdhtt89z+OFf5YMP3hv2+gA6O8ewzTbb8sYbr3HooV8GIJlM8OGHH3Duub/koosurfraKVOmcv/9DzNmTJze3jSWNfK0cjubZdHvLmfyCScSXkvcOytWrODKKy/nyiv/wIQJE5g/fx6//e1FzJnzbkUBesopJ5NMJrnvvocJhUJceeXlHH304TzzzEvoemw1vANhZSIWHGGN57TTfsSMGUdw8MGHru6lCE1m4sRJ3HPPgyX/bb31Z0ZcVO6tt95ku+0+S3t7BwDbbLMt7e3tPPvs0w3PpWkas2b9iAce+Bf33/8IZ531C3p7e9hyy0/Xf3EdfvKT07n11pvo6ekG4Npr/8j06Vux774HjHjuRjEWzCf3wftk3nl7lR97uMyf/wmWZTF1qpd95Sc9VIoL7OrqYvbs+zj++O8UH5ROPPFk5s37hHvvvWuVrltYNYgFR1ijOf/884jFYpx55rlNm/Ohh2bz179eTz6fxzAMstksP/jBDzniiCObdgwhGEMbKvb29vD0009y+eVXjmjeQw75Mr/+9f+xcOECpkyZyhNPPMaKFSuGFXj69ttvsf766zNmzFgA8vk8//vff/n976+t+9p6tWAOOeQwVqxYzpFHziASidDZ2ck//nErqrrqnz3zyzxXmTF//io/9nDxWz0sW+ZVRPbT8vv6esrGLlq0ACgNPo7FYrS3d/DCC//h2GOlDcRoQwSOsMZy5ZWXs2jRwuKNxC8fv+22249o3htvvI4jjjiSo4/2eu488shDHHfcMWyxxZZ8+tNbj2zRQkMMbah41113sM8++9LZOWZE8x5zzEwymQx77bUbkyZN4sMPP+DQQ2cMyzL097/fwPjxEzjtNC8e5vLLL2G77T4bqKt1kEDab33rBL71rRMaXlezyS/rAjxLztrCeuutz1577c111/2J/fb7EtFolEceeYgFCxaUjfWtPJ7Q8QKQ0+k0iUQ/ixcvWpXLFlYR4qISRkSQVM/hcOON13PHHbfyne+cxBtvvMZrr73CI488xLvvvjPiuc8++xd85StHFf/+/Od3x3Vd5s37ZMRzD+X66//ExIntPPfcM02fe1XyyScfc/zxX+fwww/mC1/YmQMP3JvXXnul6ce59dZ/cswxI6+p9I9//JWrrrqCRx99mueee5nHHnuGHXbYaViWkc9+dkfuvvsOvvSlL3LIIfuTSPRz/fV/H/Ea1zTMQl8oY+EC3CqtIlzXxXHcVbmsuteYP/7xejbZZFMOOWR/Dj54P37724uK/bYGM2HCBGbMOII//vFqEol+XNflsst+g67rTS1SKqw5iAVHGBFBnlAbJZVKcuaZp+I4DgcdtG/Jviuv/MOI5x9sAcrn81xzzZVsscV09thjrxHPPZilS5dwzTUjc7WsCaxYsYKvfvUwrrrqj+y66+exLKuYfRKkXUFQ5s6dw7Jly9hrr71HNI/ruvzqV+dy8smnsPHGnwJg66234bzzziaXy/LTn/6sofmOOuprHHXU10a0prWB/LJlaBMmYi9fRr5rKeEhnb4BnnvsA/p6Mhxy9LarbF31rjFjx47j8suvKtn23HPPcOWVV5SN/d3v/sDll1/CMcd8hXA4zAEHHMTnPvf5EVsMhTUTETjCGkdraxtLl/at9OOcccZPufPO29lii+nceuvdtLa2NnX+s846nR/96FROP/3HTZ0X4JJLLuShh2bT0dFR3NbZOYYbb/xn04911VVXsOOOOxV7++i6zqWX/q7ptVpuueWfHHXU10Ycf7JixQr6+vqYOnVayfZp0zbkgQfua1jgrAu4rou5rIs5k7ZhC5aRWzC/osDpXp5m8fw+VnSlGD+pub+XVUEsFuOcc84r2XbzzX/n85/ffTWtSFiZiItKWGf5zW8uZ86cj/n857/AIYfsT1fBRN8MHnnkIUIhnS9+cZ+mzTmUX//64pLso5UhbgBmz76fz32utHHhpz61CZMnr9e0Y9i2zZ133sYxx4w80HPcuHFEIhG6urpKtnd1LS0W1xNKsfv7cQ2D8MYbY7d2VA00Tie9VilvvTK8mBXHXbXuraG8/PJL5HIDBRpXrFjBBx+8z8EHH7YaVyWsLETgCOs0uq5z5pk/x3Ec/vCHq5syZzqd5sILf8X551/clPlWJ+l0mvnzP8G2bb73vRM4+OD9OOqoGTz++L+aepynnnqcjTbauCltP1RV5aijjuWf//wrfX29ALzxxms8/fSTfPnLh494/rUR26kdY2IWAozHbzSVdNu4YjzOYFzXJZ00iLeFef/tLoycVXGupd3pqse5Yfa7WPbIa/YMlyuu+G0xJdxxHM4//xfMnPlNtthi+mpbk7DyEIEjrHMMbfegqiqbbLIp7703pynzX3zxr/nmN7/NpEmTmzLf6iSR8NKbf/ObXzNr1o+ZPftRZs36MV//+tE89dQTTTvOLbfc1NSGreeffxEHHHAQX/nKYRxyyP788Iff5+c//yUnnnhy046xJvDoi/Po6snUHJN3LM569nyeWvhc9THLunBRaFlvEk44ip0pn9M0LCzLoWP9dizLIdFX3i8rZ1pcP/vdisfI5CyS2TyLV1QXQCOlXkDyrrvuzmWX/YaDD96PQw89gA02mMJFF/12pa1HWL1IDI6wzrHvvl/g3/9+sWRbV9fSprSBeOON13jllZf55S8vGPFc9bjppr/z299eRD6fZ+ONP8Wpp55RDKptFqqqAbD//gcWKwDvscde7L77Hlx77R9GHBAM0N/fxzPPPMUVVzTHggbQ0tLCeeed37T51kT+8+YS/njv2xyy20YcsUf1z70n10vaynDPB7OZPmYzJsfLawHlly3DirehhcIosRhWannZmFTBPUXY+07ksvmyMS++08WWU8P0Jg3GtEVK9r30bhe7bDmJT5YmmTaprZG3Gph6AcmzZv2IWbN+tFKOLax5iAVHWOeYO3cOjz460Abg9ttv4YMP3ueoo44d8dyPPvoIuVyOI444hBkzDuKkk44H4Oc/P5MZMw7io48+HPExwCvVv802n+GOO+7j/vsfYdq0Ddlvvz2L/ZKaxfjx44lEIsWCaj5Tp04r6/MzXDo6Opkz55OmB3mPZrr7c9z4kGdx7OqtbcHpyXpuuqge5e4PHqg4xk6nsSJe0LgajWFVsOD48TcbTPEC24e6qFzXJZf8mB077+GjeR+UrzmRY0xbhGR6zWqYe++9d3HkkV9mxoyD2WmnnfjWt75e8t12XZdLL72Yffb5AgccsBcnn/ydomVTWLMRgbMOM3v2/ey//54ceugBfPnLBzJnTmXT8mjjggt+wxVXXMohh+zPQQfty403Xs/f/34Ln/vcriOe+9RTz+Dxx58pBv7+6U83AAMBwc2IMQE49thv8L3vzULXdVRV5dRTzyASiXDDDdc1ZX4fTdPYeefPlQVgL1++jA02mNLUYwnBeeeTHnKmzXabTajrourO9aCgsOPE7ejKlFtmAJxcDlsPA6DH4zi58k7p6aQnTFoKlpnMEKHS1Ztho5bXC/tKjzM47sZcjTE4lfj+90/k5JNP4Z57ZvPiiy8Si8U45pgjMAxP0P3xj9fwwAP38cAD/+KRR54iHA7zgx98dzWvWgiCuKjWUV555WVOOeV7PPbY03zqU5ty6603cfTRh/Pcc/+ltXXlmI/XFL7zne/xne98b3Uvo6lomsa0adP45JPmd0aeNevHnHTS8cW2B3PnzuGpp54othsQVj19KYNYRCdnWizrzeK6LoqiVBzbnetlTLSTnm6FpJmqOMbKZHBCnnAJx1tQjEoCx0ANqaiaihpS6e4tjcFZsfQN2tVuXBRUtzTOpieRIx71bjeW7dRc76rmS186mL339uptqarKd797MvvsswdvvPEan/3sjlx11eWcccbPixl43//+D/nCF3bmnXfeZqutRt6PTFh5iAVnHeXKK69gv/3251Of2hSAI488BsuyuOWWlZNqvC7y85+fUeKi+u53v9W0uc85p7yWy9KlS9lgg6lNO4bPF7+4DxdccAnHHfc1Dj30AH784x9w1VV/ZP/9D2z6sYRg9KZMIiGVsR1RcqZNoobbpzvbg2LG6O2FnG1g2OVjjXQGNRYFQInGUGwLJ18aY5NOGaiF+JtwRKd7iGvMyXyCrY7HVTsIkSmx2nT1ZmhrCTMvZ5CMqby3LDns995shgr1SMQTeqZp8s47b7FixQq2226gOOjmm29BS0ucf//7yVW6TqFxxIKzjvLMM09z6qlnFP9WVZVtt92Of//7qVFn3Vhd/PrXv1lpcz/yyEN84Qt78aUvHQR4rQm6u1dw7LHfWCnHO/LIYzjyyGNWytxC4/QlDSIhja02Gst/3lhCV2+WjtZIxbHLMj2E3TY26BzL/BwkzSSR2LiSMfl0htDEQjXfiCd0nFwWtdB1GyDRn0MLe7eMcFQnkykVQAo50OK4rkU8lGPh8hQbTW731tCbpaU9wtN9/aBC78IVbDGpvfjae5/5iM2ndbLlhmNHdmKawH//+xKTJ6/Hzjt/jocf9gKWBzfoVBSFCRMmNC0GTVh5iAVnHaSnp5tkMsGECRNKtk+cOIl58+RHuzZw1lnn8uc//54ZMw7ioIP25c47b+P22+9js802X91LE4bJGz1JXlwWLHi1L2UQDmlMLWQjLestT9n26c720BnuYGJrJwAJs9x6YudyhPzK1NGCwMmWuqn6+3JE457gCYV1bLO0to6GgatEcdVWonquJB3cMG0Shf5W02NR+mwbt1D0z7Id8rbL3Hl9KzWFPAiGYXD11b/joosuJRQKkc16VqpwuFQ8RiIRstnq51xYMxALzjqI/8P0TbE+4XC4+IMW1my+8pWjShqGCms/jy/qJpm32WF8G3qddhU9iRzTJrUR0jWiYa1qJpVpm2TsNONaxzI+3gErIFEhDkc1DfCvB74FZ8i1IJs2mTzZy3QLhTVsP228gEYOV4mBoqKxhL7UgCvMdlwSlkVUVVg/HGZONke/adEZCbFwWYoxbWE6WyPMW5pg/fHx2idqJXLSSScxY8YRHHzwoQDEYp7oM83S92oYhlTFXgsQC846iP/D9LMEfEzTLP6gBUFYdazImSzP5cnZDu8naj9kOI5LMpNn4ljvdxyP6lUtOD05L0V8QstYYloLCgoJo9yCo+aNorAZEDgDc9qWg2XaxAsZVHpEw7HsYmdxy3bQFQNX9Sw4ipPGGtSh27Jdei2bMZpOp+7F8SzNegLog0X9TOxsIR4N0ZtafSnkv/zlL2hpaeGcc35R3LbRRhsBXtbgYJYvX86GG260ClcnDAcROOsgY8eOo729g+XLS1M5ly3rkh+tIKwG3u1LoysK4yIh3uyunOnkk8iYuMDYNk+ItLWEWVKlPUJ3QeB0hDpRFIUwsTIXles4qFZ+kMDxhJOZGhBahuHVvAkXMqFCYR1sl+X9ngha0Z9FV0xQorhqHAUb7IEHKNtx6bUsxug6cVVFc2FRynOBZXIWId27FVlWeQr53AW9Nc9HM7jyystZtGghV1/tFZt8/fVXef31V9lqq60ZP348r7/+WnHse+/NJZNJs8ceX1zp6xJGhgicdZTdd9+DN954tfi367q88cbr7LnnXqtvUYIwCrDzaZwKmUq1eLcvzZRomDbD5Z2+FHmneq2YvpQnHNpiXjxMe9yrHFyJ7mwvCipx3YvVCdNC/xALTrHmTbjURZXuHxiXNz2BoxWsL3pYw8nbzFuaAKCruxdFcYsWHADVTeO6LlnDAg1SjsMYXUNRFFoVhXn9noDKD8q2soa875xp8cB/5jF/JWZd3Xjj9dxxx62ceOL3eOWVV3j11Vd45JGHePfdd9A0jVNO+Sk33HBd0bX/hz9cxQEHHMiWW2610tYkNAeJwVlH+eEPf8KRR87go48+5FOf2oQ77rgVTdM4+uiRV/MVhHWZ5R/dgmMbTNr8W2h6fZevaTvMS2aZnHFpQ8Fsga6syZR4tOL4vkLBvdYWT+C0tYTImXbF2jLpfJoQEVTFe5Zt0eKsSPeVjCkTOLqOq+mk+wYLHM/dpBUsLaGwhuvCsm7vpt/T28eYEF6QseLF0LRGDBKZPP0pAyWqAyadunfLGR8OsTRrkMiY6Frpc3besgkVhNTTry3mi9tvwOsfrGDaxObX50qlkpx55qk4jsMBB5S2Hbnyyj8A8L3v/YB0OsUhh+yPrmtsvPEmXH31n5q+FqH5iMBZR/nsZ3fkyiv/wEknfZtoNIqqqtx6692jvsifIKxMXMfGzC4B12HFR7cycbNv1S1o12dauMDGnS04ORswSZgWVIm17U0ZKEBLxLt8d8TD2I6LaTlEQlrJ2KyVQyNc/Ls13EpvtqdkTFHgRAYElRuOkO2vIXAKxzYLrivbzkAIXCWGq7bgAu0RkyXdaRJpEzuiohgU428mREJ8aJg8/soCPjWpo3ic9pYwS7ozTJvUhmU79KdNNpzURs7w4n1UtbnFAVtb21i6tA8AXVcZMyZOb2+6xFWmKAqnnXYmp512ZlOPLax8ROCswxx88KHFbIFG6DeS3Pbe3Xx1s8MYE+1s/sIEYTVi2w6L5/cxZaMxDVfbzeeWg+vgxD6DkX4Dx0qjhWr32ErkPZEwsTWCEnZQUib9plV1fF/SIBLWijf7eNSz5GRyVpnASZoZQsqAwGkPt7EkN79kTJkFB6/YXz49EIOTzXk1b7SQJ3D0QsG/vGnhuC6uVQhIVqOgaKC00Bo2+KQryYr+HM7kGK2ailY4n+2aBgpoUZ1IeGDN49qjzO9KEglprOjPMmmMFw80eWwL78zrYeuNB+r3vPb+crbZZBxanYwzYd1l2N+M4447rv4gYdThuA43vn0Try1/izdWvLO6lyMITeed1xbzwK1v8PYrjTcuNbNdADw117OEWmb9ANlEQcy0aBqtsRBhd0D0VKK3UOTPJxrx/p3JlXf37s9miKgDwqVNbyXnZoo1aACMVCFAeXDZiEgUBrVrSBTcYn4MTqhwTMd0eG9+H52t3nyu4lmBXDWORprX3l/B9GljyLku0UFCJFb4d0dHaap1LKLz4eJ+zvrzC1xx2xssWeGJrPEdUT5ZMmBRyhoWb3zUzS2Pv4+RL63HIwg+wxY4L730Ek899VQTlyKsDTyz6AXe7/sI3YnxYd/HTZ07/fZbmMuXlZR4F4RVzYKPe1FVhece/4BlSxINvTafXUqeNrbebAsALKOv7msSpoXmgq4oXqaTOyB6KtGdyNESHTC+RwtiJ2OUvyZpZIjpAyIipsdxsMnZA+IlmyhkbQ1yURGNopoDY5KFwGbfRaUXKhpHNJVn3lhMZ8zBJQSKt91VYiiuwUGf25CWiE7WcYqiBiiKnWyFYOr5XWnaWkKMbY/w+ocrAM9NZFoDQuatj7rZYuoYpkxo5ZOljX1GwrrDiGx7Z599Nvvuuy/XX389/f3SPn5d4MO+jxmrrseG4S2Z0/NhyZPgSLD6+1n0u8v56Lxzeeq2R5sypyA0iu+eGrPxGGLxEB+8W7n7djXMbBdpewyt8Th5JxLIgtNn5gkP+hnpDjVdVMmMWYy/AYgWxEY6V/6abD5LS2hAuMQ1z102uBZOzrfghAcJnHAUZVBxu2TKRFGVoltMD6mgQExXcRxQ3RyuOiiGRwmhuAMBxDnHKbHghBUFtbB9KP0pgwmdMTaYEKerN0uucC4UFC8jC1jSk6EjHmZce5R5S9acvlbCmsWIBM5TTz3FD37wAx5++GH23HNPzjrrLN55R9wWo5ll2RVE3Q62HP8p0laKFUMCFodL8sUXcBWF3PgNWP+Ze3BrpMkKwspi2ZIkedPGDGsYikJvA60DXNcln+0iY3UCYLhtGAF+H8vTRol1I4JCn1HubvLJGBaxwQKn4C7KVhA4edckog24niIFEZKxBor4ZRJpXFUDfVBI5hALTjpjFq034FlUQiEN1XH5/DaTwc2BMkggKSFwB95DbogFR1EUoqpaZsFJpE16kgau67LlNK831oJlnoVp0pgYc+b34rouRiHoWddUcqa4qITKDFvgXHTRRYTDYQ4//HBuv/12/vrXv2LbNkcffTRHH300999/P/l89R+psPbhui7LMsuJ0s76Ua9r9Qf9zXFTJZ5/luSULYjufQC6mWXxux82ZV5BaISFH/eghVSmbz6e1s4oK5YHFzh2PoFjZ0kVBI6jtJHL1Bc4Pdk8HaEBcdEZ1uk3rarW0ZxhEx/kotI1FVWhYkfxvGsSHhSDE1a9gOPcoCJ8ZipTEmAMQCTqtW/wx5i2Z7UZhB7RyJs2uqaiOLli/A34Fhzv+u+6LjnHJTokAyqmqmUWnI+WJFAU2G+HqUyd2EpHPMz8Lk/gjGmLsGBZimdeX8z4joFjiUtbqMawBc7hhx9e8ve2227LJZdcwtNPP82ee+7Jueeey1577cX/+3//j6VLl454ocLqJ2GmMGyTSS3jiWhRWhnHez0fjXheY8ECjAUL6Nl4G9hgQ1xFZd7LbzZhxYLQGIsX9BNqj9DaEmbs+DiZpIFlBbMQWGYfAHrY64it6B3Y+b66r8s6Dm2DgobHREPYQLbKjdu07JIYHIBwSKM7mSsba2EWrTYAIV/gWAPiJZ/JlMbfAERiXvuGAq7tFAOMffSQhl1Ip1bcLK46KGB4kAXHcF1cKLHgAERVhaxTKuIWLEux3tgWOtsiKIrCtEltzOvyXFCKouC6LiFdZb1xAzn0LmBKoLFQgabm16VSKR544AHuu+8+crkc3d3d/OMf/2Dfffdl1qxZvP322808nLCKWZbx4hE27FwPgA59LEtTK0Y8b+b9uaBpGBtu5j1JTt4AbdEnI55XWLfIvv8+2Y9GZvlL9udQ/PoyY70iff09wbpGO5aX8dPZ4blWQpGxqE4K16keT2O7LibQMqjYXUchpqZSHI7juFi2SyRUKnAiIa1Y4bg41nWwyVe04CRzg97T4EabBdxIBDVvYBcsLLbllrioAFRNHSRwhlpwwkULju+GipYJnHILTm/SYFz7wDxTJ8RZ0Z8rCpgtpo5hTFupGBvbFlmplY6FtZdhC5x99tmn+O+5c+fyi1/8gi984QtcdNFFfPLJJ2y//fZceumlPP/889x7771MnjyZr3/969xxxx1NWbiw6lme9cTMmIh3Ae8It9NvjDy43FyyGKtzPOtPaPc2TNuY+LL5tV8krNXYTnOfuF3LYvEfr2bR7y7HTg7vZue6LqmkQSzuiYB4u3fT7+2u3fzSx86ncV2FaKRgXdA7UBSwzOq/kVTeBgVa1AHrSFzz/l0pk8qPNwkPcRdFwxqpTGlIQM7yLDq+qAHQFB0Flb7MgOtNzRsVXFQxtLxBsuD2ciynTOBomorjW5mc6jE4voiJKaWvr+Si6ksZdLYNrGVM4d/9FdxvPsvUuby6YOSW5OFw7713ceSRX+YrXzmU/fffkxNOOI758+eVjOnq6uLrXz+KHXbYerWscV1m2AJn0aJFPPjgg8ycOZMZM2Zw2223AXDkkUdyzz33cPPNN3PIIYcQCoXYZJNN+PnPf84NN9zA73//+6YtXli1LMusIEYbWiEVtDPaQcpKjTiTyly8mEzbOOKF3jru1E8RTvWRWT5y65Cw5pGzDH75wm956OPHmjZn8n8vY/f341o2y++4bVhzZNImruMybpxnuQlFdJSQSk/AQGPHSmMRhUIxO1f1BHutTCpfxMSG1oipUgvHzygaWtAvFtFJZUsFTrYgcAbXwQEIKWH6swOiTTGMCi6qKIrrkujz3rtjO8Uifz6qrg5xUQ2JwSEPrlvTgpN1nOL1I2tY5Ey7KGoAOlq9fw+1TvksyS3k3z2P8Hz6fhJG8HipZvH975/IySefwp133s/DDz9JNBrlmGOOwDC89T755OPMnHkkti0utNXBiFxUp556Kv/73//YcMMNOfvss3nmmWf41a9+xfTp0yuO/9SnPsWyZcsq7hPWfJZlVxBTBsqqt4XasMmXBCwOB3PJYnLtAxVKmbIRAD1z3hvRvMKayZMLnqE718ODnzzG4lRz4vP6nngMNt6MZTvsTeK5Z7D6Gu9AnUp43+P2QQGskXiYpQFr4dhWBssduDm7aiuuq9SsheOLmMEuKlVRCFHZReWnSYcrCJyhBe+yRQtOqcAJq+ESF5WSN8stOIW/E73ee3cqxOBomuJZcFwbBQd3UMVkCBX+nyfnuOhAqEKQsQ1YBYHji5gxrQNriUd1dE2hL1VuwXFdl2dXPM7Y0Hhc1eL3L91SNmZl86UvHczee+8LgKqqnHji9/jgg/d5443XANB1nXvumc322++wytcmjFDg7LPPPtxwww08/PDDHHfccbS2Vi9J/tFHH3Hccccxbty4qmOENZtlmeVE3fbi33HNq9Y6EjeVnUphJxLk2scPbGxtx9VDJBdJcPpoI2WmeWz+0+y23i5oViu3zb13xHPmly8n9+EHzJv6GcZuvz3gBa43vLaEJwh8FxVA+5gY3QEzqRwrTd4Z7KZRybsRHLu6iythWiguRIe0hNAdSFaw4GQLLqpIBReVmR/i7sl66w6rpdaZsBomnR8ISFbzFSw4IU+gJPsz5C0bnAoxOLqKbbvgFtaphIr7XP/fbr6sBk5xzQXB4wca+x3RB7uoFEWhszVCfwULzoLsJyw1FrPH+P3YeezuLMy/zzvzV+0D9PXX/63k70jhPJqmJ8i+8IU9pb/famREvaiuvvrqwGNbW1uZOXMmEydOHMkhhdWE67qsyPawsbpJcVur7gnaPiPB5PikYc1rLlkCgDpxvYGNioLbOZacWPtGHa8tewvDNon1bMUOY9p4sf9xTDtPWAvVf3EVjEULAbDXn4YyZiy2HsZYuJD4Np9paJ5UwkBRlWKfJYDW9igrFgQT8LaVxnQiJRdV242QN6sLnH4jjw5lPa9CQKZCfRe/J1R4iDUlGtYwrcoCZ6iLKqyGsawBi0jFGBzd+zyymawX/+JQOQbHcjxXFOAOfucFa47immQdvaLA8d1yOcehHY3elEFLRC9zv3W0humrEIOzJLeQqBplSmxDoloUF4eXPn6fqB7hU+t3lI1fFbz88ktMnrweO+/8udVyfKGUYVtwHn/88Zr7r7vuOmbPnl38e+LEiRx55JHsueeewz2ksBoxbJO8k6c9PGCl86ui9hvDL5VuLlmMqyi0bLBeyXZlzDjoa04RQZ/nHv+Ax+9/l3kfdDd1XiE4C5KLGB8dj+ZGmda2AS4u73bNq//CGphLl+CEwmyw0QagqOQ6J2IsbDxIPZUwUCNaidgIR3Ucy8EOUGslb6ZBLe2t5CoRstlU1dckDIsQ5Q09I6paMcg4UQgkHioCIiHNs7QMoj/jW3CGxOCoYSw/hTtvo1VyURWK/rmm6RXaq2TB0VTvvBQtOAMCZ6gFZ2iKOJS3a+hLGiXxNz6d8Qj9FVxUy42lTIhMRlEUxoUnois6kc4Ub37U3OtGUAzD4JprfsdFF11KKDR8wS40j2ELnH333bfm/rfffpuzzjqLK664YriHENYgUnnvYtkZHTC36mqIEBGWp/uGPa+5ZDFW2xja2+OlOzrGoicaj6OoRs/yNG/8dyEffdjNQ3e+SS4rRShXBwuSi4k5Y9lwUivjwhNRUHlr6cgyYMylS8i1jyNUuOnb4yeRnj88F5UaLhUO4UK9mWyNLB4fO59G0VpKtilaDMOs7uJKGXnCFTqWR3WVdAWB48ephPShLiody3ZxBtWV6c+lUVDRlVJDfUgNk3e997OiL4tmmbiRoQLHs8C4lsWHC/txnQpZVLpnwSlWLB7kovL/rbj5QpG/8ltNRFFQGMiy6k2ZdLaWC5yO1jD9aaMsmWGZsZSJEe/BSFVUJkQmszS3GDNv4zSphUwjnHbaj5gx4wgOPvjQVX5soTLDFjj1MmeuuOIK/vnPf3LvvSP3sQurn1S+UE20pb1ke0xtpSs1/CcmY8kSjI7xxR43Pm7nWEKpvqb1unr3jSWEIjobfHZ9XBfefrP58T2W0YszwoDrNYVUxqQnUV44biQ4rsPC5BKi9hiiYR1d1RkXHs+CVONduweTW7QYs2MghisyZSp211Jcq3r9mUr09+cIDS2g5wucTG1B7LoOuFlCodI4RFWL4VjV6+ik8jYRrfwyHA/pFQv9JdImuqaU/V4i4fKGmwkjQ1gNl7m/wsqABaerN4Ni5atacHp6UrTFQ9iWgzbEaqRqCrbtoBQsOKUuqgELjtdos1zEee0alPoWnNYIlu2Syg68t7SVIm2nmBiZXNw2ObI+XcZixrVH+bjBJqkj5fzzzyMWi3Hmmeeu0uMKtRm2wBn6o6nExhtvTF9f33APIaxBpApPoa2hUktLq95KT7Zv2PNaPd0YrZ3lOzrHoVr5Ydc0GYxtObz31lJiE1rYaGon7eNbeOv1kd1Uy4+RYcmcP7Psw396N7u1mP6UwRl/ep7rZ7/b1HmXpbsxbIOYM7a4bUJkMv12Yw0tB+O6LubSJagTBmLAQhtMQXFszKVLGporlciVBBgDRcGTqWPBcawsChAKDxU4URS3ulDMWTaxCgInpqnkK4j7RMYsi7+BQR3FcwNCLJvPlcXfgGfBcZQ8iYzJ8p4MimMXY24GBnl/j42pbDA2Dm6FGBzfgkO5BccdFINjOg6RChYcgIiiYroupmWTMSw6WsNlYzoL2/rTAw8PywzvAWXCIIEzKbo+SauftnaHOfOaZ/2tx5VXXs6iRQu5+OLLAHj99Vd5/fVXV9nxheoEDjL+73//y4svvliy7Zprrqn6hG0YBv/73//YYIMNRrZCYY3Ad1HFtNIYg9ZQOyuM4d+grL5ezElblO/o9G6C+RXL0dvby/c3wIJPeshlLeLjWlBVhckbjeG9lxeRy+aJxprjK08sfQZwMNOL6F/yFJ3r792UeVc1ruvylwffJWvYzJ3fy5sfdbPNp5qT+fhJr+c2GhseSDSYGJnMnORbWI6Frjae82AnEpDNEFl/0HVmgue2MBYtJDJlarB5bAcja7Fe+5CMo0gwgWNb3u9D0WIMviK6ahSN6q81XSpacMKqgoX3eQx+mExlrKK1ZjDRwrZEOs/EMf7cZlkGFXgCx1UsFi9PYxeyfdCGnPuC4JkyJoJpu4Uh5TE4rkuxUrNb4grz/u24eSwgVOWBOKQqmK5LumCdaY2W/x474oVaOEmDKRM8AbnMWEJEjdKuDwQTT46sD8CK/FJy5qrJ1r3xxuu5445bufzyq4qp4f/618NMm7Yh2267fd3X33vvXfzjH3/FcRySyQRTp27Ieeedz7RpG5LJZPjrX//CQw89gKZpJBIJdt99D372s7OJx+N15xYaEDgvvvhiWdbUVVddVfM1oVCIiy++eHgrE9YoUvk0OuFikT+f9lAbCzLDa7jpGAZOJoPdUiGNcox3gcou7SL2qU3K9zfA8qUpIlGdaJv3JDh+SgfvvbyI9+Ys4zPbj1yAW2Y/yRUv06dsRzymkFj2PB2T90AZxg17dfP6h928+VEPX9p5Ki+808U//jWX33xvt6bM/UnfQqJqCxuPG3AnTYhMwsVhcXop09qmNDynb6UJTRoUpB5rIR9rw1wc3EqXTpbXwAHvJq5oCon+2q5Hv02Dq5bG4KBE0TDKhIqPhUukwvawooICpuMS0Qb2ZwyraK0ZjC96uhM5NsW76ecdg4hebsEJq2Es8ixcnsL2GyIPteD4f1t57ELwsl7BggPg+hlZJTE4Ki46+ULF6nAFF5X3PhVMxyVdWEc8Vv6bCekqsbBGclDc3HKji4mFAGOfVr0dXdHpz/cS0yaQzJi0tZRbhJpFKpXkzDNPxXEcDjqoNCb1yiv/AMArr7zMr371CxYsmM+yZV3MmHEQe+75RX7yk9MBr1Dg3/9+K3vvvS+O43DKKd/jmGOO4Mkn/8Mbb7zOVVddwWOP/Zv119+A/v4+Djlkf3p6urnqqj9WXNP8+fN46KEHOOmkH6y09702EfgKvO+++xatMa7rcs4553DhhRdWHKsoCh0dHWy11VZMmjS89GFhzSJlptEpfxps1dvIuRkc10FVGvN4Wv1e+m1ozJjyndEYdjhKcvFSxpbvbYjurhR6PMzUiZ6QisRChGM673/Q3RSBk0t+hOvadNvTmde3nG3bbczsUiLxxm/Yq5t3Pu6hJarzmU3GY9kuj7+ykLxlE6rgFmmUeX0LaWWgYjXAuPAEABYmuoYncApZeIwtfWLPx9sxe4LHhvkxNpEKFj09otPfX7sflW/BcZWhWVRRFMXFdQwUrfz3YwHhCu4bP/A4a5XG6OQtu6zIHwxkVQ2u+Gth0lrJRaWEsVyTnGnj5gviRB9yK9A0XBSwLOxCfZ3yGJyCwHF8C9WQOZQQpmuXvJ/y96mScWzSOe8Y8QoWHICWaIhMblB8kdXH+tFS65yiKLTpHSSsfjYdH+etj7rZdev1hk7VNFpb21i6tK/mmM9+dkfuuefBqvsrFQrcf/+9eOON12htbeXEE7/H+gXrZEdHJ8cc83UuueQC/t//uwZNK/8eLFgwnz//+Q8icAoEFjjTp08vqVB89tlnl3UUF0YvyXyKUAWB06K34uKQzmdoC1cv9FgJv9psy/jxFfc7HWPJLh15LZwVy1IobWFikYGve2tnjGRfsCaK9TAzS8jZ7aw3YSzZ1jhORsNIL2y6wPn3kl6W50w2a2/hM+NWTvGwDxb1FyvJrj8+juvCvK4Um24w8roiy1IraKH0sw6rEUJEWNC7HIahNfNdXZitYwgNcbE4re3kuoMLHD+rLhSpYEGI6CST9S04jqsW67/4uAWB4VhZ1CECx3ZdHKWy+8a3eGRth85B2/OWQ0u8fI16QWwMjlPJuwZhtfx7ElbDWK6FYVnoZhULjqJ4osfKF9sxVIrB8d5cHhet2KKi+N6VcNGCE6ry8BNSFUzbc1GpqlJ0tQ0lHtVJF+KLXNclaSVo08u/k+2hDhL5flpjId5buOpbNzRKrUKBO+20C1tvvU3J/mg0gmVZOI5TUeAIpay0OjjC6CJppIkMeToFiBZ8/Jl8sIaEgykKnAmVbTRK51isnpHVrDFyeZL9OdQhT+bxjihmhdoawyGTXEzW9SwIsWiEjDUWM72oKXP7JEyLfy1cwfv9GW75aCk9ueanuZt5m/ldSaZO9Pz7EzpjqKrStIDNFdlewrSUbW/T21maHN7nbPT2YlVwcartneR7g6/bKAgcvVJ8S0uITJ3vip1PeW0aym7y3u/DscvFtFHIkqpk3YgUBEFqSKp43nIqWnD0ghsrmR74XlhuvmqQMUDKyBJVCxFDQy044AUa56sLHLVwTNfJl7qnfJQQZiFGs5aLKu+4pHN54lG9avJKS1QvWnAMJ4fpGLSFymPz2vVOElYfQFll57WBeoUC//vflzjwwEOkzk5Ahi1wggYPH3fcccM9hLAG0W8kiarlAifiC5waqbDVsHp7cUJhlGj5vABqWztuemRZVCu6vPT2ULz0gtDaGcU2bEyjsVTiobiug5XroqV1/eK2lD2eXHrhiOYdyssr+lGAzTKgK/Baz8izy4YyryuJ48JmG3QCoKkK49ojzJ0/coGTtXJk8zmiSrmVrz3cTl+Njts1513RA23lN7rQmDG4ib7A8+SyFqhK2U0cPIFj5Gp/T0wzheWWWzj9Dtt2hd9HthDbEqlw8/cFQe+Q4Oa87ZQV+QPPPRPSVdKD1mlhFsXMYEIFK1Mk4tLq/ywqCRw9VBKDU6mSMeBZcJTy17tKiHyhLk+1IOOwUggyzllV3VPgua7895a0vBTw9koWHN2z4LiuS0tEZ1mTrLSrgnqFAt9//z2efvoJzjvv/NWwurWTlR4F+d///ndlH0JYBaTMNBO08jYbUW34Asfu68OKtVX9EiqtbWjZkZmZVyxLoWoKEyeW3ljjnZ6o6lmRZvII3C/53ApUxYbQQKxZOL4BTv5d7HwKLdSY264Sjuvy0rJ+OvPw6Q06+XjxCl7rTvDF9cYEKtcQlA8XJdBUhUljB6ws64+L8+HikdcU6c31ATAuVh5v1aZ30J0dXjXjfF8f4U3L4yy0zk5UI4djGKhDi9hVIJfNo1YQNwCRaAi7QtG9wZhmDkeJlD0x+h22KwmcjFXdfeNbdXoypa4xq4oFByCkqeQL1hbHdbGxCKnlN8pwQfSsPzHCmGVVXFSFbUoNF5V/vlwnD5VabSghTLf0/ZStWVXIuy7prGfBqYZnwfHWmrQ8MVzZRdVJ3jXJOVmmTmzlqVcXceRem5C3HNI5i7aWUNGdt6ZRq1BgKpXke987gWuu+TNTp04r2TdjxkHFf/f39xeDmX323ntffvjDn668ha/BBBY4F1xwAQsWLOD3v/89qqqyzz77rMx1CWsYGStNvKU8NbFowckPw4LT30e+pbXql9CNt6FlU7iOg1KljkY9urtShOJhJnSWWola2r2b3tLFyREJHDPjZfE4+oTitmh8A+gHI7OIlo4KKfANMi+VI5G32W+cZ6mYrGi8k8uzKG0wpbWC1WCYfLion454uKSI3IaT23j9w276UkbFKrNB6SkInPXay92RrXo7Wbd6O4NaKOkkakdn+Y42b5vV10c4QKJDNmNWFTjhqI6Td3Act6zAno+Vz6JUsJZACNdVyOXSDJW6iYJFopL7RlUUNKB3SMVtz4JTJZ5FV7EKbq9E2sTFLst6hAEXlaNYqIUU78oWHN0LMrYcFFUpBhX7+BYcxc2XtGnwcQljut5NRq0RZOwCqZzFpDGVLbngWXCypo3tuCTz/ahotGjl16P2kPdbTlr9TIy0sMH4Fm594gMUBVpjYbr7sxy73+ZrnMipVSgwl8vxzW8eyw9+8EP23nu/sv2Dg5ife+4ZfvjDk2sGNq9LBBY499xzD6lUip6eHsaPH8+iRcFiDJr5hCmsHizHwnTNkj5UProSQkEdtovKjLVR9bIWb0NxXZx0Gq1teEG1fT1ZtKg+YE4voGkq4XiIRYv62W6n4QcD59KLydltpcGlahu2G8LKdUMTev4tSGZRXJgU8Z6St53QztzuXj5IZJoqcOZ1JRk3JE16vYI1Z35XckQCx7fgjG/phCGls9r0diwMclaOqB78/TiGgZY3cFor1EkquK2svt5AAieVMtGqBLj6xf5y2Twt8cppx7ZloKgVrHWKgk2EXK5cwCUKFolKaeLg9aNKGgMCx3VdLNutbsHRByw4PYmcZ8GpEBvjW3DyjglWbQsOVh4r75T9fmDAgoNrDfSeGowSwkQhVOPhxHddeTE41X/jLX7BxZxFwkrQFmqveG/xrTqJfD8TI+sxrj1GazRcTKOfPCbG4y8v4IBdNmRZb4abH3ufWV/ZBm2YD1DNwC8U+PvfXwtQLBK47bbbY1kWJ574TQ477HCOOOJIAO6772722GMvOjsrZJ8KJQQWONdccw3d3d2MH5TxMmfOnLqvG5x5Jayd+EX+2sLlT0yKoqATIV2jY3I1rL4+8uNr1LiJezcMK5kYtsBJ9udQxlS+abZ2ROlZPjIXWDrZhaWOLXVNKAqGE8cy+0Y0t88HvWnaFKX4FBzSNWIOLMk2ry2E47j0Jg02m1KqyNpawigKLO8bWduG3lwfUSWOrurYdqnCadM9MdJr9LNeAwLHLzNQKQaHNu99+IHs9chkTEJVBM7gflTVBI7jGKihcVQKa3WUCKZR/j1LFMRLzfiUQb2lMkblRps+IV0lX7DgdPWmcXHK+lB5xysIHNcEv51FRYHjZVE5dnkfKgCtWJ+nigVHCWG6alX3FHjWK9d1yWTrxeAUBI6RJ2n1V4y/AYiqMUJKmIQ1ENM1uDBiPBaiJ2lwzzMf4bqw9cZjmd+VYuP1RlZMdLjUKhS4zTbbMmvWScTjcbbddjtee+0VAG677Wa22+6zInACEFjg7LzzziV/77TTToFeF3ScsObit2lo0cszYADCSoREhQt4LVzXxerrw924xoUl7okaO5GA9RvPIbYsm0zapGP9yuIo3h4l8cnIAmjzZh96eOOyG5vhtGIZfSOa22dJxmC9SOmNNebAknTzBE5fysB23JL4GwBVVWiJ6CwfYbBmT66PWCULB4METq6P9eLB62bZvsCJV/h8I1HsUBgrYCZVLpsnUqEPEgzuR1U9k0pxTRQtUlHgoETJV8gyTBoWOtWt3GFVIT9oxu6E93mHq7moNE/guK5Ld8o7nl4jBsd0Bguc6llUju2iaOVrVFQFRQHFtXAr2WELAidUxa0HnohzLQfHdevE4HjvI5OzSNr9jA9X/p4oilJIFe+rOtfUQfF4lu3wwcL+1SJw6hUKfPzxf3HXXbcDcNddd5Tsv/DC366yda7NDDvI+O9//3tTxwlrLgNtGqoLnGSDAsfJZHDzZuX4CZ9W78ZlJYaXYZMq3BDGjau87mg8jGVYVavM1sN1XXQ3hRXqKLuxWUobpjHyGj6m7ZB2XSaES29UY3Sd9408pu0QbkI8gS9gxrWXW1BiEZ0VdQrd1aM310ekLArFI663AQrL0j1s1UCFfau/z/tHJQsOYLW0kVnRHahQpJGz6JhYeX2hsO+iqh5orJLHUSpbdxQthl0hRi2Vt2tbNxSVFHbx715f4FQpuhjSVUzLIZE2MW1PjFWy4GiKjoIyxEVV4VaghaBQc6VS7JGieHE5ClbFNHFXCZF3taop4uBZrxyjUOSvRtsUX/ykc3mSJNi4ZbOqYwenitdD11SyI8ykHC5BCgUuW9ZYgP/nP/8F/ve/t0awqtFF07OoUqkUL774IrFYjF122WVUFSN69913ueCCC3Ach0wmw+GHH843v/nN1b2slU5dgaNGSTboovJvTuFKVYyLE0dwNB0rMbwsnmS/51aZML5y35ZoSwhcr89QfBjxJY6VRlUc3ArF1FS9A9t8b9jiyWdJxgAFxg25Aa0Xi/BezqIrazK1CXE4fjptRwUXTFtLiKU9IxM43dk+OvTKfaFURSWqxOlKNVYLJ9/Xh6NqEK38vXRbO8itCFbszzLtqn3JtILFJJutbMFxXbe2wFGjKG75OrJ5u2IVYx+vH9WAi6q/UKU4VCUYOqSrKAp09WYxnUJdnwrCQ1EUQmq4KHBcTYNKhfhCIchmcGy3LMDYR9M9gVMpTRwljIFWV8TZpifiarmodE0lHFJJ5HJkwxnaQtWD2+J6K0tzNdp0GDmUR+6GxQtwP70d5pQdqvZUFNZuhv3oN2fOHI477jiOO+44li3znlQXL17MgQceyKxZszjhhBP42te+RibTeGzGmsiyZcv41re+xVFHHcVNN93E9ddfz7XXXsttt922upcWmLxl01+naWAlMvksCkrRdz+UmB5tOIvKTnlBl7HOGlG4ioIdjZPr6Wtobh9f4ESrxE34231LT6P4MTZOBYETjY1Bwcaxhpcd5LMok0NxoWPIU/v6rRFwYWmT4nCW9+WIhrWK2SVjWiN092eHfRNwXZe+XD+d0c6qY+JqGysyjbkLMyu6sVtay4rrFWnrCOSism0H13YrVjEGTxAomkKqWrE/1/aEbpXfh1voRzWUnONUrIHjE1G8hps+fYXfbi2B47qwtCdD3hc4VfqhhZUwph+DUyn+BopBxo7tFIv6DUXVVBTFAqpZcPSqMUbg1XRyiwKn9vN2PBoiYXoPO75bsxItWpysXcOi/Mrz8Ob/IN6K8sy/aM+n6U6MLMZMWDMZtsB58MEHefPNN9l+++2LnU0vvvhili9fzk477cTMmTP56KOPuOmmm5q22NXJ3//+d+LxOIcddhgA48aN46tf/SpXX331WqP+Zz8/j3Ove7Gkp0sQcnYOnXD1KqN6jGyDWVR20itUp9cJHnZaWjF6+xqa2yfRl0UNa1VTeyOF4n++EGoUsxBjU9GCE+oEGHGg8Ue9GeIoaEPOfUhViVGw8DSB5X3ZklYWgxnfGcXIOyVF5BohY2XJu3kmxKtb61r1NvqMxlyRuZ5enHj1G53a0Rmo2J9fxK9akDF4fZjS6crVox278BlUETgoIVTKX2vhek01qxBSFGy8mjYAqUK/rGopziFNxbYdUtk8Vg0LDlBiwanonoKBIGPHRa1iadJ01asDVcmCg45BmLBS/fqoKAqYnoCqlh3mE4/qpPPeA0OlFHGfFi1Oxk5Xvi7bNspL/4atP4t79AkQibHBu88xd15fzWMLayfDFjjPPfcc559/Pj/5yU+Ix+P09PTwxBNPsOWWW/K3v/2Nn//851xwwQXMnj27meutiWEYXHHFFWy99daceeaZgcZfffXVHHDAAWyzzTbsvvvunH766SxYsKBs7LPPPstnPvOZkm3bbbcdXV1dzJ07t2nvYWXy4eIEqWyeh1+a39DrslYOjepdeVv0FgynsRutnU55xvcqVYx93HgrZv/wYnC6uzOEavj19ZCGoin09gzPyphOdmO7IVDK3VuuVkhTHmGg8dJ0jjGhyjegmK00TeAs7U7TXqXz8qROzwU03EBjX7hMbK0eDdMajpNusN2H2duHUilFvIDe3o4SoFCk34dKryLwwHNT+Q05h+IUvvvVLThhVKWSwKnewgC8NHFbGRA2vsAMVbGm+FlUecvBdr2xlWJwwBM4pmOi1LLgDAoyrm7BUVCUamniOiahmgIHQLFcQnXEDXiBxmmrtrscPIHj4pJzKnxf330dJdGH+7m9IBzB/fw+6G++TN/y4H3LhLWHYQuchQsXstdeexX/fvrpp7Esi2OOOaa47fOf/3zgejkj5YUXXuCwww7j5ptvJp+v36fHK570Ta6//np+/OMf89JLL3Hdddfx3nvvcfjhh5elwM+bN48JEyaUbJs40avsW0kQrWm4rsv8riTxqM6j/11AogFXVc4y0CqYoH0iWpS825gVxEmlsCMxqFN/Qm1t97KohkFPd4Z4lcwYKKS4R3W6hylwsplebKWKi0QJY7nhEVtw0rZDZ7iKm8Fx6THqf9eDsLwvx9gq52pMoSjicAWOn4XXGq5urWvVW8m5jX0OTqIfraOGizMWR7XyOPna33Wj2Giz+k02FNbIVun/5dq1BQ5KCA2rzKLgWXDqBOAqsLjbO39+jRu9qotKI2859KcM9FChRUKFLCrwhI/tWp4FR6si7LQQ2FbBRVX5mKpW3YLjEEzgYDnoVTLDBtMS0ck5GVTUim1jiuN0z7qTqeCmUt59HXfKRjCp0Fply21RXIfw4k/qHl9Y+xi2wLFtu8Rs+a9//QtN09hvv4FKi5qmYVkrP0L9gQceYNasWRx33HGcccYZgV5z1VVX8eqrr3Laaadx4IEHEovFmD59OldddRWZTIbTTjsN2x7IYMhms4TDpRcw/++1Ic6oL2WSzOT5yp6bYORt5jTQXyiTzxKiulCIqlEs8tiOXXXMUOxUCjtS/SnMR2tvh9Tw+i5lUyZtHbWDh6MtYfp7h3fjzht9Fd1TPobdOiKBYzkuBtBaJVA/rmok8zZ5Z2RNBXOmRcawmDi28k0jGtYJ6erwBU7BrRCvUmYAvCdy08015O5VMymUthoCp8U7np2qbcXxs6NquahCYb1qPyrLd89WteCEUBQX1y19vUX1GjgAemHf/EKtpnzhehSq5qIqFPqzHbcocKq5qHRFx3ItLwanSuNG17fgONUtOJquoKk2boV8FRsNB42wUvu64FoOWgALTiyikydLTGupGbjvu68y1pDP3XVhwUew0aAMrI4xuGPG0bpsXsOue2HNZ9gCZ+rUqTz//POAZ8F45pln2HHHHRk7dsAMPWfOHCYFqCI6UqZMmcLs2bOZOXNmoIyVbDbLTTfdRCgUYsaMGSX7pk2bxq677sr777/P008/Xdwei8UwzdInQf/vlpb6N+rVzbwuTyTM70oS1lV6k8FdGykzW6ydUQm/XUPWCm7FsVNJrEht9xR4/ajUbKrhOCfbcrBNm1iVAGOfltZw3U7R1Q+SRK3Q0djHpBUzN3zTd7+ZBwVaq9zQxhWyTvrr9Emqx4pCDFKlFHGfloheHNcoyXwaBZVwhc7WPjGtBRcncCyX6zhouTTEq8diEPP2Oanagd5FF1UVSxlAOKKTr3KeszlvzdUtON521y79njlQs0aML35Spre+vOWgqUrVa5xeqIMztj1COOwLnMrvSSsKnHyNIGOvVYNjV04TBwjphd9lBSFl4omW0NDS1UNw8g5qqP51OxrWsNRcTfcUQKwgcMoCjXtXoKRTuFM3Lt2+4aZ0LJ/P3Pm9pLJ5PlmSKMY9CWs3wxY4M2bM4Gc/+xk//OEP+frXv45t2yXuqQ8//JALL7yQrbbaqikLrcV2223XkJB64YUXyGQyTJ8+vRggPZgddtgBgCeeeKK4bdq0aSxfvrxknJ89NnVq5fTXNYl5SxOEdJVPrddOPBZqSOCkzSxhrfrNKVJsuBnckmWlUtjh+gKHeBuqbeEajd1cU4X3F6krcCKYVWIr6hFSUrhqdYHjKnHyxvC7fvcUXCLVLDiT4t5n0jtCN1Vf4Vy1VYnBAYhFtGFnmqTNNGGiNR8+/JtWMh+snpKTy6G4blHEVJ7U22en6wscRVOq3sTBs+44+cqWsmy28L2vYcEBsO2B35zrutgEs+CYjhc4DNUDjAHChSyqTdbvQC0Ij0q9qMDLrrKdggWnapCxn0VVPU1cD/sCp3wO0/W2RZTaAtzJOygBXFSxsIarGUUBU42wGkZXQqSHCpwFH+OiwJSNSja7G26CvmIpC+d1cfMjc3hvQR+3P/lB3fUIaz7DroNz7LHH8sYbb/Dgg15Tr6OOOooDDzwQgMcee4xZs2YBcNJJJzVhmc3Fj6+ZMqVyDyJfsAyOw9l999156KGHSsa9/vrrTJw4kS22aKyhoqrWvpg2it8nplK/GJ+PlyQZ0xphwpgY4ZBKb8qo6ssfSs7KMUbvGFSavZSWkCdUDDf4nFYyidvSXnVOH9fPssqk0FtrX9gGYxTEQSwernmMlrYwjuXgOm6Ji6LeOXWsHJqSx9Grvwc93IZrfxT4nAxlSSoHLrSHtIrNCsfGQtAH/ZY97GMAJAs3z/Z4qOp7iYQ0kpn8sI6TMNOEFe874t0oy4VCPOQJnKydCXQMx/CsJmo8XrHKLoDrf1+y6ZpzptMmWkir+T0JRTQc26k4j2Fm0VHQNL1iPJbiFCoH53O0tHqvz9sOKBBW1arHDevedsuFFf1ZQrpKSB8Y74sO/5xGwt7fjuviYKEroerxOmqIFBaK7YAequiCcsNhr06O47VqqLTOUMEVpmjlvzNL0QCbiOrWPLd23iFcZf7BtER10E0iyrj6Y/U4OSdTMs5d8DFMnIwaL7UAuRt7Livnkw/Z+kt7oeDSlzJBqS0ohfoEuTetTIYtcEKhEJdddhm//OUvURSlxBKy++678/jjjwMwefLkka+yyaxYsQKAjioBiu3t7SXjAI477jhuv/12HnjgAQ455BB6enq4/fbbOeWUUxou5DZ2bHylNCFtb69uEVmwLMVG67fT0dFCPBYmkckzZkwwwWA4Bh1trbS1VZ7fiXQCoEbcwHM66TThaVOqzuljjxtDGmhRHdoCzg2wdIGXuTNuQivhGgXEjAle9VoVpeLaq53TXLqQzdE6FjVWeUzYGoPSa9DREUGtUo+kFl3vLqZFU+lor26SjyxVyCkEPu+VMB0vfmNMZ/U52lojLFqWGtZxEvkU8ZB3nuMtlS2BatQrYeyGrUDHSHUv9eYbNwatynfIjUdIoBBxa3/XTdMmFNFrfhfjbVEcy6k4j+uaoERoq/I5uWYb+T5QVLv4+mTB3dUWj9DWWvm4lqnDij70iE5Xv0FLzGsaOXSd/jltb/MsbOFoGM3yREy19xTrjdKdt9FxIRqhpcI4s62FHOA6EItVnivW4t24WuJx1CEZkd1uFEjTEVNrnlvL8iw49a4FYzpNlB6DllD1a5FPW7iNvJorGZda9AnaplsQG/rathjJzjF8OpwiWrBiTluvneUJk60+1UBpbaEqte5NK5MRVzJubS0vbx6NRtlgA6930OLFi1l//fVHepimks16T3+hKsF1fvCwPw68jKkbbriBCy64gJtuuol0Os2JJ57I0Ucf3fDxe3rSTbfgtLfHSCSy2Hb507HruvSlDMa2Rkgms+gqLO/J0NsbzB2Qsw10VyeZrBwfkS/EEC7r7aE3GmzOfCKJE4lVnXNg7Z5VpW9pN9b49QLNDbBkSQIUyJl5jHx1E7lVCNBduqQfLTzwlFHvnGaTnrsyk9Nwq8SNqHaEENC9fBl6uPG24ov6M7Tpas1zFHZcFvcH/ywrsWR5kkio9nFiYY3+lEF3d6rh7+6KZH/RBZXOGDgVzqfXU1JhSc8KeuP130tyiXf+066GUmPddjhKclkPkRrnJ5HIoWpKzfdvO14xwO7uZFlNmEw6Tbsaqv562yECLF/RS0eHt47lhfR+K5cn6VZ+nVkIKlZUeOuD5ZimjapQPI6qqcRbIsVzahW+5319GdL5DLpS/TfrWmBaJlbOhpbWiuP8mGjbsrFsp/IY14srymQd3CHFPhOF4G0nlyGpVFmH65I3bRyt9vcPwLVtlJCJa9Y41wUixOjPJorjXMOAZUtxdtsbq9L7GD8Jc8kionjf0baIxivvLmW9Ko16hWDUu44Ol6APWk1v1TCUffbZh3fffXdlH6YhYoUn7mrp5H7wcGzIk/lWW23FP//5zxEf33FcHKf5QWy27WBZ5V+idC6P63qFsmzbJaxr9KYMDNNCq5OmDWC5JiE1UtYF2kdzQygoJI1MxeMPxbVtyGXRW9uqzlkkHEPFE0RB5vZZsSKNFtbw9Ev1Y2iFwNJkwqg4f7Vzaua82BrLjUKV9+AQI+SPrZFtVY2M7TApEq55jkK2F6vTyLkZSndfjmi4vMv3YDpawjiuF6/TXieuaSgpM834Nq/EgmM7VY6jECJCdzoR6L1ke7zSAU44VvX8A9iRGLm+/ppz5nIWWkir+f79btqZdL6spYNjG7hajc/JKfRRygz8PnoLbRdUl6qvUwpLjkY0PurNFitND4x3Csf3zqnvxsyZNqZjoSnVP1PV1bFcGzfvpYk7lcapGirgWJ47rdJcmuatwXY03CH7DbvgSnOsquvIFSxZrq54lpwalm1VdVF0C8Wqfi3yiWktLMstHRi3vMt7L+MmVfy+KOMno8z1ejg5toPrQtawRvS7Egaodh1d2YxI4JimyXPPPccnn3xCJpNZayr6jh8/HoD+KgXkEoW6K0Pr3qyt+IXCWgqFzMa2R3Fd6E+ZjK2ROQOQdywc7JoZMIqioBMmEzADxs6kUXDR2yo3NywhHMFVFOxMYxaK/r4c4RqF23z0kAoKZBtsYZHJJHBdpWKRvyJqIU05YODsUHKKS1udXm5RFHqr1GcJSk8yV7dMvp9h1Z82GxY4hpMhrtd/4oooMfqywYKys/0JXEWFcO0yAE60BaO/9px5w6objK4X0phNwyoTOAr56lWMoZhhZAwKlE/m/EJ89YOMVU1lfEeUvpRZMybEb+GQtxwsJV81RRy8IGPLzdcJMvbeU81KxgWBUymLykJBw0JVLKolimeNgpUqpGJT+4bkap4oVOz6feP8asZFVhQa346bWHnuCZNRXngad1DNJMt2sWxH4nDWYoYtcN5//31OPPFEurq6agqblRFrMlK23HJLwCtWWAm/cF+jwcNrKsmCwPFL8a8/3rvx9iSNugInV0j9jtQQOAAa4eLYevhpu0o8gMBRFOxwDKtOLZOhJFNG0Z9ee3oFNaTR32CGUDaTwCZWvQ8S4BYCa+1h9KMybQerRoq4T3tIY7FlYTkOegBrXCX6UiYbVGlI6tNZKALYnzaYWqUreCUc18GkfmovQFRtoT9g1pnRn8SJxupfX2It5JN1BE7epq1GDRwAvbC/Ui0cFbOOwNFw0bCsgSyqRM5vpVDDYqEoaHj1cj6/9Xrc8+zHVftQwUB9nLzlYOl5QjXivjRFx3ICpIlDzTo4uuYJlEp1cCxXIYQNbvU6OLlCHyo1pGK5bs3zYVJ4gMoHEzjZQrsGRVFQVnThtnVApMr1bvwkwMVZ1gXt3gPw2PYI87qSbLJ+4+5lYc1g2ALnwgsvJJlMcswxx7DJJpvQ0lJefMl1Xc4555wRL7LZ7LLLLrS0tDB37lwymUxZHZtXXnkFgL333nt1LK/p9Ke9C6tvwZnY6d14g6SK5woX5VoWHACdMGkzmEjwG23WTPEdPD4SxUw2JhLMrEXbhGDzhyI6/Q3WeMnmkmg1qqkCoGhYTnhYFpz+Qu2TljqiZVw0DDmLftPy/j0MUtk8nXW6qfsWnv4GawZlrRwubiCBE9NaSJjBPmcjmcSNtlDv8UlpiWOlahe1tC2HUI0aODBgwakscPK4Sh0XpBICd8DSljLqCxx/v+W6qKqCZTtEahTE88WPZTtYmoVWy4LjVzK2a6eJOyi4LtUrGasFgePqZZ+F5broWChV7TcDLipV9wROLXKOl45v56u/L58WLY6Dg+HkiGoxWNEF4ytbb4CCwAGna0lR4EzsjPHRooQInLWYYQuc1157jf/3//4fe+65Z81xZ5999nAPsdKIxWLMnDmTa6+9lrvvvpuZM2cW9y1YsIDnn3+ezTbbrO57W1tY0u1dGHwLTiSkoakKvQGsFlnbe2qqVegPvN422XyDAqclmABxI/WfwsuOYVqE67hdfMJRnXSysRu3nc+g16jM65N3o1j5xi04KzKFOLA6Amd8LAy5DH3DFDhm3iZvOXTUc9FoXopyIy0+AFJ5v3dQ/SyK1lCcJbm+QPNayRR6rP75V+OtOF2VLbU+juWg1anD4ltwchXcgRr56kX+CrhKuKThZsooVE+uI3BCBYEDnnCp5UoscVHpeUJVauCAJ3AcHC8NvEY3cVfx3nfVSsaqjeuC4ygM9aZarluw4FQP8vctOEqovsDxKxNbRn2B49fKydhpT+B0L4MNN63+gmgM2jqwly6GzbYBvO981pDqxmszw3Yu6rrOzjvvXHfc0J5OawqzZs1i++2357LLLuORRx4hl8sxZ84cTjnlFKLRKJdeeilanfiHtYWeRI5ISC1mvyiKQiyi09NEC05ICZG16s8HgwqvBbhBARCNka9TjXYwrutimzbhWDCBE4mFyGYbu3ErbgYlgFXCUVrIZRvvpdWV9MRiPYHTUniyTuWDt8kYjC9Y6sXggCeM+xsVOGb95og+raE4WSeYtcvOpFECCGSttRUlW7sApWM5RQtN1XkK+1MVLFiqUicGB0AJobgDr00Xbuz1rjC6opAv3PjzVuU6PMU1qgqKAqblYLkWepU+VN68hc+7TrNNxxc4Vb6Hiupg22rFyr9510VXbKhjwVEUULSB91mNrJ1BsUPUaS0GDAjqnJ0Dx4bu5bjj6xSDnTDZs+AMfg9NzPwRVj3DFjg777wz77//ft1x99xzz3AP0RBbbLEFW2yxBWeddRYAd999d3HbXXfdVTY+Go3y17/+lW9/+9tcfvnl7LTTTnz7299m00035Z577mH69OmrZN2rgr60SXSICT4a1ugJYMHx42rCtYJp8Wpu5IIKnGQKOxwFNaCAjLVgpYO7eUzDApea9W9Kpo+HMLONPanpZHHV+jdtV20hH9DtMpjlaQOV+k/4uqKgupCskQpfC1+wxGt0XfeJhFT6Uo11L/f7UAUROC16PHA/KiWbQQkgkJWWOKqRrTqnbTvgUrfZo6oqKJpCqoLA0zADWHBCqAx8RnnHQVeqt13w0UssOG7VPlTgPbiENJW8ZWO5+aptGmBQhWMrX9NFZdex4Kiqg+OqZRlUMGDBUepYcKJhHWXQ+6xGxs6gOpGi1acWfvsYw8lCbw+KY9d2UQFMmFQmcDRVkR5VazHDdlGdeeaZnHvuuZx++ul8+tOfrjrurLPOKuv3tDKYO3duw6+JRCLMmjWrWHV5tJLMmF4V0EGEdbVY/r0Wfn+pehaciBohY1XOShuKnUpihWM1+pOXorbEcXq6Ao6GTOEmFNRFFYmGsANcNAejKzlsJcANVotjW433o+rJ5Impat0boKIohNzhW3D6UsEtOOGQ1rCLqj/nCZxoABfVQD+qXLE6djVUIxvMAhhrQXEdnGwGrYLFJ+9bUvT6YlvTVTKZyhYcu54Fh5Bn6SngNdqse8hSC06AjJ6QrmLZLnnHqptFhevWtuDo+oAFp1oMjuLi2GrFsheWCzpOzSDjrGERKbj/6gkcw8miEynG7dQiWmgfk3Ny0F24dlTJoCoydjzOy//Bqy3hfTjjO6J8vCTBpzceW/u1whrJsAXOOeecQ19fH1/96leZNGkSkyZNIhKpH90urHrSWYvWIU/ouqaSCeBfzlo5FFTvgliDsBam1wz2dG8kUzjR+jc8Hy3egpsL3snab54Z1IITjuq4jkvetOoGmwK4joWm5LHqBRkDeiiOmg2+dp+s49ASoD8PgD4CC04ibaAoA/FZtYiGtaIgCsqKdD8hoqhK/fcSLZzPVD5dV+BoRhY3iMApiBo7la4ocMzCb6BeDI43RiM7pG+Z6zpoio0VKAZnwFVWL2PIpyQGx3JqZlGB31G8vgVHV0KoLiiui1vNghMK4Sh+O4jKa1VUGyevVBE4LnHFobaLyvZ6TOEJolrknFxB4NQX85qioyshDDsLPRncUBhqdZ4H6BzrBV2nkhD3qtmPbYsyryspAmctZdgC56WXXir+e+nSpSxdurTiuDUxTXxdw8jbTBxTesOIhDV6EvUFSdrMolM/eDWqRTCdYDc/I5mCAJ3EfZSWOIoRXCQkCu8rqAUnVBiXzeQDCRy7EOzop4HXRIujKQaua6MowWO6DFw6AqZ9h4HEMIMhe5MGkZAW6Hcaj4ZY2hO8oSpAbzZZFC718J+663UUd123AQuOL3BSMLH8Cd4s1GGpF4MDXsPN7BCrp1PsEF5HTA9xUdm46AFEn64oZArVtgNZcDTVCzKuE4OjKRq671aqZsFRNZzCg0216tWq4uA4asXq1F4WlVPXRRWL6GSgbgyOYecIK1ESAa2tUTVKzsmh9PdCx5iaJR0A6CiImP6eosBRVYVsg9ZdYc1h2AJHURQee+yxmmNc12W//fYb7iGEJmGYdjFF3KclqrNwef3YkJSZRa9rfoeIHiHvBis4Z6XTKA1YcIi1oOZNXMtCqfa0OYi+viyKqgR6KocBIZRJm7R31l+X4wucIDE4ykCxPz1cvfP4UEzcugHGPjFVpc8cXrG/Ff05onVqwPi0t4TIGjZ5yyYUwKUDkDTSgdxTMBA3Ua9gpGuaqI6NEw3mogJwMpW/63kzuAUnFNExh8RjGIXSCG4Na4m333NR2Y6Dpqqe+yawBce7lgYpOhfSVfK2g+XUKfSnhND8+3a135Si4IQ8q3x1F5WD5ai4VSw4oboWHIuOeBhTqe+iyjk5Iur4QC4qgIgWI2dnwRc49egsjOnrgfU3Km5WFYVUNl9mBRfWfEbUbNPvN1WL9dYL3j9IWDkYebvMBRGPhMiZNo7rVuxU7ZMys3UDjAEiahjLDWbBsTNZ1PEN1JYoiCE7k0Fvry8SEokcWjiYVQIGXFlBqxlbfl2bIBacgvXCsdLQgMDJK/UzqHxaQzo9VdqO1KM/bQZyTwHFCsbJTJ6x7cEETtrMEqvjbvLxBU62TsFI2w84DxiDU/KaIZiFp3M9gGALhcotOLlcYa01xIS/X1dsMjmLaFjHUSAS4Pvpx+DYjovrQkivk1auD7Lg1EkTr2vBAWzN+8yruqh8C04FgZN3XXTVrZsmPmmMTpr6QcaGnaVVjQauMBxVoxhOzhM460+tORZAicY8t2dfad2kaRPjvPLecvbYds3qqSjUZ9hZVG+88UagcU888cRwDyE0ASNvYztumQWntSWE63rWnVqkzWzdGjgAITWCg43t1DfnutkMWjxgijgMPIWn61ucwEvlDQW8aYPnegCvz1AQjEK13WAWHO+m7djBXWy242I1IHA6wjo5162YqluPRNos+25UY0yb916CBKf75JwcMS1Yw0I/kD2Tr5PW3YjACYVxFQWnShxUYzE45a6YbFHg1LPghNGUPIlMnv60gaIpdTPkAPSCZcMqHLe+BUfD9GNwarmoVB2tKHCqr90ttGuomiaOjeMoFXtZeS4q6hT6s4mEtZJssWoYTo6YHiu+rh5R34KT6MVtD2DBAdQx4zwLziBaoiF6GiwEKqwZNK3Jhm3b9PQ0ni0irFyShayPoVlUbQVza71CVpl8jkiAG1SocDENEoejmAZKEPeCT2GsnQkW/5HL5APH3wAoqoISUgNbcLKZBLYbggAxNUWBE7CNBUBPNliRP5/WQvxI2mo8ViCdy9PaEsz07pvo0w0InLxr1M3A8/F7mqXztcWg1UgdJUXBDkWqCpxcoTyAVid41x8zNB06V+gv5QaIwdEUi0+WJOhNGriKEshF5Vtw8oUI3Fpp4gC6pmAVupDXt+D4f1Rfu6MVYnDqWnCqxOAobs0sKjNvE9bVugLHdm3ybp6WgsCp92AGnkUwb2ZQMmno6Kw7HkAdM9aLwRmCqzQm7IU1gxELnDvuuIOjjjqK7bbbjt133x2AF198kbPPPpuuruCpvcLKwf9RDnVD+H/Xq/GQs3JEtfo3KN/KE6QWjmrmIBrsqR4YcFEFrIVjGhaRBiw44GXIJAPWeDGMFI4ScP1KGNdVsK3gwblLEt7NuJEYHIDkMFLFc6ZNPOC5ikUKxe4aqAuSd82i6ykIISVCf7b255zrLxRODFgo0glFsKqI40zGRNHq16MBT+AMteDkzOAWHAWL3mSWnoSBqzYSg+OSt3xXWu3vhKaqWPhtIGoX+tOCuKgKDy7VBY6N45QLP8d1sfFT4St/L13XxbQcImGNkFK70J9he+c5XnB3ZgOliscIJQoV0DuCZUGpY8stOACbrt/Bk68uCjSHsOYwbIFj2zbf//73Offcc3njjTfI5/PFYlrjx4/n5Zdf5rjjjhOrzmomOaSTuI9fe6JeqrjpmIEETqgQiGzYta0gTj6PalsNZVENuKgCVrnN24QijVWh1sMa6YAp0KaRKVpm6qIoWIQxjOCFCrtS3sW8Xh8qH1/gpBpMFXddFzPvEAuYTu/3QWrkSdbCCGQB9AkrUZJ1zlXO7w4e8DvkhKOYVZq1ZrJ51ADWG/Bq5Qx1xZhGsCBjP8vKtk36UgYO9Ys4gieCXLzmqxDQguN4n0+9ZpuaU99F5VtwlKouKsdzUQ2JwfGtMbpC1Swq0/LeUyRU30WVc7zz3Br2rgVmADEfVaOEk4XPPUiQMaCMGefF4AxZS0hXsSyn4UKXwupl2ALnH//4B08//TRHHXUU//znP0tibTbZZBMeeOABNthgA2644YamLFQYHr47ITrkhh8t3KzqWXAsN08oUAyOL3BqXwCKroJGLDihMI6qYWeCiQQn7zQUgwMQimgVi7hVwrayKA1YJRwi5HLBBU5v4TOLVEnNHUp0mBYcM+/guC6xgFlUiqIELhAJXidxC7NuJ/rBRNQIKbO2tSuXTOOEwhBQALqRKPl05TmzWSuQewp8F1WpBcfw+wbUCTJ2C/sVN4+Rt7EIaMEpfAdyvgWnrsBRsQqCopYFR1VUQnbh+LVcVGoIBbdqmriCjV0hyNivaeO14Kz8vfRFSlivL3AMx7tuxENe2r+Rr99CIaLFiKRyuIpSvwZOAXXMWK+6c4Wsu82ndPDsG0sqvEpYUxm2wLn33ns5++yz+eUvf8kOO+zA+uuXRpiHw2FOPfVUCTJezfgxNkOf/AYsOLVvVrabL8bX1CIcWOAUbjSNWHAAOxIbaNJZA9d1h2XBCUf0YjxG/YMYKA1YJVCiDVlwkqZNVFFqZrcNRlMUNLdxC04192UtQiE1cAyO3+ajERdVTI/VjcExUmnccPA5lUi0qosql8sX+0zVQ9NVcAvtHQq4xZizOuewIDbGxFUWLk8V4lPqH9Pv0W0UrB16nRdpmjJI4NReU8QpvO9aQcaqjkp1MeEFGZcLP1+shBSqZlEZBYETCdWPwcnZvgXHu24EteC0ZWzc1nbKOoFWQR3rdRKnv7wDvVZovmlJf6q1hmELnI8//rhuC4ZNN92UxYsXD/cQQhNI5Sz0CjEGuuY136xrwcEiVC8FlgZcVP6NppE6OHhuBiNZXyRYeRtcAhXsG0w0FiqrcVINDSO4iwpQtChWncygwWRtm0hA64RP2IXeCp2ua+ELnKF9ymoR0rTAAiczHIGjResW+sunMxBpJIYrWjVA3TSsQEX+YCDTyhp0c1VcCxcV6hTt83tVjWtTSeesQo2YAC4q1Rc43jHru6hUnEJBwVpZVAAhp74Fx1Z1VGplNzm4FS043t+aqlQNMvatMOGQVqz3Uw3fghPTYoRDalEc1SKiRmlLOzjtbXXH+iidfrG/coEDMGVCnNc+WBF4PmH1MmyBoygK+Tq1N5YuXTpqOnKvraQyZtXy7iFNqRuDY1M73bQ4V8AgY9t3UTVyg8JzM5gBsqh8K4zeoAUnEtWxA7p4NEwIUBvIR9ViOHbwLKo8EA3onvKJKErRtRWUdM634AQ/V2FdIRnwOH4sTSRADJdPTI9hOPXdnEoDLk41GsPJVT7/pmETDuii811Z+UEZPApW/Ro4UByjqxbbbjoOl+BBxjBgwanXqkFXFWyCWXDCTmEurUYMjqrVt+C4allskh8wHEKpmiZuFi04WjEdvhqGnfPaL6ghwrpWjN+pRVSL0Za2ybe11h3ro8TjXhPgVKLi/jFtUeYvTQaeT1i9DFvgbL755vzlL3+pOebWW29liy22GO4hhCaQylmEqohMXVdJZarfrGzHxsUJZMHxL6b1XFRmsuBmatCCQziCnalfSyZXuPk2asEJRXQcy6lYsGwommLiNiBwXCWKRvDgxDxuwxaciKo27KLyA9BjDZyraEQvlh6oR28hZqoRC05Ei5J3a58r1zBQGhDIWksMqvQys/J2sQ5SPfxigJlBrkwFCzdIvVRfbLgWE8d5cSRB08RhICC3XgyOpqnYBZeQVkfgFC04NR5CHaW2wMG1caluwdFVNYCLSitpKlqJnJMjWvgeRUJaAy4qB6O1gbYwigKtbSjJygIHvLo4nyypvl9Ycxh2JeMjjzySc845hzfeeIOjjz6a6dOnA9DV1cWCBQu48847uffee7n44oubtlihcdLZPOEqRczCulbzadx3NwUJMlYUBY0QuToCJ9tfEDgNWnCoEUcxmKLAadCC4wsi07CI1ijJ7rp2odFm8PW7agRNaUTgQCRAn6LBtOgaPQ0KnO5EDkWh6vejErGwTncimDXK7yQetA4OFGqXYOC6btXUbdXMQWvwOkpKNAZVGsE6ttNYDA6QThuAZxUIasHxRZCCNSjDqHGBo9Wx7OmagoONhtdvquZYR8VRlZo9mlxFQ3VrWUtsXFcra9UwEIOjAraXlTTkOGZ+wCql5+sFGeeKQtlzUQULMlZzDr0t9a9fJbS1V7XgAGw4qZWX3u1io/WCVyYXVg/DFjhf+cpXePHFF7nvvvt48cUXi9v32msvwAv2nDFjBocddtiIFykMn0zOKqb3DiUS0mpacPyifbWyMQajEarrosolUw1lwPio0RhO7/K64/xGm41acHyXVi6brylwigX7GrDgoEQ9t1ZA8orbsIsqrmssNhvr9N2TyBHWg7e0AIhHdeYvCyakErlhWHDUCC4OeSdPWKt8Y1JMAyINdHeOxFDNXEXR5FgOekCB58fgpAZVvFZdq24NHG/Rhe+Uaw24bxoROLZDSFPrfla6puIWLC71LDi6q+Coak0zvqNoqBWK+PkoRQtO5SBjTVHxEt0doPQ6ZORtQroXCxgkyNjvaRbUghPKO2iWSzbW4G2utbbAURSFCZ0x3vyom20+Na6xuYVVyogK/V1yySWcf/75bLrppriuW/xvs80249e//rVYb9YAsqZVtZliJKwV4zAqMWDBCSZwdEJkqjwp++QSSdwGM6gA1FgMt4qbYTCJZA6UYKX3B+O7KXJ14kv8WJpGgoxdJYKq2DhOwGak0LCLKqqpNFpntTdpNBR/A9DaEiZnWIHaQiSNDLoSRm3AGhWk4aaaNyDSgMCMRFEcB9cqP0OO7aIFbBzqW3BSgypeK4pVTAGvTSFU123QglP4v2k5dYv8QcHCo/oCp44Fx1VwqhTw87EVDbVGJWLfglMpBkcB1KKoKZ/DzNvFh6+QouAAdpXvleFkB1lwggkcJe3FymSiDd7m2jpqChyA9cbFefvjnmIBRmHNZNgWHJ8jjzySI488kmw2SyKRoL29nVis8RuYsHIwTJuOeOUn4VhYozdZXZCYjQocJUwmX9t9YaYyRBupgVNAjUZxjPqukWTSRAs1ZpWAAYuPUSeTyu8p1WgMDoBjZVHDtc9l3nECN2IcTERRcBSwHMeLewhAMhO80aZPe0sIF8gZFi11CgSmzExDNXCAYlHATD5LZ6Ry7RLVNKCBNHHfHepksqgdA78F13VxG7HgFGNwBgkc1yLQZVRR8EJuGxM4nusXLNshVEeMQCFGR/FuurVtM6A5iueiqoFTT+DUiMHRFQXFLzbo2jDkUEbeLrpH/XNhuS5ahfNiODk6Qp7VLnAtpoJIScca+y3Vc1H5bDG1k8f+t5ADd9mwsfmFVcawBU5XVxfPPPMMn3zyCYlEgo6ODjbeeGN23313EThrEHnLqeqiikV0Fq+oHtdiFNxNuhLMhx1SQ2TrCBw7m/G69gaacRDRmOeaqEMmY6IHDBodjP8ao86F0/JrtDTgdvHHeuKott8+41d3HUaQsf/69nCw16ZzFvEGenYBxAuiJpXN1xU46Xy2IfcUBLfguI1YcAqC2slmoWNANPn1bIIW+vPbFWQKbl3bcVAVK7jYVbSGLTjg1TnKW/W7Z4MXg4PqoKHXd2c5BBA4Kmq1oG/XxbM3ahXr4IQUBbdgwfHS6Usx8gPXpsECp9LZzNk5JkUaCzIm5VlwktEGBU5rO6TT4NheRlUVYhGddNDaWcJqoWGBk06nueiii7jnnnuw7fIvmaZpfOUrX+GMM86gpaWBhorCSiFvVxc4LVEdo0ZgaqZQpTUUJMYArxZOvRgcxcg1nkEFEIl4NzbHqVo2HgqNNhu0SkDhJqcqdYv9+QX7GrPgeGPtOvVdADIFk3fQKsY+/viMZdMeMP7IyNuMb29MgPgVsdMBagYZdo5oaHgCp1otHNd1CwKngXkL1h5niIvTKgSqBm3VoCgKmq6SK7z3VNZCV51gaeJ41YwV1xpU5TcYuqJg2sEEjqapKIpb1z0FoDsKTp0pXdQaFhwHBXBcrWIlY11RBjWkre2iGixwKjE0yDiYwElgawoZvUE3Uls7Ci5uKgntnTWHRkIq/SmDjtbGLJXCqqGhx8REIsHMmTO58847sSyLWCzG5ptvzvbbb89mm21GNBrFsixuu+02vv71r5MKUHlWWLlYlkO4ygW8JaJjWk6xh9hQMoVGgkHq4IBXzThbR+CoRq7hKsbe5FEUwK1jxTFywxM44N3osnVSoA0jjeOqNPJs4LuojADtGhKFytLRBrOo/KyrRjqKm3mHaIPnyk8pD+IiyLtG4y4qdcBFVQnXNFFctzEX1WALzuD1FerZaAGEg48WUouF/pJpE10NGGTsvRqwinEmlVwxFV+lgO24nnWmDrqmguoMin2pMa8Ddh0hbaOiOtW+U/72CgKHQqXmQenxQzHzNuEygVP5SDk7V3RfhkNaoCwqJZXEiIUx3caC72ktWFkDuKkmjWnhvQV9jc0vrDIaurqde+65zJkzh912243vf//7fPazn0Ud9DRt2zYvvfQSf/jDH3jppZc477zzuOyyy5q+aCE4lu0ULyJDiYZ1XNd7kq9UzTZdEDihgC6qiBah16p9UfA6iQ/HguNd3OxsDrXG6628Q6h9eMUlNV0tCSCtRN7M4hCpmVpbRsGCk8vVF/yN9qHyGWzBCYqRtxsOMvYtOMEEjklEDV5FFkBXdVQ0+quIQWc4hSILgtouEziFejEBLTj+WD+gtj9tElGcYHVwwLP0uBYWhQDcgN8hXVGwbZdIEAuOqoDioAaw4GhufQuOg4LqVLHW+ZYdRSvrJm45bqFRaMFFhV3uorIcWgsZi35GWaVaOLZr4WAXyw1EQhqmZdcsJQBAKoHZEq1bOLKMtuACpz0e5v1F/Y3NL6wyAv+y58yZwyOPPMLxxx/PX/7yF3bccccScQOee2rXXXflb3/7G9/4xjd48MEHmTNnTtMXLQTDsh0cl6oWnEghwK9auwZP4CiBzN0AES1cTC2vhmrmGq+BAwOBotnabh4nbzfcaNNHC2vF+Ipq5PMZnICCr4iiYrthDKN+HZ+EkUdxg6UQDyasKOBC0gwWE+C4LnnLaajIH3itAlQloMBpsJN48RhKpLrAyQ1H4PjfndLz78dPNCZwNJxCvElfykBTgltwXEVHcS1s3MDxNwAaCrbj1K2BAwMxOMEtOLXHOKheKnwF/ArFFdPE/ffoXzvqWnAKr6sgcPxrim8NDOsqruu532uSSmDFo5iNCpx4m9egM4DAAbAkk2qNJfAv++677+Yzn/kMZ5xxRqDxZ599NltttRX33HPPcNcmjJBcwQRfzYITKmSFVOvrkjUNdEKBM5KieoR8PYGTN3CHkUVVvEnVSRX3OokPz4Kjh7W6LirbykADKeI+rhLBMOtbcBK5PCGFhrPAFEVBB/qCNsIstOioVkKg1nFCerB+VJZrNFTkzyekREhWEYPFnlKNCBxNw9H0skKRqbR342vYglMIBE9l814l44AxOJ7BPI/tem6nwMcsWHCCBRmrKIqD4gaw9jhuAIETzIJTlibu+L22fPFXfo0xKrqoygWO4XiWZP+75L/GrOemSiWxW1oaFjiKqkK8FWpUMx6M43jJHMKaR+Bf9iuvvMI3vvGNwBMrisJxxx3HK6+8MqyFCSPHv4lVq1Tr97WpJnAyVg5dDf6EH1bDWG71G5/rumjmMGNwAlhwXNf1Crc1aJXwCUd0jDpBxo6VayyDyl+bGh3IwKpBMm81XMXYJ6woJAI23PStdtUC0GsR0hWyRv2n1jxGw1lUABE1TMasfK6MtC9wGhNOTjhCLlFqFfIL9qmNxODoatGCY9uOV8k4oIvKVXRwbWzXLXYJD4KugOO4gSw4murF4CgBLDiqA3adKR1XQbWr/SZ8gaNXjMHRFAVX8bOoKgucSIU08aH4FpxwoaJ6pChw6nwH0wnseGtdq3JFWttRAlpwxrZH+GSptG5YEwn8y168eDE77rhjQ5PvtNNOLFiwoOFFCc0h61twqhQyKwocs/KFIpc3A8ffgBeM7Df6q0QxQHRYLirvhlbLguMHjQata1J2iJiOWaf5KE4OZRg3bUWNDFRBrkE67zQcf+MTURX6zYACp/A+I8NIqQ/pGqlsHUuXY2NjNRxkDBDWIlXrKRnJYVhwADccJZcstaAN34Lj3YQdF8/1EtSCo+gobr5qrZeqx1QUbMdFCxRkrIBiB3RRuVj1LDiuglLPgkN5q4YBEVfZguO6LuagNHFVUVCoXOjPt8AMWHD8B7MaVhPHgXQKt7UNy81j1yxWWIHW9mKaeT0mdsb4uEJvqg8W9VdN4BBWDYF/2f39/YwfP76hySdMmEAyKZ1XVxc5s7YFJ6zXvlDkLDNwkT/wWjo42DhVetc4RsFUHB5GSqWf6putLhL8In3DqYMDEI2GsKqIPR8Vc1gWHJQwSg3rlk/WtonVaH5Yi5imkQ7YET1rDN+CE9bVYqPOavhVsIfjoopqkarlBsxUwQrTSBYVQDSKkRpiwSm8h8aDjB0s28F1LRQczzITCB2wsWnMRaWj4DhB6+AULDgBXFSq7WKrbs2bsIuC5liFmjelFGNwlIG4JJ+iG65KDI7fW2uw+1xXvNalQykKHGUgyBjqWHAyKe9hqpARNZw4HNLB7l2appIbYtF8/u2lPPP64orCR1h1BP5l27ZNKBT8ZgcQCoUq1soRVg25gBacahcKwzaKZuEg+PVy8lWe+IpZLMMROIU4iloWHN/6og/jpu0ty+soXuuCrylGY32ofJQwqlLfVJ6HhvtQ+cQ0FSNAN3QYqGMzHIETrdPiA7y0XgjWqHUoYTVCvkpqr5lO42o66I25IdVoC/lUaQxOLmuBAkoD51sLaajA4hVpXP97HrgOTiHIuGELjldzLpiLSkFR3GAuKtdLE3cqxMcU1+yC4jqeRaRs56AYnCqVjIv9p4ZYUMxiJ/GBW5CmeMJoKGUWHP+6VSu4txA/oxQFToNuqpY4ZOqXdfAZHPCcyuZZsiLN57aaxJsf9TR2XKGpBL5KuP+/vTcPmiUry8Sfc05m1bferTd6RQVuszWLLfJjcVBCFAUZMCZGGAgIUVHDRnDGPWYmUENRRyUmQEIdIDRAUAfBBRjUCZRFthEQEOkGGpve6PUu31ZVmXnO+/vj5Mn1ZFYuJ797b918IohLf1W5VFZW5pPP+7zPS4R/+qd/aiW5jfLcuUVqMq7w4Ih6D05EYSsFR8TvDWWIqWVQ4mw3vmC09E8YSH9aO1F8sein4JjlgoWEX3HjFwgRdVAliE3RZFpUCGqdYmww5Rxhw4zos3F5pkuJan3q4dTOkqnxkTGGdiE4k2qCs3cA1oEg8/U10F4h6C9SEN7yAZZZCI+DEeGrd+8kilzzNnEPoFB3GLXw4AjGQA27qLiZRdVIwVGQHJAkKwdzKoKeJi4joKQs6usGYwKq8FCTkLi4VZwVStfGIJxTcMAqSlQBOETiB2xkMj7Q5Uhv6xiw117BoY0tsINyUwAR4bZ/uRdn7tvHscs3cd2jLofwOCZeGvj36VvuxzdeeQSMMQShRBip5GFyxOGi1WNQG5PxiHMPU4aoUnB06mlKhIqIKMJaCw+OUXD009Jm6fW58U90UXAA0GSKYL+a4JhBmV0VHDOgM1hE2Nwqf24iE83f/qYNNmk0UTxC3PLdAVNWvI1UY2c/0FOcWxhsDTbXPNz1QP3T7U7ckt3Gw2Uw4VNEFWQwOpjBm661oAdmpWtg4Zncn0iqViF/QOrB2Z2FANopOEmJipqH/AH6vUo166ICAN60RKUIyme1/hQiphUcmxIfL8e4D5L57ytCpgzHREnBWSQKTvpbFRUTxQOVV5I9wSE4q3wwA5CoL2LzWCeCg80tsMUcJCNA6OsaEeHmj9+Be247jRNXbuP2f70PwTzC9U+6Blcc38CX7zyLb3nk5XhwZ47Lj+tGiuuu2MKnv3Q/nvzoK9ptf4QTtCI4V155ZesNfP3rX2+9zAg3OJiHEJzpp7oKCM4Sw2kRkkL4vExUquDFF/pA2m9Oi33jn+hGcNRkDWENwTEhfZ0VHPNkWHE8SMYXyQ43bWITCLZkUjkRJGs/h8pgyjmieD3LQuR29sPKfKRl2Jj69TcXADtxKbGrghNVKDhydgC/i0l9MgUL8+uUUrXy3wCA53HISGIRRNgQaRdRE1BsMpYgTFqUxTzGQA1NxgDAODVScJhUUFNUEhwiAgF6VIOF4OQ8OBaTsUhoqEDRZGxKVJMcwbE1kwMLVY4bWDpR/GAP5PmYrOmgydYEZyO+7h3s6+niAE59fRf33HYaj/r/rsVDvvEE7r71QdzyyTtx/IotXHbtUfzLbafwqG84nlvN0c0pvvi10+22PcIZGhMcxhg+8IEPtN7Aox71qNbLjHCDvVm09KnPE7wy0yRC2LqLCqiudycmz44EB5P6EtXeXgCwdtH7WSQDNysIjooJThcFh9gEHGFt+uoiruP3UXDAgLlU2KhQ7Qx2D4JO/htApxmHsVep6rPszPX31CkHh08QVahdaj4Hm661H9Y6mYAXCA5J1XgOlYHwdeZLGCmsr+m9aFeikogYYaNFFIAAQAqNp8TrEtXy75YpBcmrFRzTGcVMiar0hmyJKi0XqZgYmdZvYqLUJp6YjL2sB8eu4ISqPPJj6vPaLip2sA9sbCbLtU4z3tjS/+7vAdtHk9LUkUs3cEVMYq78phN44M6zuO1f7sVl1x7FVZds4p1/fyse+40ncqsiEA7mETZaDrYd0R+Nf2XXX399pw10XW5Ef+zPw6W1X1/wagUHUesuKqBGwdnrYTIGgOka5EG1yfhgP4DoeNMGlis4SnVXcMAmYAygGrPjzBCcjiZjs9y8QejY3izsTHAmvgBRepOyrn+hv6dOJmM2AUEhspjVWcckbLIoOEpSawXHvP+yI2tYN6dxU5NxEvTXzmScKDgNzwvGFaAa+HUyHhwbjCrDUVGiMh4ckR/VYEhK+hk5gPy5YoLxstenOg9OScHxRL3J+GAP2NiCYB44eA8FR/twTt+zh50HD/CNj31IQuoZY7jm5GXYPzvH2QcOcMmRNTz50Vdgcz1/Pjz08m186kv3tdv+CCdo/Ovumkg8JhmfO8zm0VKC43kcBxUdMZLChLQ0gZd0UdnXFx7MQL4PdCzBsLW12i6qg1mY+Gi6ICE4FaMr+ik4yyeKz+IL9qRz0J9ebtagc/FgESVzpdrCEKNZTWbQ7mIGDtF4zEcW5mY2l+WbEg8W3XKUJlPwqEhwunlwAOCy7TVcsqX/f+M2ceYlWS9tjoqICQ5v2lvOFEg1U3CUYFCNFBxLiYokCAyc66A/01Ri3uklu8tRKlFFEpzlO8MEsxOchSp3cy6dKB4rOIwxTPi0A8HZStcD4J7bTmPjyBTHH7KVe9vxh2xhfWuCu7/yYOWqNtd9PHBmeQbWCPcYrd0rjINgOcGZeLwylbatgmPeW6XgRLOD7uoNAL62DjWvvlDMZ2Fl91Oj9Qtd4gkqjkcfD45ZZlZD0OY9S1RGwZk1mI2zCGTrOVQGTQjOQTDv5L8BUtXHloXDwgUw6bDeyRQiChGG6T5TBwXHlLSkVGm2SwuCA2RbqBsuFt/0mw7nREMFR5eo9DBLGxIFp6pEpRN9kjZ7Q4hK09KZ0DW2DIJIwfdErsTpMfs08aDCg1Mb9BcTHAAxwWnZJj6Z6jiCgz0oqfDgXTu4/LpjpZIsYwxXPuwS3H/7mWTKvA16LuDYVXzYGAnOCmO+iDBdRnB8kYx0KEIihN9BwQmk/WJCi0X7gLYM+Po6sKgP+us6aBPQFysmOOZVilac7dLVgwMAs4ohkgAwi3qWqOKL716DMQpBVD1lfhnM/KqqIa2AbhPv4r8BUgVnZkl+5mHQjST7+vjvntXeIKWomwcnVnz0PCrz+RuajOP3tS1R8fi+yFopOA0+l5RQnEFWBHM28uAwL1GWDCFKSlSxyVjrVeUSVfHhSzDbzHF7icr3eP38p7hEBRiC01JBYUx3Uh3s48x9+4hCiUuvOWp962XXHoVShDP3Vc+a29rw8cCZ5aNaRrjFSHBWGPNALr2JTX2BueXJQ5GCgoTX4inclLPmoZ3gsK43J7P82pouUVQgCiX8jh1UBtzj2K8YuBkGcxAxAO0CL/WKY7PjvNokfRArL20niRuY5c4uGgQKRqr1oE0Do+BUlTYBIKKgs4JjltuZlY8Vi8KOSdjxOs/odNr7zszA0C7FGJn3S6nAKNQ376YlxfgBQAKtFJwk/a4p8WUS1LSLqomCU+PBIYikSzNVcPSryWdkvGQyDiNV6uKrKlFZFRzBEdZ6cPZBsYIz5dP2JmMAWN8EDvZw/51nsbY5wdYx+8PZxvYUa1sTnPp6dfLxZUfX8dW7x1Tjw8ZIcFYY2VkvVZj49icho8K0UXAYY+AQOAjtFxPetbxgMFnT66iAHrTZj+AIn+Ng337jDoIZJHz9dNcSRsGZL6qf4vYWITi1KEUUwJnOr92pUVYMwmj5uVEFs9zZ/WoiFVLQyWAMpArOjoUM8jAA+d1KVABw5pS+ydx611kIsNYenEStiOISVeMxDciUqNDKg8OMgtN0V5kCLRsTDoApWZtknCo4FW3iJAEm9PRtIJkonpqMzTvLCk4QSfgFv5yHuhJV/jv3fVGt4JACZj1LVACwuQna28ODd+/g0muO1AZCnnjIdi3B2Vr38eDO6MM5bIwEZ4URRLIyxdjA9zgiWb5QLGIfTRsPDgAIeJhVqCw8CLoZRA0mEzClQFHFE2ekOof8GXi+wEFF23wQzkBd1BsAgA8CECyqFZzdQHZee7oVht1lA0Oho+WnHQ3Z5px6sCbNOKKwt4KzWyCDRKSNwp0UHL3M7hldIjy9t9DpwG09OMIoOAStYDQnOAQPihgI7YL+zBwo1pDhEFNQDTw4kLK2i4oaeXB4pkQVT1mPy0xerouqoOCEqhRAalNwiMiq4PiCV3fxzWfat5SUqCbtTcYAsLGF+SzC4iDE8cu3at964sptzPYCzHZrfhMNuhtHuMVIcFYYkaTKFGMDX3BElgEwRsFp00UFAIJ5mFWoLKzrzckgfnJPhnYW4ELBmUw8LCpKL1E4h0JHBYoxABOENRPF98OoXenCggln2A/rCU4YKShFncY0AFqp8z2OM3vVF/MQAfwuM7uQph/vFcggRaG+cXVRcHy9L2GcoxRGCjLq4MHxjFqhwChKh0k2AfMQxdpNG4KTTOpusClFCmAE1UDBgVSxB6e+Tbw2yZilJSpVazIu5+AUPTieheBIklBQFpNxjQfHBIrmFJxuBOdsqLd75LL6wNPjV2yBMeDUPdUqTtRwTtwIdxgJzgojkstnoPiesCo4B6EZltiO4HjMxyyyy8E8WPQjOPGyymI0JiInCs5kTWAxrxhdEc2BjqoEABCfQlVMyQaAg1Bi0n4IQQ5TzhMvTxX6TBJPtuMLnK0hOH0UHMYYPOZjLygoOMZb1MODE+zPoIgQxQSnfYkqVnAiFd+02xEcGb/fa/E1M/PzbECKDFmhZQqOUmDUMAenQsFhsQcn6aJKSlT6dXNkCBysocm4uJXioE0DX9QQnFls9l3vR3BoYwtnsYWNI1NMljQveL7A1vF17DxYrdBOfFH7UDDCPUaCs8KQiuA1aBOXlieLvZhEtFVwPO5Z23uB/ibjhODMy+vXN5zuc6iSTUw8yIp2TxUtwLq0iBuwCXjNPKpZJDHpmBFkMOUc4ZJ2VBcEZ30isDerVopkD5MxAEzYFAdBnshK02LfsU0cAI74wD9+/uvYWvc6Bf1xzsA4g5IKgGzlwSH0VHAamIyNYVjJZQRHn+PNk4xrFBzTWVZQcLIm46KCE0bSYjLWy2aHNBtiUkwy9n2OUCr7QGczBXxzK1m2k8l4YxNnvBM4eulGo7dvn9ioJTiXHV3DrXedbb8fIzpjJDgrDClVMjG8ClUenFkQl6h4u7Zrn/lYRPYSjzYZ9yc4ZFFwgp6TxA28iYhbgMsgtQAT3fef2AScVROcuVJYa9oKXIEJXz5w0yRXdy1RmWXrkmQjhJ1NxgAwEZNSm/hiP/7vTgRHL3NiqgnOJdvaC9aW4ADaaCwjXaJqHPIH5EtUbZS6mDhQE1tNTCSWEpyYsBBfHvTHIRNClEcEwMuUqPTvJiICQ9YsbzMZlz04HrQ/KfvOgIyCUzAZx9c1q4pjCM76RrysVnCsZKgG4WQT+9PjOHa02UPekUs2cLCzQFQxvPjo5gT3nKomQCPcYyQ4KwqlCIqwdBaV73EQoURyzNNzWwXH5z4WFTk4PApA0z4Ep9qDY+ZHeT2SjPXy1QSHUQDWMdtFr0DPo6pCoAhrHedoGUwYQ7hkUtOBoxJVUBO0FqGcXdIG2hiaP49mu/GNy++wXuGBhACiAM94/FVYi4lNWw8OoLNwdMdQhHb9UAJRbEpu47XqouDIpQRHv4+EWNomDlBNDo5ITcbSJBkXgwzLQX9VJSr9GdLzdyHtJSoTf2EnOHug9Q2A6/f4fAIC1U5Nt2FHahJ8ZKOZOfjIJZpQ7VSQGMZY7XiTEe4xEpwVhXm6Xu7B0a8XY88P4k4or80TKoCJ8BFakoyJCKJviarGZLyYuVNwSJFOqi2AI+wU8mdAS0pUIRHWRM8SG2MVTb8p9g7099OL4ExEZQ4JEUGiuwcH0De04kTx+X6PEhWgiVGwwPHtNV3SREcFx+OpB6eVyZghik3qbYS6hGg08Q0bBSdqpuCAi5qgP/13znnlNHGdgxOPrMjk4GSPCjGO4llpIzheQnDSvwXxOWDz4AD2eWjsYD/x3wBpMnZYMaG+CnuBgJAB1mtU1yw2jkwhPF5bppJSlSavjxgOI8FZUZin66UKTvx6Mfb8IDRdVO0Ijsd8RFQmOME80LX8gUzG+/FNu3+beHzhtKQBc9aX4EwhahScCN3HNBhMOF9aotrZj30NPRWcKpOnUfAmPY6VzyalG9LcTKPv0kUF6JiBuPSaEJwOiplWcBQYolZt4gAyBKf592xuiKqFyVgu66IyhKWBgsM4q/DgqDgHp9xFJYoKjiUHx+bBAYAIZQ+ObRYVUK3gJMMykZ6HbbNw9maE7eAUWE04ZxaMMWxfsoHdGoJzdHOKux6oTjwe4RYjwVlRJArOkkdF8xS1KCg4xoMj2hIc7kNaNITZTvyj7jGqwdzYolmZ4OzuxiW13kF/1RPFBYJuc6gM2AScVbSgKwXF+hMcnzEoBmsirMHuQQjBWeKd6IKpLxBaVC4AmEemA6+vgpM/VotEwelIkidawQHQT8ERLJ5F1VLBARDF54/XwoOTxDg0UnDiEtUylpsjOEs8OLxqhbqLLC1RpR6cXImqYDJWihBJgm/JwdGfIT13QxWAg5euQ+a6ZVURZwcFBcdP1tUGe7sRthan9Poa4siJdeyeqg7zvPz4Or5y52g0PiyMBGdFkSg4DUtU8yB/AZtHAQREbXqndX3Mg7QoODPz9N0nyZhzKM9HsFe+4BgFp8sNKwuvguAQSXAmk6ngXUBsokmSBTMzaLMH6QBSgrSoIB8AsD+PSk/PbVGn4JiAvr4enKhwrAJDcDorOCnBMX6RTh4cj8dJxu26qAAgIn2zbVOikomC0+C9iYLD6k21GQ9OVZJxouAIUdlFRcw+qiH/+fIKjiHGxRBSY7zOlqhCZe/GM+TIeg7OZ8D6evKf5jxsU6KSkcTBboCtaKcVwdk8to7FLERYYTSe+gK7B9Uq7gi3GAnOiiJVcJoRnP1Cy+88DFp3UAG6RCUtRZL5bnyR6JNkDED5EwSz8hPSwSwAF7w1ISvCKECzQpqxMsbplqbrHNgEokLBmZtBm43z+O1oMlF8fx4u9WYt3Y7PISVZn6B34nZu1wpOOJuBPD+WFLqsdAIUS1SdFBz92XWJqp2CI5khOM3PU6kUwADVQPVJ1Bhlj39I35j14FQrOIxpgsMqPDjZaeLJqAbkS1RUUHDMw1fZg6P/jbIKTsXID0PQrabd2UHSQQWk42baKDh7Z7QKucVmYPNqRaaIraP6+rZ/tjrQM4gq2ttHOMdIcFYUzRUcfYHeKwyYjChs3UEF6LZyW00/6YDp48EBAG+C8KB88ZgdhBA9O6iAVMHZK0SuU9zN0dtkzBSkpY1+7kzB0cdgL6iuURwsos6TxJPteAIE4KxlMOlunEDcx2TsWxQcCnrOMvOzJSp9w+1CcISnPTitZ1EBCDEBA7W68EaSwLl90nYR5rdHZI9/SBC3fTPh1RMcznU3UmUXlX6oYAzJTVsSFUpweZNxKO0NEPYSVZgkW2eRlqhsCs4BaC1DcLjx4DRXTvbOzPVAcS9qpeCsH5mCsXqCs7Xh4Z4an84IdxgJzoqirYKzVxjQKEm29t8A1QrOYj/+QfckODSZIrQoOPN51NtgDKQm4929/M1VyfiC1dODAwD7FtPizFz0HYxqAIAzFfO0AGDuguDEx+m0ZR7VnilR9SjnTfgEsmDIdhIUGY8RMVEAvIPJmIu4iwotk4wBSAh4UK2URikVGGc5ZaPyvYaskH0ES2al+t8aD45SpMUy4VVME1cwtxDGWWOTcRg/fJVycOJl8ibjwJqmLrgmVSUFh6is4JguqhZhf3unZ9g4sgaxvtaK4AjBsb49rSU4V1+yhS/cdqrxOkd0x0hwVhSNFZz4Ar9fmL8kKWrdQQVUE5zAEcFhk4nVZBwsZO8MHEDfvBhn2N3PXwyVMgpOHw+OvlDPbATNKDh9CU68/NmKeVoAMA8k1noeK3NzOmMZLmhmSPUpUfnMh4LUs5Vi8DDo7r8B8iUqSWAdjdZCsHgWlWwX9Acggg+BGmXFtoyKFZxGBCf+7SlujTpI32gUHL+2i4pxDogKBSdDcDhniQcnKnpwWD4Hx5CSkoJj8+BUlKjMPLRSiTQKdTkto+AIJsAhEFq8gVXYPzvH5tE1TZQadlEZbB5dw/6ZaoLjexx7NQ8gI9xhJDgrCqPgeEvcjOb14g9OIurmweE+FKJSjTk6iG/qfYL+ALDpGtS8fPGQDuZQGQiPY38/r+DIqH+JCvGs8Lmlpm9MwX0VHLP8Tg3BWYQS00n77zaLRMGxzNbZD+ZgYJ0IsoG5qeXGfrhQcBKTsYLomBqd5OC0DvoDIgh4rF3gXKrgNHhvYw9OTFg8kSORWVBMrFBhMmaxyRgoKzj5oL/8NHFDSqraxJuUqPTyFqO7UVsyCg4ATLjfyoNzsLPAxpGpXk8LBQeICU6NggNo43hVjtQIdxgJzopiETQrUTHG4AuOg1KJKurmwYlvaqEqPPEFC5DwknTRrmCTiTXoT0nlxIMDAMLnOCiYroO47NLHZGzI0UEFweGE3iZpzhg8ALs1HpwwUqUOlrYwCs7OfvmmMQsW8Jjf67OYc28/M4+Kh2E/BcefaJIETRq6lKeATJJxhy4qCa+bgiOaKjgS0IMSmpmMhd0zBxgPDotLVPUKDssqOCWTsdBDGGIiFVYoOJwxcBRMxhUlKrN8JcFZW8+/l08b5+CEQYRwEWFjuzvBCRcRgpqHjIecWMfNt59utd4R7TESnBXFbBHpwYANbjK+ZyE46F6iAsqhWiwK+xlEzXqmU+3FKEBFCp7nRsHxfIGgcDwWwQz6utuniypWcBZlgjOLJISjxgqfMRxUtKkC2rRa9D+0hSFINql9Jhe9ylNAml2ykynnsaifgkNZBSeizgSHCw4lpU7ybZuDAwFvadZ0HlISRAuTsYhVpSYKDq8xGauE4FS1iaskB4gxljEZoxB/aI6zJiNpiap87ATLf86qEpVenpc9OKactJZXcHzmN24TP4h9ZRtHptqs3LZEdSzupKopU53YXsNt94yBf0NjJDgritlCQjT0F/geL+XgdDUZ+3FZaxEVCE5f/4TBZAoWDqvgeL5I2ogNgnChU2t7qBLGgxMGljb3QLYsdlRjwnni6bEhku4UnGICNqC7VaqeupvClCV2M2pX73OoUKLiPUpUlCiUbT04HQiOUuCcNzYZc9aE4GQ9ONVdVJwzwKsyGUvYPDh2kzFgCE4YKQjOrNcnjxVGNaigMhF7YlVw4vOlUKLy+QRhwy6q/bMpwcH6ulZwKsp4NqxvTgAGHOxVEyrGWGk8zgj3GAnOimIWRPBaEJyocDFUXT04prRQKCOxvuUFg8lUm00LoIiSFOK+SILcMgiCOVSfDBwg6aKKLLO6DiLZ239j4LP6jpvQMsm59TZqkmQjCpPskc7rjwnSXmYsB4+CfirgZKINqDKKCU7XEhXTLeJA6yRjCQ7RkuBEsYLTZISRhIRICE6zNvG6oD/Gmb1NnPTcb2rSRWWynWIiZRvTYCDACiWq6qn0VpPx3F6isg1vrcLBzhzTDR/CE8DaBhgRYCmLV4ELjrXNCWYWA35un3yB00veM6IfRoKzolgEcukcKgNPlDsuundR6WV2Cz4TFrlRcMifWAmOkmppx1hTeH75eEThol/IHwCAg8DBLVL5QSiToLO+8BnLtdpmoYggFfVWcDjX3q3Q4nyVVH1TagpDkHYy5QEe9ixzmvJWEOiyT0cFR3gcnOnzo23QX0QC3tJpYXlI48FpWaJSDdrEl+Xg8MSDU3wP6Z6njMk468HJmowTEhQTqTBS8CseRgTLe43qS1R2kzFNprqsln0vL882q8L+zkL7b4BUCWrpw9nYmi4lONdetonP3fpAq/WOaIeR4Kwo5oFsfAH3BCvJ2QqyG8ExT96FTqfeNyeDyVT7eQogqRwqOKKk4ETRol8GDqDLW8wHswzcnEWyd4qxgc9Z5S3UmM/7KjiA9uEMp+DoY70XPzkrIq3g+P2HtSJY9FJwuODgIj4/WpuM2ys4UuqSTh1fSd6bKS0XVdnCSkFCQPCuHhzz+8iXqIioPKrBqFyUenCqmh88ln5OItIm44pzaWLx4LBCBo6Bz5p3USUdVEC6rpY+nPXtCQ6WEJy1iYezNWWsEf0xEpwVxSKMlnZQGQiuo+ezkIggOnVRlUsLgDsFB5MJeBTk2tBlpACCkxwcQHdRQVEu3VmpAKynKgFoH46N4MylwrTjDbcIn1U/7c8NwXFwrHzPPnAzojAhup3XnRBlfWNZBBJchqBeScbxskEAJanTHCpAExzBzfFtT3DaKjiRJAjBG3dRmRKVWmYyFh4E6kc1pG3ixX02BC9WZ5guUSkAhOIwUUOmUwWn6vwTLA36kyRBoCUlqqLJeFYyGAO6RNWE4JAiHOxmCU48tLOlgrO+PcV8L1g6ksE6amKEM4wEZ0WxCJuXbDyPISrU67t2UflVHpzIkQfHn4IRgcKUJMzjwZjCUReV8ASgCPc8uJ/8jSN0UKICAF+vq4DAIcGZMFapERgzuSsFJ7JcoCX6KzgcAhwci9ivNFtEEH1zcMz5FwW9cnCEx8F5XKJq7cFhEK1LVFrBaXIrjCiC4A1NxlxAsGWjGipKVMkymTZxSjNsRCkHB6mCE8rKWWjZEpUpKbXuolpfL7+3YYnqYG8BUoT1viWq7SmUIiyWDNZcn3p44GzzWVcj2mEkOCuKuotIER7nuac9qZQuUXUK+tPLHBQ6nXjY0yBqEN/gVEYh2omlYHddVBwkFe66P23jZBQmXVB9QGwCWwEpJMKaI4LjMQZZce92qeBMPIHQUjeRFPX24DDG4GXC2fb2F2BK9s/BAYAw7JWDwwWDEPENvm2Jijh46y6quE28oYJjVNSlScZCQDABVTuqob5EZTxIxoNjTocsd0xJYNxFJWtKVBmTsfnuq8iy1WQ8O7AqOD5r1kW1H7eIr2/FBGcy1cNCW5eo9PLLylRXXrKBm7825uEMhZHgrCiCsHmnjCfyJapFoHQXVYcbuqn/HwQ2BafnoE0gIUmUUYhOndZPQM6SjOM28QfOpE9WHBF6ZeAYMLuCE6H/oE0Dv07BWbhXcIoyvAsFB8hnl9x/35l4o30UnHifwrhE1SPozyg47WdRMd0m3qLtOJIKnuC6/LOE5OjmgOUKDlOa4HAmakY1qIwHJ/8eZkgRSz04SlFSXrIpOOasjCJVo+CkbeKGkFQNbbUmGc9ndg9Owy6qgx394LS2EZ8rjKWt4i2wtjkBY1hqNN6YemMn1YAYCc6KIqy5iBRRNBkvQtnZZMzjUyrIXBAjqSBkkN5g+iC+wcmMifmBM/ri02UytA2exwECoiC9eDK4UnB8iALBISJIAL4jk/GE61uJ7WboVsHRabnFMoEe8+GA4PAJonh+0KkHd+M/ulFw+ubgcOPBaVuiIhabjJuXqbIdX8u0H5ODI3i5cSD/xtiDw+o8OEi7qFS9yThVcPQ2cx6cxGQce3AkVSo42RJVQPrGv6xElTvPqxScuES1jCDu7yywtunnye/ahjYvtwDnTLeKNzARWyeij3CCkeCsKMIWYW6eyMe6HywCEFSnoD/G9Ayi7FPhPJDgzjw4eh3JdHIAZ+OnLncKjj5ui9iv8sDZGTwWufHgsAk4ixBlygeBIoD1n0Nl4DMOMGBmCRIzQ1XdKDgCiqiUgh2hen5QG/jMR0R6rllSknSm4CiIHgqOMB6c1iZjBsFkxsPSYBlFSaaVWnKDVrHJeDnBSUtU1QRHKzhU20WlzyPOiiUqiwcnXqZewUkN8kbBqTqXzDpyU9PnByCLB2cS/3ajJQM3D3bnWNssbG9tHVjUz5ayYX17eas4oH04X39gf+n7RrTHSHBWFFFNnbsIo+CYp5v9+MfcdViiKBCc2SICj3p2wBjEN7id06k/ZrHQF19ns6jim38UE4R/ve00PB45U3A8HuVIgatBmwZmPWdm5afH3VkIhuVDWJtg4nFEUmE/M64hCCUUot5JxoCOHCAe4WARJQnEvXxcXkpwZJ9RDV73NnEFBgGF6iJiGaZEBWBpq7gilSE4DT04KJcZgULQX1QM+suXqBhnOmMpKVFl3ltScKobIASyJSpjMq5uEwcyYZOkdJJxRYkKKI+QKWJ/Z5EajA3W1nTpqyXWNieYW2a1FfHQK7bxiS/e23r9I5ZjJDgrCimpRYmKg4iS8sXeXN9MupiMAcQKTnoBNwTHjQdHr+Ps6d3kTzIeF+CsRBUTpQ1f4F9vO4UzuwttDHagSoD5ECxKlBQAyVgF1wTnrGVO1P4shOfx3kM9Aa3gSEnYy3yWswdzEJQjD84EjEuc3lmAgvhG4fX4DhgDxQM3+5SohGDdPTgEXaJqq+AkJaplHhwJzrgOBlxWouIibSm3EK5cm3ihRMUSk3G+RGUUJpEpUaVBf+mohiYlKuO/qvLgmHUkRvfFQg/1rChRZddZhf2duR61kMV0HbDMj1sGTXCWG5s5ZyAAuwdjJo5rjARnRSGVapVkrBRhN74hmnC1XgpOxmNwMIs7YJwoOPGMojMZghNJCEc3bSBVcK44to7PfuUBzIMQDO4UHMGi3MXMKDguTcYAcNai4OzPm+cjLcPE4wilyn2Ws7FXoW8XlV6HVnDuPX0AmFiAvj4u3894cLodB8YZhFBQxFvPJpOAniZeYey1LiMJHjcKzpISFbSCU+yMtKw0MRnr9ZYJTqrgcKCoBhmTdLw8L3RR5U/lfA5OVKfgZAzyoQrBwcErSKSXlKjifTEqy5qlTTx+OKnrpIpCiWAeYX3bUqKaty9RrW36iEKJsGbwrcHDrjqC9338a7nS9Yj+GAnOikKqaiNfESJ+2tuN5dSDuETVJegPKCs4B7uxX8aFBycuM8hFJoQvcjdoE0hLXWGg8JhvOIGHXq6nA7vJwZmAI8RuJh/DeYkqvrucnVsUnHnYWNlbhomvu1h2MkbK07E3qksHXhE+n4BYhK/cdRbrRjHpew75E1AQgAidc3AYY/A8AlE79UYRgWBMxi1KVEqlCs6SEpUxGXPO8t6U0s7I2GTsJcsVUafg2EzGSmVLVLZZVA0UHKQ+o1DpMQ1VDy6JghMVCM50rfTeSYMSlTEEJy3iBmvrnUtUALBoUKaaeAIPv/oo3vXBr7bezohqjARnBUFEiCQ1D/qLTcZn97Vysx/2V3BURsFZ7MYXBxddVKbMEKQXDRkpeI5C/oC01BXFWULHNvUFlhy0iZsk46zqMVSJam9evmkdzCNMHZmxjQci6ydKFRw3beIRRbj7gX1sivhm3fcc8nyoUO9vVwUHAIQgELVb3nwbAipts14CpQhESBQctaREpUhqzSMz/NK+M7EHB0YZWqLglJSFQtAfQ95kbE0yVpoEqeryOc+YjAOqHtMAWBQcYwSe2oP+ANSmGacEJ0+iabrWuUQFIO/DoQgsuh8segAolMs213xsrHk4tdNeLRphR7c72IjzGubJrY3JGEAyF2URz3rq7MHh+WyNmel4cuHBAfRNLorVpnkEKHcGYyBPcAAApvPCSReVDwZgnsnxmcUGTtcEZz8sl0FmiwjTiSOCExOlRSZszQxZdVWiCinA2f0AG0cdERx/khKcHkqW5xFUBwUHQKs2cbNMUwUnMRkv9eAYk7FRcMr7oxUcDnABBgIppcmOflH/mzEZ6zlUFpOxdsYAJJPRHlXl82IOTt15VKngWEtU+ryp8+DM9hYQHsdkzctX5DoqOJM1D1wwzPcDsOh++LN/ggi/mvMvKf9ahOvfCuU9BABwzWWb+NytD+Lbn3h16+2NKGMkOCsI01XQRsEBgJ24bBLFF7s+Ck6YkeDJRQdMFv4ECPS+nt6dQwDOBm0CugQhfI4oyBMccmIy1utgmQvt7iICJ/306gKCMXAAQUUOztaai1JbmqUThOndwIzocGUyjlSIa46vg4chSHhpuaPzSrMKTvfjLbzYg9MCMktwGio4hqTomzktNxnD5ODwJV1UEeBPMh6c8nsp20UF6DIVzxuGTZJx4sGJp4zn+Q2D1nRkMtqjsk08JkPKDNqsIThlBccQnHKJqomCM98PsL41jUtimeM8XQOTEhSFaSdeAzDGMN3wse19Dms7XwTxIwg3ngrlXQkA4NG98BZfwNrO/0Y4fQLCjafpAZz7e0vWPKIpRoKzgliE5imp6TTxWKaOsy5kfEPvkoNjlptnL+BhfFFx4cGJ18OiEEoRHtiZgxE5y8Ax8HyREBzmUMExRuXsuIb9IGrZi7McPrNH+weRSpSXvjBZOlljZIT61t428LiPkEI8+ZFXAJ++xVmOkowfALrm4OhlFUi1TTGOl23RJm4Iji5RyeUmY5IQTJeoigN08yuWwDTtorIpOMmoBqPa5AhTeRaVUgRFuiBV9s1wgFSi4NR1UZm1hxRgUvNQUVJwFnOd2WMhIZxx/eBVk4Mz3w+xUTQYA6kiNJ8BWy3Oa1J47CO/iMuO3YVo7UkI1781R9CV9xBE0xvgLT4L/+AfwdUZLLa+F2Ek4/ljo4OkL8YjuIII4gt42xKVabc09fiuCo4Xd1EloWSB6YBxRXB8TBDhzN4CD56ZgylyquAAukwVJiUqfdN20UVlSFJWwdkPpLPylIHPGELL035UM8m5Lcx6svOATJCaE5Mx07OoNta8eNSHg+PvT6Di/e3rwZGq3fJJiapF0J8hKWnQ37JtKHA0TTLOtIlXmIyTUQ16Z7Iv6n9ZcRYV2ZVIJgDIhAxXd1HFm0oUnBoPTnLdMiWqudV/Y6DPp2qCs9gPsL5pKaMnBKeFN4YIk4O/x2XH78IXb30cwo3/z64+Mo5o7YlYbH0feHgHJvt/i0uOTPHVu3eab2tEJUaCs4IIw/o6dxHmfebiE8GUqLrdUAQTYEwlXVkI3ZeofJJ48OwcZ/f1XCFXGTgGni8SD84wCk56od0PI/cEhzNElvtbJJvPKFsGs55s1HyoYj+REw/OBATShDt0NOrD96Hi/e1TouK8S4lK/yug0LSLSqm84tEsB6cBwVEqR3CsJmMyCk6mRJW+Gv8bz6IyScYophgj8z6VnCt+xbE35mRdoqr34DDG4AmWlL3YYmb13xh43EdU48GZH4QlgzGAlDS1MBp7i8/DW/wr7j77JNxxxyVL368mD0Ww9d0Qwa24Zu3z+No9u0uXGbEcI8FZQaRGvmYXcCOFGnOyjG9SouWcHQOPeQCXeOBsfEEYoEQ1oQgf+8I9WF/zkhwclxA+T03GCRlxUNFNPDiZURaRcpaBY+BnulGyiGTzGWXLYLqoggyTkqSzS7qeO1nkjKFh2C/kL1npBDK+IfYqUXEFJdt2UenjxKFy33/tMsaDw5u3ibdNMjbLZUGKAELaRQXkS1TJ+/V+JUnGRNZyKzEBljUZV3ZRxbsH3UW17CHLFzyj4MysLeLJe5mfEPAilFQ6A6fYIg7kS1QNwKL74B98GOH08Qj49YgCmbmWVENOHoZw/cmYLP4Jnryr0bZG1GMkOCuIsOUF3Pf0VSWKpftQhfCY1zk4TzAPYAr3xVO+EQTaetjCoFcLz4eQESJJ+IYrtiEd5+AA+gKc9eAQHBhckbaaM+TbxKeOwvcMfMasfTqRpISY9N5GxuRpov4jqjeGtlp/YgwN3So40ig43Y8DFwqqZYnKkBM9iLKdB0cIPca2SdAfZxx8qYKjDcNVBMe0mFeVqBiUTihmKcExJao6BScxGQs7AU48OESIVLjUy+V5PM37WcytBmMDn/uVs6gWccip1YNjSFMTgkMS0/3/CxInEG48DdN4KvniYHmiMQBEazdCedfgGu8jUHJMNu6LkeCsIJKnpIaqQKLgKMLBPAQx1dl/A8Q5OEzizF6Ag3kEn6S+Obkqw/gTIAzx1Mfq1koZqiR92BVEpkQFCh2F/CH14GRKVCERJo4miRv4jEOyvAFYUX0GSVswxpLSyWyh6VREoRP/DZAalSMKAVfDWr1JcvPmXo8uKq46e3A4Q+suKsEZOGOo0WTibUgIiCSdvHrFMh7VELeJw6LgAEtKVOlvLu2iKqYYx2AiNhnHilTFsTclKkn6e182tNUXPN8mXuPB8WJPlw1mpILVgzOd6ge0BiUqb/5pMHkKi83vBJhoTXDAOILNZ8JjC5y954PNlhlRiZHgrCCilgpO4sGJCP/29V2sTalzijGQJhlLRTi9O8cUkTv/DRDH7cfGXyJIqQbw4PCcB8dJizgAMA6CwETIhBRIUGMy2hQ+YyDOsJeZR2W8Wa4ITnZdZjsRuRm0CaQesEDFJSoHCg75k8S420vB4QqyY4kq7j1rtIzKEBw9iLKatChSIFCSZFyr4JDKKThFk7EhY1rBsZWoVE7R1Dk4iEtUVQpOpk28JgcH0IGGoQqXZnF58cBXALGCU09woorS4OLAHvIHQH/OtbXlJmO1D3/2KURrjwd5lwEApusxwbHMhasCiaO4a/EY7N73CYSz+xsvN6KMkeCsIMwTTfM28VhmZsCX7zwDf9I95A/Qy0qKIJXCA2fnmEK6898AmizFBEdJ7RVw7sHxBCKT7+JSwQEA5mPqKZzZ0+ZrCcAbwGRMDNjJpKguYsLmO1S7DMHZPQh1gjaWP3U3hYnXjyguUbkocfp+cp/mPUgl5wpKtpxDZUzGjDVOMpYZJUVUtP4bqLizqXGbOBfJnKdimzhJi4KT7aLSWk3yX6acLRXBdtmhOAcnlAqMVR/7VMGhWMFp4MGJGnpweI2CcxDCn4jquInpGtiSEtVk9nGACYRr35r8jQsOf+o1V3BinFaPBfe2cebrf99quRF5jARnBWFKVE1zFIyCwznDmb0FJKLeJaqIIkhFeODsDBOS7lKMAW02jQlOYhh1TnA4ZKLgBG5axGNQTHBO7aQEZ4g2cQkkJAoA5oG+ibny4AApwdk5CDSBYu4VnFAFsQfHjclYKQIXrNdwVs5kawVHZRWcFqMagFjBYfXOHTMRvFsXlSq8nFFwEpNxxoNDKpkSDqSEpdKDw+IcnHgOVdWxN+QoUoSQQnhL/Fxe1mS8mIGWKDhVOTiLgxDTzZrzdm09HQVhAZNnIBZf1Fk3PH+tm274iULUFNub61isfytmZ2/GYn80HHfFSHBWEIv4RtZWweGMIYwIkYo6h/wBuvtKUgQpCYtQQUSODKIxKPbgAMMSHCOnO1dw4GHqKTwYz5wZjuAQzmQGYZoykusSFRFh9yDEwTyCYpFzD06oHHpwfB8Kold5CuhYokombetMmEbLKPOwwsDB0mwp6/qzBGdJkrGSIK6JBgcvKzhWD04h6C/TKccyXV72EpX+zGFU38VnMnTC2KPmL7kO+dnf6Xy+VMGJKrqo5gcB1jZqzq9p/bgGf/ZPILaBaPqY0mtrG36rEhUAHN2c4O69a+GvXYazX/+HVsuOSDESnBXELJBgzJYmagdjTD8hcoZLj65Bkuyl4BgPju8x7B3E5YWBPDhJKu0QBCeUICLoyDy3Co5gEvuzEEopKLgvUXlxF9VeZqL4zv4wBEcqwsE8wv48Ag2g4OgSlcOgPy7QNySWMZWv2DSApFjziFumGy1TVHDqRBlTogJfPotKqYS4cCbKbeJZD06lyTjvwQHiz2g1GWsFJ5KqNp/LkKNAxg9pSxUcphUcGekwyBoFx2d+5SyqxX6YDMe0Ym290mTM5FmI4GZE698MWK6bk3W/dYlqbeJhdy5x5IqnY757K4KDe1otP0JjJDgriEUgIVr6CzzB4Xkcj7zuGCRFvXJMjPqzsca1ShE6evo2MAoO0aAKDiiW6p17cDww6BLemYMAYECPhh4rjCIUZZ66d2KZ3DXBCaWCIsItt58GE8pZm7iO1xe6rODQgyPjEk4faILT0oODuHzDBJqajFOCw2MXS1MFp4kHR58HgomEHBkkrfRZk7EsmozzXVR6H+wlqsSDs0TBMaKz8co0VnDm1ZPEDTzuI6pIMl7MwqTjyYq1tUoFx5v/M8CmVvUGMCWqdgQH0CnWG8cfAzE5ip37Ptp6+REjwVlJLMIuBEdfEBljcVhYPwUHADbW49MrXLj14Pi+HsknowzBcd0mHifHhjqUzaUHB8wHSM/SuudMPH3buYKj/w0z97jdIQiO4AhDBVKEM/sBJJYbQ9vAY3FZIQx1abIv/CkUc6DgoD3BMXOadMv0ECbjWM1s4cEBAA6e+HfSl1sqOMkMqbouKj2Lqk7B4YyBAQiSkR8N2sSlqh20mbyX2XNwZKQQBbKe4EzX7V1UagFv8UVE08dWPgStbfgIA5lcq5oilBKMcRy5/Ck4OP0FRMHZVsuPGAnOSkIrOO2+Wk+k7ZaS+pqM9QVxOtUlLwSuS1QxWQqDARWc2HwZqVjBcTeXluCBUQRJhHvP6ovmEB4cALmbnJkW71bBEQilwn1nZtiYeE5zcADT2ms8OI66qJhnL6O0AGMSUrKklNMEZk6TUTOaQOVycFCbg6PiV3ncRVWbg5OZDM4ZLyk4eQ9OuU1ca0m2EhWsXVQmBydaouAAmgQaM7DfqE2cUgNwjQfHDG8tIojLuKal24qKEpUXfBGARLR2Q+WiXVrFAYCBYbaIsHni8WDcx96Dn261/IiR4KwkglC1VnCEYBmCI52UqBSTuOGbLnGXQmtg1hWGw5aoYDw+EZyMaTBgPgCt4Jza111OQ3hwACDKlDT2jcnYYWryxNNtunuzEA+9YguhinpFDBThcQ+RCsGcJRkbD05zYlICETjTSca1JKIAPacJmiy3HNXAmPan1Ck4SYkKApzzXHmyuP8s48ERNg/OkiRjWw6O/ox1Sca6TXzZ+ccZS4ZiNhrVkC1RLfHgSJIlMmeIRx3BoamlREUEb/55yMnDQHyrctlpbF5uW6Z6yIkNfPFrp8HFFJsnHoe9Bz4DUi2NXxc5RoKzgliEEUTLQYJawTFx+/26qIz6k3RmRI7mCBmYUkUQKzis3+BEG1KCo+KgP7cmY0YRiICFSZ0eiOCEmRviwSKC71W36HaBHxOcb3/C1RCCN8ouaQOP+VBmWKuTWVSxB2fJ0Mp66O9MKaZzmJoulYTgtemiIgiuW9qXm4zTEpUndPCelYCZG3yNgpOkPXPeOMlY70PFTSUuy0WRqpxDZSAYyyg4TUY1qJR8LPHgACiVqYKZvk5NN2queWvrYMEiPXYAeHQ3uDqDaFqt3mTX25bgHNua4K4H9gEAW5d+C1S0h4OzN7dax8WOkeCsIBZhfZ3bhnyJyo2CkxCcMAQNouBogiNqcjW6IktwQJHTEpV+gg+xNhHYncfTtwcqURFn2I8leJNB4nQ7HkeQKTtEPcubpfUzDxTGT+eucnCYB876EBx9o1eKJ2bcRkuRvnlTCw+OigkOoJetNxmbEpXIEA7L+40SY7qoIEoenFTBQargFIdtZhWcZEhmlcmYg8UenGXnoAASM3BjBceUj5YM2wSQqEMGi4MQXLDqkD8AmMRl8SDtwvIWX4DiR6G8q2r3UXg6QHAxa5eFwxhDGHeJTtYvx3TzWuw/+M+t1nGxYyQ4K4gg6kJwWM6D40LBiTIEx22JKr7RRYGeJO540CaQJTiR9hs4zsEBImxMPewthiE4RsHZ3PBwx717ANDI/9AWWsHRF2Ei0v4tR23igH7qVsk0ejclKskE+NKpTjWgjgQHpoXaa+zBkSotN+scnOr3GpJikowB2DupDFERaZt4yYOTaxM3XVTVJmOTK6RQ4cGBJnVhg2n2grGE4CxVcISOKaD5TJvQK4Z4AoXYgQwWsxDTdb/+IckQJ+P1UQuI4Cu6c6rBb3ey7mExa1aWzIIznjygbJ54POa7X0UU7rZez8WKkeCsIMJINg75M8iWqHorOLwwodhVi6+BIThhGA/adH8aezFpUqG5GDo0GTMfjEJsrvvgvv6ehipRTac+7rhPE5xQKqcpxgAw8QQiSXpMAzV76m4Dj/kglwTH86G4B9GD4LCcgtPOZCzAWndRmfKrLlEt76LimTZ4a9ifKTVlSlSV08SZvYtKTxPPBP3F55suXFUkGUMhimjptYkzIEIIBpaMkqiCIUtqVj+mASgER2YQzEJM6gzGADCNFZyFLpeK4CsAFOT0+vrlzOLrPoKWJmMAuPrSTXzuKw8AADaOPxqMCRyc+lzr9VysGAnOCiLspOBwyJyC053gJE9KKgJIgcnIcQ5OuUTlGuaJlGR8c3WcgwMKsbXm4cjWFBxpgqsrCMZ0Yy5LZ1ANpeAA+pwzip1TBYf5OmYAcHMOCaHbxBsSDCsSBYe1UnBSdaN5Do4uUZm8mmY5OAIiWcbaKp4M4zImY550YBkYHmUUHAKrL1Hp2Kj4M9YkGTdRcKAVHI8tUVWQjpmhJXOoACQz0soKTlTfQQUAk3jdgVZwvOBLUN41tebi3OLrPoJ5ewVne8PHvad1+Y2LNawfeyT2T32uVffexYyR4KwgIkmtb2QeZwgTBcdNm7ikKBmpMJSCoyIFUVc77wjGGITHoWKCQy7bxJkPBgXBgSPbU+flKQOPMURECKXucooa3FzawqwviFTGN+G2i8r1OaS414/gJCbjll1UcQgetUkylhkPDupNxqkHJ1Oisu2fLCg4EKVp4pRVcMx7lyUZx/9pHbbJOECkSfYyDw5rPpXejwOfaL5YSnBMd19JwZmHmKwvOWczJSqm9sCjOxFNTy7dP4PJmtdJwQH09dyUgTePPxbh/H6E8/s6retiw0hwVhBKUWsFR4h0dk3fElWuiyqKf9RDKjgDlKgAaNOhGkDBScY+RIiIBiM4PmMI45vKP918Hya+cDpJHEhbzsNIITQKjsNj5bMMwXF0DikuwPu02xoFh9p1Ucmkw8hD2y4qQKt8dbOocsM2RQ3BKXlwqnNwklNTiHKbeLaLijFQxitUBkuSjJt0UcmGeUrm/KPFLDUCV723UsEJlys4GYIjFl8CICD9hy3dP4PJuo/FLOqkvFxz2SY+d+uDAIC17YeBizUcnP5C6/VcjBgJzgoie1FsCl+wZGhd3zZxkZiMZebm5LLEw0GenkcVRXJAgsNB8dMeOfXgxOuiECGRc/+NgVFwNtd8/Ns9O5CqvbK3DBM/W6JqFs7WBh7zgcihBwfoXaJiXbuosqMaWuTgcJ7x4NS8N20TX2YyLnpw7LOocvPsOC8M21RalYnBREpwqkzGRE27qDTBaaLgJGRp0UTBKXtwolBChqoBwTEenDlE8BVI/6GlqeG1i695UFK1TjMGgGNb06RdnHGB9aOPxMGZfx3LVA0wEpwVhFTtPThCcESKoEiBQL0IDmc8nVA8BMEx6wsDXaIaiOAITyQEx60HR6+LUYhoQIJjFJzLjq3hIcc3ls4B6rQN48GRKpnU7NRkzH2wMCYDrhQcJsArpko3QscuKhVP2iYmwKBSo0sNsg8ry4P+4hIVxJISVd6Do0c1lBUcln1I4qJgMpYojmqgTDt7CYwjrrIsVXA4A6Rqp+AgWKQkpOq9pk08o+AYX8xSkzEXIM8HU7sQ8l7IycOX7lsWZv1Bh04qAOnEdAAbxx+DaHEK4WwcwLkMI8FZQagOCo7JwZFJmaFfKUMwT5tOowE8OADgT8DiJONhFRx9PFx6cJJMHYoQDliiMgrO9sYE33jlkWEIjilRhTLTReVWweFRfFNw5cEB70dwkDUZt/XgAGlpZ7mKpDJt4oIxKKDyyV2RBIfOhEpNxsu7qPSwzUIXFSFv8BXcMmwz0ybOMwSnokQVe90beHAYJJp6cPS6WDBPjcAV0GGJHiKV5tE0STFOMF2DmD4IAof0v2H5+7OLxh6fxbybD0cIjr14X9e2vxFMrOHg7C2d1nUxYSQ4LSGlxJve9CY87nGPwyc+8YlzvTtWSLW8FbMInYNDmYnE/W5SOv490i3igHuCE5eohiQ4whdg5F7BIeQVHL/vYKQKGIJjEEbSeZt4TsEZpE3cA4siEBe1GSdNQUQxwel2o9Er6ZODwzIEdznByZaozDdXtUVFEjwmHbxOwTEEZ4kHp6jgsJokY8YZqMZkDIiE4CxTlwUYVEMPjlkXC5aXqACt4oSZ8mAQpwsvNRkDmuBsnYXyr21VntLrNwpOt/Pu8mPr+PKdZwAAjHGsH3k4Zme/1GldFxNGgtMC999/P1760pfi9ttvxyLOQzgfoRS1bp02Ck7kSMHxigqOS5MxoId3JgqO+y4qIM7CSS6GAyg4GNaDo0tU6X8PU6LSxz7XReU46I9H0lmJk7Q0AS67KzjGg0MQLbuoDCUw5+vyfSgmGev12LcpocDj3615wLHuX6FNnDNLkjFRXsEpeXDalaiIcUgVW6y9+vNdMEA17KIyBIeHC9ASkzGgs3AiShWcYB6BC9bsIWl7Cr61QNTCXGwgPA4uWOcS1bGtCe6OfThEhH+5+yjC2T2Igp1O67tYMBKcFjg4OMB/+2//Da94xSvO9a7UQiqC13bYJmeQKlVw+nhw9Pq8vILj3IMzGb6LyhMAhXpqMnO3DUo8ONHgHpycgiOV8y4qcyPN5eA4HtXgReSuPGVmLDnw4IDxVqZRlWkTBwBGy5eVuRyc+G+V65cQMXkyCk7UwGQsYB+2yes8OJQ3GQMA80zbuQ0MYUxwmpSomis4sboVBo0UHI/5OZNxMI8wWVuetwMA4popGAPk5BuWvrcIxlichdNNwdFjGxSUIvzlR/4NZ6MrQWCY7Xy50/ouFpz3BGexWOB1r3sdHvvYx+Lnf/7nG73/DW94A777u78bN9xwA57+9KfjZ37mZ3DHHXf03peHPvSheOQjH9l7PUNDUXsFRwgGpSh5Cu/TJg5kFBzHLb4JfB8UHEKJCpHjFnGk6zskDw6gb+yRJOezqBhjycDNkEI9ydohGfSYD1+Ss1lmxjPDZY8SVUIxvNbTxDVn4Jm/LFmmYDIGahScTInKLKOsHpyigmMpURHlOX2xTbxQotLvqTEZQyCSsYLTYBaVoqjR0FbGGNYY6bb/JSZjwCg4mRLVPMRkrRkh51dwqB0G8M1G7y9iutZtXINBJBX+9ANfxtWXbuJh11yBGV0+lqmW4LwmOB//+MfxvOc9D+94xzsQhssvSPP5HC972cvw5je/Ga9+9avxyU9+Em9605vwpS99CS94wQtw880XxyTWTh4cbrwU+gfYW8FhAlLJ4UzG3gQqNp8OaTJmiJy2iMdr1v8YD85gBCedJh7GXpHJAHO7JjHBiVSzskIbeNyHiAjku/kOjGemF8GJyQDjbYdtZqeJA9VumswyWQ+OGYdQwakUqeTBpDbJuBj0V+XBYUUFp5BkXLx9iDRxuQTGESpTPlvWRcVALWaabfCYNCwxGQNGwcmXqBoRHFIQlyrIe7u3Zk86jmsw+KarjuKGb7oE2xsTeILjdHANFrv/BtXHT7biOG8Jznve8x7cdNNNeOlLX4qf+7mfa7TM61//enzmM5/BT//0T+N7vud7sL6+jkc+8pF4/etfj4ODA/z0T/80ZOYpZGdnB7feemvt/+6+++6hPuIgUEQgSi9wTWGCwYKE4DjqogpDLWU7MIjm4E8gQ33BHbJExdgQCg4DwQNDiJDcz6Ey8DlLCU5cSnGt4ADpwM2IQqflKSCj4HiOCI4pUcl2k52z0AMTOIQQjbuotLkZuRJVE5Nx3oOj/1Y1rkFBJh6c2jbxQtCfsHlwFAomY0uScVGpMwqOde9YRsFZ7sEhNFNwAGDdeJmalqgKbeJLW8QBcHkfmE9Qd3Y/b7qOazDYmHo5cvjg4koQRZjvfrXzOlcdrh9NneGaa67Be9/7XlxxxRV417vetfT9s9kMb3/72+H7Pp7//OfnXrvuuuvwlKc8BR/5yEfwwQ9+EM985jMBAO9973vxmte8pna93/qt34q3vvWtXT/GocPkJbRVcMwFMXAUt+8xL00ydu2/AQDfh4z2AH84giN8Dr6IMqZgh2AeSA3rwTElKiJCEIeQuDYZm3WGkYLneJI4oM8jTxKUEE6exhIFJ+x+o9LERICL5rOozLtEpkRVP1lKo3WJCmkXFWNLuqgyoxpkQcFRRZNxgxIV1Sg4BJ54cBp3UTU8l9YNOWtYosorOM1KVCK4DRRxqHtmjfbJhj7jGmzw1i4FvOOYnf0yNo42G/p5seG8JThPeMITWr3/4x//OA4ODnDDDTdgc7NcI73xxhvxkY98BB/4wAcSgvOiF70IL3rRi1zs7nkDU4po7cExpkTlRsFJCE4YDEdw4qfnIWZRAfGoBiYTU7BLEPOTzKEhRzWYAYiJgjMIwRG6Q0u5V3B87sOTgHJkjk49OD0IDiTABLhoPk3ckBJupokDDdvEVS7JWK/L/t5siQpIGwcsK9X/5jw4ZZNxOehPmRfBQCWTMQrt7DmwFh4cxgA0n4e3jpg0NChR+czHAaXdSGHDEhUPvwa5vwXMv95on2yYrHkIAwlVNHB3xJWXbODM7tUQZ79U7nobAeA8LlG1hfHXXHPNNdbXr7322tz7VhXmRta+iyoemujMg6NLVCwM3RuMAcDzk4s3b6lWNYXwOASXA3hwAMBDGN8whjQZA9qHY86LyQAt9b7guk28YedLG3jMg5AE5ai0lpSoon4Eh1oqOIY+tA36K86iAgBVoftok3GW4HBI2/5ZRjXYTcZVJSrz3nKJilXeaBki1axEpdvwCaLhuTQ1puEGCo7H/aSRIgokiAB/GcFRBxDyPsj5MWAxb7RPNhgiFS76hEymmPoCp4OrIKM9hLN7naxz1XDeKjht8cADDwAAjh49an39yJEjufedS3DOnDB4A6PWCMGTS9/E54mvpgmM+VTFF4uJ57VavgiPe5gpCSZDwPOdkxDy/eR6O5mKXvtqAxccni9AQgHodyzsG/Ahmf62JoK5Xz+AaXxeqEypYjppd140wcSPM5Ti9Fnb+rnJKxEcTcy1BlOa6BJVy/O5CixWUkS46Lw+DgXGhP69EbVajy84uNCXXcEIbMmyShE8T3923yQEM+2ZKx5TYgqCp8dJcK3gFfeP4uPPfQ9MMHhcQELm30daZTB/I6EVHK5DavTyXORS/chj4FTeHgAwKRBKDsGXj2pgLC6nCvu5VITx4PD19aXHcyJ8RIggBMMs0NtZ3/Ctx9OAh7frz0eXgUkJRhKsgydsbUMTNhlKiC03D3376jIw5iE4uA0bR65ysk6XyN6bzgVWhuDMZro26leUQyaTSe59XfHDP/zD2NnR4Uq/9mu/hiNHjuB//s//iRMnTjRex4kTm4PIiUeOrONs3Ia4vb2O7e31xstux8uZh6ZjR7Z6+SnWHpxiRxJ8RpBrU2y12JcmWGxtJIr50aObmG64LyPt+QdQQoKLCTYc73+4O4W5Xx3ZXMP2ertk1CY44nHg1FlMNybwJzqY8vixTWw2iaVvgc31Cc7uLwCusD6Z1p53mxvtPudUcpyWBEy8VudzFfZP6SdwHi06ry8KGFTkYbKm28SbrEcGWjXY2phiazpBeApYXxfgm/XLEoD1NR/b2+sQkQTuAybrE2xvpcuZY8rvByY0SfbH8ziEJ0r7F0w8zAFsH9sCEwIbB1MQVO59nhDw/XTZg6kPMGBjex0kgfBBYH1jPbf/THBwgvV4qPk6IsXhe3zp8ZpG+vq6ub7Z6NiuM+1lOnLJ0aXX1Y2ddaj9CNvb65if1Sre8Uu3cten4jkaHdwJmj4E69uXYgZgywf4Vvtzh5PeN48tPwZN4U3WsHX8GxHNbsfx489yss4hcOSI2+tnU6wMwVlf1wewqp08CILc+7riTW96U6/lAeDUqX3nCs6RI+vY2Znh1GldXw4WAXZ3m5M5MyNlf6ZvAAd7oe4g6ggVEQIZINw/ALjXal+agCRgMtYO5ouktOYKXHCdgyMUgpAhdLz/nhKYx/sczALsdpgyvAxhPKTyzN4cO7v6e13Mg6S93hlIYb6IMAkXmPKp9bvmgmNzY4r9g0XLAZUKngQCwMk5tL9nCE6InbP7YC27DQHAWyzAFIdShHARNdqvnfi7WMwC7IWEKYDZwQxK1S8bRQoyktjdnSGIGf3+wQK7xErHdBEGIJUeJ86A2ax8HaB9/d+7+wsdIBdISCVz7wuCCEqp5G+kAMhQ/7fa1/s/i3L7r5hWyGzHg4VhouAsO16zuX59sVCNjq0fLRCKCfb2lpePVAgE8ec4c0pfK0OpP7v1HCXC5ODfINdvQKT0NXvvwTNg1P7WacqFZ07tY/2Ymwea/YMFvPXrcObrH8apB3fA+DB+xK7I3pus5dKOOH68WRbRyhCcSy+9FABw9uxZ6+tGdbnssssObZ+qoBS1CghrCikVDmKXPgNLTLhNYOhWIHVYm76Wdt9HDp2DQ2EIeF6roYSNIHxIZfa63WdtBgXPE5BCQkoB5nj9gjyERuonDLD/er0AsJAKi3gQEIP7bQkeB/2pEBt8s2L9+uKmpGq5fQZPEiLuZr+jOFqAk4RaBECDeP8iRJwBwzjTBKTBfoXmPQrJyAKl5NJlpaLkt2yapyJF8XL5YyqV7qIy6+Qsni9X3IaUYIzHcT4EkICCQhSpRAFRUo+0MMsyxgG5gJIEFndTSSqYrDkDU/bviSntwfHE8t+qNBlFymt0bCcyRCh8eA3ey+EhUiGkJMwPQl2OSj5n+Rxl0YNgNEckrobyCRyAms2rnd51YHokxHwWOfsNKkUQ69eBVICD3Tsx3bzWyXpdQ0qVm4h+WFgZk/GjHvUoAMCdd95pfd0kGV9//Wq30x3EBra2/oI0NyOCx/vzXs7i+PcoBLxhTMaKC90OO9CwSuFrk7GiAZ6KmIcoJpBDtokDQESEKFLwBBukNJrMMVPNW3tbrV8CkSPfkHmwYObc7AJq30VljMG5JOOGwzZFoTupapOSVM5kzDmzP0hJmRiMAcA04KuM70QVTcZCZKaJ203GxBlY1eFgQpeoGnyPFHdFsYaNDr4KEYpm1xif6SRjIkpC/up+EyK6EwQO5T0kzdnpYTT21zyEHcc12LAx9bAbnQDjU8x3b3O23lXByhCcJz/5ydjY2MAtt9yCg4OD0uuf/vSnASBpEV9VLGLjnNc66C9OMqYomWfTB8IQnCHbxJk3WAcVEHsYhIKU7gmObhOPt3MIBCeUapCQPyDNwYkoct5FBRiC42ZdSiowAByUjhFpjQ45OPF3LcDioEeeDO2s3ZJKTcycMTBo8mHdBmSuTZxXtYkrlQveNOMdsp1U9iRjs7/m3yLBAXjFvgEMoeRo0sRHMfFjDaMqJipA0JBYC+6BQFBQjTJweHgXlHeFNic6IDiTNa9X2F8R2xs+HjyzwNrWQzHf/Tdn610VrAzBWV9fx4tf/GIEQYB3v/vdudfuuOMOfOxjH8MjHvEIPOMZzzhHe3g4mMcEp7uCIyEcKDgiycEZsE2cD9DdlIHwBYSQUGoYBSdMbnrDIJlZTUAY0dLula7wBEMo1SBJxgB0icqVgiMpFS+6epGyCk7DUrPMKTiA/nbqCQ4RlTJT6nrQskF/QE0OjsorOEb1yWbh6GGbmWWy08QNEWIWBaeS73FdompwClLcycnQjLT4MsSiIcEx52ekwuVjGoggorugvDh6xJQz+xCcqYfAUZs4ABzZmODe0zNMt78Bi/07xrENBawMwQGAm266CU984hPx27/92/ibv/kbzOdz3HzzzXjlK1+JtbU1/NZv/RaE65EB5xlM6+OyMK0iDFGIKOod8gdkFZzQ/RwqAPB9KDYsweGCxQrOED8TDxEYPIbBAroY0+uPiBANrOBEsQdniBKVkOROwVEqLb10LFGxDjk4hmfwpNVbpEShcl/jlvbM+SEYq0wyVoUSlagsUakk5A/IEJwMdSoFx+WSjPX7qEjNOQOqFBwmGis4Km77bqrgtCM4+n0RRQgXUW0GDpOnwGgO6V8db2gCYgwIFo22Zd3XNQ+hQwVn4gvMgghr298IkESwb7doXKw4rwnO9ddfj+uvvx6/8Au/AAB497vfnfzNNr5hbW0Nf/RHf4SXv/zl+J3f+R086UlPwstf/nI8/OEPx1/8xV9cEJPA+yKIzaSipS/FlLQkSSdP4SLrwRmiRBUrOB2aYBqDMxnH3Q9RovIQEYOH4QgaAHhgCcEZSsHxBYcifdPwXSs4pCAUIeKOTJkyo4j09eDwrh4cQw7qFZwkyLKhgqNIQrCsMsPs5ayigoP0t29Ql2TMqjw4jIFVKFoEYzKu2Pnc5zAKTrNzyYsWCBqWRhMFh5YrOCK6K/XfAABjWsXpQXBcl6gAber21y4H9zbGMlUB53UX1S233NJ6mel0iptuugk33XTTAHt0/mMexCbjlgQnmV3jTMHx9AC/MBhGwfG0B2dAAQcsfpKUruSD3Mp9hMQH898YePETfxgNp+Bo4kSDJBmbMlIgHBIc0ZPgdPDgyGI5knFtdK5bxig4ogFpQTnJuMpkzAoeHJGUqLIKTkFZzCYZm/0ulagAVvmRdIlq2uCnpEeYMKiG5N+LQsxFQ0NyrPREKlZwptXL5fw3BpMpWLDo3F86iRUcl6MVpNLdb2tb3zgSnALOawVnRHvMAwnBu3XLCM4gSTorUQEAohA0kMlYcQ/c0ZO9FfGTZDRAiYogEOFwCE5iMh5QwTHmCxcdeDnEJCR0peCYNF6gu8m4gwfHkBKefN8CyxKdkxIVz5aoqnUfhYazqJQslKiMyThds7IqOPWjGuoUnKRE1eAU1AqOB2pIcES0wLzhs7oZQROEAZQkTKoIDhFEdCeUd3X+7z0VHH+qwyFl6K5lOooUiAjT7W9AcHA3VK85a6uFkeCsGBahbK3eGAjOYwXHTYkKwLAmY+ZBVPalOkBs2JPRAD8T5iOCB2/g+XiCMYRJm/iACg6PvV+uFZyYhLhVcOLj0NeDwxlAaERySpSAiaVt4tJCcDiqFRxFEhzLFRwoVShRVXlwMsvkPDiULJkFcVQTHDBESjQqUUmKwJionLlVhIi0B8dK5gowJarFXJOAKgWn5L8xmEx6lqj078Ol0Xhrw8c9pw7iDBxCcHC3s3Vf6BgJzoohCFXnuR+Cs1KraVcICIAILBrOZCy5B9EjjHAZiOKhfNEALIQJRBCDExyt4GB4BYfHCs5AJaqQu3niVVJlCE7XLioFMJ54Y0gt3zdJOiQuVVY5Onlw2JIuqqwHp6GCY3w79R6cchdVcZo4sXROVRk8Nhk3IIOxgtM0C49HCwTcQ9SgXGhKVIuF/m1XmYxT/82V+Rcma709OACc+nCuPLGJW24/A3/tMjA+xWL/DmfrvtAxEpwVQxDJpdN6qyCEKVG5UXCEuV4O5MFRTIBX96X2hylRDaDgEDyt4AxI0ADAY/rmOqiCIziYUXAGKlEFjggOKQL30vJpN6QeHACNjMYK2RZxgJgAa9pFlS1Rob6LKleiqvLryIKCY2sTL3hEKFOiqjYZo0Gb+PJjFVEExrxKpSr/WSJwpRAyvxHBSUpUMcGoKlHxyOK/AWIFp3sJKJko7jDsbzoR2DkIwBjDdPOakeBkMBKcFUMQqtYhfwaCc3cKDvPgmwv/kCWqBmFpnRGXqKJwCAXHRwgP3pAlNhQ8OAM5sv0hS1QJwXFboiIuenlwiIlkjlWjEhVR2iIOoEkOjowVE9FUwUEzkzGUtAf9ZUtUKq8cQfClScZKpxDad44xRJLDb1SiCsGa/rJjNUUrOMu/B9+0icclIr/C9cyje8rqDRB7cLrn4HgTATAgXLi9boXxGITp1rUI9u8ENSGHFwFGgrNiiKTqnA3jCV2ictUmnsyGGcJkLIQuUS15Cu6FWMEJB/HgCER0GApOTHAGDfrjYMIQHNcKjumiclSiUkrfuH2/lweni4KT/1k2bxNv48ERmUt6tcm46MGpSDKuMhknQX/560ytyRhAqJqVqMI2Cs7CEJx2Ck64UPB8npYrs5C74GovbQ/PYjLtpeAwxuBP3Ib9AfravXsQYLp5DZScI5o/4HT9FypGgrNikIo6lyJ44sFxRHCiAQkOAMl98AEVHJOo2jnRv27dMArOsAPoPMYQYeigv7Q24bsO+otJyIK7+Z4Tk7Hn9cvBMSZjtPHgZAgB4y1MxhnSUqPgFIP+6mdRldvEZU2JKufBqS1RVZOSSDYsUakInHlLesxiGAWnYYmKMaZT1heq0mDMo3sAALKK4PRIMga0ahQ6JjiXH9vAV+46i8nGNQDYWKaKMRKcFUN2OF9beJyBHJaoEgVnCA8OoJOMldsLRQ40ZInK0ybjZpfxzkgVnGGD/ozJ2AU5ziEhOC5NxgzwfLA+s6jiNnG9zg4eHO2mqd+KNejP7sEh0vOVigSnkYJj8eCU2sQbdFEpaOXHBqUIkji8Bt+jLlF5lV6jHEKtpoQNS1QA4DMPMqBKgzEL74Hi2wDfLL84mSbb7Ap/6jkvUR3dnOCeUzNwMYG/fsVIcGKMBGfFoJTq3iYuuFsFZ0CTMRFBMgFBAxIcFUERgxxgE8Q8hPDgVyejOYHpohpSweGcDVeiiknIwtFxSmY7eT46fbFEYFBpmziae3BETsFpMaqh6MGxcRYYgplVe2qSjLMeHMs08VKbOI9N0UQZ5alYogJYBcmIYvXHb1ii4ky0U3AadlEBgGA+ZFCdgcPDe+zlKQDkQMGZTN2OawD0bzCM9Pcy3bwWi3FkA4CR4KwclGqfYmwgOAMxd0F/Q3pwlCSAsYEVnAhEonFabTuYLqqhFRzdIi4VDdYmzhiD51G8vWE8OKFQOY9IV6QlKr9j7dH4TwSY8eA0KVEhr+B0bRMXcQpP6b0x6WhmMs4rONYSVWHIZ/J+pcBAIPCSB6fOZCzja0FTBYczv5mC09KDAwA+90ALewYOkQSL7qskOJjGHpweJl5/KhAG7q9b5nyZbl6LaPEgZHTgfBsXGkaCs2JQRN1zcAQDQTlScLzUgzOAgmNIhxhyem5McGTknoToJGMBDwMSNOhZVGF8rIZqEwcA4ZnBkO5LVARA8vwNuCuSYZudTcZmHzIKTpMSVcGDQw2C/lopOIbgZIL+2icZF0Y1FE3GZlldcCuvVq/E+lkM+Wii4GgPTksFh/kJiVoGwXxQyOwEZ3EvGGQ1wfGnWsnqIevqEtUABEeSTjTe0tPPxzLVSHBWDv08ONyZgsMZh1DDERxDOrgcjuAQhVDwoAYgOAocBA5/yDZ36BKVuQEPpeAAABcKjLj7yehRCPI83WZM/b/rnILTheBk5jDxWNWo8p3ktouigtPcg5MnOMya8GvIiSgE/VW2idd4cIhId1EVp4kDWv0hhWJ5SunhVahK50tJ9vLfUkghBBoqOOECxDgk48k2lsFjHijgVg8OLe4GQUCJy+wLT6f630W/cQ3B3P3vfm0isLMfQPhHIfxtBHsjwRkJzopBFaXlFuCcgZhy1CbupR6cAUpU8jAUHBUrOAOUqMxee2xgBYex5AY8lAcHALggMPQnxiVEIcgzJZT+xyoZtul5nUpUhpRQrk28WReVKHVR1S9ny8ERsHMIBXuJyqrgSJVXcIoeHDK7aClRyVjBKTwEmU9S1UUVRW1KVHEXVRNBJgh0+B5jzUtUagImOSaWDBya3w3yLit9vgSTmOD0nUcllXNl+OjmBHfdvx8H/o0+HGAkOCsHRd0VHMEBMOXeg9Nw0m8bGFVFRAMOlosj41Us/bpEFK9v8BIVYyDjfxhcwXFPcFgUaQUHOuG2L5IcnN4KjkgIQLMSVVnB6Taqwa7gyJgscTQ1GafvY4yBgyclQLNMvk28WKKyKDh6R6yfxZCPJgQnbRNfflzZYg5M13Q5rmGJypOapNgUHLW4G8qvKE8BjgiOPpauy1THt6e484E9AMBk4yoEs6+DhswJuwAwEpwVg1LUOejPXMOclKjAISRBcZ6Tw10hLVF1v9AsBYWgWM1qchNrA0Nw/EMgOEg6WIYbfDUUwUGYzjKLHBjK8yWqLuvLeHBMm3ijEpUlybiBB4ezPNHgWOLByXZRiTqTcf674ownZS6j+OVGTZkSVazgUOHWkfRVKfvDQNpF1YDgxAN/G/3kwgDwJ/BEixJVpJPVS11Uah+IzoJ8S4KxgQOCk4xrcB72x7GIp5RPNq4CqRDhRR74NxKcFYNSlAsGawPuMMuEMQZf8aS84BpJiWpABYcoAkEfC9dycqrgDKhA4fAUHCYUoAb4rmWoy0nor+AYbwkXPUzGWQWHAWBN28TzScbERGamkx3SUm4WzN5FZcpLuWGbTJeoSoRDytJDhzb1xgTHKDhVXVTagVz4fJR8UJsnyZSofFFP6ogIEYUQDRUcBAtgMoXnNS9ReVGs4BQIDg91wF+lwRhwVqIC3I9rANLr4mRDk7Tg4OvOt3EhYSQ4K4Y+JSoed8JwBwoOAPgSUAP5PpISVdgvk6IWFAGJguOa4Oh/h1ZwBMOheHAYVwANsP6MgtPXg6OSkk/3NvGsB4cxpn1rTTw4IPB8sAyWlahsfrpqBadcokqSlovvtyk4mRJVOomhqkQlUQr5M74dImsHddMSlYICgXRWTRMFZxETHM6bd1FF+nzyJvljwMJ7ALEFiO3qhc/jEhWQKWuKKbzppQgO7na+jQsJI8FZMfTJwWFxjLpwZBb1JYMaSsGJGQKPBixRqQjMZIQ4VnBMh4hPh6fgDNlFxfhACk4UpSWqvgqONBf/2GTcpQMvo+AAmiw1VXByR79hm7godKUt66IqmowBlI3GBQ8OoMvSSReVxfuTL1ERih4coyoxBXuJyrSJLxm5EcVNAx5vqeC0KFGJ0AMxBVH4PfDoPrBpjXoDOCE4XHBwwZzPozKIMirOSHBGrBR6KTiG4LhScBSDHErBkQoADUtwKATi2UruFRwTjHeIJaoBFRxwCVIDrD8KweJp9H0JjvkOzaiGXkF/8aWTC9ZwVENewSGIzLrskGRXcOq7qPLDNgGUjcbLPDhWk3FaogJZuqgo/T/WElVyDtZ/ZvMdCzTsogrbl6hY5EF6Uf7zEYFF94MvIzhCgITXi+AwxgbLwtlc8/HAWa1qTzauQji7F+QgP+pCxUhwVgyqRw4OSzw4bgiON2CJSkYKglGPeUINkClRDeXB8R1ku9TBz7SJdz0vGoGrwQhOUqLqaTLOlqjIgQcH0D6VRknGhLwuygQYqLZV3FaiEoyBUFZJDInJdVHVKTglgiMSkpSajJt3USUKDlURHAXBaanvyGQdebzhLKq4TbxNiYqFAtLPP1gwtQtGc7DJFctXMJn2IjjAMPOoAN0q/vUH9wEA040rQRQhnN3vfDsXCkaCs2JQlqe+pjAm4wvBgyOl0m23XSdCNwBRBBYrOK4JTkgEDgUxsMmYQ5dmPG+AEL4smATJIQhO5FDByZaounVRmRs0xXSlq4KT0p3qm5ztYcUc4eLZaOuiMtsrldAKoxr0elMFJ20Tz74ho+BYuqgSD46yTzGIpILXiODo78RjfrMk48W8dYmKhQJS5H93XN6nX1um4ADAdArWI+gPGGaiOAAc2Zzg/tMzvY31hwBgF3WZaiQ4KwalupciDK8Rjk4LTxKkN8xNVUVK2wg6tfo23UiYEJwhSlSeHkLgdL1FMMbATOfQoBtSAxGcEMzzwcF7JxmnJaqMybh1vlHZg9MoybjkwYn/q6Z8IFWRFKWkpahupF1UZQ9OieBICbIoOJJqFByRKji2LqrUg1PRJi4pHtOwhOAoQ3A8e4ZPEWHQukSFkCHyCgQnuh/EN8C8reXL+1NdGuuBoUpUgjOEJkJDTOCvXXZRd1KNBGeFQES9FBwwc4FwV6IayoMjIwXOARZ1uUk1BEVJSKExNbtCRASPKbCBS1SAvul0nU/WFMQk1IAlKp2L0o8Mqqx51vN0iahBeSmHpKSU8eA0IDgSRcOw+Y3VlKgIlhKVfam6LqpyiUpZTMaWHBybB0cq1HVRobZEhaXpzWmJquEQk2ABatlFRQFH5AW584nL+6C8yxstj+m016gGAPAnYpASFZBmDgGj0XgkOCuEyBLt3gbGg6PHAveHUIRoIOVASpUGGg5VpjIlKuZewZGAVnAcpPMu31gP0tsQxCSU5M4Tn02buMc8hwoOS9O1W5875qakL52Ms0bnRlHBIePhqSFtyqbgwG4ctuXgVJuMLR4cZDw48dt5pQeHUCI4mS4qm/ISSQWviYJDLRQcolwXVVMFh0LEBCdK1sOj+0FNCc5k4saDM8BEcSBPaCcbVyGY3wtyEJJ5IWIkOCuEeaAvUH3bxF0l0nqSIAciOCpS6QV4CIJDpK+EzIcQfBCTsccIGDgHB9AKDhu4REWxB8c6+6gPZAR4Hjzu9U4yVknphacDYNuWOEmBwJISTeM2cWsODlDrwbF1UTH7Uuk0cYvJuKhsWIP+bEnGVW3i5WniZhOsootKKoLuym5GcPwmCo6MwJRKSlRNPTgqAKQXJucTo30wmukZVE3guzAZC0QL6f6BAPr7NuRwsnEVQArB7F7n27kQMBKcFUJgCE7XcgQzbaKOFBw5nIKjZGYkxSCdVKnXggvufOCm8eCww1BwFAb34ChEADV/im6MMATFJareOTiFEhUATaBagBXKM1ykbfh1KHlwmpSoLCZjUaHgkC0Hh1UpOOU2ccFEMs+qWZu4fRaV9uCUP4tWcLC8RBXn4PhooOAYktGiRKWkAklAegHCWBHkkTYYtypR9SQ43sSDUuRcGQZ0q/jpHb1/k/UrAPCL1oczEpwVQm8Fx3hwHHkpNMFxsqoSpFTgJqhrEAUnvvExH8LjSXKyK0gi7ac4BIJDkvJP4wNAQQJKIHTsVTJBfx7z+icZF4P+gPbnDuXVC96gTZyIoICcB8eUqJaajCsUnOIWpW1Ug81kTARmCfrjjCclqlTpyr4hYzKumUWlO98tCo7UCk7TLiqf6y6qWoUjiI3Ck0njEpXxvUR+WqLi0X0gtg7wBgZjIFZw+nU/+hOTZuzeh3PZsTXcevdZAADjHvz1yy9aH85IcFYIfQkOuGkTdURwIkI00BmmpEqVqiEUnORm6kF4Qyg4gG4wi4YzSRsoBTawyVhBB/2F0vEFOwoB33hw+pao9HfIzDRxoEMXnsyF3DVpE8/bkpH7L7akTbzKg1PqompqMk4MNhYPjumiWqbgWEpUigjxaK6KYZsUV7mWm4wFEwkZrH13VsFpWKIyvhfphQhjtYjL+6G8y0qqVCUmE9291QPJPKrAPcHZ3pjgvjOz5L+9tcuxuzMSnBEXOIKwJ8ExJSrpqkSlhjMZRxkFp2WZoRn0OokJcMEGGdXgMYYGl/HeIEXFrl636yeCRAQokQxVdLRi3SXneXGJqh+RzZWoEk9J23NHJRk4gPbzLPPgJCF82RtoAwXHlkpe1UVFpMDAcqRE2BQcFW+v1oMT76LVZGxKVEWTcVp0qxrV4DXoopIqgsf86vJaFh1KVEYxkV6QEGYe3QclGpanAJDvgOAkCs4wCm6YuV7deu8ECB9IypgXE0aCs0JYRP0IDjEFIuZMUOBSDVaiUpLAzZyrAUpUiTeGeYOUqCJQOl164FZxkpTWNgaAKW1AOfbgGDVI+HGybc82cZkxzyYKTrtjzwo3d63gLLlpx//muf7yoD9riarCgyMhc+UpoCLJ2JTTrB6cgoJjmyZOekRK2WScFq1s91FpPDhLyHxIITzmJceq9hvPEhzBGhKcVMGRFAFqH4wOtILTFA6SjL1YwYkGUHAAfa5HUuGrd+9ggUvAmcKDpy4+H85IcFYIiyCWqXnHr5UpQDFnnTBCKkR8mPKLkgoiITgDPAVlPDhc8EZptW2gTcb6Ks4G7qRSaliCY7pRSAm3BMeQD8+Dx/zEgNoVSmkvEmNZD07bG4xENidKe3AaKjiZ8QapB6fdqIaki6roGyYFXsivsqogskLBAU9azROlK6c4GemookSVeX/VLCqPMzTpovKYV0nkckgIzgRCcERKLe1KMiUhKTTBSQzGLRQc3SYe9Cotez4HY8MpOMe2J/jaPTv4xBfvwRWXXwcA+Mq/fWWQbZ3PGAnOCmERl6i8jmUhggKoeWDWMvBIIRTDEBwpFbg/nIKT9eAM0UUlSYer5bc1DIZWcBJvjOsuKkNcPVcenAxh6JqDU1Jw+NIuqsSDk/sKmnpw8n9LvSnlLqqigmM1GRsFRxTJUHmaeG51jIEY1yUuW4mKqL5EpZTe5BJSICmCx/2GCo4xGU/hca08L3s2CxcRvKkAmD5vuXwAxKYgvl2/YBb+RCt5PfxmjDF4E28QDw4AXHF8A//7H27Fw686CvA1KL4FRPcP0pZ+PmMkOCsE48HplWRMHLJtuqsNpMCVQjiUyTgicN/cpIb14IgGZYjWayeCd0gER0kCHQbBUTyZGu0Exh8Te3D6dlGRymQn9TEZl7qolik4+l+RHVDZ0YOTzKIqRttA5QzGZt+AYonKruAIxuvbxM0yiuxdVJQqVLabqIwVnDpCBwChCiGaKjjhAsR0aKNpOFhGsMNFlPhfNMF5EEpc0txgDOguKqB/Fs5kmHlUgB7X89THPATbG3qOG4lLcWy6g3/+ygODbO98xUhwVgiLniZjYroTxkmJKr5xDKXgKKkgBiQ4rFCicqVqGeg2cfMUPyzBkeUQFrfrTwjOkCUqBwqOzAQeds7BKZiMxfI2cTOnKf+zXJ6DY28TZ7l1Giiq9uDkCFhSoqpWcNI2cRvBsU8T10GG+v/bqm5Rklu15FjFJaoqM3UOQQD4E4CxRLVedu2KAgl/Eo9fURF49IAmOG0w0aShr9HYm4rBPDgAcPnxjeT/K3Ep1thpfOmOM+6zqs5jjARnhdC3i8qUqJw8hcc3pyEIDinS8r3ftROmyUZSkzEfwmR8qAqOOhQFh1wrOIa4ijjJ2EmJKj7mnXNwZL5ExZf7s8w9l+dIwfJhmzYPTkKLCpskqFzIH9DOZJzz4BAAVqXg2LuodMm1RsFRSpOQpSUqmfPgFNvhcwiDhGyI+HtdVkqOAglvKnSukgrA1BkocWntMiUYgtM3C2fqDTaPqgjlXQpO+3j4lRO88x9uxZfvPHMo2z3XGAnOCiGIb8Jdk4yJKYCYmxJVnE0TcPdPC+aJWXgC5PkDe3Dcl6h0W3V6UR6S4BARZFyiGqr+bkzGHI4VHJl6cATzIHuOaqAsYeBCe0paq3/ZhmhdBlo2Tdz4ZXLWOMZA4Es9OKJAMsx/FT04klSBQMWT5FmhzGNKVKWgP5Eb1VAiN4AmRcreRZUdRVFvMq6/oescHC8NNKw5tCwIknKRUXCWEewwkPB9TXCmtAsGAnktCY4pUfWdKD4Rg82jKsKQuG3/DB7/sEvwmS9fHKWqkeCsEMKeCo5Oo+WtByxbEd84Ak7Ob6wySaTl+kl8qBIV8wDGnHdRJW3D8Y1ymS+hD5JygxhuK6ZE5TG/8TygRsgqOE5KVCo/k8vz2qt/RQWnSZu4pYtKQ6C2Tdwyi4oxBo6KLipWzmTgjNlNxqUSFct1UVl9fJxVdlFJapCDo6O7y+vNvo8kPO4lfqViKS6HjILjxYRt2cOZVnC0p2sdewAAJU7ULlOCKwVn4iE6JAWH+FEQPPDoAX0OsSUp0SuCkeCsEBIFpyvBIYcm41hViUR64XQFUy7iXtzuO8g08ZjgAM67qKL4wuLx5UbT3ttK6iOsXu7vs404x0ewoRQcNwSndOPudO7kPTg87t6pu1lkvoI8mGjdJg7oUlBRwVGWHByzf9LqwSm2iYskCI6I7J5bLjIenLKCI2oUHBknjzNQbZnKeHCaKDgIYw8OkMylW6bgaA+OVnA26ACKHwXYpHaZEnzjwembhXN4Cg4YhxKXgEut3Ex9gd2DYfO3zgeMBGeFEIb9CI4kGRMcdx4cKdC7+6UI88QshJ4KzYbKwYkJjvDclqgM0UjaxAc0GUdROp4gGojgmIA4j/luk4wzJmPTRdXnqbNEGDqcO8Vhm2YERp3CZ84cUVBwaImCYxu2iXjrJQ8OlbuoAH0tyM+isis4jPE06E9VzC7jHEwpMFK6vJfdV8qUqIrqkiIoyl6Xqn9LkYriElUDBSdYpAoOb9hFFUTwfAHBPGxi1t5gDOigP8DJPKowGGaiuA3KuzQhOFvrPh44O1uyxIWPkeCsEEKpwG3mwIaQJMGwPHq+EeIbRyRY7wTaInIlKjGQgkMSYH6yHSXdldoSBYcJ7cMY0INjLvhMsFJZw9k2YgXH457jLqr4vIkVHAL1UgN1F1XmktelvEkqP4vK1qlUQFKiKik4XOep1Cxn+y1zVlbjpCUHB9Ckwm4yLs4256CYTKiK7YLzmL2Uu6i0yVgT6eKxMNv3kmNf95njLirzzqUKjiYbRsGp63ZUUkFJgjcR8LiHbSxAbQ3GQEbBcTCPioAoPKQylbgUTJ4GSOLIxgT3nR4JzogLCJFUqXG1AxQkGAmnCs4QBMeUqISnFZxhPDghGE9LVED9U3obGJHDY0yrRIMSnLTldygFJzIKDheInBi4zIpj4io8eFyTzT5pxqUSlfAA2XZ9hRyc+MZKNcQuHbZZJA0cdQoOKbsaK1CmCMrSRQXEOT20nOAwxjNBf5YWcUB7j2pKVBzaayAjeQAAQYVJREFU1Fx8EDCkNwkgrSF1EeUVnGIpLocgLVEZ8lR3/plQPX8isMk4pkxCeR0UHM51c4ODHBxgmIniNihxKRgUmDyFjTUPp/f67f+FgJHgrBCk6hHyh7iUNEiJyrWCE3twxJAeHJmWqOILs6sylcx11dSXKfrCmH4ZZ/Vyfw9IpecH+cLxsM1C0B/Q71xS2aC/eL3dFJx8m7hed50Hx9JFBSz14EjLNHEgNgQXSERViaraZGwZtpkxGVcqODVt4jxWcIoeHEOy04ev5QoOT/678q3aA5O0iS9XcEzmjDcRuNTMDu2i4ACaWPXNwTGBgwNm4WSh4m4xLrXR2HW21/mIkeCsEJTJmugIGV8kz/cSlcp1UQ2j4GQ9OEbBcWU0TktUDMS8QytRDafg6KduT7gf1UCMA1ybQvW2upNZJSlRXADE5c3+QX9m3VUwZ7/dTVOfZGx7YLEtVVWiKpmMkyRjSw5O1mRc4cGpnkWlTcaMlYf1mqYFkRz7ZgoOw7JZVEHih/EaJBkbIuFPPZzghIgYiB+pXn8dJhPdpt4D3mTYgZslsAkUPwIuHwSwvONsFTASnBWCLfm01fKDKDgskb5dIW8yHsqDkyE4ntsSVWoyZhhawUku+HxID45+6vY85r6LKg7kSwlOdzKoh21mPThdyHF52KZed02JKp60XVRF9F/ru6isJSrGSt6Uqi6qksnY7GdhXzjTHhwiihUcyw4lBIdKoxpMWLYmOAUPjjQenDgWodZ3FMGLS21LfxnZLipbqGHp7bGC4wscYxJnSJSUqMbwJ/27qIyCc0geHAAgcQJcngJQrzquCkaCs0KouiA2Xp4kOIQjBScmOHyAElWULVH5wyQZ50pUMcFxlGaceHCwKh6cmOA4V3DChOAIBwTH2ibeOgenWKJaruAooBTYBwBgov5mX/HAwlnZm1JZoioqOFRRooqXVdATue05OAJQkW71LpaojILDy23iqQenvkRFRFrBif1WtlJcDmEAigkO5wyc1xPsbInqGI9wWvW4/U2mvbuoPJ/n9uswoMQJsJjgRA4bJ85XjARnhSAV9TIZS1JgcDeLijwdlKccKxRKKh0lz9lgXVSMJFj8JMmTDg1HHpyMJ4PggQ2Zg3MIJSppSlR8gFEN8VBML/Hg9FNwyiWqvibj5R4cSUW9I1kaVTd7sz6rBwdlNU5WBP2JSpNxMegv/hykatvE06C+5gqOyWJa5sEx1wmj4GgiV4NMm7heP6s9/6IgAucMQgDbCPBgn5+zP+lNcPREcTHYRHEblLgEXO0CFGA6EdifH1IOzznCSHBWCLbpw20gKQKHcDaqgbz+xlAbpCQdGsZYN6NoE1g8OO66qPQNj5suqkPIwRGDBv1F8LguUblMMmZSAnFZQ8Q35F4mY6nyN+4uJSpSoGybeMMuKhtRqfPgJMbkCgWHSkF/FR6cxiZj/ZkISpfyKtvEzf7aFRzb6IpEwfFMsKX9WJmRH0atE6g5Z5XU54efEhxvSSBnGEh4EwGmzkAw4IE+v+dJf5MxoMtl0WGF/SFNbebyFDbXPNx/ZrVbxUeCs0JQijJGvg7LO83BScsLQ3hwDOk4jCTjpETl0GTsmRsIE8OWqGI/heAM0WBdVEOZjEOtssCNguOiRFUM+mvaRWW90NZ0URkVtdJk3CLor0kODouXlSRBVNEmznm6vwUClFdwCp8l8czVT1BPAyPjB4s6BceoJzmCw9LkbguimOAYD8r9fc5Vf9rbgwPoclkUHp7Zl8RxEAAmT+HIxnTls3BGgrNC6OvBkbEHx0WJimXKC+67qFRaahisi0pmTMaOS1TITF7Wz6lO1mtDFCl4gsMf1GQs4zZx7rb1VKbnUOrB6dMmXjQZdxvVAFsXVV2JCpaQP6B22KaqITiCMYuCUz2qoYmCY1K1U5NxRQ5OhYJjkozr2sS9+LOwCtqSjvxIFZxKD45RT0yqMGIyt8SD400EmDyFAAL7qsfvbtK/RAXoLJzDVHDAfBA/Ci4fxNa6h1O7q52FMxKcFYLsS3Dii6SzLqqE4Lh9QpGR0iF/wLDDNotBf44yXrSCYzY0tMlYExyBYT04w5iMo4zJOC5R9ZgoXmoT75SDIytMxvVdVMUxDQBiwtDeg8NQVnB0xIM96K+NgqMg4zZxy07x1DNU1KRMb5kt6M9sX8RqXGWJyqLgVFIQQy4m+RJVnQcnDCX8iQcuT2GG9X4jZBwRnMP24AC6TMXlqTgLZ7VbxUeCs0LQHpw+JmMJDs85wXFfoqJMicofLOiPmQttg5tYqzVnS1TwBh22GUqCJxg8S7y/KyQmY+HWg5MnOC5KVIWgP9GlAy+v4Jj12QZMZpewP3fYMonjZRIPjm2psoJDNaMacipIVRdVU5NxQk7S5Yn03lQrOKaLalmJKp5Kbx4s6jw4YblEJQSrvXZlS1QzbPQb3uqyRHXIBIcynVSrnoUzEpwVguqZZKzbxB0G/RkFx3UXVZSWqOgQTMaMMXDh7mknyjzRExNgQ5qMjYLDhg76E0ufoNuvOPXgcD0IoHcOTq8kY1KaWmSIhCECyz04VSbj9h4cxsoKTmuTMashOGRPUAYXaXkps3yW8tg8OJHUPjC+pIuqWKLirGbwuBmT4KclKt3FV1+i8icMTJ7Bgm0h6jG8lRx0UQHGZHzYCs4l4GoPUIuVz8IZCc4KwYkHh7maRRWBDaTgSKkS4+9gCk7GgwOYgZvucnBSk/HwJSpfcHiWm6IrSJKJyVgpcnfRzHhwGGPxRPGeHpyMJEKtPTjpXHADVqFaFJeyenBynpbyvgIVHhydRJODjB9OSu+1lKjIovLmcnBUxcDeijZxoxBVKTgyJtnJkNIqY3WxRIWa8SJhuUQlRH0OThhE2Fifg0Fiwbf1vnd9+HLVRTURhxr0B+Q7qaRa7SyckeCsEBR176JSpEAgCOYw6M/zwMEHGdXAsx4c10F/RFpVybQDC487TTJOvyYPQycZC8G0gjNUF1Wi4LBkm04QRUmbOKB9OF1LVKQIoAJhaG1QL5dngNjIWxf0V6ngiErDbTq/qkrBsZWoKoZtFkc1cMv7CgpOdYmqbDLO/sU6bFMpeJwlvp1Kk3GxTZyh+oy1dlHV+wejQGJjfQ8AEMYjGqKunq7JFCwMameJNYEfl6gOk2ToTioGJk/B9wQOFqubhTMSnBVCH5OxUVlcdVGZp2/OxEAKTtpFxZRKZ+w4gZHhswoOSxKU+yJC6sEhJgaeRUXwBIc3cInKmIz1Nh0RnIyCA+gn+64lKqsi0nYWlTmPC+UdViQRxW2j1FUdo1rBqStRCZRv/LpEZWkpt5mMbQoOyyg4VDGqgWVKapk3mNMqnUVV7qLSimv9LCrz3eYUnEoPTlyimmRLVNUDJKVUUJKwPt0FsSnANvTfu16bDLEK+6nH3kSACM6uLY3AvLiT6hS21lc7C2ckOCuEPiZj80N3p+BEgPDip263P95cDo7pzHDpw4kvtGygEpVWcMzFfvhZVH7cRTWUyVhlSlR6m462kzEZA+hVojKzolihi4op2eIp3HQQFVKAl5WoCJb+JuQJQ2l/43VbFZzyd6kquqhKs6iIrGzLLJuYjJeUqCin4MRkDIbs5ReTsdE9vd1UkBDKKzicoTRzK0EY6BJfVuGr6eIzPpeptwsljifjIDoPbzUEp/e4hsOdKG6gO6keXPksnJHgrBD6eHCyBMddF5UHzrj7UQ2RyndRAY6NxvG6MgRHCHclqnzQ32G0iTN4LJ2B5XwbpkTlDVCiyhGcHiUqaVFEWp47rFbBqUsyrjDtNuiiqlJwikupqmnixXlOjUpUDYL+ch4cs46qUQ1KP3iZY1DpwSkrOLVBf5NJjqx5vDroL5kkLs6CxInM8NauHpxYOXI1cPMcdVJtrXs4tbO6WTgjwVkhKLJHuzeB6XTSBMfBDSqeBC0ghhnVkPXgAE6NxumNLK/guJtFpZ03AEDM05dxxyqXQbZENVybeBr0p7fpiuCkXVSAvvF1JThpiSpzyTNP/43JcdlkDOjy5TIFx3ahpSY5ONZRDaw0bFOhRZJxjcmY6kpUnKf25lwXlVFwqkzGzRScKB4VY9Qj21DRBMEi578B9ENI1W9UZ80QfHYWip/IxA50vG5M3Cg4/kTvR3joRuNLwGkfjIKVbhUfCc4KQSnVw2Q8QInK83RX1tBJxmZ7zhCvi2cIjsecjmpIS1RmG8Nc4CKp4HnDtolLiiD4ACWqggdHMNH5iduc0/kSlZ9upwkqUnw5r49WUKhuE1+WZGydRYVy6UZRsyRjVkFwGMuMaqjMwclqR1UKjsVkbLqoGnhwvOxvDqyyRMXCINdBBZguqmoFZ31tAYYIKqfgdLxuJB6cniWqCU/27zCRdlI96EaxP08xEpwVQp8cnKRFkzsK+pOpB2fwWVSA21Zxi4IjBHeWZJwL+ktaZ4cpU5lRDR6rabntASLK5eAAcBf2JyOQKHpwenRRoViiauvfij04hW4ltrSLqn3QX2IytvllWLl0UzVNvKnJOBnVAF2isko4nMHaJl5ScPKLRVLFRK0+B8ckYmc3V6nghEFJwfE4r1QjoiDC1tYBAF2eMUSqcxeVH5Pj3ibjeD8OvUR1TM+kUqdXOs14JDgrBEUEz4HJ2FUOjumicl6iiiifg6P/6Gz9SVdTbmq0uxJVhFTBoVjBGWoelUkyFgN5cFR8szJJxsCQHpweJuN4n+wEp9lNiqFKwVmWg1Oh4NTl4NR4cHjmdQOqKVGVgv5sCo7JwaG6ElWGkLEqBafswZGK4hwcBkJ1el8UD23Nf07rW2MPzjT3J69GwQkDiSPbByD4IL7VPxnbd+PB4ZxBePzQCY7upDoCLs+sdBbOSHBWCETUW8ERzNWoBv30LRiHcugvISKt4AzowTHlIlZoE3dRoiIi7cFJZlENrOBkZlEN4cHJGkOH7qLyeP82cdbDZJxO0rYoOMs8OG1HNdSVqApTtvWoBKouURVHNVjNyEWCU0HIWLmLKqfgsPLYCimz+Vys0jps8pTSfSp7jRLYFJyah5AokNg+MoMSxwHG+puMHSk4QJxmfMgeHECrOEyexsQT2JsNMe7m3GMkOCsEF11UHncb9CeYcDqqwVw8xZAeHBqui0pBi/zJ8EWzjYHmUaVJxvq2UjmduSOyxDghOC4yPYicdlElpt3scCdT/mqs/nVVcKpNxgxkVTTqcnCMGmS+S/MdWGdRsXYm4yTJuKqLKiEc6etZBYdzWw6OSs4NfSSqTcYey3iuUJO+bSE4YkkX1fbmASj2nvQ2GTvy4ADnZuAmACh+AlyexvaGv7JZOCPBWREQUa8uqsRkzIUbyTLuouJw68ExQV5DenCYpU3cVYnKqChpiUrkt+kYJsnYeH5cG42jJLskk2TsoitD6blPcOXBsbaJtzx3qhQcsUzBqWoTr/ak1E0TNx/BLEXx/7OVqMpJxkuC/uoUnMw08bwHR0NUdFFFiuDxVMGpaxP32ig4JZNxdQ5OGETY2NhPzLW9FRzOtT/M1biGc0BwSBwDU2dxZEPg3lMHh779w8BIcFYEQfzU3FfB8eMffq/7oFK6W8Pz46dudz/exEsxqIJjaRN31EVlnkhzOTjAICUqIkraxM3hcn0ZlSotUTHG9FO0ixKVIR2FJOPuQX/9S1SmtEIWBac+B6fqQmv+Wv5M6TTxJgpO/JuwmIxZKQeniuDEQX81beLEBRgrt4kb0s4SD05+uSg7O47VKzitPDilEpXeto1sMnUAT0QgcTzeVwYO0T3oD9Dbv4AJjhLHwUDY9A9wZq//5zgfMRKcFcE8nifS2YODVMEB0M+HYyR/4Tkf1ZASnKKC45IgDNdFZeZB5WdRZbbpEOY7NCUqwL2CkzWnA9oH4aRElTmHDAQTnbteDAHh2Tbx1inY5juyJBnXdVFVBf3VDJ80311lMxNS5UTVlai4vuknimxV0F/WZFxZomK5JQyy6UBWk3HOg1Od3ixJ5tvELd1iCcIg9cGY7fNqBXHCz+p9FceSv3m83/BW+D6YAw+O7wtEweHPg1Ix2RPqdGVp70LHSHBWBIvYpNaV4JiLpB9fYHr5cJKnb28ABceUqOLPmYS1uQz6i3TfS+bu4rxEhXQWldmmaxi53hMs2Z5ro3FUiNf3vPqJzs1XHB+PUhdV3xJV5pLXuURVTDJekoNTFfRXp+Ao3TBgKxUVFRyKSTOzlahMeLDZvYpRDYwxMDDQ0hKVpU08N03cYjJWKtPdyVCdgxNaFJyK4xqFgFc2GQOwzqOaeHsgYiB+NH0/8xCp80PBORceHLANEJuAyTO1CuSFjJHgrAjmC6PAdC1RxaWGRMHpccJHWQXHbReVUXCykjcJ4d5knLnQ6u1pb0GdmbQJzLVXHEKJypSKdInKEBy32yjOD/JrfBCtYCU4DoL+bCWqwzAZ1yg4zPL7UCobBplH0bmTqmiW9u/48yaKrJLWEhWgCZKErG8TZ0q3emfekHXlMKvJmBJ/FjFu/bx6H2UhB0crOFY/YBiALCUqs70i1iZ7CORmzj/VJ3YAgNsS1TnoogJjUPwYuDxdOaT0QsdIcFYE86BniSq+6BiJuFeJKnNzEnDbRaWKJmNA36ict4nnCY7ZXt8nnSgxGZu/mAuu+wtcquBkPDgDlai8bIlqUA9Ojy4qVvh9tB3VUJFkvLxNvOjaMag2GcuayIekRGU4S40HxzzwJEqIUtYSFaAJEpkSVZWCwwAUMn0UERhiFYhVBP3lSlR1XVR5BQdV7w7sJmPA/nC2vraPUB3J/a3PdHoAukTmok38HHlwAIDEcTB1GirjXfrHz3/9nOzLEBgJzoogCM1TXHcFh4OnMq8LD84Aoxpk0WQcb8elgsMoKnXKmNydvq3iJk04m2RMYOn8K4eQiYKT6aJynGZcLFHpuHyXHhw3T9ykVJkwMKbVv4YKDosj+4ryRmcFp0GJyoZiiUrVdVGZbr0cwalQcIzaSlWjGkwOTv63kTVRVwX9iUYlqoLJuOA1SkCkiUXBg2M6tYrnn4wUNjZmiChPcPT51IOgTCZ6JlZPeL6AkuRsFEwbKHEcXJ7GZUen+Jv/dwc+fcv9+Pi/3usurPMcYyQ4K4JF/ATAe8yi4kwkF6J+HhxDcHznoxqU1UvhgzlWcKhQojI3m74+nGKbuIYHDNAmHmXKeWmJyrWCk7aJAzou342Ck55DBr1ycGQFYRBtyLFC8eYO1E8TT/wpthdNSamiRFUlxrYxGRslJi1RVRMcDl7bRZUM2yy8mDVRWz048UT7eI9QpeDIUhdVQX1K3hjp/fDsCk7x/IsWATbWZ1DsWO7vXo+Sp17BxIly7J+jieJArODQAlcc47j82BruPX2Ah199JHlgvtAxEpwVwaK3gqMgmEgkbVddVIO1iXuZzyk8p6MatB+mODHakYJjPDjZPzIxjAdHpQpOUggbyINjSgueYG5ycCxdVB7zoKA6ebqUIjDbjd1rce6QtKcA10wTT/wptrbr5FuxEJy6ElVRwUlKVLYcnHh9CRuqIThMz3IiquiiYjy+Y+SXz5qoi23pSpl8rkybeG0OTlnBKV09jO+lwoNTvHZReAacI2kRT97P/H5t4pNJ72nigC5RAYc/URwAFNfHhMvT2Fzz8Y1XHoEvBObnqGTmGiPBWREEfbuooKcRcxcEJ9NF5b5N3K7guA36kyWTsVHG+srIRkHxMkSUmDdwF9WQCk6aZAzop2gnhsWKLiq9zfbHihTZ1U3hgcmm56ddwambJp4qONUlKlt5si6VvHjjT0tUFg9OsURVMapBL582BFR7cBiKtw2ZCTIsenDMdST9LNVt4sVp4kmnYfGcNaSi1CZuFJz8+ik8Fb8/T3B6l88dmoyBc6XgHNVDN+XpdH88ljwwX+gYCc6KYBbn4PQJ+hNIFRwnJap4FpWsTrNojVLQH+DcgwOLB0c4UnAi3YNS8GQIDJKDY0pUXLszGOB8ongUe7fMDdEbtIvKEJz2x0pJiwcH0B6fpkF/JEEVnUpV50WdgpOeY/YcHLtvJyVL1EDBKXdR1Sk4IkNwbG8QukuqQNayrpxiF5Ux/BqTMS0xGds8OGUFJ36YmVQoOIXzj8vTiCIBPtnOv593N60DcGoyBs4NwUmGbqqU4PiCjwrOiPMLJsm4ew6OAmfCkYKT+idcj2pQsVk094TpnODUdFH1VnAsZUTmDdwmro/XEBPFJcncTclzlWRsLVHFN4IOx0qXqCo8OI3Lm1UKTk2JKv5znYJjTzKu/i2XFBzjwakxGasGJmPOUi9RpYLDgWIXlcxsp0hwzLmQNRk3HrZZ5cGpLFHZPTiCzmJ/fx3+tBD90FvBmfaeJg6cWw8OoEt3PKPg+B5PHpgvdIwEZ0Ww6Nkmrk3G3I2Ck+micu3BkRHlW8QB5x4chqhsMk5KVH09OFS6RZKe9d1rvTZkS1QABpkoXvRNCMH7ZSgZWNrEe5eobL+NNh4cfSsv/bWuTTydtG3BMpNxpQcnfk+xi6oiyRho1kXFIRKiVtlFxcslqmwbPIs9xGZ7MuMDi1dsnQNDRDrJODNss7KLKooJTtFkXPFw5rEd7M82SteNPsGRAECOFBwuOBjDucnCgfbhMHkm+e+JJ5LYkQsdI8FZEQRhWo7oAglZMBn3Cfob0IOjVNlLMYSCU2wTd+TBicgS4DaQglP0PwjmnuBEhaduz2GbOOngmuRP/UpUFmIMtOuiqvCvGAXHFkiXnbRdWl0yaNVeoqr24MTnYrKNmhJVqYuqJuiPcUgl4/9v27BdwdFt8PntmUORlkmzXVS23J98Nx6QVXAKbzakomJUQ/HaNRE7mM03S9vsM9tMb9+NB4cxBm/inZs0Y5gsnLNJzpNWcMYS1YjzCInJuGMXlSIFDkclKmPaFMJ9F9UhKDhAOcmYJzHwPUtUyBuMNbxMiJw7RLHvhCcEZ4BhmyQhMsZQd0F/ehp99k6bpGy7LFG1VHDK+ltKfm3cMVVw6kpUVW3iyxQc82+1ybjURUVUG/RnYC1RsToFJy1RAWmreEKyk9+s3YOTBkbacnAqTMYFD04a5ZB5v1rAEwvMgzLB6TPbDEBKcBw8NJzLsD8ljoGBNMkBMPH4qOCMOL8QRGZUQ7flFUkIVyWqKNQBaoxrBSfO1nCBw1BwdFfLUG3ihOLuExNgg+TgUBJ+Bmhi5X7YZr5E5QnmZGZXQnAyMApOFw9OZYlKiJSQLwEjVVL2gPSmblP36hSctERlnyZe7cExCk6DNnFb0F8FcWLgUEbBqQz6A0DVCg4vlMQSH9gSBSeyKjjx+ksKjt2DY6bZZx/OjHl2EeYNxnpb/U3GjKjx+VOHc5tmfAwAwKQmOEJwhK7NeucII8FZEYR9S1SFoL/eJuPYHCrMlGJHnVTWUsMAOThFDw5jAFhP4gfjwSmWqMQgCo4OWMuUeAbx4MhCicqRgiPTc8jAbKdTiUoRWEWbeLugP3uJCigH3Okl6hScmhycuhKVeY/hLKgO+jP7lpqM7dPEzfLJzK5Kk3G5iyqn4MQvpQpOvouqKgenGDeg9ydWZIoKTqYEXkSR4BhvSSBtBMdBmzjgpEylJ4qfI4LDNkHwwNWZ9G+OrxPnCiPBWREEpn26xywqp11UsTm0z03JBiUPwYODsgeHMQYhOFTU14NjK1EN0yYeKcrMAIpLVI6vW8XWXsHdBP0xKXNjGoC0fNGlrGAd1QC0JMdlZQ9AEiBoI7+1beKGKFh+G7LGZGz+WlJwarqoGicZmxtbRZu4/iBNPDgxwSl0UVW1iReHtgLpkS7da8MA5PlWP5TOYUrPPy7PYBFOwb1p+b29Z1G5IzjnbKI4EI8sOZooOEBVI/+Fh5HgrAhkT4KjoEtUSQtqD4LDZFpeMAMAXRmNlVSZen4M111UFKHYJg7oY9t32KatRKVNxsN4cHIKDmPOc3CK8fqey6C/ihJVl+GtlV1JLpKM6xScujZxxqC1j4ok46pSEmM6Ls8YeWuGbZb2bUmS8bIuKsZRLlFZPTjxvinTyZeWqKym6sLQVr0/FQpOEJTKUwaaYGcUHHUas9kmPL98bJyYjIELe6J4DMWPgmc6qUYFZ8R5BXNT6chvdJs4RFLH7uvBMTcn9wqOJZH2EEzGAMA97mTYZrGLShetDseDM0SJyiuUqGRFR1G7FdtKVGbSfTcPjrXs0qJElQzbLP7ddNjVlagqf5cCbUtUen3pSASKl2cWEtUuB6dhknHhY0ogIe0lBceWZGw5N4pDW+N3xvuefy8Ly5PEDYrXLi7PYP9gHcK3qD09ZpsBSPfhAp8oDmgfjjEZAxbf0wWKkeCsCIwp0XphaoCsl4IX6tjtV5benFwrOFKqsgdngDZxqngadjGq4bA8OFFB7RJgzoP+IlUoUcV3ut4+HEuJKiXLrruoGh77mjZx/XKdglMBxluXqMz6zJkoSebSpPP7ZtZX/xn0OjMKTps2cUrJVbGLKgn6M+chq2oTNx6csoJT6qKKwlw+Uha5afZEYFKH/NkUHBHPNutMxk0Oj4OwP88XiM5h55LiR8HUbnIujgrOiPMKUlnyVVpAJxnHgXC9FZyorOA48pjYTMbkkuAQxaF7tnbg/gpORCiXqOBhqFENXsmDM0SJKq/gAD1zlACrgsPBwcC6d1FZc3BEyyTjGiOvrYsqUXCqfpv22Ux1beJ6fel3mf3tlt9n6aKqG9UQ/+6t5Mq0iZe6qCij4CC3vcRkvGQWlc2DU9tFVVGi8jhPH87oAAwhdvfWKkpU3QkzgDSHx4GC408EotBdt2lbUNIqvqP/ezX4zUhwVgWqYChtvTxkorYUOxFaI9NFZbI5ukyAtsFqMnZaooqJhq1E5aAFWhKVTMbEhHXgYl9Ekg7BgyPzbeLckYJj8eDocRPdfBO1oxp6dlElbeIdFJyq776uTVyvjyXfJEGBVWyh3EWlQFVBf+DpDbayRAVLF1X6+RIFJwn6s5SoakzG2XMpNVMXEASlkL90F9NrF49Ns3t702TeUxZ9YgcApCUqBxPFTQlN9mxi6Iq0VfyM/u8VYTgjwVkRLHviWwYzbBNwUKLKdVHxZP0uYG0Td6rgGIIzjIJj8+BotWgAD45ShS4q5ryLqkrB6Z1mLKNSiQrQT91ORzW0IcddSlR9FJyaqzNHquBIUrmQvtz7WnRRCZYSnKphm1rByX9Ohfw0cSAf9CeypXPGlrSJp995aqYuHNc6BUewhFQZT8nBwRq8Cg9Odtut4dJk7J/jeVRJq7g+ZiPBGXFeYVnNfhnKJaoeNyhLF5XLNvGSUiU83bnl5Edp9tOeWOtk2Gbxj4Pl4OQVHA9wHvRXahNPJjq78OBYck46tvZWKTjUootKm4xbtokv8+DUEJy6kjNnaS+SImntoALadVGxLMFpE/SXVXBYuv9A7APLrKtNmziQ/5wJorC2i8qUxbg8C4lNKCUgKjw42W23hlEYIwcm43j/zpWCk7aKnwEwtomPOM9AVN91sQxOTcZRmAb9OW8Trwj60y/2Xr8pF9hMxsKJB8dSojLDNl2TD6ng5WY5DRX0l28TN9vut+KyBwdA5xJVrYITNV1fl6A/jcpfJhP2YZtUH/mQbRNXVFOiMoQjqWep6qC/nMnYRnBYpQcnO00cyHdR5WMd7G3ikUXB0fvUTsERGQ8OU2cgoQP+qkzG2W23BuMgfwIEDkzG53iiOGBaxWMF5xzxLNcYCc6KoL+C49CDIy0mY6ddVIXPmTxJuSjzmHXYPThOuqhswzYB2J7k+0B7cAolqkFycPLDNgHkskg6weLBAbq39ipZ5cFpYTKuyMGpbROPJ21Xdzdy2AzmsoHJ2JS/CNUmY8YYGGsY9Mc46iw44CKZFp5FXsGxEJzcca82GZuYiiwEa+fBESK9djF5FqGqJji9TcaA3g8HJmPhxQ8G5zALR7eKn9H/f0U0nJHgrAiW5WYsXR5pHV9w7qCLSl+AkjZxl11UxQu0S4Kz1IPTnYQQUZwZYvPgAK47qUqjGpgukbmsrxdnUZnE2qEUHK/j/KBKBafVsM1uCk7dz7Iq6I8amIxTBYcqCQ6gyzxNZlHpJOMlOTi8nINjV3D0a8VOPu3BsZWoZEm9AbTeU1IdaxWctBGAq7MIoi0AqPDg9CxRAYA/0bk8PZEoOOc47C/bKt53LM35gJHgrAiUgxKV6Xhy00UVrwvmKam/OkFEuovKqyhROeikYlhCcHocF3MEvOLXZLbV50JrQXFUgxd33ri8bJVLVMaDM4zJWDDRqaRQ10XFlGqoyS/porKUL7Mpv1ZU+K+WdlFlFBwFZR3TkLw3G/uwZBaVOQz1HpzivpY9OEkOjqLCfDy7ghMViLKBVcFZ6sEhQM3BaIEg1FPEhbWLyoG6bCaK94RRcGR47mpD2VZxT3AsziHZcoWR4KwI3JiMHXpwEgUnNmA6KFGZi2bpcw6h4NhMxpz18uAYg28x6M8YV123ittGNWT3w8k2StPEjYLTt0QlK0pUHRWcKsIgmp87jBSobqClxZhvp0S5pdEpByen4FSXqIB86nFs7ql4X7aLqlrBKZ4+Cum5lSyXaRMvl6jsJmObgqM/Z1nBoSqCEydpm8GR82ADjLPyeBekLen9S1T9CQ5jDMLn57xEBehWcc8bCc6I8wiVEnxDZCXi3kF/mQ4Ylx4cQy7EgAqO8eAUp4kDWsHpo0wYqb3ag+O6RJUf1WDEHFdbUaRAoNyNKU0yHspkLFpnKhGRHtVQVaICGqYZVyg4sc/FnmS8JL6hYrq2JjjVi+U8ODUmYyCj4JDSGl7lsE2RcI/qNnGURzUQ1Xhwil2PDFVJxoJbfnNtPThct4mbwZGzxYbVfwM4MBkD+kHOgQdHr0qH/Z0rZFvFfcGxOIeGZ1con1EjLkhIQk8PjkyeAt0oOO5HNaiqgaKHpeD0NBknaz6sElVxVIPJRHGk4NjmB5murV7nD1BJcHgHk3Gl8ge0I8ckUfVMyCp8a8sUHKqaRbW0iyqj4EAtNyQTtP9G76z1fYyx+mGbjFlnUeWniet/s9PEsyUqYvZZVEUvV7LvRQWHSBOKJSUqpnZAbB3BQlj9N0C/0R8J/ImTNnFAExx5LlWTTKu4LzjmK0BwRgVnRaCU6l2iEnCl4EQ6XwRIvAEuRjUkA0Wr2sQPw4PTo/RiiIWtTTy3bUeIVKGLCm5LVGl2SWZ+EGfgzI2CQxUKTls1UNXdtI3PpxE5VtbzAtCfu2oWVX0AJ7d+78uUn5wHhxp4cIhSglMZ9CcyXVS2EpUoeXAM+Uh8RqVp4vlzsG6auLVEVVRwZKRVqEoFh0MqBS7PQomjkKG0phgDjkzGnu+M4JzrEhWQtor7HsfsHM7GcoWR4KwIlLJ15zRcNi415D04PW5QmS4qnUba/qZk3U8T4DVkm3hNF5XoqeBUeXBSBcfdxU0pglKFoL9EwXGzDVv6LKB9EE48OBUm47bnUqrgWC53XhtyXK3HsAp/ln3+eG7B6hLVEgVHZhQctsyDo5YTHJaZ9F09bDOv4Jg9TxWcfIkqUqpxm3gx5E+/O1WqAKR+l0oPDkMkCUydBfGjiEJlDfkDXJmMV6dEBaSt4r7HMVtc+ARnLFG1wAc/+EH8yZ/8Cfb29hBFEaIowg/+4A/ie7/3e8/1rukuqo6zqEz5KJtk7GoWFdDNN2GDigzBGdKDU1ei0goOEXWa2m5uSPZhm4DLcQ3m+8veXFIPjisFxxCc/GXE6+lV0iuvysFpH/RXr+A0JMdEYPoxwPoyF3bVc1mbuD7P7ApO3TnGM54faqLg5AhOTRdVnYLDWGyhST9nUcGxlagmOYJhJ3RRlck4o1QBSMlETYlKKQKXZxD61yIKZWWJSs82E91nUQGxB6e/yVivSiA8x6RC8aPw1C4mgkYPzsWGn/3Zn8VP/uRP4sUvfjEA4AMf+AB+/Md/HL7v41nPetY53bc+s6hU/ESVmIxZD4JDCkzJpESl18cdKTimRDWcgsNI6puYrVtGpHknrAOZrDIZ0wAKjikR2bqoXHlwqhQcT7D+QX81JuPuCk6dyXjZuVPvX9ElKpuXZlmbePmGT0SgJZ66bDygqgn6AzJdVAnBqc7BSU4N21sY08tmDlW1gqP/uxT0Z0sKRDluIN2nguKYKDjVJmPOAjCagfgxRKHExtrU+l6gezJ2At9tiWq2d25JBYkjYCBMxAxnD6qP24WCsUTVAo9//OPxwhe+MPnvZz7zmXj4wx+Ov/qrvzqHe6WxLDejDjJRcNISVak1sykMycjcnDgTbkzGsYJTavl03kVV8YQbb7erDyeC3YODATw4pkRk8+C4K1GVPTiA9kH08uCQ0tk0jpKMa42zybmz7Ngnt3Lrq6zCt7Y86E+UPCnJ/KraLqp8m3htFxVD0kWl/1DdJg5FsZfYvnFW8BpVKjhm2KZUuU6++hKVrSTJ8qm6RsHx7ATHExxHJjO9D+IookBWdlHp9XdLxk43uGIlKn4UAOBjd2wTPwwsFgu87nWvw2Mf+1j8/M//fKP3v+ENb8B3f/d344YbbsDTn/50/MzP/AzuuOOO3vvyB3/wBxAFX8B0OkXo6ATvgz5JxgnBQdpF1dlkbAiOly9RuVVwiknGfn7bfUCy2kjaM8QuKVEVXxhAwTEeKpHz4Oh/3ZmMq0pUrN+wTfM9WkopgonWhnVVp+A0JcfURMHpEPRnueHXltRi6N4rYzJekmTMWb6LakmJqm67JZNxsizy+5x4cIqzqKpycGRFF1WBkEf1JSrOGY6ta4Kj+FHIGg8O0D1XKcEqdVEBIL4FAgNXO/0GLp8nOK8Jzsc//nE873nPwzve8Y5GJGI+n+NlL3sZ3vzmN+PVr341PvnJT+JNb3oTvvSlL+EFL3gBbr75Zqf7d+bMGXz5y1/Gc5/7XKfr7YI+BMf4Y7LDNjuf27JMcDgTTkY1JBHspWniIr/tHtAlqmEUnMocnAFGNZzbElVPBceoKRUKTls1sF7BadpFNYyCo0tU+c+TqCI1JWeWUXDqZlEBzbuoODgYWOUoh3inCl1U+l+RKDiFElUh6I8Y011QhXOwMuiPMbsHp0rB4QwnNmYgTAC2VuvBAfQ8qj4PX+Swi8o7D7qowASIb4Ors+hbZT4fcN56cN7znvfgNa95DX7qp34Ka2tr+MVf/MWly7z+9a/HZz7zGfz3//7f8T3f8z0AgEc+8pF4/etfj2c/+9n46Z/+afzlX/5losLs7Ozg/vvvr13n+vo6rrrqKutrv/u7v4snP/nJeM5zntPy07lHnxKVKtyoenlwzM0pazJ21UVV1SbOGEgIR8M2lys4XZ9sJAgMlhsX43omkcMcnKRElTknzFFzdQmtKlF5cSdL9xWXy5wGfUzGfTw4pnxYbTLmIOuoBnRWcOoeWPIKjoJvUT+SLSRdVKZDsKZERayW3+TGmCM1rBdtNtVBf2bbhKzRp86Dk7sURUs8OILjxMYckh8FESAjVdkmDujzqZfJ2GEXlfAFlKSlHXRDg/gRMLXT3aZwHuG8JTjXXHMN3vve9+KKK67Au971rqXvn81mePvb3w7f9/H85z8/99p1112HpzzlKfjIRz6CD37wg3jmM58JAHjve9+L17zmNbXr/dZv/Va89a1vLf39L//yL/H//t//w1vf+tZOHTWuoU2J3QQ5I/lng/7ce3AcdFFVKThmey48OCQzycJ5mDZj4wVqC0m2DioD+0yirpAWBYcxpnt2Bi5RCc4R9Y0ZAOxt4h3IclLyqTpvstusQlKist8sqxUcsniucjtQqeDUXVeyzUy6TbzGkJx0URlzT42CQ6z+esZYjnEkq8yQFZYZ7ilLs6jM+/It95Fyo+AIznB0fQ7JLkUUyfitSzw4qsfvznhwiOqVr0aritvWQwk+PXe3ZhJHwaL7rSXXCw3nLcF5whOe0Or9H//4x3FwcIAbbrgBm5ubpddvvPFGfOQjH8EHPvCBhOC86EUvwote9KLW+/Y3f/M3+MM//EO85S1vwfb2duvlh4Bm/R2XjS/eZthmLw+OtUTFHREcHbdvvQB7njsFp6JEZUZEdD02kqicgWPA7O3CXWEUlGJ0gGBsAA9OWcHp5cGxnEMGfUzG9QpOP5NxfdBfzb6x8jTxJZUkAPp7bBz0x2LSZG7klSZjoQlO3XWkYKFRNgWHszToTxaD/niyZBYSTRUc48GpJjjH1ueI2DaiICb5Q3pwPF/HB0j77LQ2EHEpLQol/HNIcBQ/Al99ZVRwzicYf80111xjff3aa6/Nva8r/vZv/xa/93u/hze/+c04ceIEAG0+fsUrXtF4HZwzpxKkEDzOweHdsnCYvhD4noAQDL6nY+e7rIuMYdn3kidmjwkQK0rVHUAELph1PeT5YCrq1L6dBWe6RGXKYPpfc6HkyX50OjZM35isyzIPnMn+xyiGufFMfZGfKM6Y3g8H2yGmv+uJ5+XKKb7HMQ/zn8V2PCvXawi375e+T0/oElWb/Weme80r/z6IxUNhl5w7zPhihLC+jwutWpTXr2+6VfvLuS42ZV83BMOr+T0LXvDg8Or3cq7Nw5zFn8GzfwYhOBhxsLrzgwEse20wdqnM79JMdBBCB4b6meNuzgPBkWNFkiL43Ctt1+Oa/pm/k4wAMPCJb33Q8X3gKF9gj20nbfuTNVH5eXzuaXIlWKtz1ICm2uzMVQgm7KSrKaZr+naspINrZQ8w7ygYLSBYAK84968ljMHcNuz0MMCIzn+a9q53vQu/8Au/gBe84AX49V//det7fuVXfgVve9vb8MIXvhC/9Eu/VHr9gx/8IF7xilfgyiuvxD/8wz902o+//du/xS//8i/jV3/1VxNyAwCvetWr8IEPfKDTOkeMGDFixIgR7rEyCs5splsD/QrpcjKZ5N7XBf/5P/9nhGFYUmuuvvrqzuscMWLEiBEjRrjHyhCc9fV1AKhsJw+CIPe+LviXf/mXzsuOGDFixIgRIw4P53UOThtceumlAICzZ89aX9/Z2QEAXHbZZYe2TyNGjBgxYsSIc4OVITiPetSjAAB33nmn9XWTZHz99dcf2j6NGDFixIgRI84NVobgPPnJT8bGxgZuueUWHBwclF7/9Kc/DQBJi/iIESNGjBgxYnWxMgRnfX0dL37xixEEAd797nfnXrvjjjvwsY99DI94xCPwjGc84xzt4YgRI0aMGDHisLAyBAcAbrrpJjzxiU/Eb//2b+Nv/uZvMJ/PcfPNN+OVr3wl1tbW8Fu/9VulYZkjRowYMWLEiNXDeZ2DU+eXee1rX4vv//7vL/19sVjgf/2v/4W//uu/xt13343t7W089alPxate9aok7G/EiBEjRowYsdo4rwnOiBEjRowYMWJEF6xMDs4qoahCHT16FE95ylPwkz/5k61VKKUU3va2t+Gd73wnvva1r2FtbQ3f8i3fgptuuinpPLsY4OqYfu5zn8Nf/uVf4hOf+ATuuOMOKKXwkIc8BE996lPxwz/8wxeNSujyHM1ib28Pz33uc/H1r3+9UqVdVbg+prfffjve9KY34aMf/SjuvfderK+v48orr8SNN96IH/3RH8UVV1wxwKc4f+DyeN588814y1vegs9+9rO45557sL29jeuuuw7/8T/+R3zf933fRWV9WCwWeOMb34g3v/nNeO5zn1s5XWAZDuXeRCPOK8xmM/qBH/gBesITnkDve9/76ODggL74xS/S8573PLrxxhvpi1/8YuN1SSnpla98JT360Y+mP/7jP6b9/X267bbb6GUvexk95jGPoQ9/+MMDfpLzB66O6d///d/TyZMn6Tu+4zvo7/7u7+jMmTP0wAMP0J/92Z/RE5/4RHrCE55An/rUpwb+NOceLs/RIn7xF3+RTp48SSdPnqQ///M/d7jX5zdcH9P/+3//L91www30q7/6q3TbbbfRYrGgW2+9lX70R3+UTp48SR//+McH+iTnB1wez7/7u7+jRz3qUfSMZzyDPvShD9He3h7dfffd9JrXvIZOnjxJP/ZjPzbgJzm/8LGPfYy+67u+i570pCfRyZMn6ed+7uc6reew7k0jwTnP8Ju/+Zt08uRJetvb3pb7+9e+9jV61KMeRc95znMoiqJG6/rjP/5jOnnyJP36r/967u9nzpyhJz3pSfSUpzyFdnd3ne37+QpXx/T//J//QydPnqR//ud/Lr329re/nU6ePEnPfvazne33+QqX52gWH/7wh+kxj3kMff/3f/9FR3BcHtOvfvWr9NjHPpZ+5Vd+pfTa7u4ufe/3fi999rOfdbLf5ytcHs9nP/vZdPLkSXrf+96X+7tSip7znOfQyZMnL4qHxb/+67+mG2+8kd72trfRO9/5zl4E57DuTSvVRXWhYzab4e1vfzt838fzn//83GvXXXcdnvKUp+DLX/4yPvjBDzZa31ve8hYAwA/8wA/k/n706FE8+9nPxoMPPlhqqV81uDymR48exdOe9jQ8/vGPL71m8pW++tWv4u6773ay7+cjXJ+jBnt7e/iv//W/4sd+7MfwiEc8wuEen/9wfUxf97rXWWfmAcDW1hbe+9734nGPe5yLXT8v4fp4mt9z8bxkjOFhD3sYAOBf//Vf++/4eY5rrrkG733ve/HiF7/YOsm9DQ7r3jQSnPMIH//4x3FwcIBHPvKR2NzcLL1+4403AkCjyeVf+tKXcMcdd+DEiRP4hm/4hl7rupDh8pg+5SlPSX6YRWxvb/fb0QsELo9nFr/+67+OI0eO4Ed/9Eed7OeFBJfHdGdnBx/4wAfwTd/0Tbj88sud7+uFANfn6GMe8xgAwJe//OXc34kIt956KwBcFMf6CU94ghPf1mHem0aT8XmEm2++GYBmyjYYY5x532Gt60LGYR2Hr371q8n6rrrqql7rOp8xxPH8x3/8R/zFX/wF/vRP/xS+7/ffyQsMLo/p5z//eYRhiKuuugqf+9zn8MY3vhGf+tSnMJ/PcfXVV+N7vud78CM/8iPY2Nhw9wHOM7g+R3/5l38ZP/7jP47f+I3fwPb2Nr75m78ZZ8+exR/8wR/gy1/+Mq666io861nPcrPzFwEO8940KjjnER544AEAWqaz4ciRI7n39VmX+fupU6eglGq9rxcKXB7TOvzFX/wFAOAnfuIneq3nfIfr42lKUz/0Qz+UPClfbHB5TG+77TYAWm142ctehqc//el4//vfjw996EN47nOfize+8Y14yUteYh1nsypwfY4+/OEPx//+3/8b/+7f/Tu84hWvwBOf+ER8+7d/O/7qr/4Kz3ve8/Cnf/qnVqVohB2HeW8aCc55hNlsBgCVT7GTyST3Phfrarq+CxUuj2kVbr75ZvzJn/wJvvu7vxsveMELOq/nQoDr4/mbv/mb2NjYWHliWAeXx3Rvbw8AcM899+ClL30pXvKSl+CSSy7B8ePHcdNNN+E7v/M78YUvfAG/93u/52jvzz+4Pkf/+Z//GS94wQvw0Y9+FL//+7+PT33qU/i7v/s7vPzlL4eUMjnmI5rhMO9NI8E5j7C+vg4ACMPQ+noQBLn3uVhX0/VdqHB5TG04deoUXvWqV+GGG27Ab/zGb3TbyQsILo/nRz/6Ubzzne/Er/3ar+UuahcbhjpHn/e855X+Zgj4e97znlbrupDg8nju7e3hpptuwj333IPf/d3fxbd927dha2sL1113HX7iJ34CQRDgBS94AT7/+c+7+wArjsO8N40E5zzCpZdeCgA4e/as9fWdnR0AwGWXXdZ7Xebvl1xyCThf3dPA5TEt4uzZs/jhH/5hnDhxAn/wB3+w0kTRwNXxNKWpl73sZdautIsJLs/RrOx/5ZVXll43voe77rordyNZJbg8nh/60Idw//334xGPeIR1dND3fd/3YT6f43/8j//RY48vLhzmvWl172wXIEx645133ml9/Y477gBQP6NriHVdyBjqOJw6dQovfelLceTIEbzlLW+5aLqoXB3PL3zhC7jrrrvwlre8Bddff33uf6Y99Bd+4ReSv73rXe9y+CnOL7g8Rx/+8Icn/7/qCdmgb6vv+QqXx9Oso4oMme6pL3zhC63382LFYd6bRoJzHuHJT34yNjY2cMstt1hNgJ/+9KcBpJkrdXjEIx6Ba6+9FqdOncLXvva1Xuu6kOHymBrce++9eMlLXoIrrrgCv//7v59Tbv7sz/6s1E66SnB1PJ/85Cfjlltusf7PlFFe+9rXJn9b5ZENLs/Rxz3ucYmJ1nYDueuuuwAAD33oQ1e2Y83l8Tx+/DgA4L777rO+bv7ueWNDclMc5r1pJDjnEdbX1/HiF78YQRCUQo7uuOMOfOxjH8MjHvEIPOMZz0j+fsstt+CFL3whfud3fqe0vh/6oR8CAPzpn/5p7u87Ozt4//vfj0suuWTlTbGuj+ndd9+Nl7zkJXjYwx6GN7zhDZhOp7nXf+/3fm+l6/Guj+cIt8d0MpngP/2n/wQA1qA00+33H/7Df3D8Kc4fuDye3/Zt3wbf9/GVr3wFX/rSl0rbMl6mpz3taQN8kgsb58W9qXcW8ginMDNUnvjEJ9L73/9+ms1m9MUvfpH+/b//9/TN3/zNpRkqv/RLv5TM7jl16lTuNSkl3XTTTfToRz+a3vGOd9D+/j597Wtfox/8wR+8KGdR9T2mt99+O337t387PepRj6JXvvKV9OpXv7r0v8c//vErP2LA5Tlqw8/93M9ddKMaXB7T2WxGL3zhC5M5P7u7u3T69Gn63d/9XTp58iT9yI/8CIVheJgf79Dh8nj+0R/9EV1//fX0rGc9iz7ykY/Q7u4u3X777fTa176WTp48Sd/2bd9Gd95552F+vHOOP//zP186quF8uDcxIqL+NGmESxSn4G5vb+OpT30qXvWqV5Wm4H70ox/Fq1/9ajzpSU/CG97whlJdXUqZm9i6vr6OG2+8ETfddBMe/ehHH+bHOqdwcUz/8A//EK997WuXbutimILt8hw1qKq5X3311SufuA24PaZBEOAtb3kL3vOe9+D222+HEAKPeMQj8PznPx8/8AM/cFFMv3Z5PD/5yU/irW99Kz7zmc/g9OnT8H0f1157LZ7xjGfgh37oh5JS1qqjzhdTvO6dD/emkeCMGDFixIgRI1YOowdnxIgRI0aMGLFyGAnOiBEjRowYMWLlMBKcESNGjBgxYsTKYSQ4I0aMGDFixIiVw0hwRowYMWLEiBErh5HgjBgxYsSIESNWDiPBGTFixIgRI0asHEaCM2LEiBEjRoxYOYwEZ8SIESNGjBixchgJzogRI0aMGDFi5TDOeB8xYsRFiVtvvRVvfvOb8YlPfAL33nsvJpMJLrvsMjzxiU/Ey1/+cpw8efJc7+KIESN6YFRwRowYcdHhQx/6EJ7//OfjXe96F06cOIHv/M7vxLd8y7eAiPDud78bDz744LnexREjRvTEOGxzxIgRFxWklPiO7/gOzOdz/OEf/mFpcvFnP/tZPOxhD8PW1tY52sMRI0a4wKjgjBgx4qLCbbfdhnvvvRc33nhjidwAwOMf/3hsbW3h85//PH72Z38Wz3rWs3D99dfjda973TnY2xEjRnTFSHBGjBhxUWF7exuMMXzkIx/B29/+dhwcHFjf9+lPfxqf/exnceONN2J7e/uQ93LEiBF9MZaoRowYcdHhjW98I17/+tdDKYW1tTU85SlPwXd913fhOc95DqbTKQBAKQXO9TPgM5/5THzf930ffuqnfupc7vaIESNaYCQ4I0aMuChx++23433vex8+9KEP4TOf+QyUUrj66qvxJ3/yJ7j88stz7x0JzogRFx7GEtWIESMuSlx33XX4sR/7Mbz97W/H3/7t3+KGG27AXXfdhXe+853netdGjBjhACPBGTFixEWPa6+9Fs997nMB6NLUiBEjLnyMQX8jRoy4aPDhD38YSik8/elPhxAi+fvXv/51vOMd7wBjDM985jPP4R6OGDHCFUaCM2LEiIsG73vf+/Cud70Lx44dw2Mf+1gcO3YMDzzwAD71qU8hDEP8l//yX6yt4yNGjLjwMBKcESNGXDR47nOfi8lkgs985jP4l3/5F+zt7eH48eP4ju/4Drz0pS/Fk570pHO9iyNGjHCEkeCMGDHiosHTnvY0PO1pTzvXuzFixIhDwEhwRowYMcKCU6dO4ZOf/CQAYDab4d/+7d/w/ve/H+vr63jGM55xjvduxIgRyzDm4IwYMWKEBZ/4xCfw0pe+tPT3q6++Gh/4wAfOwR6NGDGiDUaCM2LEiBEjRoxYOYw5OCNGjBgxYsSIlcNIcEaMGDFixIgRK4eR4IwYMWLEiBEjVg4jwRkxYsSIESNGrBxGgjNixIgRI0aMWDmMBGfEiBEjRowYsXIYCc6IESNGjBgxYuUwEpwRI0aMGDFixMphJDgjRowYMWLEiJXDSHBGjBgxYsSIESuHkeCMGDFixIgRI1YOI8EZMWLEiBEjRqwc/n8SK7wPRt4t0gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 23,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 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 = 19,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 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 = 26,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 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 = 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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3bpzN8saNG6tv3766ePGi9uzZY9N2+PBhnT59Wl27duWMNwAAwO9UtQjeK1euVGxsrBYsWKD09HSbtoiICPXu3VtLlizRihUrlJ2drV9++UVTpkxRVlaW/vGPf6hGjRo2ferWrauZM2cqKSlJzz//vBITE3X16lVFRUVp7dq1GjRokPr162c3jldffVUhISGaPn26YmJilJeXp3//+9+aOnWqGjVqpL/97W+/6ecAAAAA5+VmdjQvwgkUd2Z45syZGjx4sPX1/v37NWXKFHXq1Enz58+3u/VeYWGhPvvsM61atUpnz56Vn5+fOnTooIkTJ+qOO+4ocj9Hjx7VRx99pNjYWOXn56t58+aKiIhQREREkbf3y8jI0Icffqjt27fr0qVLqlu3rnr06KFJkyapbt26ZfwUrktOzixXv/Lw9HRXUFCA0tOznO6CBJSM+rm2zOx8Lfo6ThnZ1xTo76XH+7ZSTX/HtyiF8+I4dH3U0LVVVf3q169Z4jpOG7zxK4I3Sov6ubYPvvpO351Ktb5u+4e6euahtlU4IpQHx6Hro4auzZmDd7WYagIA1UH61bxiXwMAXBvBGwCcRFANn2JfAwBcW7V+gA4AuJIx97e2m+MNAKg+CN4A4CRq+nvruYgw5pYCQDXFVBMAAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwACeVT0AAJUjMztfi76OU0b2NQX6e+nxvq1U09+7qocFAAD+i+ANVBOfbjqm706l/vradEzPPNS2CkcEAABuxFQToJpIv5pX7GsAAFC1CN5ANRFUw6fY1wAAoGox1QSoJsbc39pujjcAAHAeBG+gmqjp763nIsIUFBSg9PQsFRSYqnpIAADgBkw1AQAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADOBZ1QMoSl5eniIjI7VhwwYlJiaqVq1aCg8P1+TJk9W0adMybSsuLk5RUVE6dOiQUlNTFRAQoHbt2mn8+PHq0KGDwz5ZWVlavHixtm3bprNnz0qSQkJCNHDgQI0cOVKenvYf3ahRo3To0KEixzFz5kwNHjy4TGMHAABA9eCUZ7xzc3M1evRoRUVFacqUKTp06JAWLlyo48ePa9CgQYqLiyv1tjZv3qyhQ4fq2LFjmj17tg4ePKjly5dLkkaOHKn169fb9UlJSdGQIUO0YMECPfTQQ9q+fbt27NihQYMGafbs2XrqqadUUFDgcH/169dXs2bNHP6pWbNm+T4QAAAAuDw3s9lsrupB3Ozdd9/VwoUL9dprr2nEiBHW5b/88ov69Omj5s2ba926dfLw8Ch2O2lpaerVq5fy8vK0efNmhYSEWNvy8/PVp08fpaWlacuWLWrUqJG1bcqUKfr666/11FNP6ZlnnrHZ5pw5c/TJJ5/opZde0mOPPWbTNmrUKA0aNKjSz2onJ2dW6vaK4+nprqCgAKWnZ6mgwGTYflE5qJ/ro4aujxq6Pmro2qqqfvXrl3yC1enOeOfk5Ojzzz+Xl5eXBg4caNN26623Kjw8XCdOnNDu3btL3NY333yj7OxstWjRwiZ0S5K3t7fuvfde5eTk6IsvvrAuz8/P144dOyRJvXv3ttvm/fffL0lasmSJnPBnFgAAADgppwveBw4cUHZ2tlq1aqWAgAC7dsuc7J07d5a4reTkZElSvXr1HLY3bNhQkrR3717rsvT0dF27dq3Ifg0aNJAkJSYm6sSJEyWOAQAAAJCc8OJKy/ztJk2aOGy3XFhZmnnederUkXR9zrYjluWnTp2yLqtVq5Y8PT1VUFCglJQU1a9f36ZPamqq9e8nT55UaGioTfuhQ4e0fv16xcfHKzMzUw0aNFB4eLjGjRunZs2alThmR9zd3eTu7lauvmXl4eFu81+4Furn+qih66OGro8aujZnrp/TBW9LGK5Vq5bD9sDAQJv1itOtWzd5eXnpxIkTOnPmjM10k8LCQut0ldzcXOXl5cnHx0e+vr4KDw/X3r17tW3bNrVu3dpmm9HR0da/X7lyxW6fBw8e1NSpU9WlSxe5u7srJiZGb775pjZt2qT58+erS5cuJY77ZnXqBMjNzZjgbREY6Gfo/lC5qJ/ro4aujxq6Pmro2pyxfk4XvHNyciRJXl5eDtu9vb1t1itOo0aN9Pzzz2vWrFmaOHGi3njjDbVu3VpJSUmaN2+erl696rDf9OnT9cgjjygqKkp169ZVnz595O7uru3bt+vTTz9V7dq1dfnyZbt+zz33nBo3bmydjiJJvXr1UmBgoEaOHKnnn39e0dHRqlGjRoljv1FaWpahZ7wDA/2UkZGjwkIuKHE11M/1UUPXRw1dHzV0bVVVv6Ag+ynSN3O64O3nd/2nE8s865vl5+fbrFeSxx9/XM2bN9eSJUs0YcIE5eTkKDg4WH369NHo0aMVEREhLy8v+fj4WPs0a9ZMa9eu1ccff6yoqCjNmjVLAQEB6tixoxYtWqTXX39dly9ftrs9YLt27RyOoVOnTgoNDdXx48cVHR2tAQMGlGrsFiaTWSaTsRdyFhaauJLbhVE/10cNXR81dH3U0LU5Y/2cLnhbLmh0NI1DkjIyMiTJbu51cbp3767u3bvbLf/2228lyeHc6+DgYL311lsOt2c5233znVKKc+utt+r48eM6ffp0qfsAAACg+nC6WeeWOdXnzp1z2J6QkCBJatmyZYX3ZbmoMiwsrNR9cnJydOHCBfn7+9tdWFkck8m5fuICAACAsZwueHfu3Fn+/v6Kj49Xdna2XfuRI0ckST179izV9mJjY3Xy5EmHbfv27ZMku6kfSUlJRd4nPCYmRgUFBerXr591vrl0/QmZju77bWF57Hzz5s1LNW4AAABUL04XvP38/DRixAjl5+dr7dq1Nm0JCQmKiYlRixYtbKaOxMfHa9iwYZo7d67d9iIjI/XOO+/YLY+Li1N0dLTuu+8+dezY0abt+++/15NPPmm9D7hFYWGhFixYoICAAE2aNMmmLTc3V2fPntXRo0ft9hUTE6NTp06pdu3a6tWrV4mfAQAAAKofpwvekjRx4kS1a9dOc+bM0datW5Wbm6u4uDhNmjRJvr6+mj17ts3j4leuXKnY2FgtWLBA6enpdtvbs2ePte3q1avaunWrxo8fr7vuukszZ850OAaTyaTnnntOJ0+eVH5+vuLi4vT000/r+PHj+vDDD20eMS/Jeru/Z599Vtu3b1d6erqys7O1Y8cOvfjii/L19dW7775b5juaAAAAoHpwMzvpc8/z8vIUGRmpDRs2KDExUTVr1tTdd9+tZ555xvoQHYv9+/drypQp6tSpk+bPn29zz+utW7dq3bp1iouLU0pKiry9vXX77bfrwQcfVEREhDw97a8vTUhIUGRkpGJjY3XhwgXl5+erYcOG6tq1q8aPH6/g4GC7PgUFBdq/f7++/vprHTlyRImJiZKuPx0zPDxcY8aMKfcDdJKTM8vVrzw8Pd0VFBSg9PQsp7sSGCWjfq6PGro+auj6qKFrq6r61a9fs8R1nDZ441cEb5QW9XN91ND1UUPXRw1dmzMHb6ecagIAAABUNwRvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAABG8AAADAAARvAAAAwAAEbwAAAMAAnmXtkJ+fr//85z+SpDZt2sjPz89undjYWP3rX/+yvp44cWIFhggAAAC4vjIF7x07dmj69OnKyMiQJNWoUUOPP/64nnzySbm7/3ry/MKFCzp48KBOnTql9PR0gjcAAAB+90o91SQuLk5TpkzRlStX5O3trdq1ayszM1P/93//p+HDhystLc26br9+/bRs2TJ17tz5Nxk0AAAA4GpKHbwXLVqk2rVrKzIyUkePHlVMTIxiYmI0bdo0/fzzzxo5cqQuXbpk08fNza3SBwwAAAC4olIH78OHD+v1119X165drYE6KChIjz32mDZs2KDAwEA9/vjjunz58m81VgAAAMBllTp4p6SkKDw83GFbgwYNtHjxYgUHB+uxxx5TZmZmpQ0QAAAAqA5KHbw9PT2Vn59fZLuvr68++ugj1a5dW2PHjlVWVlalDBAAAACoDkodvENCQmxuEeiIt7e3/t//+3/y8vLS+PHjlZ2dXeEBAgAAANVBqYN3eHi43n77bW3ZsqXEM9+ffPKJrl27pl27dlXGGAEAAACXV+rgPWTIEF2+fFnPPvusRo4cWey6AQEBioqKUqtWrSo8QAAAAKA6KPUDdJo3b67169crPz/f4dMqbxYYGKjFixfr22+/rdAAAQAAgOqgTE+uDA0NLdPGa9eurXvvvbdMfQAAAIDqqNRTTW7GY+ABAACA0it38I6Ojq7McQAAAADVWpmmmtzIbDarV69eJa7n5eWl4OBg3XvvvXr44Yfl5eVV3l0CAAAALqvcwVuSzp8/X6r1zpw5owMHDujrr7/WokWLCN8AAAD43Sl38N6/f7/Gjh2re+65R/3791fjxo0VEBCgrKwsJSYmat26dTp58qRmz56tK1eu6JtvvtEHH3ygRYsW6S9/+UtlvgcAAADA6bmZzWZzeTq+9tprCgsL0+DBg4tcZ+3atTp+/LimTp0qSVq1apWWLVumdevWlW+0v1PJyZmG7cvT011BQQFKT89SQYHJsP2iclA/10cNXR81dH3U0LVVVf3q169Z4jrlvrhy165d6tu3b7Hr9OnTR1u2bLG+7t69u86ePVveXQIAAAAuq9zBOz09Xbm5ucWuk5OTo9TUVOvrWrVqyc3Nrby7BAAAAFxWuYN3cHCwIiMji10nMjJSwcHB1tfHjx9XvXr1yrtLAAAAwGWV++LKwYMH6/3339exY8fUr18/NW/eXP7+/srOztbp06e1ceNGHTp0SM8++6yk63c2mTFjhlq1alVpgwcAAABcRbmD97hx4/Tjjz9q+/btOnDggF272WxWnz59NHbsWEnSX//6V508eVLDhw8v/2gBAAAAF1Xu4O3p6al58+Zp06ZNWr16tX788UddvXpVNWvWVJs2bTR06FCbiy+/+uqrShkwAAAA4Ioq9AAdSbr//vt1//33V8ZYAAAAgGqr3BdXAgAAACg9gjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAz6oeQFHy8vIUGRmpDRs2KDExUbVq1VJ4eLgmT56spk2blmlbcXFxioqK0qFDh5SamqqAgAC1a9dO48ePV4cOHRz2ycrK0uLFi7Vt2zadPXtWkhQSEqKBAwdq5MiR8vR0/NFlZmbqww8/1LZt25ScnKy6deuqR48emjRpkurUqVO2DwEAAADVhlOe8c7NzdXo0aMVFRWlKVOm6NChQ1q4cKGOHz+uQYMGKS4urtTb2rx5s4YOHapjx45p9uzZOnjwoJYvXy5JGjlypNavX2/XJyUlRUOGDNGCBQv00EMPafv27dqxY4cGDRqk2bNn66mnnlJBQYFdv7S0NA0dOlQbN27U22+/rcOHD2v27NnatWuXBg0apIsXL5b/QwEAAIBLc8rgPW/ePMXGxuqFF15Q37595efnp1atWmnevHnKzs7WCy+8oMLCwhK3k5aWpunTp8tkMmn+/Pnq1KmTAgICdPvtt+v//u//FBwcrNdee80uEM+YMUM///yzxo4dq5EjR6p+/fqqV6+eRo8erccff1y7d+/WZ599Zre/t956S2fOnNGMGTMUHh4uX19fdezYUbNmzdLFixf1yiuvVNpnBAAAANfidME7JydHn3/+uby8vDRw4ECbtltvvVXh4eE6ceKEdu/eXeK2vvnmG2VnZ6tFixYKCQmxafP29ta9996rnJwcffHFF9bl+fn52rFjhySpd+/edtu8//77JUlLliyR2Wy2Lj9//ry2bNmiRo0aqXv37jZ9OnfurGbNmmnv3r2Kj48vcdwAAACofpwueB84cEDZ2dlq1aqVAgIC7Notc7J37txZ4raSk5MlSfXq1XPY3rBhQ0nS3r17rcvS09N17dq1Ivs1aNBAkpSYmKgTJ05Yl3/zzTcym80KCwuTm5tbhcYNAACA6sfpgrdl/naTJk0ctlsurCzNPG/LxYwpKSkO2y3LT506ZV1Wq1Yt64WTjvqlpqZa/37y5MnfZNwAAACofpzuriaWsFurVi2H7YGBgTbrFadbt27y8vLSiRMndObMGZvpJoWFhdbpKrm5ucrLy5OPj498fX0VHh6uvXv3atu2bWrdurXNNqOjo61/v3Llym8y7pu5u7vJ3d3+LPpvwcPD3ea/cC3Uz/VRQ9dHDV0fNXRtzlw/pwveOTk5kiQvLy+H7d7e3jbrFadRo0Z6/vnnNWvWLE2cOFFvvPGGWrduraSkJM2bN09Xr1512G/69Ol65JFHFBUVpbp166pPnz5yd3fX9u3b9emnn6p27dq6fPmyw3FbxleRcd+sTp0Ah9NXfkuBgX6G7g+Vi/q5Pmro+qih66OGrs0Z6+d0wdvP7/qHZJlnfbP8/Hyb9Ury+OOPq3nz5lqyZIkmTJignJwcBQcHq0+fPho9erQiIiLk5eUlHx8fa59mzZpp7dq1+vjjjxUVFaVZs2YpICBAHTt21KJFi/T666/r8uXLqlmzpt24LeOr6LhvlJaWZegZ78BAP2Vk5Kiw0GTIPlF5qJ/ro4aujxq6Pmro2qqqfkFB9tcm3szpgrflgsYbp3HcKCMjQ5JUv379Um+ze/fudncakaRvv/1W0vWgfbPg4GC99dZbDrdnOdt949SV32LcFiaTWSaTueQVK1FhoUkFBXzZuCrq5/qooeujhq6PGro2Z6yf001+scypPnfunMP2hIQESVLLli0rvC/LRZVhYWGl7pOTk6MLFy7I399foaGh1uVGjhsAAACux+mCd+fOneXv76/4+HhlZ2fbtR85ckSS1LNnz1JtLzY21ubuIzfat2+fJGnAgAE2y5OSkoq8T3hMTIwKCgrUr18/m/ncf/rTn+Tm5qajR4/a3N+7vOMGAABA9eJ0wdvPz08jRoxQfn6+1q5da9OWkJCgmJgYtWjRwmbqSHx8vIYNG6a5c+fabS8yMlLvvPOO3fK4uDhFR0frvvvuU8eOHW3avv/+ez355JPW+4BbFBYWasGCBQoICNCkSZNs2ho3bqy+ffvq4sWL2rNnj03b4cOHdfr0aXXt2pUz3gAAAL9TThe8JWnixIlq166d5syZo61btyo3N1dxcXGaNGmSfH19NXv2bHl4eFjXX7lypWJjY7VgwQKlp6fbbW/Pnj3WtqtXr2rr1q0aP3687rrrLs2cOdPhGEwmk5577jmdPHlS+fn5iouL09NPP63jx4/rww8/VKNGjez6vPrqqwoJCdH06dMVExOjvLw8/fvf/9bUqVPVqFEj/e1vf6u8DwkAAAAuxc3saF6EE8jLy1NkZKQ2bNigxMRE1axZU3fffbeeeeYZ68NoLPbv368pU6aoU6dOmj9/vs2t97Zu3ap169YpLi5OKSkp8vb21u23364HH3xQERER1ofl3CghIUGRkZGKjY3VhQsXlJ+fr4YNG6pr164aP368goODixx3RkaGPvzwQ23fvl2XLl1S3bp11aNHD02aNEl169Yt12eRnJxZrn7l4enprqCgAKWnZzndBQkoGfVzfdTQ9VFD10cNXVtV1a9+/ZolruO0wRu/InijtKif66OGro8auj5q6NqcOXg75VQTAAAAoLoheAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABvCs6gEUJS8vT5GRkdqwYYMSExNVq1YthYeHa/LkyWratGmZthUXF6eoqCgdOnRIqampCggIULt27TR+/Hh16NDBYZ/MzEx98cUX+vrrr5WYmKj8/Hw1adJEXbp00dixY1WvXj27Pj179tT58+eLHMfSpUvVuXPnMo0dAAAA1YNTnvHOzc3V6NGjFRUVpSlTpujQoUNauHChjh8/rkGDBikuLq7U29q8ebOGDh2qY8eOafbs2Tp48KCWL18uSRo5cqTWr19v1ycjI0NDhgzRnDlzdO+992rTpk3as2ePnnrqKX311Ve6//779fPPPzvcX3BwsJo1a+bwj5+fX/k+EAAAALg8N7PZbK7qQdzs3Xff1cKFC/Xaa69pxIgR1uW//PKL+vTpo+bNm2vdunXy8PAodjtpaWnq1auX8vLytHnzZoWEhFjb8vPz1adPH6WlpWnLli1q1KiRte2TTz7RnDlz1L17d33yySc224yMjNTs2bP1wAMPaM6cOTZtPXv21MyZMyv9rHZycmalbq84np7uCgoKUHp6lgoKTIbtF5WD+rk+auj6qKHro4aurarqV79+zRLXcboz3jk5Ofr888/l5eWlgQMH2rTdeuutCg8P14kTJ7R79+4St/XNN98oOztbLVq0sAndkuTt7a17771XOTk5+uKLL2zaEhMTJUm333673TZDQ0MlST/99FMZ3hUAAAB+75wueB84cEDZ2dlq1aqVAgIC7Notc7J37txZ4raSk5MlyeF8bElq2LChJGnv3r02y9u0aSNJOnnypF2f48ePS5Lq169f4v4BAAAAC6e7uNIyf7tJkyYO2y0XVpZmnnedOnUkSSkpKQ7bLctPnTpls3zIkCE6ePCgNmzYoI8++kgPP/ywfH19tXfvXi1YsECSNHr0aIfb3L59u9577z2dPn1aOTk5uuWWW9StWzeNGzfOGvTLyt3dTe7ubuXqW1YeHu42/4VroX6ujxq6Pmro+qiha3Pm+jld8LaE4Vq1ajlsDwwMtFmvON26dZOXl5dOnDihM2fO2Ew3KSwstE5Xyc3NVV5ennx8fCRJ7u7umj17tsLDw/Xee+/pgw8+sC5v27atJkyYoO7duzvc58GDBzV16lR16NBBBQUFio6O1owZM7RhwwYtXrxYrVq1Kt0HcYM6dQLk5mZM8LYIDORCUFdG/VwfNXR91ND1UUPX5oz1c7rgnZOTI0ny8vJy2O7t7W2zXnEaNWqk559/XrNmzdLEiRP1xhtvqHXr1kpKStK8efN09epVh/2uXr2ql156STt37tTkyZPVv39/+fn56dChQ1q/fr3S09Md9nv77bfVpk0b6w8Hkqzz1KdOnapnn31WGzduLPGi0JulpWUZesY7MNBPGRk5KizkghJXQ/1cHzV0fdTQ9VFD11ZV9QsKsp8ifTOnC96WW+5du3bNYXt+fr7NeiV5/PHH1bx5cy1ZskQTJkxQTk6OgoOD1adPH40ePVoRERHy8vKynu2WpDlz5mjbtm0aM2aMnnjiCevy3r17y8PDQ0899ZTi4+M1depUm32Fh4c7HEP//v01Y8YMnT59WrGxserYsWOpxm5hMpllMhl785nCQhNXcrsw6uf6qKHro4aujxq6Nmesn9MFb8uFkFeuXHHYnpGRIalsFzd2797d4dSQb7/9VpLUrFkz6zKz2ay1a9dKkh588EG7Pr169VJAQIAWL16s4cOHl+phPu7u7mrSpImOHTum06dPlzl4AwAAwPU53azz1q1bS5LOnTvnsD0hIUGS1LJlywrvy3JRZVhYmHVZSkqKdRpLUeG+fv36MplMZXqQj8l0/Scuo+dqAwAAwDk4XfDu3Lmz/P39FR8fr+zsbLv2I0eOSLr+sJrSiI2NdXhbQEnat2+fJGnAgAHWZTVr1pSn5/VfBFy6dMlhP8ttCi3rSVJUVJRGjRrlcP3CwkLrDxI3nl0HAADA74fTBW8/Pz+NGDFC+fn51ikfFgkJCYqJiVGLFi1spo7Ex8dr2LBhmjt3rt32IiMj9c4779gtj4uLU3R0tO677z6bqR++vr66++67JUmbNm2y67dz505lZWXJz89P7du3ty7Pzs5WbGyszp8/b9dn7dq1ysrKUrNmzdSuXbtSfAoAAACobpwueEvSxIkT1a5dO82ZM0dbt25Vbm6u4uLiNGnSJPn6+mr27Nk2dwZZuXKlYmNjtWDBAod3HNmzZ4+17erVq9q6davGjx+vu+66SzNnzrRbf/r06apXr56WLl2qyMhIJSUl6cqVK/r666/1yiuvyM3NTS+//LLNLQ/d3Nx07do1Pfnkk9q/f7+uXr2qzMxM/fOf/9TMmTNVu3ZtzZkzp8x3NAEAAED14GY2m429XUYp5eXlKTIyUhs2bFBiYqJq1qypu+++W88884zdBY379+/XlClT1KlTJ82fP99mHvXWrVu1bt06xcXFKSUlRd7e3rr99tv14IMPKiIiwma6yI1SUlIUFRWl3bt369y5czKZTKpTp47atWunRx991PoETYvc3Fzt3r1bW7Zs0XfffadLly7Jw8PD+gCdMWPGlPsBOsnJmeXqVx6enu4KCgpQenqW010JjJJRP9dHDV0fNXR91NC1VVX96tevWeI6Thu88SuCN0qL+rk+auj6qKHro4auzZmDt1NONQEAAACqG4I3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAgjcAAABgAII3AAAAYACCNwAAAGAAz6oeAJxHZna+Fn0dp4zsawr099LjfVuppr93VQ8LAACgWiB4w+rTTcf03anUX1+bjumZh9pW4YgAAACqD6aawCr9al6xrwEAAFB+BG9YBdXwKfY1AAAAyo+pJrAac39ruzneAAAAqBwEb1jV9PfWcxFhCgoKUHp6lgoKTFU9JAAAgGqDqSYAAACAAQjeAAAAgAEI3gAAAIABCN4AAACAAQjeAAAAgAEI3gAAAIABCN4AAACAAQjeAAAAgAEI3gAAAIABCN4AAACAAQjeAAAAgAEI3gAAAIABCN4AAACAAQjeAAAAgAEI3gAAAIABCN4AAACAAdzMZrO5qgcBAAAAVHec8QYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAzgWdUDQMXExMRow4YN+ve//63ExES5u7urcePG6t69u8aPH686derYrL9mzRq99NJLRW7vf/7nf7Rs2bJS77+yt/d7VNYaWqSkpGjhwoXavXu3EhMT5enpqUaNGiksLEyPP/64br/99jKNY926dVq+fLlOnDghT09P3XXXXfrLX/6i//3f/62Mt1ltVXX9OAYrrqw1bNmyZam2Gx8fX6ZxcAyWX1XXkOOwYsrzPZqQkKCFCxfqX//6ly5evCg/Pz/dcccdGj16tHr27FmucezevVtRUVH68ccfZTab1bJlS40ePVp9+vSp6Fu04oy3C1u+fLkee+wx/fDDD3rjjTcUExOjbdu2adCgQVq2bJkefPBB/fzzz3b9fH191axZM4d/goODyzyOyt7e70l5a/jdd9+pX79+Sk5O1gcffKDDhw9r/fr1CgsL06pVq/Sf//ynTOP4+9//rhdffFFdu3bV7t27tXHjRgUFBemxxx7T6tWrK+vtVjvOUj+OwfIrbw2Dg4OL/My9vb3VvHnzMo2DY7D8nKWGHIflU576ffvttxowYIB27dqlV155RQcOHNCqVavUtGlTTZgwQQsWLCjzOBYvXqy//OUvCgkJ0datWxUdHa0//vGPeuaZZzRv3rzKeruSGS5r4cKF5jZt2pgTExPt2t59911zaGioeezYsTbLV69ebR45cmSljaGyt/d7U54apqWlmTt37mx+8skn7fqYTCbzww8/bN62bVupx7Br1y5zaGioedKkSTbL8/Pzzb179zbfdddd5nPnzpV6e78nzlA/jsGKKU8NQ0NDzQcOHHC4veTkZHObNm3Mn332WanHwDFYMc5QQ47D8itr/fLy8szdunUzh4aGmvfv32/XJyIiwtyqVSvzf/7zn1KPIT4+3ty6dWvzkCFDzCaTyaZt5MiR5tDQUHNsbGzp31QxOOPtwurVq6cHHnjA4U/Sll+zxMTEqLCw0OihoZTKU8NPPvlE6enpevLJJ+36uLm5aeXKlbrvvvtKPYaoqChJUkREhM1yLy8vDRkyRHl5efyKtAjOUD9UTHlq2K9fP9WtW9fh9lasWCEfHx8NHDiw1GPgGKwYZ6ghyq+s9Tty5IguXryomjVrKjw83K5P3759ZTKZtGTJklKPYdGiRSosLNTDDz8sNzc3m7Zhw4ZJ+vU4rSjmeLuwAQMGaMCAAQ7batasKen6/8jNZrORw0IZlLWGZrNZ69atk5+fn/74xz9WeP9Xr17V4cOH5ebmprCwMLv29u3bS5J27typadOmVXh/1U1V1w8VV57v0ffee8/h+teuXdOKFSs0aNAgBQQElGr/HIMVV9U1RMWUtX7JycmSrgd2Rxo2bChJ2rt3b6nH8M0330j69Xi7UYcOHSRdn/9dUFAgT8+KRWeCdzV1+vRpSdf/Ed38jyQ9PV2vvfaa9u3bp0uXLikgIEB33HGHHn74YfXt27fM+6rs7eE6RzU8e/asUlNT1bx5c505c0bz5s1TTEyMMjMz1bBhQ/Xs2VMTJkwo8oK+m8XHx8tkMqlu3boO/yfTtGlTSdIvv/yi7Oxs+fv7V9K7q/6MqJ8Fx+Bvo7jvUUe2bdumlJQUjRw5stT74Bj8bRlRQwuOw8rnqH6W78eUlBSHfVJTUyVJly9fVmpqapG/2bBISkpSenq6JKlJkyZ27Q0bNpSXl5fy8vJ05syZMt+44GZMNamm/vnPf8rNzU1PP/20XdupU6cUFBSkZcuW6ciRI1q+fLn8/f01ZcoUvfrqq2XeV2VvD9c5quHZs2clXf+Cf/jhhxUSEqI1a9bowIEDGjt2rD7//HMNHTrUekagJJYvrlq1ajlstyw3m83WLzOUjhH1s+AY/G0U9z3qyLJly9S1a1eFhISUeh8cg78tI2powXFY+RzVr3379qpdu7YyMzMVExNj1yc6Otr698uXL5e4D8v3rY+Pj3x9fe3a3dzcFBgYaLNuhVTKTHE4ld27d5tDQ0PNs2bNsmu7cOGC+bvvvrNbfu3aNXPv3r3NoaGh5vXr15d6X5W9PVxXVA03bNhgDg0NNYeGhpqfe+45u35vv/12kW2OrF271hwaGmp+8MEHHbYXFhZa9xcfH1/2N/I7ZVT9zGaOwd9Kcd+jjnz//ffm0NBQ865du8q0H47B345RNTSbOQ5/C8XVb9OmTebWrVubu3fvbt61a5c5MzPTnJCQYJ4xY4a5a9eu1mPm5MmTJe7n8OHD5tDQUHP79u2LXKd79+7m0NBQ886dOyv0nsxmLq6sds6cOaNp06bpz3/+s1544QW79kaNGjmcW+rp6Wm9sKcst66q7O2h5Bpa9O/f327Z4MGDJV3/dWleXl6J+/Lz85N0fV6jI/n5+XbronhG1k/iGPwtlLaGN1q2bJlCQkLUrVu3Mu2LY/C3YWQNJY7DylZS/fr166fly5frjjvu0NSpU9W5c2eNGDFCBQUFWr58uXU9yxzx4ljOchd1DEq/HoeOzoiXFXO8q5Hz589rzJgx6tChg2bPni0PD48y9b/11lslXf91WWWo7O39HpRUwxt/HX3LLbfY9bfMT8vPz1diYqKaNWtW7P4sF6dcuXLFYbtluZubW4nz5GB8/UrCMVh25fkeTUtL0+bNm/XCCy/Y3RGhJByDlc/oGpaE47BsSlu/du3a6aOPPrJbfuHCBUlSQECA6tevX+L+LOvk5eUpNzfXLlybzWZlZGRIkho0aFCm9+IIZ7yribNnz2rkyJHq0KGD3n//fXl7e5d5G+b/XjFcWV86lb296q40Nbzxoo7ifjqXSve5t2zZUu7u7kpLS1N2drZde0JCgqTr/+Pgoq7iVUX9SsIxWDbl/R5dsWKFPD09NWTIkDLvk2OwclVFDUvCcVh6lZFlLD/ghIWFleozb9iwoYKCgiRJ586ds2tPSkrStWvX5Ovrq9tuu63M47kZwbsaOHnypEaMGKF77rlH77zzjs1Ph1FRUdaf/iTpnnvu0a5duxxu58yZM5JUpqd1Vfb2fq9KW8Pg4GD94Q9/kOT4C8KyzN/f3+EZ1ZvVqFFDnTp1ktls1tGjR+3ajxw5Iknlfvzu70VV1U/iGKwsZfkevVFBQYFWrFihgQMHqkaNGmXeL8dg5amqGkoch5WhLPWLi4sr8gm/+/btk6Qib1HoSI8ePSRJsbGxdm2WY7Bbt24VvpWgRPB2eXFxcRo1apT+/Oc/629/+5vc3W1L+o9//EO//PKL9XVKSop27txpt51r165p5cqVkqRBgwbZtCUlJWn06NF6+eWX7R7GU57twVZZa/jYY49JktasWWO3rX/+85+Srs8fvvFMQXE1HDdunCRZ62Vx7do1rVmzRj4+Pho1alS53191V9X14xisuLLW8Ebbtm1TUlJSibef4xj8bVV1DTkOK6as9Vu9erVefvllu+eUJCUladWqVWrTpo0eeOABm7arV69qwoQJevrpp5WVlWXTNmbMGHl4eOirr76y26alfmPHjq3w+5SY4+3Svv/+e40dO1b5+flKS0vTc889V6p+X375perUqaOhQ4eqQYMG+uWXXzRnzhwlJCRo8ODBdhd9bdy4UQcOHJAkDR8+XHfeeWeFtodflaeGQ4cO1b59+7R161bNmzdPo0aNkpeXlzZs2KDPPvtMbdq00V//+lebPsXVsFu3bnr00Ue1dOlSzZ8/X6NHj1Z2drbeffddnTlzRjNmzFDjxo0r941XE85QP4ljsCLK+z1qsWzZMt19993W32QUhWPwt+MMNZQ4DsurvPU7ceKEZsyYoSeeeEI1a9bUkSNHNGPGDNWtW1cfffSR3dzwffv2WX842rdvn/785z9b21q0aKEXX3xRM2fO1BtvvKHJkyfLw8NDCxYs0IEDBzRx4kSHD7gqD4K3C1u/fr31wpvNmzeXqs/XX3+tzZs3a/fu3frss8+UnZ2twMBAtWnTRu+//77Dm/x36dJFixYtUpMmTexuHF+e7eFX5amhu7u73n//fa1YsUKrVq3Sp59+KpPJpJCQEE2ePFmjR4+Wj4+PTZ/iaihJ06dPV5s2bbR8+XItXLhQHh4e+uMf/6hFixY5fCQvrnOG+nEMVkx5amjx008/6ciRIw4v8LoZx+BvxxlqyHFYfuWpX8+ePZWSkqI9e/Zo9erVcnNzU0hIiAYMGKDRo0c7vANQ+/btFRISInd3d3Xs2NGu/bHHHlOzZs20cOFC3XfffTKbzWrZsqU++OAD9enTp2Jv8gZu5pvPqQMAAACodMzxBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBgAAAAxA8AYAAAAMQPAGAAAADEDwBoAymDFjhlq2bKl333232PUWL16sefPmFdl+7tw5zZs3Tzt27KjsITqtefPmafHixUW2R0ZGql27dtq0aZNxgyqladOmqWXLljZ/jh8/XmyfgoICm/WnTZtm0z5gwAC7bd74JywsTP3799f8+fOVnZ1t0zcrK8tu/VGjRlX6+wZQuQjeAFBK+fn52rBhgyRp3bp1KigoKHLdpUuXav78+UW2nz9/XvPnz/9dBe/58+dr6dKlRbYnJiYqOztbFy5cMHBUZTNz5kzFx8crPj5eoaGhxa7r6emp+Pj4It/zunXrFB8fr8aNG0u6/m/Gsu2DBw9q/vz5MplMmjdvnsaPHy+TyWTtGxAQYF23uM8UgHMheANAKW3fvl0FBQXy8vJScnKydu3aVdVDqlZee+017d69W+PGjavqoVS52rVrq0uXLvr73/8uSfr2228VGxtbxaMCUFEEbwAopVWrVumBBx5Qt27drK9Redzc3NSoUaOqHoZTuf32261/T0pKqsKRAKgMnlU9AABwBefOnVNMTIymTJmi5ORkRUdHa8+ePbp06ZIaNGhgXW/atGlau3at9XXLli2tf584caImTZpks2zt2rU260dHR6tJkyY2r5csWaKffvpJ+fn5atKkifr166cxY8bI39/ful6fPn30888/S5IaN26sVatW6Z133tGuXbuUnZ2t1q1b669//as6depk7fP222/bTFOIj4+3/n3UqFE6dOiQJOl//ud/tGzZMpvPY/fu3dqyZYuOHj2qCxcuyM3NTS1bttSwYcM0cOBAm3Vv3Nb58+dt3v/MmTM1ePBgm2WDBg3SrFmzdLPdu3dryZIl+uGHH5STk6NbbrlFvXr10vjx4xUUFGRdb+zYsdq3b5/1dWxsrObOnastW7bo8uXLatasmSZPnqz77rvPbh8VkZqaqvfff1/R0dHKzMzUrbfequHDh9uE57I6ceKEpOs/lJQ0tQWACzADAEr0wQcfmPv27Ws2m83m/Px88//+7/+aQ0NDzQsWLHC4fo8ePcyhoaFFbu/AgQPm0NBQ89SpU4tc57333jOHhoaa//rXv5ovXrxozs7ONm/cuNEcFhZmHjJkiDknJ8euT2hoqPmee+4xjxkzxrx3715zZmam+dtvvzV36dLFHBYWZk5KSir1WBMSEsyhoaHmkSNH2rXdfffd5v79+5uPHj1qzs3NNV+4cMH8wQcfmENDQ83vv/++w/cTGhpq7tGjR7k+k3nz5plDQ0PNr776qvnChQvm3Nxc865du8x33323uUePHuZz584V+b4mTZpk3rRpkzkjI8McFxdnvv/++82tWrUy//TTT0WO5WZTp041h4aGmlevXu2wPT093XzfffeZ27RpY169erU5KyvLnJycbH777bfNo0ePLrbWlnEeOHDAZnt79uwx9+nTx3zHHXeYP/744yLHZvncHNUJgHNhqgkAlMBkMmnt2rUaPHiwJMnLy0v9+/eXJK1evfo32ef+/fv18ccf69Zbb9XMmTPVsGFD+fn56f7779eECRP0/fff6+OPP3bYNzk5WUOHDlWXLl1Uo0YNdejQQY8++qiys7O1ZcuWShlfixYtNGvWLLVt21Y+Pj5q1KiRJk+erJ49eyoyMlJpaWmVsh9JiomJ0bx589S+fXu99dZbatSokXx8fNS9e3fNnDlT58+f19SpU4vs/8c//lH9+vVTzZo11bJlSz311FMymUz65z//WWljnDt3rs6ePasnn3xSgwcPlr+/v+rVq6eXX35ZWVlZpdrGo48+ar1DSefOnTVu3Dh5eHho7ty5evLJJyttrACqDsEbAEqwb98+JSUlacCAAdZlgwYNkiSdOXPGOo2iMlmmgDz00EPy8PCwabOE/q+++sphXzc3N/Xq1ctm2R/+8AdJ18dbGRYvXqzWrVvbLW/VqpWuXbum7777rlL2I/36WVje9426du2qevXq6fDhw/rpp58c9r95SkllfxbXrl3T+vXrJUkPPPCAXbujcTty411NvvvuO23YsEHt27fX5MmT9dRTTykjI6NSxgug6hC8AaAEq1atUteuXVW/fn3rslatWqlNmzbW9spmCa6Owm2DBg3k6emp1NRUnTt3zq69Tp068vb2tllmmQ+ek5NTKeO7cOGCZsyYoX79+qldu3bWM7UfffSRJOnKlSuVsh9JOnr0qCQ5nCvt5uam5s2bS1KRd/1o2LChzWvLZ3HzvbHL6/Tp08rJyZGnp6duu+02u3bL7QLLwtfXV6GhoXrrrbfUo0cPRUdH680336yM4QKoQgRvAChGWlqadu7caT3DfSPL1JOtW7cqMzOzUvdrObs5btw4uweltG7d2noP8dTUVLu+vr6+dsvc3NwkSWazucJj+/nnn9W/f399+eWXGj9+vKKjo61naidOnChJNvecrijLZ3HjxaQ3CggIsFnvZjd/HpbPorJYau/j4+Nw25bxlde9994r6fq/s7y8vAptC0DV4q4mAFCM9evX69q1a3rmmWeKXCc3N1cbN27UI488Umn7DQwMVFpampYvX66OHTtW2nbLIjc31+HyRYsWKSMjQ6NHj3b4A0lls3wWRZ2htsyhDgwM/M3H4ohlv3l5eTKZTHJ3tz2nVdo53kWx3DXn2rVrunz5st0ZfACugzPeAFCMVatW6YknnrCe0b35j+Wsd1mnm5R01rVt27aS5HAqiWX53r17K+XMsuWM8M3B9uLFi0XuW5JCQkLs2ooK6xVh+Swst9a7kdls1unTpyVJ7dq1q/R9l0azZs3k7++vgoICnT171q49MTGxQtu33L/bw8NDtWvXrtC2AFQtgjcAFOG7777T6dOniz2TPXLkSEnSDz/8oLi4OOtyS0CyBNHDhw/rgQce0NWrVyVJtWrVsmmXrt/TesaMGZKu3+FCcnzXFLPZrKlTp+qTTz6xO7taHs2aNZMknTp1ymb5tm3bHK4fHBwsSTbv1+Lf//53kfupXbu2zfvduHGjIiIiShyf5bNYt26d3VSZPXv2KCUlRR06dNAdd9xR4rZ+C15eXtYLbzdt2mTXbrnwsrwsdQgPD5ePj0+FtgWgahG8AaAIq1atUs+ePa1B05E2bdpYz7TeeNbbcpZ27969ysrK0pdffqn8/HzVqFFDknTbbbepdu3a+uGHH5SamqqzZ89qw4YNqlu3riTp7rvv1oQJE3To0CG9+OKLOnnypHJzc3Xq1Ck9//zzOnnypF555ZVKeZ+WB968++67SkhI0OXLl7V8+XJdunTJ4fqjRo2Sj4+PVq9erRUrVujKlSu6dOmS3n77beuFkI60bdtWaWlp+v7775WRkaGvvvqqyHnbN7J8FkePHtUrr7yiixcvKj8/X7t379b06dN1yy236B//+Ed53nqlefbZZxUSEqIFCxZo7dq1ysnJUWpqqmbNmlWuizhzc3N1/PhxvfLKK9qzZ4/q1Kmjl19++TcYOQAjuZkr40obAKhGzp07Z3c7vpufKClJBw8etJ6NvdHSpUvVokULvfnmmzp48KDy8vLUqlUrvfzyy7rrrrus6/3rX//S7Nmz9fPPPysgIEA9evTQK6+8YnMx4K5du7R06VJ9//33ysvLU8OGDXXPPfdo7Nixatq0qXW9G58OaWF5UmbPnj11/vx5uzF27tzZ+vrzzz/X4sWLlZiYqAYNGmjo0KF64IEHbG7FN378eL3wwguSrp/tfv/99/XDDz/o8uXLCg4OVu/evWUymfTpp59a+9z4NMxffvlFb775pv7zn//IbDarbdu2ev3113XrrbfaPLny5vFbfPPNN1q6dKn1yZXBwcG69957NX78eNWpU8e63s1PD5V+fRqmo8/J8vTM4li2Wdy6aWlpev/997Vjxw5lZGTolltuUf/+/dWuXTuNGTPGut6rr76qkSNHasCAAQ5/ayBdn1ZSo0YN3Xbbbbrnnnv06KOP2rzHG1n+HTp6wigA50LwBgCgBKUJ3lWF4A24DqaaAAAAAAbgdoIAAJTSSy+9pJdeekmStGHDBoWGhlbJOLKystS+ffsq2TeA8mOqCQAAAGAAppoAAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAGIHgDAAAABiB4AwAAAAYgeAMAAAAG+P/+cKtpUYasWQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name_method = 'tSNE 1D genGauss'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_tSNE[::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 = 3\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03, \n",
    "   plot_gaussians = False,\n",
    "   plot_gen_gauss=True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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": [
    "gm.plot_confidence_1d(\n",
    "   expected_prob = expected_prob,\n",
    "   function = 'gen_gauss'\n",
    "   ) \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": 32,
   "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": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9fHx8fHx8RpoNSuzstNNOjB071vP2b731FqlUiilTphCNRove32WXXQB46aWXhm2OPj4+Pj4+PuuWDUrs1EouHmejjTYq+f6kSZMKtvPx8fHx8fH56vG1Tj3v7OwEoLGxseT7DQ0NBdsNF7IsIcvV3WxeURS54P8+a4+/psOLv57Dj7+mw4u/nsPPl2lNv9ZiJ51OA6BpWsn3A4FAwXY5fvzjHxOLxQC46qqraGho4A9/+AMtLS2ejtvSEvUUU1QrDQ3hYR/z646/psOLv57Dj7+mw4u/nsPPl2FNv9ZiJxx2v4ByKeqGYRRsl+O2225bq+N2dyeH3bLT0BAmFktj286wjft1xl/T4cVfz+HHX9PhxV/P4Wek1rS5uTjGthpfa7HT2toKQF9fX8n3c9ab0aNHD+txHUfgOGJYxwSwbQfL8n+kw4m/psOLv57Dj7+mw4u/nsPPl2FN178jbT2yzTbbALBixYqS7+cqKG+99dbrbE4+Pj4+Pj4+w8vXWuzsscceRCIR5s+fTyqVKnp/9uzZABx44IHremo+Pj4+Pj4+w8TXWuyEw2GmT5+OYRg8+uijBe8tX76cN998ky233JL9999/Pc1w7Xj66Sc59ND9+fa3D+M73zmCefPmru8p+fj4+Pj4rHO+1jE7ADNnzuS9997juuuuo7W1lf33358lS5ZwwQUXEAqFuPbaa1EUZX1Ps2Zmz36PM8/8Kf/61yw222wL7r//Hk4++VjeeONd6urq1/f0fHx8fHx81hmSEGL4I2XXI5Xia66++mqOO+64otd1XefWW2/lySefZNWqVdTX17P33nvzy1/+Ml9YcDjp6IgP63iqKtPcHKWnJ5kPAjvttOkEgwH+8pc7AHAch+2334pf/epcfvzjnw7r8TdESq2pz9Dx13P48dd0ePHXc/gZqTUdPbr2B/YNzrIzf/78mvcJBoPMnDmTmTNnjsCM1g+vvTaLX/+6vxmqLMvsuONOvPrqKyMmdgzD4He/u5I//vFG3n77QyZP3nhEjjOcPP74I/zzn3fiOA7xeIxJkzbmsssuZ7PNNl3fU/Px8fHxGSa+1jE7Gyrd3V3E47GilPkxY8aydOnSETnmsmVL+c53jqCtbc1Xqkv8z3/+E372szN5+OEnee65lwmFQkybdhy6rq/vqfn4+Pj4DBO+2NkAyVV8DgaDBa8HAgHS6eKss+EgmUxyyy1/5ZRTvjsi448Uhx9+FAceeDDgWr9+8pOfsmjRQubM+XDIYz777NNMm3Ycxx//bY4++lAOOuhbPPLIg8M0Yx8fHx+fWtng3Fg+/RWfB1snDMMgHI6MyDG32WZbAFavXjUi448Ut99+V8HfwWAIAMMYumXn73+/jeOOO5GTTz4VgOeff5YZM6ax9dbb8I1vbDf0yfr4+Pj4DAlf7GyAtLSMoqGhkY6OjoLX29vb2HjjTdbPpL4ivPfeO4wbN5499thryGNcdNH/4xvf2D7/9z777IsQgqVLl9Qsdn7/+6t49tmnC5rVNjU18/e/3z3k+fn4+Ph83fDFzgbKvvvux0cffZD/WwjBRx/N4Ve/Onc9zmp4uP32v3Dhhefx6KNPs88+3xq2cXVd55Zb/sDVV19btjmsF3bc8Zv5f5umyS233MjWW09hv/0OGNJ4V1xxzbB+Th8fH5+vG77Y2UA566xfceKJU/nii8/ZbLPNeeih+1EUJe9a+aqyZs1qbrnlxhEZ+9xzf8nUqcdx1FHfHpbxzj//HB5++EG23noK99//KHV1dcMy7tqw9967MGbM2ILXVq1aybhx43niiefW06x8fHx8RhZf7Gyg7Lzzrtx4458444wfEgqFkGU5e8P9ahcUvPDC8/jlL3/NeeedPazjXn75ZYTDYS644NJhG/N3v7ueK6/8Pb///VUcffShPPvsvxk7dtywjT8UxowZy2OPPVPw2g9/+L2aLEe6rnPFFZfx2muv0tjYiK5nOPPMc4YkEpcsWcxvf3spvb09dHZ2UFdXx9VXX8tOO+1c0ziGYfCHP1zHSy+9CEgoisIVV1xT8zg+Pj4bJn421gbMUUd9mxdfnMWTTz7P448/y5Qp26zvKa0Vzz//LJqm8l//ddCwjnvjjdezcuUKrrnmOgDmzPmADz/8oMpe3lBVlQsuuATHcfjTn24e0hj33PMPpk49kqOOOoSZM89g8eIvhjyfP/zhjwV/9/R0M2vWyxx//Imex7jhht/z7LNP88QTz/L448/yv//7f5xxxg/45JOPa5pLZ2cnJ5xwDKef/jMeffRpXn75P4TDkSF9viuu+G+eeupxHnzwcZ599t/86Eenc9JJU4vi1iphGAaXX34Z48c3s2xZcYmGO+/8GwcfvB9HHXUIp556wogE45ebg2VZ/POfd3LssUdx3HFHc/DB+3HWWb+gs7Nz2Ofg47Mh4osdn68EyWSSq676Hy6//JphHffvf7+dhx66nx//+Aw++uhDPvxwNs8//yyfffbpkMc0DKPgb1mW2XzzLViwYF7NY2200SS2334HHnroCZ588nkmT96YQw7Zf8g32sEB6o888hAHHXQwTU3Nnsf45JOP2WmnnWlocIOmt99+RxoaGnj99Vk1zeWmm25g1113Y6+99gFcYXjttX/I/+0Vx3G4666/ccop381bLo899gQCgSB33fU3T2NUqxP11FNPcO2113D//Y/y9NMvsvPOuzJ9+kk4Tn9V2GpiKR6PcfbZv2DMmIaa59De3sZFF53HFVf8jkceeYqnn36RZcuWcMIJJxSNU2ke9977T4477miOP/4YjjjiQI444iBefvnfnvcfyGWXXcyYMQ0Vt/Hx+bLgix2fYcEwDKZOPZJLLrkAgDPO+AE/+tGMYRv/mmuu4Pvf/+GwuoESiTgXXPBr5s2by5FHHsyhhx7AoYcewLXXrp2gOvjgYpdQW9saxo0bX/NYp576PX7605moqoosy/z61+cTDAa5447b1mqOOe6//26mTautNtLRR3+Ht976DytWLAfgpZf+RWdnJ6NHj6lpnKeffpI99ywUNptttnnN69TV1UUqlSo6/pgxY3nzzf94GqNanagbbvhfTj75VEaNGgXA6af/jHnzPuPFF58Hqouljz+ew7HHHk0ikRjSHDQtwCmnfDefzRcMBvnBD37MrFmzWLNmTX67avO4+eb/47zzLuThh5/g2Wdf4vjjT2TGjGl0dXV52r//83zEAw/cU/Z9H58vG37Mjs+wEAgEimJBhouPPvqQ2bPf47e/vXJYx62rq2fNmt6S76nq0J8D5s+fx4svPschhxwOwIMP3seiRQu59tq1D6xWFIXJkyezZMnQXVk55s+fR3t7OwcccGBN+02bNp1UKsUBB+zN2LFj+fzzRXz721P5zneK+86VI5lMsmzZEmzb5qc//RHLly8jGo1yxhk/56CDDq1pPq2trUQiUVauXJF/TQhBW9sadD3jaYxKdaJ6err5+OM5nH12fyZjQ0Mjm2++Ba+++jKHHXZEXqisXr2KBx64t2gMXde5++4Hefnlf/HEE4/WPIfRo0fzu99dX/BaKFRcE6raPG688U/ssstu+b/33vtb6LrOqlUrGTVqVNX9wbWkXXDBrzn33Au48MLzSm5TqXXMmWf+lEWLFuRrWgFstdXW/P73N1TdF9zrwVVX/Q+6rrNmzWrGjRvPH/7wx69Eexqf9Ycvdny+9Lz44vNkMhmOO+5ogPwN7JJLLqCxsZHrr7+JzTbbfH1OsYArr/wdN9xwLX/4w/U4joMkSfzjH/ex55611+65+OLfcOWVvy94bc2aNUUWkaFw3313c9JJpyDLtQm7f/7zTm666QZefHEWm266GZ988jGvvvpKTePEYn0A/O53V/DII0+z3Xbb8+qrr3Dyycdy770P1yTAJEniRz86nbvu+jsnnjiN8eMncMcdt9Hb20N9/doH5OfcNKUsR7n3qhXV3HXX3dd6HoN599232W233Zg8eeN8k8Vq8xgodJLJJLfe+if23Xc/tt32G572B7f0w5577s2UKduWfH/ZsqWcccYP2XzzLcpah/7ylztKipNq+y5cuIDvf/9U7r//UbbaamtSqRSHHLIf7e1tTJ68cUWhtMUWk9huu+0Lxlu8+Av23nsfJkzYiD/+8UYWLVpEY2N/m52enm4uu+xiPv30E+rr67Esi4svvqxmV6vP+mfIYmfGjBncdddd1Tf08VlLfv3r8wuami5btpRdd93+S1t/5sc//umwNVt9/vln+da3DuDww48EXKHR1dXJqad+b63GtW2bhx9+oGZrnBCC//mfS/nZz85k0003A2C77bbnsssuIpNJc845v/E0jiwrABx66BH5G9B++x3Avvvux623/qlma9NFF/0/mptb+MlPTkOSJPbeex+OPfYEFi1aUNM4pehvvxIoeD0QCJBKpdd6/KHQ1dXFP/95F08++eSQ9p8x4xReffVlvvWt/fn73+9GURRP+61evYq77/4HzzzzLz744P2S23ixDpWj2r5XX305J5xwMltttTUAkUiEW2+9k4kTJ1YVStttt33R+b7//nsyZ86HKIpacp+LLz6fxYu/4Jln/kUwGOTZZ59m+vSTePPN2YwdO7Zoe58vL0MWO++88w6vvPIKBxxwwDBOx8fHZyAXXngpf/3rH/nzn2/GMAyCwSAPPvgEW2651VqN+8or/2aTTTat2SLW2dlJb28vkyZNLnh98uSNeeqpJzyLndbWVoLBIOPHTyh4fdKkybz77ts1zQlc997Mmb9k5sxf5l+bPv1EttnmGzWPNZj+9iuFgeeGYRCJjEz7lUpYlsUZZ/yQiy76f+y+++709CRrHuOuu+4lnU7zm9/8iu9850iefvpFT5/lwgvP45JLLqu47dq0jqm0r2EYvPjic3z3u4WxQjmr1KpVqyoKpcGZiHPnfkZ7extPPvkCbW1rSu7z6acfc+CBh+T7DO6//3+RSMR5663/8NFHH5a0ICUSca6++nJmz34fx7HRdZ26unqCwSDxeIxJkzbmsssuz+8jhOC6637Hs88+jaoqbLbZFvzud9flEwB8hoe1ClC+6KKLOPjgg7n99tvp6+sbrjn5+JTlkkvO54wzfpD99wWcfvpp63dCI8zxx5/EI488xWOPPcMzz/yLRx99mj322HOtx73vvnuG1LR11KhRBINB2traCl5va1uTFwVeUBSF3Xffk7a2NQWvd3S0M3HiRjXP69NPP6Gnpzv/t2mavP/+u3z729+peazB5DLYOjraC15fH+1XHMdh5swz2G+/A5gx47S1GiscDnP11f/LokULuPfef1bd/rnnnkFVVQ4++LC1Oi7AH/5wPVOnHsnRRx/K+eefQ3t7e9V9Fi/+Al3X6enp4fvfP5UjjzyY733vZN5//13AFUqVxPvg7+r+++/h1FNnsMUWW5bd56ijjuHf/34hf2499ND9AFx77TVlg7jPPPNnzJ8/nyeeeI7nn3+FefPmsnTpYu655yGee+5lQqEQ06Ydl+9d+Oc/38JTTz3BU0+9wPPPv0IgEOAXvzi96nr41MZaiZ1XXnmFX/ziFzz33HPsv//+XHjhhXz22WfDNTefGtFNGyHE+p7GiHLFFb/j2Wdfor09xssvv8Ff//r3mscQjkP3889ixWPDP8GvAH19vbz22it8+9tTa95XlmVOOulU7r77Tnp7ewA3YHTWrJf5zneOrWmsmTPP5rnnns5ndc2fP49XXnmJH/7wJzXP6x//uIPbb/9r/u/rr/89O+20MwceeEjNYw2mqamZ7bffkY8++jD/Wjwe4/PPFw25BchQOf/8X7PRRpM466xfAfCvf/2LJUsWe9pXCIFpmgWv1dXVM27ceE9lEV588XmWL1/K1KlHFmVeTp16ZMVMs4FsvvkW7LXX3jzyyFM8+ujTGIbBkUceVHX/3t5eAK6++gquuOIannnmXxx11DEcc8zhzJ9fW1mHnBt32rTpFbf7zW8u4vDDj2LXXXdgjz124vzzz+G4407kzjtLPyy0tbXx9NNP8IMf/Djfcubww4+ivb2dxx9/BFmW+clPfsqiRQv56KMPsW2bm266nh/84Mf5h4Wf//ystS5/4VPMkMXO1VdfTSAQ4Nhjj+XBBx/kzjvvxLZtTj75ZE4++WSefPLJoh+Wz8jyzmdtrOlOrbPjrU628XHnZ6St9RO3MFSSH82h88H7ib3++vqeynqhsbGJefOWDLl9xeWXX81hhx3J8ccfw9FHH8pZZ/2cSy75LT/5yc9qGue//usgrrzy98yYcQrf/vZhnH32L7jppj9z6KFH1DynnXfelUcffYjDD/8vjj76UGKxPm6//R81j1OOX/3qPO6//x66u90U7Vtv/TNTpmw7LFYOr1x++WUsWrSAo48+hg8/nM0HH8zmgQceyIvFaixfvozTTitsF2PbNl1dXZ7S/a+77g88//wrPPbYMzz22DNccYVbouEvf7mDxx57xvP5dPbZ53LCCScjyzKapvE//3MVK1Ys59FHH6q4n6K4t6sTTzw570adNm06kyZN5o47bvV07Bwvv/wvJk2aXNUdfM01V/DCC8/x1lsf8PbbH/LAA4+x334HlLUgrVzpfhcDg9n//ve7aWho5K233DIIuSw0wzD47LNP6OzsZKedvsnjjz/CiSd+hwsvPBdZlvnFL35SVMOora2N7373JHbZpbaGwj5rEbNz7LGFT3E77rgjO+64IxdccAH33Xcfl156Kddccw0nnngi06ZNY9y49Vsm/+uAZTus6EgwflR0nRzvgfmPsaD3c4JKgCv3uYSwGqq+05eAnuefBSD56ce0HHHksI37/n+WMnpcPZM3axm2Mb+MRCIRLrvs8mEZ68QTp3HiidPWepyTTjqFk046Zcj7G4bBSSdNzbvjzzjjB0yYsBG33+4mYRx99DF0dnZw4olTCQaDNDU18c9/3l9zJttQ5zBv3lxuuslNzT700AMK9vv2t71b1F57bRZz5nyQb1Z7443X4zh2TWUDhpv6+gZGjWqtaqGaMGEiQFGc10YbTa65sKEXN25nZyc33ng9N974J0aPdjO0vvWt/dl99x3RNC0/n4FMmuTG4biiZw/ADbqOxfpYtWolAO+99w7jxo1n99335Lnn3IDp0aPHcOSRB/OPf9zPgQcezK67bo+u60ybdhwvv/wfgsEgL7/8b6688rf5ufjUxrCmnicSCZ566imeeOIJMpkMmUyGf/7zn9x2220ccMAB/OxnP+Mb31j7gEGf0tiO4NU5q5mzqIsfH106LXS4SKRN2tOdbN64CZ/3LaEj1cnkhtpjLdY16S++IL1wAZFtvkFqwTycTAY5tPYizTRt3nt9CXUNQU45ffdhvQn6jDxe6kSddtqPOO20H5V8r5pYWrFiOTNnnkF7uxvrNHXqkWyzzbZcffW1nuYwZco2tLcXul1VVaa5OUpPTzKfel5pHmPGjOWcc37DeeedTSgUxjB0otF6Hnjg8bylotrnyHH66aexcOHC/Da77LIbV1zxu4rrl2NwOQU3Dqe7aqzWhAkT2XjjTUrGee2+u/c4tt7eHl599WVuuOGmitstW7YEy7LyAibHpEluMP7ppxdbMkePHs3Uqcfx5z/fzEEHHUJ9fQPXXfc7VNXN9tJ1nVtu+QNXX30tmqaRTruW+EAgyOGHH8WBBx4MuDWUNttsc5577hk++uhDdtttD1RV5Sc/OYNrr/0d7e1tHHro/gXBzqlUivPOO5sXXnAf5gzDYPz4idx55z1svfUUAG6++Q+88MKzaFqAWKyPhoZGLr30v78WPeSGLHYOOugg/v1vt8z4/Pnzufvuu3nyySfJZDIIIfjmN7/J9OnTOeyww1i2bBn33nsv3/3ud7n44otLljj3WXsM02Hhil5GN3kPFB0q7y1YQ58e41sT9+TzviXMX7P6KyF2knM+QKlvYMz077LkkgtJzZtL3U7fXOtx21bGcBxBrDfDorkdbPUNPy3160Q1sbTRRpNGrOim13mEQiHOPvvcguKItew/kKHEyuW4886/ceKJ0/I32Btu+D1NTU0cc0x1C9VZZ53DTTfdwE9+8lOampp59dVXWLhwPjff/BfPx3/00Yc55JDDqa8v3bYjR86C1N5eKK7a29cwevT2pXYB4A9/+BPXX/97pk07nkAgwGGHHcmee+5DU1Mz5577S6ZOPS7fNDccdrPaDEMvEJS6rhOJRLPvuVmA3/rW/kycOIpjjjmWd955i+eee5kzz/xp3vrz0UdzePDB+/jjH2/lhBNOpqenm91224EjjzyYzz77nGAwyI03Xsczz/w7H5T9//7fRZx66gl88smiDf4BbchiZ+XKlTzzzDPcfffdzJ49GyEE4XCYE088kVNPPZUpU6bkt91888255JJLOProoznnnHN8sTNCrGhPYJgOtj3yQcrd6V4Ego0bJiGjsKBtNYesXTb0OsHs7CQwbhyBcePRRo+ha/YHwyJ2Vi3rJRTWGDOhng/eWjYsYsd2BIosrfU4Pj7rkmrWof/+7yu49NILUVWVdDrFqFGtPPLI07S2tlbd93vfO414PM7UqUflC0bed98jbL/9Dp7nd//9d3PJJb+tut348RM44IADue22v3DIIYcTCoV4/vlnmT9/HhdddFnZ/cLhMBdfXPj+vff+A9M0mDJlGy644NL865tssgngWqcGusU6OjqwbSvv7spx+OFHsemmm/HOO2/lg50PPfQAPvroQ+rq6pgyZRtOOOFkAJqbWzj55Onceuuf+PDD2eyxx17ce+/DBdln++zzLf7855uJx2M0NjZVXZOvMmvlxvr1r3+NEIJNNtmEU089leOOO65ikNpmm23mKcXQZ2h8scq9QNgDmhOOFAnbPVad3EiIOuLmyJQeyMQX07dmFqM3m4asrL27KbG6jboJbvxYeMutWPrJfCYLgSStnahYuayHCZOb2HiLUbz89Dws00bVvBVqK8XieJo7F6zke1tOYPOGdV/LxcdnqFSzDlUquunFsvTzn5/Jz39+ZtHrXlxwCxcuoLOzK1+MdPA+06ZNY+zY8dx2m7vPn/98O1dc8d8cffShBINBdF3nppv+zBFHHMUbb7xWcn7vvfcO2223Q76dR2dnJwsWzOeggw7hmmuuA2DOnA8A2G67HWhtbWXOnA/zcVQLFswnlUry/vvv5d1dOW6//S5+//ur8n8PDHbebbc9ePXVwhpVuXpImYxbdX7FiuVcc80VOI5DT08P7e1tHHXUt0sKnR/+8Hs89dTjRe7TryprJXYOOuggpk+fzl57VS+D/8UXX3DOOefkG+n5DC9CCFZ3p9BUGcMcebGTctwfQKxXoV5rwLRTtHWnGNsyfDdmM9NFx+IHEXYGPbGccGP5ehiexrMcMu3tLK8bT13KQDQ0EcwkiKdNGiKB6gOUG9ewaV8VZ5+DxlLf4BYfe/fjNey1c3EAoxe6Myb/XLgKwxEsiqWGTexYjoUq+x1ifDZMvAilLbfcivfe+6jkPqVioFpaRnH99ZVjewZzww3/yzHHHMvJJ5+K4zjMmDGNhoYGfvWr8/LlC1544TkmT96YHXf8JmeeeQ533HEbJ544jXA4zJ/+dBMTJkzkpJOm5d1d5RgY7FyKV199hVAoxN577wvAz3/+E+68816uu+4aFiyYx4QJGzFv3lx0Xc8XTnTn9yyvvTarps/9ZWetrnw333yz523r6uqYPn06Y8bU1hnZxxuOIxACQgEF01o3YidIHQuXx2gJNtOhtzN/ee+wip3e1S+hKGEcJPTUyrUWOwuXdBLIJBm7yURe/3g140yNiJmioytBQ2ToGVRPvbQQxxGMn9yYt+asXB0DhiZ23uvsQ5Jg0/owK5N69R2q0Jnu4sEFTzC/ZyGX7fkbmkNNaz3mlwHLslHVoVvPfHyGQjUL0l577ct11/2Ou+66A9u2+eCD9xFCcOSRBxeMc+ONfwLgpz/9BclkgqOPPhRVVUgmkxxwwIEF7q5SDA52Hsynn37CnDkf8LvfXV9Q8+fggw/l4IMPpbe3h1NOOYH333+XOXM+ZPfd+7PHrrrqcs4881dccUV5d91XjSGLnVxwcjluu+02xo8fz1FHHQXAmDFjOPHEE4d6OJ8qWI4bpxPUFGKGUWXrtSclYjSojSxeHWPUlo0sSS3CMEs3/RsK3bEMyfgaGlq2xNK7MZIr13rMFZ8vZxMESksryZRJux1kUyHoXNXB5pOGLnYSMVeQNDaFmb+8ByTQU0P/Drp0k7HhIJs3RHhjTQ9iLd1s989/jJWJ1ViOzWfd89lnwh41j9H78r9xDIOWw2qvgTOQJatjPPzK5/xs6nYE1sLNZ5o29/z5bTbbupVvHfoVCBbz2WCoZkEa3LakGpIkce65F3DuuRdw443X89lnn+atSTl3V87FNZDBwc4DSSTiHHvsUXznO8fx/e//MP/6QJdeU1Mz55xzXrbX1+t5sXPNNVdw2mk/yrvhhsrjjz/C3XffhSxDT08vG200OZ85tmzZUo444qCiOkfz5n3Gaaf9mAsuuGStjl2KIYdfH3zwwRXf//TTT7nwwgu54YYbhnoInxqwbdeao6kyzjqoopwScUaFmmmuD1GvNpB2UujW8BWR/HxlD1h9aMEWgpGJGKmVa10dWuTaCTQ1s8n4BtJBN9sh2d65VuPKjkBSJGRV5pPFPQTDGmbawrKHZmHrypiMCmpsFA2Sth16dGvIcxNCsDi2jG9N3JPJDRsxr3uh533fX9COZTsIy6Lz0YfpfPB+up95ashzAbj/pUXM+byLtz5rq75xBRYv6CSVNPhk9io+mT10ISzEyFtBK9HWneKl2SuGfK74bDj8/e+389BD9/PjH5/BRx99yIcfzub5559l7tzirgS9vb2Ew+GS1p9MJsN+++3JDjvsyF/+8rf8647jYFmF15LVq1dn/+U+TH388Rw++OB9Zsz4Qdl55oofHn/8tzn00P350Y9mFNU5mjXrZU4//Qd0dLSzdOlSWlpGoapKQZuMAw88OF+g8rHHnuGhh55AVTWmTj2+5HH7+noL4pVqZchip9qN54YbbuDuu+/m8ccfH+ohfGrAzlp2NEVmHcQnkxZxGrQm9tx2LPWa27AuJeLDNn5vXzey5KAGmglEJ+LYGSy9u/qOZUjrFoFkH0KSoKGJurDGlO02AUCOr11wtaVbKEGVp95YwqYTGghFA6iOYHlb7evR1ZdmdTxDvSIzIeL60FekMkOeW0e6k7SVZnLDJLZp3pL5PYtwPN7gV7QlaO9Jk/zsU5xUivrddqfzkYcwu4f2Pcxd3M2ni7tprg/y4rvLhyReP1vaje04LPhkDeM2amTK9uN4/z+1FZQDcByTnpUvsmLONSS7P655f4AViQyPL2lHXwuhcv9Li/jnCwv4/T0fkEivn4rzZlcnfa/NIjHnw/VyfB/XEnPBBb9m3ry5HHnkwRx66AEceugBXHvtNfltZs9+j6lTj+TWW/9EMplg/vx53HDD/zJnzgd5C5BlWRx00L6MHj2GBx54DHALR77++qu8+eYbXHLJ+fnx3GBr1xgxceJEHMfhxz8+DcexOfHE7+SPPVDITJ16JKef/gPa29uxbZtwOMIXXywqEDFvvPEa559/DgcffBivvfYW//nPf/jgg/c5+eTp+TYZ48dP4KKL/l/BGrz00otMnDiRKVO2KblGfX19BetRK0MWO17M6ptuumm+n4nPyJJ7MlTXgWXHsE0MUjSorsipV916FelhFDuKcAVI0ozyziL3XDNSQ3+CX94ep8GIQ30jKFnvbTiKUFTk5NplG9iGTTQaQFVkGiIBwtEAmA4LV9Yuop54exlCkWhvS1KnqTRoylrF7SyNrQBg4/qNmNKyJUkzxYqEt27URrYid+K9d9HGjaM1W+lYX7pkSHN5dNYiJo6O8uOjt2VlZ5JPl9Qumj7+vIu5n3ezYkkPW283lo23GEUqYZBM1LZGiY73iHe8jayGSfYMTey8sLKTtzv6uG3eCtJW7S7czr40cz7v5L92nsiSNXH+88ma6juVYH73Ih5d9LRnETsQR9dZ+tvLaLvzDlb/5Y84maELa5+hU1dXz5o1vbS3x4r+y/Xv2nnnXZk69XjGj5/AU0+9wG9/eyX/9V8H5a0/juNw5JEH09a2htNO+yEPPXQfDzxwD/fc84+8GHriiUfz4uXXvz6LhoZGxowZy0EHHcJtt/2ZpUsXc+65F/Lww09yzjm/ASgQMgBHH/0dZs16k8cee4bHH3+WG264OS9iAP77vy/h5z8/i7vvfgBwQ1juu+9hRo1qBdyYJ03Tiiph33//vZxyyvdGbI09x+y8++67vP12YVrbLbfcUvbpTNd13n//fSZOHFqQpk9t5GrraNn+MY4QyGuZTl2OXt29iecsOnVZsZNyhk/saMQRSLw1P4Vpy4yP1GGk2xhqIwzTEmiJXmgaEJsjSVDfgJIYutgRQmAbNqFRITab4K5DMBqguy1OxqjtBmg7DnJIAQRWyuSduW3ofQarQkO/AS3uW4ZqRensttl0zMYElADzuxcxub56AchIQKWrO0HLB+/TdNAhqM3NKPUNZJYtpe6btVdcXbi8l722HcuUyU2Maggyd0kP221aW3ZmOKgyNysKJmzagpy9/nS2JYjWBSvtWoCeWEowujHhxq3oXfUvHFtHVrzv3542WBRLs/+4Zt5o62V2Z4x9xjXX9FlmfbiKUEDhxAM2Z3VnknlLezh0t0k1jeE4Dnd/9jBtqQ5Mx+TELb9TU3xX6rNPcFJJJv7yHFb+4XoSH8ymYa+9a5qDz7ohZ/3JiZqB3Hjjn3jqqcf58MPZAPzyl78o2n/bbb/B9Onf5wc/+C5dXZ3ous5uu+3BH/94K83NLbzyyks0NjZmW2Rcn6/2vWjRQo477miefvpFgKJq2gPT31esWM6cOR/wxz8W9irbddfduOOOv5XNHOvp6WbWrJe5/vobh7g61fEsdt5+++2i7KubbqqckqdpGtdcM3Szk493rAExO+CKH1kdGbGTMt0S50HZPckVSSGq1JEZJrHjCIFGDCHXs7JTZ98dxmN3R4kneqjtdtKP5TiosV5oHdRXpqEJNRkbchBwxrARpkMw3P9TCkc1jLQFTm0WNsN0MLMxu5u31tEd1xlfH6JjLSw78zuXMD4ygdnzO9hk3OZMiI5jTdJ7rSulqx0nnSa6/Q70JQ0yo8YRqrEPEUDGsOjsTTO+NYIkSYwfFR1S01oJSMd16htD/OXpzzjr+O0JhlQ618TZeHNvwkkIgZ5cTt3o3Yg0bU3vyudJxxYSbfbeXPHJBauJqjIHTRzF0mSGJYk0+9Rwdi5a2cebn65hr2+MIxRQ2WbjZp57Zxm246DUUMn2zRXv05bqYL+JezNrxX/YofUbTGnxnrWYmD0bbfwEkpO2JLTlVsTe+s+QxM6KJT20jq0jFC7OCvIZHnLWn0q0t1euQn3xxZdRX1/PZ599yh//eCuyLOfdYPfcU9iI9b777uass9yWGINdTgMZmP4+a9ZLACxduphLL72AeDzOpptuzJlnnlMxc+zRRx/m4IMPGdHChp7FzsEHH5y30gghuPjii7nqqtLBQpIk0djYyLbbbsvYsX7Z/HWBk72xqlnLjmU7eeEz3MT1QrGT+7fpDE8WWE9MJ6olEHIT++/kmjoDwXri8d4hj2lZDsF4L2w+KHOnvpFAVw/JjEXdEC7UvQkdx7AJDNg3FHVr9lg1BhabtoMpSwQkaK0L0VoXIp5MsSIxtFgO27Fp19vYq+VbaEmZ5e0JRoWa6cp4cx85gNLndvkOjB3H7MXdaE3jYMEHNSXVCyG48UG3tsmEVtc219wQZOHy2t18jgAzZaIGVXbcfBTvz++gdWwdHW0Jz2OYmQ4cO81LnwjGjc+waXgc6d55nsXOp0u6WZoxmBzQUGWJTepCvNtRm2B+4vXFdMd0tp7sCqRtNm7h0dcWs6wtwabjK7cxGMhjc1/gG6O25vgtvs0HHR8xv2eRZ7HjWBaJOR9ifnMv3p29ksaGzdl09nNYvb2oTU2e57B8cTdP3f8Ro8ZEOeaUnWoWPJbeg5npINzoZ9WNNLkg6Ouvv6lkzZ9SDLbGXHzxb/jkk48RQrDzzrvwzDNP5UVMLmzlf//3au6992FGj27lppuu48ADv8WPfnRG2bpB999/NxdeWCyoTj/9tHwhYl13LdxTpx6Jls3k3Gmnnfi///s/T5/ds9iZMmVKQQuIiy66qKjzuc/6Ix+zo7gXW7tGq0It9GWSAATlfrN/UAliOmtfEwZgRWeCOiWBo/S7WoQcRaVjyGNatkDKJBHRQRW+G5oIrFhGR296SGKnsyeNcATBUmInU5vYsSwHXYZ6pT8lOyTLWEBfUqcx6t3NAtCV6cHBojU4lklNjbw3rx0jFKTLWuZxBIHa14UcjaLU1dEd72TLLTZD/vBV0l3dhEd5S9dPZixCQfcz6aaDZTssXhWjvSeFZTt5ge4FRwgwbHol2HlcA58t6Wb8uHo+n+vdWqUnlyOQGNW6KV19aTYZPxk9Od/z/h8t6caKgpJ23ZSb1Id5ZXUPbyxsZ9+tqj/cOY4gEnIvvROz4i+eNghqMnOX9ngWO0kzxdLeFZy8xQnc8sgnbDZlE77oW+JpX8cRPH3fS2ydSrJi1KZsv1kLK9Ud4P1nSS+YT/3u3soTGLrFK8/OZ8yEemI9af795FwmfnMCoxqDTBpTX3X/dN8COpc+irB1xk35KYHwuqnDppsWHyzsZM9tx62T430ZqOYGG8jUqUfS1uZmajU2NvKnP93EWWedw3bbbc9BBx3KlVf+nkQiwT777IoQgsMPPxIAJXvtOu20H9PSMgpJkkgkEgghGDu29FrPnz+Pjo4O9tvvgKL3BvZgW7ZsKbvuuj2PPfYMo0dXP7cGM+RH/2p1dnzWLflsrJwbax2IncAAsROQQ1hieCw7a7qSqMQRSlP+NSFH0OQ06SGmYdt6BsmyIFwY9SPqG1GTMXpi6SGN29mZXYsBbqxgRMses7a5GpaDLgnqB9z8w7IMEizrStY8t09XuAHd9WoDkiSxzcbNBEUd3eleuuPVXUjCgUiyByXr+rMsG8a5AnTBu596nkdvXCej2zREA8xb2s3sBR3suPkoHAELlvfW9Jkcy8FMm0ya6AoCVZUJNQSJx3QyHrKZXnh3GXpiGRlnFK2N9Ww6voGlXSq22Ydwqn9flu2QyX49AdP9jU2uC4GAT9u9uXHbe9MYloMiS7zx8SpmL2hn0Yo+RjWGmL+s19MYACvibqD5ki9ktprcRIsyjqWx5dhO9VixWMogs2QxcihMvHEskiQxcfJYrHAd+qoVnucw76M1pJIGhxyzLbvvtxnLF3fz/tw2VnV6OL+EQ9fSxwlGNkLRGom1ve75uACLYin+Z/bnPLm0vaYA8QXLeznrD6/zwjvLazreVx0vQdA5HnvsGXbddQ/OOec8XnvtHc466xwArrjid/zXfx0EuJWi99hjL9asWZ2vtjx+vGvzHTduPAD/93/XsWrVKiZNmsyyZUsKMsdy3H//PZx00ikj3oh0yKN7DTyeMWPGUA/hUwP5AOV8zM7I5Z/HMyk0KVhgsg/KQUyGx7KDnUTCQsj9T7hCjqJKBotWdA1pSJHKXnzDgyo81zciWSZWovb4EYC+Xte0OtCyIysyiipj11jJ2rQcMpIYZNlx13hNrPYg5flr3EDeqNr/FDShoRUkwaxPv6i6vwDCiR6M+hYcR7gCuqkFEQoT/2Kx53l0xtIkMyZjmsOYlmDxqhiTx7pzem3O6ip7F2JmTISA1tGuhW7z8Q3My6b4d7VXd2W99WkbenIVCXsUiiKjKjJ9afeceOjf71Xdf3VXEhFWUICmgEpnbxoVibADcdnbA8bSNXHSGYvRTWGmTG6hsy/D9puNIqgprK5B1M5rX4KCysbN49l4TD3p7npMx2J5onrWYncswyQ5idE8On+TkSSJdNNoMsuri514ysAwbVYu62HcxEYamsJM3qwFIWDTxhB9HrLjjNQqHDtN47j9aBi7D6meTzEz3n/fr6zqRpMk3uuI8eJKb/t9uKiDe/61ANNyaO9J+/WNynD55ZeVreMDbjr7ypUr+L//uwWA119/lTlzPmDHHXciEonS1raGv//9dh544D5+8Ytf0N7ehiTJRXWDbNvm4YcfKBJbI8GI93R/9913R/oQPrgBuNCfjTWSlp24kSIgFbpUgnJw2Cw7quReKIXcL0yE5P57dfvQXFlOMnsTKRI7rqASQ6y1Y2Rca0IgVOgC04IKTo09ykzLwcR1XeXI/buzxorMQgiSdpygHCIg9/f9qlebsuN1V61zI4RAi3XTE2hgTXfK7R8mSdA0CiXWm48Tq0Z3n05f0qC1KcKm4+oZ3RymLqyhqTKxlOG5voxpOTgZ9wk+0pANjldkxo11hU+8r7ognNAawTJ6SVn97sz6etdy1RKubt1bsiaOpck0qgoTW6O88ckann5zKWODGhnVTSevRlcsQ29CZ3RTGE2VmZx192zUGqWzL8OCZT3Vx+hL896yRYyNjGPCqCiyLBE0WtBklS96l3jYP0NDspuVoo4Jo/qtndr4icSXVHdzfrCwk4deWcTq5X1MmJTNymwIooRUYu1JTyJi+bKPsYTG3NUBIs07Iskq6b7q7kQhBF/0JPkinmZUwmaUBXN7kp7qNj308ucsa0uw4+ajSOkWL7zr1aWLJ4vZQOYsWrtipeuLnJAZ2LR0zpwP6Ojo4IYb/reg+OErr7genhUrljN37meEw2FOP/1n/P3vt+frBu2zzz4kk0n+9re/FtXJmTXrJTbddDM22WTTEf9cnmN2rrzySpYvX84f//hHZFnmoIMOGsl5+dRIzrIzMEB5pEiaaYKDOpAH5BCmGB7Ljox70xJS/zHywscZmgWGdPapf7DYCbkXeic9tHEt3e1urgwKBlcDKk6Nlp2kYeIAQbnfYhbOip1MjZUiv1gdAy1DHYW+7YZsmYBAVGfesh622bh83I1k6EjJOOlIE29+sobNs64jGpoIpRN09qUZ01y9F1pKt+hNGIxpDlMX0QgH3ctOc30QWZb4z8erOXT3yVXHSWZMMG0UVS5wG45vrWOhJvPq+yvYaMvWirFXo+sdJGycAVbDUc2jED0aISVRNYYoljSIhwTNqkoooNIY1agLB7CEyXLL5NPF3ey/U2Wrt2HZdPZl2G7TwrWfmLVWvTJnFVtNLp/Z5QjhZm6Fe5kU6b9JbDK+iU/bx/BFbBkHVpwB9MQyNPR00LDzN2iI9ovhwMSNkGa/jqPryMHyMWLJjMX4uiDzMhYi+12s6kwSbY3QvTpO64TqMRVGcjGh0MYk0jaPvr6UbeuaSKz+nIaxlbPBumM6//xgKcH6AJuEAqxM66xRLFaldCZGy7c4sGyH7rjOVpOa2GJiI519Gd78pI0j99yk6lxfXfEmzyx5kV/v/AtGRypn/Tm6zoq/38HHfRG2OWsagdDQmwyvayoFMDc3t/CnP91ELBYrivt55JEHOeAA96w7//yLsW2bdDpNU1Mj0WiEiy/+b77xjR2KjnfggYdw4IGHeJrb5Mkbr1UHds9i57HHHiORSNDd3U1raysrV3or8LY2PX18vDOwqCCMrGUnbaYJqYUXFdeNNTyWHSXrDhNSOP+akF1RIg1V7KSyT9yDYnYIZ48xZLFjFdx4c2gBhXSNYieRrcsTlPpvtookEZAkdGr7Pucv6wU1TVQU3nRUWSOiRCGQZsmaeEWxE4i7FoZxW27MkphBKJD9nPWNBLq/oC9heBI7ibSJ4wham8IFr7fUB+lL6Bge1ymRNhEZi3B9sOi6Eo4GkFWZeMooK3aEEARl18JXXzfghiVJCKWJqJagO64zZtA8B2LaNr2Ww6YhVwiMa3HPp3rdwQY6PLhv+hI6tiMYPeg4zfXumKbpVMzs0g2bcEim2+hiz0i/MGiIBAiJJlbFqrfiELFeJEOncZNBdX3GjEcCln+6iI13/kb5/R0HO2EiyRIrkwafr+zj81V9bLRJC5+tWIKZrGyt0zMJonIXhrYDraEwrY1htORE7PSiqnNfsiaG0hCgyZGZPLYepx2WyQaf9SQrip3ehI4QMKohiOU4TGyN8sni6pmJtmPzwtKXiRsJ/vLx3zl3l5mE1PJCMDVvLpl332J3YMFfE2x31s+rHuPLQLUA5jFjxvLzn5/F888/SzAYJJVKstlmm3PJJb9lo436zyNFUbj00t9y6aW/LdlJfn3hWezccsstdHV10dramn9t3rx5VfcbmMHlM3LkxE1gQJ2dkcIQOnXKYLETwsJY66aVAKqUQSCBNOCJSAohkNDkoRXYk/WU2ypicHO7kHuzFkMUO7ZuEy5xc1UDCk6stpTxZLaR6kDLDriuLKPW6rhCkHDijA4UZ0DUq43ErT7GVDlFtJgbByG1jGavjfpFomhoREnG6PFYtTiZdkVw06Cif831IVZ0eHM/gCt2rIxFXX3xjSYYCaAbNomUCWUevC3bIaS4YidSV7iRozQSURJ09KQrip2kLbCBpkHd1nNxVukqotS0HOIp97xobSw8F+vCGqoikTFt0rqdz9gaTMawScvdCARjI+PdGgFZJjeN5e3uhVV/h2pP1h3cOuj8GD0OgcSSj+ZXFDuOgN72BA0tYaZs3Mz78zsIaDLjs7FYepVzY/7nc2mSBI7Wn3HpqGMIyR/S09dLc4V6Kyt7UiQVwTcb3e9pcmsdc9u7mdub4JCNyltdVnYm0E0bRZGwbVdspnSLVMYqu9am5XDDC8/RE+rlB9uewp1z7+fdtg/41sTiwng5UvPmYkQb0bbbET79qOI6fJnwUsfn7LPP5eyzz103ExpmPMfs7L777hxxRH/H4912283Tfl6381k77Hzq+chbdkyhF6SdQy4zS6Dba+/KUtBBCrvxITkkGaQwASk9pJ5Ksp5yhY006JRXVYSqIWWGlo3lWDZasLh7txYcghsr26QvOCgrISxLGDVadkAiYcWpU4vdCQ1aIzGzr+o6BmLdiFAEIoOsYfVNyOkksT5vwbSprMWqPlIoCuvCKsmM6bm9SSxpYOtWPtttIMGIhq1bxCvE/2QMm7CSdN2jUqFrQcjNBKQY7T3lz4O+pIEdcL+bJqXwO6/LuRurfE/xlIFlCzRFzrvzckiSRFNdkIxhkUiXt5Lqpk2KXgDGDErVbtSasDFZ2lk5XkTraUeoGjQNcpdpAWgZRbC7ciq/IwTx7jQNrVEkSWJ0UwjTctCCKoGQWtWyk0y0IdAKkhAc1U3bX/BF5bidPts9n1pUd/1kWSJkCNakDcwK7t5FK1wXiKYoCEHesra0Qg+7voROb2g+jWI8q79ookUbzZJY5Tif+Kefkh6/KWLiJgQSvWR6ektvV0O8ms/aM+QA5X/84x/Dut1Xgblz5/Ld736XU089lalTp3LnnXeu7ynlsdZhzI4h9IKCguDW2QFIW2vfW0eVdIRcbI4WchRNTjOU1l9KJl0cr5MjFEbWhyp2HFStWOyoAaVmsZNzewWlYsuOWaOxzBYWKTtZUuzkLDvVllFN9kFjidiRhiYAnJi3oO6MbqMpMoFB6xQNaQjhVo72QjxlYOqFBRxzBCMaZsaqePPQTZugkkTIxWviKI3IIknGKH8exJIGjioh0R9LlUOTZUKSRKbK96SbNhnDoj6ilbS8NNcHSWUs4hUC0nXDxiBBRImgyYWirVFrAuDVeZ9XnEegtwNaxxSLf4BRY9H6Koslx3LIJA0iDe7vfvyoKNtv5lpVIg0hrKzrshxBqQ9HaS54oBFyI0IKIPTKPcJiCFRJomGA4Nwi607sqCASV3YmUWSJtGFRF9EY1RBEkmDB8vIB4V3xNHE6+EbLtmwxoZGgOYrPe8pXELfiMexVKwhtPQUmuK6d9k9Li7dFK/t49NXqWZE+w8OwZ2MlEgn+/e9/85///Afbrr053peV9vZ2TjvtNE466STuuecebr/9dm699VYeeOCB9T01wO2rBOumzo4l9IIaO9BfTXk4xI4i6QXByTmEHCEgZ4b02eRMqrLYMYY2b2EL1EAJy05AQdQodlK2gwRoJcSOJbkmda+kHdfqUlrsNJCw4hVFo+MItEwS6koEmja42Teqhww207IxTJtoWC26uUezosVrDzE9Y+FYDsESLodQRMMybBLJShYRh6CULAhOziHkJgBUp3wApGFaGBJEZLmkUKlTFHRJVLzJG6ZDOltzqBTNdUESaZO+CpaRtGGRJkF9thHvQBqy2XYxs7fs/kIIAr2d0FqmAGJjM1qy8ndrZMVYTuwMJNoYxMlUtrIFpT6EMkhISxKOMoawXD6NPGNYpGRoUZWC3n9jI+48ViXL/4574zqtjSGCmkJTNICiyDTVBVmyurxlZ2lPGw42Y0JjkCSJrVs3oSPTQabMdS493w3t0LbYGppG4YQixBaVjkOKJQ2U3jR3/vFNPnl/6E2OfbwxZLEzb948ZsyYwYwZM/LlnFetWsURRxzBzJkz+dGPfsQpp5xCKjXEgNIvGf/4xz+IRqMcc8wxAIwaNYoTTjiBm2++eUhuleGmqM5Ojdk7tWBiFFl2cuInZQ3NQjIQlUxBcHIOIUXQ5IznlOeByHq62B2TIxwZdsuOFlAQtqip3pEpBEFJKg6+zYodL7VLcmTIiZ3iG3tYieDgYFWoi2Rajit2BlecBrdzPCBXuSEC9CQMLEfkhc1AolnRkjG8FV80skUaS1p2sq+ZFapW64aNJiUQSgmxo7iiTqG8a84wHQxJEC2TrVWnKJiKm31Wdg6mGyMy2KWXo7k+SCJlVoyHyhgWaRGnXiv+HEElREgOkZHiZd2Dad0mkIpBY+ngdNHYhJaMVXQvmmn3M0ZKxE/lLDs9ZWpDmZZNWI65lp1BOEorIbmvrGV6eXuCjAqj1ELBG5BlQkjMr1DYsTfhBp/vsNmovNgc2xxmVYXaRisTbh2o1qDrLhwXctvXLIuXFiepRYvQ65pd66ckwYTJ2GV6yXWvidO3uJd00mDJ5+Utae/Na2dlZ+1FRX0KGbLYeeaZZ/j444/55je/STTq3kSuueYaOjo62G233Zg+fTpffPEF99xzz7BNthq6rnPDDTew3XbbccEFF3ja/uabb+awww5j++23Z9999+W8885j+fLiypqvv/46O+xQmDq300470dbWxvz53kvNjxQ5cZOP2RmhAGXTsXCwilLPc+Kn3BNPLSiV3FhSekiWHUWvYtnRa5+3EAJhOyUtO2o2HsOooYqyKYmieB3od2N11lBYMC3ci34py05Ycdch45QfT7ds1EwSoiUsO4EgIhRG9dAtvjuWwbRs6kLFN/dIXux4s+zYurtdoIRlJxhxb15mpkLMTsZ0xU4JN1ZOXCuUF726ZaMDEbn4+waoV2R0KZsiX24M0yalm27NohI01QcRuHV0yn4O3SZlx0tadgAatCYMKU5GL72u3bE0WjqOyLojiwdoRjF1Yt2lv1/HEdhpE1VT0ILF30W00a0ovXp16f17+3pRZaPYsgMIpYGgnCwr7D9fEyONYJRWfNwWTWVVmaa5jhDEkgajm8KEg/1WxrHNEXriellh12t1ElYi+d9MszYKBY0veksLmL6Vq3Ga+4OkpYmT0dpXlHwg1hMGsiwxdtNmVq8qL9KWtcVZuqb0WiYzZsVzxaefIYudN954g8svv5xf/epXRKNRuru7eemll9hmm2246667uOSSS7jyyit5+umnh3O+ZXnrrbc45phjuPfeezHN6kFfmUyG73//+9x+++2cffbZvPPOO9x2220sWLCAY489tijTbOnSpYweXdgxe8wYV+2XEkfrmv6YnZHtjZUTMyNq2ZF0KOnGCqNJmSFZrWS9UszO0Cw7lumAoKxlByCTrkHsiOJMLHADlAHW1NDSIuMk0KRAkbsRICS7N3ZDlLe6GqYrdkQpsQNQ34SS9CZ2DNMhWiI9P6AqaKqM7lHsWHnLTimx44opK1N+LMPoQ8Ip6cZCUhBSCFUqX1XXNB0ywilr2alXFAwJYhXcN6m0RVq3qS8jduqzFqpUBQtVWrdIOnEaSlh2ABrUZjLESeml59GzpgPJcfLuyOIBmtztVpROYU9kTIRhE24oLgEAEM26tjraSlsjenpda4kjl7DsyA3IkkNvX+mU8L5sW4hGpfgcaFJVUmUi0WJJA0dA46CMwJaGEJbtCqFSxJ1uRgX6r/uyJNOsjGFB15KS2+vtnQQHZCyLcRuhZlLYfb1F25pJk3B9kObWOqyMRapMnFZANpBSn5QUTJ+v7OWx2cuxvwTehS87QxY7K1as4IADDsj/PWvWLCzLYtq0afnX9tlnH8/1eNaGp556ipkzZzJjxgzOP/98T/vcdNNNfPDBB5x77rkcccQRhMNhpkyZwk033UQqleLcc88tiDlKp9MEAoUXqNzfXwZXnV2i6/lIkBMzg7OxVElFQh6+AOWSbqwgsmRj27X3x1IyacTgGjs5wkOz7GSyT/AlY3ayT7x6haf8wViIgho7OXJVlLtrqKKsizRRtfTnzT2lmpWsGMkMsmmUtuwANDSipqqLHd1wSGUsoiUsO+AGKWdMr2LHRpalkuJSUWXUgIJdwSVmGu58S1l23NejRDSd3nhp64Bu2KSFIFKmh09dNmC2LVH+XOrOjt0QLbMeebFTfk3iRgJbWGUtO41aE2kRI13GshNbnU07r28qfYBsUHpsdWmxE0+ZOBmrpAsLQAupqAGFZBlLZDLejkAq6H2XQyjuZ4rHS1dKz6X215cQnE2qgi5Byiw+B7qy1bUbBrkPc3/3lPnOB4sdgNHBsaxJls5WUxK90DQg/b3JdRWa3cVB0GbaJFIfJNrkPtgtL9MXbaz2ARO1N7GM4jHm9ST5vE7i2jmLWRov/XseyZCGrxJDFju2bRc07nrhhRdQFIVDDumvhqgoCpY1tMaNtbDRRhvx9NNPM336dE81XtLpNPfccw+apjF16tSC9yZPnsxee+3FwoULmTVrVv71cDiMYRTebHJ/RyLVC6uNNLbtIEtSPmhvpCw76bzYKbS8SJKESmCtxY5wLBTJKunGItuiwq7xGEIIlCqWHaVCFk450qnyYkfNW3a8ix1TKm3ZyQUsGzXF/6QJyaU/b0hxhaQuyq+j0dvr/qNUgDJAQxNaKlY1aNq0bFK6VbbQXzSkerbs2KZNoESgc45gRKvYad4x3SrauQKVgxGSGwBfTnwlLQcHylp2ciKou0JGUO6mWs6yE9Rca1e6gmhLOq7Lo1TMDrhurLRIEEuX/n7tnuxNs5wbq74BIUmkyrRmiSV1zJRZVuxIkkSkIYhRxloizG435Vwq/t3khGgmVdqyk0EQkCQCJQRnk6qABHNWFIuCXMzL4Fip+gpix7RNUvTRMkjstISaSNixIkuLk0mj6unCDMas9czqKf48Zsok3BDMB3mvXFX88NDT087ogJuxZSSLDQc9lo2KG0/2Xmfph4/bn56L4fGBYkNmyGJn0qRJvPnmm4DrxnnttdfYddddaWnpD3qbN28eY8eWifgfRnbaaaeajvPWW2+RSqWYMmVKPt5oILvssgsAL730Uv61yZMn09FR+OPPBWZPmjSoCul6wLIFkgxK9mY5UjE7aTPnxiq+0LliZ+3cWLblWslKZmNla6PUKnacTAZJOMXVk3PjDjH1PJ0VMuVSz6FfEHnBonTMTiB7c7dqKNZooOdFzWAUSSEohzBEBctOTuyUdWM1EkjFK6ZIg9tWACgZoJx7Xfd4IbZ1u6gH2UCCYQ27knAS6WyxytJVdoUcQSVdVsDFsxbFcpadXDp6XwWhEsuuV7mYHXCLC2YqxHqlsmKnQSsTs6M2IhC0J0oLBiXZh1CU8gH7sgJ1DUix3pJvd/eksU2nZCZWjnA0UFZ4BqRYSasOAJKGkCIoonQMSwZBXRmx2Zi1rC0oEaS8qiOJLEtFtY3CQRVZgq4SLuI1qQ5AMCrQWvB6g9aIjUXSLLToG7naRgNrF4WjOLKC3lWYYWYaNo5hE6kPoigyoboAnSUa2XaseBUhBdGdCHoJsZMk27rEEnRmSv8Wg5rC23OrV9Xe0Bmy2Jk6dSq/+c1vOOuss/jud7+LbdsFLqzPP/+cq666im233XZYJjqc5OJxNtpoo5Lv58TLwLidfffdl48//rhguzlz5jBmzBi23nrrEZqpd2zbQUbKl60YKdNl3o2lFN8wVIJrbdlx7OxFRy7txgKw7RrFTqJMX6wcoQiybeF4iPUaSCU3lqLISLJU1g9fCpPiGjsAWta1ZdXglzfJlBU74LqyjAqWHasvm2lVxrIjonUoeoreKhli6exNu65EnA1kLTsexY5j2iWDk3NoQRWnwliKSBcXqxyAkKOoUrrsfDLZ9Y8qpQOUNVlClSBTwaqayliEA0o+a7IU0ZBW0bKTFnFUSc3HXhXtr7oZdD3p0k/6SiLWny1UjsZmlETpbLuurJUkXMayA/1FHkuhksQp40oEcJQGNKmM2JFE3l04GE2WCUgS6RK/kzU9KerCxbWNJMkVQKs7i0MR2hLuw22TVpi1lnMfdmcKLUiJ1VnX1sAsN0nCrmsk0Vb4oNzb7R4vJxjrmsIke4t/j8JYjRPcnIwYSzJe3I0+JQmaVIUGRaGtxLXGcQSRoEpb9/oPtVjfeG4XMZhTTz2Vjz76iGeeeQaAk046KV9h+V//+hczZ84E4IwzzhiGaQ4vnVkF3thY5smooaFgO4AZM2bw4IMP8tRTT3H00UfT3d3Ngw8+yJlnnllzewRZlpBLuCuGiqLI2I5r2VFVGUkCQX+frOFEFzogEVKLgxNVKUDGzqzVcc2stUFSwyjK4DXKXlyFXtMxTN39ocvRKFLRmCCirgiS9TRq2D2Gkn16VCo0hTRzvaxCaom5gqzKGBnL01xtIbAlCKty0ViyDBJgy96/U1NkiJRcQ5eIEsG002XHc+JxhCQh19UhlThXRTQKjkOiN45aoWmlkQ0orY+66yorMgP7G9RlLTuKUpxyXzQn0yYY0cp+pmDIrVpdbixVyiDk8msiKRFk0uhClFwXQ3KfDqNq6To74Fp3TKf895TSLRqigbJzANe10t6TKjtGRiSo1xpRsi0rBq9pfSDbBd5MlBxDS8WQGpqQK8xBNDahdveW3D+Xdh5tKP85wnUBbKP096rJKSSlvvwaKI0EpJ6Sx9YlqFeVsvtGFRndKv7+ehM6jWXWvS6i0d6bLvrNtyd7kFGIapGCz9AUdO8bvUYvm6n9DWxjq9YgZAW5sbHgN2M3NJLp7CqYUzwbQ1TfFEJRJOqbQ3S3xYvmrUlJUBuQQg04+tsosoMku7dtWwjSErQEVILBAEv74hgIIgNamXT2ZVjWHqc+EqCtN83E1jLWvBHCy3V0XTFksaNpGtdddx2//e1vkSSpwB2077778u9/u63fx40r7s2zvkmn3RuqppU2iecCj3PbgZt5dccdd3DllVdyzz33kEwm+clPfsLJJ59c8/FbWqLD3iDVth1kWaK+PowsSwSCGs3NI3Bir7HRCNDQUGwlCcohTIy1Oq7Q3Yt2XUML0iBXmbAlzG4IBURtx1iStS6MHoVcX/w0bLU0kwKiqiAyaNyGhvLWEQkJJGhsipS+uQYVbBtPc41nM2eaoiHq64qPGWiXkRTZ8+e2JJ3GcAP1JT4vQH2onl4rVXY8RU8hRetoaCz9vjWqhRRgJpMV5+SWSYTR2Qq30Ujhd9raHMEwHcKRIOEKLioAYTnUN4bLfqa6hhDCcojUhfqblg4goBoogTpCZfa3pWbspImqlj6/bFWiTlZKnvv5OfRo2MIuuya6adNS4TMAtDSGWNGRoKExkndLF4whJWgONefXcvCa1okgMjK2opech5aOo44dQ6TCHDKtozFXLC/9ORyBoso0t9SVvY41t9aBAE1VqW/otwI7tokm6SjRZpQyx7fMFpzMiqJjO0JgSNAaDZVdv8aYRtwqvgZlDJsJo+tK7tfaFKE3nsn/1nP/7zViRNX6ou+7ToRQUOk2+wqOo3d2oTQ2F/1mkqNb0Ts6C7ZNJ01kTaal1bVwtYyuZ/HHbdTXhfJucdvKoEoGSnQUwYYG7NX/IajFiTa4HokVfUmEBBMaoq77uy9OWpaYOOA4i9uSLFzRR2M0SDxT/rwcaSpdR9cVQxY7OerqiouOhUIhJk6cCLiFBidMmLC2hxlWwtlO1+VS1HOBx7ntcmy77bbcfffda3387u7ksFt2LEcgIRGPp5GRiCcy9PQMfyGqrngfCgHiJSL/ZUcjlk6u1XHjfT04QiKRsEEadAzhEAQS8b6ajhFrd83NCQukEvMWwn3q6Fnd6RYEw13ThoYwsVi6bGHA3p4UsiqTKJN9Iykysb60p7m2p113kKObxEvE0mgSZEzb01iOcDCEjmSpJb8nAE0ESdudZcfTu7tRI3Vl9xfZS0esrbvinPriGcJBBV03USNBkikdZ8B6Ktnsmi+W9zChwlOn4wi3zo5M2Tk5CBzTYcWqXkY1lri42iksp4FMmf0lQyUAxHq76OkZXfR+wrIJB5WyxwcIIOizyn9PqYzF6MZw5TEUmYxus2JVb8lKy0krQRNjSaZ0oiXWFCCiRonpsZLzkON9WJtuVnEOIlyHEu+luztRJGjScZ1gWCt73gMIyf1el3zRyUYb91v+4jHXnZM2Aogyx5etCCpJurv68lYMgB7dRACaaZede0hAm+MUfe5E2iSsySX3qwsqLF1tEIulC37zq/u6iMqlfwNRpZ65K1bQM6n/OOm2duoam4q2F5EGRN+igjmtXN6LGtby29rZRr+rVvZSn20Qa6Tbs2sVRKiNBIRE5+pFGLa7nh8sdT0PQcNGlVwL6odLOhk1IKbs3U9XYZgOHb1p5n3RwZSNSge1jxRerqNDYSiiba3FTjUOOugg5s6dO9KHqYlc5/a+XFzCIGIx19c9uK7OcOE4lUvKDwXbdpAkNzBZktyaIFaN7Qq8kDYzKGglA6BVKUDS7Fyr45pGElsEcX8Xg48h4QgNLL2mY5hJ9yLjqEEoFbgdCCMDRjxOYNC4tl1+HdNpE1lVygaDy5pMJm16mms8G8ypCankeJokYQpv32nCTAKCoBQuO7eQFMEQ6fLjJRIQrS8f6B6MuAF/6UTFOaV1i0hQy9+MHdspGDMXMNrRk6rYbTyVzexRg2rZOSnZ2KmunjSN0VIB9GkcxpbdX8J9greMeMnPZAhBk1T6+8kRkmQ6EGXXJGNYhIPlzxmASFDFtB3ae1JEShTtM0SKsBwtu6YAESVK2koWzUMIgZqM4dQ1lv4t5KhvQnZsUl09BJuaCt4yMxahSOlrQA4ta6VbsybOuIn94QLdPe4N2iaKKLO/kBrQJEjEuwhH+6/Ba+KuuIpIctljhyUZQwLdsFCyN31HCNLZjMBS+0XDGindwsq6XHO/+T69j5ZwU8l9GgNNdCS7C9ZXifUgJk7EGbx9tiaVaVhI2TnF45mCc1nJWnMScZ1wVuBmUu5Dmi3qEI6CIaIYmd78MRf3JAkAAdy4hZAksbQnVTCn5e0J98FaCBavLn1erwsqXUfXFWsldgzD4I033mDJkiWkUqkvRdsEL2yzzTaAWyuoFLkigV+GwGOv2I4gZyySJGnE6uzotoFS5rTRpCA9axmgbFsZLFE+U8WRAlBrgHImg6NqbvBLKULuTdZJ1hbEZ2RsFK28L1pRFYwKqdADSWVrOpWqswNuRpbt0RiYyxKpFKAcUsIYlF9HJRWHMRXEfjaTR6nSLd4wnaIMmIJhsjfFnkTlQO50VuxUC1AG6O3NQIncA1XK4JQJ6gU39RwAu/R5YEoiX/OoHGHZvdmWHF8IdNMpKWAGkkvTX92VYpNxxU/iBul8raRyRJQoKbP4c9iJOLJj45RLO8+RzcJLdPYWiR1btwiNqvxkrQYUJEWie1BgbCrVQxAQcok2JFly78Vi3QVipy1bHblcgDK4MTu2BJ1xnbFZ6148aSAE1IXLFHKMBHAcQSJtMjAUOS0S1GulM20b1EaWpQvvH1qiF9G4XYmNG5EdGzuRQM3Gg6ZTJoEBtZZy53UioTOaXPp9L0JI+VIJphPEMvszttrSBk0D2mY0qgpdgwpJdvZmGN/iukNXfc1bTgxZ7CxcuJCf/OQntLW1VRQ5wx2bMhzsscceRCIR5s+fTyqVKqqTM3v2bAAOPPDA9TG9IWHZTn6tZXnk6uyYtolC6dgKTdLQbe/ZR6WwLR0HjXJnjUMAyfHeIwpyYidQPvVQ1XBkBTtV28XA0C2UCgHDiipjeqyzo2fFqVbGvalJMgbespbyYqfCjd3tj2Vh2AYBpfgmoKSTEN2s/EG0AELVUDKVBaJh2WVvMgDhrDWmXAXbHLl6RaXaE/RPKTtWiWJ2Qjgo6NhSBZEgBREoSGUqS5tQVeyEZBkL15ogD7r2ZQzbzY6pEpuUqzbd2VssJHXbwMYiUlXs1NEtVhe9buVq7NSXqZ6cn4QrOBKd3YzaYpOCt2zdzlesLockSQTCmis8B84/3YtGAKTy54TI1odKJHsZWFCkI6UTEKBWuKdEs608VvWm8mJnTVZwletHlqta3RPXyYUbCyHIiCR1SumssXqtgTTx/PcsHAclk0SUWtessLR6uvNiR89YNI/q/w5z53VXd5pNs6+l0j1YhPOd6YUcIZ3qz1LLCMGoAcKvQVFZNeABRghBZ1+GnbYYRTio8uqc1diOk7d4fd0Ysti56qqriMfjTJs2jc0335xIpDhIUwjBxRdfvNaTHG7C4TDTp0/n1ltv5dFHH2X69On595YvX86bb77Jlltuyf77778eZ1kbrvvKXX9JkobVPzoQ3TaQKf1kpUoapmMihBiyyHXsDLbQyp6YDgGUIVh2bC1YXuxIEk4ghFNjJWzDsPLm51Ioquy5OrBuu60nyo2mSRJWmVL4g0kYrmirlnoOrsurpZTYqdQqIkckiqxXEzsOoRKp+Tm0bPZgpfYIMEDsVBore8OIlygQ51gpN9O6ggBEktxaO1LxZxJCYFG6NMBAwrIbtJ60bOoH9W/K1STyatnpKyEAE4b7ZB9WKltWIkq0ZDsQO+uiL1s/KUf2/VRXYXq144h8Vlw1wtEAyUHfhWXEEVp5qw4AUgAHlfSgCt19ukWojOUzRySb9bMqnuGb2deWZevXDK6enCMngrpj/XNNWikcbKIlesuBm35uobO0vYdNx7ZgJeJIgIiUapzbBGSF5sabAGDqFuEBtacUVUZWJLp7+gWukenFlvrHU7Uout5fr8cQgtCAh6N6RS6oid7R65ZRmDjaHcMRgnjKpKkuiO043PfvRUw/ZKuSn29DZMhi58MPP+T//u//qgqCiy66aKiHGFFmzpzJe++9x3XXXUdrayv7778/S5Ys4YILLiAUCnHttdeiVDCXftmwbCfvxpIlKd8ra7gxbKO8ZUfWEAgsYaNJQzu1HNtAlBkfsoUFxRAsO1r5J0kAOxjGTtZm2TF1G7mCW0XRZLd/lgd020GhvCU0IEse7ToQ17N1ULyIHSNJS6gwdVzYNoqRwSlXdC4/SLS6ZcesLHYkSSKoKSQqVB2GfrFTqoBjjpzYKVXI0bbcNSnVhmQgQnILCxYd33YQUnXLTq6wYEy3Sogdd16RCucMuEXgFFkqae2KZ90YkWpiR42ikyp68LDiObFTRXAEgghFJdPTW/ByOmWAwLPY6eoo/E0pJKGCCyuPHMUyC2vtxE0r3yeuHLmCj50DzqdVnUlkibLu1GjItSQPLCzYm3HjOUs10oX+WjsfL1/BpmNb6G3LFnAs9ZuJRnFkGb2zizrANG2ELQgPWkMtqBIb0NTTNvqQBliWFK0O0v19GK1B52NYlnEksBwHVZZZnhV5oxpC+Wa7fQmDprog7T1peuM6q7qSTKjiktxQGLI9S1VVdt9996rbDW6oOVJsvfXWbL311lx44YUAPProo/nXHnnkkaLtQ6EQd955Jz/84Q+5/vrr2W233fjhD3/IFltswWOPPcaUKVPWybyHiwI3ljRyvbEMx0AuG7Pj/niNtXBlObaOI1USO0Fwahvfi9hxtABOjf2xTMMqWVAwh6Iq2KbtKZZNtwVyhc20GmJ24kYSBRWlguDMiZ24WSzw8hauUJV00UjEbcNRAdNySqaBDySoKflKy+VIp00kRSpZ8yeHLEsomoxdQmA6ObFTpoVG/yBhFIrFdDIbvBqqcrPN3Xy6Soi3mEfLjiRJ1IU1EiVcoPG8Zad6zI7AKSryqff2ufFrVX4PSBJE6zD6Cq0riaz1I1imIvZAghEt37w1hyalKsbr5BByBHmQZSppO0TVyg+giiQRlmVSA4qqdvVlCIfKtxmRZYlgQKF9gFWlV68sdnJ957rTriDrFzslPpskY0fqSXa4wdl6zko5SPQGQmqBUJecBJI6IGZLjqCSQQhBdzzjWhoHiJ3cv/uycTvtWTdoJKQSzR4r101+eXuC3bcZw5ufrCn5+TZEhmzZ2X333Vm4cCE77LBDxe0ee+yxov5TI8H8+fNr3icYDDJz5sx8AcSvMma2zg64P95qPYuGihugXDp9UZP7xU5UG1q/MMfRcSj/pCEIgCjufVNxTD2DrZav9gpgqwGEXpvFyDJs1AoByqomI4SbiaBWuUjrjlPWhQVugLLXLnNxI4lG6ZYIOcLZm36yhNjJxy6FqnyH4TrkQU/+AxFCYFh2RcsOQFCTPbixLOQKVp0cbhXl4rHsbByTqOTGwhXTilR8fiXNnNjxZtkp1R8rZ9mpFLCdIxJSS7pAY7pXsePedPv0GBGt/zPrvTHsULTiudY/SB1yurCFQc7y4MWyE4xoOIaNbTv5onIqybK9yQYipKhrBRpAxnHKVq8eSFSWyYj+tUvpVlWBGQooBW6szlQvIOXXcTA5y5ruuHPs6+x2r4rlrKGhCOleV0DlBE0gWCx2UllxKIRAJYk1wLIjpDCyZCMcg89W9IJUKL5zffVW9KQZFQ7S2ZtGkSUCqpyv19TW4/4OOvsybDquHiGEp7CD/3yymt23GZtvNP1VZMgzv+CCC7j++uv59NNPK26Xs7T4jCyWNciNNUIByoZtoJaxvGhyIL/NUBGO4Qqacu9LQSQxQpadjHfLjhACy3AqW3ayN2fTQ6NL3bYrW3aybiwvVqKkmSRQxV2jyioSCkmz2DJjJ2ux7JR3YxmmgxBUFzsBNd9Wohx62kT2UD1aC6olLTu2lcQRClRwkYLbk02h+PzKWXZK9S4biCJJqEBviW738ZSBpsqeamyFgypGifOmJxNDI4RcJXYlmr0ZD24ZYcZiOGV6xBUPUucGqg+gtzcDUuVA8Rw5608uk04IB03K4Hi07KgD6mw5QmAAEQ/nQESR0aX+34lu2FUFZiSo0hPv//23JboJSZGy66xJARRJIZOtiaX39iEkCcKlfzNStA4z5grHcsH2WlDFNrLlBKwksuTkG6NCv1Vy+Zp2VmetNgNjmHL/XpkNyO6O64SDrkVLVWQCqkx7NmA85wkIBdQCd2lHb5ruEgH+8gN/49PfX4cVixW991VhyJadiy++mN7eXk444QTGjh3L2LFjCQYrPz37jBy2LQosOyPmxrJNlDJiJ6BkLTtObT2mCnD0ijE7khxEtocSs1O+pQGAo9YmdizLQQiBVimGZIDYKdeWK0fGqmbZcXtGGI4gWKHMP7hBx4EyzS4HohIgVULsODnLTrVJV4nZSWZv+NXETjigEKvSMDWTsbyJnYBCuoRIsK0EpghW7gcFCDmEIpVxY4nqAcrg1juJlRBvsaRJwGO7j3BAzbscBtKXiVcVsuDG7EDOQtGPFYshqsVi5YjWIa8pbCAZ63Prw3hJQMilU6eSBnUNIWwzgSQJb5adQWInZdkg9VvOKhGWZQZ2otJNm1GRyr+HurBWcA52JnuIVBBlkiQRliPodgpHCKRUym00XEYcydEoZk+hZUcLFv4uXKGerfWTjc0auFY5sfPZ5ytIK2OAQktjzrLTmU3Rj6fMvPsKXGthZ9Yyl6vvs0yazc0frWTHcVtz5KYHs2BZL8va45xycH/gcmrRIlpWLcRWNJZe+T9sdtXvkL5C8aw5hix23nnnnfy/16xZw5o1pX1/X8bU8w0R03byqa7yCNfZKWfZCWTdWGuTfi4cs2JaKnIQCaOmjC8nncYOj628jRrA0Yu7DpfDyN7MKll2cu95sexkLAe1bMK9G7MDbqBssIopOWmmCMrVxY5GgKRRwrKTd2NVcflEohVjdnKuqWoxO+GgSkeJNOuB6BkLuYLLMIcWVEmUCOw1jSSWCFVY4SxSEAW96PxKmjYqFKWTlyIoySTt4u88njIIenDFAYSDCkYJC1XMSBDyIHY0KeC2NBhk2bETcWgY5WkOROtRMl8UvJSM66hVAqzzcwgVBozn4qaoFjeFe5MPSDrCsZFkhXhWBHgVOwOls2HaVd1YkZCWj3EB6NXj1GmVM9bCShQHnb6EgZxOlndhAVIkirzGLQXQ3plAkqVsT7N+AqH+Rra5hsi55sfuv93vvSlisyRhQ0DKCxxwrxESYGSrMWcMqyAYvi6s0ZvQ3WrkjsB0TOZn3iciNfDskn+xdfPmxNIqrU1hFizvYatJ7gNix/PPYdS3II45BeXuW3j9ubf41lH7VFybLyNDFjuSJPGvf/2r4jZCCA455JChHsKnBqxBMTsjkY0lhPsDUdXSp02uXotpD82yIxwLCdstHFhuGynopng6BpLizZLopp57cGOVMN+WIydgKmYHZW/OpdwRg8nYDmqF+2ggL3ZsGqv8bNNWmnq5Sh0V3CKQaauEZSeZck3ygSrrG4663eJ1HbmEVdezZSeoolfJWtMzZsU0/xxaUCnZ+dwyUjiEqsaqCCnkug+EhTRA1CctG9XjTyqkyKRLxMz1JQ0CnsWOim6VEExGglCVeB3IZrnJkeLO58kE8oSNPc1BROpQB7mx0knDkwsL+mNSYtmml5lM1lrhQazlCjzaVhI10EA8G4flReyEZAlLgrRuEgq451Y1N9bgczBlpZgQrdzXMaxEsIVOe28KOZMsHZyc3ziKnLWCLl8dRythHdOCKsIW2JaDk7VeDxQ7SCEEEqPrBeMiUVYkU/nrAuS+cwnDck/UjGHTXNf/0FMX1uiK6XTGMkTDKouTC7GEyc7Bw/lQPMWcjk8JOzswaVwdn3zRzVaTmjF7esh8OBt9vyOJbrIpIhSGLxYAXyOxo2lavv9VJcaPHz/UQ/jUgGX3FzGTZUakzo7lWAhEPutqMDmxY9SYLZXDye4nVRA7ueagjp1BrkXsqFVSz9XasrG8iJ1A3rJTPbRYtyuVUuwvNqh7+F5TVorRmgfLjlTGjZVOYQfC1a0YWTeXnUiUETs5y07lG3wooOS7o5fDyFho0epBsW6AcolsLDuNIwU8iJ3s+WWlkQNDFDuyTMwp4cZKGVXXIj9GQMUwnaLihEkzSZPsrblySA4TNwrFipRKItdVqbGTI1qHYuo4pomcbZqcSVuEm6qfW+B2Y5dVmZ6sxSSZrZtTLUjc3ca1kthWAjXQQKIGy05Idl2+K3tSjG8MY1oeLDtBBWOASDaElyrVEXrsHtq600QzKWisUBU63J+5qKctAsHi82Cg24/c77JA7EgghUGkMLKfc7BgCkkyRjY42zCdAstONKSxrD3Bfz5ezfiWCK/GP2VccAJB0cAOrd/gw45P2E1kK0BLbqsXc8F8JOEQ2nl3kBXYZEvqV39BIm3m60GVI54yaG7wdq6sC4YcoPzRRx952u6ll14a6iF8asAeaNkZoTo7elaMlHNjhbKCYqhuLJGLxZEru7HAFTuexnQchO6hzk6N2ViW6cGyk3XfeHFjGY5TtnoyFLqxqqE7OkHFi9gJFqUmA9jJJHbAw0Uqa7a3k6XdfznLTrCKGysUULFsge2U/2yGYXu07Kg42XiqgTh2BlElQw2ArPsv50bIkTRtlBosO6UKQMaThqdMLHBvvkBR4HbSTubjcaoRVsIFLSOEZSEbGe9iJ2upGBiUauoWwbD3Z2QtqNKXteykUzEcVKhQWiI/16yrS0+7cS5x00IRbgB4NXJxLMt70rR1p3FE9Qy4cFDFdgSZ7IOJITIVi3KCa9nRRYqO3jSqnq7oxspZQWe9sxjJcUpax3Kv9fSlSWcS2EIrigESchjJSZFxnJJlEIKyhIkb0K0bhSIvGlJxHMHY5gjBkMOy1BdsVf8NbFuw4+hv0KP30uu40U6TRtcxZ1En+vJlmNFGlOw5IzbbinDHSpYu7Sg69mAef31x1W3WJcOWR2bbNt3d3cM1nE+N2LaTvxAoslTxxjFUcllWqly+qCAM3Y2VM91KFcSOVKvYMbLdxKuknjuqhpPJeO7vZmbFTqBSRd8aYnYMx8kLmlLk3VhVSgrYjo0lTEJeYnakIOkS62inPIqdbFaPHY+XfDuVsVBkKZ/2Wo6ctSOtl14n23awPIsddxt9UCq7sDMIubolUGQDu51B7r2kZaN5FDsBSWLwL0AIQSLjNgH1Qih7kxpYa8cRDhk7la/xUo2IGiE1QLTZiez3VMndMpBs4cFkt5uKL4TIVv6tUqNnAIGwSiJbRVnPxL0JTgApjBASqVRO7Hhf/1xWUnsiw6qubIHNKuueE0PdfRksx8LCIFzFAhVWoqTtNF19GTQjVXlds0KoUbYIyHJlsdOTJplK4JTIShVSBMlJk3Gckn30grKMUCS6+jKYdqFlJxLSyBg2DdEAnWY7Dg6TwptgO4ItmzYjrIbosJcBbr+wNd0p9GVLSbcMiHfcbGsk4dD10ScARbWgUkkDxxGkMiYrBhWUXN+stdh56KGHOOmkk9hpp53Yd999AXj77be56KKLaGtrq7K3z3BhFWVjDb9lx8iKmHJuLFWRUVDzFqBacZyc2KlwU8q+JzxmZOUyrKrH7ARBCIThbe5mNkW0Up0dRZGRZMlTzI7hiIpiR5PczsbVLDuZ7LoEPbj4AnKQTAnLjpNK1WTZccpUnk5mLDQP2UfBrNhJlkjXhgHB4B7ETm4bY3A2lKNXPq+y5N1Yg0RgwrQqfj8DCQ7oj5UjpVs4jiBcxcqVI7fdwJtJykojENRVa7eQJaSEMJwBYicnSqtVT86RbRmR7OwFsmsqIBjxbtkJhTUyafe7sMwUeIg3AtxCfITIZNw5x3TTs9jJVVlO206+L5YXyw7A4lWxAY10q7uxdCdDIqOjZFKVs9yyLt+QrWPqVlEmFkAg5L7W05shkUoglbDOCjmCJFLojiht2ZFkHFliyRp33QZbdgBSGZMuowMZhSatBVWVyBgOE+smkBD97SgUWSL2xWLSTQPcps2tiEgdSscqlrfHufdfC/Jv9fWkufvPb/HOa4tZ1pagMepdFK8Lhix2bNvm5z//OZdeeikfffQRpmnmn4pbW1t57733mDFjhm/tWUfYTr8by7XsjITYybmxSl84FFlCQcuLoloRHiw7lLkZlSMndkSVYNtcTI/j0ZWVs+yoVW7mkiJVtexYjsDBbQlRdhxJQqa62Mm5pby4sQJykEwpy45XN1YggADsdOlMqmTGW6p1zrJTrrBgzkpTqcN8jpzYGWjZEcJBwkD2YO3qP7/6P5MQgpTlEKyeywVk09OlwviqhMdWETlyN9/EgHToXM+zOs2bZSekhDEGtFaxcmLHa+p5drtkl3sNTyWzxfCqNDIdSCCkYmddQ5JIV+5NNghHimDorgutO2N6itcBt1GoAuhCeK5anXv/85W9rOnrBSq3W3Hfj2T3zSBZZtUAZQDSyazYKZ6PoipIskQ8nkHYGaQS52uhG6uUZUfClmHhcvczFMTsZGNskhmLLqODlsAoZEmmIRKgvTvFqEAraak3v/2WDaBmUoyeskXhQUaNRuvt5J257TTVBfOFCV95dj6W6TD3w1UsWd3HqMYvT7wOrIXY+ec//8msWbM46aSTuPvuuwticzbffHOeeuopJk6cyB133DEsE/WpjO2IvLtAluURCVDO1c/RyogRSZJQJHXIRQXzAcoVrRIKQkg4Hmv55GvnVLl552J6vAYpW4Zb90OpUhlZVuSqYsfIuhwD1QrWCTcbqxI5S01Y9SB2pCC6U86y4+GmJMk4WhAnXbrWTsqjZSeXml7OspPvi+UhuDe3zUDLTt496mFNkGQsEShwYxmOwBKiIPOlErl04NSAoOtE9rNFPYsd93MUWnbcdY6o3qwjITmMOaD1Rd6y49WNpQUQgSCZbH2YTFY4DK78W4lASMPOnv8KGU+ZWDkkJZyvfB0zLOo9ZrJJkkRIljGEIJN1jXq17LR1pZi/yvVIVAtQzr2/7bjseVFJRGbfE8kkpm6XzWhTNZlkykQSemEmVhYhhZCETkaUFjshWUYXglWdrjAuZdlJZky6jQ5GBUYD0FIfZGlbgjq5mZToxcmmrtO20v3/uEGJSC2jCcS6CWoK0ZBGV1+GpZ93sWpZL/sesgWZtEXf6rinMg3rkiGLnccff5yLLrqI3/72t+yyyy5MmDCh4P1AIMCvf/1rP0B5HTHQjaXIjIhlJxd4rJWJ2QFQUIecjSVsHQEoFS07Eg4qwqOgcrJWBxGobFKVspYfkfFu2RlcJ6PkuIpcNRsrZwGoVj9HwbtlJ1QlRsk9XhBb2EUxVp5jdgBbC+bXeDDJjOlR7Hiz7KgeXEA5t2Kh2HHnp1R5Us9hOYECy07KY/XkHIFsLMXA9PPcZ4t4tIqoilviPzlA7OTcK15qKIHrxnKw8pZWOx7DUdTqJQUGEonm+2Pl2xx4FGy5bR3TwXEEipSp3ptsAJIcRmTFeNp2aAh4tyiFZBkTQcaw0VS5apsDdxuJVMZkddayE/IQswNgp93tK4qdYAghydipFMIRJd1Y4FombdNxq3iXEDtIAYRjoDuioMZO/jCShCUEfVlhGh4Ys5MVPsm0SZfRSUtW7ISyBSw1swEHhz4z2y5lzUpEKAKNgxoFjxpDONHN5uPrGdcSZt6yHtpXxQlHNbbfZSMmbtxEfHUib/H5sjBksbN48eKqPa+22GILVq1aNdRD+NSAbTt5y44iyzgj6MbSKqSGK5I2dMuObeAILd9Hp+x2qAiPgipn2ZGClW8QOTeX1yrKpmEjValkDCAr1WN2cmInVOVzywLMKt9rzi0V9uDGygUxDw5Sdry6sQAnUF7spDIWmgdBmHN1lWsGmhM7WqAGN9aAYGeR/XxeYnYA7EGWnXROjNZq2RlghUvWaNkB9wYcH2jZyaYjexY72Zt1ziJkx+PYoUjVKtKFg0QgWx8mnb2BerGw5cgVFsykDFSpNsuOkEMoZLAcgS25bSA8T1uWMGVvfbFyRIJub6q0nUJGJlDlfMlZdqxEb3aAChYzSYJwBCvpfofl4s8UTcE0LBTJKGPZCWCgIChsFZEjJ8hNR6ApMoEBlmdFkQlqCr1GH4aj5y07AKYtcNLu/HtMN25Hal8DY8cXny+jRiPpGaRUkkhIoyeu09WeoHWMu//GW4zCjOsoioReoubV+mLIYkeSJEyzsithzZo1KF/BstJfRRwhBoidkemNZXi17Aw1G8vRcdCqXosdoeZdXlXHzMfsVLlB1OrGMm0kz5Ydb2KnmmVHFv0ur3LUErMTzLp1BqafC8fBSaexPFt2QhUsO1bVBqjgXks0VSZVxo2lp00kWULxYCWSFRkkqdCyk/t8HkWCJQLYAyw7maxlp1JM1UBy7sjBlh1Z8tYEND+OphQFKMuoqLK3MXKp07GM69Kw43GsYI0NesMR5Gx9mHTSRNaKa7tUImcFWtMeQ5VMTzV28kghVEmv2bIGrmXHUSTSuuV5zcNBlYxuoTtu2nm1z6nJGpoUwEm6br6qsVDhCE7aPRfLZRaqmkwqbaLJZunsQSmAkW2nU+p8zAltWZFKxocFNJm448ZgDRQ7Y5vDfLFcJyiH6Dbc7uz0dUNTiWrbLdn9utsBMCyHjvYEza3Zzx9QQIBiiaoNftclQxY7W221FX/7298qbnP//fez9dZbD/UQPjVg2wPEjiKNjGXHMZCQ0CpcbF031tADlG20qhcZ17JTQ8yOLCOVqfqcP3a2KJ5XseO6sapf9L0EKOuOR8sOYFTLxrJ0JKSyQeQDyVl/BlZRdlLuU7wT9HZTsrUgdpmYnWTaey+ogCpXtOxoAQXZ481OUgeJnaxlR3joFwZgiWBJy07Y44ObCkiiMGbHzUxTCp60qxFQZeKpflGfstJoeHdB5Sw7HXH3ZmwnE95isQoGCaNksmInZXrqPD+QnNhZssJtJ1SbZSeMwkCx411khWUZW3Ld+V7T/cNBFcsRSKpR1YWV30eJYGeSCEXJPzCVJRLFymStY2V+F4qm4JgOilTajSUGiJ1S2YE5a080rJUUeUFNISG60aQA9WpD/vXWxhCG6dCsjaLbyGZk9XUXubAAaBmNQIIut9bO2IYgyZjOymwj1RXZSvTCsPJd3L8MDLmC8oknnsjFF1/MRx99xMknn8yUKVMAaGtrY/ny5Tz88MM8/vjjXHPNNcM2WZ/yDAxQVmR5xGJ2VEmreJN3LTtDD1B2RHW/vINWmxsrGKwaXyPl3VgeY3YMG8nDzddLgHLOsqNVC1DGi9jJoBLw9PQdUootO3ZW7AivYqeMG0sIQVq3UDwIQqCiZSeTMVECiueAR1mRi8SOEFTuuTYAWwpiW339x8/ebKuJ0RySJKEOFjtpk4DmreN5jlBAIZYc6MZKoXr8DNBv3etIuDE3TiqFVcWdW0Q4gtzuPsGnU4an/mQDyYmdjs4utqinpmwst3WHzZpeN7C6VF2ZcuQCdRVZ8uzGyrWMUIMmYdObBSyshCGTAC+/l3AUW3evW2UtO6pMOCCQsEu6sQosOyXdWNlK65ZTsg9bQJXJ0EeT1lJwjZAkiQN2nMB7qVY6jTawTKREHKeU2FFVaGpG6mpHAGq2zImtye7v3naQFRknbRXEnK1vhix2jj/+eN5++22eeOIJ3n777fzrBxxwAOBe7KZOncoxxxyz1pP0qY7jiHysiyKPjGXHtE1USatYxdRNPa+tK3kOYbturGqXNNeN5dGyo6eRAqGqN0pJUUFVR8ayU8VvnRMw1eq4KEgYVb7XtJ3xfEMMlXBj5TqeO1WagOa310I46eJqqoblYDvCU4AyuBf5cpYdI2OhqN6FgqRIBannjp12C7R5FEuC4pgdFTxbqcAVpmm70I3ldS1yhALFbizNa1E++mN7upKuWLBTKWytxM2r4iQGuLGGYNlRVAVZkbAN732xcuQscW/NWwn1kZosOyFZwsZtAlqtEW2OSEilJ5FEs9NVqyfnCMoh0Dsh5KUIZwSr24Jg+fpciqZQF3CvF+VidkxR3rKTe80wbRpLfO6AptAnpRilFlfRbqwL0my2sDAxF7JB2jS2lP4so8bkLTuJngySLDFmbD2zF3SgqQqR+gBW2ioqOrg+Wauigr///e+5/PLL2WKLLfKR10IIttxyS6644grfqrMOcQZYdtQRcmPlLTsVLjry2lh2bN0tkV5tu1qysXKWnSpnuiy7jS9FTQHKHmN2qphydUcgi+odtWux7HghnE3xH+jGsrMFAj1bdrQAdqrYspPJpRt7vEFpilzUGiGHYdjIqozXe52sKmQyhZYdS3i3iDiECrKxXLEjVc3oGYgqIGn2z8FrZtpAggG1IB0/ZaY9f7cAsiQTlEP0Zgvz2ckktsfvNcfAnk7plIFU42cAtzJwUM42tqwlZicr1nLhY15T/6G/ZUTGsD33IwsHFFIZi4xdvS9WjqASQs7o4MViFoliZx98ysWfqZqCRPbaVs2NVeIHIUkSmiRhWk5Jl2lQUzDlZIELayB1agOmMLB6swWBS1l2AFpaoceN7Un2pok2BJnQGuWZt5ax8dg6Ig0hjJTxpYrZGbJlJ8eJJ57IiSeeSDqdJhaL0dDQQDhco1/YZ62xhci7DBRZKqjeOlwYjoEiqRVvyoqkkh5izI4boFw9JsEWtWVjCQ+WHVkCAkHPRQUt0/GUjSUpEnoVN1bGdqo2qARQJMhUs+xYumfLjqooqGiDLDtZN5bH37AIhnAyJcROruqxR4GgylJeIA3G0K2s2PHoxlLlQZadDHYNIkFIQRAmwrGRZIW0ZaPi/bOA+4SdHGDRS2UsAjUma0SC7s1XCIEkSaSsFGoNMTvgZtzlMvScVNKziM0TjqCYOsJxXMvOqNqv7VpQpTFsITz2xcqRs+w01KsEdammwOhc7Iph2iXdOaUIBtwA5bSd8hyzE5JDKIYJoeoWMxGKYFldyLJU1q2uajIyOWFYQkBJAUxUJETZa4YqSZiWTaCE9SigydhKqoLYcS0+evcatzFxY1Ppz1LfhJSNBUvGdKKNISRJ4sCdJxAKqEQagvS0JTYMN1ZbWxuvvfYaS5YsIRaL0djYyKabbsq+++7ri511jBCiwLKjKCOVem6iUNmyo6CuRSNQA1tUL3jmoOI4pYNii7bNZCAQqC52spYdz6nnpo3kIX5BUmRPbiwvl2MVCbNKNlbG9v70L0kS6qBmoHY6BZKUj2Gqhgi42Vi5G3J+Hlnh4iX1HNxztpzYMXOWHY+mHUWTi7KxbFG943mOfMsIR0eRI64YFa7F1CsBCsWOG6BcW5G1cMBtTmlaDgFNcS07ovRNqhwhJYxhZfJZdtR6bQ7l0quTZFImdWM9Vl8egBZQiAbt2qw69FuBdMeuKRML3Ewl4QgsW+TbkVQjFFAwLIe0na5aPTlHUA67YqfBw/ahELZTuRK4oinIkisQSsbsoKITQEOUFX+aJGGZpWN2FM0GxaKuitixezugvgGUMhKhvgEpk0aYBnrKpDGbiTUquw6RhiCmbhW3bVmP1Cx2kskkV199NY899hh2iWquiqJw/PHHc/755xOJ1Jjm6DMkclYcJXtBUGUJkX19OKtYGraBKqlV3VhDbgSaTT2vup2oLUDZ0YJVb5SyJEEg4D1mx7CRPNRMkRUJxxZuHaQyN37ddlA8tCJwY3aqZ2PV4urQCBRmY6XTEAh6ctGBa9nBthGmiTSgcGOue3TA41O1qkjEUmXcWLqFEqpuncuhqDJGov/8cOw0Vg1iJ9euxLEzKGoka9mpzbIQlCX6rMI6O2OaarvZ57Jp0rrlih0rTUuNlp2gHCbjZFzrmxD5Hk3eJ5Gt1dPjBjl7Kew4GC2ooEh66SJ5lfdE4AYa1xKvA24ws8im/nt1YwU1BeRsI12vbiw5iGpY3txYwTC2pFUsoaBqMqqSvX6WDFCWMAmhSeWvA5okYVlOyRgzKeBe38qJnWhW7Ii+rvIuLID6Jne7WC962iQYKbxuRxrc9dCTQ3vwHQlqksuxWIzp06fz8MMPY1kW4XCYrbbaim9+85tsueWWhEIhLMvigQce4Lvf/S6JRGKk5u0zgFzmVe7JM2dut4e5GahuG8iiihtrrSooG55idmyheI7ZEYaB0AJVxY4iSwgt6D0by/RWVDAXLFQpI0t3vLuxLCEquijTlvcAZaDIsuNkMkjBoGdhIbIX+cEtI3IdzL3GqSiynC/tPxjDsJFkCa/JOIqmYAwYy7Ezns6rHNKgZrNe3YwDCcpyQbVrt8BijZadrNhJ6a4rK2Wmqxa6G0xICWGIDE7S/X6kWsVO1rKT7HbFTrk2B5VQAyoyhufU/zySBFLIrRZcQyYWgCoBWbHjVXAHAwpkhYZXN1ZQCaEZdv53UHnjIJakVrQQKpqCplmuk6pM+QiDIAGp/PVEkyRs2yn5uYXqPtjUlwhQBlAkhYgSRenrqyJ2XLFk9sQQjiAYLvx9hevca5CV/opadi699FLmzZvH3nvvzc9//nN23nnngtoXtm3zzjvv8Kc//Yl33nmHyy67jOuuu27YJ+1TSE7U5EROLnbHsp2agyIrYTgmCtUsOxqmY+EIB7nGC5Sbel79lBRo3rOxDAMnolUNlJVlCaEFEDX0xgp6jNkBV+yEwqVvuLpXN1ZWgFiOIFDm2BkrQ/1aWHZEJgPBkMeWl/3FGp10usC/n7fseM7GkkgbVpE7DFzLTlSRPAswNVDYosMNUG70tC9ke7NZ/T210paDWuNzQ0iRMUxXmDqOQDftqk1jBxMN94sd0zGxhJUvF+B9HmFM1mBns+xqFjvZ7WPd7oNrrjN3LWhBBVk2EFLtLjAhh8jYEo01WnYkSULJXhdDHsVOSFOQVPe6EqzYn6+foBwiaArsgFr9NxwMYcsalYymqqagahaiwm/YIIBGebGjCBBO6d+eraYQAiJK+XCBOrUeLb4aNq4kdtzfk94TA5Qiy46iysiKhFWlVc66xPOvb968eTz//PP84Ac/4G9/+xu77rprUZEvRVHYa6+9uOuuu/je977HM888w7x584Z90j6F5Cw7A+vsDHx9uDBsAxmtYlaMktXPtVZRFsIBYePltm9n20V46bsidB1HUauLHUnC1gKeYnYcR2BZDpKHC3BO7BgVfvSm48aEVCMndiq5stK292wsd8wAKXNAzE7GdWN5jY/pt+wUBilnDBtJ8m7Z0RQZIdyU9YE4jsAyHZBrEDuamncdQlbsON7XRFH6Y3bAbb5a6y0+rMoI3O8ql5FSs9gJujeQdMYilRWkXlOic7jNQDP5wHM1WqPgyJYgSPRmG0uGva9jDi2guq6ZGq1S4AYp60KuOWYHQMnqAa8xO8GAgqS435XXlhxBOUTQcDC9WLyCYSw5gCKX//2qmoymWm6phDIYBAhQ/noiZ0VeKcuOLafADFKpn3BUqiOY0BFNFcROMIQIBNFj2X5tgx7kJEkiENawylhr1weez6BHH32UHXbYgfPPP9/T9hdddBHbbrstjz322FDn5uMRZ5DYyd2oRkLsKKgVYxfkrGWmVldWriKyF8uOu40AUf2H5Bg6jqJVT+vOubE8ZGNZ2cBTL0UFc7VdLLP8Bc5whKcfYm5lytXaEUKQsXSUGlw2KgH0AXWRRCYDHrLXckjZ7B57kNhJGxZBTfGejaX2pwoPJGehkRTZc0snbUAzUCEEjpXBqsWNlbWe5NxYabt2y06u2rJuO/n0cbXGG3auiWNKt/J9sSJqrWInhIWeLymg1Cp2AkGELJNOuIK4ualGVxRuLy1NNXHEUMWO4rkv2UByN33PMTsD3FiexQ4amg2GF+tRMIgtq6hS+ZNJ0RRU1a5YXNVEQ5PKP0xKTk7sFJ9vhpxEGCH0CtejFjOALEQ+LqcsdQ0YKR2k/h5oAwmG1HzH+y8Dnn99s2fP5nvf+57ngSVJYsaMGcyePXtIE/PxjpV9gs2JnNyNyq5Sk6VWDNtArtKGIPd+zZadrNjx8gydE0Re+mMJw8BWKmeQgbt2juotQDkvdmpwY1kVMrJMRyB7cByp2c9QrtaO6VjYwq4tZgetQOw4mQwi6N2yQ67NxqCYnYzupvx6FihKTuwUPrHmYp1cseOxZk/2KdvQ7ex55dRk2VFlFYGEY+tYjoPpCBRRY7xNTrzZAyw7Ncbs5NwQKb3fshOuUewE5CAONplYDIGEFq3RjSVJiGDYrbEjS0TKuGIroQVVNM2q6TvI4UhhdNQhWXYkK3vT99iiI6gpSGrW/erRChWysr/JgIfvNmfZqeCCUlUZRbFxnPLXWQOVABWufXb5z22QxNHDGFb5OTSa2e+prnRcT56GRvSURSBUOrQhENa+mmJn1apV7LrrrjUNvttuu7F8+fKaJ+VTGzkLjpx3Y/XHdgwnumOgVsmW6ndjDdGyU+FHnsPOih0vGVmOYWArleOMwF0zW9E8BSibNVh2cq4uyyovPE2PAcoq/R2NS5Grp1Jb4TmtoFRALnvNazHAXOXYUm6sWtoj5MXOILN3LtBYqiFtO5DthWToVt4V5dQiAFXF7Xxu6/kqyHKNdatyzUAzVr9lx2ugbI5cg9R0xiJpumIyGqhNrASyVqpkXw9OIIhWpUdcKUQ4gp52ax3VkpGWQwvIaJqFbdculDJSFJBqzsYCkGwHWZG8lyyQJVTNQhKyp95yAKHsT0fXvIidILasoYryLihFU1AVG9spf64YorLYkfKB2cXXp7RIIIwQRoWHrwY9G2cYrmLdqmtEN4uDk3MEQur/b+/dgyU5yivxk6/q7jtzZ/QEoxf+GTRCgECyLCvEwzKEMcIIreTYWGBFSGHAgMPCwK5fELsO2Q4b7LVNbPAIzEoKHGABXizARiyPXe0KtCBYA8YYI4HBIAkJWdJI87i3u6sy8/v9kZnVVd1V1ZV1ezRXd+pEKGBud2dXV1dXnTrf+c4H+1gkOwcOHMBJJ50UtfjJJ5+MQ4cORW9UjzjMe3byMtaRUHaWeNpzshNZxrK5stOC7Pjn2CWEioi8stPCs8Pbe3ZmasPSpyIYnBqVHdOujJX4J9V5dkJXlYggO4LmlZ2x615rPYdKAiqB3awuY7VdR3kiMK/sBK8Tj/C7JElQdnReimo7FwvwKh8UyE7zyeWxyk6I7Z8Ym4/B2NUiqmBhHclLys6eWLLjP/fk4AHYZBg1myuAjdaQZbZTejIAJIkFY0Cm4z//hJySFduNBQCkKXqWlxxYiJaz5QBA+XPBRLUgw0JCcwXRQHa4YBCyWdnJIKAoXtkhIoztYV/Gqj8f7fKnwI1l4tb6XkzNojk54DGr7BhjoFQcM1dKVWbx9FgtcmWHlZWdVXt2MqtzMlOHLSs71L6MtWzyOekMIILm7Tw7RihQOl1qfM5CvTtG2Wn07FjwFl9ViIevIzuTDmRHemXHkjfzTiYwEQZlzhloOFyYfD5JDVRE6nEI3BunNcpORBkjDJ+cTnTeURWyc9rCkII1KSb+/CVilR3/uae+jCU4a+0dKUIJR3bG2SYkFIaR5+DQVZQePhw9KiKAjdZgDHUmO0q5i3uWdSA7LJCd+HMZads6LypAKANuI/xdqfvNjVuaugxXkA3nLafmWWjTpOwIDFCvQFPozp1TQzPKYKCBLEHacD5amxhMJcNh3nzjR+t7MIWqVXYGQwnStjS65Wii9dFHRPi7v/u7Vh0wxdf0OPIw856dXNlZ3f431rh28iUFl87dWBEG5bZlLPIThm0bzw5j0FwCRI4kNZQcZsrO8gs5wXmUm8tY7Tw7KkTg13yvQdmREWZc4cuSqckwlAPYsQ9hbBvgx5lLUZ5TxCapG3zZ+g651rMTr+wMBgVlxwayE2eOtVCwZjJTdiJFUskYQEHZyTAciOgyFoBZGUuPIdmgNpiyDsF7ojcOgSfx5mIAwHAN+jBvlytVAenbudO0A9nxxH3ANBBB4gHAZhaQrDLOoA5CaVAE2YE/7jdbKDtE5MiOOdj4PCktxqb6e7ZE0OBQqCciIUxxnuiNjZ97p5PGMlYyznB4yLGhl1Rl1vdiKqYY1OyuxJOg/Q9v5Gb7o4moLYgxKPd49FDv2VldGUv7zqdlZIflZaxYsuOIiW5jUA5lrCVkx6ae7MjlJy/OGayPRqc0Axrq1blBucX5k4FBKlFbxrJE0ETgtPwiFpSdupERE69i8A5kZ2pSR3YmY1i5PIQxgAeyU2VQTkRjpkgRUji6N9+NNVN22q0DOJMn4wzp1OSlTi5ilZ0EZKd5MGCsZ4cxBoGZQXmgRGujbBFSMKfs6DFUZHoyMOsqspuboEH7rKESRiPoQxyiA1kDAM7cd5Cm8a+f+gGuQ0wBxJXwrLbgikMTVU4IrwKTJo7s+CGpm3J5BcME4myafYFCGOhp9b7S/jhMMHHdqBW1dGsIjDOYuY88Nu43yu0A04abL7G5gfFQ5M+vg1nbAy0OYVDjHwoK66GD08ce2XnCE54Q/Qb33Xdf9Gt6xCEoOLlnx/+waYWWncyTF77EqBLIUOzICLLuDj5O2VlSxkr9QL0WZAeYkaJAkuqQKzstLl4EgpS8VtkJJvJWCcqcg6O+9Xyq3eeN6caakZ0JSI9AWkPLpLVBWXAGOxhWGJQ1do+WK2oBnDMkSlQYlDVUItoxSw/GGLjkXtlx32U3ZWeKsTHOdtVBpXZkx2A81VCCd1J2ZChjRSZjBwRlh00mMCf8WPTrAThlBxKjUbcLFiOfVzTuQHYgoZCBwyL2G9Da+YymRC2G0DgwmQExCtR0AiMYxk3dUWF7/A2PzJrLQ0IYaF29r7Kc7GiAsmqyoy2YZPlzAwJ5UTRqVHawcRjTNYXNJWQnVWsADiGhavIWlJ2Ng1PgcfGBkqtG62+VMYZbbrkl+g3OPvvs6Nf0iMO8ZydURFY5+Vx7MrLMsxPITnh+W9ionB33HstGRsQoO8XnBZJUhywz4Lz9rKQmZSf4b9qsxDmDBKttPZ+aKTjjSwlpEcLv76lJ81KUkUmuIrXZJqsGCwblSWogBcsDLpeBwXlaFg3KxpGdSDDBkGUG1kxB4FAtj4EATQrWHMJEWwwFB4u+1Lok26mxGKcGQjAMIs2ygCM746mOnnmWbwMTEExCTDeQdixj0XAEwxXW1uLfHwBgJyACptP4MlhGAgNsghGP/gayzIIPJaaWsLvlIUQ8g9URF+bJBFkiMbXjpU813icjdPNzBTfQunpf5WSHZWCUgrD4nRrjvErzZCeQl4Q1G5SxcQjZ3sFSZSf1RDrR1eQt8eXkjcPtRvAcabT+9Z111lmd3qDr63q0h7HVOTur9Exlxoe7LTEQMzBILpE1dBxUgWwKMA5q1fXCwPjykRFFz04bWF4oYzUgywykEu0SnMmlotYpO6GNvM0PkXMGweoNylOTYiAGUSKEYLMylp24k7CR7buxBGewajGfaDzVkKJ96zljLudkIVRwqpF0IDtccKRpIDtJ9NgUYxXITDAxFgPOoTqUoIT37EymGpyxTmUsIRg2JxoTHZeMXYQbVpnCdCU7yRAZTzpl7ABO2dFGQafxUvOUBBJkuToUgywzYJIjjZC4Hdlpr+yw6RhmoDC17cNIZdpAdsiAc4ssW6bsZEBNR5YJyo5dVHaGfIiBUo0GZWwchlkbLSU7mXW/KZVtVD7OOINIBA4feoyRna5JyH2C8pFHKGOFC0u4TtkVdmO1LWMBgOIyWtkhm4HxdidTItdds8ygbL1CE7w4S9fNy1hLlJ3UQCXtL55S8lplJ5yQ2oyLEIyBU33OjiM7cRdEnis701zZyeTyWWL56zmDkclC8vTEqxltSROYywWpUnaSgUTsbT0TDDo1IDuFhYwmO5okrPfsKMZyA3UMOBzZGadxxK+IgRJO2TGTpRlXdUhYApVmncmOUUOAcSRtDtIKMJrAWIVsGt+VkxJznpAOZCfNDLhkmEacBw1LYWK8RZMxTJJgapdHVuSenUk1OQAA+JvELK1RdvxnUXDKThW070LTC2WsDYzELgyUqC9jkQU2DsGu7cLENpMd7W9Mkmn9wG+RCGw81shOj+2LUK4SLJAd97+rTNkJ5GVZzg7BJdAGJagtyGbgPGl1TSMAjKvl3Vi+jNXasxMMylmzsmO0hWx5l845g5C8tvU8mI3b/BAZBwRYg7IzjSY74QI60VPYsTthazFobZERzIcxFpSdTFsYS76M1W4dBlat7KTOsxN7mWWCI0udQdmQiiYr2jrPTmosJGP5CIoYzJQdE52eHLA2kJikBmM9iYoUKK1hFRgBuiPZyXz7umyYx9QImsJSknvdYpASkDAN1kI5Kb0lEdLMOu9WhLJjkCJL26m2AICpSxyfmhZkJ1d26skOgzv3ZFn18VZWdqr3ic4seI1nZyTWkCiOaV2C8ngMZi2wa325sjM1EKTBx/WfRw4kJuM4/+aRQk92dgBm4yLcv8NplVaq7Hiys6xriADJJHRkN5b1yk7bcwznydIyVlfPzjJlR/sJ1m02lTMGITh0zcklmI3b5OwIxsBBta3naQdlhxW6sazvLLFq0NqPFJQdKiRPj0O7OIsrYyUVZCedOmUnnuw4zw7ZKQyp6JZtTRIg44aAEjopOxIME22wOdWQolsn066hHwaqJ+AdlZ1dvixjVHw3FwBon1Gk0O2ixewUlgadhkJmZJEwW6ti1CF4UpQSrZUdbTUsDEhLZG0DWadjR3bsZClBCjc8YlyvhIA82alRdlIKyo4GqyGfqbbgFZ6dQHYGUtSXsTbctrHdezA2zd6iLNWOAG/Wk50TzjwBP/Xc/69xnUcLPdnZAZhvPc+VnRXGHEWVsYTMyVFbkM3AWMuTOXllZ1mCcscyFi3pxtLaQijeipgxDggplio7bQ3KnJqUnTQPkWsLBg7FZamMZZP2hImxxZligbAI3j6qnzHmyljTxQTlLp4dxjnSVDtlpwNJEH7MwsRocKqO3l+GhDOMtcUk1Z2VnT27ZsqboI7Kju/ssbIb2cn8/msKw2sCowksksYU8TqkREiYiS5jhUGXg6Q92QmlKDIK07Yq1GTiJoCDkNEyRdiAMwKfjuu7+3KyU6/sSACcUV7ymkeqDYSsNiiviTUkStQblDdcto7YfTymdgLTMGw5mxooboHNevI22DXAcScd/U4soCc7OwK1np0j0I21LGeHACiuupGdtp4duNyU5Z6dFCxJQC1DWtoalHVEGYvBl7GWGJTbrMYYA0d9zk4Xzw7IpexOzTRvH7cyMrxNJaAsA/m04UBYnKF6awbloOzEtn5zwZAFz06LDr95CE8MpsYAljDoYC5OOMdYmy2VsfasJQCz0KShOrSeA8BIu+NfR36vAdrPiVJL8mHqwGgKYgMYbaN9hKklJEC0QXnq1cWBFK3LWLnJ2MjmbqXSBk4Bn0ydLTkf6cxCcLjOvqz6ucyTnTSr78aSnIHA8+cubFJmISvIzthsYOjLWPXKjiM7av14AMCkQd3JptplrzYoO8Bqr0NbQU92dgDsXOt5uJk+ImWspWkFBHmEDcoAgbUoY9F0ChahUlguAM6XlrGMP5m0AWcAl6zBoNzeswM4UtRUxkoiyQ6BPNlxredsMIhL8IMjOwByk3IgLJxFKDtws3zG8wnKUw016FAC8gZla6YwHRQRlbgL2NRYMEOdMnIGnGGaGedj61AGA4C1oQKE2ye7O457GPk25q5kJyMORhZCdzSaerIDzHwrbeGUHYonO0HZUYsX/dr38mSOdISyk6Vg3guVLvEVWWMhAumd1JCIgrJTVRbLAxKZbFR21BzZISKMzSbWxC4owXPrwwI2DoGExGB0HAA0+nay1LgxLw2eHcY6RVQdEfRkJxLGGFx33XV4xjOegS996UtHe3MAzJKSxaNRxmoxu0rxbmUsMNlm3BSAtt1YKXiStDcbMgamkhbKjpOJW7UIMebKWA3KDgPQdvSPCxVsMih3SNkVSV7G4sNhtD+G5DzZcd+9FO2ziBhzoxEWlJ3UIEk6eHa4z9mxaZ64HYPhIJAdAhnqpMyMhJh14HRUdgaKg3myc8La7m5rBJVg0NGgrBmkTfM5ULFgNAV8knNMKcsSISNCwll0GSt0Gw0TURvCOY+8o8pITCKUHe6PlWXDj4330rg3q/48waBsjICtICSaCJIxuJjEGrKTWSjFS12bqZ3CwmIk1iAbyA7b3ADWdmEkXempiezocCOyebiW0TC22q7graAnOxF44IEHcNVVV+Guu+7CtOZgPRqw4YLJymWsVebstC1jAa6MFW9QTgGmWl0cKXh2liYouzJW68sMEXiSLDcoawvRcu4TY+5CVxsqaKwP8GtpCKaGBGVfxqIIakDkyM5ET2EnY/Bh/AXRBK+T9+0EwhKjZuSenQLZISKkU42kg7ITcnbITKEjxmcEKOXJjiUIoDVpK2Io+WwoY8Qg0yIGSuTKzvqwm7Iz1F75HXV7vdEGkrJ8NEIUiABKwaUnOxEdWbMAPR5tUE51UHZEa2Vn5tmRyBrGKZTfaAqRBLKzTNkhf5MEoI440ozsmIpt0EQQcMpOVRmLiJBpu6DsbPq5WCOx5h6r+3yTTWC0CyPhRnMsU3ZkIsGMceW8CjDGts2MzJ7sRGBzcxP/+T//Z7zmNa852ptSwtN/4kScd9bJ+b9nys5qy1iSiVbXZMlFd2WnbSwLl/mIiTo4ZWfQ+tJPANggWWpQDndobbJoeAvPjoq4EAqwRs9OwiPIHdyxUixj8eEoOtMmeHys78gae8/O/NTlxu0AoKTwbevu8xltQeQ6aqKlHcFgDTmDcsyso7A9fABDDJpYq065KqwpAavLgZ+xEIKD+7lLg8iRFwFJBqSSQUR8H0XozEKSAet0g5c5j4pXHOuM+lVIC2Snq7IzkjxfZxmmZgqAAUY2h+4FGA1mDMRgzW9vi/NG8H7VlLEYZSBy4apGV5exZEMZK5AYJUUpZyeQljWxC1JwGEvVist4ExitQbEEHALjhqydbKqh1vwx2WBS3iZcZ/uTnel0ire//e14+tOfjt/+7d9u9fx3vvOdeOELX4hzzjkHz3nOc/Abv/EbuPvuu7e8LU984hPxlKc8ZcvrrBonHzfCWU88If/3kTAoZzaD5GrpNYcIkFx18OxoT3balj1kq9lYMZ4dAOAqgV2Ss6O1q7232lTmVIamUMG2oxkAN5CyzrMzNdNoz47gDIpvrYxlfUtz6MiaZtZ3L8XNs0r8xTioO1loH+6Ss+MGWoHsFFmL0usiBFLv9emYpYeRECB/werq2QEAId1vKelIdlRmkSoGEt1ycnRqIJjppOwERaaLshMUTMVFdM5O6tWNRMQZlAdiACUaQvdKb+I+mxi6kk+2TNnRFiJ0Fk7rlZ0wyauqjGUKZSxWQXZCeSoR5ZydQHaCslN8bgme7DDGMBJrtcqO0RbWUIHs1KQoozcot8Ltt9+Oyy67DB/84AeRLbkAAcBkMsHVV1+N66+/Hm984xvx5S9/Gddddx2+/e1v44orrsAdd9zxKGz10UFRKpyNi1jd+tpqKN4uydZ5duKnnhNT/iLVDObvbJaRnVjPDhG57q0WOTtM8FbEjOVkp771XPH2Lr7g2an6TKGMFVNyESKQnRR2HMpYcQeOVf7knJMd48ovEQdg8OwAyIeBhhC6LrOxwBmEcPtc2w4DLBnDBK48ETvxPEBxBvJ32utr3TJyAEAoX5LpSnZST3ZYt9ZxnRkoZusv0E0IZMeXBWM8O4GkJEI6L0tEOGCqDRLFkbDFsQm1r7ETDMXAdSu1KWP58wRPRuDgyz07xkJIfyw2dGORj+CoLmMBksEpOxW5R5m/EVKSwxTJjp/dNeDD3H/WRHYANJKdzPvy1G4/ib6O7DC2bZSdoz93vQaf+MQncO211+JNb3oThsMh3vKWtyx9zTve8Q587Wtfw+/8zu/gRS96EQDgKU95Ct7xjnfgkksuwa//+q/j4x//OIQP+Dp48CAeeOCBxjVHoxFOOeWUrX+gRxHhUrfacREakstW55vOBmVI8BZqAOcAmIRdMn+L0tR1F7UGc+RoiUHZaOsyb9oQMzAI4b4Lay34XMkq9WUsapl3HUZSWgKKnldLFpnNoCLLWJwzKDZTduTxJ0SfnEIZKwQLpp7sxCzj9pPbN6HtNyg7MpI4AS5BWQYlo2PL9oScGsFbzWtbRMJYfnd+/Ho3ogIAXGlYYhCs2+laZRpjybB3T9cylkEi4DJlIhGUHcYTR/o7KDtJyN+iFGDtPGVpZpFIgYQxGDhFZFkMQmpTJHyARAmkdQnDpRf4m6JkgEQPWhmU1a4EJESuCi2AdK7smFqDMneEqEHZUUJgo/CbmZoxBnwIzngekJlVKcSTTWAYyE79fKwQECnXfYZOTRmLse2j7GxbsnPaaafh5ptvxuMf/3jcdNNNS58/Ho9x4403QimFyy+/vPTYGWecgYsuugi33XYbbr31Vjz/+c8HANx888249tprG9f96Z/+abz//e/v+jGOCtgRUHYym0EJCdSUUGZvHhKUI6eekwsVbGNfYYyBIFopO3LvXrQtpwRlZ+lsrMx5dtooO9wrO4DzKySD8gfMlZ2WCK/OyEIUzOKpD1hMeKSywxgkU5jqUMaKvygbMafspF7ZiQDngPSkIpCdoIapSOIEuGNEeq+LlN26kFJy+6KzssMYSBOEYDh+d3eyI5WFpnbm/SqIVCNNWO3gyGXQqYEU2JKyAzaATOrLuVUIXhvpE5wZTSunfFe+Vhskkue/rawt2REDJLIhh6b0ggLZsYP2refJoN7QC9eoASD3exWhw+dgEqxi0vrMs8OhC7+aiZ1g4DviQmxGpY9wvAkqKDuH9aHK7QxzztTaAJQMGrN2totBeduSnXPPPTfq+bfffjs2NzdxzjnnYNeuxcTG888/H7fddhtuueWWnOy8/OUvx8tf/vJVbO62wpEKFVQtcnAYGESXnB3jlJ02J3R3/nJx/kRU+5rYnB0i+DLWsjs0AyZaxtEwBsZnJ5dk7pqXWUISYVAOZtnMEoYFPjENZEckredaAc6zI5lyZax06gzdsccNY44kegPrNDMulyZimaKyE/wSWypjCZ6TnSTp1oU0hSc7HRVSzhjgzexdcnoC1MB2MlkHiDRDqjgQ6XsJMJl1pY9Oyo7PrmEJpBJRZCfzmTIslO8iTMppZpEop+wATiUaLvmZZTbFgCeYtlZ2/HkiSaDSZCnZcQZlDqgELEurfx6UAbypjOUNylAALRKR3LMjeSn9eGonGPpU8JmyM7c+WWA8zstYAz7EQ7a68pH/NgcCWNsFtrlR+XkYto9BeduSnVgEP85pp51W+fjpp59eet7RRNsSSFuEi4RTECyCksEYWoffLYMhA8UlGOeNmSFCMEihkJFu/d5kDQALcAkpm9cHvNnTqwmCG/AaUy5lKeRwCM7b5ZwwDohBAj0Z5/t0fqYSEcEYgpACUizfViFmQyTJ0sI+0URIBAfjrNU2hrtTYqy0lvE19KFMXHJxy1wXKTkSnmBipqA0hRgNo14PAJxz5/VJU5fcqi2GiSh9Jr5wjM59Lsn8SRzQfj9Z35U1HKnW+ydgz/oAh7yxd9faWqecGytGgHH7vGtODryy0/n1ALjUYFYurLFsnwawNEOaMDCknbZDZwZqKMDSCXjk67n3lQiZQCUCJrOttyEDIWEsNzcLloLavlZbDBTHwP9GDKel75tSipEcIlEC2izfTtLejzQcYjBOoJE1vsYaglQCLBkA2bRyXzJowCtZZBe32cCNIWGQYEYvPB5ucIdKQGsNzp3KmXqyIwTDwN88WCqvT+MpAALbtQtMMIzkCFM7qfxMJjMAAwZDCaztBsYblZ9HSA5jbfRsuiOBHUN2HnzwQQDA3r17Kx/fs2dP6XlHEyecsKuzJF0HArBrbSYbMAaMRgmOP341c0mYJIwGQwxJYn29/k55NEowWBvBkG793jpzcuxwtAu7dw0a1weAXWtjrO3ahcMA9u5JIJPq92E6w2jPLgyHydI1AWA4UBju3oXN/Q9hzx73/PC/AcGYt7ZrAEr40nV3b2RY98Mc19YGC/uEOMOuocJwaFpu4yFAa6ytD3H87pmkfwD7AQAn7t2Le0ZZq7UAYH1TwyS7kNkMlE6x67h1DEft9le+TcNNqLUREmZw/PG7YMGway3BcKQW1ikeo0WkdhaKqRKF44/fhYF6BABw8snrGA4X12rC6acSvn2Hu/s88cTjwWUHdedhR3ZGg7j3LoKMm6PW9fUAXOu5rd+Gun0acFinSNc41hRFb4e1BKMthmsJWDqNfr0xFoYlWN+zC8O1BCC0X2M8xlAK7F7fi2w/sDYk8F3tXmuIsL6W4PjdI+DBRyCHCdbXmktgBhqJGGBtKLE50Uu3MxOEMYD1E4/D2uERLG9+DVnC2loCPhpCwGBU8dzskAETu8A4g5JiYT1zP2HXMIGiEaxePGeoB53HZn13Anpkil3rIwjGoFmK3YPdWF8fwfhiuErK53I7PYzDANZOPB5yfYS9m+uYPlL9nXMwJAOJPXvWsLG+G0xPsVbxvEMTA6LF8+jRwI4hO2M/10epark38eWM8LyuePWrX42DBw8CAP7wD/8Qe/bswX/9r/8VJ5xwwpJXzrB//8YRUXY2Nqe5IZIBOLwxxcMPN88taYuNyQTMMownGQ4dqt+H00kGPrVIddb6vXXq9ufGpsFknDauDwCTSYbDG+5C9vDDB1CXgq/HE6SWYdxiTQAYTzJocGSbExw8OMaePSMcPDguGQXHm+5OdTLNMLF86brjzRSb/m5r/0OHoeY8O5upxl4pMBk379eAbJIBEnjokQ0MCyWBBx4+AACYblpMlnxHRUynKab+85nJFNOI/RUwnqQglWDzkUN4+OENHN6cYvdagvHmbB0uOHatDUrHaBGbm9O8PfuhhzfwsP8PAA5vTFrvnwDFKS9jbWxagMX/7idWQkJjY4NFvXcRpC0YX36cNMGyDFaLhTWW7dN8G8ZjmJMkDo03orcjeDPAOWg8jn69mGxAMOVex4DJZvtj6/A0gwRweMNiAGC8cQi2wqdShfFEY+9agmzs1JcDGxMct8RvONETDHiCCWfYbPEbogOHADAcmmhwkthMm/ePzgy0MbBCwW6MoSueq/QUhHUIwbC5MS2tR0TILMGkGikAYRf35cHDvtToS2APH9zEgHNspJvYzffi0KExphP3nR48NCmv/6C7YdokAXZoDGQCmU3xyMHDEHMDoA8fnEAm7pgkNQAOHa787JNpBmtp4Ty6VXS5id8xZGfk00HrWtRTX18ddUwRDbjuuuu29HogdOasuJBJzgBn8h80g9a2NswuFqnOIJiENVR4j4rNIDdSIrO69Xtnvg0zswLWonF9wM1z0sbXndMU4NXvY9MUJJW7O11mrIZ7X5IKNk3zH6Yx5X04nbjjy8KVuJetay0hNPNMJ4v7JDUWAgza2lbbGMZKTFIDPZittekTWTmJvNTWBgwMMALMEqA1SCZLv+N5GENgyQBmPIHWFpPU4IR1Prff3baWj9EZyAKWEQRnGE/dfppONaTiMIZgWu6f4ieTiYElBmN4+3kcBaSkkMDgyaeeFPneM9iMICXr/HoAIJ6BtKxYo3mfBrDJGCbZBW2m0dsRLow8kYDRMNMMkO0vG9ykICSu9KsEsoPtt2FqCAoMxrpcGYrY/jRz86F8+gAmevnxk5qpMygLZ1Be+l7eE0gWUBjgEfNI7WuInELGOAepBJhOYSueqyiDJQUuObLMlNYz5LLROQEWEoKyhfcLxuoQVJpq57eamDESNoQxlDdWTNPy+tjYAAdgkxFgCMp3vo2zSZ6onL/PVEMq4X77gxHw4L9Wfh6yBKLF8+jRwNEvpK0IJ510EgDgwIEDlY8HNebkk0+ufHynwbX8rW69kLOzbEnGCIJJGDKwLXMxyJtrtRVoU9rlvhsLAKih/dymKXhU6/nycRH5D5ahdedYyA7SFaZHZ1Bmrb284Zqt51x/waCs+CCq9VxwBkYKKowUGLRPnM5BBD4cLuTsRFETHzWUKDHrxkqNS0/uCKUsjJWIcmwXkJKCQoa1Qfd7wlDG2gosy2B0xzWI3IV1kCxtja5C6IiTIy+fRnZkMUrzIaBSxXZj2dxgTCwB0H77Q6ggZwwSaJWi7FrPE5+z07L13HccKN5sUM6HNQsOKOfZqQRlAFMQgi90Y4XcnNCNVZeg7IJCfVNEuDmyEwxDN5b31iwYlMe+zdwblMPzqyafG104rgej+kRohlLez9HEjiE7Z599NgDgnnvuqXw8JCifddZZj9o2HU24i8dqE5RdN1bzmgwslzy1bXdiIz/jxZJol13DGKxPxa1rPyetAWPA59ufmrYDAJRqzNkJHRLEWKtxEYzNogCqggUza6FizMD56+bJjjt5Stauoy1AcA5mZU522CBBbKggMUeS8m6s1CBJ4k4tjDEYSxgonk+czjI768TqcCgLaWFMd6KSQSLpGMQXQLowD6nrGiyDzWS333OWgoFgkyQ66BOYhQDKkf8dxaYo0zTPOZKJiJ6NlccyMBU1HyvNXOs54FSONvOxMoprPWcFspPwBFkDmQzERUgGJEltzo4LFZTgki90Y4UbHMmYC2CFBai8P7WxkIIjTAYxIFiySO0UA9+NxRiDFGxRaRlvugwg5b6v0KqeD0gtvk9qXP4VABo1k53t0nq+Y8jOhRdeiLW1Ndx5553Y3FwMQvrqV78KAHnb+U5D1QG12tZzA8mXXzi4b2V2r2l3cg2ERZNo3Xpug7JT0+Ju/cmEJUnr66TgDJCqMUG5pOy03NbQQVJ1V5uHCrbcyFnr+Xw5LIVgIjp4TgpXxsqVnWQQ3ypKAB8MQZ7spNo6ZSeq9dwdwwMl8vTarHhCjdwkwCk7odzZBSkkVEVKbQzIEvgW1CkA0Cxzwym7eB68EkOD5aF3VTBhqGsw93ZRdnx3kVQCJjOtL36Zda3ngFN2qgZfVoGIkGqbt/snjCGtmScXYMjAkMGAJ3mo4NLtTNMC2Wnev6EszgVvJDtFZWeR7Lj/nSUoY0HdyYyFLHY2EuVkJZAXAH7y+dznC+nJ/rWBHFWSncxAhhuR4cjFElQo+QwM1E89Xy1GoxGuvPJKpGmKj370o6XH7r77bnzxi1/EmWeeiYsvvvgobeGji1XHdDtlR7Zak3tlp22KsvVkx1jRegSDJfdjr1V2PGFhSdI66EFwBisVSGtQzckxEBZi7YY7MjaboVVVs44NFQzP1AvKjp94ThSdswPikKZ7GYsAsOEAdjI3LiICjDNYT3ZmoYJmS8qOUhbWdicaGQSSiNJJFYy25ajrLmsgBbUdTjmPQE4GA2QdQgXD8S7WRuX12oLSmbLjCXBVfkwVQs4OALdGy+0PwXq5ssPYUmUnqDJB2SECzLKLdDopKzuU1hIk65mKkA1lLLJgMCCmICRf8MCUlJ3cbls+x2pNUILnERVFsjMUM7+qknyBPLPJRp6eDBSUHbP4nZvM5jciGK65XPeKQbGMrTbJfyvYMWQHAK655hqcd955+NM//VN8+tOfxmQywR133IHXv/71GA6H+JM/+ZN8VMROw/zhxLDag6x1qCBjEP6H2JbsBMJiSbSbJM4YDDV7dqwvRfGIUEHBOYxXr6jG6B4IC6F9GYuIeb/CXA3eEiwhKlSQ+RPeomfHDTF0f44oYwkOKig7ceM1PIjAB0PY6dTdVacdZmPB3RgmiUBaGASqtqDsJMpiKz0YGQkkyBZKBW0RTKnoOG0ccIqDhQFMy6C7eQRlJxk1llnqoDPjMo7W/EUwMljQeXZmZayw5jIQUYnsUEQZKyiDQdlRnC317KRFsuNft3QYaJo6lQazIa11hNL4705IDkqSmgTl8H6+jDVHRkIispt67s7F82rXrIzl9puhGVmZV3ayijJW8OsAgGIKDAyTGmUn9+wMPYmqKGUxxnrPThucddZZOOuss/DmN78ZAPDRj340/1vVCInhcIi/+Iu/wCtf+Ur82Z/9GS644AK88pWvxJOf/GR87GMf25YTy48UVu/Z0RBcLFUNGFDw7LQtYznCkpm2ZSwGY0NQX42y4zu8WE0UQRWEYIXRB9WlrEBYNFFLssNgyUJKsWBQDqUoNwi07VY6iXrRs5MiCcpO26XgymyMZMmgHAtC8OxMkGkLAjBQouW0r7Ad7qQ4kLw0G2tmUI4/loWw0HoLyg5xV8ZqWT6ZRygT2C3ETITf0FaVHT4YdjMop/4OPhwXS0apLKBIdvx3aVp8Duv/66LsBFKY+Itxm2GggQgOeJIrQkuHgRYNyv4z1pmUQ9eTK2MNqstY4caNiZoy1pxBufia8DkC2Sm8ZlJRxlKCLw4CHW8Co1lLN2MMAz6sL2OpQhkLqCE7fYJyK9x5553RrxkMBrjmmmtwzTXXHIEteiyBrbQbK7MZBOTSMhNjAEdcGcuRHQ5LDG2qH5wzGApkp/o9gjLDlAKh3XYIzmFEUHaa79AmmcGJSQsPE3PfQ5WyEwYdqghlBwAkZwuenVkZK675iDEGRhwqxKkkg3he4T07djLNiUr0eATmPGauG8sTytRgsKf7KUoIg0nWneykYEiQOdNoy5lMRWT+WLFbKGPlSoHdmrLDhmvIzP3RL3feDA4ICWI8muwwSoHQjeWVnayFSTmUnUKJl1gC3pJ0BlKYSK/sMIbDSzpDUz+KoqzstCA7e493r/PKTh2hnBmUHdlhOnOl8sJvn3niQpCujLXRYFAmr+yUJmA55VnJchnLmlDGKig7skbZOfFxpT8NxXChjGUt5WnQ7knNyk5fxupxROFqpavLNdBWu06fJXepjAMyV3Zakh3SYNzliLQuY1mAMdmg7PgyVoyywwHj75jstPqkFcpY7ZUdd3KQqlnZaXs6IP/8Rc/ONPfsREk7fiOH3sjLBh1mY8F5diidYjJ1+32geNQ6nDGQBQaJmM3GKpaxunRjcdO9ZRtARgyKaaCjSTlXBgTr3CyQhuN7i8oOG3QvY0kl3IE8qB9gWQmyYMgWlJ02HVlBiUm2ouzIoOws78bKPTt8kCtCS8llqYy1TNkpGJR9txMWbqiCslPdjRUsPBJFZaeqjMXAGQPHzLPDwHL1CQCUYDXKTjlPp0rZMaFDb6GMtdgY5BoPFv58VNCTnR0KhtXm7GRWgzOBZdd3BgbOYj07juxoa1uVsRgHjLVgXNV7doKyE+nZybifG1PTLaG1dTOpWu7bcGcjJUeWVd+pubvXlguS696qKmMNxMBNRoslOwQMLXdG4whyWHg5+GAIEGE69nfIsYNAGWDJlgzKWWa3lLMjuIHeAtnRBCiv7HRBuHNmYrlBtnYNfxEmK5Z7SKownYCkQiKHnciOKZYrkoFrt26LfOK5+w0Gj4dpoVClBRUDiPTsBGUndGPx5d1YQZEZiCRXhJaSy2zqzMYokp1lyg7LCdICcaQZ2RGCLaRiz8pYbn8AMzUo3yRj80GfkjEYECZ2jAEfls6tssKgjMkmaFAO3R3w4YJnJzeth+Ni0FzGapu3dqTRk50dgvlzacgtWQUsWRgyEFjeLcUY4g3KlIExCWupZTs3gzYExmXeybWwZmg9l6r1RVcJjowtK2NZZzJst6RrPSd3clmowdvyCb0tXBmrvAVpsRsrUtohAAPDQYns1MVHRLnXJ91wd3fRref+fRNZIDu+9byr94xzjSzrdoqzRDBgUNCdPTtpTnb4gqG8LfIylhHLPSSVG5ECgwEUHyCjLHpf5p4dwHtN2pOdQE6CshPyhtp4dsL+Spj//mKUnays7Ci23KA8U3aSCGVnCiq0ngP1ZKes7Hj/09w5hnmDsitjiUrPjoCPvKhVdigfuyIYg/YG5WInFuA9O/PH02QCDMvl2kFFGSsPmgzHhRBuP9SUsXplp8eRxQpb/kI5ircpY4Hlnp0YgzLjEsa2L2NZS07ZqfPs6KJnpx2EYMh8Ca62jJUZSMUj9q0jnaKJ7ER4dgju5K3n7pbS3KDceqnZmgQMLYPp2PnEOYPxA8rSw57sJAIUsRJnrjttkPD8YhVazy1Rp8G5nBvojmQn90dsgexk/nPwFSg7iiWdlB2WToBkmHdSxrafl7puIsnOvLLDGIOQ7VKUc89OMWenIkSv8rX+d6YKZMeiOXcsJZ9TxWWu7Cx4WhZeNCtjKa/sZDVlLGssuGDuOM6VnbnvoqDscMEWu7GIci8OalrPs6A8wzUBhjJW0ZwM+G6sYmu71mBGA4Py84Z8iOncZ8qDJouq63AEVqfs9J6dHkcSqzzIgkIjIAo/tvr3jTYokwFjCsa2y4jhnLkyFpO1ZayiQbktpOBIQ1hhjbLjyljtRyFw3xVXRXbCCV3yiLsfcs+f9+ykNkMiVHTOTlh0YAAju5WMRgOJTd8dl45950eksgM40jUoGJQzPy7CWmo1mmMenGlozTuFmuUlRujOZaxc2ZGsu7LjbxiUSLorO0mChDWXWepQCo+rbZmuBvOmXyp4RaRaVCyqkHoyL/MEZb9GC7KWaotE8pwgB8LURDhTm+aeFs5dwnAjubQGTGd5N1YI9Kz17GibD2zOlZ3aMpZwBmVtS0qcIZqpwIyDICpbz0tlLN+NNU92lJxTdvI8pvky1mjRs5POeXbC66rIDnplp8cRBkN3U+Q8wgmXQbZqPY8NFSSbgXHhO4laKDvcDVZkvN6gbLMMYAxMytZShRQMmf9J1Ck7eRmr5QU0hOUJUZGb0aGM5QzKi56dzLhxHs6fHFnGIkBpBtNxhtPaQOJg5vN/Ju4ELni77zIgPDdRzptijHVep0R4EhzJ4IjAoKGN6DRtOaTVKrYFZadQxuqs7FAor6hunh3fHj1THjqQnbyMNeyk7ITZWIDz7bRRdrSPUAj6xcyj0oLsZAaqcCy3ITuZn4sVkMglZcOgyhTG0SimkNUcK0YTeBgbklQblBnK3VhEKJ1ndJHsAKiajxUMygDcgGEiX8aqUnaKZMcTlaoy1oJnx/uPksLN0WhUbVBmq03y3wp6srNDsUplRxeUneWeHQYQAwOLLmO1ZSWcubucxjJWmoEp5WrGrVZ1BuUpBYNyTc6Ol4nb/oBDuKOcv5MCoL1pMipzjqpbz1ObIeHK3wnGfe8EQmIIpuMMp90jhQMT956ZNyhzP38nbjuQj4sIwYLKlwzjo2q0G0JoxMJAxTbIVTcQWOduLOO2mzVfaBu3wysOAyU7KjuO7IQLeWwZy2R2ZkSNVnb8fisoO6KtsuNHReQkN1rZmV2IQ/t6FNlRS+Zjhf1QJDu8fv6YNQVlJ1mm7MicGBWJukb5XOFM2+X3c+MiZsqOJvgyVjk/S8m5nJ1c2ZkjO3yI1E5LJuMQNFlKkK9Tdnqy0+NIY7XKjvsRMuLLPTvMvbviMmIQqAZj7b01nHllZ0nrOZNxnUVSMGQEMCnrE5QzAykjZln5nB1RlYjqF+GsfQfVzLOzaFBO8pydWBUEUBrIchIXd9w4Zcf9fz2ZQHAGQ8iNkjEI5tDNTe9V8cpOG+N6Cf7CYfTifm+DvIzF2JYMykq6oMyuZazUplBc+eGUHZSdLAVUkis7MWWskAAtZXfPTqCMAVLyvHW5cbPnVIxQCmtTUkwzkx9HwEzZafoOUkqhCoTAKTsN21mr7NQrwgvKTp1nByInRmHMRNj+sgosUTUuQoqZZ8cQ+Wnuc2Ws+QTlSV0Za3E+VvAtls4zw/oyVu/Z6bFSzHdZMNZitktLhLsVa3gLM60z1imuWk9ZDspO2+uBFO7E75SduqnnWcGv01KF8cSkkexod6fbWtnxdzZNBmVOLIKguEnQC91YNoMSypt5Wy6VrwhITcikS3qNJRaMMaS+O8RMpxgogSwzrWaHzW9JmKm1OXYncek9O7EELpQ7tGmnJMyjmFa7ldbzRHIwbEHZoQwqH07ZXdkJfpSYMlbYb2WDcvvXu+9AlZi8UGIhXLMKmmiWsQNsSdkJBKEpRXle2VHLJp+H2Vaq8JqGc55TdvznERLExcJ8LNco7jKN8s61wndeNiijtoylSt1YhNRO826xADmfsxPKWPMG5YphoKU4goCayefbKUG5Jzs7BPPXAlfGWs3aoYylNcvbOeuQt1pzGZezEzGtm3OGTFtPkOoNyjyJz4wBCEypPKdnHtp7dtqCMTf1V1bEv2eW/FC/dhPUgbBvecmgbMlCW42Ed+vGAgFSW2SSeTNwfOdTSJ4206kLBtQ2uowFICc747E35qotKjtGLAxUbIOVKDveOyK3oOyEMlZnZWc6BQaFMlYM2QneDE8cKFbZKQQKBrRVdtLCXCygqOws3/7MpwgHtDMoT0uz/xLFm5Wd4Lcp5HgplrRTdsLrqspY/jzIxWIZyxC5QMHw9LkylrUEY4vKDkNG1pOdxe9BG5rdJIcy1pxnp6qlXhdLmwG1ZSy20rFFW0FPdnYIqnJ2VlbGMqEkgNJJpArMS6eSy4gE5cx5diK21+St5/UG5U4BeeTb1WvIjskMGGNQLTuXgsImqjw7RJDcy7wR1/J5ZSeQysQPMY1VQQgEqS1S4cMaO0w3sOBgUsJOp0h8FH2bGIF5LJCdJCg7cesEn43pqOzknh222PHSeg2vMKgWs5lq1whlLCW6JSj74DvpDb5phGcnhP/Jjq3njDKEgZUBQlXku1Qg87+NGfw6R4jsOGWnXMZqbD0P54c5ZafOp2jN3E1SMgBbUMl0Ps28TtlpKmMFpUaVPDsaFnbRs+MJUZjfFsInIco3nVXJ0KGMVQSN1nrPTo+jg9W2nrsfsM5YC7LjSJbiMqKMZZxKE7FNOrSe1xqU09yzE/NbI6JGsqO1BTiWKlwBnDEQqNqzE5QdilMuXOv5bK3UeH+LSFwZq/VKDkSAyAw2YaC7qChwo0lYksCmqW8f11H5QWE7crIzKSg7XXJ2PEHRhi8k0baBJgJH6CzcimeHV3qs2iKjDIolrqzSsYxFycARdFZvoK1C3nUzHyrY9rPQorIjlGgVKpgtlLEYCIuG3MrXGouk4BfjjEFgeev5fBmrmex4olK4oZINZaxS6zngSNJ8N1ZJ2XGfvXjsapo3KMvS/ghkJ+/GYqw0BqOIcB7PO7Imk4USFgAkLCg7M7JTWcYajsCyFDBlNWzVSf5bQU92dgCqZMJVGpSDQpPp5Rf5MONIRZSxQHFlLACz1vOGMlYXZQfkUpebyA6x5aQvIJQT6zw7knuf0BaUndS4bXU5O0D8cCyAZwYTQc6z06WMZd1oDpqmSBKXgiwjyn0BwVg6nZQ9O7E5O6xQxurq2ZGMVXa8tEWqDRLJfTmh0xK5l0RJjsx0aT0vz2+qy4GpQj4DqWBQZkSAbrc/3BDQ8m9QqpYGZVsuYwE+WLCVsrN47CnWHOyYUZqbuIEWZCeoMqplGctQizKWWShjFUuw1a3ns30ZQgLznB3MQg4XPTte2QnxCNNxNdnhi2SnuozlXzstqzuhjL8d0JOdHQCquFgeiVBBq0X57qQKfhaK5Kp1GctaX8aKwHAgkWreaFDmEXOx8m2BK2ONNyeVjxtt3XTu1mUsF6pV5dnRZPMyVgy9kKw8fiDcTSY8cQpLB4MyTzUyAWxMsk7KDucAUwkoc8pOmtlO3VhB2ZlOfet5wqP3D4Bc2dlKGUsx5i7WnROUnbIjl1xom7dj1o21NNF3Hta6u23fMeRao9uXscKFsGRQBtqXsqrKWFK0LmPNkx23VnwZC8DS78CVCwvhh/M5NPPQKQisVPZpNCjPKzsVZm83wdwd/znZscvKWDOykys7pTJWtbITfpv5Z5xOZgM9i8/jEhyi7NlJF8tYM7IzZ7ruy1g9VomqOP1VHmSz1vOWoxwIvvW8pbITDMoRm7t3TeHwhGrLWMGzE22OIwJXCvfdf6DyYa0NNBGGSVzacPDsUImkuBN67DiEBWUnjBQQspL4LgMRwDONTBHue3Cj02iG0UDCSgXkZMfEG5SJ8uGNaarBBQPnvKNB2XcQkuhcxnLKTrKlBOVEiS2VsVI7K2Nlc8fPUuQm2tmwyrrQuyrMG5Th55/NX9DqwCjLwwADpHKBnMu+kyqy017ZWSQ7ijd/B6nNkBS2dXkZK3MlrMI2OmWnpoxlbE5g3JMXy1ioKmMVWs/NXDcWMVEaBBq2tzQbK1d2yjd+eRkrfMZJtbITXlsqY+lCqnZATnYWbxJ7g3KPlaHKpxHmR60ChjQ44wBbfrgERUmKiG4s0s5sHLFNe3cPcHDT1is7aeq6qiJbsQkApEI2qQkVzCy0nSkQbdfMczOKiaiWIDmPbq0OMfCBzOZlLJ7AosMgUGPAtEEmGe5+8GCnMtbaQLqOrCzDQHFM9daUndSPigCqyfwyMGQuibZCUWuD/C56K8qOnik7W+rG8mUsosg4ibngO8Uiy1jauPEvgbRGKzuLZaxQ/ljWfp4R5WGAOVjS6rsoTv4OaCpjWbKwMHFlLJ9fVHoPrmqVM6steNFwU2X2LpId/9lLyg7m09arlZ3yuIgaz05uUPbrp9MGsjOYU3bsjADnT/KvTctkp8uN05FCT3Z2ACqD5FaYb6CtgWTtZh2FVsNOOTsR2zRQApOMgUhX3jmEUEFrI39wBBghQFk1UTPGwhCVQsvaLFrbXeHHSbTlF4wh73IK7efZnGcn9vzCvQcjkwwPHDjUIa3YpShrJsF15pSd1CxccJaB4E7ySnI/8dzvs07jIlwJhVcYw9vAmUEZiMkthAo6z84yv0gTQhlLtR1OWdqAObLTkPBbheDNyPd93UynGjDKQFhseQZmnV5VICKv7Mx1/DC1VNkhIk8yyxfjpo447b9fWWw9l81lLBaUneJ7NChn1tByg3KhjMUYAxes5Nkx3jQ/e4Eo5eyE8mCxjEUIN0KLOTvF1zQrO4OcJBMRtK4qYwXVr7r8vx3Qk50dAKJFUylfYeu5thqCy1ZypBuP4Fp2tVmu7BCRT1CO8+wAgPajHaomIZPOwJL4wZgEwECA16hSRlsQi79jCWSn6FcIOTuWEOUpDjeIQS1IC54d6tKmrd1JN5MMU9vNszNMJDSXYDpDogQMoZNCBPgLTWYg/QXLGNvBoOxKKELwzuMiFAMAlc8sil4jbz3fyriILM/ZCWu2Rk52ZgbluFBBU26XHkQqO6hqPV+u7MzmklUpO83bbyyBaLGRosmzkw9bLWyrFDzPral+UYWywxQM6dJohQBr7UwhAxxRmm+CKBiUAYDzWSehJXLhn3NlrCqD8qwbCyBKIZiEYGXyF4hXntc1nSxk7AQUy1jWkMvlqjUoLx4b26SK1ZOdnQCnXpT/5kjHqspYBpILUAvthTHmgq24hK4gIQvwz4nN2QFcWzGAylIWZRl4KGNFMAkiQgoGVXPCokhiEiCrlB3rDMpk228jY6yQCOung+et590GgTJ/h6klQ2rSTtKz4AxGKHCTeT9A92NvkDgTa1HZ6RQqGJSdLZWxtqLsbK2MZclC+wTlBY9Fqw0oe3YUS+JydjJbvqhFlrEYpYuhguE7bejICqSki2cnm1M3App8U6GDqhgqONvfNduZpQvKTlCG9NzxQkSwhsD5nLIz39VGGsXRGkVlJwg8pQRlSLAlZSyiNG8fL22rJ0SmaFAeLBqUgbKyE35LfG7/QiXOsJ32yk6PI4jK1vOgGKwArowlUXH9X4BLUCZILmBazMYKBuMuyo4l74OpaD+3fhBobBmLAKTEIbG47SbccsaG9tHsTqo02K9DGQtw3VjALP4+KDuKS1jEBRQC5TKWSggdrDYAACskhHHKzlbu5hIpkKUmP8F3SXUuena6JiiHMhaDRauDv4AwtT3ZAtkJF82EJ/kFrDHVdx4LZaz60LvK98/mlJ18plMLskNU3Y3VQtnJ/L6u7MZaQjwD2Ynx7MyUnbJnx61Xp+xkFcpO9fyx0HpdMih7M38RDNqVTT24mCk7xt88lDz/c+MiZjk7ofWcgSiD5ItdqYLPKTuTMajRoOy2NZQfF1LkGXPKX0vz+tFAT3Z2AKpMuKvsxnJlrLbKjp8FxSR0TQZOESEnJ9azAwDW17frlB2mFAiRZR0ipCQgKohaICqdlI9KZcd3Y0V4UhgDwnkmnKhSk0FxCc54dNkOAEQYByIY1ka8c/nJSgVhNRLJt9SBkUjuut785+sUdOgvtFX5Rm2g826gcPGJK2WFAEClRD6jKBbF8opSWyljObIjmYrrxtJ21nYOAFy4lN1Wyo4BAy10Y4kWnp1ZenWVsrOE7MylCAc0kZ1AKiuVnbpsoxqDMoAFQhnIdrGMRZVlLF0uYwmWn3OM33ZRHBcBAUDninhILQ+/X6cClQecBsyUHQKscepuRes5AAwqlJ3KkTmDIVjv2elxJFFlUOYrDHNyZSzZSiliPlRQctFq6nkgKq6MFbtdsrRGad0sA1NJdEYLAbBCgFX4jcIPnTqQHVnh2ekSKsjAcil7puzM0l+tjS9jyRAaKYHduxiGSbzKBgAkFaRxZGcLVSwkys2zCntKaxuv7HjPTneDcqEbC8D8wMVlCKQkKDsW8Tcf4QKjeAIltmBQ9hdl2dAtVAWT2dw3laMqDK8KgZTUkZ1Gz051GStK2eng2SkalIMyVLu/debUmQLyYas0T3Z86WfeoLwQzmhQLmPxijJW4eksUB+3vi4OG8XMsyPZorLDmCNF2tiZGpMskiIAUBVkZ8GzE17fl7F6HElU+VIYm90NbBXaat+N1U7ZCbOxTIvW81zZYfHKjrFB2Vl8H9LBsxNnlCUCDJfVZMcEshOf3ZOf5AsXXjf/x6sxLZdirDDrJ/fsuInnQLXKtwyyoOzsWZfYPeoyQBXQXEJaDSUF4unFDEpykKFcuj80zqJzjYJnZysG5bwbC4jO2gnlpkB2gPjfY5YrDjODctTIiHQKUgmCu1sxteAnaYLWpqzsADUznRYRvDXznh3GmJuP1eDZqTMoUzCLN5QU68hOyNmpOofl+5lVeXZq3qtB2ZknlKZC2YFUTk0pbA8j7UzHHs6zM1/Gmm89d48C8F7J2ecWrL6MBbixM8ZSYQhok2fHl7GyZmWnL2P1OKKoTlBe3bRZbQ0EF63u1sNsLMFEK4Ny7tnh8RfY0IhJFe9jfc4OUbyHhbgAL5CdsB9zZaeDQzn37MwrO5GhggSA+/cvdmMlhf0Xu3WhZKcli/J0zENzCUXateV3MuS6/02kC54LF73xRLeeRZaDMoDJyplkbTBLq/UXlI7KjpKi0D0Xtw3hoqmY6m5QLk7l5gq6JqqhCqZqLEDbYaA1yg7gVIGm0mJdGWu2Vv13UVTUilCM+U7LRWhbZVD23qJaslPdeu62f07ZsUHZKXZj+e+lqO4slLGKys5iGQuBGPljUxsqKztgIKSQFQZlwJ2TtLGzAZ5Nnh1qU8YaVIcKVq766KMnOzsAVKHsuFDB1axvyBmU25SxeKmM1ULZKRqUIy+QNrSez70PWQsY4w3K8d1YRsyUHW0s/tdX7nH/3//Q14ZxZR5Cg2eHs8puujowsHwadMmzI8LQ0/hMmqJnJ8bTMY+c7EixpROcUgJUaPvtHiqonO8hUtmxRK6gwFjuOYltPw8TyhM1U3ZifTs52eEJOGcQnDWPMJgDS6el0kRQLtqqO6ZixlRbslOn7AA+TbxR2QlkZ37RUFKs3/4mzw5QHQEQjnlZpezU7e+a1nNgUdnJPTulbiz/XqVSVkU3lg2eHfe3Il+aqY5e2THlIM9Z63n1jaQUc8pOQzeWIQNDut6gDLhgwdaxBI8+erKzA1Dl+WBsdTHd2mrXet6yjGVDGauNsrMFg3K4s5kfBhqGeDKVRHc6uTLWzLMzSQ1++OAGgFkJas/u6julJsiKMlaYjWWsbX8xZ5SfDis9O11CBY0GAWBCblnZkWShxNayNRLJ3cDJkCLbZa2CQTm2jFXyjLBuyk5aKKfkZCfyCM8K3VhhrdpW6MoFprMgQCAvZ7QNFnShgt3IzoyQ1Cg7jd1YBFmRZZUTzyay4/fPfHr3rPRbQXZsBslU6f1m3W8dyli1np1yGcs92T+XgqF7RnaKnYTVZayguvmht5bywNHwXKIMosKgDLi4COfZCWSn+nmzYaApjHaz91jVSXUwrBkXUbnso46e7OwAVAXJrTRUkAw4E628L6F8JlgHg3IkQrv6fBlrRnZUdGCf4AyaCXBrYK3FJDV46KD7AQeFYH1X/IDRqlDBUMaK6aBiYPkJrejZSYKyE/uBAQiTwQoJyZMoT8c8tP8OFZktneESyQFLYP7i0MVo7/wPspNBWRfLKDnZidsv4aJbIjsdlZ2gOCwdYTCP+TIWq74Y18HoqrEALZUdn9w7340FwHfINSs7CyUsoJ2y4y/GYu5cJRuUHU1Zya8DzLqV6j07meuoKoBDgIPXKzvzBmWg0H4e9kcxVLDg2aEKspMfm74MPW9QRlB2ajw7gjs/Ufg+68pYeUv9ND8mKm/OasjOdkFPdnYAbEXSnVN2VrO+sRocvNWsI4ZglGtZxgqhgh0MylyEbqzy+1hPdrj37MSUsbhgEP4CkY6nmGYmv9gGo+GCtN9mXX/yXfDsRA66ZMwRHo6yZyfcVXZTdgysUN7T0Z3sZF5pS8h0K2MFRUU6ZwLLlZ0Oq3n/QxeDcvDWuLj9jmWsQt5LZ7JDGQRzkQKAyx+KMihPJ6ULmPRktI16Z40FWVocC7DFbizAZe005+xUTDxHW2XHBTnOX4xVw3eQFX4/AYy5sSX1np1FZYcxBlmRZRQIS3lcxLyy44+vWs+O+1uReuajJQrKjlyIGk/BK9Q1tz0M2lognTgfoqomRTNlZ7oYR1B6YrVnZ7tIOz3Z2QEgVBuUV5WgrK0BI9Fq1lEgWZJJEKgyOr2InKh0SFDmfFkZy3t2YgL7OIfyZGe6OcE01TnJy9NDo6d5+xNhIfPFkGutjvfshNBGVpqNlRQ9O3FbB2EzWKlcDkvbSfUVyPyJWtr2JtgqJIqDFQ7qLpPrnbTvc3YiQwWzyjJWHAnU2g2jLCZexys72UKHUJSyM3dBnrVGL++mChf5BYOyGixO664Ao9RdjNliF13xd1D53nXKDtp5dub9OsAyz05a8uvkrxE187GIKkMF3fssplRX5ezkZSzv2QnTy2u7sTooO0HB4zVlLMn9b2M6dSS25iQ0KJaxMlvt1wFcKGHv2elxJEG0qAw478xq1tekwcAhFxyDiwh3VMITkWWlrLyM1SFB2ZEdDrLNZawYcyvnDGroTmKTzQnGE421ocR4qvNyCO8YMSwkz1NOA1Fx3VgRnh34RGbG8hNg0bMDdPPsQErIyNbkeQSyoyjWneLht1sKp1wx7kp88cexzf0PXLjOrhjiXzbIcjdHPrYbq3DRlXn3XNQS0JSVs1+iy1hzBuW8NXr5dxzGOSxc2JJkNoaiCRXpyQHLRnjUkZ2ZWXyJsiMWCVYT2dEVyg7QsL+tASO70I0FVKdUV3p2FspY4fgqKzsm9+z4v5VWLndjGUsl9T1k47Ca70EI79lpmHgOzCs7ppbs5GWsbaLkzKMnOzsAVaULzlfXem6sASxvPcWaUJTMmy8SRNqFY/nW0BgIzgAmcmXne/cddGWnAtlxSkf7lU87eRf27N0FAJiOpxinBifsGeKhgxNMpu59YgPuwrsX03xzssOdAte+jMX8/mWlbqyg7MSkMQcoq8FU4uaZbcGgbPw2OGWnwwIhX8VL8VIJpJmNVygLJYFwYo4pZZU9O779vEPr+Wz6dHnd1mtsVdmZIzsyohsrGIgXwuMqxhxUoWouVsAyz05dGautZ6cqpqDJs5NRVhoVEVC7v0PpqUbZWWw9d+/J5mdjFdfKlZ352VgzZUegfOOWd2OFnB1TNigHssNRl7PjSugsndaWsICZQX7m2aknO4yo1fFxNNCTnR2AKgMnX2nOjgYRa+XZCQhTdpd1ZJHVnTJ2AEd2CCIvhf2vv7sbhzZTkP+x8byM1f7in0gB7u/Y0skUk6nGCesD/OvDYzz4sMujqOxEaEBOdkSB7PjynuvGilNjyN/5hotnZout5/HKjiQDNRpCthzxUQcj3cmXm25kJ7xE+f07SAQePDjJM0/aIjfHQuYqXIxJuUR2AH+RjSc74eaAMeaC/SN3iqZsoR06qhsrnStjRSg7uqbFmJKk3cWsQdkRqmMZiwkQeCvPzsJLGYNk9Z4dWafsVB034fNXkZ2KlGprnGm6dJOUe3bcc9lSzw7NdWKhImfHVpId1JHOkrJT32EqmAQHz7uxFkzrAYFYz/l2tovO05OdHYDq2VhsZWqiJgOyPCLYjaKUnVlXVdx2ScFBXtmxRDi4mWE8NblB2Sk78Rd/+It2Op5g4pWdBw+M8aOHNsA46zQbC6hRdlgYBNreoEzku8aKyk4wKCPOkA3A3V1KBcEkzBbIjuVB2cm2RLSD2q8Sgfv3b2KYxAYKrlDZgbuDjk1QnveOdBkGOm+cTUSsZ2cK2qKys2BGVYNWZawwrqMKQi5vPa9UdgAsGxmRaVt7UyZR/R3UlrHq9ndOdqrLWIut57RY+p7z7MwKVUXPTnEQ6HzbefG5hQTlwvtkSywCpW6spL6MxRjzw0Cn0EuUHQDb1rfTk50dgOrZWKsbBGqsAVlWecdUBxml7ASjXdx2CcFAJAAy+P59B3HKibuwOc3mPDsdLv7+RDTdnCL1snimLdLUlAyAsZBi5tkJeR+K80gTtVPsVOHiWfTsVDTmLUeWAkptXdkJ3XFpGr8NQP79h5N6kgj86KFNDKrm8DSus0h2YoIFtc/Izo921q2MtVWy45Sd2YVKSR7XjTWX8ssZh2CyVet5PgOpYjYWswaoG5AZQBmqMnbcmo701xHieoOy8+00Kjs1BmWg/jvIKF1oPQe2UMaqUHYWmhqEAHHRWMYSYtZkEspYJTDh/WTeoGzLBuVglKa6bqxwwxQMyg0IIyMau7EC2dmm7ec92dkBqErNdebO1ayfWQ1rWFQ5YWZQXqLsFMhO7OZKzvMy1rd+8DB+/MfWsTnR5VDBmMC+fGG3Pdl4ku/bBx4ZQ3JWrru3ReikaPDstJ567v9XhLk2KCcox3afuY1xys6WyY7/HrPJpKIFtj3CUZYkAvft38BoEGdeD624rozlW/4jyliG3IUxfCfkNIGobdDGljxu3ZWdQhlKivbKDtFCzg4AKCbbGZRD5+E8cVgw1laDodmzA8y6lObRRHaA5cpOE9mp9OzUlLFkXdkwfHZZ8RquFvavtRXKDuCIaChj1RiUyZJLE6/dJxJ5qKApt54H0sXqSKfwGVRZs7IDuGGgUzuBbVR2QhmrV3Z6HCHYinZjzlaXoGx8GUu2VDWIAJWXsZYoO4UyVizdkYLBEgeRRqothonA5ljnnh3Xet6ljOW9DdM0V8cObWbYM1LxbecFFMlOcf5PTMpznlDNZoMNM1tsPUeHMpbzdkiutljGcmMi9Hi6JQUs7ItECdy/f4xR7BT2XNlRnctY5enSakXKTtQSlcpOa7JjfMeQLBMOFxy5vAxl/KT5BTN+S7ITZpNVYaa2VZ8bdEMZi5ha3o1VczFWNYRT1xiUa8uGjcrOYhnL6AplB/BkpyFnJ+RMWQtDVWUsON9OzWwsR3YYbM1l3iUot1V2XKdmYzdWIEzzk8+3iWmnJzs7AFV383yVnh3rWs9jFJI4g3J82zng49QhXOs5ERIlsJlmM8+OlDCR4yIAFJSd2R3KzzzjFIA6ZOwUt7cQUqbtzKAc3UFFs26skIsz8xx0VHaU8qnX3ckOgSHjEnoygeig7ITDNQw65ZLj4EbqBotGLRQuHGI2gDXSoCyLhJHJDgnKZe+IZPFTzzXNKzsRZCeQkQVlZ1F5qELtRS1c4Jf4dpo9O82lxYwqhoDmC29N2WkbKgh0NShXlLEsledi5U9OwPKcHTNfPM3VIGsIBtXnMYKYzcaytvS7y2wKzhTqjhg3G2t56zkQynOZz9mpUfj7MlaPIw03Rmjes1MeFzFNTVwnh0eaGUyyDDzyUJG+jDUfUjdJNX60fyP/N9lsSwbloOwQZncqlGVgys26oQ6t2EVlJ2zTIBH1J60lCB8rl41RMMFyBlvx/dWCARaznJ3Un1gTEWZjdZjJnoUyltpSGYuIoLmEnkwX4vpjwPy+IbhSQvwQ0FDGUnkZJsazM18yIKj4nJ0qZSd2NpatUHZMvdel/OLqC3KVgbYKRtvFEhYwI09LlR3d0I3lb4QqTMpE1FzGWkZ2THXrOdDk2Sl3vQXUe3bqDcqywuRf6dkBnOpWGhchSjJ0eI015D07VcrOXBlrzrMjWIK6TE039ZwWIgqqoLxBubH1XEqQEAtlrG0i7PRkZyegair0fDfWd+89kA+0jMEjGykIFvfvj6jD0qwby8yVsb5370F894cHC0/truw4E7bz7ISgZrKB7HQfjAlvtNXTtHRhqT1ptV520bOjGIvy2TDA71/ulB0ThkUWW88jt1G7NNiqE3UMjCUYLmGm09YlzzJ8Honf5RbA8R2Grs5GFcjS3XFbZPMXWyaBhtJJ5RpzRllR4xdpglN2Ct1YyyZxF5FWkx3JFkPvqlB7UcvLWEvOB5Sh6D8pIld2Kj5HOPoay1hdu7EqyI4jV9XKjqwjO6GDqqobq6KMVdmNFV4fyI7PGyuiGJvgfGQVH4qJWYKyLbeeZzYDZwp1w1skZ+47SMtde1VQPEFmMlhL9WQHcKWsbarsdLvKHKO49dZb8aEPfQiHDx+G1hpaa/zSL/0SfuEXfuGobldV6znnABUO8mnWrZPooQNjELM489Tjo14Xylh6rox11/2HS3deZDWYSCo/wzIwxmDA89ZzwF0ug7IDIDqdGIDbeYwBWVZK76W6k1ZLiMJQyq4GZdeN5U7cm0RI/YUrn43VxaCcZaAVGJS1sdBcYnJ4HG0qBmZ3gIHsGAKO2x0/dLVYEuCcOZ9TpEG56I8gJsFXoOyMbdyMrjCNOyCs54LzljQL1JWxIpSdLZWx0KKMVaHslNOrqxZWAB2sedANYG0uY82/ny8D142LqCI7aeoUDF4xCoOrhVJw7U2SUnOt5/NkJyg7FhqEpCpVGhIohAqWW89TCKaWKDu2nbLDVG32UglJApalJXpF20Tb6clOBH7zN38Tv/Zrv4Yrr7wSAHDLLbfgV37lV6CUwgte8IKjtl3OhLtYxirexExT0+lu+8GDTg1aHzbXdIsoJiibuR9+ms2NdiANzkadkn8Bp+xYq/PXWnJkJwQDxgzZzMGYK2WZcl6MtTY6PRnArKW6qOz4cpPoYFAuJiinQdkJBuX4rZt5drjc2tRz45SdjcObOGG9gyITQAQLV854xpNO7LCAVxX8916M3W8DV0Yp/KFD63lVN1Ynz04N2VmKujIWS2Zhcw2oDY9bRRmrobRYVDwrl4UCr1HZiAjaUINBeTFUMBzvklf4b6TIy4alc1PFENAAyRQsDCzZfIBrfTdWkhuUGZnSXCxgNjjUGoLlBMEq1mACjNwsOmPnDMqUQrKk9riTgoHpDIyolbJTO0KkiGTQ5+zsBDzzmc/Ey172svzfz3/+8/HkJz8Zf/M3f3MUtyq0npf/Nk92Um0rT5LfvfdA49oHNtyBKyoG+jWhTtnRlkpMn6zrxjKmAykBQOCwRucnOCKCLSg7nUIFAWdS1mWXhZOjt5iz47+D79530LWyM9dCHtN6Tj5N1RDlJYmiDB9ndqZSzo4h07mLLzMWhkunrHXZ6f5tybohqdpYrK/FKzth4nlAMZytDTTmPSMdE5SLyg7iurFceUWXWqKDmrMVsiMjcnYq81TmxxxUgQwYbAuD8qKHsNilWIkGz04o79WNtalqPQ9m4iplJ5EcRMgjHmYvaiA7oQu1sI1W22pVvTR6o1nZcWpj5TsC0Pk2zreei4YyluAc0t8sLVN2Ep7kqnRtzk5Ypyc73TCdTvH2t78dT3/60/Hbv/3brZ7/zne+Ey984Qtxzjnn4DnPeQ5+4zd+A3ffffeWt+W9730vxNyQucFggKzph/8ooCqBl/Fy63maGaQVsvF372kmO6Fzg0eSnaoEZW2s89QUS0NkwLh0CkwH1SQoO0lOdgDSGZjvqOqqGEE6ibm4rdZszaAclJ0HHtnEP997cJbQG0PIPImd78aSHX1Pbqgh5Tk7ADr7drSxsEI2XwhbbZMnOzEBegUw0rUzhtpgPpo/NkHZWlpIs60bVVCHcLFcubJTkQNTBZPZXFkoQSpXImzy7BQ8U1VgvrRYqewsITtNnp1wvMR0YwXiV+fZARb3N5sLaywifF/F8159N1ahjEWm1rMTurHqW89NrlyWQgVt6uMkKjcVUjAk4bfeMC7Cfa4EJgt5YQ3XgraDYo8CtjXZuf3223HZZZfhgx/8YCtCMZlMcPXVV+P666/HG9/4Rnz5y1/Gddddh29/+9u44oorcMcdd6x0+x555BF85zvfwaWXXrrSdWNROy6i8O9pZivTV/USeT/k5IjF/M5GhG6sokH5voc2sGd3UlYOyIAx0cmzA7jWS2uy/MRERKBMg6kZ2enUGCQlmNaLZaytGpSNxe3/dD+OWx9AFjYsVtkJJ+5w4Srm7EShkBki8nECHcmOtkjBMWDdSEqA0RYWQBZReiqBNIoVeiE4bISsstANFFnGyhWGLSQoh++gqOwE8tSK7KTVHUOStczZMTXKDmNuzYYLWrEbrvJxxtzIiIrPEZSXLuMiwvESY1AOv5/Kbqy6/a3Thfyi2Xv4Ts6islPr2SmUsRydKT2cKzvW+uynas8OI5NHWZRaz5eUsYTgSGw7ZUfxBBQIVVMZSw0WifD2sOxsX8/OJz7xCVx77bV405vehOFwiLe85S1LX/OOd7wDX/va1/A7v/M7eNGLXgQAeMpTnoJ3vOMduOSSS/Drv/7r+PjHP56rMwcPHsQDDzzQuOZoNMIpp5xS+di73vUuXHjhhXjxi18c+elWC2vh/TizoypcFPPnEC34ZYBZ3ksdgucmqoxFLpqegZUunP9y3yGcvHdY6gpzZSwBY2ynMpYlASKTy7eWyCs7waCMbm3QUgFmjuwYih4CWlrS5+xMpgY0RE524s4FVPLsbFnZKaTByrz02FXZIWgmOpOdsB+Mti6cMEKNmduSUgmFCxafoFzaLp+g3FKCyyoUhliyE8orlQblNp8lS50CM5fy217ZaQqPWzIMNFd26gf81g0DbaXswABknXxdfG0FySxCMgaLshKuG5SdsM7Ccdig7FSWseoaG4plrGXKDs0XuTx8qKDJiV65G2soE9R9U5KzCLKjwI37bMsMyjhUbyA/mti2ZOe0007DzTffjMc//vG46aablj5/PB7jxhtvhFIKl19+eemxM844AxdddBFuu+023HrrrXj+858PALj55ptx7bXXNq770z/903j/+9+/8PePf/zj+H//7//h/e9/f+fBkKtCrWen8O88LXMOy4ybmffcxJaxAPfDLyYoHx5neNxxo3KHExkglLE6enbI6jx4jixAWudlLKIOs7EAr+xkZc9OndFw6UYGiZnDZBZrQwVCVjiht78IhkiBXNkx8yfryNsoPVN2gorQtYyVGQs1HICZ6ZZu5rS2sIx1Jjtsro2Xy0jPzvxddH7RNmhzyszJzpxBef5C27wN82GRs/Va7ZfMj4qYe6+q1ugqNOapqAQsTeu/4yVlLMCrnI3dWA3KTngPVr5AhzJWnbKjcoIz62yaeXYWlZpcSZvf37qB7ORlrJbKTt6NpbHg2QkJysbC1ig7oYyVKzvzZSymGpQdhiSU25Z2YyXg1m1frEF5mwg725fsnHvuuVHPv/3227G5uYlzzjkHu3btWnj8/PPPx2233YZbbrklJzsvf/nL8fKXvzx62z796U/jfe97H2644Qasr69Hv37VyLNVCgf13D9deafit9Kk7DiHvy9jRZCdPESPi1KCcq6SFDbMjYsQ3VqmMVN2gnmTQCWyYywhUd2UHcqy0oWpa85OybNjrB/50HBCb0BuUPazsWYJyl2VnVlmSPDsdE1R1sZCDgfA5HC3bQnrZGZryg5pFIdQOoPyFstYAJpGIJReX1PGCmtXtRDPo0rZqfOQVC+QVofe8XY5O40zkNSgUdkJnpo6gzIQ/GvVBmWOmtEImJXGGDIQyhfoQErquk7Dd5ARIVCbQPxkxfeqfEvewk2iD+GsgqooBdfdJJFSYA3KDuPMhYgaqpl67lRHjoKyM1fGUjwBUTXJlhFlrIQn4KYb2dku2LZkJxbBj3PaaadVPn766aeXntcVn/nMZ/Ce97wH119/PU444QQAzrj8mte8pvUalTNntgiGIHsGhs9d+Jw/MBln4Izl/w6whefMY3Oi3W86BZSQrXN6OHfvI5mAhcnX55xDCNeBNPPYGAipoDmDEDw6C4iYAIPGaCggBAPnHKQ1xHAIKV3OihQsfl2lYNMMAyXy15IP1IpdK+yPJBEgn+FCcCcbKTk4a799QnBwwTAAhyaChYZgAon3KHEe91nJExueKCSh9Md1p0wmbZzRmelsgRSGk33xGJ1HOC6MsQDDQittWzDmurHCa6XksLamI6YCBgRVOGaY90MJbupaYsqv92R+kMyOnSQcQxyttsMy970MZJI/XwgGXtgvTfuUdAaowcL3MBAJLCzAbeMNjNEWsnDsl9ZOEkCntcSf+YnoXCS1+0sqAWsWv1/DHCmp20fMJ4ULpkFzz7EV+72IRC5+B9Zn1AxUsrA/B4nI1y2uR0YDqnpO3sB7eQyb/YassZXnDUqcZ4cLBg4LYvPnWH8+I1fGUhW/bRfIavIOV6Xc+7iZeSkGInGiEWcL5fxEcSSe7PHRsLFEP5AJmBVgArXXCwCggSPCYd+EfVppdn+UwWhV0yKPIG666Sa8+c1vxhVXXIG3ve1tlc/5/d//fXzgAx/Ay172Mvzu7/7uwuO33norXvOa1+AJT3gC/s//+T+dtuMzn/kMfu/3fg9/8Ad/kBMdAHjDG96AW265pdOaPXr06NGjR48jix2j7IzHYwCAqqmlJj4MKzyvC/7Df/gPyLJsQcU59dRTO6/Zo0ePHj169Diy2DFkZzQaAUBti3rqWyXD87rgH//xHzu/tkePHj169OhxdHD0C2krwkknnQQAOHCgOiTv4EHXDnfyySc/atvUo0ePHj169Dj62DFk5+yzzwYA3HPPPZWPhwTls84661Hbph49evTo0aPH0ceOITsXXngh1tbWcOedd2Jzc3Ph8a9+9asAkLed9+jRo0ePHj2ODewYsjMajXDllVciTVN89KMfLT12991344tf/CLOPPNMXHzxxUdpC3v06NGjR48eRwM7huwAwDXXXIPzzjsPf/qnf4pPf/rTmEwmuOOOO/D6178ew+EQf/Inf7IwyLNHjx49evTosbOxrXN2mvw1b33rW/GLv/iLC3+fTqf4b//tv+Fv//Zvce+992J9fR3Petaz8IY3vCEPFuzRo0ePHj16HDvY1mSnR48ePXr06NFjq9gxOTs7CfPq1N69e3HRRRfh137t16LVKWstPvCBD+AjH/kIfvCDH2A4HOKnfuqncM011+QdbMcCVrVP/+Ef/gEf//jH8aUvfQl33303rLX4sR/7MTzrWc/Cq1/96mNGPVzlMVrE4cOHcemll+K+++6rVW93Kla9T++66y5cd911+MIXvoD7778fo9EIT3jCE3D++efjta99LR7/+McfgU+xfbDK/XnHHXfghhtuwNe//nX86Ec/wvr6Os444wz8u3/37/CSl7zkmLJHTKdTvPvd78b111+PSy+9tHaqwTI86tcm6rGtMB6P6aUvfSmde+659MlPfpI2NzfpW9/6Fl122WV0/vnn07e+9a3Waxlj6PWvfz099alPpb/8y7+kjY0N+v73v09XX301Pe1pT6PPf/7zR/CTbB+sap/+7//9v2nfvn30vOc9jz772c/SI488Qg8++CD91V/9FZ133nl07rnn0le+8pUj/GmOPlZ5jM7jLW95C+3bt4/27dtHf/3Xf73Crd7eWPU+/Z//83/SOeecQ3/wB39A3//+92k6ndJ3v/tdeu1rX0v79u2j22+//Qh9ku2BVe7Pz372s3T22WfTxRdfTJ/73Ofo8OHDdO+999K1115L+/bto9e97nVH8JNsL3zxi1+kn//5n6cLLriA9u3bR7/1W7/VaZ2jcW3qyc42wx//8R/Tvn376AMf+EDp7z/4wQ/o7LPPphe/+MWktW611l/+5V/Svn376G1ve1vp74888ghdcMEFdNFFF9GhQ4dWtu3bFavap//jf/wP2rdvH/393//9wmM33ngj7du3jy655JKVbfd2xSqP0SI+//nP09Oe9jT6xV/8xWOO7Kxyn37ve9+jpz/96fT7v//7C48dOnSIfuEXfoG+/vWvr2S7tytWuT8vueQS2rdvH33yk58s/d1aSy9+8Ytp3759x8SN49/+7d/S+eefTx/4wAfoIx/5yJbIztG4Nu2obqzHOsbjMW688UYopXD55ZeXHjvjjDNw0UUX4Tvf+Q5uvfXWVuvdcMMNAICXvvSlpb/v3bsXl1xyCR566KGFNv2dhlXu07179+LZz342nvnMZy48FvKbvve97+Hee+9dybZvR6z6GA04fPgw/tN/+k943etehzPPPHOFW7z9sep9+va3v71yhh8A7N69GzfffDOe8YxnrGLTtyVWvT/D73n+uGSM4UlPehIA4J/+6Z+2vuHbHKeddhpuvvlmXHnllWCsfkJ6GxyNa1NPdrYRbr/9dmxubuIpT3kKdu3atfD4+eefDwCtJqx/+9vfxt13340TTjgBP/7jP76ltR7LWOU+veiii/If6TzW19e3tqGPEaxyfxbxtre9DXv27MFrX/valWznYwmr3KcHDx7ELbfcgp/4iZ/A4x73uJVv62MBqz5Gn/a0pwEAvvOd75T+TkT47ne/CwDHxL4+99xzV+LzOlrXpt6gvI1wxx13AHAMugrBVBee92it9VjGo7Ufvve97+XrnXLKKVtaazvjSOzP//t//y8+9rGP4cMf/jCUUlvfyMcYVrlPv/GNbyDLMpxyyin4h3/4B7z73e/GV77yFUwmE5x66ql40YtehF/+5V/G2tra6j7ANsOqj9Hf+73fw6/8yq/gj/7oj7C+vo6f/MmfxIEDB/De974X3/nOd3DKKafgBS94wWo2/hjA0bo29crONsKDDz4IwEl5VdizZ0/peVtZK/x9//79sNZGb+tjBavcp0342Mc+BgD41V/91S2ts92x6v0ZylevetWr8jvoYw2r3Kff//73ATgV4uqrr8ZznvMcfOpTn8LnPvc5XHrppXj3u9+NV7ziFZUjdXYKVn2MPvnJT8Z//+//HT/zMz+D17zmNTjvvPPwsz/7s/ibv/kbXHbZZfjwhz9cqSD1qMbRujb1ZGcbYTweA0Dt3W2SJKXnrWKttus9VrHKfVqHO+64Ax/60Ifwwhe+EFdccUXndR4LWPX+/OM//mOsra3teJLYhFXu08OHDwMAfvSjH+Gqq67CK17xCpx44ok4/vjjcc011+Dnfu7n8M1vfhPvec97VrT12w+rPkb//u//HldccQW+8IUv4M///M/xla98BZ/97Gfxyle+EsaYfJ/3aIejdW3qyc42wmg0AgBkWVb5eJqmpeetYq226z1Wscp9WoX9+/fjDW94A8455xz80R/9UbeNfAxhlfvzC1/4Aj7ykY/gD//wD0snuGMNR+oYveyyyxb+Fsj4Jz7xiai1HktY5f48fPgwrrnmGvzoRz/Cu971Ljz3uc/F7t27ccYZZ+BXf/VXkaYprrjiCnzjG99Y3QfY4Tha16ae7GwjnHTSSQCAAwcOVD5+8OBBAMDJJ5+85bXC30888URwvnMPg1Xu03kcOHAAr371q3HCCSfgve99744mjQGr2p+hfHX11VdXdrcdS1jlMVosDTzhCU9YeDz4JH74wx+WLio7Cavcn5/73OfwwAMP4Mwzz6wcX/SSl7wEk8kE/+W//JctbPGxhaN1bdq5V7nHIEJq5D333FP5+N133w2geWbYkVjrsYwjtR/279+Pq666Cnv27MENN9xwzHRjrWp/fvOb38QPf/hD3HDDDTjrrLNK/4WW0ze/+c3532666aYVforthVUeo09+8pPz/1935xyw1fbh7YpV7s+wRh0xCl1Y3/zmN6O381jF0bo29WRnG+HCCy/E2toa7rzzzkoD4Ve/+lUAs0yXJpx55pk4/fTTsX//fvzgBz/Y0lqPZaxynwbcf//9eMUrXoHHP/7x+PM///OSovNXf/VXCy2qOwmr2p8XXngh7rzzzsr/QqnlrW99a/63nTw2YpXH6DOe8YzcgFt1MfnhD38IAHjiE5+4YzvfVrk/jz/+eADAv/7rv1Y+Hv4uZd/Y3BZH69rUk51thNFohCuvvBJpmi4EKt1999344he/iDPPPBMXX3xx/vc777wTL3vZy/Bnf/ZnC+u96lWvAgB8+MMfLv394MGD+NSnPoUTTzxxxxtqV71P7733XrziFa/Ak570JLzzne/EYDAoPf6e97xnR9fvV70/e6x2nyZJgn//7/89AFSGsoWuwX/7b//tij/F9sEq9+dzn/tcKKXwz//8z/j2t7+98F7B+/TsZz/7CHySxza23bVppXnMPbaMMNPlvPPOo0996lM0Ho/pW9/6Fv2bf/Nv6Cd/8icXZrr87u/+bj5LaP/+/aXHjDF0zTXX0FOf+lT64Ac/SBsbG/SDH/yAfumXfumYnI211X1611130c/+7M/S2WefTa9//evpjW9848J/z3zmM3f8mINVHqNV+K3f+q1jblzEKvfpeDyml73sZfncoUOHDtHDDz9M73rXu2jfvn30y7/8y5Rl2aP58R51rHJ//sVf/AWdddZZ9IIXvIBuu+02OnToEN1111301re+lfbt20fPfe5z6Z577nk0P95Rx1//9V8vHRex3a5NjIhotfSpx1YxP613fX0dz3rWs/CGN7xhYVrvF77wBbzxjW/EBRdcgHe+850LdXhjTGmy7Gg0wvnnn49rrrkGT33qUx/Nj3VUsYp9+r73vQ9vfetbl77XsTCte5XHaEBdjf7UU0/d8UnfwGr3aZqmuOGGG/CJT3wCd911F4QQOPPMM3H55ZfjpS996TExpXuV+/PLX/4y3v/+9+NrX/saHn74YSilcPrpp+Piiy/Gq171qrzctdPR5KOZP+9tt2tTT3Z69OjRo0ePHjsavWenR48ePXr06LGj0ZOdHj169OjRo8eORk92evTo0aNHjx47Gj3Z6dGjR48ePXrsaPRkp0ePHj169Oixo9GTnR49evTo0aPHjkZPdnr06NGjR48eOxo92enRo0ePHj167Gj0ZKdHjx49evTosaPRk50ePXr06NGjx45GP5e+R48exyS++93v4vrrr8eXvvQl3H///UiSBCeffDLOO+88vPKVr8S+ffuO9ib26NFjReiVnR49ehxz+NznPofLL78cN910E0444QT83M/9HH7qp34KRISPfvSjeOihh472Jvbo0WOF6AeB9ujR45iCMQbPe97zMJlM8L73vW9hwvLXv/51POlJT8Lu3buP0hb26NFj1eiVnR49ehxT+P73v4/7778f559//gLRAYBnPvOZ2L17N77xjW/gN3/zN/GCF7wAZ511Ft7+9rcfha3t0aPHKtCTnR49ehxTWF9fB2MMt912G2688UZsbm5WPu+rX/0qvv71r+P888/H+vr6o7yVPXr0WCX6MlaPHj2OObz73e/GO97xDlhrMRwOcdFFF+Hnf/7n8eIXvxiDwQAAYK0F5+5+8PnPfz5e8pKX4E1vetPR3OwePXp0RE92evTocUzirrvuwic/+Ul87nOfw9e+9jVYa3HqqafiQx/6EB73uMeVntuTnR49Htvoy1g9evQ4JnHGGWfgda97HW688UZ85jOfwTnnnIMf/vCH+MhHPnK0N61Hjx4rRk92evTocczj9NNPx6WXXgrAla969Oixs9CHCvbo0eOYwec//3lYa/Gc5zwHQoj87/fddx8++MEPgjGG5z//+UdxC3v06HEk0JOdHj16HDP45Cc/iZtuugnHHXccnv70p+O4447Dgw8+iK985SvIsgz/8T/+x8p29B49ejy20ZOdHj16HDO49NJLkSQJvva1r+Ef//EfcfjwYRx//PF43vOeh6uuugoXXHDB0d7EHj16HAH0ZKdHjx7HDJ797Gfj2c9+9tHejB49ejzK6MlOjx49elRg//79+PKXvwwAGI/H+Jd/+Rd86lOfwmg0wsUXX3yUt65Hjx4x6HN2evTo0aMCX/rSl3DVVVct/P3UU0/FLbfcchS2qEePHl3Rk50ePXr06NGjx45Gn7PTo0ePHj169NjR6MlOjx49evTo0WNHoyc7PXr06NGjR48djZ7s9OjRo0ePHj12NHqy06NHjx49evTY0ejJTo8ePXr06NFjR6MnOz169OjRo0ePHY2e7PTo0aNHjx49djR6stOjR48ePXr02NHoyU6PHj169OjRY0ejJzs9evTo0aNHjx2Nnuz06NGjR48ePXY0/n/J2BT4ILYguQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 28,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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": 35,
   "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": 36,
   "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"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 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 = 27,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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d4iIiIiLta5SJTZs2bfD7779j6tSpEInqNvnou+++AwAEBgYqHbexscGIESOQmZmJ4OBgpbK9e/eioKAA48aNg6mpqVLZ5MmTAQBBQUF1iouIiIi0r1EmNr6+vnB0dKxzO7du3UJiYiLs7e3Rvn37SuV+fn4AgLCwMKXj8q979OhR6ZwuXbrAxMQE169fR1paWp1jJCIiIu1plImNtkRFRQGoGAFSpW3btkr1AEAmk+H27dtVnmdoaAhnZ+dK5xEREZHu6fUCfRkZGQAqbjupIj+elZWF8vJyGBgYIC8vD1KptNrzrK2tAQDp6em1isfAQLvP9cenPcD+07HILyhBaZkMZTIBZbLyh/9UfF728PPyRz6XlXNRqseJALBLtEdb/SkCDEQiiESACA8/yr+Wf45Hj8nrVnwuNhDBxEgMYyMxTIwMKj4ai2FsWPHR5OHx/+qIYWxkUFH2sI6ZiSFsLU1gZiKu821yTYnFBkofqW7Yn9qn6z7V68SmqKgIAGBkZKSy3NjYWKmuhYUFiouLFcdqOu/Ruuqwt7fQ6g/DFdvPIy41T2vt0UNMarRLW/0pADLFUgu6/SYZG4lhZ2UCe2tT2FmbwN7KFLYPP9pZmyqOW1uYQFxPi5RZW5vVS7vNFftT+3TVp3qd2JiZVXRqVY+Ll5SUVKr76GThms57fGJxTbKyCrQ6YjOohwtOXhQgCAIMDUQQiw1gJBbBUGxQ8bmhCIYG8s8NYCiW16n43FBsAEOxAQwMgIq/a8nAQARTUyMUF5fqeCRLgD58T7TXnwLkOU25UPF5xb+K97+AR79+5CMqPi8XAFl5OUpKy1FSKoO0VAZpycOPpTKUlJY//FjxdZms+lhLSmVIyypEWlZh9a9fJIK1hRFsLU1gY2kCW0tjSNra4qmuzhr/kSMWG8Da2gx5eUWQyco1aoP+w/7UvvrqUzs7C7Xq6XVi07JlSwBAbm6uynL58RYtWsCg4rc7rK2tYWJiAqlUitzcXEUbj8rLqxglcXBwqFU85eWCVn9ZDuruggmDJcjOLkBZGf9DaoOhoQHs7CzYp1rSVPtTngT9l+xUJEQFxaXIyS9BbkEJcvOlyM0vQU7Bw4/5JSh77Id4uSAg52EZULFX3JnIFFy/m4VZz3jBsA5D9bKHt5dJO9if2qerPtXrxMbb2xsAkJSUpLI8MTERAODp6ak4JhaL4eHhgWvXriEpKQnu7u5K55SVlSE1NRUA4OXlVR9hE5GOiQ0MYGZiADMT9X9ECoKAImlZReKTL0VOQQly80uQq0h8pLiXVYic/BL8fe0e8gpKsDCgC0yN9frHMFGD0+v/UR4eHmjbti0SExMRHx+Pdu3aKZVfvnwZADB48GCl44MGDcK1a9dw+fJl+Pv7K5Vdv34dUqkUnTt31soj6USkH0QiEcxNjWBuaoTWLVUPmReXlOGr4Gu4fjcL1+5mYf2PEVjyXDdYWxirrE9EtacX08Cjo6MxefJkbNy4sVLZ3LlzAQD79u1TOp6Xl4djx46hRYsWCAgIUCqbMmUKLCws8OuvvyqekJL76aefAADz5s3T5ksgombA1NgQr07sij6dK/4oirv3AB/vvoT7OUU6joxIf+hFYrNv3z5ERETgm2++QXZ2tlJZYGAgnn76aezYsQM//fQTCgsLkZCQgCVLlqCgoADr16+HpaWl0jktWrTAmjVrkJaWhjfeeAMpKSnIz8/H9u3bERwcjICAAIwcObIhXyIR6QlDsQHmju6EZ3q7AgDuZxfh450XEX/vgY4jI9IPIqGRblX96LyXx61ZswYTJkxQfP33339jyZIl6NWrFzZv3lzpaQOZTIbdu3fjl19+QXx8PMzMzODn54dFixahU6dOVV4nMjISW7ZsQUREBEpKSuDm5obAwEAEBgZq9ERDerp2f3A11YmZjRn7VLvYn9U7cSERP4XGAABMjMVYNMEHndvbV3sO+1S72J/aV1996uBgpVa9RpvY6CMmNo0f+1S72J81++dGGoJ+uwFZuQCxgQhzR3njyc5OVdZnn2oX+1P7dJ3Y6MWtKCKipqp3J0e8PqkbTI3FkJUL+DbkBo6fT9B1WERNFhMbIiId825vj+VTe8Dm4dNR+8JuY19YDMo5oE5Ua0xsiIgaAVdHK7w93Q+OdhWroB8/n4igkBuVFv0jouoxsSEiaiQcbM3w1nQ/dHCu2Gg3/EYaPv/5CoqkZTqOjKjpYGJDRNSIWJsbY+mU7ujq3gIAcCMuG+t/jEBuQUkNZxIRwMSGiKjRkT/63c+n4umo+LQH+HjXRaRlV7/pJhExsSEiapQMxQaYM9Ibo/pUbAWTnlOMj3ddwp2UPB1HRtS4MbEhImqkRCIRnvV3x9RhEogAPCgsxZpdl3ApKk3XoRE1WkxsiIgauSF+bbBgfBcYikWQlsqwals4vjl8HTn50ppPJmpmmNgQETUBPb1a4fVJvrAwNQQA/HU1FW99G46j4fEo5Yq5RApMbIiImgivdnZYt6Avhj3hChEAaYkMP5+OxXvb/8GV2xm6Do+oUWBiQ0TUhFhbGGNxYHesmvsE3F0q1ru5n12EL375F5/tv4LUzAIdR0ikW0xsiIiaoA7O1nh7mh9eGNMJtpYVWzFcvZOJFdvPY3/YbS7qR82Woa4DICIizYhEIvTp7ITuHi3x+7l4HD+fgDKZgGPnE/D39XuY6O+Ovj5OMBCJdB0qUYPhiA0RURNnamyIZ/3d8dG83vDt2BIAkFdQgu+O3MTqnZcQm5KrtWsJgoDsB1JEJ2TzqSxqlDhiQ0SkJ1rZmWPxxK64djcTe0/GIDWzEHdT87B65yX06+KEZwe6w9bSRK225AlMSkYBkjMKkCL/l1mAIqkMAGAgEqFbxxbw93VBlw72MDDgyBDpHhMbIiI906VDC7w/xw5hl5Nx+OwdFEll+OvaPVy8lY6x/dpjWM+2MBRXDNgLgoCsPClSMguQnF6RuMiTmOISWbXXKRcERMRkICImAy2sTTHAtzX6d3VWO3kiqg8iQRAEXQfRXKSnP9Bqe4aGBrCzs0B2dgHKuI6FVrBPtYv9qX217dO8ghIc/CMWf15JhfyHvaOdGTq2sUFKRiFSMgsgrSGBEQFwsDND6xYWcHGwQOsWFmhhY4ortzNw9moqHhSWKuqKDUTw7dgS/t1bo1N7+0Y/v4fvUe2rrz51cLBSqx4TmwbExKbxY59qF/tT+zTt07h7edjzv1uITa56ryl5AuPS0gKtH/5zaWkBJ3tzGBuJVZ5TWlaOiJh0nI5IRlRCjlKZg60pBnRrjae6toaNhbHasTYkvke1j4lNM8LEpvFjn2oX+1P76tKngiAg/EaaYrXiR5OX1jUkMOq4l1WIM5HJ+OvqPeQXKY/idJc4YKBva3i1s2tUozh8j2ofE5tmhIlN48c+1S72p/Y1hT4tLZPhUnQ6Tkem4FZijlJZKzsz+Pu2Rj8fZ1ib634Upyn0Z1Oj68SGk4eJiEirjAzFeLKzE57s7ISUjAKciUzB39dSUVBchvvZRfj5VCyC/7iDHhIHjO7bHm0cLHUdMukRJjZERFRvWre0wJShHpg40A0Xo9JxOjIZMUm5KJMJOH/zPq7czsTCgC7wcWuh61BJTzCxISKiemdkKEafLk7o08UJyen5OBOZgtORyZCWyvDlL/9i1jNe6OfjrOswSQ9w5WEiImpQLg6WeH6YBG8E+sLMxBCycgHbf7+J3/6OA6d9Ul0xsSEiIp3wdLXDW9N6wM6qYkG/g3/cwe4Tt1BezuSGNMfEhoiIdKaNgyXeme4HFwcLAMCpiGR8FXwVJaXVLxpIVBUmNkREpFP21qZ4a2oPeLa1BQBExGTgk58ilNbCIVIXExsiItI5c1MjvB7oi15erQAAscl5+HjXJWTkFOk4MmpqmNgQEVGjYGRogBfHdcawnm0BVKxkvHrXJcTf0+7ipqTfmNgQEVGjYSASYcpQD0wa1BEAkFtQgnU/Xsb1u1k6joyaCiY2RETU6Izo7Yr5YztBbCBCcYkMn/98Beeu3dN1WNQEMLEhIqJG6clOTnh9UjeYmYghKxew7bcbOBIez7VuqFpMbIiIqNHybm+P5VP9YGtZsWHmL6dj8eP/YrjWDVWJiQ0RETVqbVtZ4p3pPeHcwhwAEHo5CVsPX0NpGde6ocqY2BARUaPXwsYUb03zQ8c2NgCAS9Hp+PSnSK51Q5UwsSEioibB0swIbwb6wk/iAAC4lZSLNbsvITO3WMeRUWPCxIaIiJoMYyMxFozvgsE9XAAAqZmF2Lg/EsUlZTqOjBoLJjZERNSkGBiIMHWYBOP7dwBQkdzsPB7Np6UIABMbIiJqgkQiEcb0bY8nvCu2YAi/noYzkSk6jooaAyY2RETUJIlEIswc4QUn+4qnpX48eQtx9/J0HBXpmlYSm/z8fFy4cAFHjx4FABQXcyIXERHVPzMTQywM6AJjQwOUyQRsCb6GgmI+KdWc1SmxycrKwtKlS9GnTx/MmDEDb7zxBgDgwoULGD58OM6fP6+VIImIiKrSxsESM0Z4AgAycoux/bebKOd8m2ZL48QmJycHU6ZMwa+//gqRSAQXFxfFxK1OnTqha9euePHFF3Hr1i2tBUtERKRK3y7O8PdtDQCIvJ2B4/8k6Dgi0hWNE5uvv/4aBQUF2LhxIyIiInDy5ElFWYsWLfDJJ5/g2WefRVBQkFYCJSIiqs7zQz3g6mgJADhw5g6iE7J1HBHpgsaJTWhoKNauXYuRI0dCLBarrDNr1ixcvnxZ4+CIiIjUZWQoxsLxXWBmYohyQcDXh68jN1+q67CogWmc2KSlpaF3797V1mnZsiXS09M1vQQREVGttLIzx7xR3gCA3IISfPPrdcjKy3UcFTUkjRMbMzMz3Lt3r9o6d+7cgYWFhaaXICIiqrXuEgeMeMIVABCVkINDf97VcUTUkDRObLp3744PP/wQ+fn5KsvLy8vx2WefoUePHhoHR0REpIkJ/m7weLhh5u/n4nHldoaOI6KGonFiM2/ePJw9exaDBw/G+++/j/379wMAQkJCsGXLFjzzzDP4+++/MW/ePK0FS0REpA5DsQFeGtcF1uZGAICg324gI7dIx1FRQxAJddhcY//+/fjggw8gk8mUjguCAENDQ6xcuRLPPfdcnYPUF+npD7TanqGhAezsLJCdXYCyMt5D1gb2qXaxP7WPfVo7N+Ky8Om+SAgC0MHZCsun+sHI8L+/6dmf2ldffergYKXe9etykUmTJsHPzw979+7FlStXkJeXB2tra3Tr1g1TpkyBu7t7XZonIiKqk07t7TH+qQ4I/vMu7qY+wL6wGEx72lPXYVE9qlNiAwDu7u549913tRELERGR1o3q2x63k/Nw9U4mwi4nw6ONLXp3ctR1WFRP6mUTzJKSkvpoloiIqNYMRCK8MKYT7K1NAAA/HI1CSkaBjqOi+qJxYhMTE4OAgAAEBARgy5YtSmV79+7FhAkTcOXKlToHSEREVFeWZkZYML4LxAYiSEtl2HLoGqQlsppPpCZH48Tm4MGDuHnzJjw8PNC3b1+lsj59+qBVq1aYOXMmoqKi6hwkERFRXbm3tkHg4I4AgJSMAuw8HoU6PD9DjZTGic3Fixfx2muvYf369fD19VUqk0gk+PrrrzF58mR89dVXdY2RiIhIK4b4tUEvr1YAgHPX03A6IlnHEZG2aZzYpKamYsKECdXWmT17Nm9HERFRoyESiTDrGS842psDAHYdj8btxBzdBkVapXFik5eXBxsbm2rr2NnZIScnR9NLEBERaZ2ZiSFeHt8FxoYGKJMJWLvzAgqKSnUdFmmJxomNk5MTLly4UG2d8+fPw9nZWdNLEBER1Ys2rSwxfXjFejZpWYXYdTxaxxGRtmic2AwZMgRvv/02/vnnH5Xl4eHhePfddzF48GCNgyMiIqov/Xyc0b9rxR/ff1+7h7upeTqOiLRB4wX65s+fj2PHjmHWrFlwcHCAm5sbzM3NUVhYiNjYWGRkZMDZ2RkvvviiNuMlIiLSmsAhHrgYnY4iaRl+Co3B8qk9IBKJdB0W1YHGIzZ2dnbYtWsXfH19cf/+fYSHhyMsLAzh4eFIT09Hjx49sHPnTtja2moxXCIiIu2xtjDGpKESAEBMUi4uRafrOCKqqzptqdCmTRvs3bsXN27cQGRkpGKvKF9fX3Tq1ElbMRIREdWbsf3d8PvZO8jILcbPp2+jW8eWShtlUtNS572iAKBTp05MZIiIqEkyNhJj0uCO2BJ8Dek5xQi7nIThT7jqOizSUL2npEOGDKnvSxAREdVJ706OcG9tDQD49a84PCjknodNVZ1HbPLz8xEfH4+ioiKVS1OnpKTU9RJERET1SiQSIXCIBz7edQlF0jL8+lccpg6T6Dos0oDGic2DBw/wzjvvIDQ0FOXl5dqMiYiIqMF1dLFBL69WuBB1H6cjkjG4hwucW1joOiyqJY0Tm9WrV+PEiRNwc3NDx44dYW5uXukROUEQcPjw4ToHSURE1BAmDnRHREw6ymQCfj4Vi8UTu+o6JKoljRObU6dOYdmyZZg9e3a19Q4dOqTpJYiIiBqUg60ZhvVsi6P/JCDydgZuxmfDu52drsOiWtA4sZFKpZg4cWKN9Xbu3Klx+9u2bUNISAhSUlJgY2ODPn36YPHixWjbtm2t2oqKisL27dtx/vx5ZGZmwsLCAt27d8cLL7wAPz+/SvWTkpJqnPQcHc3lt4mI9NGoPu3x57+pyC8qxb7QGKyY1QsGBly0r6nQ+KkoLy8vtTa4bNOmTa3bLi4uxsyZM7F9+3YsWbIE58+fR1BQEG7duoWAgABERUWp3daRI0cwceJE3Lx5Exs2bMA///yDPXv2AACmTZuGX3/9tcpzO3ToUOU/IiLST+amhhjfv+LnfML9fPx97Z6OI6LaEAmqHmVSw7lz5/DTTz9hw4YNMDIyqrKet7c3bt68Wau2P/nkEwQFBWHFihWYOnWq4nhCQgJGjBgBNzc3HD58GGKxuNp2srKyMGTIEEilUhw5cgTt27dXlJWUlGDEiBHIysrCsWPH4OTkpCiTj9hoe1QmPf2BVtszNDSAnZ0FsrMLUFbGCdzawD7VLvan9rFPtauq/pSVl2PF9vNIzSyEjaUx1s7vAxPj6n/nUIX6eo86OFipd31NL3Dp0iXk5eVhwIAB6N+/PxwdHWFiYqJpcwpFRUX48ccfYWRkhPHjxyuVubq6ok+fPjh79izOnDlT4wabp06dQmFhIby8vJSSGgAwNjbG0KFDsWPHDuzduxevvfZanWMnIiL9IDYwQODgjvj853+Rm1+Co//EY3x/N12HRWrQOLHZvHmz4vPqbufUdjOx8PBwFBYWwsfHBxYWlR+z8/Pzw9mzZxEWFlZjYpOeXrHnR8uWLVWWOzo6AgD+/PNPJjZERKTEx60FOrW3w424bBw7nwB/XxfYWdX9D3iqX3VaoG/NmjXVlguCgHfeeadWbcrnz1Q1N0c+cVideTb29vYAgIyMDJXl8uOxsbEqy7ds2YLff/9dschghw4dMHLkSEyfPl0ro1NERNR4iUQiBA72wKrvzqOktBwH/4jF3FHcPqixq1NiExAQUGOdt99+u1ZtypMNGxsbleXW1tZK9aozYMAAGBkZISYmBnFxcUq3o2QyGc6cOQOgYrKyVCqtlKxcv34dn376Kdzc3JCdnY29e/diw4YNOHLkCHbu3AlLS8tavTYDA5FWZ9aLxQZKH6nu2Kfaxf7UPvapdtXUnx1aW2OAb2uciUzB31fvYXhvV7R3sm7IEJscXb9HNU5s9u3bp1a90NDQWrVbVFQEAFVOSDY2NlaqVx0nJye88cYbWLt2LRYtWoRVq1bB29sbaWlp2LRpE/Lz81We17JlSwQFBeGpp55S3EpzdHTEkiVLkJaWhoMHD2LdunX48MMPa/Xa7O0tan1rTh3W1mZab7O5Y59qF/tT+9in2lVdf84d54N/bqShuESGX07fwUcv9a2Xn+X6RlfvUY0Tm27duqlVz8XFpVbtmplVdERpaanK8pKSEqV6NZk9ezbc3NywY8cOLFiwAEVFRXB2dsaIESMwc+ZMBAYGwsjISGm0xtTUFP3791fZ3tSpU3Hw4EGEhITgvffeUyRa6sjKKtD6iI21tRny8oogk/HpCG1gn2oX+1P72KfapW5/jurTDgfO3MG/tzMQdj4ePSQODRhl01Jf71E7O/W2t6jzJph3797FgQMH8O+//yIrKwu//fYboqKiEBUVhTFjxtT4SPbj5BN9c3NzVZbn5eUBABwc1H9T+fv7w9/fv9LxixcvAkCt1qVp164dgIoRo5SUlEpPW1WnvFxAeblGT9dXSyYr52OfWsY+1S72p/axT7Wrpv4c2rMtwi4nI/uBFHtPxqBTOzsY8nZgtXT1Hq3Td+X777/HmDFjFKv6yifhFhYW4p133sGiRYtQVlZWqza9vb0BVKwlo0piYiIAwNPTsw6RV5DH6+vrq/Y5j274yaFIIqLmwcRIjIn+7gCAtKxCnI5I1nFEVBWNE5vTp09j3bp1cHV1xeLFi7F27VpFWY8ePRASEoLbt2+rPRdHrnfv3jA3N0d0dDQKCwsrlV++fBkAanzUWy4iIgK3b99WWXb27FkAwLhx45SOL1q0CJ999pnKc+Lj4wFU3ApzdnZWKwYiImr6end2RHunikXiDp+9i4Ji1VMmSLc0Tmx++OEHTJo0CUeOHMGCBQsqLabn5uaGd999t9abYJqZmWHq1KkoKSlBcHCwUlliYiLOnTsHDw8PpVtL0dHRmDx5MjZu3FipvW3btmHdunWVjkdFRSE0NBTDhg1Dz549lcpyc3MRGhqqcrRp9+7dAIBRo0bVan4NERE1bQYiEQIHdwQAFBSXIeSvON0GRCppnNjcuHEDixYtqrZOz549kZCQUOu2Fy1ahO7du+PTTz/F8ePHUVxcjKioKLzyyiswNTXFhg0blObu7Nu3DxEREfjmm2+QnZ1dqb0//vhDUZafn4/jx4/jhRdegI+PT5Vr8cTExGDJkiWIioqCVCpFWloaPvvsMxw+fBje3t5YtmxZrV8XERE1bZ6udvB7OHE49FIS0rIr31kg3dJ48nBxcXGVa83IFRQUQCqV1rptU1NT7NixA9u2bcPGjRvx5ptvwsrKCn379sWmTZsq7e49dOhQ/Pbbb+jVqxdsbW2VyuS3mfbt24evvvoKxsbG6NixI1566SUEBgbC0LByF3zxxRc4duwYQkNDMWfOHOTm5sLExATu7u5YunQppk2bxgX6iIiaqYmD3BF5OwOycgG/nI7FywE+ug6JHqHxJpgjR47EggULMGbMGMWxxze8/Pnnn7Fz506EhITUPVI9wE0wGz/2qXaxP7WPfapdmvbnT6ExOHGh4mGW5VN7QNLWtp4ibHp0vQmmxreiRowYgffeew9btmxBVlaWUll5eTmCg4Oxbt06jBw5UtNLEBERNUpj+rWHhWnFiP9PoTEo12yMgOqBxonNvHnz4Orqik2bNqFfv36KBe2efvpp+Pr64u2334aLiwtmz56ttWCJiIgaAwtTI4x9qmINtLh7D/DPjTQdR0RyGic25ubm2L17N0aPHg0DAwOkp6dDEAQkJCRAJpNhzJgx2LVrF0xNTbUZLxERUaMwqLsLHO0qVsH/5XQspKUyHUdEQB3m2DwqKysLV69eRV5eHqytreHj46PYWZv+wzk2jR/7VLvYn9rHPtWuuvZnxK10bDp4FQAwaVBHjOjtqu0Qmxxdz7Gp85YKAGBvb69yywKgYusBdfd1IiIiakp8PVqig7MV7qY+QGRMOhObRqDeN7ro0aNHfV+CiIhIJ0QiEXzcWgAAYlPyeDuqEVB7xObChQu1blwLd7mIiIgaNe92dvj1rzjIygXcTs5F5/aciqFLaic206dP56aPREREj3FrbQMjQwOUlpUjKj6biY2O1WqOzeP7Qd29exdXrlyBt7c32rRpAwsLCxQUFCA5ORk3btxAu3bt0L17d23GS0RE1KgYGRqgo4sNbsZnIyqh8rY+1LBqldg8uq/SzZs38cEHHyAkJAQdO3asVDc2NhbLly/H2LFj6x4lERFRI+blaoub8dmIS32A4pIymBpr5dkc0oDak4c//PBDpa83btyI9957T2VSAwDu7u5YtWoVtmzZUrcIiYiIGjmvdnYAAFm5gJikXB1H07ypndg899xzSl9fuXIFHh4e1Z4jkUhw48YNzSIjIiJqIjo4W8PYqOJXalQ8b0fpksaPe5eWliI2NrbaOrGxsSgv5wJSRESk3wzFBpC0sQUAzrPRMY0Tm86dO+Ptt99GcnKyyvKkpCS8/fbb6NKli8bBERERNRXy21Fx9x6gsLhMx9E0XxrPblq0aBHmzp2L4cOHo2vXrnBzc4OZmRmKiooQGxuLq1crlpj+/vvvtRYsERFRY+XlWpHYCAJwKzEHvh4tdRxR86RxYvPkk0/i888/x7vvvovLly/j8uXLEIlEikX57OzssHr1avTq1UtrwRIRETVW7ZwsYWosRnGJDFEJ2UxsdKROz6MNGzYMTz31FEJDQ3H9+nU8ePAAVlZW6NKlC4YMGcKdvYmIqNkQGxhA0tYW/8ZmcgKxDtX5QXszMzOMHj0ao0eP1kY8RERETZaXqx3+jc1E4v185BeVwtLMSNchNTv1vgnmkCFD6vsSREREjYL3wwnEAoDohBydxtJc1XtiU9VTU0RERPqmbStLmJtU3AzhY9+6ofatqJdffhkJCQk4cOAAjI2N4e3trdZ53DiTiIiaCwMDETxdbRERk8HERkfUTmwiIyORm5uLgoICGBsbQxAEtG7dusbzUlNT6xQgERFRU+LVzg4RMRlITi9AXmEJrM2NdR1Ss6J2YrNz507k5+fDzs5OcSwsLKzG87y8vDSLjIiIqAnydv3v92R0Qg56ebXSYTTNj9pzbA4ePIjXX38diYmJAICAgAC1zlO3HhERkT5o7WCheBrqJh/7bnBqJzYnT57E5MmTFbefevfurdZ5a9as0SwyIiKiJshAJIKXqy0AboipC2onNvfv38fMmTMhFosBAG+99ZZa582YMUOzyIiIiJoo+b5R97IKkf1AquNomhe1ExtjY2Pk5+crvpZvnVCTCxcu1D4qIiKiJsxLaZ4NR20aktqThzt27Ih33nkHkydPhrm5OUQiES5evKh2gkNERNRcOLcwh42FMXILShCVkI0nOzvpOqRmQ+3EZt68eXj55Zdx+vRpABUjNtOnT6+vuIiIiJoskahiPZvzN+8jKj5H1+E0K2onNoMGDcKuXbsQGhqKrKwsHD58GOPHj6/2HEEQcPjw4brGSERE1OR4t7PD+Zv3cT+nCFl5xbC35sbQDaFWm2D6+fnBz88PAHDo0CG1nng6dOiQRoERERE1ZfIJxEDFY9/9fJx1GE3zofFeUeo+xs3HvYmIqDlqZWsGOysTANw3qiFpnNiou/BemzZtNL0EERFRkyUSiRRPR0XFZ/NhmwZS77t7cx0bIiJqrrza2QIAMvOkSM8t1m0wzUSt5tg8LiMjA8eOHUNcXBwKCwuZjRIRET3i0X2jouKz0crWTIfRNA8aJzYXL17E/PnzUVRUVG1CIxKJNL0EERFRk9bS1gwtbUyRkVuMqIRsDOjWWtch6T2NE5tPPvkElpaWWLhwIdzd3RWL9j1KEATMmjWrrjESERE1WV6udjh7NVUxz4Z/8NcvjRObmzdvYseOHejevXu19Zyd+XgbERE1X97tKhKbnPwSpGUXwcneXNch6TWNJw+bm5vD09OzxnphYWGaXoKIiKjJe3Q9G+72Xf80TmwGDhyIyMjIGutt3rxZ00sQERE1eXZWJnC0q5g0zPVs6p/Gic3SpUvx3Xff4cSJEygrK6uy3ldffaXpJYiIiPSCfNSG69nUP43n2Dz33HMoLS3Fq6++CpFIBHt7e5iYmGgzNiIiIr3g5WqHM5EpyCssRUpGAVwcLHUdkt7SOLFJTk5WfC4IAjIyMlTW4+xvIiJq7rxcbRWfRyXkMLGpRxonNiKRCDdv3qyxnpeXl6aXICIi0gs2liZwbmGO1MxCRMVnY4gftxuqLxrPsWnfvr1a9Xr16qXpJYiIiPSGYp5NQjbKOc+m3mic2Bw9elStert27dL0EkRERHpDvr1CQXEZku7n6zga/VWnvaLkcnJy8O+//yIvLw/W1tbo2rUrbG1ttdE0ERGRXvB8bJ6Nq6OV7oLRY3VKbPLz87F69WqEhIRAJpMpjovFYowePRrvvPMOrKz4jSMiIrIyN0YbB0skpecjKj4bT/dqq+uQ9JLGt6KKi4sxY8YMBAcHQxAEtG7dGh07dkTr1q0hCAIOHTqEGTNmoLiY27QTEREBgFc7WwBAdGIOyss5z6Y+aDxi8/333+Pu3btYtWoVxowZAwsLC0VZQUEBDh8+jA0bNuD777/HggULtBIsERFRU+btaoeTF5NQJC1Dwv0HaO9kreuQ9I7GIzZHjhzBRx99hMmTJyslNQBgYWGB559/Hh988AGOHDlS5yCJiIj0gcTVFvLV3aLic3QZit7SOLFJTEzEkCFDqq0zdOhQJCQkaHoJIiIivWJhaqSYNHyTG2LWC40TG7FYjKKiomrrFBYWwtBQKw9eERER6QX5PJtbSTkok5XrNhg9pHFi4+XlhT179lRbZ9euXfD09NT0EkRERHrH6+F6NtISGeLvPdBxNPpH4+GUSZMmYdmyZUhISMDYsWPRsWNHmJubo7CwEDExMTh06BCOHDmCtWvXajNeIiKiJk3S1hYGIhHKBQFRCdlwd7HRdUh6RePEZty4cQgPD0dwcDBCQkIqlQuCgHHjxmHcuHF1CpCIiEifmJkYor2zFe6k5CEqPhuj+rTXdUh6pU4TYNasWQM/Pz/s3LkTt27dUhyXSCSYMWMGJk6cWOcAiYiI9I2Xqx3upOQhJjkXZbJyGIo1nhlCj6nzzN6JEydi4sSJKCoqUmypYGZmpo3YiIiI9JJXO1scCY9HSWk57qTkQdLWVtch6Y1apYjXr1/HhQsXcOHCBSQmJiqVmZmZwdHRETKZDIcPH4bAnUuJiIhU8nCxhdigYkWbqAQ+9q1Naic2+fn5mDx5MmbMmIEZM2bgl19+UVmvuLgYy5Ytw4QJE5CVlaW1QImIiPSFibEYHVpXrDocxfVstErtxOb06dMoLS2Ft7c3vvvuOyxZskRlPVtbWyxevBgpKSmYN28eSkpKtBUrERGR3pA/9n07OQ+lZbIaapO61E5swsPDIZFIsGfPHvTp0wcikUhlPUNDQyxcuBA//vgj0tLSqhzZISIias68XW0BAGWyctxOztNtMHpE7cTm+vXreOmll9SeGOzu7o758+fj2LFjGgdHRESkr9xdbBRPQ/F2lPaondgkJSWhW7dutWp8yJAhSo+BExERUQVjIzE6ujycZ8MJxFqjdmJTVFSEVq1a1arxVq1aIT8/v9ZBERERNQfyeTZ3UvIgLeU8G21QO7GxtbVFXl7t7gHm5+fDwsKi1kERERE1B17tKhIbWbmA20m5Oo5GP6id2Hh4eODcuXO1avzs2bPcBJOIiKgKHZytYWz4cJ4Nb0dphdqJzaBBg/Dll1+qPWqTm5uLzZs34+mnn9Y4OCIiIn1mZGiAjm0qNsHkBGLtUDuxCQwMRHFxMaZMmYLw8PBq6547dw5TpkyBTCbDpEmT6hwkERGRvpLPs7mb+gBF0jIdR9P0qb1XlImJCb788kvMmjULs2fPhrOzM7p16wZnZ2eYmpqiqKgI9+7dw5UrV5CamgozMzPs2LEDxsbG9Rk/ERFRkyafZ1MuCIhJykVX9xY6jqhpq9UmmL6+vti9ezdef/11JCQkICUlRWmhPvn+UB06dMBnn30GLy8v7UZLRESkZ9o7WcHEWAxpiQyRtzOY2NRRrXf37tKlC44ePYpjx47h9OnTuHPnDvLz82FlZYUOHTpg4MCBGDFiBMRicZ0Ck0ql2LZtG0JCQpCSkgIbGxv06dMHixcvRtu2bWvVVlRUFLZv347z588jMzMTFhYW6N69O1544QX4+flVeV5kZCS2bt2KyMhISKVSuLm5ITAwEJMmTapy5WUiIqLaMBQboIdHS5y7nobzN9IwZUhHGBnW7XeopnILSpD9oBguLS10FkNd1TqxAQCxWIxRo0Zh1KhR2o4HQMVGmrNmzUJ0dDQ+/vhjDBw4EPHx8Vi2bBkCAgKwe/dutUeDjhw5gqVLl6J9+/bYsGEDOnXqhNTUVGzYsAHTpk3DunXrMHbs2ErnnThxAkuWLMHAgQNx8OBB2NjYYO/evVi5ciUiIyOxZs0abb9sIiJqpp7ycca562kolJbh8q0M9O7k2OAxFBSXYuV355FXUAJDsQiujlZwb20DdxdruLe2gb21SZP4o14kyO8fNSKffPIJgoKCsGLFCkydOlVxPCEhASNGjICbmxsOHz5c46hQVlYWhgwZAqlUiiNHjqB9+/aKspKSEowYMQJZWVk4duwYnJycFGWZmZkYNmwYrK2tcezYMZiamirKli9fjuDgYHz22WcYOXJkrV5XevqDWtWviaGhAezsLJCdXYCysnKttt1csU+1i/2pfexT7Wos/VkuCFj+9Tlk5BajSwd7vB7o2+Ax/O9iIvaejKmy3NbSGO4uNopkp72TlcpRnfrqUwcHK7Xqqf1UVEMpKirCjz/+CCMjI4wfP16pzNXVFX369EFMTAzOnDlTY1unTp1CYWEhPDw8lJIaADA2NsbQoUNRVFSEvXv3KpXt3bsXBQUFGDdunFJSAwCTJ08GAAQFBdX+xREREalgIBKhb5eKP7Cv381CVl5xg15fEAT8EZkCAGjjYIHx/Tugq3sLWJj+d2MnJ78El6LTsf/UbazZfRkLN/6BD3dcxI//u4V/bqQhI7cIjWGsRKNbUfUpPDwchYWF8PHxUblqsZ+fH86ePYuwsDAMHjy42rbS09MBAC1btlRZ7uhYMdT3559/4rXXXlMcDwsLAwD06NGj0jldunSBiYkJrl+/jrS0NEUbREREddHPxxm//hUHAcDf1+5hdN/2DXbt2OQ8JGcUAACG9myLAd1aA6hIeO5lFSI2OQ93UnJxOzkPyRn5EISK1ZLvpubhbmoeTl5KAgDYWBqjo4sNhvZuh84Pdy9vaI0usYmKigIAtGnTRmW5fOKwvF517O3tAQAZGRkqy+XHY2NjFcdkMhlu375dZQyGhoZwdnZGXFwcoqKiapXYGBiIYGCgvfuT4oe7wso/Ut2xT7WL/al97FPtakz96dzSAt7t7HAzPht/XU3FuP4dGmxOy5krFaM1psZi9PVxgqHhf/3R1tEKbR2tMLCHCwCgSFqGOyl5iE3ORUxSLmKTc5FfVAoAyH04qnMpOh2fv9of9lYmDRL/oxpdYiNPNmxsbFSWW1tbK9WrzoABA2BkZISYmBjExcUp3Y6SyWSK21nFxcWQSqUwMTFBXl4epFKpWjHIR4TUZW9vUS9vUmtrM6232dyxT7WL/al97FPtaiz9OaJve9yMz0ZadhFSc6To7Fb/j37nF5bgws00AMAgv7ZwdlT9u0/ODkBrJxs81aNioEEQBKRmFCAqPgtRcdm4lZgNJ3sLtHOxhaEOEsZGl9gUFRUBAIyMjFSWyxf8k9erjpOTE9544w2sXbsWixYtwqpVq+Dt7Y20tDRs2rRJ5c7jxcX/3desKYZH66ojK6tA6yM21tZmyMsrgkzGSYTawD7VLvan9rFPtaux9WentrYwNRajuESGo3/dQWs705pPqqMT5xNQ8nCSb9/OjsjOLqh1G2aGInR3b4Hu7i3qrU/t7NTbVLvRJTZmZhVZc2lpqcrykpISpXo1mT17Ntzc3LBjxw4sWLAARUVFcHZ2xogRIzBz5kwEBgbCyMgIJiYVw2WPThauKYbHJxbXpLxcQHm59idWyWTlfDpCy9in2sX+1D72qXY1lv4UG4jQy6sV/vw3FeE30jB5sAdMjOtvPRlBEHDqcjIAoIOzFVxaWmitH3TVp40usZFP9M3NVb19u3wTTgcHB7Xb9Pf3h7+/f6XjFy9eBFCxUrKctbU1TExMIJVKkZubq3LisSYxEBERqaOfjzP+/DcV0hIZLkbfRz8f53q71qOThv19XertOg1J97OlHuPt7Q0ASEpKUlmemJgIAPD09KzzteSThn19fRXHxGIxPDw8qoyhrKwMqampAMAtI4iISOs82tjA0a7irsRfV1Pr9VqnIytGa0yNxXjCu1W9XquhNLrEpnfv3jA3N0d0dDQKCwsrlV++fBkAanzUWy4iIkLxlNPjzp49CwAYN26c0vFBgwYpXetR169fh1QqRefOnfmoNxERaZ1IJFKM0kQl5OB+Ts1zSjVRUFyKC1H3AQBPdnaCqXGju4mjkUaX2JiZmWHq1KkoKSlBcHCwUlliYiLOnTsHDw8PpVtL0dHRmDx5MjZu3FipvW3btmHdunWVjkdFRSE0NBTDhg1Dz549lcqmTJkCCwsL/Prrr4onpOR++uknAMC8efM0fo1ERETV6dvFCfKHaP+up1Gbc9fuofThHBj/h+vW6INGl9gAwKJFi9C9e3d8+umnOH78OIqLixEVFYVXXnkFpqam2LBhg9J2Cvv27UNERAS++eYbZGdnV2rvjz/+UJTl5+fj+PHjeOGFF+Dj46Nyz6cWLVpgzZo1SEtLwxtvvIGUlBTk5+dj+/btCA4ORkBAQK23UyAiIlKXvbUpOrevWIvtr6v3UK7lFX0FQcCZhysNd3C2Qjsn9bYraAoa5biTqakpduzYgW3btmHjxo148803YWVlhb59+2LTpk2VdvceOnQofvvtN/Tq1Qu2trZKZfLbTPv27cNXX30FY2NjdOzYES+99BICAwNhaKi6C4YPH44ff/wRW7Zswbhx41BSUgI3NzesWrUKgYGB9fK6iYiI5Pr5OOPa3Sxk5hUjOj4b3g8THW3Qx0nDco1yE0x9xU0wGz/2qXaxP7WPfapdjbk/S8tkeG3TXyiUlqFPZ0e8MKaz1tre/tsN/HXtHkyNxdi4qJ9W59dwE0wiIiKqxMhQjN6dKh5SuRSdjsLiMq20W1BcivN6OGlYjokNERFRI/VU14qno0rKynEhKk0rberrpGE5JjZERESNVHunitWAgYpJxHWlz5OG5ZjYEBERNVKPrmlzOzkXqZm138fpUfo8aViOiQ0REVEj1qezIwweLmpT11GbM3q40vDjmNgQERE1YjaWJujq3gIA8Pe1VI03U9b3ScNyTGyIiIgaOfntqJz8Ely7m6VRG/o+aViOiQ0REVEj161jC1iaGQHQbGNMQRBw5krFpOH2Tvo5aViOiQ0REVEjZyg2wJOdK9a0iYhJR35Raa3Oj03OQ3J6xaThgd31c9KwHBMbIiKiJuCph7ejymQC/rlRuzVt5JOGTfR40rAcExsiIqImwNXRCq6OlgCAs7W4HfXopOE+nRz1dtKwHBMbIiKiJkI+ahN/7wGS7uerdY7SpGE9XbvmUUxsiIiImognOztBbFCxpo06ozbNadKwHBMbIiKiJsLSzAi+Hi0BAOHX76FMVv3u2Y9OGvb31d9HvB/FxIaIiKgJkd+OyissxdXYzGrrPjppWL5TuL5jYkNERNSEdHGzh42lMYDqb0c1t0nDckxsiIiImhCxgQH6dnYCAPwbm4m8ghKV9ZrbpGE5JjZERERNjHyLBVm5gPDrlTfGbI6ThuWY2BARETUxrVtawK21NYCK21GCoLwxZmxK85s0LMfEhoiIqAmSTyJOSi9AfNoDpbIzEc1v0rAcExsiIqIm6AlvRxgZVvwaP/vvf5OIm+ukYTkmNkRERE2Quakh/CQOAIB/bqShtEwGoPlOGpZjYkNERNRE9etacTuqoLgMkbczm/WkYTkmNkRERE2Ut6sd7K1NAFTcjmrOk4blmteNNyIiIj1iYCBC3y7O+O3vOFy7m6l4OsrEWIwnvJvXpGE5jtgQERE1YU/5VCzWJwjAtbtZAComDZuZNM+xCyY2RERETVgrO3NI2toqHWuOk4blmNgQERE1cfI1bQCgXTOdNCzHxIaIiKiJ6+nlAEszIwDAUL82Oo5Gt5rnDTgiIiI9YmpsiLem9UB6TjG6urfQdTg6xcSGiIhIDzi3sIBzCwtdh6FzvBVFREREeoOJDREREekNJjZERESkN5jYEBERkd5gYkNERER6g4kNERER6Q0mNkRERKQ3mNgQERGR3hAJ8j3OiYiIiJo4jtgQERGR3mBiQ0RERHqDiQ0RERHpDSY2REREpDeY2BAREZHeYGJDREREeoOJDREREekNJjZERESkN5jYEBERkd4w1HUAVHtSqRTbtm1DSEgIUlJSYGNjgz59+mDx4sVo27atrsNrcpYvX47g4OAqyxctWoRXXnmlASNqWqRSKbZs2YLt27dj9OjRWLt2bbX1z5w5g+3bt+P69esQBAGenp6YOXMmRowY0UARN27q9uc///yDGTNmVNmOi4sLwsLC6ivMJuHcuXMICQnBpUuXkJKSAgMDA7i4uMDf3x8vvPAC7O3tVZ53+PBh7NmzBzExMTA0NISPjw/mz5+PJ598soFfQeNS2/48ePAg3nrrrSrbe+KJJ7Br1y6tx8kRmyamuLgYM2fOxPbt27FkyRKcP38eQUFBuHXrFgICAhAVFaXrEJskW1tbdOjQQeU/Ozs7XYfXaIWHh2Ps2LHYu3cvSktLa6z/ww8/YP78+Wjfvj2OHz+O0NBQdO3aFa+++io2bdrUABE3brXtT0NDwyrft839j5w9e/Zg1qxZuHbtGlatWoVz587hxIkTCAgIwK5duzBmzBjcvXu30nkff/wxli5div79++PMmTP47bffYGdnh1mzZuHAgQM6eCWNg6b9aWpqWuV71NnZuX6CFahJWb9+vSCRSITdu3crHY+Pjxe8vb2FUaNGCWVlZTqKrmlatmyZ8OWXX+o6jCYnJCRE8PPzE3bv3i388ssvgkQiEZYtW1Zl/ejoaMHb21t49tlnhfLycqWyadOmCRKJRIiIiKjnqBuv2vZneHi4MGjQoAaMsGkJCgoSOnfuLKSkpFQq++STTwSJRCLMnTtX6fjp06cFiUQivPLKK0rHS0pKhKefflrw8fERkpKS6jXuxkqT/jxw4IAwbdq0hgpRgSM2TUhRURF+/PFHGBkZYfz48Uplrq6u6NOnD2JiYnDmzBndBEjNSps2bfD7779j6tSpEIlENdb//vvvIZPJMGnSpEr1J0+eDADYvn17vcTaFNS2P6l6LVu2xOjRo1WOCgwePBhAxa0VmUymOC5//wUGBirVNzIywrPPPgupVFovt06aAk36U1eY2DQh4eHhKCwshJeXFywsLCqV+/n5AUCzv69ODcPX1xeOjo5q1z916hQAoEePHpXK5O/dM2fOoKysTDsBNjG17U+q3rhx46qcn2RlZQUAEIlEEAQBAJCfn48LFy5AJBLB19e30jny921z/fla2/7UJU4ebkLk82fatGmjslx+T53zbGrv5s2beOmll3Dt2jXk5OTAzs4OPXv2xJw5c+Dj46Pr8Jq8tLQ0ZGdnA1D9/nV0dISRkRGkUini4uLQsWPHhg6xSSouLsb69esRGhqK1NRUGBsbw8PDA+PHj8dzzz0HAwP+7arKnTt3AFQkK4aGFb8Go6OjUV5ejhYtWqj8w1H+8zUhIQGFhYUwNzdvuIAbOVX9KZednY0VK1bg7NmzuH//PiwsLNCpUydMmjQJzzzzTL3Ew3d9E5KRkQEAsLGxUVlubW2tVI/Ud+nSJQwZMkQx4/+TTz5BTEwMJk+eXO0TU6Se9PR0AICJiQlMTU0rlYtEIsX7V16XapaZmYn8/Hxs3boVFy9eRHBwMDw8PLBixQq89NJLak1Abo4OHToEkUiEl19+WXGspp+v8uOCICAzM7P+g2xCVPWnXGxsLOzs7LBr1y5cvnwZe/bsgbm5OZYsWYL33nuvXuJhYtOEFBUVAai436uKsbGxUj1Sz6xZs/Dzzz/jueeeg52dHUxMTPDkk09iy5YtAID33nsPiYmJOo6yaSsuLgZQ9XsX+O/9K69L1ZNIJNi1axc++OADuLm5wdjYGG3btsUHH3yA3r17Kx6rJ2V//PEHwsLCMHv2bPTu3VtxXN2fr4/Wpar7EwD69u2Lffv24bXXXoOLiwuMjY3RsWNHfPHFF2jfvj3279+PkJAQrcfExKYJMTMzA4Aq/worKSlRqkfq8fLygqura6Xjrq6u6N+/P0pLS+vlP19zIh+lqW4EQf7+VTWiQ5XZ2dnhiSeeUFk2depUAGjWjyerEhcXh+XLl2P48OF48803lcrU/fn6aN3mrrr+BAAnJyd07dq10nFDQ0PFBO36eI8ysWlCWrZsCQDIzc1VWZ6XlwcAcHBwaLCY9J084YmNjdVxJE2b/D0plUpVjsgIgqB4/7Zq1apBY9NH7dq1A1AxH+TRX8jNWXJyMubMmQM/Pz9s2LABYrFYqbymn6/y4yKRCC1atKjfYJuAmvqzJvX5s5WJTRPi7e0NAEhKSlJZLr9d4unp2WAx6bvy8nIA4OO3deTo6KhY6FDV+zctLQ2lpaUwNTVV/FImzcnftwDfuwAQHx+PadOmwc/PD59//rnSbSU5T09PGBgYICsrC4WFhZXK5T9fXV1dm/3EYXX6sybyp6fq4/3JxKYJ6d27N8zNzREdHa3yP97ly5cB/LemANXs8uXL6NevX5V/pcXHxwMA3NzcGjIsvTRo0CAAQERERKUy+Xt3wIABlZ6qINWeffZZ7N27V2VZXFwcgIpfwtXNa2oObt++jalTp6Jfv35Yt26d0sjC9u3bkZqaCgCwtLREr169IAgCIiMjK7XDn68V1O1PAOjXrx9Onz6tsh35e7Q+frYysWlCzMzMMHXqVJSUlFR6UicxMRHnzp2Dh4cH/P39dRRh01NaWoqMjAycPXu2Utndu3fx119/wcjICGPGjNFBdPplzpw5EIvF+PnnnyutdbFv3z4AwNy5c3URWpOUnZ2NkydPqizbs2cPACAgIKAhQ2p0oqKiMH36dAwfPhwffvhhpcff169fj4SEBMXX8+bNA/Df+1GutLQUBw8ehImJCaZPn17/gTdSte3PjIwMlev+lJaWKvq4Pt6j/NOoiVm0aBEuXryITz/9FC1btoS/v79iApepqalG9zqbM/kw6AcffACpVIoBAwbAysoKERER+OCDDwAAK1eubPb77miDh4cHli5dijVr1mDVqlVYvHgxxGIxvvnmG4SHh2PRokUqF0ajqp09exYrVqzArFmz0KZNG6SlpeGbb77BxYsX8dRTTyl+UTdHV69exdy5c1FSUoKsrCy8/vrrNZ4zYMAAzJgxAzt37sTmzZsxc+ZMFBYW4pNPPkFcXBw++ugjuLi4NED0jY8m/QkA+/fvh729PSZOnIhWrVohISEBn376KRITEzFhwgSMHTtW67GKhMawTCDVyuO7e1tZWaFv37549dVX+Qu4lgRBwKVLl3DkyBH8888/SEpKgkwmQ8uWLeHn54dZs2Zxgb5qVDefa82aNZgwYUKl42fOnEFQUJDS7t6zZs3i7t6oXX+mpqbi6NGjCAsLQ0xMDB48eAALCwt4enpi7NixmDhxYrNeoG/16tXYuXNnjfV27txZ6THlQ4cOKXb3FovF6Nq1K+bPn48+ffrUV7iNnib9eefOHRw5cgRnzpzB3bt3UVhYCGtra3Tu3BkTJ06stwX6mNgQERGR3mi+6TwRERHpHSY2REREpDeY2BAREZHeYGJDREREeoOJDREREekNJjZERESkN5jYEBERkd5gYkNERER6g4kNERER6Q3uFUWkJwYPHozk5GSVZYaGhrC3t0fPnj0xd+5cdOnSBQAQGRmJwMBARb1FixbhlVdeqbcYT548iZs3byIgIABt2rSpt+s0Nz/88APWrFmj+FrVNgFEzQVHbIj0RFhYGKKjoxVfh4aGIjo6GtHR0QgLC8OLL76IsLAwTJo0CcePHwcA+Pr6Ijo6WumXYn06efIkNm/eXGUCRpqZNWsWoqOjm/1u3kQAExuiZsHR0RHTpk3DggULIJPJsGLFCpSWluo6LCIirWNiQ9SM9OvXDwCQk5ODW7du6TgaIiLtY2JDREr+/vtvBAYGolu3bujduzeWLVuGvLw8lXWzs7Oxfv16DB8+HD4+PnjiiScwZ84cnDlzRqnewYMH4enpieDgYADAjBkz4OnpCU9PT0yfPl2pblFREbZs2YIxY8aga9eu6NGjB55//nkcPnxYqV56erqiDU9PTyxfvhzXr1/HrFmz0L17d/To0QMLFy5Eamqq2q/dx8dHKa7ExEQsXLgQPXv2hK+vL2bNmlUpIVy4cKHinMGDByuVDR48WCm+mmKfPn06fH190b9/f3zyySeKUbXvvvsOgwcPho+PDyZMmIALFy7U+Fr27NmD0aNHw8fHB3379sV7772HrKwslXWjo6Px2muvoV+/fujSpQv8/f3x7rvvIiUlRaneihUrlOKOj4/H1q1b8fTTT6Nz586VXieRTghEpFckEokgkUiExMTESmVbt24VJBKJ0Lt3b6GkpERx/MCBA4JEIhFmzpwpvPLKK0JcXJyQk5MjBAUFCRKJRHj55ZcrtZWUlCQMGjRI6Nevn3D69GmhuLhYSElJEd555x1BIpEImzZtqnTOsmXLBIlEIoSHh6uMPTc3Vxg3bpzQvXt3ISQkRCgoKBAyMjKEzz77TJBIJMLy5csrnRMeHi5IJBJh8uTJwpw5c4SoqCjhwYMHQnBwsNCpUychICCgNt0nJCYmChKJRBg9erQwffp0ISIiQsjPzxdOnToldO/eXejfv79QVFRU6TyJRCIMGjSoyviWLVtWbewvvfSScOfOHSEnJ0fYsGGDIJFIhI8++kj49ttvhQMHDgh5eXnClStXBH9/f8HX11e4f/9+pfbk/Ttz5kxhzZo1Qnp6ulBQUCAcOHBA6Ny5s/D0008Lubm5SuecOnVK8PHxEQICAoSbN28KUqlUuHz5sjB8+HDhySefFG7fvl3pOtOmTRMkEokwb948YcuWLcL9+/eFlJQUYeTIkSpfJ1FD4ogNUTNw//597N69G1u3boVYLMb7778PIyOjSvVu3ryJTz75BO3atYONjQ3mzp0Ld3d3hIaGVhq1Wbp0KZKTk7Fu3Tr4+/vDxMQEzs7O+PDDD+Hr64tNmzbh3LlztYrzo48+ws2bN7F8+XKMHj0a5ubmaNGiBZYsWYKRI0fi4MGDOHDggMpz//33X6xZswaenp6wtLTE+PHj0bdvX1y/fh1RUVG1igMAbt26hTfffBO+vr6wsLDAwIEDMXbsWKSlpeGvv/6qdXvVuXr1KlavXo0OHTrAxsYGixcvho2NDX7++Wfk5eVhwoQJsLKyQteuXTF16lQUFhbi2LFjVbZXXFyM5cuXo2XLljA3N8eECRPw0ksvIS4uDp999pmiXnZ2Nt58802UlZXh888/h5eXF4yNjdG9e3esXbsWWVlZePfdd6u8jr29PRYsWAAHBwc4OzvjxRdfRNeuXbXaN0S1xcSGSE8NGTJEcctg4MCB+PrrrzFo0CDs27cPw4cPV3lO//79YWJionTM3d0d5eXliI+PVxy7ceMGLl68CAcHB8W8HTmRSISxY8cCqHjsWF1ZWVn47bffIBaLMWrUqErl48ePBwDs2LFD5fldu3ZFq1atKsUOAHFxcWrHIefo6Fjpl3Rd2qtOt27dYG9vr/jayMgIbdq0QVFREfr27atU183NDQBw9+7dKtsbM2ZMpWPyPj106JDiFtehQ4fw4MED9OnTB66urkr1fX194erqisuXL+P27dsqr/P492ns2LF4/vnnq4yLqCFwHRsiPRUaGlrrtWIcHR0rHTM3NwdQMfdFLiIiAsB/v2Qf5+HhAaBinRx1Xb16FTKZDG3atIGFhUWl8o4dOwKoGEkpLCxUxFXb2NWl7faq4+DgUOmYvA8eT9YsLS1rjKF169aVjrVr1w6GhoYoLCxEXFwcPDw8FN+fTp06qWzH2dkZCQkJ+PfffxX9X9N1iHSNiQ0RKZiamlY6JhKJAACCICiOyW9LPZ5cyMmPVzXpWJXc3Fy12hQEAQ8ePKhUT93Y1aXt9mp7LbnHR9DkqotBVR8aGBjA2NgYZWVliu+L/OO3336Lb7/9tsr2MjIyah03ka4wsSGiWrO2tgYAFBYWqiyXH5fXU4eNjY1abYpEIlhZWandrq4VFxc3+DVV9WF5eTmkUimA/74v8o+LFy/Gyy+/3HABEtUjzrEholrz9fUFAMTGxqocOYiJiVGqJycf8VDFx8cHYrEYqampyM/Pr1Qun+chkUiqHNXRJVNTU5UJxb179xo8lscf0wYq5gXJZDKYm5ujQ4cOAP77/iQlJalsJz8/H3/88UeVj4kTNUZMbIio1jp37gw/Pz9kZGTgzz//VCoTBAG//vorgIr1ah4lH5WRj2IUFxdj9OjROHfuHOzt7TFq1CjIZDKEhIRUuqZ8DZzH171pLDp06IDs7OxKScCJEycaPJbffvut0rEjR44AAAICAmBoWDFYP378eFhZWeF///ufytuGQUFBeO2112BsbFy/ARNpERMbItLIunXr0Lp1a7z99ts4c+YMSkpKcO/ePbz33nuIjIzEwoUL0adPH6VzunXrBgA4d+4ciouLceDAAdy9exdt27YFALz77rvw9PTE+vXrERISgqKiImRlZeGLL77A0aNHMX78eDz33HMN/lrVIX9qa/Xq1UhLS0NGRgY2bdoEA4OG/zGbl5eH9evXIzMzE0VFRTh48CC+/vprtG/fHkuWLFHUs7Ozw4YNG1BSUoLZs2fj0qVLKCgoQFpaGrZu3YqgoCCsWLFCMWGZqCkQCdqeBUdEOlHV7t7V7didlJSEIUOGVDoeGhqK5OTkSiMuLi4uCAsLU3ydlZWFbdu24eTJk0hNTYWZmRm6dOmCGTNmYNCgQZXaFQQBn376KUJCQpCdnQ0XFxcsXLhQ6fHkwsJCfPfddzh27Bji4+NhaGgIT09PTJ48WZE8yHl6ela6xs6dO+Hi4qLydT26SagqqvpwzZo1mDBhgsprPfrkWXl5ObZs2YJffvkFGRkZcHFxwcyZM+Hu7q7Uj6tWrcKUKVOqjD05ORlvvfWW0vEnnngCu3btqjK+vLw8pY1Mv/vuO0RERODXX39FSkoKrKysMGTIELz++utKj5XLxcTE4Ouvv8Y///yDnJwctGjRAp07d8acOXPQs2dPRb1NmzZh8+bNKuPmbuLUWDCxISIiIr3BW1FERESkN5jYEBERkd5gYkNERER6g4kNERER6Q0mNkRERKQ3mNgQERGR3mBiQ0RERHqDiQ0RERHpDSY2REREpDeY2BAREZHeYGJDREREeoOJDREREemN/wd7XLeIe4TMgwAAAABJRU5ErkJggg==",
      "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": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_NMF = sklearn_available(\n",
    "   X_train = data_train+1, \n",
    "   X_test = data_test+1, \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": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 26,\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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": [
    "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": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Isomap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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 = 100, \n",
    "   n_components = 1, \n",
    "   eigen_solver = \"arpack\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 35,\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 = 0.1, \n",
    "   plot_gaussians = True, \n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "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": [
    "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": 44,
   "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": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 26, \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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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": [
    "### Parametric UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 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 = 27,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, path = PATH_INIT_MEANS),\n",
    "   tol = 1e-5\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",
    ")\n",
    "gm.plot_g2(db_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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
}
