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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {},
  7. "outputs": [
  8. {
  9. "name": "stderr",
  10. "output_type": "stream",
  11. "text": [
  12. "D:\\Anaconda3\\envs\\py36\\lib\\site-packages\\sklearn\\externals\\six.py:31: DeprecationWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n",
  13. " \"(https://pypi.org/project/six/).\", DeprecationWarning)\n"
  14. ]
  15. }
  16. ],
  17. "source": [
  18. "import sys\n",
  19. "sys.path.append(\"../..\")\n",
  20. "from chemocommons import *\n",
  21. "import pandas as pd\n",
  22. "import numpy as np\n",
  23. "import seaborn as sns\n",
  24. "sns.set()"
  25. ]
  26. },
  27. {
  28. "cell_type": "code",
  29. "execution_count": 2,
  30. "metadata": {},
  31. "outputs": [],
  32. "source": [
  33. "label_names = [\"ABCG2\", \"MDR1\", \"MRP1\", \"MRP2\", \"MRP3\", \"MRP4\", \"NTCP2\", \"S15A1\", \n",
  34. " \"S22A1\", \"SO1A2\", \"SO1B1\", \"SO1B3\", \"SO2B1\"]\n",
  35. "\n",
  36. "Y = pd.read_csv(\"label_matrix.txt\", sep=\"\\t\", names=label_names)\n",
  37. "Y[Y==-1]=0"
  38. ]
  39. },
  40. {
  41. "cell_type": "code",
  42. "execution_count": 3,
  43. "metadata": {},
  44. "outputs": [],
  45. "source": [
  46. "Y.to_csv(\"Ys.csv\", index=False)"
  47. ]
  48. },
  49. {
  50. "cell_type": "code",
  51. "execution_count": 5,
  52. "metadata": {},
  53. "outputs": [],
  54. "source": [
  55. "correlation_matrix = np.zeros(shape=(Y.shape[1], Y.shape[1]))\n",
  56. "for i in range(Y.shape[1]):\n",
  57. " for j in range(Y.shape[1]):\n",
  58. " confusion_matrix = pd.crosstab(Y.iloc[:, i], Y.iloc[:, j])\n",
  59. " correlation_matrix[i, j] = cramers_corrected_stat(confusion_matrix)\n",
  60. "np.fill_diagonal(correlation_matrix, 1) # "
  61. ]
  62. },
  63. {
  64. "cell_type": "code",
  65. "execution_count": 8,
  66. "metadata": {},
  67. "outputs": [],
  68. "source": [
  69. "correlation_matrix = pd.DataFrame(correlation_matrix)\n",
  70. "correlation_matrix.index = label_names\n",
  71. "correlation_matrix.columns = label_names"
  72. ]
  73. },
  74. {
  75. "cell_type": "code",
  76. "execution_count": 18,
  77. "metadata": {},
  78. "outputs": [],
  79. "source": [
  80. "label_pairs = np.zeros((Y.shape[1], Y.shape[1]), dtype=int)"
  81. ]
  82. },
  83. {
  84. "cell_type": "code",
  85. "execution_count": 19,
  86. "metadata": {},
  87. "outputs": [],
  88. "source": [
  89. "for i in range(Y.shape[1]):\n",
  90. " for j in range(Y.shape[1]):\n",
  91. " for k in range(Y.shape[0]):\n",
  92. " if Y.values[k, i] == Y.values[k, j] and Y.values[k, i] == 1:\n",
  93. " label_pairs[i, j] += 1"
  94. ]
  95. },
  96. {
  97. "cell_type": "code",
  98. "execution_count": 22,
  99. "metadata": {},
  100. "outputs": [],
  101. "source": [
  102. "label_pairs = pd.DataFrame(label_pairs)\n",
  103. "label_pairs.index = label_names\n",
  104. "label_pairs.columns = label_names"
  105. ]
  106. },
  107. {
  108. "cell_type": "code",
  109. "execution_count": 24,
  110. "metadata": {},
  111. "outputs": [],
  112. "source": [
  113. "label_pairs.to_csv(\"intersection.csv\")"
  114. ]
  115. },
  116. {
  117. "cell_type": "code",
  118. "execution_count": 9,
  119. "metadata": {},
  120. "outputs": [
  121. {
  122. "data": {
  123. 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OYopFw5yqoWnQuYkfz9QqBUBCsgWLpt37wvmkbt16/LVzJwBHwkKpWtVx58/dT3Cduuz+608Ajh4Jo3KVqra6WoFBhIUcIikpidg7dzhz+hSVqlTl0IF9zJk5jXkLP6NGrUDAOprQp3tnzGYzer0edw8PdPk8/O/sdXmXUrM2oQd2ARAdGY5fQGWn5LifWsF12L/H2t6RR8MIqJze3krNII6GHcaclERc7B3OnTlFQKUqzJ0+nr/++BWAkIP7qFrduk3Fxd4hOTmZUqXLOCRrQPUgjh+2joycjYqgjH/OhzADagRx/PBeAC6eOcFjJUo5JFv1WrU5vN/axlHHwvGvWMVWV6V6LSLDQzCbrevx73On8atYmSOH9tG+c0/GTF+IXq+jdr3GeHkXwejmjsFgxGh0w2TyJj72jkMyZ8WZ203tuvXY9Zd12eFHQqmcYdm1AoMIPZy+/zl9+pTd/imj8r6+JMTHc/7cWcB6+LlS5Sr3ndZRnL3/qRlUlwN7/wIg8ugRKlZKX1fVagQScSR92z5/9jQBFatQK7guB/am7f/DDlEhoDJlyvmSkBDPxQvn0p4/TIWKBWcfliOdzrkPJ8uuYzgY2KYoymhVVdeoqpqsKMqLwGrAecNqBciOqGs0CijK52/XBnRM+UGlQ8PyXLiZwF8nbhB9NZal79RB02DvqRuEnI/hzPV4xj6v0C64DHqdjik/RDktf9snn2LPnl107tQBTdOYOHlqzjPlodZtn+TA3t30eLcjmqYxZsIU1nz1Bb5+/rRs3Zb2b71N727vYNEs9Oo3EDc3N+bOnE5KcjITx44CoEJAACPGTOA/z71A7+7v4OpqoErVajzzfLt8fS/OXpd3NWjemvDD+xg3qBsa0GvwWL7/ZjVlyvlSv2krp2S6q3mrJzh8YC+Der6DpmkMGT2JjV9/SXlfP5o+3oaX23dkcJ8uWDQLXXsNwOjmRrc+A5kzdRxbN63D3d2DD0aOB+DCubOULlPOYVlrNXqcqLCDLBrVFw2NN/qNYOfWdRQv40uths3vO0/jJ19g0+dzWDiyD5qm8UrPIQ7J1qhFG44c3sfo97uiaRr9ho5j68ZVlCnnR8NmrXjulQ6MHfQeFs3CW137YTS6Uc6vAotnTcBgMOJboRLvvT8cV1cDRw7vY9SAd9Hp9FQPrENw/SYOyZwVZ243rds+yb49u+nW+S3QNMZOnMrqL7/A19+fVq3b8mbHt+nR9W00i4W+AwZledW2wWBkzPjJjBkxFA2N4Np1adGydb69D3D+/qdZy7aEHNjD4N6d0TSNwaMmsmntl5Tz9adJi9a8+HpHPuzXFc1i4d2e1m27Q+f3mDd9PB/0egdXV1c+HDMZg8HAoBHjmTFhBJoGNQNr06hZy3x9L+Lh6bQcRsgURTGqqmrO9FwdVVVDH2J5GoBH3f4PMatjJYQstCs3nbHTSUmytme4/YaVmP+n6OXIPdO/KDfjnXuea1Ye83SxKxeGdXnozG3nBMlG/QD7w4BnrzvvrgtZqVDcviOwJfyyk5Jk7aUg+5HWI+djnZQke8F+XnblwrDd3E60OCdINoq42x9BKQzr8dTVxPtP6ESVSrrf/dP5w3OAR/PRzjvkCCTsmuLU9ZDtoWtFUQLTpglVFGUu4AOkYh29FEIIIYQQUCCutHam7G4b1A7YBtz91/lZYAdgAIY5PpoQQgghhCgMsutOjwOeVlX1f2nlBFVVVwIDAcdcWimEEEIIURg94hflZNeh9FBVNeMVI/8DUFU1ButhbyGEEEIIIbLtUBoVRbF1eVVVHQmQdnNz53eFhRBCCCFEgZBdh/IPYNR9nh+aVieEEEIIIeCR/+nF7K7yHgH8nnZxzk6st/xpAXgAbfIhmxBCCCGEKASy7NKqqnodaADMB9wAd2AJ0CTtPEohhBBCCAEyQpldpaqqZkVR1qmq+jWAoiglM9/kXAghhBBCPNqyuw9lcUVRdgDtMzz9qaIoOxVFKeb4aEIIIYQQojDIbox0PtZbBW3I8NzrwG/APEeGEkIIIYQoVPQ65z6cLLtD3kGqqr6d8QlVVTVggqIoRx0bSwghhBBCFBbZdSiz+5FzubG5EEIIIcRdBeDCGGfK7t2fVRTlucxPKoryDHDVcZGEEEIIIURhkt0I5TBgu6IovwGHgUSgIfAc8Gw+ZBNCCCGEEIVAdvehVLF2IM8AT2DtRJ4B6qiqGpof4YQQQgghCgWdzrkPJ8vpPpQXgbF3y4qiFFNV9YbDUwkhhBBCiEIjyw6loig+wEjgCtZbB/1sfVo5D7ypquq+/IkohBBCCFHAyUU5Wfov1p9crAXsApYBjwGDsd6jUgghhBBCCHSadv+7AymKclRV1UBFUfTAeVVVy2eoO6Sqav2HWF52tyISQgghhPi3nH8CIeDx5HSn9nESfh3h1PWQ3QhlMoCqqhash70zKhCNJ4QQQghRIMhFOVkyKIrih7XTaUz7W5f2MOZHOCGEEEIIUfBl16H0AnaQPhq5k/RD1u6ODCWEEEIIUag84hflZNmhVFU1IGNZURQD8CrQG+v9KR9a0xk7czO7Q+wZ3tKu7FG3v5OSZC0hZKFdeWt45jMRnK9dUGm78sawS05Kkr3Xa5e1K/8cWfB+/OnpGiXtygdP33ZSkqw1qFjErrypALb3q5nauvqIn5yUJGvHp//Hrjz6xygnJcnelGer2ZUv3jI7KUnWyhW1P4C2M6rg3emuZbViduXDZwretl0vwH7bjrwY56QkWatRzuTsCCKDbO9DCaAoSkWgJ9AV61XeU4D2Ds4lhBBCCCEKiezuQ/kK0AuoD3wLvAMsVVV1Yj5lE0IIIYQoHArAhTHOlN0I5TfAeqCpqqonABRFseRLKiGEEEIIUWhk16EMxnqY+y9FUc4AX+cwvRBCCCGEeARleUmSqqpHVVUdAvgC04E2QGlFUb5XFOW5/AoohBBCCFHg6fTOfThZjiOOqqqmAJuBzYqilAQ6A9OAHxycTQghhBBCFAL/6hC2qqpXgdlpDyGEEEIIAY/8RTnOHyMVQgghhBCFmnQohRBCCCFErshV20IIIYQQuVUALoxxpkf73QshhBBCiFyTEUohhBBCiNySi3KEEEIIIYR4eNKhFEIIIYQQuSKHvIUQQgghcksuyhFCCCGEEOLhyQilEEIIIURuyQilEEIIIYQQD6/AjlDqgKFPV6FKKS+SUy1M+zGKC7cSbfWv1S3Lc0FlQNNYvvscu07ewN2gZ0K76hRxN5CYnMqEbSq3EpKd9yaAhoEVmDzwZf7TY75Tlm+xWNi0dA6Xzp7ExdXAG32GUaKsr900sTG3WDi6D0PmfIHB6IYlNZXvVi7kwkmVlORknn6jKzUbNHN4zu+WzeXy2ZO4Ggy80nsoxcvY54y7fYvPxvRjwKzlGIxu7Ni8mujQ/QAkxMUSe+sGI5d+69CM6z+bzd9nTuDqaqBj/xGUzLQu78TcZO6IPoycvxKD0c32/OULZ5k9rCdTv/jO7nlHZFyxcAbnTkVjMBh474MxlCnnZzfN7Vs3GT+4O9M//RpjhiwHdv3Ovj9/o/+IyQ7LdzfjlmVzuZTW1q/2HkqJTG0de/sWn47px8C0trZYUvl+5WL+PqWSkmzmifZdqFHfcZ9JnQ7GvVST6mW9MadaGPNNBOeux9vqOzbx45X65dGAxb+d5I/jV9HrYMQL1QksXwSjq56Fv1qfdyTNYiFk4xJu/X0avauBBh0G4FWynK0+6o/NnD/8JwBlazag5jNvkZKUyL6vZmGOv4Or0Z1Gbw/GzcsnT3NZLBbmfTyZk9EqBqORoaMmUN7P31a/bfNGtn67ARcXV97p1pOmLVrZ6sJCDjJl7AjWb/2VG9evMXHMUFvdiSiVnv0G8eKrb+R53tVLZnLh9AlcDQbeHTCSUpm2mzsxN5k+tCfjF67CYHQjKTGBpbPGEXfnNm7u7nQfPA5vn8fyNFfmjMsXzODc6WhcDQZ6DhpDmfL3btvjPujOjM/u3bb37vyNASMds21bLBY+mzeNMyejcDUY6T/0I8qWT2/vn7dt4qet3+Di4kL7d96jYdOWXL1yiXlTP0JDw8vbhyFjpuDm7sGW9av49YfNFClqXZd9B4+mvH+AQ3KLvFVgRyhbViuO0VVPz1WhLN5xmgFtK9nqfDxcebVeOXquCmXAunCGPl0VgJdql0W9HEufNWH8EnmVLs38s3r5fDH43SdZPLYT7kbn9dsj9v9JSrKZAVOX8Pzbvdi6cpFdvRq6n88nDeFOzE3bc4d2/kxqair9pyym6/CpXLt8weE5Iw/8RUqymd5TFvN0x5788OUSu/ro0P2smPwhsRlytnq5E++Nn8974+fjU7wkr/cb6dCMR/b9SbLZzJAZn/Fi5958u2Kh/XsI2cfi8YO5c+uG3fMJ8XF8u2IhrgaDQ/MBHNr9B8nmJCbMW86b3fqz+vN5dvVHDu5h+uj+xGTK+OWSWaxbsQhNszg847G0tu47ZTHP3Keto0L3szxTW4fs/JnU1BR6T1rIO8OmcP3y3w7N+GTNUrgZ9HRYso/ZP0Yx/HnFVlfU08BbTf15a8k+ui49wLiXawDwUr1yuOp1dPx0P32/DMG/uKdDMwJcDN9LarKZth/MIqjdu4RtWW6ri712mfOHdtB20Me0HTSTK2oIty6e5vSen3jMtzJt3p+BX93Hifx5XZ7n+mvHdszmJBb9dzU9+w5i8fyZtrob16+xaf1qFiz9io8/+ZSli+dhNpsB+OfKZdavXklKSgoAxYqXYN6SFcxbsoIefQdSTanB8y+9lud5Q/fuJNlsZuSspbz6bl/WL19gV3/08F7mjh3I7QzbzZ8/baFCZYXhMz6l4eNP8f26L/I8V0YHd/9BcnISE+ct561u/VmVadsOO7iHqaPu3bZXLpnF2uWO3bb3/fU7ZrOZGYtW0rnnAFYsnmuru3njGts2rWX6ghWM+3gRXy1dSLLZzHcbV9O8zdNMnf9f/AMq8csPWwA4FR3JwJETmTJvKVPmLS1cnUmdzrkPJyuwHcravj7sPW39Qom4eIcaZbxtdTEJKXRefohUi0Yxk4HYJOvOZ93Bv/lizzkAyhRx42acOf+DZ3DqwjU6fLjUqRlOHw9HqdMYgArVanH+lGpXr9Pp6DVuDp5eRWzPqaH7KVqsJMumDmPDpx9Ts0Fzh+c8ezycanUaAeBfrRZ/n8yUU6+n20ez8fDyvmfeiH078TB5UzVtfkc5FXmEmvWs67KiEsi5E8ftM+r09J8wz25daprG2sUf0+7tnhiN7g7NB6BGhFE7bTS5ao0gTkdH2mfU6xk5bRFeGTICVK0ZTNcBIxyeD+DMA7R190xtHRV6AJ9iJfli2gg2fTbLoaOTAPUDHuNP9RoAYedjCCyfvr5uxSfz8vzdpFg0Sni7cSfRuv9pUbUEV2IS+bRLPSa9WovfI/9xaEaAa6eOUaZGfQCKB1Tn5vloW53nYyVo0Ws8Or0LOr0eS2oKLq5GqrZ+iRpPW0f44m9exc27aJ7nCg87TKMmLQCoGVSbqOPHbHWREeEEBtfFaDTi5eVNeV9/Tp2IwpyUxJzpExk0bMw9r6dpGp/Mmsag4WNwcXHJ87zRx8IIrN8EgMrVAzmbabvR6/QMnrQAk3f65+DJlzrw/BtdALhx9TLeRR03Ogn3btunMm/bOj2jpy+yywhQrUYw3Ry8bUeGh1KvkTWbUjOYE1Hp7R0dGUGNwNoYjEZMXt6ULe/HmVPRVKysEBd7G4D4+DhcXa0DLyejIvlmzQpGDujGxtXL712YKLAKbIfSZHSxdRQBUjUNlwwd8FQNXq9XjmXv1GW7mn5YyaLBgg7BvF6/HLtP2f+nlt82/xZKcnKqUzMkJsTh7mmylfV6Pamp6eu1Wu2GmLztD3fF3Ynh6uULdB85gzYvd2Ldomn5ktPN0yvLnFWCG+Dpff/Dcjs2r6Zt+3cdnzE++3VZvU5DTEXsM/64djm16jfFt2JVh+cD62iohynrjEH1GuNd5N4ORNNWT6Mjf/7DTUqIwz1DW+syZawa3OCez2T8nRiuX77AuyOm0eqlt9i4ZIZDM5rcXW0dRUjb/+jT10+qRaNTU3/W9W3MT+FXAChqMlChhIneXxxm2Y5vCTG2AAAgAElEQVTTTG0f6NCMAMlJ8bi6p4+E6nR6LKnWfY7exRU3Lx80TSNsy38pWr4S3qXKW6fTu7Bj0WhO/LmNsjUa5Hmu+Lg4TF6Ztue0Ucf4uFi7Og9PE3Gxd5g/aypvdupCyVKl73m93X/+QUClKvhXqJjnWcG6bXvY7X9c7D6TNes2wqvIvfsfvYsLs0b3Z/u2jQQ5+LSghPg4PLPZtoPrZ7Ftt34anYNHr+Lj4/A03X/9xcfH2tV5eHgSHxdL8ZKl+OHb9Qzo8jqH9+2iWasnAWjR9j/0GTyKiXM+IzI8lAN7djo0e57S6Z37cLJsj8UqitI5u3pVVb/M2zjp4sypmIzp/4nqdTpSNftpNh6+yObQS8xtH0g9fx8On4sBYMDaI1Qo5sGs1wNp//kBR0UsFNw9TCQlpp/7pVk0XFyyPwRv8ipCzfpN0el0VK5Vh2uXHH/I293DhDkhQ07NkmNOgH8unMHd0+ue8y0dwd3TRJJdxpzX5YEdP1O0eEn2/LqN27dusGj8YAZNXZTtPLnh4WkiMUNGywNkzG9uHpnXY85t7eldhOr1rJ/JSjXrcO3ieYdmjEtMweSWaf9jsd8Brd5zjvX7z/N51/o0rlSMW/HJtnMmD5y+SUAJE45mcPMkJSkh/QlNQ59hBC812czBr+fj6uZBvfZ97OZt1W8Kt6+cZ9fnE3n2o7w9kuJpMhEfH2crWywWXNJGoDxNXsTHp7d/QnwcrgYD4aGH+fvCOVb+dwl3bscwcfRQxk6xHir/5X/beO3Nt/M0Y0buniYSEzLkfcD9D8CHUxZy6fwZFkz8kKlLNzoqIh6eJhLi/93+J794eppIyNDemiV9/Xl6etnlTkiIx+TlzeLZk3l/+HjqNmrGwT1/Mn/aWMZMm0+71zpiSjs6Ub9JC05FqzRs2jJ/35B4KDl1aZ8AFgOtgTaZHq0dGezIhds0rVQMgFrlvDl5Nf3D6l/Mg2kv1wQgxaJhTtXQNOjcxI9napUCICHZgkXT7n3hR0xA9UCOH94LwNmoCMr4V8phDgioEWSb5+KZExQtUcqhGQH8lUDUEOsyz0VFUPoBcgKcOHKIanUbOzKaTaXqQUQcsmY8rR6lbIWcM477dB0Dpyxk4JSFFClajH7j5zg0Y7VatQndvwuA6Mhw/AIqO3R5DyMgU1s/yGeyQvUg1JB9AFw6c4KiJe4dxcpLh8/eolX1kgDU9vMh6vIdW13FEp588nYdAJJTNcwp1n3N4TO3aKmUAEAp682lDBcROkrxSjW4fOwgANfPHKdI2Qq2Ok3T2L1sMj7lKlL/zf7o9NaO5vFfNnD2wHYAXI3u6PR5P7IRGFyXfbutFwMdCw+jUpX0EfoatYIIDz2EOSmJ2Ng7nD1ziho1g/hyw1bb+ZLeRXxsnUmA6OPHCAyuk+c576pSI5jwg3sAOHn8KL4Vct5uftiwkj3bfwTAzd3DIesxo2o1axN6oGBu29UD63BonzWbeuwIFSpVsdVVrVGLY+EhmM1JxMXe4cLZ0/hXrIzJyxvPtJHqYiVKEht7m/i4WN7v9gYJCfFomkZ4yAEqV6vhlPck/r1s/71RVfVdRVEeA/5SVTVfT2bYEXWNRgFF+fzt2oCOKT+odGhYngs3E/jrxA2ir8ay9J06aBrsPXWDkPMxnLkez9jnFdoFl0Gv0zHlh6j8jFwgBTZqSVTYQRaMso5OvNlvBDu2rqNEmfLUatjivvM0ebId33w+h09G9kbTNF7rOcThOWs2epwTRw7y2Zh+1mX2Hc5f29ZTvEx5amRzDue1i+epElzf4fkAgpu05HjYAeYM742GRqcBo9i+ZS0ly/oS1Oj+6zK/NWjWmvDD+xj/QTc0DXoNGcsP36ymdDlf6jdtlfML5IOajR4n+shBlqS19et9h/NnWltndb5uoydeYPPSuSwe3QdNg5d7DHZoxl8irtCsSnG+7tMIHTpGbjxKlxYVOHs9nt8jr6JeusPavo1Bg51R1zhw+iah524x/pWarO3bGB0w/tsIh2YEKB/UlH/UULbPGwqaRoOOA4n6fTNeJcuiWSxcPXmU1JRkLkceAiDohXcJaPIkB1bP4/TeX9A0Cw3eGpjnuR5v/QSH9u+h/3tvo2kawz+axPo1Kynv60/zlm149Y1OvN/rXSwWC917v4/RLes7H9y6eQMPT5NDD9vWbdqKY6H7mT60B5oGXQaO5ufNX1OqrC91Gj9+33laPNmO5fMm8tcvW7FYLHQdONph+QAaNrdu22MHdQOg1+CxfJ+2bTdw8rbd5PE2hB3ay/D+XUDTGDB8PFvWr6JseT8aNW/FC692YNT73bFYLHTq3g+j0Y2e7w/n80+mY0m1oKHRa+AITF7evP1ePz76oCcGg5Hgeg1p0KRg7FsfSAG4MMaZdFoOo3iKopQFOqmqOisPlqcBNJ1R8M6J2DPcfkjdo25/JyXJWkKI/VXFW9PO3SpI2gXZjxxtDLvkpCTZe712Wbvyz5GOvb3Lw3i6Rkm78sHTt52UJGsNKtpfALCpALb3q5nauvqIn5yUJGvHp//Hrjz6x4L5z/CUZ6vZlS/ecu6Fj/dTrqjRrrwzyrnn0t9Py2rF7MqHzxS8bbtegP22HXkxLospnadGOdtpJQWiJ+fx8udOPSyasLmnU9dDjidgqKp6CbinM6koil5VVcffY0QIIYQQoqArABfGOFO2715RFA9FUXopivJ6puefBY44NJkQQgghhCgUchqhXAlUAHwURSkFbARWAM2Bjx2cTQghhBBCFAI5dSgbAlWBYsD3wFDgJ6CqqqoF76QzIYQQQghneMQvysmpQ3lLVdUU4B9FUfyAvqqqbsqHXEIIIYQQopDI6QzSjFcsXZHOpBBCCCGEyCynEUpj2sikHnBJ+9s2pquq6jlHhhNCCCGEKAwc/ROXBV1OHUovYAfpnciMN5DUgAf7ORMhhBBCCPH/Vk6/lBOQTzmEEEIIIQotGaHMgaIoxYCOQHUgAYgA1quqGp/tjEIIIYQQ4pGQ043N6wEq8CwQB6QCbwAnFEUJcnw8IYQQQghR0OU0QjkNeFdV1R8yPqkoSjtgNvC0o4IJIYQQQhQaj/YR7xxvG+SbuTMJoKrqVqCkYyIJIYQQQojCJKcRyqRs6rRs6oQQQgghHhlyUU72jJnvPZlGBxgdE0kIIYQQQhQmOXUoTVjvQ5mZDhmhFEIIIYQQ5NyhHJ9NnXQohRBCCCGQQ945dShXAP8AvwLmtOfurjEN+NJBuYQQQgghRCGRU4eyHvAm8BQQBqwDflVV1eLoYEIIIYQQhcWjPkKp07QHO3KtKEoDrJ3LNsBBYK2qqn/8y+XJYXIhhBBC5KUC0ZMr0uFLp/Zxbq/t7NT1kONPL96lqupB4KCiKI8D04G3AS9HBRNCCCGEEIXDg/yWtw5oCbTH+hOMocACYKtjowkhhBBCFA6P+iHvbDuUiqIsAZ4BQoD1wDBVVePzI5gQQgghhCgcchqh7AVcB+qmPaYqimKrVFW10sMsNDHlYeZyLPdMa2Jr+BXnBMlGu6DSdmWPuv2dlCRrCSEL7covLT3opCTZ29KjgV155h+nnJQka0Nb229eu6JvOilJ1ppXfcyu/M+dZCclyVopb4NdOfxCrJOSZC3I1/7soZNXE5yUJHuVS3rYlS/cNGcxpfP4Pmb/mxvnb2T3g2/O4VfMza4cfaXgtXfV0vZtXRi+t53u0R6gzLFDWTFfUgghhBBCiEIr2w6lqqpn8yuIEEIIIYQonAragLEQQgghRKHzqF+Uo3d2ACGEEEIIUbjJCKUQQgghRC7JCKUQQgghhBC5IB1KIYQQQgiRK3LIWwghhBAil+SQtxBCCCGEELkgHUohhBBCCJErcshbCCGEECKX5JC3EEIIIYQQuSAjlEIIIYQQufVoD1DKCKUQQgghhMgd6VAKIYQQQohckUPeQgghhBC5JBflCCGEEEIIkQsyQimEEEIIkUuP+ghloexQWiwWpkwaT5SqYjQaGTdhMv4VKjglx6alc7h09iQurgbe6DOMEmV97aaJjbnFwtF9GDLnCwxGNyypqXy3ciEXTqqkJCfz9BtdqdmgWb5nz6hhYAUmD3yZ//SY77QMOqB3C38CinmSnKqx8M8zXL6dZKt/MbA0j1d+DICD52NYd/gSXm4ufNC6Ep5GPXcSU1j051liElMcllGzWNj19SJunD+F3mDg8XcG4VOqnK0+/NdvOXVgBwB+gQ2p166Tre5MyC5OH/qLNu8Nd1g+sH4mVy2eyfnT0bgaDHR5fxSly/nZTXM75iZTP+zBpEWrMRjdSEpM4LOZY4m7cxs3dw/eGzKOIj6P5XmuOdMncSI6CoPBwPCPJuLr52+r/+7bjXy3aT0uLq507t6T5o+35vq1a0z8aDgpyckUL1GSUeMn4+7uQWREOAvnzkTTNIoVL8FHk6bj5uaWZzmXzp/O2ZNRuBqN9BnyEWXLp6+/X77fxC/bNuHi4sJrnbrToGlLrlz6m4UzxqFpGiVLl6X34NG4uXvw34Ufox4Nw93TBMDwibMxeXnnScZFs6dy+oR1XQ4cMY5yvunr8n/ffcMPW77BxcWFDu/2oHHzliQmJLBw1hSuXPqb5ORk+nwwnJKlyzJjXPrn8dQJlS69B/L8y+3zJOP8mZM5Ga1iNBgZMmoC5TO09/ebN7Jt8wZcXFzp1LUnTVu0stUdCTnI1HEjWPvdrwD88uNW1q1agcnLm/88/xLPvfhqrvPdzfjJzCmcPKFiMBgZMnK8fcYtG/l+80b0Li683aUnTVq04nZMDF3ebEdApSoAtGjVllfffJstG9fy0w9b0KHjnW69aJLh/eRFzsVzpnL6pLW93x+Wqb23fsP/vrO295ude9CoWUs+/+RjTp1QAbh14zomL29mf/oV2zat5bf/fQfoeKtLLxo1a5lnOR/kfRSE723hOIWyQ7n9t18xJ5n5as06joSFMnvmdOYvXJLvOSL2/0lKspkBU5dwNiqCrSsX0XXENFu9Grqf71d9xp2Ym7bnDu38mdTUVPpPWUzM9auE7fk933NnNPjdJ3nr+UbEJyTlPLEDNQ4oisFFz/DvjlOtlIlujX2Z+stJAEp7G2lVpRhDt0SiaTCtXXX2nrlFm6rFibxyh42hl6ldzpt3GpZn4Z9nHZbxTOgeUpPNvDhiLv+cimTfxqU83XccALevXuLkvt95ceRcdOjYOmsoFeo2o7hvRfas+5QLEYco7lfJYdnuCtm7g+TkJEbPXsbJ40dZ999PeP+jmbb6o4f2snHlYm7fumF7bsdPWwioUp0X3+rOX79uY9vaFXTsNThPc/35x28kmc18umI1EeFhLJo7k2lzFgBw/do1vlm7mqVfrcNsTqJf9840bNyM1SuX8ezzL/LMCy+x/LNFbPlmA290fIePp4xn0oy5+Pr5s3XzRq5cuoh/QMU8ybl/1x8km5OYuvALoo6Fs/LTuYyYNAeAmzeu8eO3a5mxeBVmcxIfDepO7fpN+Oqz+Tzd7jUef+JZfv3+W7ZuXM3rb7/H6ejjjJmxMM8753v+/J1kcxJzPvuS40ePsGzhHMZOnwfAjevX2LLxaz5ZtgazOYkP+3alXsMmbFzzBRUqVebDjyZz+kQUp05EodQMYsbC/wIQeTSMlZ8v5Jl2edNZ27VjO+akJBYuW82xo2F8+slMJs1cYMv47YbVLF5hbe9BvTpTv1FTjEYj/1y5zIY1K0lJsf5jGHPrJss/W8BnKzfg5e3N0AE9qNegMWXKlc99xp3bMZuTWLB0lTXjgllM+viT9Izr17B4xdq0jO9Sr1FTotVI2jz1LAOGjLS9Tsytm3y3aR2ffbkec5KZ7h1fpnHzlnk2WrU3rb1nL/mS4xFH+O+iOXw0zdreN69fY+vGr5m31Nrew/p1pW6DJvR8fxgAKSnJDOvXlQFDxxJz6yY/bF7PJ8vXYTab6fvOqzRs+ni+jaoVlO9t4TiF8hzKkMOHaNbicQCCa9chIuKoU3KcPh6OUqcxABWq1eL8KdWuXqfT0WvcHDy9itieU0P3U7RYSZZNHcaGTz+mZoPm+Zo5s1MXrtHhw6VOzQBQs4wXIedjAIj6J44qJU22umuxyYz/MRqLBhrgoteRnGrBr6gHh9LmibwSS40yXg7NeOVEBL616gNQqlINrp2NttV5FSvJMwMnode7oNPr0VJTcDUYbNM279Tfodnuio4II7BeUwAqVw/kTPRxu3qdXseHkxdg8k7/TD79UgdeeKMLADeuXqHIY8XyPNeR0BAaN7V+1msF1eZ4ZIStLjIinKDadTAajXh5eVPez4+T0SoDBg/n6efaYbFY+OfKZYoVL875s2co4lOUDWu+on/PLtyOuZ1nnUmA4+Gh1GloPWJQrWYQp9RjtroTxyNQatXBYDRi8vKmTDk/zp6K5sLZU9RtZH1v1QPrcPxoKBaLhUsXzvPpnCmMfr8bv/24Jc8yRhwJoX7ju8sLJvp4+rqMijxKzaD0jOXK+3H6ZBSH9+/BYDAwZnAfvv7ic+o3Tj8qomkaS+bOoP+Ho3FxccmTjOFhh2nYtAUANQNrox5PX4/HI8KpFVzX1t7lfP05dSIKc1IS82ZM5P2hY2zTXvr7AlWqKhTx8UGv16PUqMWxiCN5kvFoWAgNmzS3ZYyKzJDxWDiBGTKWT8sYrR7jhBrJ4D5dmThqCNevXcWn6GN8/uUGXF0N3LhxDZOXd5520iLCQ6h3t71rBROt2rd3jQztXdbX2t53bf1mLXUbNiWgclV8ij7GguXrcXU1cPN63ufMSUH53nYknU7n1IezFcoOZVxcLN7e6Z0HF72L7T/a/JSYEGc7nAWg1+tJTU3PUa12Q0zePnbzxN2J4erlC3QfOYM2L3di3aJpONPm30JJTk51agYAT4MLceb0HBZNQ5+2faRqGneSrOu1S2NfTl2P52JMEqevx9OoQlEAGlUoipurYz/O5sR4jB7p7a3T6bGkWjPrXVxx9/JB0zT2bVxKcb/K+JS2nv5QuWEr8uuOtwkJcXiYMnwmXew/k7XqNsariM898+ldXPh4VD9+3bqBYAecghEXF4tXhsO9er3ets3GxcXaHQr29DQRFxuLTqfDYkml85svc/jQAYJq1+XWrZscPRLKy+07MG/xUg4d2MvB/XvzLGdCfCyepvR9S8b1lxAXZ1fn7mkiPi6WgCrVOLjbeqrDgd07SExIICkxgWdfeZOBIycxZvoCfvpuA2dORpMX4jPl0OtdSE1bl/FxcZgy1HmkrcvbMTeJvXObyXOW0Lh5K5YtnGObZt+uHVSoWAlf/4A8yXe/HC56vS1jXFysXZ21ve/wyayptO/UhZKlStvqyvv5c+b0SW5cv0ZiYgIhB/eRmJCQRxljMXllauuM69Er43r0JC42Fr8KFen8Xl/mLFlB81ZtWTjHuv92cXVl84avGfDe27Rs+1Se5Lsr4Z51maG94+9t7/i4WACSk5P533cbebVD5/R5XV3Z+s1aPuzTmeatn8zTnDkpKN/bwnGy/QZWFOVXRVG2Z/XIr5CZmUxexMXF2coWzYKra/4fvXf3MJGUGG8raxYNF5fsc5i8ilCzflN0Oh2Va9Xh2qULjo5ZKMQnp+JhTB8d0aHDoqXXG1x0DG5TEQ+DC5/tsh7W/ibsEqW93Jj4XDVKmIxci012aEajuyfJielfZppmQZ9hRCcl2cwf//2Y5MQEmnXs59AsWfHwMJGYkPEzacnxM3nXsKmLGDnjUxZNHZnzxP+SyeRFfHz6Nqtpmm2bzVwXHx+Hl7e1g+nqamDVhu8YNmock8eNwqdoUXx9/alYqTKurgYaN22BmmFkKbc8PL1ITMiwb8mwTXuYTHZ1ifFxeHp5827vDziwZyeTR/RHr9dTxKcoRjd3nn/1LdzcPfDwNBFUpyFnT0Xds7yH4WkykRBvv/9zSVuXmesS4uMweXvjXaQojZu3BqBR81ZEZxh53f7T9zzz4mt5ki3LjJb0jCaTFwnx6Z/R+Pg4DAYD4WGH+WrZEgb36cqd2zFMGjMU7yI+9Bk4jAkjBzNz8liqKjXwKVo0jzJ6ER+XaVvJsB7j7dZjPF7e3tSt34g69RsC0LxVW05EpR8BeLn9W6zftp3wkEOEHtqfJxnB+rnLsr09TSQkZGrvtH/OQg/upVbtevect9vutQ58+e2vHA07zJHDB/IsZ04Kyve2Q+mc/HCynIZ0ZgDBwCfAhPs8nKJu3Xr8tXMnAEfCQqlatZpTcgRUD+T4YevoyNmoCMr453yOXECNINs8F8+coGiJUg7NWFhEXo6lvp915KxaKRNnb9qPQox+ugpnbiSw5K+zto5mzTLe/B59nbE/RHHlThKRV2IdmrF0lZqcP2rdAf9zKpJi5dMPtWqaxi+LJ1DMtyIt3n4fvT5vDh3+W1VqBhN+cDcAJ48fpXxA5Rzn+X79SnZv/xEAN3cP9Pq8H+kNql2XPbv+BCAiPIxKVara6mrUCuJIyGGSkpKIjb3D2dOnqVi5KrOnT+LwQesXs4fJhF6no1x5PxIS4rlw/hwAR0IPUbFyzu/xQVUPrM3hfbsAiDoWjn/FKra6KtVrERkegtmcRFzsHS6cO41/xcqEHdpH+3d6Mmb6QnQ6HcH1G3PpwjnGDOxOamoqKSnJRB4NpVLV6nmSsWZQHQ7u/QuA40ePEFApfV1WqxHI0SMhmJOsGc+fPU1AxSrUCq7LgbR5joYdokJA+r7qhBpJzaA6eZLtrsDguuzbbW3vY0fDqFg5PWP1WkGEhx3CnNbe586conrNIFau38qcJSuYs2QF3kV8+GjyTFJTUog8eoS5n37BiHFTOXf2NIHBdfMkY63gOuzfk0XGmkGEhx62y1ixUhVmTxvPn79bLxYKObCPqkpNzp89zfgRH9j+STIYjeh0ebcN1QzM0N4R97Z3RFh6e184e5oKaZ/Z0EP7aNC4hW3aC+fOMGX04PScBgM6ff71QgrK97ZwnGz/PVBV9RdFUaYBz6mq2jOfMuWo7ZNPsWfPLjp36oCmaUycPNUpOQIbtSQq7CALRvUB4M1+I9ixdR0lypSnVsMW952nyZPt+ObzOXwysjeapvFazyH5GbnA2nvmFnV8izDjReuX7ic7zvBiUGkuxySi1+uoVcYbV72eer7WTudXBy7wd0wiH7S2duqux5lZsPOMQzMG1GnG35EhfDdjMGgaLbsMJvyXTRQpVQ7NksrlqHBSU5I5H3EQgIYvd6V05RoOzZRZvaatORZygCkf9gBNo9ugMfz07RpKlfOlbuP7X9HZ4qkX+O/cSfz583dYLBa6DRpz3+lyo2WbJzi4bzd9unVC02DkuEmsXbUSXz9/WrRqw2sdOtG/R2csFo0efd/Hzc2N1zt0YtbUiXyxdAk6vZ7BI8bYrhCfOHoYGhqBwXVolodX1DZq0YawQ/sYNaAraBr9ho1j64ZVlCnvR8NmrXj2lQ58NOg9NIuFjt36YTS6Uc6vAotnTcBgMOIXUIn33h+Oq6uBx594llEDuuDi4kqrp5/H7wE69w+iWcu2hBzYy5DendE0+GDUBDat/Ypyvn40adGal15/i6H9uqJZNDr37I/RzY03O3dn/vQJDO7VGRdXVz4cMwmAmJs38PT0zPPzr1q0foJDB/YwoMfbaJrGsDGT2LBmJeV9/WnWsg2vtO/EoN7vWj9vvd7HmMVV+i5pHZ8+Xd7EYDTSvuO7+BTNm4ucWrR6gsP79/J+j3fQ0Bg6ehIbv/6Scr5+NHu8Da+80ZFBfbqgWSx07T0Ao5sb7/UdyKwp4/hu0zrcPTwYMnI8xUuUpFLVagzo8TY6nY5GTVpQu16DPMkI0LRlW0IO7uXDPp3RgEEjJvDtuq8oV96Pxi1a0+71txg+oCsWi8Y77/W3rcu/z53hif+8YHsdX/8AKlapxod9OoNOR4PGzQmqk3c5c1JQvreFlaIoHYExgAGYp6rqoiymex5YqKpqjier6zRNy3YCRVF0QA1VVfPiuJIG4MA7uzw090xd663hV5wTJBvtgkrblT3q5s+FHv9GQshCu/JLSw86KUn2tvSw35HO/OOUk5JkbWhr+xHvXdE3s5jSeZpXtf9y/+eOY087eBilvA125fALjh3JfhhBvvYXlJ28mjfnCea1yiU97MoXbpqdlCRrvo8Z7crnbzj3Dhb341fMvgMdfaXgtXfV0vZtXcC/twvAAV8o/d6G7DtUDnZlWfsHWg+KopQH/gLqA0nAbuCtzP08RVFKA38AHqqqBuT0ujmewKCqqqYoyqUHCSmEEEIIIfKfoihFgfudZHxLVdVbGcpPAttVVb2RNt9G4HVgYqb5lmE9vXH6gyw/p4tyWiuKchG4pijKcUVRgh/kRYUQQgghHiUF4LZBg4DT93kMyhS1HJBxoPASYPerLIqivA8cBh74Nho5jVDOBHoCvwOdsPZSn3vQFxdCCCGEEPliHvDFfZ6/lamsJ+0UxDQ6wHK3oChKIPAa8ASZOprZyalDaVBVdVva358rijLwQV9YCCGEEELkj7TD2pk7j/dzAXg8Q7kMcDFDuT1QFjgIGIFyiqL8qapqxnnukVOH0pKpXPDObhZCCCGEcLKC8Gs1D+hXYLyiKCWBOKyjkbY7+aiqOg4YB6AoSgDwR06dSci5Q2lUFMWP9Cuo7Mqqqp77l29CCCGEEEI4iaqqfyuKMhrr6YxGYJmqqvsVRfkBGKuq6kPdniWnDqUXsDPTc3fLGpDznbyFEEIIIUSBoarqGmBNpufuuUZGVdUzQMCDvGZONzbP8kUURXHOT4EIIYQQQhQwheiQt0PkdNug/2PvvsObKv//jz+TNOlIW0AEZBQo6zAKpey9VD74+Ti/iqLIXiJ7yBBky5CpgAgiUzaCIm4ciCwZpRQohwJlqkCZbVqalpzfHylpU2mDtmnaX9+P6+p15T53xqt37nNy5z4jvoqi9FEU5aUMy7wnhIUAACAASURBVJ8CItyaTAghhBBC5AuudnmvBMoBhRRFKQ5sBpYDzbD/zrcQQgghhCjYE5QuB5T1gcrAI8BXwFvAd0AlVVWvuTmbEEIIIYTIB1wNKG+pqpoCXE09u/tNVVW35EIuIYQQQgiRT7gaUKa/kvoVGUwKIYQQQvxdQT8p52GvQ6kHDBmuSSnXoRRCCCGEEC4HlGZgZ+ptXYbbch1KIYQQQghkhtLVgHJCFnVaFnVCCCGEEKKAcDWgXA5cxf67j9bUZfeH4Bqwyk25hBBCCCFEPuFqQFkHeAV4EvuFzDcAO1RVtbk7mBBCCCFEfiG7vLOgquoR4AgwWlGUetgHl1MVRTkIrFdV9Rf3RxRCCCGEEHmZqxlKB1VVDwIHFUVpDkwHXgf83RVMCCGEECLfKNgTlOg0LetzaxRF0QEtgPbAU9hnLDcBX6qqavmHrycn8gghhBAiJ+WJoVxQ/y88Osa5uOA5j7ZDljOUiqIsAtoB4cBGYISqqgm5EUwIIYQQQuQPrnZ59wGuA2Gpf1MVRXFUqqoq16EUQgghRIEnJ+VkLThXUgghhBBCiHzL1Vne593xojcT7rnjabOliJ/Bqbw54k8PJcncS6ElncrPfXzQQ0ky90Wvek5l37D+HkqStcTwBU7lTmsiPJQkc6s7hjqVj1/+p4csu1+N0man8u3EvHdFsUK+eqfyqSt576idKiX8nMp5MSP8PeeBmNseSpK5+sGFnMrfR13zUJLMta1WzKmcHz5vjl2K91CSzIWUyVvnBRf0GUq967sIIYQQQgiRORlQCiGEEEKIbHno61AKIYQQQogHk13eQgghhBBCZIPMUAohhBBCZJPMUAohhBBCCJENMqAUQgghhBDZIru8hRBCCCGyq2Dv8ZYZSiGEEEIIkT0yoBRCCCGEENkiu7yFEEIIIbJJzvIWQgghhBAiG2SGUgghhBAim2SGUgghhBBCiGyQAaUQQgghhMgW2eUthBBCCJFNBXyPt8xQCiGEEEKI7MlTM5Q2m42ZUycRfUrFaDLx9rhJBJUt56j/fMsmPt+8EYOXgW4936BZi1b89ecfTJkwlnv37oGmMeqdiZQrH8xPO75n9fKl6HQ6nvu/9jz3fy+5Je+2pXP56/wZvIxGXnjjLYo+VsbpPpY7t1g8th8DZi3DaPJm5+driD7yOwCJlnjib91g9MdbczzbfTrgjWZlKf+IH8n3NBbsOsdfd5Ic9c+GlKB5xSIAHLx4mw2H/8Tf28CQVhXwM+mJu5vCwl3nuX03xW0ZH0b9kHJMGfQ8/+n1vscy6IAuDUpTtrAvKTaNpfsucjXe6qhvV/VRGpUrDEDEH3FsjbzC09WLU6tUAAB+RgOFfL0YsOWE2zLabDaWvD+Nc2dOYTSaeHP4O5QsXdZR/8P2LXy//TP0BgPtX+9JvcYtuPLnZeZPH4eGRrESJek7dCzePr45nmvG1ElEnzqJyWhizPjJzuv2ZxvZ8tlGvAwGuvV6g+YtWjvq1n26kuvXY+k/aBgAX2//gk9XLsPsH8DTzz7Pcy/k3Lpts9lYNGcqMantN2DEOEqVSWu/777cwrfbNmMwePFy5540aNKCjz+YydnTKgA3b1zH3z+AWR+tYvH7M4iKjMDXzw+AsVPnYvYPKBAZM+ZdsWAGF85G42U00XPIGB4rFeR0nzu3bjJxaE+mfbQWk8nbsfzA7p/5fdeP9Bs1JUczPSjjxsWzuXzuNF5eRl7rP4piJZ235XG3bzJ3VF9Gv78So8kbTdN4p8cLjvsFVw3h2U5vuDVjXv28sdlsfPz+dPt2x2Si77B3KFk67T3+4ast/LB9C3qDgZc69kjb7swYD5p9u/PG0DF4+/jyzecb+fn7L9Gho30n+zYqvyjoJ+XkqQHlzp9/JMlqZemqdRw7GsEHc95j5ryFAFyPvcamdZ+yfM0mrElJ9On+Og0aNWHJh/Np3+E1WrZ+gn17fuPD+XOZ+t5cPvxgDivWbMLXz49XX3yGlq0fp3CRIjmaN+rAb6QkW3nj3Q+5cOo4X69aRKcR7zrqo4/8zndrlxB/+6ZjWcvnO9Ly+Y4ArJo+inYd++Ropowali+M0aBn5LaTVClupnvDMkz94QwAJQJMtKz0CG99EYWmwbRnqrLv3C1aVy5K1JU4Nh/5i9BSAXSqX5oFu867NWdWhnZ5glf/14CExCTXd3ajukGFMOn1TPr+NBWL+vFanVLM+/UcAMX8TTQuX4QJ30WDBmPbVuLgxdtsP3GV7SeuAjC0VTAbjvzp1oy///YzyVYr0xesRD1xlBWL5jJ6ylwAbt6I5aut65m56FOs1iTGDOpBaN1GrFw8j7bPvkSLx5/ih6+2sm3TGtp36pmjuXb+vANrUhLLVq0n8ugR3p/zHrNS1+3Y2GtsWPcpK9duxpqURK9uHWnYqCk2m42pk8ZxPDKC1k+0BeDWzZt8tPB9Vq/fQkBAIP36dKd+g8aUKl06R3Lu2/UzVquVWYtWcfL4UZYtnMPYafMAuHk9li83r2Pux2uwWpMY2a87YfUa0WvgWwCkpCQzsl93+r/1DgBnTp1k4qyFFCqcs9ud/JAxvUN7dpJstTJh3jJOR0Wydsn7DJ0wy1F/9OBeNixfyO1bN5wet2rRbCIP7aNcxSpuy+bIsH8XyVYrw2YsJkY9xtblC+j99nRHfVT4frat+oi4dBlj/7pMUIUq9Bn7ntvzQd7+vPl99y9YrUlMW7CCUyciWfnRXEZNngPYtztfb13Pex/atztjB9u3O6sWv89/nnmR5o8/xY6vtvLl5jW0feZFvt22idlL1pJstTKoe3vqNmpe4Adq+UWe2uUdEX6Yxk2aARBSK5STJ4476o4fi6RWaBgmkwn/gADKBJXldLTKwKEjaNqsJQD37t3D2+SNwWBg/Zbt+AcEcPv2LTRNc3wDz0nnT0ZSpXYDAMpWqcHlM6pTvU6vp/s7s/F9wDf+4/t/xdccQOXUx7tL9cf8Cb94G4BTVy1UKmZ21MXGJzPhm2hsGmiAQa8j+Z6NoMK+HEp9TNSVeKo95u/WjK6cvRRLh+EfezQDQJViZo7+GQfAmesJBBdN61M3LFZm/nwW7X5b6uxteV+9oEJYrClEpj7eXaKOHSGsfhMAlOq1OKOmzYZGRx2nakgoRpMJs38Aj5UK4tzZaC6dP0udBk0BqBYSStSx8BzPdST8MI2b2tftmrVqE3X8mKPuxLFIatWu47xun1KxWpP479PP0a1n2qzP5UsXqaJUo1Chwuj1eqrXCOFY5JEcy3kiMpy6De3tV7VGLaLTtd+pqGNUq5nWfiXLBBFzJtpRv/2z9YTVb0T5ipWx2Wz8eekCC2dOYcSbXfnhq88LVMb01ONHqFWvMQCVqtUkJjrKqV6n1zNq2gL8/QOdllepXotuA0a6JVNGZ6OOUr1OQwCClRAunD7pnFGnp//Eefily3jhjMqtG7F8MHYAiyYN58rlC27NmJc/b6Ii07Y7VarXdNrunD55nKo1ajttd86nbnfCUrc7VUNqE3XsCIGFijDn43V4eRm5eeM6Zn9/GUzmIy4HlIqi6BRF+VsPVRTlsZwOY7HEY/ZPG7zoDXpSUlLS6gLSYvj5mYmPi6NwkSJ4GY2cPxfDB3Nn0qPPmwB4eXnx848/0OmVF6hdpx5eXjk/GXs30YK3X7q8ej337qXtGq5Uqx5+AYUe+Nidn6+hTfsuOZ4pIz+jAYv1nqNs0zT0qevnPU0jLsmet2vDMpy9nsAft5OIuZ5Ag9Rdtw3KFcbby7PfOz7/8QjJyfdc39HNfI16EpIza0uIT7LXvRpWkvM3E/krLm13+DM1irP16BW3Z0xIsOBnTr8OGRx9MjEh3qnO18+PBEs8wRUVDuzZCcDve34l6W5ijueyWOLxT/dBpzcYnNZt/3TrvZ/ZTHx8HIGBhWjUpKnT8wSVK8fZM6e5fj2Wu4mJHPh9H4mJOZc3wZKh/fQG7qXmTEiwYDan/Q/29rN/QUhOTubbbZ/xQofOANy9m8jT/9eBoe9MYcKshXz9+UZizpwqMBnTS8zYJzNsJ2vWaUhAYOG/Pa5RyyexH2jifncTLPj4pX3Zzpixau36mAOdt+WFihSl7YuvM3DKfNq+1IlVcye5N2Me/rzJuG3RG9KyZeyvvn5mLJZ4yleq4tjuHNizk6TU9dhg8OLrzzcwun9XGrd4wm2Z3UGn8+yfp2U5UlAUpTXwB3BeUZQfFUVJv1/p65wOYzb7k5BgcZRtNs0xEDSb/UmwpNUlJFgICLB/Wzx0YD8jhg5gwuTplCsf7LhP68ef5MvvfiElOZlvtn+R03Hx8TVjTUxwlDXNhsHgeuB69dI5fPz8/3b8izskJN/D12RwlHXosGlp9UaDjqGtg/E1Gli8275b+7OIPynh782k/1bhUbOJ2Phkt+fMDxKTbfikG1zrdTi3pV5H36Zl8TEaWHHgkmN5qUBvEqz3nI63dBc/PzOJienXobQ+6evnT2JCWn9NTEjA7B9Al75DOLBnJ5NG9kOv0xEQmPO7P81mfyzp1l/NZst83bZY8A8I/NtzAAQGFmLI8FGMGjaIyRPGULVqdQrn4O5aP7PZqY00zYYhNaefn5mEdG17v/0AIg7uo0ZoHUfZ29uHZ9q/ho+PL35+ZmrVaUDM6ZwZrOWHjOn5ZuyTmvZQ28nc5ONnJslpW+46Y9lKVanZoDkAFauHcuv6NTRNy/Ix2cqYhz9vfP38M2x30trPz+z8/icmWDD7B9D1jSEc2Psrk0f1R6fXE1Ao7UvFf59/haWbvuPE0cNEhh9wW26Rs1xNPc0EWgKPAt8DOxVFKZlal+Pj4Vq1w9jz2y4Ajh2NoGKlyo66GiE1iQg/RFJSEvFxcZyLOUuFSpU5dGA/c2ZOY96CxVSrEQKAJT6evj06Y7Va0ev1+Pj6otPl/CxbWSUENXwfABdOHadE2QoP9bjTRw9RJaxhjud5kKi/4qkbZP/WWqW4mfM3nWdzxrStxLkbiSz67bxjcFT9sQB+jr7OuK9PcSUuiagr8bmSNa87dc1C7VL2gU7Fon5cvHXXqX5wy2Au3Exk+e+XSP+5ElIygIg/7uRKxqohtTm8fzcA6omjlKtQyVFXuVoNoiLDsVqTsMTHcflCDGWDKxJxaD8vd+7NuBkL0en1hNbL+b4ZWrsOe377FYDIo0eoWDntuLjqITU5kmHdTr/up5eSkkLk0QgWL1vNhCnTOXfuLKG16+RYzmohtTm47zcATh53br8q1UI4ERGONcnefhfPx1Au2F5/5NB+6jZMm0394+J5Rvbrxr1790hJSebE0XAqVqlWYDKmV6VGKBG/7wHgdFQkQeUr5vhrZFeFqjU5fsi+LY9Rj1GynOtt+Tfrl/HLlxsBuBQTzSPFSrh192xe/rypGhLq2O6cOhHp6HMAlao6b3cupd/udOrNO9MXoNfpCK3bkMsXz/He+OFomn0yyctoQq/PU0fmZUmn03n0z9Ncfb0xqKp6/yvrDEVRkoDvFUVpiv1QsRzVqs0THNi3h15dXkPTNMZOfJe1q1dQJqgsLVq1of2rr/NG907YNBt9+g3C29ubuTOnk5KczKRxbwNQrnx5Ro2dyH/++zRv9OiEl5eRSpWr0O5/z+R0XKo3aM7powdZPLYfmqbx4psj+W37Roo+Vppq9Zpm+rjYPy5SqVbdHM/zIPvO3aJ2mUBmPFsVgA92nuPZmiX46/Zd9HodNR4LwEuvp04Z+6Bz9YFLXL59lyGt7DO91y1W5qeeeFLQHbp4m5CS/oxra99YfrzvIu2qPsqVOCt6HVQtYcZo0BGaOujceORPTscmUDLQm2NuPnbyvobNWhNxaB+j+3dFQ6P/iAls2/Qpj5UKokHTlvzvhQ6MGdQDzWbjtR79MJm8KR1UjoUzJ+JlNFG2fAV6DRqV47latXmC/fv20KPzq2hojJs4lTWrVxCUum6/8urr9O72Oppmo2//wXh7ez/weby8vDAajXR+9SVM3iY6duqWoyfbNW7RhiMH9/FW3y5oaAwaNZHPN6ymZOkgGjZrxTMvvcrIAd3RbBqdevbDlJrz8oXztPlP2jYmqHwFWj35X4b37YyXwYs27Z6mXHDODKTyQ8b06jVpxbHD+5k4pAeaptF72Di+/mwNJUoFUTePnMFbq1ELTkYcYM7IN9DQ6DjgbX76Yj3FSpahZoNmD3zMky++zsq5kzl+aC96vYGOA8e4NWNe/rxp2Kw1Rw/t5+0B3dA0jX4jxrNt06eULB1E/SYt+e8LHRg7uKd9u9Pdvt0pFVSOD2fZtztB5SvQa+BIvLyMlK9YhdEDuqJDR1iDJtQIzZ3PSpF9uqym6BVF+QbYBqxVVfV26rL3sM9aFldVNTjTBz+YBnAzwfPHw2VUxM/gVN4c4d6zcf+Nl0JLOpWf+/igh5Jk7ote9ZzKvmH9PZQka4nhC5zKndZEeChJ5lZ3DHUqH79syeSenlOjtNmpfDvRlsk9PaeQr/MMx6krCZnc03OqlHA+aTAvZoS/5zwQc9tDSTJXP9j5OMLvo655KEnm2lYr5lTOD583xy7lvT1VIWUcx2Z6fnoOUEZ+575jHh6COuM/Hm0HV3PJ3YAmQJv7C1RVHQGsAx589K8QQgghRAFT0E/KyXKXt6qqfwGdFEUpkmH5PGCeO4MJIYQQQoj8IcsBpaIorYC1QAlFUaKBl1VVPZobwYQQQggh8gu9Pg9ME3rQw5zl3RsIBOYA07O+uxBCCCGEKGhcneVtVFV1e+rtJYqiDHJ3ICGEEEIIkb+4GlBmPGXTsz+mLIQQQgiRB+WFE2M8ydWA0qQoShBpp+Q7lVVVde+PlwohhBBCiDzP1YDSH/g1w7L7ZQ14uEv1CyGEEEL8fywv/FqNJ7m6bFD5zOoURTFkVieEEEIIIQqOLM/yVhTFV1GUPoqivJRh+VNA3vtpESGEEEIIketc7fJeCZQDCimKUhzYDCwHmgEz3JxNCCGEECJfKOB7vF0OKOsDlYFHgK+At4DvgEqqqua9H0gVQgghhBC5ztWA8paqqinA1dSzu99UVXVLLuQSQgghhBD5hKsBpZbu9hUZTAohhBBC/J2c5Z21+9ed1AOGDNeklOtQCiGEEEIIlwNKM7Az9bYuw225DqUQQgghBDJD6WpAOSGLOi2LOiGEEEIIUUC4GlAuB64COwBr6rL7Q3ANWOWmXEIIIYQQIp9wNaCsA7wCPIn9QuYbgB2qqtrcHUwIIYQQIr8o4Hu8Xf704hHgCDBaUZR62AeXUxVFOQisV1X1F/dHFEIIIYQQeZlO0/7ZoZCKojQHpgOhqqr6/8PXk+MuhRBCCJGT8sTcYNjEnzw6xgkf38aj7eBqlzeKouiAFkB74CnsM5bzgS/dG00IIYQQQuQHWQ4oFUVZBLQDwoGNwAhVVRNyI5gQQgghhMgfXM1Q9gGuA2Gpf1MVRXFUqqoq16EUQgghRIEnJ+VkLdgdL3o3xR3Pmj0+GVri+6hrngmShbbVijmVZ/5y1kNJMvdWK+fvGJ3WRHgoSdZWdwx1KvuG9fdQkswlhi9wKh8+d8dDSTJXp3ygUzkx2UNBsuBrdC5fupnkmSBZKFPE26kcG58HN5LAo/7OG8r8sC0/d/2uZ4JkoXxRH6fy5VvWTO7pOaULm5zKV+7kvZW7RKDR9Z1ErnF1lvf53AoihBBCCJFfFfRfytF7OoAQQgghhMjfZEAphBBCCCGyxeVlg4QQQgghRNYK+B5vmaEUQgghhBDZIzOUQgghhBDZJCflCCGEEEIIkQ0yoBRCCCGEENkiu7yFEEIIIbKpgO/xlhlKIYQQQgiRPTKgFEIIIYQQ2SK7vIUQQgghsknO8hZCCCGEECIbZIZSCCGEECKbCvgEpcxQCiGEEEKI7JEBpRBCCCGEyBbZ5S2EEEIIkU1yUo4QQgghhBDZkC9nKG02G+9OnsApVcVkMjF+4hTKlivnkRwbF8/m8rnTeHkZea3/KIqVLON0n7jbN5k7qi+j31+J0eTtWP7XpfPMHtGbqSu2OS3PaZrNxu51C7lx8Sx6o5HmnQZTqHgpR33kjq2cPbATgKCQ+tR5pqOj7lz4bmIO/UbrniPdlu8+HdClQWnKFvYlxaaxdN9FrsZbHfXtqj5Ko3KFAYj4I46tkVd4unpxapUKAMDPaKCQrxcDtpxwe9bM1A8px5RBz/OfXu97LIPNZmPZ/BlciInGy2ik9+CxPFY6yOk+d27dZPyQHsxYvA5Tur53YPfP7Pv1RwaMnpKjeaZOnsCpUypGo4nxk6ZQtmzauvrZ5o18tnE9Bi8vevXuS4tWrbl58wajRwwnKekuxYoVZ+KUafj6+rJ61Qq+++YrAJo1b8kbb/YnLi6OMaPewmKJJzk5mWFvjSK0dli28r4/813ORKuYjCaGvT2B0kFlHfVffb6Z7Z9vxmAw0LFbbxo3a8md27fp8vIzBFeoBEDTVm148ZXX2bxuNT//8A0ADZs0p3PPvv86V1Z5Z02fzOlT9m3hqHcmUiYorX23bdnE51s2YTAY6NqjD01btOJ67DUmjh1JcnIyjz5ajDET3sXH1zfHsz1sfk9ty202G/NnvUtM9CmMJhODR4+ndJm09/rrLz7j6y/s7/WrXXvRqGlL7ty5TY9XnqV86nvdpEUbXnilIxtWL+OXHd/i52em/etdadS0ZY5lfP+9KZyJVjGaTAx/e6JTf9z++Wa2b92EweDF693t/fG+iPCDTB03ig1f7gBgx7fb2bh2FQa9nnbPvMBzL76SIxnv55wzYzJnok9hNBoZMXYSZdLl/HLrZrZt3YjB4EXn7r1p0rwV12NjmfzOSFJSkin6aDFGj5+Cj48v3329jXWrl+PvH0C7p5/j6edezLGc7lbAJyjz54Dypx93YE2ysnrtBo5GHGH2zOm8v2BRruc4un8XyVYrw2YsJkY9xtblC+j99nRHfVT4frat+oi4WzecHpeYYGHr8gV4GY1uz3juyF7uJVt5dtRcrp6NYv/mj2n75ngA7lz7kzP7f+bZ0XPRoePLWW9RLqwJRcsEs3fDR1w6foiiQRXcnhGgblAhTHo9k74/TcWifrxWpxTzfj0HQDF/E43LF2HCd9Ggwdi2lTh48TbbT1xl+4mrAAxtFcyGI3/mStYHGdrlCV79XwMSEpM8lgHg4J5fSE5OYtK8ZURHRfLpknkMnzjbUR9xcC/rli3gdoY+uXLRLI4e3Ee5ilVyNM/PP+4gyWpl1Rr7ujpn5nTmzbevq7Gx11i3ZjVrN3xGUlIS3Tq/RqMmTVmy6EOe+t/TPPf8/7Fs6RI2b9pA69aP8832baxetwmdTke3zq/R5vEn2PHD9zRo1IjXO3XlXMxZRo0YxvpNW/913t07f8KalMSCpZ9y4lgEH30wi8kzPwDgxvVYtm5ay4fL12O1JjG4TxfqNmhMtBpFmyefYsDw0Y7n+ePyJX787isWfLIGnU7H4D5dadrycSpWztn2/fWXH7EmJbFkxVqORUYwf+5MZsxZAMD12GtsWr+GTz7diDUpib49OlG/URNWr1jKU08/x1NPP8cnixfy+ZaNdOjYJUdzPSxPbsv3/PoTyVYr8z5eTdSxoyz5YDYT37N/GbxxPZYvNq1l/rJ1JFuTGPpGV+rUb8xpNYpWT7aj39C09zrmTDQ///ANH3z8KQBD+nSmdt0G+Phkf5D+286fsFqTWPDJGk5ERrDo/ZlMmTXfkXHrxjUsWrEBqzWJQb07U7dBY0wmE1ev/MWmNStJSUlxPNdHH8xm2brP8fXzo1uH52jzZDsCAgtlOyPArl9+xJpkZdGyNRyPjGDhvJlMm23PeT02ls0b1vDxKnvOfj07U69hE9asXEq7p5+l3f+eY9mShWzbsom2/32GpYvm88mnm/EPCGBIv57Urd+IkqVK50hO4V7/aJe3oiiFFUWpoyiKn7sCPYzww4do0qw5ALVCa3P8+DGP5DgbdZTqdRoCEKyEcOH0Sad6nU5P/4nz8PMPdCzTNI31H77HM6/3xmTycXvGK6ePU6ZGXQCKV6hG7PloR53/I8VoN2gyer0BnV6Pdi/FMcgtXqEaTTv2d3u++6oUM3P0zzgAzlxPILhoWhe7YbEy8+ezaBpogEGnI/mezVFfL6gQFmsKkamP94Szl2LpMPxjj73+ferxCELrNQGgcrWanI2OcqrX6fSMmb4Qc0Cg0/Iq1WrRfcCoHM8THn6Ipk0fvK4eizxK7dphmEwmAgICCAoqyyn1pP0xqet302Yt2L93DyUee4yFi5diMBjQ6/WkpKTg7e3N65278lL7DgCk3LvnNOP6b0RGhFO/cVMAqoeEop5Mm/E+eTySGrXsef39AyhVpixnT5/i1MkTRKtRDOnbjYlvD+N67DWKlyjB9HmL0vLeS8HkbcpWtgc5euQwjZo0AyCkZignTxx31J04HknN1Pb1DwigTFBZzkSrDBo2iv/89xlsNhtXr/zFI48UzfFcD8uT2/LjEeHUa2hfV6qF1CL6ZFrbqSeOUb1WbUwmE2b/AEqVCSLm9CmiT57gtHqS4W92Z8qY4VyPvcaFc2cJDauHydsbk7c3pYLKEnM6OrOX/UeORRymfiP7+1u9pnN/jDoeScgD+qM1KYm50ycxaMRYp+eqUKkKFksc1qQkNE3L0eP9IiPCadjEvt7UqBmKGpXWllHHI6kZWtuRs0xQEGeiVQYMHUnbp9L6YZFHivLH5UtUqlKVwEKF0Ov1VK0ewoljETmWU7hXlgNKRVFCFUXZrSjKl4qiPAmowEdAlKIojXMl4QNYLPEEBPg7yga9wembWG65m2DBx8/sKOv1eu7dS8tRtXZ9zBm+AX6zfhk16jamTHDlXMlovZuAyTcto06nx3bvnj2vwQsf/0Jomsb+zR9TNKgihUrYd9lXrN8S+47o3OFr1JOQfM9Rtmka+tSXv6dBfJK97tWwkpy/mchfcWm7zINFOwAAIABJREFUw5+pUZytR6/kWtYH+fzHIySny+8piQkW/MyZ98ladRsSEFj4b49r3KqtWw4ot8TH45/JumqvC3DUmc1m4uPj7cv9A9Iti8NoNFKkyCNomsacmTOoWq065coHExgYiI+PD7Gx1xgz6i0GDh6arbwJlnjM5vR59dy7n9dicarz8/PDEh9P2fLBdOn1JnMXLadpizbMnz0NLy8jhQoXQdM0PvpgFpWqVCWobPlsZXsQS7wFs39aGxpSB9v2/8WCv3+6vKntq9PpsN27R6eXn+Pwwd+pVbtOjud6WJ7clickOLed3mBwvNcZ+4GvnxmLJZ6gcsF06tmXWR8uo0mL1nw4ZzrBFSsTeeQQCRYLd27f4kRkBHfvJuZMRosFs/+D+2OCJd6pzs/PjCU+jg9mTeXljl0pVryE03MFV6zEG11eofurz9O4aUv8M3ypzA6LJR6zOV1bOvXDeKd2tudM7Ye2e3Tp8DzhBw9QMzSMoKCynDt7mhvXY7l7N5HDB/aRmJgzbZkbdDqdR/88zdUM5UfAJOBr4AugraqqDYCngDluzpYps9kfi8XiKNs0G15eub/33sfPTFJigqOsaRoGQ9Y5Duz8nr07tvP+mP7cuXWDhROy9wHoisnHj+R0GzdNs6E3GBzllGQrv3zyHsl3E2nyWj+3ZslKYrINH6+07qjXgU1LqzfqdfRtWhYfo4EVBy45lpcK9CbBes/peMuCzNfPTGLCP+uT7mT2z3xdzVhnsVgICAjA7O9PQupy+zL7B19SUhKjRw7HkmDh7bHjHY+LPqXSu0dXBgwaQr36DbKV18/s79R+NpsNw/28ZjOJCWl5ExIS8A8IIKxuA2rXrQ9As1ZtOH3KvqfCmpTE1PGjSEhIYNBbY7KVKzNmf7OjrcD+Rex++/qZnesSLBbHAN7LaGTN5i8ZMWYCk8eNxlM8uS338zOTkO791NK91xn7QWKCBX//AGrXbUBoHft73aRlG86cOknZ8hV49qUOjB32Jkvmz6Zq9ZoEFvr7l7Z/lTFDn7NlyJiQLmNCggUvo5GjRw6z6pNFDOnbjbg7t5k85i3ORKvs2/0ra7Z+y9rPv+PmzRv88uN3OZIR7O+jU1s69UN/EtP3w4R0/dDLyOqN23jr7fG8O/5tAgIL0X/ISN4ZOYTpk96hilKdQoWL5FhO4V6uBpS+qqp+p6rqIuC8qqoRAKqqngA8cxQ3EBZWh99+/RWAoxFHqJzDxyU9rApVa3L80D4AYtRjlCzn+njD8R9tYNC7Cxj07gICCz9CvwnuHZeXqFSdi8cOAHD1bBSPlA521Gmaxg8fTuSRMsE0e30ger0hs6dxu1PXLNQuZR84VCzqx8Vbd53qB7cM5sLNRJb/fgkt3UAzpGQAEX/cyc2oeVqV6qEcObAbgOioSILKV/Rontphdfht14PX1ZCatQg/fIikpCTi4uKIiTlDpcpVqB1Wh1277CeK7f7tV+rUrYumaQwe8CaKovDO+EkYUr8UnTlzmreGDWLajNk0a579EyFCatVm/55dAJw4FkFwxbQ9CVVr1CQy4jDWpCTi4+O4cO4swRUqMXvqBHb9bD/x4fCB/VSpWh1N03hnxCAqVFIYOmqcI29Oqxkaxt7d9vY9FhlBxUppeavXqElE+GGSkpKIj4vjXMxZKlSszKxpkzh0YD9gH1R5cmbDk9vy6rXCOLD3NwCijh2lfLr3WqkewrHU99oSH8eFczGUr1CJudMn8Nsv9vf6yMH9VKpanVs3b3D71i3mfLSSvoNHcO3qX46TdrIrpFZYWn+MjKBCuve3Wo2aRB455NQfq1WvyapNXzJ30XLmLlpOQGAh3nl3Jmb/ALy9ffD29sFgMFCkyCPE38m57WZIaBj7dttzHo+MoEJF55wRR1L7YXwc52NiCK5YmTnTJ3P44O+AfeCs1+tISUnhxLEI5i9ZyZiJ0zh/Poaaof/+JLvcptN59s/TXH0VvKYoSi9VVT9WVbUagKIoZqA38Jfb02WizRNPsnfvbjp37ICmaUyaMtUjOWo1asHJiAPMGfkGGhodB7zNT1+sp1jJMtRs0MwjmTIqX7sJl6PC2TZjKGgaLboOJfKHLQQWL4Vmu8dfpyK5l5LMxeMHAaj/fDdKVKyW6zkPXbxNSEl/xrW1b4g/3neRdlUf5UqcFb0OqpYwYzToCE0ddG488ienYxMoGejNMQ8eO5nX1G/aisjD+xk3uDsAfYaO46vP1lCiVBnqNc6ZM0//iTaPP8m+PfZ1FTQmTp7K6pXLCSpbllatH+fVjp3o1vk1NE2j/8AheHt706t3X94ZM5ItmzdSpEgRps2Yzc8/7uDQwd+xWq38tsv+wTVw8FCWf7KEpCQr701/F4CAAH/HST//RrNWj3PowD4G9OqEpmmMGDuZTWtXUbpMEE1atOaF9q8x+I2u2Gw2uvcZgMnbm579BjFzyni2fbYBH19fhr09gd07fyIi/CDJVqtj0NLjzUHUqBma7TZNr2XrJziwfy99unVE0zTGjJ/C+k9XUDqoLM1btqF9h4682bMTmk2jd7+BeHt7077D68ycNonlHy9Cr9czfPQ7OZrpn/DktrxpyzYcPrCXwb07g6YxdMwkPlu3ilJlytK4eSuea/8aw/p2w6bZ6Jr6XvfoO4jZU8ezfctGfHx8GTx6PIUKF+GvPy4xoPtreBmN9Oo3NMe+QDRr9TiHft9L/56vg6Yx4p3JbFq7klJlytK0RWteeLkjg/p0wWaz0eONgZi8H3wM8WMlS/H0C+0Z2LszRi8jpcoE8Z+nn8+RjAAtWj3Owf176NvdfpWQUeMms2HNSkqXKUuzlq156ZWODOjVGZum0fNNez98sUNHZk+bxMqli9Dp9AwZORYvLy97G3Z6GZO3N6907EJhmaHMN3Ra+umeDBRFeQyYqqpq93TL/gt0AQapqvpPB5UawN3cP9zRJZ8MQ+vvo655JkgW2lYr5lSe+ctZDyXJ3FutnGdpO63JmwdUr+7o/MHuG5Z7JyA9rMTwBU7lw+fy3kxsnfLOx2ElJnsoSBZ8M1xM4dJNz56J/yBlijgPBGLj8+BGEnjU33lDmR+25eeu333wHT2ofFHnEzIv38p7h+yULux8EtmVO3lv5S4R6Fi588D8HDSbtSvzAVUu+G14c4+2Q5YzlKkDxu6KohRRVfVm6rKvsR9TKYQQQgghkF/KcXWWdytFUf4AYhVFOakoSq1cyiWEEEIIIfIJVyflzMR+vGQg9rO6p2d9dyGEEEKIgqegXzbI1Uk5RlVVt6feXqIoyiB3BxJCCCGEEPmLqxlKW4Zy3juaXQghhBBCeJSrGUqToihBpJ1B5VRWVfWCO8MJIYQQQuQHeWCvs0e5GlD6A79mWHa/rAGur+QthBBCCCH+v+bqskHlM6tTFMVzP6sihBBCCJGH5IUTYzzJ1WWDfBVF6aMoyksZlj8F5M0rVgshhBBCiFzlapf3SqAcUEhRlOLAZmA50AyY4eZsQgghhBAiH3A1oKwPVAYeAb4C3gK+Ayqpqpr3fptQCCGEEMIDCvgeb5cDyluqqqYAV1PP7n5TVdUtuZBLCCGEEELkE66uQ5n+h86vyGBSCCGEEEJk9LDXodQDhgzXpJTrUAohhBBCIGd5uxpQmoGdqbd1GW7LdSiFEEIIIYTLAeWELOq0LOqEEEIIIQqMAj5B6XJAuRy4CuwArKnL7jeZBqxyUy4hhBBCCJFPuBpQ1gFeAZ7EfiHzDcAOVVVt7g4mhBBCCCHyB1c/vXgEOAKMVhSlHvbB5VRFUQ4C61VV/cX9EYUQQggh8jZ9Ad/nrdO0f3YopKIozYHpQKiqqv7/8PXkuEshhBBC5KQ8MZJ7csE+j45xfujfyKPt4GqXN4qi6IAWQHvgKewzlvOBL90bTQghhBAifyjgE5RZDygVRVkEtAPCgY3ACFVVE3IjmBBCCCGEyB9czVD2Aa4DYal/UxVFcVSqqirXoRRCCCGEKOBcDSiD3fGih87dccfTZkvd8oFO5YMxeS9jvWDnjLujb3ooSeaaVi7iVD5+2eKhJFmrUdrsVD6cB/tknQx90jesv4eSZC4xfIFTOSE57x0m7Wd03g915U6yh5JkrkSg0al8N8VDQVzwyfCJcfLPvLfDqmpJP6fygbO3PZQkc/UrFHIqn7mW6KEkmatYzNepnBf7ZMb+6GnySzlZUFX1fG4FEUIIIYQQ+VMeG98LIYQQQuQ/+oI9QYne0wGEEEIIIUT+JjOUQgghhBAFiKIorwFjASMwT1XVhRnqXwAmAgbgANBbVVXr354oHZmhFEIIIYTIJp1O59G/h6UoSmngXaAZUBvorShK9XT1ZmAB8KSqqjUAH6Crq+eVAaUQQgghRMHxBPCTqqo3VFW1AJuBl+5Xpi4rr6rqFUVR/IDigMvLysgubyGEEEKIbPL0VYMURSkMFH5A1S1VVW+lK5cC/kxX/hNokP4BqqomK4ryFPApcBn43tXrywylEEIIIUT+NxiIecDf4Az30wPpLxqsA2wZn0xV1W9UVS0KbAcWuXpxmaEUQgghhMj/5gErHrD8VobyJaB5uvJjwB/3C4qiPALUU1X1/qzkGmCDqxeXAaUQQgghRDbp8Ow+79Td2hkHjw+yA5igKEoxwAK8CPROV68DPlUUpZ6qqheA9sBvrp5UdnkLIYQQQhQQqqpeBsYAPwNHgLWqqv6uKMrXqYPI69gHmNsVRYkAFGCkq+eVGUohhBBCiGzKT7+Uo6rqWmBthmX/TXf7c+Dzf/KcMkMphBBCCCGyRQaUQgghhBAiW2SXtxBCCCFENv2TX6v5/5HMUAohhBBCiGyRAaUQQgghhMgW2eUthBBCCJFNBXyPd94dUNpsNpbPn8H5mGiMRiO9Bo/lsdJBTve5c+sm44f0YMbidZhM3o7lB3b/zP5ff6T/6Cnuz7hgBhfO2jP2HDKWx0r9PeOEoT2Y/tEDMu76kf6j3J/x0w9ncjEmGi+jka4D36ZExoy3bzJ1eC8mL1yD0eRN0t1EFs8chyXuDt4+vvQcNp7AQkXcnnPJ+9M4d+YURqOJN4e/Q8nSZR31P2zfwvfbP0NvMND+9Z7Ua9yCK39eZv70cWhoFCtRkr5Dx+Lt4+vWjMvmz+BCalv2/od9ct+vPzLAzX3yYdQPKceUQc/zn17vu/21bDYbUydP5NSpk5iMJsZNmkLZsuUc9Vs2b2Tzxg14eXnRs/cbtGjVmps3b/L2iGEkJSVRrFhxJkyZiq+vr+P5BrzZh1atH6f9Kx0czxNz9iydX3uZHTt34+3t/bcc/yTvnBmTORN9CqPRyIixkygTlNYPv9y6mW1bN2IweNG5e2+aNG/F9dhYJr8zkpSUZIo+WozR46fg4+PLd19vY93q5fj7B9Du6ed4+rkX/3Wuf/u/vDt5AqdUFZPJxPiJUyhbrpzrB+bQa380d6pjfe7/1jhKlklrx++3b+HbbZsxGLx4uVNP6jdpwbUrfzJ36lg0TSMgoBDD3pnqWJ+T7iYybnhfBrw1njLlgt2Sd8VC+7bcy2ii5+AxD9yWTxzWk2mL1mIyeZNgiWfRe+NITLCQkpJMx96DqVytlluyLZw9lZjT9j45aNR4SqVry2+3fcbXX3yGwWCgQ5deNGzagruJiSyY9S5X/rxMcnIyfYeMpFiJkswYn3YpwbOnVbq+MYj/Pd8+xzNn9n94qj+K3JFnd3kf3PMLyclJTJq3jA7d+7NmyTyn+oiDe5n2dn/u3LrhtHzlolmsX7YQm/a3n6XMcYf2/EKyNYmJ85bxygMyHj24l+lj+nM7Q8ZVi2axYflCtFzIGL5vJ8nJSYyZvZSXuvZjwycfONUfO7SPOe8McmrHnd99QflKVRn93mIatHiC7euXuz3n77/9TLLVyvQFK3m91wBWLJrrqLt5I5avtq5n6gfLGTdjIZ8uXUCy1crKxfNo++xLvPv+MmqE1mPbpjVuzZi+T77avT+fPqBPTn377+/3/T6ZG++3K0O7PMGH4zriY8qd75I//7gDqzWJVWs2MHDIMObMnOGoi429xro1q1nx6ToWLl7K/PfnYLVaWbJoIU/972mWrVqDUq0an21K+8WvhR/M487t206vER8fz5yZMzCaTNnOu+uXH7EmWVm0bA19+g9h4byZjrrrsbFs3rCGhUs/Zdb8xSxe+D5Wq5U1K5fS7ulnWfDxKsoFV2Dblk3cunWTpYvm88FHK/hg8Qp++PYr/vzjcrbz/RM//bgDa5KV1Ws3MGjIMGbPnJ5rr70/dX1+78NVdO49kGWL5jjqbl6PZftn65ixYAUTZi5k9cfzSbZa+WLTGpq1/g/TPlhGUHBFfvjafgm86JPHGT2wB39dvuS2vIf27iTZamXC3GV06NaPtR87f9k6emgvM8YM4PbNtHX7my1rqVG7PmNnLqb3sPGsWDgz49PmiL27fibZmsScxavo9sYgli5Ia8sb12P5YvM6Zi9awZQ5H7Ji8QckW61sXruCchUqMvPD5QwaOY5LF87zSNFHmbHgE2Ys+ISubwykYpVqtHvm/9yS+UE82R9zi16n8+ifp/3jAaWiKC3dESQj9XgEteo1AaBytZqcjY5yqtfr9Lw9fSHmgECn5VWq1aL7gFG5ERH1eASh6TLGZMio0+sZPW0h/v7OGStXr0W3XMoYfTyCkDqNAahYNYRz0SczZNQxfMp8p3Zs+1wHnn65KwA3rl0hsMgjbs8ZdewIYfXtbalUr8UZ9YSjLjrqOFVDQjGaTJj9A3isVBDnzkZz6fxZ6jRoCkC1kFCijoW7NWPG9ztjn9Tp9IzxcJ905eylWDoM/zjXXi88/BBNmtp/MrZWaG1OHD/mqDsWGUlo7TqYTCYCAgIICipHtKpyJPwwTZrZH9O0WQv2790LwA/ff4ter6dps7SfoNU0jckTxtF/0BB8fHyynTcyIpyGTex9qkbNUNSo4466qOOR1Aytjclkwt8/gDJBQZyJVhkwdCRtn3oGm83G1St/UeSRovxx+RKVqlQlsFAh9Ho9VauHcOJYRLbz/RPhhw852rFWaG2Op2t7dzsRGU5Yg9T1uUYtTqdbn0+dPOa8Ppe2r88VKlUhPu4OAImWeAwG+5eelORkRk+ZQ5my5d2WVz1+hFp17dvJSg/aluv0jJq2AP9063a7F16lzX9fAMB2LwVTDnyheZDjR8Op29DeJ6uG1CL6ZFqfPBV1jOo1azvaslTpIGLOnOLw73sxGo2MHdqXdSuWULdhE8djNE1j0dwZ9B8+BoPB4JbMD+LJ/ihyR5YDSkVRWmT8Az5Od9ttEhMs+JnNaUH1eu7dS3GUa9ZtSEBg4b89rnGrtrl26n5iggXfrDLWySRjy7a59pufiYkZMhqcM9YIa4h/YKG/PU5vMPDe2/3Y8eUmx8DenRISLPiZ/Z1e/37OxIR4pzpfPz8SLPEEV1Q4sGcnAL/v+ZWku4luzeiqT9bKA33Slc9/PEJy8r1cez1LvAX/gABH2aA3kJKSkloXT0C6Oj+zmbj4OCzx8fj725ebzWbi4+M4HX2Kb7/6ir79Bzo9/+IPF9C8RUuUqlVzJq8lHrM5LZNer3fkTbDEY/ZPl9fPjCU+Hp1Oh812jy4dnif84AFqhoYRFFSWc2dPc+N6LHfvJnL4wD4SE93bPx/0vwQEpK036dve3RIsFsz+6dZnvYF7qa+daLE4taOvnx+W+DiKFivB11s30L/rixzav4emrZ4EoFrN2hQr/phb8yZm3P48xLbc7B+AyduHWzdiWfTeeF7u2s8t2RIsGbOltWWCxYLZadto75N3bt8kPu4OU+YsomHTlk6zmvt376RccAW3DtAfxJP9UeQOV/u9lgGFgaPgGAGVBCYCGtDGXcF8/czcTUhwlDVNc3xjzSt8/czcTUzLaMuLGX2dM2o220NnHDF1IX9ePMe8icOYsfQzd0UE7B/OiYkWR9mWLqevnz+J6fpCYkICZv8AuvQdwtIPZrDrp2+pFdaAgED3Hufp62d2ypEX+2ReY/Y3k2BJ975qNry8vFLr/LGkq0uwWAgICMDs70+CxYKPjw+W1GXbt33B1atX6N29C3/8cRmj0Uip0qX5evuXFC9Rgs+3bOZ6bCx9e/dg2cpP/31esz8JCWmZNE1z5PUz+5OYPm9C2mDZy8vI6o3bOLh/L++Of5v5S1bQf8hI3hk5hGLFS1BFqU6hwu7tnw/6XyyZtL27+ZkzrCs2G4bU1/Y1m0lM18b31+cPZ09h4KiJ1GnQhIN7dzFv2juMmz4/V/L6/m3783Dr9sWY0yyYPobXeg6iWq06bsnml6G9bFpaW2asS0ywYA4IICCwMA2btgKgQdOWbFyTdtjST999xXPtX3NL1qx4sj/mljwyb+AxrnZ5hwFfAceAdqqqtgZOq6raWlVVtw0mAZTqoRw5sBuA6KhIgspXdOfL/StVaoRy5Pe8nbFS9VpEHtwDwJmTxyj9EBm/2riSPT99A4C3jy96vfsPta0aUpvD++1tqZ44SrkKlRx1lavVICoyHKs1CUt8HJcvxFA2uCIRh/bzcufejJuxEJ1eT2i9hm7NWCUf9Mm8pnZYHX7bZZ9FPhpxhEqVqzjqQmrWJPzwQZKSkoiLiyMm5gyVKlchNCzM8Zjdv/1KWN16DB72FqvXbWTpitU8+9wLvN65G02bNWfbN9+zdMVqlq5YTdFHH2XRkk+ylTckNIx9u3cBcDwyggoVKzvqqtWoScSRwyQlJREfH8f5mBiCK1ZmzvTJHD74O2D/gNfrdaSkpHDiWATzl6xkzMRpnD8fQ83QsGxl+6fCwurw26+/Ava2r5yu7d2tWkhtDu37DQD1uPP6XKVqCCeOhmNNsq/Pl87HUC64Ev4BgY7ZtkceLebY/Z0bqlQPJeKAfTt5OiqSoGDX6/bl82f5YOpo3hw5mdD67tuLU71mbQ6mtuXJY0cpXyGtT1apFsKxdG158XwM5YMrUaNWGAdSH3Ms4hDlyldwPOa0GkX1mrXdljcznuyPIndk+fVAVdU4oIuiKC8DPymK0h/7zKTb1WvaisjD+xk/uDsa0GfoOL76bA2PlSpD3ca5chinS/Wa2DNOGNIdTYM+w8bx9WdrKJGHMtZp3IoT4Qd4d3gv0DS6Dx7Ld1vXUrxUGcIaPviohWZPPs0ncyez6/tt2Gw2ug8e6/acDZu1JuLQPkb374qGRv8RE9i26VMeKxVEg6Yt+d8LHRgzqAeazcZrPfphMnlTOqgcC2dOxMtoomz5CvQa5N7jFOun9slxg7sDaX2yRKky1Msj73de0+bxJ9m3Zw9dOnZAQ2Pi5GmsXrmcoLLlaNW6Da927ET3zh3RNBv9Bg7G29ubXr37Mm7MKLZs3kThIkWYNmNWruVt0epxDu7fQ9/uHQEYNW4yG9aspHSZsjRr2ZqXXunIgF6dsWkaPd8ciLe3Ny926MjsaZNYuXQROp2eISPH4uXlhZfRSK9OL2Py9uaVjl0onMszlG2eeJK9e3fTuWMHNE1j0pSpufbajZq34cjBfYzo1wU0jYEjJ/LFxtU8VjqIhk1b8fSLrzJ6YHc0TeP1nv0weXvTa+AIlrw/A5vtHpqm8cbg0bmWt16TVhwL38/EoT3QNI3eQ8fx9ZY1lCgVRN1GD95ObljxIclWK6s/su9O9jP7M3R8zvfVJi3aEH5gH8Pe6IymwZC3J7Jl/WpKlQmiUbNWPPfSq7zVrxuaTaNz7/72/ta5B+9Pn8jQPp0xeHkxfOxkAG7fvIGfn59HDsHxZH/MLXnl0CZP0Wnaw40PFUUpCywFFFVV/+25/hrAoXO5983zYdUt73wixcGYvJexXrBzxt3RNz2UJHNNKzt/aB6/bMnknp5Vo7TZqXw4D/bJOhn6pG9Yfw8lyVxi+AKnckJyrnzf/Ef8jM4b+St3kj2UJHMlAo1O5bt59NAynwxTECf/THjwHT2oakk/p/KBs7czuafn1K/gfNz6mWu5e3ztw6hYzPkSbHmxT6brj3liJPfS8sMe3QBu7lbHo+3wUPsyFUUpoqrqBeA/QDv3RhJCCCGEEPlJlru8FUVpBawFSiiKEg20V1U1MjeCCSGEEELkFwV8j7fLGcqZQG8gEJgDzMj67kIIIYQQoqBxdc6+UVXV7am3lyiKMsjdgYQQQggh8pu88Gs1nuRqhjLjb8UluSuIEEIIIYTIn1zNUJoURQki7Qwqp3LqiTpCCCGEEKIAczWg9Ad+zbDsflkDKiCEEEIIUcAV7B3eri9sXj6zOkVRcu9X5YUQQgghRJ7l6rJBvkBn4LqqqpvTLX8K+xngIe6NJ4QQQgiR9xX0X8pxtct7JVAOKKQoSnFgM7AcaIZcQkgIIYQQQuB6QFkfqAw8AnwFvAV8B1RSVfWam7MJIYQQQoh8wNWA8paqqinA1dSzu99UVXVLLuQSQgghhMg39AV7j7fL61Cm/6HzKzKYFEIIIYQQGT3sdSj1gCHDNSnlOpRCCCGEEMLlgNIM7Ey9rctwW65DKYQQQgiBnOXtakA5IYs6LYs6IYQQQghRQLgaUC4HrgI7AGvqsvtDcA1Y5aZcQgghhBD5RgGfoHQ5oKwDvAI8CUQAG4Adqqra3B1MCCGEEELkD65+evEIcAQYrShKPeyDy6mKohwE1quq+ov7IwohhBBCiLxMp2n/7FBIRVGaA9OBUFVV/f/h68lxl0IIIYTISXliZ3PntUc9OsZZ9Votj7aDq13eKIqiA1oA7YGnsM9Yzge+dG80IYQQQgiRH2Q5oFQUZRHQDggHNgIjVFVNyI1gQgghhBD5RUH/pRxXM5R9gOtAWOrfVEVRHJWqqsp1KIUQQgghCjhXA8pgd7zo+etJ7njabClX1NupvCXiTw8lydz/hZZ0Kl+NS/ZQkswVDzA6lW8n5s0LAhTydf7V0cS815T4OjclCcl57xBkP6PzV3LfsP4eSpK5xPAFTuULN/IrGXPkAAAgAElEQVTe9qfsI87bnyt38mCHBEoEOnfKuykeCpIFnwyfapLx38mPGYVnuTrL+/z/Y+++w6Oo9j+Ov7ObvglFQESS0BlaSELvVa+iKKggSAm99ya9hiq9BKSIdCmhCOrVqygWekmjTWiC2C5BWjYhm2Tn98eGzS6XECCb9uP7ep48Ont2dj45M+dwcqZsdgURQgghhMirnvdvytFl/BYhhBBCCCHSJxPGQgghhBCZ9HzPT8oMpRBCCCGEyCQZUAohhBBCiEyRU95CCCGEEJmkk5tyhBBCCCGEeHYyQymEEEIIkUnP+QSlzFAKIYQQQojMkQGlEEIIIYTIFDnlLYQQQgiRSfJNOUIIIYQQQmSCzFAKIYQQQmTScz5BKTOUQgghhBAic2RAKYQQQgghMkVOeQshhBBCZJJ8U44QQgghhBCZIANKIYQQQgiRKbnqlLfZbGbpvBlcvqDi4urKsLFTKO7jZy3/6vMwvvw8DL1eT4euvalTvzF3796he7u3KFm6LAD1GzWjalANViz+yLreuTNRTJm9iJp1Gjg87+drFvLn1Us4u7jwbt9RFH7Jx+49cXdv8/GEAQyZtxYXVzfM5hS+XL+c3y+rJCeZaN62KxWr13NorgfZFswO4eKFGFxcXBg9cRo+vml1uXd3GHt3bUevdya4R2/qN2zCzdhYpk0cTXJSEoUKF2HclOm4u3tw7kw0yxbORdM0XihUmIkhs3Fzc3NIxjkzp3Eh5jyuLq6MnxyCr18Ja/mendvZtXM7zno93Xr1pWGjptayzzat5+bNWAYOGQHAV198zqb1azF4edPy7da0eqdNpnLNDJlCTIyKi4srk6dNx88m186w7ezcvhW9szO9evejUZOm3Lr1D2M/HEli4n2KFHmRqdNn4eHhwcYN6/jm318C0KBhY/r2H8i9e/cYP2YURmMcSUlJjBg1hoDAoGfIOJWY1Lqb9FDGXWHbCdu+DWdnZ3r27pua8RbjPhxBYmIiRYq8yJTpM/Hw8LB+3qD+fWjStDlt27W3fs6Vy5cJ7vA+3/140CH7/EnVrFKC6UNa81qvxdm2TbDUw5K5M7h80bLvh4+dQnFf+z7oiz2WPqhj197UadCYu3fu0M22D2rcjHfbdSJ0wWzORIXj4WkAYNpHizF4eTsk44I5IVxKbdsfTrBv2/t2h7F3d2rb7t6beqltO2TiaJKTLW177OTpGOOMTB0/0rrexRiVPgOH0uq9dpnO+DS/y4yQKcSoKq6urkyeOh2/EiUyXjEbSUbHyAsZM+s5P+OduwaUh376HpMpkcWrN3HudCSrlsxj6kdLAPjnZix7dmxh2dqtJJkSGda3C9Vq1uWieo6mr7ZgwPCxdp81L3QtAD99/x8KFS7i8MEkwNnjv5CcZKL/jOVciznDVxtWEPzhDGt5TMQxvt6yirg7t6yvhf/0H1JSkukbsow7/9wg+vABh+cC+PnAfhJNJj7+dDNnoiMJXTiXWQuWAnAzNpadWzezeuM2TKZEBvQIpmbtemxev4YWb77N6y1bsXZlKJ/v3MH7HTrz0YwphMxZiI+vH/v2hPH3n3/gV7JUpjP++MN3mBITWbthK9FRESxe8BHzFoUCEBt7g22fbWL9ljBMiYn06taR2nXqWwZS0yZxJjqSpq/8C4Dbt27xcehiNm7dhbd3Pgb06U7NWnV5uXjxZ8r1w/7vSDSZ2LB5G1GRESyYO5tFS1dYc322eSNbtu0kMTGRbsEdqFOvPqtWLKfFmy1p1fpd1q5ZRdiObTRt2px/f7GXjZ/twMnJiW7BHWjW/BW++/Y/1KpTh06du/LrlcuM+XAEW3fsfuqMJlOiTcY5LFq63C7j5tSM3a0ZQ2nxZkveTs24c8c2OgV3BSB0ySLu3rljt424uDgWzJ2Di6vrM9Xjsxre5RU+eLMW8QmJ2bpdgIOpfdCS1Zs4ezqSlUvnMc2mD9q9fQuhn1r6oKF9ulCtVlofNHCEfR90QT3HrEUfk79AQYdm/PnAfkyJJlasTW3bi+Yya35a2w7btpnVG1Lbds9gaqS27ddbvs3rb7Zi7apQ9u7awfsdglmych0Ap6MiWL1iCS1bP/sfYs/i+/3fYUo0sXGL5TieP3c2i5etyNYMGZGMjpEXMorMyVWnvE9HhlOjdn0AKlYJIOb8WWuZejaaylWDcHV1xeDlzcs+fly5GMOF82e5oJ5jRP9uhIwfwc3YG9Z1EhLi2bBmOf2HjcmSvL+ej6Z8YC0A/MpX5vdLql25k05Hj4nz8bCZlYiJOE7+F4qwbtYYdq2clyWzkwBREeHUrmupy8r+AZw/d8Zadu5MNP4Bgbi6uuLl5U1xX18uXVAZNHw0/3rjLcxmM//9+y9eKFSI367+Sr78BdixZSMDe3fl7p27DhlMAkSEn6JufctA379qIOfOnLaWnT0dTdXAapaM3t74+PpxMUbFZErkjZat6Nazr/W9v1//jfJKRfLnL4BOp6NS5Sqcjo545lzh4SepX78hAFUDAjljk+t0dBSBgZbj0NvbG19fP2LU85Z1GljWqd+gEUcPH6LoSy8RunINer0enU5HcnIybm5udAruSpu2llnA5JQUXF2ffuYvPPwk9WwynrXLGE1Aat1ZMpbggqoSEX6KenYZDwPw7X++RqfTWfMDaJpGyJRJDBwyDHd396fOlxmXr8fSfuTqbN3mA2ciw6lZx9JuKlUJIOZcWh90/qE+qHhqHxSjWvqg4f26MW2cpQ8ym838/ttVFs6expDewXy97+n+YHic6MhwatdLa9vqY9q2j23bbpHWtgu+UMi6jqZpLJ43kxGjJ6LX6x2W80mEnzppPSYfbmu5hWR0jLyQMbOcnJxy9CenPXZAqSiKs6IoQxRFma8oSsOHyqY4Okx8fBwGL6+0cHodKcnJABiNRgyGtDJPT0+Mxjh8S5QiuGd/5i//lHqNmhG6YJb1PV/v202jZq86fIbggcQEI+6eaZmcdDpSUpKty+Wq1sDgnd9unfh7d7j513W6jJlF41YfELZiTpZkMxrj8LIZyD4Y0Dwosz315ulpwBgXh5OTE2ZzCsHtWnPq5HH8A4K4ffsWp6MiaN22PYuWr+bk8SOcOHYkazLq9XYZvWyOBU+Dgbi4e+TLl586qf+YPuBbogSXL13k5s1Y7ickcPzYERISEp49V1wcXt5p29brbHLFxeHlnZbZYDAQFxdneT31dzGkZnVxcaFgwRfQNI0Fc+dQoWIlSpQsRb58+XB3dyc29gbjx4xi8NDhz5DRaJfj4YzeNmWeBgP34u49MuPFCzF8/eWX9Bs42O7zVy5fRsNGjVEqVHjqbJm1Z38ESUkp2b5deNA2Ht0HxRuNdmUenp4Y4+LwK1GKLj37s2DFp9RvbOmD7ick0LptB8ZMmcmshSvYu2sbly/GOC6j4dFtOz6Dtt2lfWvCT1ja9gMHfzpAydJlHfaH4tMwGuPwTqet5RaS0THyQkaRORnNUK4EgoA/gA2KooyzKXvb0WE8Pb1IiI+3LmtmM3pny1l5g8FAfLzRWhYfH4+XlzeB1WsRUK0mYLl26VLMeet7vv/Pl7z+1nuOjmnl5mEgMcEmr2ZGr3/8VQSe3vmoUK0uTk5OlK4USOwfv2VJNoPBy66+NE3D2VqXXg/VZdrgxNnZhU079vLhuMlMnzyO/AUK4OPjR6nSZXB2dqF23QaoNrM2mc1oNNpkNJvtM9qUxRuNeHnne+Tn5MuXn2EjxzBmxBBCpoynQoVKFMjEHxEGL/tcZs0m10NlRqMRb29vDF5peS2vWbImJiYydvRIjPFGxk2YbF3vQoxK7x5dGTRkGDVq1nqGjAa7+nlcxvh0M3rzxd7P+e9//6Z39y7s/Xw3mzZ8ysFffuarL/axZ1cYPbt25mZsLP1693jqjHmRweBFgvHRfZCnwUCCTbtJiI/H4J3aB1VP64MuxpzHzd2dd97viLu7B54GA0HVa3Hpgv0ZjMxkTK9texq8SDCm37Y3bt/LqHGTmTE5rSv/9usveDsT1xxnxsN9gO1xnFtIRsfICxlF5mQ0oKyhqmpXVVXnA7WAdoqiDE0tc/j8auWqgRw7/DMA505HUrJMOWuZUsmf05GnMCUmYoy7x7VfL1OydFkWzp7CLwe+AyD8xFHKVagEgDHuHklJSbxY9CVHx7QqqVRBDbfM1l2LOcNLfqUzXKdEBX/U8KMA/PnrRQoULpol2fwDgjh80FKXZ6IjKV02rS4rVvYnKvwUiYmJxMXd4+qVK5QqU475s0M4deIYAB4GAzonJ14u7ktCQjzXf7sGQFTESUqVKeOQjAGB1Tj0y08AREdFUKZceWtZpSr+RISftGS8d49fr1ymjM3vYCs5OZnoqEhWrt3IlOmz+fXXywQEVnvmXIFB1fjlZ0uuqMgIytnkquJflfBTllz37t3jypVLlC1XnsCgavz8848AHPzlJ6pVr46maQwd1B9FUZg4eZr1dOKlSxcZNWIIs+bMp0HDxpnI+KM1Y1m7jP6EnzrxPxkDgoKs6xz85SeCqtdg6IhRbPxsO2vWbeTtVu/QKbgb9Rs0ZO+//8OadRtZs24jhQoXZsWqT54pZ15TuWogR1P7oLOnIyll0wdVqORPdIR9H1SqdFkWzJrCLz+k9kHHj1JOqcT1364yrG8XUlJSSE5O4nRkOOWUig7JWCUgiCO2bbuMfduOjPjftr3Apm17GgzodGndt3ruDFWqPt1NYY4SFFSNX356dFvLLSSjY+SFjJmly+GfnJbRnwc6RVEMqqoaVVW9oSjKG8BBRVFuAJqjw9Rv3JxTx48wtHdnNE1jxPgQwj7bQHEfX+o2bErrth0Y3q8rZs1Mtz6DcHVzo3u/ISyYOZl9u7bh7u7BsLFTALh+7SpFX3rZ0RHtVKrVkAtRJ1gxYQCaptGm/2h+/mI7hV4qTqUa9R+5Tq3mLdmzeiHLx/dD06B1r6c/3fkkGjVtzomjh+jXvSOaBmMnh7B103p8fP1o0Lgp77XvyMBewZjNGr36D8bNzY027Tsyb+Y01q1egZNOx/AxE6x3iE8b/yEaGlWqBlKvwbMNgh7WpNkrHD1yiB7BH6ChMWnqTDZvXIevrx+NmjSj3Qed6N2tE5pmpt/AoeneZezs7IyLiwvBH7TB1c2Vjp27UaDgs89QNmv+KkcOHSS4Y3tAY2rITDau/xRfPz+aNG3OBx070y24A5qmMXDwMNzc3OjVux8Tx49mV9h2ChYsyKw58/lh/3ecPHEMk8nELz9bBgCDhw7n009WkZho4qPZlhu4vL29rDf9PF3GQ3Tp2B4Njakhs1IzlqBJ02Z80LEz3YM7omlmBgweas04afwYdoXtoEDBgsyaM++Z6+j/q/qNm3Py2BGG9OqMhsbI1D7oZR9f6jVsyjvvd2BYv65oZjPd+lr6oB79hzB/xmT27tqGu4cHw8dOoVDhIjR77Q0G9+qEs96ZV1qk3QWeWY2apLVtgDGTQti2eT3FfSxtu027jgzqFYxZ0+iZ2rbfa9+R+bOmsX7NCpycdAwbPQGA27f+wdPTkGPXXzV75VUOH7a0NU3TmDZ9Zo7keBzJ6Bh5IaPIHCdNS39cqChKb2AE0F9V1f2pr1UAvgFeVFXV4ym3pwFcvZn9d29mpEQh+8HKrsg/cyhJ+t4NKGa3/N97STmUJH0vervYLd9JMOdQksfL72H/91xC7qtKPOyrkvgkh/8Nl2meLvYDEY+ggTmUJH0J4cvslq/9k/v6H78X7Pufv+/mwgMSKJrP/qC8nwsvgXN/aJpEMj6bPJYx5+9IAQbvOZ+jnfSS1hVytB4eO0uqquoqoCUQY/PaeaAyMDa99YQQQgghxPPjsae8FUXRAU2AKoqiHFZVdSuAqqpxwKKsjyeEEEIIIXK7jK7jXAH0AEzAWEVRJmV9JCGEEEKIvEXnlLM/OS2jAWUjoK6qqqOAZkDWPYNHCCGEEELkSRkNKO+rqqoBqKp6kyy4s1sIIYQQIq+TGcrHe3gAmTtv2RVCCCGEEDkmo+dQllAUZW16y6qqds+aWEIIIYQQIq/IaED58FO3f8yqIEIIIYQQeVVOfUFAbvHYAaWqquvB8vggVVXNqf9fRFXVG9kRTgghhBBC5H4ZPYeyELALWA5sS335Y0VRigCtVVX9J4vzCSGEEELkernhxpiclNFNOYuBr4EdNq+1AfYjDzYXQgghhBBkfA2lv6qqnWxfSH2M0FRFUU5nXSwhhBBCCJFXZDSgfNxzJ1McGUQIIYQQIq96zu/JyfCU91VFUd54+EVFUV4H5MYcIYQQQgiR4Qzlh8D3iqLsB04B94GawBtAiyzOJoQQQgiRJ+ie8ynKx85QqqqqAjWAX4HmWAaRvwKBqqpGZHU4IYQQQgiR+2X02KAuqc+inJRNeYQQQgghRB6T0TWUQ7IlhRBCCCFEHqbL4Z+clhsyCCGEEEKIPMxJ09J/MpCiKInA749aD9BUVS39lNt73GOIhBBCCCGeVq64G2bcVzE5OsaZ+Ub5HK2HjO7yvojljm4hhBBCCJGO5/wm7wwHlCZVVa9mSxIhhBBCCJEnZTSgvK4oii/pTCerqnrN8ZGEEEIIIfKW5/05lBkNKKsAP2I/oNSAYoAroH+WjX4e/dezrJalWvm/ZLdcYcw3OZQkfednv2a3HH09LoeSpM/fx8tuOebv+BxK8njli3raLV+/lZhDSdLnU9DNbvnvu0k5lCR9RfO52C1f+yf31aPfC/b16BE0MIeSpC8hfJndcvjVezmU5PGCSnjbLeeF/f3nHVMOJUlfsfyudst/5cK2/dJDbTs2LjmHkqSvsFdGQxiRnR67N1RVLWW7rCiKFzAfeA3olYW5hBBCCCFEHvHEjw1SFKU5EJW66K+q6rdZE0kIIYQQIm9xcsrZn5yW4XyxoigGYAGps5IykBRCCCGEELYy+urF5sBq4Fugiqqque+iPSGEEEKIHKbLBbOEOSmjGcpvgSTgX0CUoigPXn/WB5sLIYQQQoj/ZzIaUJbKoFwIIYQQQjznMrrLWx5qLoQQQgiRgef9OZRPfJe3EEIIIYQQjyJPBRVCCCGEyKTnfIJSZiiFEEIIIUTmyIBSCCGEEEJkipzyFkIIIYTIpOf9OZQyQymEEEIIITJFZiiFEEIIITLJied7ilJmKIUQQgghRKbIgFIIIYQQQmSKnPIWQgghhMgkuSlHCCGEEEKITMi1M5Rms5ndqxfy59WLODu70qbfKAoX87F7T9yd24SO78/wBZ/i4uqGOSWFfetDuX5JJTkpiVff70qlGvWyLKOTE0xuVYkKxbwxpZiZsPMM127GW8s71PHlnerF0YDl+y9x4PwNdE4wpmUFqhTPh6uzjmXfWV53NLPZzOrFs7l6KQZnV1f6jZhIseK+1vJvv9zFt1/sQq/X817HHtSo24i///ydZXMmo2kaRYoWo+/w8bi5e/DJso9QT0fi7mkAYPS0+Ri8vB2SccWCmVy5FIOLiyuDPpzEyz5+1vJv9u3i671h6PXOvB/ck1r1GrF6yVwuX1QBuPXPTby8vJn38QZWLp7DuehIPDw9AZgwc6HDMi6eO4NLF1RcXVwZMW4KxX3TMn65J4wv9oSh1+vp2K03dRs05u6dO3R5/y1KlS4LQP0mzXivXSfCPtvID9/+G4Da9RoS3LNfpvM9yLhgTgiXLsTg4uLChxOm4WOTcd/uMPbu3o5e70xw997Ua9iEm7GxhEwcTXJyEoUKF2Hs5Om4u3vwzVd7+Wzjp3h5efN6y1a0bPWeQzI+yLlk7gwuX1RxcXFl+Fj7uvzqc5u67NqbOql12a3dW5R8UJeNm/Fuu06ELpjNmahwPFKPyWkfLXbI/n4aNauUYPqQ1rzWa3G2bvdRzGYza5fO5urlCzi7uNBn2EResmnvAHdv32LS0O58tGorrq5uWZ7HUfv62OGf2fjJxwCUUyoyaOR4nBzwlSRms5mFc6Zz6YKKi6sro8ZPtWs3X+wJY++uHeidnencrTf1Gja2lkWeOsH0SWPY8cV3APz4/bdsWf8JTk5OtGzdhpatHddu7POGcPFCDK4uLox6RDvfl9rOO6e2c9u8IRNHE/blfofnejjjvNkhXIxRcXV1ZczEqfj4lrCW7921gz27dqDX6+naow/1GzXhZuwNpk4YTVJSEoULF2H8lBm4e3hkaU6RNXLtgPLMsV9ITjIxcOYKrsac4Yv1y+k6Zqa1XI04xr83rSTuzi3ra6d++g/mlGQGzAjlzs0bRB0+kKUZX6n0Im4uOtqvOEqAb35Gv6kwYEM4AAU8Xfigrh/vLD6Em7OOL4bX58DsG7Sq9jLOOic6fHyMF/O58br/S1mS7djBAySZEpm5bB0xZ6NZ//FCxoQsAODWP7H8e/dW5izfhMmUyMShPQioXoeNKxfzr7feo2HzFnz35W72hW2mTaeeXLlwnglzlpEvf0GHZjzy8w+YTCbmrdjA+TNRrA1dwIRZiywZb8ayL+wzFq7ejMmUyOgB3QmqUYdeg0cBkJycxOgB3Rk4aiIAl2LOM3VeKPkLODbjwR+/x5SYyLI1mzh7OpKPl8wjZO4SAP65GcvuHVtY/ulWTKZEhvbpQvVadbmgnqPZqy0YNHKs9XP++P06+7/5kmWfbMbJyYmhfbpSv3FzypQrn+mMPx/YjynRxIq1mzkTHUnoornMmr8UgJuxsYRt28zqDdswmRIZ0DOYGrXrsXn9Gl5v+Tavv9mKtatC2btrB/964y3WrFjKJ5vC8PL2ZtiAnlSvWYdiLxfPdEaAgz99j8mUyJLVlrpcuXQe0z6yqcvtWwj9dCtJqXVZrVZdLqrnaPpqCwaOGGv3WRfUc8xa9LHD9/eTGt7lFT54sxbxCYk5sv2HnTh0AJPJRMjiT7lwLpqNqxYyauoCa3nkicN89slS7tz+J1vyOGpfxxuNrF62gHmha8lfoCDbNq3lzu1bFCj4QqYz/vKjJePy1HazYvFcZsxLazc7t21m5XpLuxnUK5gatevi6urKf//+i+1b1pOcnAxASkoKq0IXsXL9Vjw8POnarjUNmjSjgIOPzV8eaufLF81l5nz7vKtS2/nA1Hbu6urKf//6k22b15OSmjcr/XRgP6bERFat28Lp6EiWLpzLnAXLUjPeYMfWzXyyaTumxET69ehMzTr12LhuDS1atqJFy1Z8sjKUPbu2075jlyzPmhXklHcu9ev5KJTAWgCUKF+Z65dVu3InJyd6TV6Ap1c+62tqxDHyv1CEtTNHE/bx3CydnQSoXrIgP6uxAET+docqxdOy3I5PovXiQySbNQp7u3HvvqUxNyhXmL/v3OfjrtUIebcyP5z7b5ZkOx8dQWBNy+9fvpI/l9Wz1rKL58+gVA7ExdUVg5c3L73sy9XLF7h+9TJBteoDUKFKIOdPR2A2m/nz+m98vGAG4wd3Z/+/P3dYxrPR4VSvbclYoXJVLthkjDl3mor+AdaMxXx8uXLpgrX8i51bCapZh5JlyqVmvEbo3Ol82L8r3365x2EZoyPDqVnXUieVqgSgnk/LeP5MNJWrBuHq6oqXlzcv+/hx+WIMMefPckE9x7B+3Zg6bgQ3Y2/wYtGizF60Ar1ej06nIzklGVc3V4dlrF3PkrGyfwDquTPWsnNnovEPCLRm9PH15dIFlUHDR/OvFm9hNpv5799/UfCFQvzx+3XKlq9Avvz50el0VKhUhbOnIx2SEeBMZDg166TVZcw5m7o8m1aXBi9vivv4ceViDDGqpS6H9+vGtNS6NJvN/P7bVRbOnsaQ3sF8vW+3wzI+qcvXY2k/cnW2bzc9509HEFijLgDlKvpzOeacXbmTkxPj5yzH4J3vUas7nKP29ZnoCEqWKcfKJfMY1rcLBQsWcshgEiA64hS16jYAHrQb+4xVbNp28dS2nZiYyILZ0xj64QTre/V6Peu3fY6Xlzd379xG0zQ8PDwdktFWVGQ4tdJp5+cfaufFU9t5YmIi82dPY9joCel9rGMzRpyiTj1LnVbxD+D82bSMZ89E4x+YWqfe3vj4+nHpgsqQEWN47Y20vuiFFwplS1bheLl2hvJ+Qrz1FCuATqcjJSUZvd4SuXxAzf9ZJ/7eHWL/uk63sbO5fDaS7aGz6ReyNMsyGtydrQNFgBRNQ69zIsWsWZbNGh3r+jHolTJsPHQNgAIGF0oUNtB33SlqlirIzLZV6LzyuMOzJcTH4Wnwsi7r9Gn1l2A02pW5exqIN8ZRsmx5Thz6kSavvcXxQz9yPyGBxPsJtHinHW+16YjZbGbyiD6UKV+JkmXKZTpj/EM5dDo9KcnJ6J2diY83YjCkncL08PQk3ngPgKSkJL7eu5P5KzcCcP9+Ai3fbU+rdp0wm82MH9KLshUqUapM5mf/4o1xGGwy6nU6a0aj0WhX5unpiTEuDr+SpShfoRLVa9Xhu6+/ZOn8WUyZtYD8BQqiaRorl86nbPkK+PqVzHQ+AKMxzq6udDodycnJODs7W/LbnAr29DRgjIvDycmJlJRkunV4D1Oiia49+2EwGPj18kX+uRmLp8HAqeNH8PUr8ahNPntOr4eOyQf722i0K/N4UJclSlFeqUS1WnXY/82XhC6YxcjxIbRu24H3PuiMOcXMyIE9KF+xMqXLZn5/P6k9+yPwK+aYgY0jJMQb8bBrS/b9ZdXqdbI1j6P2df3GzYk8eZyPN+zAw8OTYX27Usk/AB8HtB2j0YiXl32dPWg3RmOcXZmnp4G4uHssnjuTdh27UuTFonaf5ezszE8/fMeij2ZQp34jnJ0d/09r/GPauTGddr547gzader2P3mzijHOaJdDb9cX2de3p8FA3IO+KDmZLh+8i8lkolsvx1wKlBMccSlGXpZrZyjdPTxJvJ92PaJm1qydY3o8vfJTsXo9nJycKFM5kBt/Xs/SjMb7yRjc9NZlnVPaYPKBzYev0XDmAWqUKkjt0i9wOz7Jes3k8SLW1yAAACAASURBVCu3KFnYQFbw8PTifoLRumy2qT8Pg8Gu7H68EU8vb7r0Hcbxwz8xfcxAdDod+fIXwNXNnTff/QA3dw88PA34B9bk6uUYh2T0NBhIiLfZx5oZfWpH7OlpIN4mY0J8vLWjijxxhMoB1azLbm7uvNW2A+7uHnh6GqharRZXLjoqo5ddRrM5LaPBYCAhPi1jfHw8Xt7eBFWvRWB1yx88DZo042LMeQBMiYnMnDyG+Ph4howa75B8lhxexNvk0DTN+g+ap8GLBKNtRiNe3pZ6c3Z2YeP2vYwaN5kZk8fhnS8/A4eNZuLoYcyeNpHySiWHnlI2GLxIMNq2aZv9/VBdJsTHY/D2JrB6LQJS67J+Y0tdurm78877HS3722AgqHotLl2wP4PxvPHwNHA/wbYtZdxfZiVH7et8+fKjVKzMC4UK4+HpiX9QNS7FOGZfGwwG4m3ahlkzW9uNpU2l5Y+PN+Li7EJ0xCnWrVnBkL7duHf3DlPHj7K+p1HTVwj7cj/JSUn856u9Dsloy/Mx7dxg8LL7XeLjjbi4uBAVfor1q5czpE9X7t69w9RxIx2ey5bB6+E6te2L7MvijTZ9kYsLm8P28eH4KYRMsr+8ReQdjx1QKoryh6IoKY/4MSuKkpKVwUpW8Of8qaMAXI05w0t+pTJep6I/508dAeCPXy9SsPCLWRmRU1dv07hCEQACfPMT89c9a1mpwp4s6RQIQFKKhinZjFnTOPXrbRophQFQinnz5+37WZKtQpUATh09CEDM2Wj8SpW1lpWtUJlz0eGYTIkY4+5x/doV/EqVIfLkUdp27s2E2ctwcnKiavXa/Hn9GhOG9CAlJYXk5CTOnY6gdLkKDslYsUogJ478AsD5M1GUKJ2WsXzFKpyNDMeUaMn429UrlEj9HSJOHqV67frW9/7x21VGD+hmzXg2Kpwy5Ss6JGOVqoEcPfQzAGdPR1LKZma2QmV/oiNPYUpMJC7uHtd+vUyp0mWZP3MKP/9guVj/1PGjlK9QCU3TmPjhEEqXVRg+ZhJ6vf6R23umjAFBHDloyXgmOpLSNhkrVvYnMuIUiakZr165Qqky5VgwO4RTJ44Blo5ep3MiOTmZs6cjWbpqPeOnzuLq1Sv4BwQ5LGflqoEcPZxOXVbyJzrilHV/P6jLBbOm8EtqXYYfP0o5pRLXf7vKsL5drPv7dGQ45RTH7O+8SqkcQPgxS3u/cC4a35JlM1gjazlqX5erUIlfL1/kzu1bpCQnc/50FH6lSjskY5WAII4cenS7qVDJn6iIk2nt5tfLVKjsz8awfSz++FMWf/wp3vnyM3nGXIxxcQzp0xWTyYROp8PdwwMnJ8fP1fgHBHHUpp0/3BdF2bTza1euUKGyP5t2fsHiletYvHId+fLlZ/LMeQ7P9XDGwwd/AuB0dCRlyqZlrFTZn8jw1Iz37vHrlcuULlOOebOmcfK45d96T0/Dcz/Ll5dl9CdsTeB74B1VtbnALRtUrtWQmMgThI7rj4bG+wPG8NO+bRR6yYfKNes/cp3ar7Rk16oFLBvbD03TeKf3iCzN+O2Zv6lXthCf9auFE06MDTtN1wYluHoznh/O3UD98x5b+9cGDX6KieX4lVtEXLvNlHcqsbV/bZyAKbvPZLidZ1GrQVMiTx5l3KBuoGkM+HAy+3Zs4qXivtSs15gW77Rn4tCeaGYzHboPwNXVjZd9S7B83lRcXFzxLVmanoNH4+zsQsPmLRg3qCt6vTON//UmviXLOCRj3UbNiDhxhFH9uqChMWTMVPZs20ix4r7UbtCEt9p8wOhB3dHMGp17DsDVzXJn6u/XrtLstbesn+NbsjRNXn2Dkf2CcdY70+z1lpQo5ZiMDZo05+TxIwzq1RlN0/hwQgg7tmyguI8v9Ro15Z22HRjatytms5nufQbh6uZGzwFDmDt9Mnt3bsPdw4MR46Zw8MfviQw/QZLJxPHDlkF0j/5DqOwfkOmMjZo058TRQ/Tr3hGAMZNC2LZ5PcV9/GjQuClt2nVkUK9gzJpGz/6DcXNz4732HZk/axrr16zAyUnHsNETcHZ2xtnFhV6d38fVzY12Hbs49MaC+o2bc/LYEYb06oyGxsjxIYR9toGXfXyp17Ap77zfgWH9uqKZzXTra6nLHv2HMH/GZPbustTl8LFTKFS4CM1ee4PBvTrhrHfmlRZpdwY/r2rWb0r0qaNMHNodNI2+IybzZdgmihb3pUbdxhl/gIM5al8XKPgC3fsNYezQvgA0av6a3UAqMxo2ac6Jo4cZ0KMTmqYxelII2zevp7ivH/UbNeW9dh0Z3LsLmmamZz9Lu3kUg5cXr7z+JkP6dEXv7EyZsuV5tUVLh2T837yH6N+9Ixpp7dzHx4/6jS15B/UKRrNp59mtcdNXOH70MH26dUTTNMZPns7WTeso7utHw8bNaNu+I/17dkYza/QeYMnYtn0n5s6axqerV6DT6Rg5dmK253aU5/2mHCdN0x77BkVR3gC6qara1gHb0wA+j/7LAR/lWK0eutu6wphvcihJ+s7Pfs1uOfp6XA4lSZ+/j5fdcszf8em8M2eVL2p/0fz1W7njbl1bPgXt/0H4+25SDiVJX9F8LnbL1/7JffXo94J9PXoEDcyhJOlLCF9mtxx+9V4678xZQSXsH82UF/b3n3dMOZQkfcXy29+Q91cubNsvPdS2Y+Oy/i7xp1XYyzonliuGcvN/vPz4AVUWG9G4dI7WQ4YX2aiq+hXwVTZkEUIIIYTIk573s/XPdKGHoiiNFEXZ4ugwQgghhBAi73ni2wAVRSkAdAH6AMWANVkVSgghhBBC5B0ZDigVRakD9APeAyKAIoCfqqq58yIfIYQQQohspnvOz3ln9NigCGAeloFkBVVVGwBxMpgUQgghhBAPZDRDeQkIBPyBs4qi/EnqndpCCCGEEMLieX9s0GNnKFVVfQ+ohWWGcjbwF1BIUZQa2ZBNCCGEEELkARne5a2q6k1VVZeoqhoEvAqsB/6tKIrjv4BaCCGEEELkOU/7Za+XgNHACOBtx8cRQgghhMh78tI9OYqidAAmAC7AIlVVQx8qbwVMxfLQ+CtYvuDm1uM+M6Obcj5J/a+Poii/ANeA34G9wJFn/D2EEEIIIUQOUBSlODADaIDlPpneiqJUsinPB6wA3lRVNQCIAqZk9LkZzVAGpf53GbBRVdWVqRsLBjYAzZ/u1xBCCCGE+P9Hl8PfAJn6vPACjyi6rarqbZvlV4DvVVX9J3W9MKANMC213AUYoKrq76nLUUDHjLb/pN+UU+rBYBJAVdUNwItPuK4QQgghhMhaQ7Gcnn74Z+hD73sZ+NNm+U/A58FC6r0zuwEURfEAxgB7Mtp4RjOUfoqijAZuKorSWlXVPYqiOGF5yPndjD5cCCGEEEJki0XAuke8fvuhZR32j4B0AswPr6QoSn5gNxCpqur6jDae0YDyXaAG8DfwLywj1LHAO0BwRh8uhBBCCPE8yOmbclJPaz88eHyU60BDm+WXgD9s36AoSjHgG+B7YNiTbP+xA0pVVX8Cfnro5Vmqqs58kg8XQgghhBC5ynfAFEVRigBGLGedez8oVBRFD+wDtquqOv1JP/RpHxuEqqryTTlCCCGEEDbyyjflqKr6u6Io44EfAFdgjaqqxxRF+QqYBPgC1QBnRVHapK52QlXVno/73McOKBVFmZRBqGmPKxdCCCGEELmLqqpbgC0PvfZG6v+e4Mlv2rbKaAUX4ENAj+WizYd/hBBCCCHEcy6jaygnKoryMmBUVfWjbMokhBBCCJGn6HL6rpwc5qRpj78kMvWJ6a1UVd3ogO3J9ZdCCCGEcKRcMZJbdeRqjo5xetcpkaP18CQ35TQCDgIoitIa6AGEAyGqqiZlYTYhhBBCCJEHZPRd3iOByYC7oihVgc3A58ALwNysjyeEEEIIkfs5OeXsT07L6KaczkBjVVXPAh2AvaqqrgEGAa9ldTghhBBCCJH7ZXTKW1NVNT71/5sCy8HyLEpFUZ55o1G/xT3zulmlqq+X3fL4f8fkUJL0zWhR3m750o2EHEqSvjJFPOyWY/6OT+edOat8UU+75di45BxKkr7CXvbN837ui4j7Qz3I33dz31UwRfO52C2HX72XQ0nSF1TC227ZI2hgDiV5vITwZXbL9+7/z7e15Thvd/t5ktsJKTmUJH0FPPR2yzfu5b7GXcQ77/U/Oe15vykno92RrChKAcALCAL+A6AoSgkgFx5eQgghhBAiu2V0yns2EAEcwfIk9T8VRXkf2A/IY4SEEEIIIUSGz6EMUxTlEFBYVdWo1JfjgJ6qqh7I6nBCCCGEEHnBc37GO+PHBqmq+gfwh83yV1maSAghhBBC5Cm57JJWIYQQQoi856m//Pr/mef99xdCCCGEEJkkA0ohhBBCCJEpcspbCCGEECKTnJ7zu3JkhlIIIYQQQmSKzFAKIYQQQmTS8z0/KTOUQgghhBAik2RAKYQQQgghMkVOeQshhBBCZJJObsoRQgghhBDi2ckMpRBCCCFEJj3f85MyQymEEEIIITJJBpRCCCGEECJT5JS3EEIIIUQmPef35OSuAaXZbGbNktn8eikGFxdX+o6YSLHivtby777cxbdf7kKv0/Nepx5Ur9OIv//8ndCPJqNpGkWKFqPPsPG4uXuwd/sGfvnhG3ROOt7p0I3aDZo5PK9mNhMetoLbv19B5+xCjfaD8CrysrU85sAefjv1MwDFKtWg0usfkJx4n6Mb52GKv4ezqzu1Og3HzSu/w7OZzWZC58/kysUYXFxcGDJmMi/7+FnLv967k68+34ler6d9l17Urt+I+wkJLJs3g7///J2kpCT6DRtNkaLFmDN5tHW9yxdVuvYdwput2zok44oFM7mSur8HfTjJLuM3+3bx9d4w9Hpn3g/uSa16jVi9ZC6XL6oA3PrnJl5e3sz7eAMrF8/hXHQkHp6eAEyYuRCDl3emMz6cd97sEC7GqLi6ujJm4lR8fEtYy/fu2sGeXTvQ6/V07dGH+o2acDP2BlMnjCYpKYnChYswfsoM3D08HJrrafLPCJlCjGrJP3nqdPxKlMh4RQdte8GcEC5dsByPH06Yho9v2r7etzuMvbu3o9c7E9y9N/UaNuFmbCwhE0eTnJxEocJFGDt5OsY4I1PHj7SudzFGpc/AobR6r12WZl+7dDZXL1/A2cWFPsMm8pJNvwRw9/YtJg3tzkertuLq6pZlWZ5WzSolmD6kNa/1Wpyt2zWbzcyeMY0LMedxcXVl4uQQfP3SjrXdO7ezK2w7er2eHr360rBxU2vZlk3ruRkby6ChI+w+c8a0SeTLl/9/Xs9Mxo9mTuNCjIqriyvjJk+zy7hn5w5277Rk7N6rLw0aNeGvP/9g+pQJpCSnoKExduJUSpQsBcD9hAQG9e3J+CkhlCxV2mEZ588O4eIFFReXR/Q5u3fweWqf06VHH+o3tPQ50yZa+pxCD/oc97Q+Z86MyeTLl59+g4Y7JOPT/C451f+I7JGrTnkfP3gAkymRmUvX0bHnIDZ8vNBaduufWL7avZXpi9YyfvYyNq9ZRpLJxMZVi3m15XuELPqEygHV+SJsM8a4e3y1eyszlqxjwpxQ1i2fnyV5/4g+QkqSiWbD5uH/VhciP19rLYuL/YvfTv5Is6Ef0WzoXP5Ww7n9xxWuHP6Ggj5laDp4Dr5BDTn3n21Zku3wzz+QZEpkwcoNdOs7hDXLFljL/rkZy+dhnzF/xTqmL1jOupVLSDKZCNuyjhKlyzB3+acMGT2J69eu8kKhwsxZ9glzln1C176DKVO+Iq+/9a5DMh75+QdMJhPzVmygS5/BrA1Ny3jrZiz7wj7jo9B1TJ0XyoaVS0kymeg1eBSzlqwhZMEKDAYvBo6aCMClmPNMnRfKrCVrmLVkjcMHkwA/HdiPKTGRVeu20HfQMJYunGstuxl7gx1bN/Px2k0sXLaKj5ctwmQysXHdGlq0bMWKTzZSsnQZ9uza7vBcT+r7/d9hSjSxccs2hgwbwfy5s7Nt2z8f2I8p0cSKtZvpM3AYoYts6y6WsG2bCV2ziXlLV7IydDEmk4nN69fwesu3WbZ6AyVKlWbvrh0UKlyYJSvXsWTlOnoPGEq5ChVp2bpNlmY/cegAJpOJkMWf0qHHIDauWmhXHnniMDPHDuDO7X+yNMfTGt7lFZZP6oi7a/bPGxz4/jtMpkQ+3biVQUOGs3D+R9ay2NgbbN2yiU/Wb2HZijUsW7IQk8nE/fv3mTj2Q3Zs2/I/n7dzxzYuXohxaMYff7Ack59s+Iz+Q4azeEFaxpuxN9j+2SZWr9vMkuWrWZ6acWXoUtq268CKT9bTtUdvli+xHAvnzpymT49grl+/5tCMPx/Yj8mUyMpPLX3Osof6nLCtm1nxySYWLFvFytQ+Z9P6Nbz+ZiuWr9lIyVJl+HxnWp+zZ+d2Ll+84NCMTyon+5/s4uTklKM/OS1XDSjPnY4gqGY9AMpX8udSzFlr2cXzZ6hQJRAXV1cMXt68VNyXq5cvcP3qZYJq1QdAqRzIudMRuLm7U6RoMRLvJ5B4PwEnXdb8mrGXz/JSxeoAFCpZgVu/pTVUz4KFadBnCk46PU46HeaUZPTOrpRr0oqK/3ofgPhbN3DzLpAl2c5EhVO9tqVeKlSpyoXzZ6xlMedOU8k/rS5fLu7LlUsxnDp2GBcXFyYM78dn61ZRvXY96zqaprFi4RwGjhyPXq93SMaz0eHWbVSoXJULatr+jjl3mor+AdaMxXx8uXIprX6/2LmVoJp1KFmmHGazmT+vXyN07nQ+7N+Vb7/c45B8D4uKOEWdeg0AqOIfwPmzaXV69kw0/oFBuLq64uXtjY+vH5cuqAwZMYbX3ngLs9nMf//+ixdeKJQl2Z5E+KmT1GvQEICqAYGcOXM627YdHRlO7XqW47GyfwDqubS6O3cmGv+AQEvdeXnj4+vLpQsqg4aP5l8t0uquoE3daZrG4nkzGTF6osOOx/ScPx1BYI26AJSr6M/lmHN25U5OToyfsxyDd74szfG0Ll+Ppf3I1Tmy7YjwU9RNbSv+VQM5Z3OsnTkdTUBgNWtb8fX140KMismUyJtvtaJ7z752nxUVGc7pqEjebePYWejI8FPUqf8gYwDnz6Qdk2dOR1P1ofZ8MUZlyIgPqd+wMQDJySnW2WiTycRHC5ZQsqRjZiYfiIo4Re26Nn3O/7SbIGu7KZ7a5wwebt/nFCxkaTenoyI4ezqSVu9m/uzSs8jJ/kdkj1w1oEyIj8PT4GVd1ul0pKQkp5YZ7co8PAzEG+MoWaY8Jw7/CMCJwz+SeD8BgEJFijKsRxs+7NeRN1q3z5K8SYnxOLt7WpednHSYU1Is2fXOuHnlR9M0Ij//hALFS+P9YnHL+3R6fgwdz8Wfv6BYxRpZki3eaHyoLvWkJCdbywy2delpwBgXx907t4i7d5fpC1ZQu35ju1nNowd/pESp0vj4lcyejPFGDIa0WUYPT0/ijfcASEpK4uu9O3mnfTAA9+8n0PLd9gyfOJ0p80L5as92rlxy7GwGgDHOaDfzqdfpSLapUy+vtN/F02AgLi4OJycnzCkpdH6/FadOHKNqYDWH53pSRmMc3t5pGfU6vTV/dmzbdn/q7Oouzq5ePVOPRycnJ8zmFLq0b034ieP4BwRZ33PwpwOULF0Wv9TTjVkpId6IRzr9EkDV6nXwzpc1fxhmxp79ESQlpeTIto3GOLy8bfa3Pu1YM8bFPaKt3CNfvvzUSf2j44HYG/9l1YpQRo+bmDUZbXLo9GnHpKXM5phMzVigYEGcXVy4+usVli6cS8++/QEICKpG0ZeKZUFG+z7Htt1Yymzq0dOmzzGnENyuFadOHqNqQDViY2+wdlUow0dPcHjGJ5WT/Y/IHo89F6Ioit/jylVVdej8voenFwnxRuuypmno9c6pZQa7soQES0Pr0ncYnyz9iF++/wb/oFp45y9A+LFD3P4nltBN+wCYPmYgSpUAylWo4si4uLh5kpyYkPaCpqGzmS1JSTJx4rPFOLt5UK1tP7t1Gw+Ywd2/f+Pgqmm0mOj4WQRPg319mTUzemfnR5YlxBsxeHvjna8Ates3AaBW/cZs3/yp9T3ff/Mlrdp2yIKM8dZlzTajp4H4BNuM8daONfLEESoHVLMuu7m581bbDtbrhKpWq8WVizGUKlPeoXkNXgbijbZ1quFsU6e2ZfFGo/UfVGcXFzaH7eP40cOETBpL6Or1Ds31pAwGL4xG+2PiQf7s2Hb8Q207re68SLCtu3ibunN2YeP2vZw4epgZk8exdNU6AL79+gvatO+YLdk9PA3cT7A9TtP6JfFoBoOXXXvQzGnHmsHL/liINxrxTmd297v/fMPt27cYPLAPN2NjuX//PiVLleatVu84PKPZnHZMPlxmm/HE8aPMnRnClOmzrddPZhWDwZBuu3m4LD7eiLdNu9m0w9LnTJ88lsbNXuX27duMHNyPf27Gcv9+AiVKluKNtzJfj0/+u+Rc/5NdctUMXQ7I6Pf/EogBDgA/PvRzwNFhKlQO4NSxgwDEnI3Gr1RZa1nZCpU5Fx2OyZSIMe4ev1+7gm+pMkSdPErb4N5MmL0Mnc6JgGq18fLOh6ubOy4urri6umEweBMfd8/RcSlUuiJ/nT0BwM1fz5OvWNoFxpqmcWjNdPK/XIrq7QbipLMMNM9/u4Orx78HwNnVPctOx1fyD+TEkV8s2zwdRcnS5axl5StW4XRUOKZES13+dvUKJUuVpXLVII6nrnM68iQlbE7fXFTPUck/0KEZK1axyXgmihKl0/Z3+YpVOBtpn7FE6vEQcfKo9XQ+wB+/XWX0gG6kpKSQnJzE2ahwypSv6NCsAP4BQRw++BMAp6MjKVM2rU4rVfYnMvwUiYmJxN27x69XLlO6TDnmzZrGyeNHAcsgOSevcwkKqsYvP1nyR0VGUK6cYwfcj1MlIIgjBy03qJ2JjqR0mbS6q1jZn8iI1LqLu8fVK1coVaYcC2aHcOrEMcAyYNfp0upOPXeGKlWDyA5K5QDCU/ulC+ei8S1ZNoM1REBQNQ7+YjnWoqMiKGtzrFWu4k/4qZPWtnLlymW7tmSrfcfObNq6k1WfbKBr91683uJNhwwmAaoGBnHol59TM0ZStlxahspV/IkIP2nfnsuW48Txoyz8aBaLQldSsbJjJygexT8giCM2fU7psvbtJirctt1cplSZcsybPY1TJ1L7HIOlz2nbvhNrN+1g2ap1dOrag1dffzNbB5OQs/2PyB4Z/XlQH/gZ6K+q6sGsDlOrQVOiTh1l/OBuaJrGgFGT2Re2iZde9qVmvca88U57Jg3tiVkz80G3Abi6uvGybwmWz5uKi4srPiVK03PwaJydXYg6dZRxg7rg5KSjQpVAqlav4/C8xf3r8l81gu8XjQJNo0aHIcT8sAevIsXQzGZuXDpNSnISf507CYB/yy6UrPMKxzcv4sqRb9E0MzU+GOLwXAD1GjUj/PgRRvQNRtNg2Lip7Nq6kZd9fKnToAmt2nzAqAHd0Mwawb0H4urmRrvgHiyePZXhfYLROzszckIIAHdu/YOnp6fDB0N1GzUj4sQRRvXrgobGkDFT2bNtI8WK+1K7QRPeavMBowd1RzNrdO45AFc3y/VKv1+7SrPX3rJ+jm/J0jR59Q1G9gvGWe9Ms9dbUqJUGYdmBWjc9BWOHz1Mn24d0TSN8ZOns3XTOor7+tGwcTPatu9I/56d0cwavQcMxs3NjbbtOzF31jQ+Xb0CnU7HyLGOP3X3pJq98iqHDx8kuGN7NE1j2vSZ2bbtRk2ac+LoIfp1t8wqjpkUwrbN6ynu40eDxk1p064jg3oFY9Y0eva31N177Tsyf9Y01q9ZgZOTjmGpp+tu3/onWwfnNes3JfrUUSYO7Q6aRt8Rk/kybBNFi/tSo27jbMmQ1zRt9gpHDx+ie/AHaJrG5Gkz2bRhHb5+fjRu0oz2HTrRq1snzGYz/QcNxc0t+++Mb9LsFY4dOUTP4A5oaEycOoMtG9fh4+tHoybNeP+DTvTp1hmzZqbvwCG4ubmxcO5skpKSmDZxHAB+JUsyduLULMvYKLXP6dvd0ueMS+1zfHz9aNC4GW3ad2RAr86YzRq9+9v0OTPT+pwRY3Kuz7GVk/2PyB5OmqY99g2KotQCeqqq2tsB29MAon6Lc8BHOVZVXy+75fH/dvw1eJk1o4X9X3SXbiSk886cU6aI/SNxYv6OT+edOat8UU+75di43HctT2Ev+7/37ue+iLg/9Cfp33eTcibIYxTN52K3HH7V8WcrMiuohP1TCTyCBuZQksdLCF9mt3zvvjmHkqTP293+rM/thJy5jvRxCnjY30h2417ua9xFvPNU/5PztzgD2yP+ePyAKou9H/hyjtZDhhcwqKp6DDiWDVmEEEIIIUQe9NRXxCqK4ga0A/qqqlovo/cLIYQQQvx/lyumSXPQEw8oFUWpAPQBgoF/gOz96gUhhBBCCJErZfTYIBegDdAXCAC+AExAeVVVc/RaASGEEEIIkTtkNEP5O3AQWAT8W1XV+4qiXJbBpBBCCCFEmtzw9Yc5KaMB5UagLZAfeFFRlLCsjySEEEIIIfKSxz5VW1XVEUApLDOUrwPXgKKKorRRFCVrv0BXCCGEECKP0OXwT057kscGpQB7gb2KohQBOgMTsdyUUzxr4wkhhBBCiNzuqR4bpKrqDWABsEBRlOpZE0kIIYQQQuQlGd3lHQCsB3yBPcBQVVUffM3EaqBa1sYTQgghhMj9nvebcjI67b4cGAaUBxKBHxRFefAdhc93zQkhhBBCCCDjU96eqqr+kPr//RVFmYflWsrXsjiXEEIIIUSe8bzPsmU0Q3lXUZTXFUVxAlBVdSTwJ7AT8MzqcEIIIYQQIvfLaEDZFxiP5c7uB4KBy0DprAolhBBCCCHyjsee8lZV9RzQ8KHXUoChiqJMz8pgQgghhBB514zPkwAAIABJREFUxXN+T06Gd3n7AksAP2A3MCt1QAmwDmiZpemEEEIIIUSul9Ep77VYHmreG6gN7FMU5cEgVB5qLoQQQggB6HDK0Z+cltGAspCqqp+qqnoSeBu4A2zK+lhCCCGEECKvyGhAmaT8H3v3Hd9Uvf9x/JWkDW3TMkVWWzaH1ZYie4N4r/e6JypDEEQQmeJA9hRkI0NAWQLKEhD0OlGRvbqBQ0uLyFIKtNC0NG1zfn+kpg3SFmzStD8+zz76ePTkm5Pz7vfknHzz/Z6hKI0AVFXVsJ2QU1FRlI+4y7vsCCGEEEKI/58KalCOAHYqivISgKqqGdh6KisBDV2cTQghhBCiRNDp3PvrbjpN0/J9gqIojwEnVVWNVRTlSaAvEAbsVFX10F0uL/+FCSGEEELcnWLQnIKd0X+4tY3zaONKbq2HfHsoFUUZCYwDPBVFCQbWAduB8sBLro8nhBBCCFH86dz8424FDXn3BDqqqnocWwPyS1VVPwYGA3L7RSGEEEIIUWCDUlNVNTX7787AN2A/QUcIIYQQQogCz9TOVBSlLOALhALfASiKUh3I/KcLvfmP53Qdr1tq4kKSxT1B8lG1rNFh+ty14pfRv5xjxsMJyW5Kkr/mNcs4TJeE9+TJi6m3f6Ib1a/i4zBdEurx7NV09wTJR2D5Ug7TN25a3ZQkf35ejn0Q3qFvuClJ3tLCFjpMd5q3z01J8vbzsDYO0+1m/eqmJHnbM9LhJnmM/SbWTUnyNvnhuu6O4KA4nBjjTgX1UE4HwoEDwMeqql5UFOV54EfgA1eHE0IIIYQQxV9B9/LerCjKPuA+VVUjsx9OAfqpqvqzq8MJIYQQQojir8CLk6uqegG4kGv6a5cmEkIIIYQoYYrD7Q/dqaAhbyGEEEIIIfIlt08UQgghhCgkOSlHCCGEEEKIQpAGpRBCCCGEKBQZ8hZCCCGEKCQZ8hZCCCGEEKIQpIdSCCGEEKKQdHLZICGEEEIIIf45aVAKIYQQQohCkSFvIYQQQohC0t/bI97SQymEEEIIIQpHeiiFEEIIIQpJTsoRQgghhBCiEKRBKYQQQgghCqVEDnlbrVamTp7AKVXFaDQyfuIUAqtXL7Jlz/tgCqdjVTyNRt56byLVAgLt5Tu3bWbH1k0YDB70fKU/rdt1tJdFhB1h6rh32bjjB65eSWTSmLfsZXGnVPoPGsbjTz/vtJzzZ9pyGj2NvHlLzq+2bWbnNlvO7n0cc0aGHWHa+Hf5/MsfAPj+fzvYsHYlJl8//v3IE/z38aedkvHWvKsWzuBsfCwenkb6DR9N5aoBDs+5nnSNiSP68f5H6zEaS9kfP7z3Jw79+iOD3p3i9Fx3yt3vyY/mTuPM6VN4ehp5461xVPHPWdff7fyCb77cjMHgwfM9+9G8TQcu/3GRudPGoGkafn5leHPsNEp5eQOQfjONcSMHMvit8fhXr1kk/0Pu/8Vd9fjX8hfMnEp8nIqnp5ERoyY4bDdfb9/Mzm2bMRgMdO/dn1btOnI9OZk+3R6jRq06ALTt2IWnu/Xg0P5f+fSTjwCoqzRg8MjR6JxwKw2r1cr0qZOIPXUST6ORseMnExCYU0dbt2zki80bMRgM9H11AO07draXrV+7miuJiQwe9qbDa06dNI7Spcv87fGi0LxxdaYMfZJ/vzq/yJf9Fx0wvEstalc0kZFlZeb3pzmffNNe/mRwZR5ueD8aGmsOnmN/wjVMRgOjH66Lj9GAp0HPot0JHL+Y4tKMb3atQ537bRmnfxvL+aScjE83qcJ/GldC02DV/rPsi7+KyWhg3CMKPkYPPA06PvwpnpiLN1yWUbNaObppMckXEtB7eNLshSH4VaxqL1d/2sbvYbsBqNKgGY3+8xKZ6Tc5sGYmltQbeBi9aNHzTbx8y7gsoyvJnXJKoF0//oAl3cKn6zcwdPibzJ45vciWveeXXVgs6Sz6ZB39Xx/G4vkz7WVXryTyxcZ1fLj8Uz5Y8BHLF8/DYrEA8Ocfl9i4bjWZmZkAlK9wH/OWrGTekpW8+vpQ6ikNeOSJZ5yWc+8vu7Ckp7Pw43X0GzSMjxY45ty6aR3zl33K9Pkf8ckSx5yb1ufkTE66xoqlHzJn8UrmLlnJj99+xaUL552W8y9H9/1ChsXChHkreOGVQaxf5vjhEnlkPzNGDyY56arD42uWzGbjysVomub0THfDne/Jg3t+IsNi4YPFa+jVfwgrlsyxl127ksjOLZ8xY+EqJsxcxKfLPyTDYmH7pnW06/xv3l+wgoCatfn+620AxJ6MYdSQvlw6f67I8ufmznoE2Lvbtn0vWL6Wvq8PZemHs+xlV68ksnXjeuYtXcP0eR/xyZL5WCwW4tQTdH7oP8xevILZi1fwdLcepJrNLF84hymzFvLhx+uoVKUqyUnXnJLx510/YLGks/LTzxk8dARzZ39gL0tMvMzn69fyyer1LFzyMQsXzMVisXDz5k3GjnqbTRvW/+31tmzaQFzsKadku1sjXu7K4nHd8TK6t2+jXe3yGD30DNoQxbI9vzGwQw17WRkvD54IqcygjVGM2BLD8C61AHiuaVWO/Z7MsM0xTP8ulmGda7k0Y/u6FTB66BmwPoKPdp/hjU45yyvj7cFTTaowYH0EQzdG8WZX25ebbs2qceS3JAZviGTq/04xIvtxVzkfdQBrZgYPDp9N8GO9idj2ib0sJfESZ4/+TJdhM3lw2CwuqWEknU8gfv+3lAuoQ5ehHxDQtAMnvv3cpRmF65TIBmXYsaO0adcegOCQJsTERBfZsqMijtGiVTsAGgaFcOrkcXvZiZgoGgeHYjQa8fX1o5p/IPFxp7CkpzNn+iSGvT3mb6+naRoLZr3PsHfGYDAYnJqzeevsnI1DUHPlPBkTRaNcOavmyjlvxiSGvJWT8+L5c9Spq1C6TBn0ej1Kg0Ycj4l0Ws6/qDHhBDdrDUCdBkEkxJ5wKNfp9bz7/kJ8fUs7PF6vYTB9Br/j9Dx3y53vyeNRYYS2aAOA0iiYODVnXZ86GU39xiF4Go2YfP2oXC2AM/Gx1KpTj5Qb1wFIM6dgMNg+0DMzMhg1ZQ7+gTWKLH9u7qxHgJiIMJq3agvYtptTJ3JtN8dzthtT9vadEHeKU+pxYtUTjBjYh0nvvcmVxMvERIVTo3Zdli6YxfABL1OuXAXKlivvlIzhYcdo3ca2bQcFN+FErjqKiY4ipElT27bt50dAQCCxp1QslnQeeewJXuk3wOG1IiPCiI6M4Olnuzkl292KP5fICyOXu2XZuQVVK82hM7YG//FLKSiVTPay5JuZ9FsbTpZVo7zJSEq67cv25rALfBn5BwAGnQ5LptWlGYOrleZggi1jzMUb1K/km5MxLZPeq4+RZdWoYPK0Z9x49DzbIy8B4KF3fcbE+BgqN2gKQIUa9bn2e6y9zKfcfXQYMBG93oBOr0fLysTgaaRepydo8C/byFzqtcuU8ivn0oyupHPzj7vl26BUFCVAUZRtiqIcVRRljKIohlxlO10f7/bM5hT8/HI2JoPeYO9Rc7VUsxmTb86y9Xo9WdnLTjWnOJR5+5gwp9xg/qxpdOvem4r3V/rb6+379Wdq1KpDoJOHFlPNZkym3HWUk9NsTnEo88nOuWDWNJ67JWe1gEDOJJzm6pVEbt5MI+zIQW6mpTk1K0Baqhkf0y31mpWzToOatsSvdNm/zdeq40NQDDak4vWeNNjXdZrZjMnXz17m7eODOeUGFSpW4uutG3ij9zMcPbiPtp0eAqBBUBMq3l+5SHLfjjvr8a/lO9SlIff2bb5l+/bBnJJCYPWavNzvdeYsWUnbjl1YNOd9ricnEXH0MP0GDWfanCV8sWEd586ecVpGX7+cdao35NSROSUF31wZfUwmUlJuULp0GVq1aevwOomX/2TZkkW8895Yp+T6J7b9GE5GRpbblv8Xk9FAiiUnh9UKhly7lSwNngqpzOJuQfwSewWAlPQsLFlWyvt4Mvrhuizfe9bFGT0wW3K2Baum/S3j06FVWNq9CT+fSszJmGnLOPa/Ckt/PePSjBk30/D0ymmM63QGrFm2etUbPCjlWwZN0wjf9gll/Wvjd381W5newM8L3yNu9w6qNGzm0ozCdQrqoVwBbAf6Ay2BHYqi/DU2Uc2VwfJjMvliNpvt01bNiodH0QyZ+JhMpKbmWrbViiF72T4mX1JTU+1laalmPDw9iQo/xupPljBsYB9uXE9m0uicYye//2Ynjz75rEtypuWR02TyJS1XztRUM56enkRFHOPTj5cwIjvn5DFv4Ve6DAOHvs3EUSOYOWUcdZUGlCn794ZdYXn7mEhLy71ONXuvWUng7vdk7vWp5VrX3re8D9JSUzH5+rHqo3kMeXciC1dt4dXBbzHvffc1KnJzZz3+tfw08+3r8tZtKi01FZOfH00eaEHIA80B2/GTcadOUrp0GZQGjShf4T68fXwICm3K6VOq0zKm5qojzZpTRyZfX4f9U6rZjJ9f6b+9BsAP331LUtI1hrzxGqtWLOeb/33Fju1bnZKxpDFbsvDxzBkh0utsDbTctkZc4pnlRwiuVpom/rY6rVnBh9nPNGL5vrNEnL/u4oyZ+BhzMup0ur9l/CLsIk8sOUiIfxlCA2zHIda6z4f5zwexbM8Zws8luzSjp5c3mek5HQ6aZkWfa+QtK8PCwTWzyExPo+lzAx3m7fTGNDoPncG+FdNcmlG4TkENygqqqq5UVfUo8DiQDKx1faz8hYY2Zc9u24G9kRHh1K1br8iW3Tg4lIP7fgXgeFQEterUtZc1aBREVPhRLOnppKTc4Lcz8TRoGMSaTTvsx0v6lS7DuKk5xzPGnjxO4+Amrs0ZHUHN2jk56zcKIioiJ+fZM/HUbxjE6o07mLNkJXOyc46dMpOszExOREcy96NVvDt+Gmd/S6BxcKjT89ZrFELEoX0AxJ2IIqBGbacvw5Xc+Z5s0LgJRw/sAUCNiaR6rZzjpOrVb8zxyDAs6emYU25w7rcEqtesg69faXsvdfn7KtqHv93NnfUI0Ci4CQf357HdNAwiKvyYvS7PnomnZq06zHl/Ant+sp3AFnb4IHWVhtSt35Az8XEkJ10jKzOTk9GRBNZ0zjF2IaFN2bvHVkdRkeHUyVVHjRoHEXbsKOnp6aTcuEFCQjy1c+2jcnuhe0/Wfr6FZZ+sofcrr/Lwfx7hsSeeckrGkib6wnVa1bQNtTas7Ev8lZwvFQHlvJj0qAJAplUjI0tD06B6eW8mPlKPKf87xaEzSS7PGHX+Oq1q2g6baFTFj/jEnC8OAeW8mfp4g1wZrWga1Kjgw+THGjDxK5UDCc45hjc/99VsyMXjRwC4cuYkZarWsJdpmsaejydTplpNmnV7A73e1tA88f1GzhzeBYCH0QudvkQeiQfYvoi489fdCvrqn6EoSiNVVWNUVdUURekFfKMoykd3MK/LdOn6EPv376VX9xfQNI1JU4ruG037Tg9y9NB+3ujXA03TeGfsZDauX001/0DadujM0893Z8hrL2O1Wuk7YAjGUqXyfK2ka1fx9jE55czPW7Xr9CBHD+9n8Ku2nG+Pmcym7JxtOnTmqee6M2yALecrr+Wd0+DhgaenJwN7d8PTaOS5l16mTFnnH+PSrE0noo8dZOLwvmiaRv83x/H1lnVUqhrAA607OH15zubO92Sr9l0IP3KAtwe9DJrGkHcmsn3jp1SuFkDLtp149JkXGTXkFTRNo0e/QRhLleLVIW+zbP4MrNYsNE1jwLBRRZY3P+6sR4C2HR/k6KEDDH21JxoaI0dPZvNna6jqH0Cb9p156vmXGD6wN5rVSp8BgzGWKkXf14cye+p4vvxiA17e3owYNYGy5crzysChjBpmO2axw4P/dmicFkbnLl05uH8fr/R6EU3TGD9pGmvXrCIgMJCOnbrwwks9eLVPD6xWK68PHkapfPZBwubXuKs0CyzLwucbo9PpmPFdHM+FVuF88k32xV/j9GUzi7sFoQEHz1wj4vx1pjxWH6OHnsGdbIcrpaRnMWbHSZdl3B17hebVy7HkxRB0Opj2zSm6PVCNc0lp7D19lbjLZpa+FIIGHEi4Rvi5ZN5/siFGDz1Ds08kSknPYtS24/kvqBCqBbfmkhrGj3NHAhrNXxqG+tNWfO+rimbN4nJcNNbMDC6dsDU6gx59mZotH+LQurkkHPgOzWqlxUvDXJZPuJYuv7NjFUVpi61HcrSqquuzHzMB64DHVFW927NINICbRXdI1B3zuqV5fCHJ4p4g+aha1ugwfe5a8cvoX84x4+EE1w6x/FPNazpelqIkvCdPXky9/RPdqH4VH4fpklCPZ6+muydIPgLLOzb6btx07ckT/5Sfl2PvkXfoG25Kkre0sIUO053m7XNTkrz9PKyNw3S7Wb+6KUne9oxs7zA99pvYPJ7pPpMftn9JKwb9c7D71FW3Xm6kQ73ybq2HfHsZVVXdC9RUFMWY6zEz8KSiKC1dHU4IIYQQoiQoDmdau9MdDVurqmoByD4h52lgANAC8M1vPiGEEEII8f/fHTUoFUWpie1M71eAssA0wDm3dBFCCCGEKOHu9Tvl5NugVBTlKeA14AFgK9ADWK6q6sQiyCaEEEIIIUqAgnootwAbgdaqqsYBKIpSPI8WF0IIIYQQblFQgzIY6APsURTlDPDZHcwjhBBCCHFPucdHvPO/sLmqqtGqqr4J+APTgc5AJUVRvlIU5b9FEVAIIYQQQhRvd3qWdyawDdimKEpFoBfwPvC1C7MJIYQQQpQI+nv8rJy7Hr5WVfUyMDv7VwghhBBC3ONK7k0zhRBCCCFEsVDQZYMuAJVuU6QDtH9w60UhhBBCiP937u0B74KHvJsDu4CnVFV13R3lhRBCCCFEiVXQWd7ngeGAXMhcCCGEECIvOjf/ulmBJ+Woqvo1cja3EEIIIYTIw53eyzsA2+0XNeCYqqq/uzSVEEIIIYQoMQo6KccALAVeAmIAI1BLUZTPgAGqqsptGIUQQghxz9MVh3FnNyroskGjgHJAVVVVm6uqGgLUBCpmlwkhhBBCiHtcQQ3K54Beqqom/fWAqqqJQE9svZZCCCGEEPc8nc69v+5WUINSr6qq+dYHVVVNAbJcE0kIIYQQQpQkBTUosxRFqXHrg4qi1ATSXZJICCGEEEKUKDpN0/IsVBSlO/AWMBg4jO0knjbAXGCsqqpf3OXy8l6YEEIIIcTdKwYDvnA4PtmtbZzmtcq4tR7yPctbVdV1iqJ4AmuAwOyHTwNj/kFjUgghhBBC/D9U0JA3QCLQFds9vV8ATgGNsxuaQgghhBDiHr9TTr4NSkVRRgLjgVJAVWAVsA0oD8x0dTghhBBCCFH8FXSnnJ5Aa1VVUxVFmQ58qarqx4qi6IDj/3Sh128Wv+uhl/ZybFvvPnXVTUny1qFeeYfp368Wv/OiAsqXcpj+7sRlNyXJ378aVHSYPnPlppuS5K1GBS+H6cPxyW5Kkrfmtco4TN/MdFOQfHjdspe7mGxxT5B8VCljdJhOSiueF9Eo621wmO40b5+bkuTt52FtHKa9Q99wU5K8pYUtdJguCRn7b4pxU5K8LXuukbsjiFwKGvLWVFVNzf67M/ANgKqqcnKNEEIIIUQ2nZt/3K2gHspMRVHKAr5AKPAdgKIo1YFi2BchhBBCCCGKWkE9lNOBcOAA8LGqqhcVRXke+BH4wNXhhBBCCCFE8VfQZYM2K4qyD7hPVdXI7IdTgH6qqv7s6nBCCCGEECVBcbj9oTsVNOSNqqoXgAu5pr92aSIhhBBCCFGiFNigFEIIIYQQ+bvHOyjv6MLmQgghhBBC5EkalEIIIYQQolBkyFsIIYQQorDu8TFv6aEUQgghhBCFIj2UQgghhBCFVBzuVuNO0kMphBBCCCEKRRqUQgghhBCiUGTIWwghhBCikErSnXIURXkJGAN4AvNUVV2Ux/PWALtUVV1V0GtKD6UQQgghxD1CUZRqwFSgHdAE6K8oSsNbnlNVUZQdwLN3+rrSoBRCCCGEKCSdm3/vQldsvY5XVVU1A5v5e8OxO7Ad2HinLypD3kIIIYQQJZyiKGWBsrcpSlJVNSnXdFXgYq7pi0CL3DOoqjoz+zXb3enypYdSCCGEEKLkGwYk3OZ32C3P0wNarmkdYC3swotVD6XVamXG1EnEnjqJp9HImPGTCQisbi/fumUjWzdvxGAw8MqrA2jfsbO9bP3a1VxJTGTwsDcBiImOYt6sGWiaRoX77mPStA8oVaqU0/OuWzKTcwlxeHh68vLgUdxfNcDhOTeSrzH9rf5MWLgWT2Mp0m+msXzWeMw3rlPKy4u+I8bjV6acU3P9lW3BzKmcjlPx9DTy5qgJVAsItJd/tX0zX23bjN5goEfv/rRq15Hrycn07vYYNWrVAaBdxy483a0H2zd/zrdfb0eHjp6vvEardh1dknfj0tmcPxOHh4cnL73xLhWr+Ds850byNea+O5BR81fjaSyFpmmM7fuU/Xk16zfm8Z4DnJ7rw1lTSYg9hafRyLBR46nmn1OPX2/fwtfbN2MwGHix96u0atuR69eT6dvtcXs9tunQhae6dWfDpyv4+Ydv8PEx8VyP3rRq65p6XLVoBmfjY/HwNNJv2Ggq3/KevJ50jYlv9uP9JesxGkuRak5hyQfjSEs1k5mZQff+w6jbINjp2e40/9TJEzilqhiNRsZPnEJg9eoFz+jE5c+dMYXTsSqeRiNvjZ6If67tZue2zXz5xSYMHh707NOfNu1z1mHEsSNMGfcum3b+AMAvu75n/epP0Ol0PPrkszz65DNOy/jBtEnEnlIxehp5b/wkh/3kti2b2LolZz/ZrkMnLl28wJQJY8jKzEJDY9TYiVSvUROAm2lpDB7Qj9ETJlOjZi2nZMxNBwzvUovaFU1kZFmZ+f1pzifftJc/GVyZhxvej4bGmoPn2J9wDZPRwOiH6+JjNOBp0LNodwLHL6Y4PdvdaN64OlOGPsm/X53v1hwAOp2O+e91I7heNdItmQyctI743xPt5bPffpZWIbVISU0H4LnhS7mecjOvl3NeLuClplXwL+tFZpbGmiMXuGy22Mu71q1A84DSAERdSmHn8cvogOebVKZ6OW889Dp2HP+TKDev63/M/SflzANW3ebxpFumzwHtc01XBi4UduHFqkH5864fSLeks+LTz4mKDGfe7A+YPd924lFi4mU2rF/Lms82Y0lPp1/v7rRs3db2ATRxHDHREXR+8F8AaJrG1EnjmDFrHgGB1dn2xSYuXrxAjewdqLOEH9hNhsXCqFnLOX0ymo0rPuSNMR/Yy6OPHeCL1Yu5nnTV/tiv326nem2Fx17sy94fvuKrDat4of9wp+YC2Lt7FxZLOh8uX8vx6Ag++nAWkz9YAMDVK4ls3biexSs/x2JJZ9hrL9O0RWti1RN0fug/DH5zlP11kpOu8eUXG1i6ZiOWdAt9X3qSlm07oHPy6WyRB38lw2LhzRlLSVCj2bpyIf3fm24vPxF2kC/XfMSNXHWZeOk8AbXq8VquOne2fbt3kWGxMG/5p5yIjmTZgtlM/MD2gXL1SiLbN63nwxWfkWFJZ8SA3jRt3po49QSdHnqYQSNy6jHhdCw/ff8/FixfC8Dw13rR5IEWeHl5OzXv0f2/kGGxMGHuCuJORLF++XxGjJ9lL488up8NKxaRfC2nHv/3xXoaNWnOw0+9yIVzv7Fo+himLvzUqbnu1K4ff8CSbuHT9RuIjAhn9szpzF+4pMiWv+cX23azeMU6YqIiWDJ/JlNnfQjAlcREtmxYx9LVG7BY0hn8ai+atWyN0Wjkzz8usXH9ajIzMwHIyspi2aJ5LF39Od7ePvTu9iTtOnWhbNnCf3n85acfsaRb+GTNZ0RFRjB/zgfMmrcoO+NlNn62llXrN2FJT6d/nx60aNWGpYs+5LluL9GxS1cO7NvD4gVzmTFnASdiopk+dSJ//nGp0Lny0q52eYweegZtiKJhZV8GdqjBmB0nASjj5cETIZXpty4Co0HH6l6h7P/kKM81rcqx35PZHHaRgHJejP1PPfqvj3RZxoKMeLkrLz7SgtS0dLdlyO3xzsF4GT3o9PJsWgTVYPqIp3l++DJ7eZP6ATw+aBFXksxFmqtJNT88DTpm7EqgZnlvngupxOJ9vwNwn8mTFoFleP/HeADe6lyTsPPXCSzrjUGn44OfEijr5cED2Q1Ocfeyh7VvbTzezg/ABEVRKgJm4Bmgf2GXX6yGvCPCjtGmjW24Pii4CSdiou1lMdFRhDRpitFoxNfPj4CAQGJPqVgs6Tzy2BP06ZfTM/Xbb2coU6Ysn61dQ/9XenI9OdnpjUmA2OMRNH6gFQC16zfmt9gTDuV6nZ4Rkz/E5JezgXR94gUeeb43AFcvX8LPCR8wtxMdEUbzVm0BaNg4hFMnjtvLTh6PonFwqK0uff2o5h9IfNwpYtXjxKknGDGwD5Pee5MriZcpU7Ycy9ZswsPDk6tXEzH5+jm9MQkQfyKShk1bAlBTaczZuJMO5TqdnjcmzsPHN6cuz55WSbqayIIxg1kyaSR/nD/r9FwxEWE0a9kGgAaNg4k9GWMvU49H0zC4CUajEZOvH1X9A0iIO0XsyePEqScZ+forTBk9kiuJlzl7Jp6Q0GYYS5XCWKoUVQMCSYiLdXpeNSac4AdaA1CnQRAJt7wndTo9776/EN9c78mHn3qRLv99CgBrViZGo9Hpue5U2LGjtGln++IcHNKEmFz7gKIQFX6MFq1t+6BGQSGod7DdpKenM2f6JIa9Pcb+XIPBwOoN2/H19eN6chKapuHt7eOUjBFhx2jV9q/9ZAgnY3LekzHRUQQ3CbXvJ/0DAok7pTL0zbdpm92bmpmZhdFoG62xWCx8MGcBNWo4v2fyL0HVSnPozDUAjl9KQalkspcl38yk39pwsqwa5U1GUtJtDfLNYRf4MvIPAAw6HZbMQo/GFUr8uUReGLlUkYZ6AAAgAElEQVTcrRlyaxNam+/32bbtQ1FneKBhTi+6TqejdmBFFo15kV0rh9PriVZFlqvOfT7EXLL1LiZcTaN6+ZwvzNdSM1jw629o2MZaDXrIyNJoVNmXa2kZDG4XSM9mVYm8cKPI8jqbzs0/d0pV1fPAaOAnIBxYr6rqIUVRvlYUpdk//f+LVYPSbE7B5Odnn9YbDPZv/OaUFHx9fe1lPiYTKSk3KF26DK3atHV4neRr14iKCOPZbi+yeOkKDh88wKGD+52e92aqGW+fnEx6vYGsrEz7dMPQFviWLvO3+fQGA7NGv8GunZsJatbG6bkAUs0pmHLVl96gJyu7LlPNZocybx8fzCkpBFSvSa9+rzNnyUraduzCwjnvA2Dw8GDbps8Y3K8HHbo85JK8N1PNePnkfNDo9XqHuqzfpDmmW+qyTLkK/OuZHgyZ8iH/erYna+ZOcnqu1FQzJl/H92ROPaZgMuWuRxNms60ee/YbyKzFK2jToTOL50ynZu26RIUfJdVs5npyEsejIrh5M83pedNSzfiYcr8nHesxqGlL/Eo7HrNt8vXDWMqLpKuJLPlgPM/3HuT0XHfKbE7Bzy8nv0Gfsw8omuWbHfYzer0+Zx9kvmUf5GPbB82fOY1u3XtT8f5KDq/l4eHB7p9+oG/3ZwkOfQAPD+cMCN2aQ2+4NWPO+/Wv/WTZcuXw8PTktzMJfDh3Jv0GvA5ASGhTKlWu4pRceTEZDaRYsuzTVisYcn32ZWnwVEhlFncL4pfYKwCkpGdhybJS3seT0Q/XZfle539ZvBvbfgwnIyOr4CcWET+TF8kpOfuPrCwrBoPt49zkbWTJ57/QZ8xqHh+0mP7Pd6Bx3apFksvLw0BaRk7jX9M09NnrOkvD/j54NrgSv1+7yZ8pFnxLGbjf18iHe87y7clEXm5erUiy3utUVV2vqmpjVVXrqar6QfZj/1VV9cgtz+t9J9eghAKGvBVFGVdAIKd+gptMvqSac7roNavVvhM2+fpiTs0pSzWb8fO7fdd4mbJl8Q8IpFZt2zFsrdu24+TxGFq0bO3MuHj5mLiZlpPJqlkxGO7sQ2Pk1IVc/P0MH04aybTlm52aC8DH5EuqOdU+rVmtGLLr0sdkIjVXXaalpuLr50eDRkGU8vICoG3HLqxannOd0yefe5FHnnyW94YPJPzoIZo84HBCWKF5+ZhIT8uVV9MKrMvAOvXR6w0A1G4YQtKVy2ia5tQeVB8fx7pyrEdf0lJzMqelmvH19aN+w5x6bNOxC2uWLyawRi0ef/YFxrz5OlX9A6nfMIjSZW53Ml7hePuYSMv9nrQWXI8AvyfEsXD6aF7qN5QGwU2dnutOmUy+mM2O25SzGmJ3tnyTwz4o9/JNJl9Sc63v1FQznh6eRIUf4/y5s6z6eAk3riczcfRbjJ86E4AOnbvSrmMXpk8cw3dff8l/HnvKCRkd95NWq+aY0Xz7/eSRwweZOW0yE6ZMtx8/WRTMlix8PA32ab3O1rjIbWvEJXZE/cGMJxvQxL804eeuU7OCD+P+W48lv54h4vz1IstbEtww38TPJ+ecAL1eR1aWrSGXetPCovU/k3YzA4BfDqkE1atGdGyhD5Er0M3MLEp55PRT6dBhzbWuPfQ6Xm5elfQMK+uO2U4yNqdnEXXR1it5KjGVSn7uGyERhVNQD6Un8DZgoNCXPSpYSGhT9u7ZDUBUZDi169azlzVqHET4saOkp6eTcuMGCQnx1K5T97avU83fn7TUVH4/+xtgG0b7q3HpTHUaBBN1xNbzefpkNP7Vaxc4z9ebVrN/1/8AKOXljU7vmk7iRsFNOLT/VwCOR0dQs3ZOXdVvGERU+DEs6emkpNzg7Jl4ataqw+z3J/DrT7YTCsIOH6Su0pDff0tgwrvD0TTbh5an0YhO5/zMteoHEXP0AAAJajRVqhc8BPe/z1fw8w7bJbLOJcRSvmIlpw/HNwwO5fD+PQCciI6kRq56VBo2JjrCVo/mlBucPZNAjVp1mDt9Ant+ttVj+JGD1KnfkKRrV0lOSmLOR6sZOOxtLv95yX7SjjPVaxhCxOF9AMSdiCKgZsHvyfO/xbNg2ihef2cyIc1d02N+p0JDm7Jnt20fEBkRTt1c+4Ci0DgklAP7bNtNTFQEtW7ZbiLDs/dBKTf47Uw89RsF8enmHcz/aCXzP1qJX+kyjJ86E3NKCkNf643FYkGv1+Pl7e207Sa4SSj79tgyRkVGUKduTsZGjYMID8vZT55JiKdWnbocOXyQuR+8z7xFS2nQqLFTctyp6AvXaVXTdmhPw8q+xF/JaZQHlPNi0qMKAJlWjYwsDU2D6uW9mfhIPab87xSHztzJIWH3lv3h8fy7XSMAWgTVIDoup7FYt/r9/LhyOHq9Dg8PPW1CaxN+4vciyXU6MZWgKrbe85rlvR1OvgIY1DaQc0nprD120X6KcVxiKo2r2HrV/cuU4mpqRpFkdQWdzr2/7pbvV39VVccqilIFMP/VJepKnbp05eD+fbzS60XQNMZNmsa6NavwDwykY6cudHupB6/26YFmtfL64GF5nrXt6WlkzIQpjHn3LTQ0gkNCadehk9PzhrbuyPHwQ0x/61U0DXoPHc132z7j/ir+NGnZ/rbztOv6GCvmTWLP9zuwWq30GTra6bkA2nV8kGOHDjDk1Z5oaLw1ejKbP1tDVf8A2rTvzFPPv8Swgb3RrFb6DBiMsVQp+r0+lFlTx/PlFxvw8vbmzVETqHBfRWrVrcfgV3ug0+lo0aodIU3/8SEWeQpu1YGTEYeZ884ANDS6D36PXds/p2IVf4Ja3P4yWA8904PVcycTc3Q/er2B7kOcX5dtO3bh2OH9DOvfCzSNEaMnseWzNVT1D6R1+0488dxLvDmwD1bNSu/XbPXYd+BQZk8bz84vNuLl5c2wUeMpU7Ycly6cY/ArL+Hh6cmrg0ZgMBgKDnCXmrXpRHTYQSaO6IumafQfMY6vv1hHpaoBPNCqw23n2bBqMRkWC59+NAew9bzmPpGnKHXp+hD79++lV/cX0DSNSVOmFeny23d6kCMH9zOobw80TeOdcZPZuG411QICaduhM890686Q/i+jaVb6DRyS5z7I5OtL14cfYehrvTF4eFC7Tj0e+s+jTsnYqUtXDh3YR79eL6GhMXbiVNZ/ugr/gEA6dOrC8y/24LU+PbFqVga8MZRSpUoxd+Z0MjIymDT2PQACa9Rg1NiJTslTkF/jrtIssCwLn2+MTqdjxndxPBdahfPJN9kXf43Tl80s7haEBhw8c42I89eZ8lh9jB56Bney9aSmpGfZT+QRsH1XBF1a1eenVSPQ6XT0H7+WIT26cPr3y3z1SxQbvj7C7jUjycjMYt3OQ5yId91JV7mFnb9Bg0q+vNO5Juhg9eHzdK1bgcspFnQ6qFfRBw+9jsaVbY3OrVF/8GvCNbqXq8K7XWqiA9YdvZj/QkSxpdM0Ld8nKIpSGnhCVVVnnPapAVy/6d4DrG+ntJdj78HuU1fzeKb7dKhX3mH696vF44zD3ALKO37AfnfispuS5O9fDSo6TJ+54vpLatytGhW8HKYPxye7KUnemtdyPK71ZtEd7njHvG752nwx2XL7J7pRlTKOw3xJacXneL3cyno7fgnqNG+fm5Lk7edhjr3s3qFvuClJ3tLCFjpMl4SM/TfF5PFM91n2XKO//iwG/XMQfS4l/waVizX293VrPRR4cJKqqtcB91xDRAghhBBCFHsFNigVRakPJKuqelFRlHeAtsAxYIaqqs4/TVUIIYQQQpQo+R4lrijKEOA7YK+iKCuAx7FdEDMYWJbfvEIIIYQQ94zbnbpclL9uVlAP5WtAA8AExAOVVVVNURRlERDm6nBCCCGEEKL4K+g6FhmqqppVVf0TOK2qagqAqqpZQDE8/F4IIYQQQhS1gnooc5+OXTxPOxRCCCGEcLO7uf3h/0cFNSjrKoqy6zZ/6wDnX5VZCCGEEEKUOAU1KJ1zJV4hhBBCiP/HisPdatypoDvl/FJUQYQQQgghRMnkmhtJCyGEEEKIe0a+PZSKolwAKt2mSAdoqqo6/2bEQgghhBAlzD0+4l3gMZTNgV3AU6qqHi+CPEIIIYQQooTJd8hbVdXzwHBgYtHEEUIIIYQogeROOflTVfVr4OsiyCKEEEIIIUqgAhuUAIqiBAAPABpwTFXV312aSgghhBBClBgFnZRjAJYCLwExgBGopSjKZ8AAVVWt+c0vhBBCCHEvuNfvlFPQZYNGAeWAqqqqNldVNQSoCVTMLhNCCCGEEPe4ghqUzwG9VFVN+usBVVUTgZ7Yei2FEEIIIe55Op17f92toAalXlVV860PqqqaAmS5JpIQQgghhChJdJqm5VmoKEo48KSqqmduebwmsFFV1eZ3uby8FyaEEEIIcfeKQf8cqJdS3drGUSr7uLUeCjrLeyawTVGUwcDh7Oe3AeYCY12cTQghhBCiRCgWrVo3yrdBqarqOkVRPIE1QGD2w6eBMaqqfuHqcEIIIYQQovgr6BhKgESgK7Z7er8AnAIaZzc0hRBCCCGE3Cknb4qijAS6AS8DVYFVwFCgCbbh8GH/ZKE3M//JXK7ldUtNHDtz3T1B8tG0RmmH6dg/0tyUJG91K3k7TG+OuOimJPl7NqSKw/T5JIubkuStWlmjw/Tpy8Vvfdeu6Li+S8K2fel6hnuC5KNyacfv55dvFMOKBCr6OVZmu1m/uilJ3vaMbO8w7R36hpuS5C0tbKHDdEnIuGjvGfcEycegtjXcHUHkUlAPZU+go6qqx7FdJuhLVVU/BgYD/3Z1OCGEEEIIUfwV1KDUVFVNzf67M/ANgKqqcra2EEIIIUQ2nZt/3K2gs7wzFUUpC/gCocB3AIqiVAeK55iMEEIIIYQoUgX1UE4HwoEDwMeqql5UFOV54EfgA1eHE0IIIYQQxV9Blw3arCjKPuA+VVUjsx9OAfqpqvqzq8MJIYQQQpQExeH2h+5U0JA3qqpeAC7kmv7apYmEEEIIIUSJUmCDUgghhBBC5O8e76C8owubCyGEEEIIkSdpUAohhBBCiEKRIW8hhBBCiMK6x8e8pYdSCCGEEEIUivRQCiGEEEIUUnG4W407SQ+lEEIIIYQoFGlQCiGEEEKIQpEhbyGEEEKIQrrX75QjPZRCCCGEEKJQpIdSCCGEEKKQ7vEOSumhFEIIIYQQhVMieyitVitTJ0/glKpiNBoZP3EKgdWruyXHig9ncDYhFg9PT/oPG0PlagEOz7medI3xw/syY+lnGI2l7I8f3vsTB3b/yOBRU1yWbfGcaSScPoWnpydD3h5PVf9Ae/k3O7bwzZdbMBgMdOv1Ki3adGDZgg+Ij1MBSLp6BZOvH7M/+pSdX3zOj998Ceh4sfdrtGjTwSV5v/x4Lpd+O42HpydPDXiLCpX9HZ5jvp7E0jGDGDxrBZ7GUvyybR2x4YcASDOnkJJ0lVHLtzo91/wPpnA6VsXTaGTkexOpFpBTjzu3bWbn1k0YDB70eKU/rdt1tJdFhB1h2rh32bDjBwB++GYnG9evwaDX8/BjT/HEM92clnHR7GkkxNnW9dB3b1nXX27h6+22df3Cy6/Ssm0HbqalsXDWVP64eJ6MjAwGDn+HipWqMGP8O/b54uNUeg8YyiNPPueUnHf6vxSXbXvujMnExZ7C6OnJW2Mm4Z9rve/YupkdWzdiMHjQ85X+tGnfyV4WcewIk8e+w+avfnRZttnTJxMXq+LpaeTdsRPxD8ipoy+3bmL7F5swGAy83Pc12rbvxJXEy0wa+w4ZGRlUuK8ioydMxcvL2z7PjKnjKV26DAMHj3B6Xh3wZtc61LnfREaWlenfxnI+6aa9/OkmVfhP40poGqzaf5Z98VcxGQ2Me0TBx+iBp0HHhz/FE3PxhtOz3TavTsf897oRXK8a6ZZMBk5aR/zvifby2W8/S6uQWqSkpgPw3PClXE+5mdfLFanmjaszZeiT/PvV+e6Ogma18tPaD0n8PQGDhycP9h5G2UrV7OVh333BqYM/A1AjuAUtn+jhpqTCWUpkg3LXjz9gSbfw6foNREaEM3vmdOYvXFLkOY7s+5mMjHQmzVtB7Iko1i6bx8iJs+3lEUf289mKhSQnXXWYb/WSWUQeOUD12vVclu3Arz+RYUln9pI1nIyJ5JNFcxj7/jwArl1JZMfmz5i3fD0WSzpvD+pDaLNW9B/yNgCZmRm8PagPg98aR3LSNb7etpEFKzZgsVh4vefTNG/dHp2Tjz4+cXgPmRkWBkxdzNlTMXy9Zgk9355qL48NP8S365eRknzN/ljHJ7vT8cnuAKyZ/i4Pd3/NqZkA9vyyC4slnYWfrON4VARL5s9kyqwPAbh6JZGtG9exZNUGLJZ0hvbvxQMtWmM0Gvnzj0tsWreazMxM+2t9tGA2Kz7bhrePD31eeIIuDz2MX+kyhc64P3tdz1m6hpPRkXy8cA7jps+zZ9y++TMWfGxb1yNf70PT5q3YvH4V1WvVZuTYKSTEnSI+7hRKwyBmLPwEgBPREaxetpCHH3u60PnuRnHZtvf8/COWdAtLVqwjJiqCxfNmMm22bb1fSUxky4Z1LFtjW+9v9OtFs5ZtbOv90kU2rFtNVq717my//vwjFks6S1euJzoqgoVzZzJ9zsLsbJfZ/Pk6Pv50IxZLOq/37Unzlm1Yu/pjHn7kCf7z6BN8snQR27dspFv3lwHYtmUj8XGxNGnazCV529etgNFDz4D1ETSq4scbnWoxattxAMp4e/BUkyr0XhOG0aBnbZ8H2LfsEN2aVePIb0lsOnaBgHLeTHi0Pn0/DXNJvls93jkYL6MHnV6eTYugGkwf8TTPD19mL29SP4DHBy3iSpK5SPLcqREvd+XFR1qQmpbu7igAnA7bR1ZGBs+PnsfF0yf4dcMyHhsyEYDkPy+i7t/F82Pno0PH5ulvUrtpG+4LqOXm1IV0j495l8gh77BjR2nTrj0AwSFNiImJdksONSaCkGZtAKjbIIj42BMO5TqdntHTF2HyK+3weL0Gwbwy+F2XZouJCqNpy7YA1G8UTKwaYy87dSKaBkFN8DQaMfn6UcU/gITTp+zlO7Z8Tmjz1tSoXZcyZcvx4YqNeHh4cu1KIiZfP6c3JgF+OxlFvSYtAAis14jzp1WHcp1ezytjZ+Pt6/f3//XgbrxNftTNnt+ZoiOO0bxVOwAaBoWgnjxuLzsRE0Xj4FCMRiO+vn5U9Q8kPu4UlvR05k6fxNC3xzi8Vq069TCbb2BJT0fTNKfVY0xkGA/8ta4bBxN70nFdN8y1rqtWs63rY4f24+npyZgRA/ls1TIeaNnGPo+maSyZO4M3Ro7GYDA4JeOdKi7bdmREGC3a2Oq0UVAI6omcOj0ZE0VQSBP7eq8WEMDpWJX09HRmT5/E8HfG5PWyzskWfoyWrW3vycZBIZzMle1ETBRBIaG5sgVyOlZlyIh3+fd/H8NqtfLnH5coV6ECANGR4RyPjuCJp13XCx1crTQHE2xfBGMu3qB+JV97WXJaJr1XHyPLqlHB5ElKuq0hvvHoebZHXgLAQ6/Dkml1Wb5btQmtzff7bPvyQ1FneKBhTs+0TqejdmBFFo15kV0rh9PriVZFlqsg8ecSeWHkcnfHsLsQG0P1xrYvKVVqN+DPM7H2Mt/yFXlixFT0egM6vR5rViYGT6O7ogonybeHUlGUMsBbwDXgc2AjEATsAfqpqnrB5Qlvw2xOwc8vZ6dk0BvIzMzEw6NoO1zTUs34mEz2ab1eT1ZWJgaDLUfwAy1vO1/rTv/ieMRR12YzmzGZHOsoKzMTg4cHqamOZd4+JlLNKQBkZGTwzZebmbN0bc68Hh7s2PI561cu4bFnXnRJ3ptpZkr55GS6tS7rBOfde/LLtnV0GzrWJblSzWZMvrnrUZ9Tj+YUhzIfHxPmlBssmDWN57v3puL9lRxeq2btOgx4uRteXt6079QV31u+aBQmo48pd93lWtfmv69rc0oK15OvkXLjOlPmLOHH/+3g44VzGDnWdvjFwb2/UL1mLfwDazgl390oLtt2qjkFkynny4ter7fnMJtTMOX6YuOTXafzZ06lW48+f1vvzmY2mx2W75jN/Lf3ZEpKCjqdjqysTHq/+DTpFgt9Xh1IYuJlVixbxLRZC9j1/Tcuy2syemC25PTYWjUNgw6yNNt0lgZPh1ahb5vqbD5m+0hJSc8CoLyPJ2P/q7Dgp3iX5buVn8mL5JQ0+3RWlhWDQU9WlhWTt5Eln//CgrW7MOj1fLN8KMeOnyU61i0fhQ62/RhOYJXy7o5hZ0lLxeid8/loazhmoTcYMHh44O1XBk3T2LNxORUD61DulkOcSiK5U07+VgMGIATYnz1dGdgELHVttLyZTL6YzTnDDVbNWuQfOGD7cE5LTbVPa5pmbwC5m7fJRFqqYx0ZsuvIx8dEWlpOWVpqzgdU+JEDNApp6vCBBfDYMy+wZusPREccI/LYYafn9fI2YUnLXZfWO6rLP8+dwcvH92/HWzqLz631aM1VjyZfUnOt/9RUMx6enkSGH2PNJ0sYPrAPN64nM3n0W5yOVTmwdzfrtn7D+m3fcu3aVX7+8VvXZMy9rm8pS0s1Y/Lzw690WVq27QRAi7YdiVVzel53ffsVDz/+jFOy3a3ism3b1m1ODk3T7DlMJl9Sc2VMTTXj6elJZNgxVi9fzNDXenP9ejIT3xvpkmwmkymfbI5lqalm/Pxs27KHhydrN+3g7fcmMGX8KH764VuSkpIYOWQga1d9wvfffMXXO5x7DDKA2ZKJjzGnp1un09kbk3/5IuwiTyw5SIh/GUIDbIeB1LrPh/nPB7FszxnCzyU7PVdebphv4ueTc7y7Xq8jK8vWQ5p608Ki9T+TdjODlNR0fjmkElSvWh6vdG8zevtguen4+ajPNeKRmWHh22XTybiZRqeeb7gjonCyghqUNVVVHQX0BYyqqi5TVTVVVdWVgNu2otDQpuzZvRuAyIhw6tZ13bGI+anXMITww3sBiD0RRUCN2m7JcTsNGzfhyIE9AJyMiaRGrbr2snoNGhMTEYYlPR1zyg3O/ZZA9Zp1AAg/epBmLdvZn3vu7Bmmjh5h/9Dy9PREp3f+t7BApTFq2AEAzp6KoVLgnR1LExd5lHqht+8JdobGwaEc3PcrAMejIqhVJ6ceGzQKIir8KJb0dFJSbnD2TDwNGgaxZtMO5i5ZydwlK/ErXYaxU2di8vWjVCkvSpXywmAwUK5ceVKuX3dKxoZBudZ19N/XdXRkzrr+/bcEatSsQ6PgUA5nzxMdcZTqNXLqO049QcOgJk7JdreKy7YdFBLKwb229R4TFUHN2jl1Wr9REJHhx0j/a70nJFC/URBrt+xk/tJVzF+6itKlyzB+2iyXZTuw11ZH0bd5T0aG5WT7LSGemrXrMmv6JI4dOQjYvmTodDqee6EHK9ZuYuGyVfTo3ZeHHn6E/z72lNPzRp2/Tquatp6zRlX8iE/MafAGlPNm6uMNAMi0amRkWdE0qFHBh8mPNWDiVyoHEq7d9nVdZX94PP9u1wiAFkE1iI7L6X2sW/1+flw5HL1eh4eHnjahtQk/8XuR5ispqtZpyG9Rts6Hi6dPcF+1GvYyTdPYuWAC9wXUosvLQ9Hri/bQGuEaBX31z1AURVFVVVUUpetfDyqKEgoU3UEtt+jS9SH2799Lr+4voGkak6ZMc0uO5m07EXXsIOOGvQLAayPG8dWWdVSq6k+z1h0LmNu1WnfoQtiRA4wc2AsNGPbuRLZu+JSq1QJo2a4Tjz37Iu8M7oPVqtGz3xsYS9m+kZ8/e4YH//2o/XX8A2tQs049Rg7sBTodzVq2JaiJ8w/eb9iiPXGRR1g6ZhCapvHM6++wZ+dGKlSuRoNmbfOcL/HC79QJfsDpef7SrtODHD20nzf69QBN4+2xk9m0fjVV/QNp26EzTz3fnaGvvYzVaqXvgCH2erxV5SpVefSp5xjSvxeeHp5U9Q/g348+6ZSMbTp0IezwAd4c0AtNg+HvTeSLzz+lqn8Ardp14olnX+StQX3QrBq9+tvWdbdefZk/fSIjXuuFwcODkWMmA5B87So+Pj4uOU72ThSXbbt9pwc5cnAfr7/SHQ14d9xkNqxbjb9/IG07duaZbt0Z/GovNE2j3+tDKJXHeneFDp27cvjgfga80h1N03hv/BQ+X7sK/4BA2nXswrMvdGfQqz2xWjX6Z2d77oUezJw2iZXLl6DX63nzXdccInI7u2Ov0Lx6OZa8GIJOB9O+OUW3B6pxLimNvaevEnfZzNKXQtCAAwnXCD+XzPtPNsTooWdoF9sXnZT0LPuJPK62fVcEXVrV56dVI9DpdPQfv5YhPbpw+vfLfPVLFBu+PsLuNSPJyMxi3c5DnIi/VCS5SpraTdty9vgxNk4dBkDXV0Zw7NstlL2/KprVynk1kqzMDH6LOgJAm2f6UKVOQ3dGLrR7/U45Ok3T8ixUFKU98AnQQFXVrOzHngAWAc+rqrrvLpenAdx03QmQ/5jXLU3rY2ec03vkTE1rOB5zF/tHWh7PdJ+6lbwdpjdHXHRTkvw9G1LFYfp8ksVNSfJWrazjQeqnLxe/9V27ouP6Lgnb9qXrGe4Jko/KpT0dpi/fKIYVCVT0c6zMdrN+dVOSvO0Z2d5h2ju0+A2npoUtdJguCRkX7T3jniD5GNS2xl9/Foum3Nmr6Xk3qIpAYPlSbq2HfHsoVVX9Fbh1zOl/QKCqqm7roRRCCCGEKE6KRavWjQq8bJCiKPUVRamS/fc7wGZgrKIo3vnPKYQQQggh7gX5NigVRRkCfAfsVRRlBfA48AO2s76X5TevEEIIIYS4NxR0Us5rQAPABMQDlVVVTVEUZRFQNLctEEL8X3v3HR9Vlf5x/DOTQiAJRUFq6HjoRSkKKthd+64KlkXA7gqCZUVFFgQRVFRQUCkqorgKiAgua1nBhoJ0Q/EBadIsQUwEBRwAACAASURBVAFTIGXm98e5k0xCMjMhmczw43n74mXuPVO+c+7MnTPnnHuvUkqpKHeiH5QTbMg7R0QyRORXYKuIpAM4B+hE56xxpZRSSilVoYI1KP0PvMkLZxCllFJKKXV8Cjbk3cIYs7iYv11A8/DFUkoppZQ6npzYY97BGpSXBylXSimllFInuGDnofyiooIopZRSSh2v9KAcpZRSSimlyiBgD6UxZi9Qu5giF+AVEb2iu1JKKaXUCS7YHMouwGLgryKysQLyKKWUUkodd07wEe/AQ94isge4D3i8YuIopZRSSqnjTbAeSkRkEbCoArIopZRSSh2XTvSDcoI2KAGMMSnA6YAXWC0iu8KaSimllFJKHTeCHZQTA0wBbgQ2APFAU2PMv4G7RMQT6P5KKaWUUur/v2CnDXoEqAHUE5EuItIBaALUcsqUUkoppU54rgj/F2nBGpTXATeLyAHfChFJA/piey2VUkoppdQJLliD0i0iGUVXikg6kBeeSEoppZRSxxlXhP9FmMvr9ZZYaIxZC1wtIjuKrG8CzBaRLqV8vpKfTCmllFKq9KKgOQU/H8qJaBunTtW4iNZDsKO8nwHmG2MGASuc23cHngeGhzmbUkoppZQ6DgRsUIrILGNMHDATaOis3go8JiLzwh1OKaWUUup4EBXdpBEUbA4lQBpwAfaa3tcDm4G2TkNTKaWUUkqd4IKdh/JBoA/QD6gHzAAGAx2xw+FDjuVJt/12+FjuFlZNayUUWt6096hjkSKuVb3EQsuHcyMUJICEIu+o9bvTIxMkiLYNkgot/3IoJ0JJSla7auHfbMfD9j4eMqalR1/ImkmFQ0ZjPcLRdTn8oy2RCRLA6EtaFFq+Y86GCCUp2dTr2hRanrx0R2SCBHBPj8aFlit3GhiZIAFkrZkU6QiFnOhXygnWQ9kX6CkiG7GnCVogItOBQcDF4Q6nlFJKKaWiX7AGpVdEMp2/zwU+AhARPVpbKaWUUkoBwY/yzjXGVAeSgE7AJwDGmEZAlA7KKKWUUkpVrGi4Wk0kBeuhHAesBZYB00VknzGmN/AZ8HS4wymllFJKqegX7LRBc40x3wA1ReR7Z3U6cJuIfB7ucEoppZRSx4UTu4My6JA3IrIX2Ou3vCisiZRSSiml1HEllPNQKqWUUkopVaKgPZRKKaWUUiqwE3zEW3solVJKKaVU2WiDUimllFJKlYkOeSullFJKlZFeelEppZRSSqky0B5KpZRSSqky0ivlKKWUUkopVQbaoFRKKaWUUmWiQ95KKaWUUmWkB+UopZRSSilVBtqgVEoppZRSZRJVQ94ej4fJz45h24+biYuLZ8jDI6jXoGF++X8XvMd/P5iLOyaGG/rdTrcePTmclcmk8WP4ed8ecnNyuPu+hzGt2yGb1jPtxfF4vV5qnFyTh4Y/SXylSuWSccqEsezYupnYuHgG/nM4desXZPzkw3l8vPA9YmJiuK7vbXQ58xx++2UfE54cjhcvScnVeOCxMVRKqMwHs9/if4vmU7V6DQD+cf8w6jdsXOaMpXktY0aPZLMI8fHxjHj8CRo2alShzz9t4jh2bN1MXHw8dz8wnLr1U/LLP/3PPD79cB7umBiuvelWOp95Dr/s28OLT40Ar5datety1/3DqJRQmf/On82STxbiwsV1fW+j85nnlFvG554azdYtm4mLi+Ohx0bRIKVgey98fy4L3p9NTEwsN99yB93P7sX+tDRGDx9Kbm4OJ9esxSMjniAhoTIfL1rAv998naSkZC65/Couv+qacslYmtcSye0dimjJ6PF4GD9uND9utjkeHv44DVIKciyYN4f58+YQExND/1vvpMc5vdif9huPPzaUnJwcatasxbCRY0ioXLnCs/u/hmioS6/Hw6o5L3Fw73bcsXF0vv5ekmvVyy+XJfPZteZLAOq26kybv9xI7pHDLJv5DNmZfxIbn0DXvg+QkFQtbBldwI2n1aVB9QRy87zMXLmX3zKy88svaHEyXVKqApD6czofbvwNF9C7Yx0a1ahMrNvFwo2/krovPWwZ/Xk9Hpa89SJpu7YTExvH+f2HUL12/fzyNZ/MY/PyzwFo3L4r3a76e4XkCkWXto14YvDVXHz7xEhHUeUsqnoov/1qMdnZ2Tw/5U0G3DWYaZOezS/7fX8aC+a+zfiX32DMcy8zY8oLZGdnM/ftN2jUtDnjX5rB4KEj2P3TDrxeLy88NYr7Hx3Fsy+/QeduPfj1l33lknH510vIzs7mqclvcPMdg3j9pefzy/74PY0P573DuBdfZ8TTk3lz2iRysrNZMHcWPc69iCcnvkrDxk35dNEHAGzbsonBj4xizIRpjJkwrUIbkwCLP/sf2UeyefPtdxl83wM8+8y4Cn3+75Z+Tnb2EcZOmsHfbxvEG68UrstF77/DmImvMXzcJGa9auty5pSJXHzFNTwx8VXadDidhXNncejgH3y0YA5PvvAaI8e/zNSJ4/B6veWS8avPPyP7SDYvvzaLOwfex+QJz+SX7U9LY+67s5g8/S3GvziFKZMnkp2dzaw3pnPJ5VcyadpMGjVpyoJ5czhw4A+mv/wiL7wygxemzODTj/7Dvr17yiVjqCK9vUMRLRm//Pwzso8cYeqMt7lr0H28+Lz/dv+NOe/M4pXX3uL5SVN5ZdIEsrOzeXPGdP5y+VW8/OqbNG7ajPnzZkcku0+01OWe1GV4cnM4/75naX9Ff9bNfzW/LD3tZ35a9TnnDXmG84eM52dZw4E929n27cfUSGnOeYOfJuW0c9j08TthzdixfjJxMS6eWrydeam/cF2H2vllNRPj6NqwGuMWb2fc4u20rp1E/WqVOKNRdWJcLp5esp2Xlv7EKUnxYc3ob+uab8jLyaH3sAl0v/YWvnp3an7ZwV/3Id8u5rphz9N72AR+2rCKtF3bKixbIPf3u4CX/nUTCfFR1ZelyklUNSg3fL+G07t1B6BV2/Zs+WFDftnmTetp3a4j8fHxJCYlU7d+Ctu3bmbVd98QGxfHsPvv4u0ZUzm9W3f27NpJcrVqzJ/9Fv8ceAt/HjpIg3JqrG1KXctpXW1G07o9P27emF+2ZdMGWrXtQJxfxh3bttCkmSEj/RAAmZkZxMbaD9PWzZt47+3XeWTQLcyd9Vq55CuNNatX0f2sswFo36EjGzasr9Dn35S6lk5dbF2e2rodW6WgLn/8YQMt23TMr8s69VLYuW0Lu3duo1PXHgC0bNuRTevXUrVaDZ6b9m9iY+P44/f9JCYl4Sqn2dGp69bQrbt9vjbtOiCbCt6Tmzak0q6DfU8mJSXTICWFrVuEQfcP5aK/XIHH4+HXX36mxkkns3fPbpqf2pKq1arhdrtp2botG9evK5eMoYr09g5FtGT8fu1qzuh+FgBt23Xgh40F233jhlTadexkt3tyMg1SGrJ1izD4gYe5+NKC7X7SSSdHJLtPtNRl2rYN1Gl1GgAnN27JH7u25JdVqVGTc+56HLc7BpfbjTcvl5i4eE7tdRWtLuoNQOYfv1EpuUZYMzavWYUNP9vexe2/Z9HopIKe5T8yc3jhq514AS8Q44acPC9t6iTxR1YOg85qSN/O9fh+759hzehv75YNNGrbGYC6zVrx646COk06qRZX3T8mv049Tp1Gg22707j+wWmRjhE2Lldk/0VaVDUoMzMySExMzl92u2PIy811ytKpkpiUX1alSiKZ6ekcOniA9D8PMea5V+jWoyfTJz3HwQN/sCl1HZf9tQ9jJ0xh7arlrFm5vHwyZmYUyuF2x5CX52TMLJyxcuUqZGakc3KtU1j0/mwG9b+W1cuX0r3nBQCcdd7F3H3/o4x6bgqbUtey4tsvyyVjqDIy0klOLsgb444h16nvipBVpL7cMe6CuswoXM+VqySSkZFO4+ansuKbLwBY8c0XHMnKstljYlk0/10eGdifM8+5oNwyZmSkF3lPuvPrKDMjncSkgrIqVRLJSE/H5XLh8eTR7/qrWbNyBe06dCIlpSE7tv3I7/vTOHw4i9UrlpHlZK8okd7eoYiWjBnpGYW2bUyh7Z5BUpLfvigxkXTfds/Lo2/vq1i98jvadzytwnP7i5a6zDmcRVxCYv6yyxWDJy8PAHdMLJWSquH1elk7/1WqN2hG8il26NbtjuHzSY/y45cLqdu6c1gzJsTGkJXjyV/2er24nS/oPC+kZ9u817avza4/DvNrejZJlWI4JSmeF7/+iY9/SKNfl/rFPXRYZGdlEl/Zr07d7vw6jYmNpXKyrdOv3p1KrYbNqVGnQYVlC2T+Z2vJycmLdAwVJgH7nY0x/wpULiKjyjNMlcREsjIz8pc9Xg8xTm9elcQksjIz88syMzNITE4muWo1zujRC4BuPXoye9Zr9KlWnXoNUmjUpBkAnbv14EfZSKfO3cqesUrhjF6Ph5gYJ2OVwhmzsjJJTErmpWef4N6hI+nUtTsrv/2KiWP/xWNjJ3LFNTfmf2mdfsZZbNsidCmnuX+hSExMIiOjcH37ek8rQuUqSWRl+T2/x1tQl4mJhcqyMu0XfP+77mPai0/z9ZKPadepK8nVquff5tKr+3DhZX9jzCODSF2zgnadupQ5Y2JiEpn+29vrza+jKolJZPnVX2ZmBknJdnvGxsbx5uwFrFz+LWNGPMqLU2cw8L6hDB96H7VOqc2ppjXVqoe316W41xLJ7R2KaMmYmJRIZqEc/tu9cFlmht92j4tj1tyFrFj+LaP/9QiTp71RscH9REtdxiVUJvdIwY8nr9eDOyYmfzkvJ5sVb08kNqEyp113d6H79hr4JId+2cVXUx7nsn9ND1vGw7l5VIot6F9x4cLjN2sm1u2iX5d6HMnxMGu1nT6VcSSP1H22V3JzWia1kyuuFzC+chWyDxd813i93kJ1mpuTzf9ee5b4hCr06juwwnKd6PRKOYHFAQ8BMdh5y0X/lavW7TqxYtnXAGxa/z1NmrbILzu1VVs2fL+a7CNHyEj/k107t9O4SXPatO/EimVfAbB+3SoaNW5GnXoNyMrKZO/un5z1q/Mbl2XVsm1HVi1fCoBs/J5GTZvnl7Vo1YaNqWvIzrYZd+/cTsMmzUhMSqaK06NxUs1apKcfIjMjnXtv6U1WViZer5fUNStodmqrcskYqk6dTuPrL22v6Pfr1tKixakV+vwt23ZgtVOXmzem0qhJQV02b9mGTf51+ZOty3WrltO77x0MHzcJt8tFh9O7sWfXDp4e8WB+Yy82Lh63u3w639t26MSypfb9tSF1HU2bFbwnW7Vpx7q1qzly5Ajp6X+yc/t2mjRrwXPjRrN65XeAbXy43S5yc3PZuH4dL059g2GPj2Xnzu2069CpXDKGKtLbOxTRkrFdh058u9TmWJ+6jmbNC7Z76zbtWLfG2e5//smO7dto2qwF48eOYtUKOxJSpUpiuU27OFbRUpc1m7Rm38aVAOzf8QPV6jXOL/N6vXw9fTTV6jehc5+BuN22UbTp09nsWLEYgNj4BFzl9Hkuyda0TNrVtfvoJidVZs/Bw4XK7+nRkN0HjvDW6n342pk/pmXStq79IdGgWiV+z8wJa0Z/9Zq3ZmfqCgD2bd1EzfqN88u8Xi8fvjCSmilNOa/f4Pw6VSrcXMEOXjDGTAc2i8jT5fB8XoBtvx0uttB3lPf2rVvwer3c/+goVnz7FfUaNOSMs3rZo7wXvIfX46HPzbdxVq8L+PPQQSaMG8nv+9OIjY3lwceeoHbd+qxdtZzXX5mI1wut23bgriFDAwZrWiuh0PKmvRnF3i7/KO9tW8DrZdDQkaxatpS69VPo2qMnn3w4j08+nIfH4+Ham26le8/z2bVjG1NfGIcnz4MXL7cN/CdNW7RkyScf8p957xAXF0/707pww4C7i31On1b1EgstHy7j6JXvKNAtmzfj9XoZ9cSTNGlatoZ3QpEOkPW7Sz7q0XeU985tdnvf89AIVi+3ddmle097lPd/3sfr8fC3G2/hzHPOZ/OmVKa/8BSxcfGkNG7K7fcOJTY2jtkzp7L6u6W4cNGpa3d633xHwJxtGyQVWv7lUPFfBv5HeQM8/K/RLFv6FfUbNOSsnuey8P25LHx/Dh6vl78PuJ1e513Izh3beHbsKFwuFy6XmyEPPUrjJs14fdpLfP35YuIrVaLPTf3odf5FATPWrhpXaPl42N7HQ8a09OAhfUd5b91icwwb8QTfLv2S+ikNObvneSyYN4cP3p+D1+Ol7y23c+75F7Fz+zaeGWsHbdxuN/cPHUbjEH/I1kwqHLKs9eh7DeGuy+EfbSn+hn4KjvLeAXjpcuMQ9m1cSVLNeng9eSyb+QwnNzb5t293eT+STq7Dd7OeJy83G6/HQ/sr+lOzaeuQMo6+pEWh5TvmbCjhlgXyj/KulgAueGPFHtrWSea39GxcLrj9jAZs21/Qy/p+6i/8dOAwN51Wl7pVK+ECZq3ex08Hiv9uK2rqdW0KLU9euiOk+/n4H+UNcMEt97Pj+xVUP6UeXo+Hj6aMpU6zgg6K7tcMoG7z0OrP554ejQstV+5UPj2dDeuexJvjBtCz37PBbxxE1ppJvj+jomvwYJanfI4GPUbVKrsjWg+hNCirAleJyJvl8HwBG5SRFGqDMpLKu0EZDqVpUEZSqA3KSCrvBmU4lHeDMhyOpUFZ0cLRoAyHY2lQVrRjaVBWtLI2KCtCuBqU5SnaGpSHDke2QVk1IbINyqATakTkEFAejUmllFJKKfX/UNAGpTGmJXBQRPYZY4YCPYDVwFMiUrGHqSqllFJKRaGo6CaNoIAznY0x9wKfAEuNMa8BVwL/A9oDUwPdVymllFJKnRiC9VDeCbQCEoFtQB0RSTfGTAbWhDucUkoppZSKfsHOxZAjIhki8iuwVUTSAUQkD4jSaeNKKaWUUhWsuJMrVuS/CAvWoPT4/a2nt1dKKaWUUkcJNuTdwhizGNv29f2Ns9y85LsppZRSSqkTRbAG5eUVkkIppZRS6jh2ol96MWCDUkS+MMZ0BFKAL0XkoK/MGKONTaWUUkopFfS0QYOBWcAdgBhjzvMrHhXOYEoppZRSxwuXK7L/Ii3YQTm3AV1E5Argb8BbxpiznbIoiK+UUkoppSItWIMSEcl0/v8NcD0w2xjTFue63EoppZRS6sQWrEH5lTHmHWNMawAR+RK4B3u1nJRwh1NKKaWUOh6c4KehDNqgHAh8CiT5VojIPOAKYGkYcymllFJKqeNEsKO8PcCrxpgUY8zV2GHu1SKyAri6IgIqpZRSSkW9aOgmjKCADUpjTAwwBbgR2ADEA02NMf8G7nIanEoppZRS6gQWbMj7EaAGUE9EuohIB6AJUMspU0oppZRSJ7hgDcrrgJtF5IBvhYikAX2xvZZKKaWUUic8V4T/i7Rgl150i0hG0ZUikm6MyQtTJqWUUkopFSbGmBuBx4A4YIKITC5S3hGYDlQFvsROc8wN9Jgur7fk00kaY9YCV4vIjiLrmwCzRaRLKV+DnrtSKaWUUuUp8t1zwOHcyLZxEmJDqwdjTH3ga+B04AjwDXCDiGz0u8164DYRWWaMeRVYKSIvB3rcYD2UzwDzjTGDgBXO7bsDzwPDQwmulFJKKaXCyxhTHaheTNEB/6mLwAXAYhH53bnfXOBanEtqG2MaAZVFZJlz+xnA48CxNyhFZJYxJg6YCTR0Vm8FHnPOR1laUfErQimllFKqPIXaQxhGI4ERxax/3CnzqQfs81veB3QNUt4g2JMHvfQikIZtzdbGXnpxM9DWaWgqpZRSSqnIm4A9E0/RfxOK3M5N4SmILsBTivJiBTsP5YNAH6AftsU6AxgMdMQOhw8J9gRKKaWUUiq8nGHtA0FvCLuBs/2W6wB7i5TXDVBerGA9lH2Bns5EzRuBBSIyHRgEXBxCaKWUUkopFT3+B5xvjKlljKkCXAN85CsUkZ3AYWNMD2dVX+C/wR40WIPSKyKZzt/n+p5QRPRobaWUUkqp44yI7AGGAUuAtcDbIvKdMWaRMaazc7ObgOeNMT8AScALwR432GmDVmLnTyYB24BGIrLPOQLoQxFpV5YXpZRSSimljn/BeijHYVuvy4DpTmOyN/AZ8HS4wymllFJKqegXsIcSwBhTD6gpIt87y5cCmSLyefjjKaWUUkqpaBe0QamUUkoppVQgoZyHUimllFJKqRIFu/Ri2Blj2gKpwLUi8p6zbgeQCWRjL1wuwK0i8odTbrDnwWyMPeFmKnCviKQ55TWx8z97ATlAFjBSRBY45T2wl4+MB/YDtziHyQfK2RjYDkwVkTv91ncE1gADsGei9+WOB/YAD4vIqmJeF9hLJK0E+olIht9jzsReFmlGsPorY8ajMhTJ6AJygQdFZInf413ovK7zS5OvIjIaY+oCr2PPm+Vx1i+O0pxvArWAw8CdIrI2mjL6PV4ydi71raFMdfHLdZGIfOq3fgewAaiP/Xw0B3zXjp0oIq8H+mwbY/oDzwE/OfepDHwB/ENEco0xdwD3Yk/IuxJbp77XHSjvtcAj2P2hG5gpIs/4lY8G8kRkpLPcE5gH7HJuskZEBvjd/j2ghYi0L+a56mOviVu3aNmxZCxpX2aMaQVMAapi9393+7+/jDHPAjcDDUTkSJHnqoq9tu/lIrKjLPmcspuAh5wyDzAbGCsiucHqpbjvB2f9sezDyzWjMaYX8CHwI/a9Gg+8IiITizxvofdPNGU0xpyNPel1PPYz28/3PVveGY0xMcAk7PkPXcA0EZkQjnpUkRENPZS3AHOAO4usv1REOopIG+wXyCOQP6dzCfbN2B5oD6wH3nfKKznlPwFGRFoBNwAvGmN8O/hZ2Iued3T+Dno4vGM/cInzwfDpA/xWTO7W2A/qx04Dt2h5R+BU7CUtb/a9NmPMQuw1NY9VaTIelaFIeQdsg+RtJ5/bGPMA8A7g//hRkxHbGFno3O8G4O0izxMtOZ8E5jrrRwAvRWFGn0lAjVLmygGmOY1Rf/c4OS4F9vpyOY3JgJ9txwK/19Ia6ADcaow5Ffgn0N25nxu4J1hI5wv4WWzjtwNwJnC9MeZKY0w1Y8yrwANF7tYZGO+X3b8xWRPoBKQbY7oXea5LnddXJ1iuUDNS8r5sGvCUs34Y8Ibf48UCvbGNxmuKPFc34Gvs+6TM+ZwfAUOBvzn78u7Y+pnid/9A9VLS90Op9uFhzLjS77PTFXjQGNPauU9J75+oyYj98d3XOWPLRuxnKFwZBwAnYz+fXYE7jDGnBctY2npUkRPRBqVz+cabgMeA04wxzYq5jRtIBn5xVt2N7b1bCPnnxHwKeMnZUV4DZInIKBHJc24jzv1inQbnY76DjIDvKbhOeTDp2J6fc/zWXYQ9SehRROQ/wHfYk8IXpzpQDfjdWb4J+AD7q+5YlSpjMRmKWgLUMcacDLRy/t1ehnzhzvg+BQ2iH4EE7Gmvoi3nrcBUZ30TIGCvQIQyYozpA/yJ/ZyUxl7gU+yXT6iCfbYLcT7fXwFtgSPYnspDzv1SCe1zXRM7ClLFecx07JXBNgJXAVuKeQ1dgIuMMd8bYxYYY1L8ym4CvgTeA+4qcr9bgb+FkCnUjELJ+7LpFJyouOg+7jJgKzCzmIy3YxviQa+KEUK+jdgfKPeKyFan7E9sPdxo7OnnoIR6Ken74Rj34WHJWERlIA846CyX9P6JpoytRGSjU9f1Cb4fKkvG9cAoEfGIHZHbBqQc9Qxlr0cVIZEe8r4M2Ckim40x84E7sL9wABYZY7KBU7Bvrsed9Z2AQkOYzhfLvwGMMWdgd+gUuc0iv8W3nNu6sR+C+aXIPBvbg7jEGNMFuzMLdEH49UBLv+VFxphc7LXRd2F7f2Y7GX3DBmeVIs+xZCwxQzFuBLaIyH5sb9htzhBFWYUr43t+6x/EDkceLP5uEc0JgLEnjW2M3WlGVUZjTEPs5VXPI4SrJBTjASDVGHOh+A19BxDss13oxk6j9yJgnDPcudNZXwsYCPQP9oQiss4Y8wGwzRizBtugfltEfsT+IMEYM7LI3Q4As0VknjHmLmyPve+KEgOAR7EN2tHGmCEi8rvzXNcU9zrKkHE9tlF51L5MCk+XGUXhfdwA7PZfBLxujGkt9mpoiMhtpc1YUj5sg6AR9ke1/+3/MMZsAE7H7v9Lqpdivx/EDtGXah8exoydjTFrsZ0zzbH1utd5jJnOfUYGyhbhjDnGmHbYH6A52PduWDKKyDzfeqf3viv2CiwdgmQsVT2qyIn0kPcAnC8L4F1ggDEm3ln2DcPVo2Do2HeB8sNBHjf/0HVjzDhjzFpjjBhjJvqtj8cOlcRihx9DtQD4i7Mj6+PkDpYly2/5Umc47x/Y+XNzpPyvPBQsY7AMi5w624j9xdu7nPOFPaMxZgh2mMx/aDfqcopIS+AM4E1jzEnRktF5rFeBgSKSxTEQkUPYHq/ihr6LE8pn+0on6zrgc2yPtG8f4huS+wx4VUI8tZmI3I1t1L+M/VJcZowpsadHRO7yfTmKyCtAG2dYriPQAPhURHZhe477hZKhLBlL2pcZY1zGmPHY99cQZ90p2Eb4HGe7LuTo4eRyyYe9uhoU33ERj99+ugSBvh9KvQ8PU0bfUG177FDzqcDDwbJEU0YRSRWR2sBogn+flTmjMeYc7A//m6Rgvma51qOKjIj1UDo7tr8ApxtjBmN7VGpQfJf9dGA8dv7FSuwcJv/HcgNzsUNmK5z/AyAiDwMPO/M7ejm3T8J+Ce8HrhKRnFBzi0i682V2Frbn5mHg+gB3ae9kK/o47xljLgJew84nKzehZgyQ4VIJcTJ+NGY0xjyN7d04R0R2R2NOY8xlwBciki4ia40xO4GmlDwUXaEZjZ2/1BJ41enxaA5MN8bcLn4H7ISQ7RNjTKhD38E+22DnUPYv7s7GmJbAx8ALIhLS8JizHZJE5F3sfLLXjTG3Y4fq5hVzezd2Pvc435QaRy52vl8lYItTZ8nYxtrzoWQ5lozGmE8o9TzWNgAAAz9JREFUZl9m7BSBmdhhzHP9eun/jt3XrnAyVgbijTEPH+sPhwD5+mGH1s/Ebhff7WsCzYDVAR4z0PfDO6Xdh4cjY1EicsgY8y5wYaj3iWRGY0wCcImI+Hp33yLI57SsGZ0fQS8DfUr6wVfWelSRE8keyr7AZyLSQEQai0gjYAxHz+kBOB/YJfYo7qnAZcZOQMbptRwOnCIiv2C7yqsYY4YZOy8EY0w17C8o3xfAW9jhrD5S5AjHEM3GHkW+UvyOsCvKGHMFdhivpOHF4cBZzoe0vIWUMcwZgin3jE7P5LlAj7I2Jv2Eoy77YYfwfI23OsAP0ZJRRDaKSIoUHACzEnsQRMiNST8PABcDwY5sDvbZLpHTA/oJdm5daeZaZQJjjT0y3fecvqPkjyIiHuCvOAezGGNuBpZjhwtvBC5w9meNsXNj65qyTxEJlLGkfdl47BHeF0nhKR/9gf5+Getif8T0CVO+x4AJxpimTlkStoPgHQl8VHaw74fS7sPDkbEQYw+M60UpGngRzpgDTDbGnO4U98YekBWWjMZOx3kZuDDQ6EE51KOKkEg2KPtz9JGtk7HzKhIoGIZbjV+Pi4j8jP3l+oAxJhV7GpIWwNVO+RFsg6IesNbY+RvLgd3A/caYTtj5aj2A1c5z+M+vDMVC7IeouOEBX+61wGDgYrGTk48iIr9iDzp4xhRz0EEZBcpYURmCKdeMzs5tBHbe7ee+7WDs0cNRk9MxBLjY6Vl8HbhB7AT3aMpYLvyGvuOD3C7gZzuI27BzRB/w2+6jQsi2BDs/+0NjjGAb9XnY4b+S9AOGOPuWAc5zX4mdx7bc77EPYb9Qi/uRHLIAGRdSzL7MFMwhNcByv/rojJ3yMM/vsT3YKUXHnDFQHYrIO9gfBbONMeuxI0irCT7M3p8Svh+MMWcW97ojkBGcuX/Gzidch21wPRXC/SKe0elh7wNMdb6vrsW+l8OV8THsqOhMv/fklYEyhvDaVBTRK+UopZRSSqkyifRBOUoppZRS6jinDUqllFJKKVUm2qBUSimllFJlog1KpZRSSilVJtqgVEoppZRSZaINSqWUUkopVSbaoFRKKaWUUmWiDUqllFJKKVUm/werNNqDz6X87AAAAABJRU5ErkJggg==\n",
  124. "text/plain": [
  125. "<Figure size 864x864 with 2 Axes>"
  126. ]
  127. },
  128. "metadata": {
  129. "needs_background": "light"
  130. },
  131. "output_type": "display_data"
  132. }
  133. ],
  134. "source": [
  135. "correlation_matrix.to_csv(\"correlation.csv\") # OK, it is the TableS2, u got it!\n",
  136. "\n",
  137. "plt.figure(figsize=(12,12))\n",
  138. "sns.heatmap(correlation_matrix,linewidths=3, annot=True, vmax=0.5, cmap=\"Blues\")\n",
  139. "#plt.yticks(rotation=30)\n",
  140. "#plt.xticks(rotation=30)\n",
  141. "plt.savefig(\"cram_v.tiff\", dpi=300)"
  142. ]
  143. }
  144. ],
  145. "metadata": {
  146. "kernelspec": {
  147. "display_name": "Python 3",
  148. "language": "python",
  149. "name": "python3"
  150. },
  151. "language_info": {
  152. "codemirror_mode": {
  153. "name": "ipython",
  154. "version": 3
  155. },
  156. "file_extension": ".py",
  157. "mimetype": "text/x-python",
  158. "name": "python",
  159. "nbconvert_exporter": "python",
  160. "pygments_lexer": "ipython3",
  161. "version": "3.7.3"
  162. }
  163. },
  164. "nbformat": 4,
  165. "nbformat_minor": 4
  166. }