{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "8GTL9Gqaxlg4" }, "source": [ "# Nonlinear Methods\n", "\n", "ใน tutorial ก่อนหน้า เราได้เห็นถึงความสามารถของเทคนิค PCA ในการ transform ข้อมูล รวมถึงความสามารถในการลดมิติลงอย่างมีประสิทธิภาพ แต่ก็ยังมีข้อมูลอีกจำนวนมากที่ไม่เหมาะกับเทคนิค PCA\n", "\n", "\n", "\n", "[Slides: Nonlinear Dimensionality Reduction](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/DimensionalityReduction/dim_reduction_part4_nonlinear.pdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ตัวอย่างแรก\n", "\n", "เราจะลองใช้ PCA กับข้อมูลชุดใหม่ที่ถูกสร้างไว้ตาม code ด้านล่าง" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "GQZLjejKQvxQ" }, "outputs": [], "source": [ "import sys\n", "import numpy as np\n", "from sklearn.decomposition import PCA\n", "from numpy.random import multivariate_normal\n", "import matplotlib.pyplot as plt\n", "from matplotlib import colors\n", "\n", "np.random.seed(42) # ตั้งค่า random seed เอาไว้ เพื่อให้การรันโค้ดนี้ได้ผลเหมือนเดิม" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "HQFGgXfJJ7AC", "outputId": "65880ce4-80f4-4dba-ea1d-fcdd9e8a61d6" }, "outputs": [ { "data": { "image/png": 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ERGVL2AQ1cXFxaNCggdO28uXLo2LFikW2ExERUdkTNnNqiIiIiDwJm54aV9avXx/sJhAREVGIYE8NERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0T6Mm0aULs2YDIBiYnAkCHA/v3BbhURBYA52A0gChqrFfjmG2DHDiAmBujcGUhLC3arqLieeQbIzZXfz54FZs0CFiwA1q0DmjULatOIqHQxqKGy6YcfgAcfBA4dkm/0Nhvw+OPAAw8A77wDlCsX7BaSv2w2578tFuDCBeDee4F9+wAjO6iJ9Ir/d1PZ88cfwK23AocPy99WK6CU/CxZIoGNUsFtI/nm/HnPj1utwMGDwKpVgWkPEQUFgxoqeyZPBvLyin6jB2Tbl18CP/8c+HaR//bu9b6P2Qz88kvpt4WIgoZBDZUdFgvw8cfAhx/K7+6YzcCiRYFrFxVfZKT3fZTSth8RhS3OqaGyITsbuOMOmUvjjVLA6dOl3yYqOVde6X0fqxW4887SbwsRBU3Y9NSkp6ejRYsWiIuLQ+XKldG1a1fs3r072M2icPHII8CmTdr3r1mz9NpCJc9k8v74rbcCDRsGpj1EFBRhE9R8++23GDx4MDZt2oTVq1cjLy8Pt912G857myBIdOiQTAC2WrXtb7MBffuWbpuodJn/vxPaHuw0awYsXhy89hBRQITN8NPXX3/t9Pd7772HypUrY8uWLbjpppuC1CoKC+vW+baaacIE5qsJZ5s2Ae+9J5OHK1SQ1Wx33OG9N4eIwl7YBDWFZWZmAgAqVKjgdp/c3Fzk2pNwAcjKyir1dlEI0tpDU6kS8MILwIABpdseKl0NGgBvvBHsVhBREITN8FNBNpsNw4cPR+vWrdGgQQO3+6WnpyMhISH/JyUlJYCtpJBx7bXe9zEage3bZe6NwVD6bSIiohIXlkHN4MGD8fvvv2OxlzHysWPHIjMzM//n0KFDAWohhZSrrgLatHE//GAyAfffDyQnB7RZRERUssJu+GnIkCFYvnw5NmzYgOrVq3vcNyoqClFRUQFqGYW0hQuBG26QScP2pHv2Hpl69YC33iq5c9lscuyS7vE5cgTYuFGOe/31QJUqJXt8IqIwFzY9NUopDBkyBMuWLcPatWtRk0tuyRfVqwO//go8/7xUcI6Plx6cqVNlYqmHuVmaKCUJ+1q0kJU3ZjNw223A6tXFb/vZs1KnKiVF6hfdc4+8nocfBjhPjIgoX9j01AwePBiLFi3C559/jri4OBw9ehQAkJCQgJiYmCC3jsJCYiIwdqz8lCSlgEGDgJkzZW6OvY7U2rUS1EydCgwf7t+xL14E2rcHtm1znvBssUgQ9ddfwIYNzJRLRIQw6qmZMWMGMjMz0aZNG1StWjX/Z8mSJcFuGpV1X3whAQ3gXE/KHoSMGAH8+ad/x/7gA2DLFtcruKxW4KefgI8+8u/YREQ6EzZBjVLK5U+fPn2C3TQq66ZP95wDxWQCZszw79hz50rvjztGo+xDREThE9QQhSx3PSl2Fov/Vb///dd1NXE7m032KSl5eTJPx9M5iYhCFIMaCn8WiwzB3HqrFDa8+mpZwv3wwzIslJ1duufXMp/F33lfycmeV1EZjUC1av4du6Dt24Hu3YFy5YCEBKByZWD8eOD/k1wSEYWDsJkoTOTShQtAx47A+vVygy/cw7BwITBqFPDxx8Dtt5dOG+6+W4aALBbXjxsMwF13+Xfs/v2BzZvdP26zAf36aT+exQKsWCHzgHJygEaNgCuuAB56SI5lfw2nTgEvvggsXSqVzRMT/Ws/EVEAsaeGwtvIkbL6B3A/ZHL+PNClC/D776XThmHD3OelMZkkIOjd279j9+wJXHON6zk7JhPQvLn0sGjx779yrK5dgQULpMjnU08B990nw06FgzKrVVZXjRvnX9uJiAKMQQ2FrzNngHnzvM//UEr2ee210mlH/frAsmVAdLT0FhkMjsm9FSoA//uf/z0dMTGyNLxLF+egyWiUnDWrVwNaEkxarZI3Z88e+dtikWtiv3buCn5arVIc8tw5/9pPRBRAHH6i8LV5M1CgYKlHFgvw6afAu++WTls6dpRsxe+9J1l/zWbJL/Pgg0D58sU7doUK0vZ//gF+/FGCm9atJQGfVitW+L+sPCcHOHBACkUGy5kzEsBduAA0bAg0a+Z5/8xMGRJcsAA4eRKoVUvqenXvDkREBKbNRBRwDGoofLnrXXDn4sXSaYddxYoyHFZaatSQH398+aUEWu7m/XgTrASXFgswerSUsSgYwDZuLPOlXAVahw5JQPnPP45EiEeOAN99J4HOV18F7/UQUani8BOFrxYttH/rNhplmEhvTpwAVq2SIS5Pq7xycnwPAgHpFUpLk6G7G24AOnQAZs1yPRyVlSUlJ375Bbh0yfdzuTJggGRkLtwjt2OHtOfvv4s+p3dvx1J4+2u2D7Nt2CDziIhIlxjUUPiqWBHo1ctz4js7mw0YMqT02xQoZ88CffrIku/bb5fl7FWqSE+Rq4CiUSP/ghqlZOhp9mxZBbV6NfDYY0DdusDu3bJPdraUiahSBbjuOgk2k5OByZM95+9x5+JFWWL+6acynOeq3VarTACfPLnoY5s3u++RstnktXCOEJEuMaih0HTqlHwLP3/e837TpslNFHCfz8VgkIm2/q5ACjUXLgBt2wLvv+98887Jketx771FJ0/36SPDT96YzRIkmkzO19N+HvtwzrFjEkxlZgK33CKBQsHhvVOnJM/NgAHag6ncXFlpdfnlMrx0332e97dYpIxEXp7zdk8ZmAG5ftu3a2sTEYUVBjUUWn74AWjXDqhUSfKnVKwouVoyMlzvHxcnOWrmzZNegooVnSfmpqXJ8MUnn2i7qYeDd9+Vm7KrXhCbDVi+XIakAOD0aeDVV2WCbFqabCvYs2Vfit6+PbBmDfDoozK5+emnZfm3uwDBapUenBEj3GdUVkrelx9/9P6aLBZZav7ii74l/MvN9S+5oqeEhkQUtgxK+dMnHZ6ysrKQkJCAzMxMxMfHB7s5VNiKFdKjAjjfJM1myXD700/aV/ycPy/f4BMS9HcDa9RI5pS4+1/XZJIAYdQomQOTne3oubEnKDQY5PlpaZJnZ/Bg58zI2dmAt/9HTCYgNtZ7EHLZZZLdedAgGbZyZdEioEcPz8dxJSYGyMrCJZsN6enpAICxL7yAyMK9N4Wfc/KkZE8morCg9f7NnhoKDZcuyfCQzVb0W7/FAhw/LjdprcqXl5up3gIaQFb3ePouYrUCe/fK8NC5c85DUQXz0qxdC+zbBzzxRNFSD1rmwlitMjnYm7NngbfflvIVH37oep9Zs7wPGxVmNgN9+xbtgfOWt6dcOa5+ItIpBjUUGj7/XOZhuLtZWywyhHTqVNHHMjOBbdvkRl4WOh6Tkjw/bjJJL1VmpvvgxGyWZdLugr6EBBn+8xYUar3eFou0pVcvYNcuGbLq1UuGGStUkF44X4po2jM1jx1b9DFvuYtOnQK2btV+LiIKGwxqKDTs3u19zovFAuzf7/j72DH5pl65MtCkCVCnjvQGfPxx6bY12Pr08dyrYbXKtfQUcFgswNdfu3/cYACGD/e3hZ6PO3SoTO5evFgCjDNntCdRtGvYEPj+e98SEBZ04IB/zyOikMaghkJDXJy2b+pxcfLfEyeAa6+VFUAFlzDv2gXcfz/w5pul005fnTolvRIl2YtUq5b7YxmNsrT6jz+8H6dwL05WlkzUrVlThqOeew6oXbv47S3IYpGcOkr5nwgQkJ65W26Rgpv+8NbbRURhiUENhYauXT3f9A0G4KqrgCuvlL+fe07mlhS+MdqPMWKEBD7BkJcnPQHdu0uA0by59CI1aiTVsYvjl1+kyKWna3XypPc5MSaTBIUFn9OqlSypPnBAXsOxYzLnJlRlZMiy788+c96ekOD5ecnJUmaCiHSHQQ2FhtRUGUpyN6yiFDBpkgQ3ly7JsmZPN26rVer+BMrFi8Arrzh6OWrWlGGwgm38/XdZ3VWcdr3wguceDlcTrV2xWoHHH3f8PWyYFLss3FvmyzyXQLMHdsOHO7dz0iTPz3vpJW0JG4ko7DCoodDx9tvAQw/J7yaTlEAwGCRImDHDkYztxAnvSflMJtcp9EtDTo5UwB492nmuRuHeFPvfjz3mX0bbvLzi9/TYJ/4+8YRj+fzx40UDMH8FOheQUsDBg5Jnx65/f2D6dFluDjgC5YQEqf3Us2dg20hEAaOTbGSkC1FRUqRw/HhgyRJZClyrlgQ6FSo49ouPd+RZcUcpWdIdCC+/LEkDtfZq5OQAH30E9Ovn23lyc4vfc5KcLMun77zTEeBs3168+S2ABA5dusj7tXu35BwymRzHNZul7XffDSxbVvI9QJs3S6kIQBIPDhkiPX9ffgkcPQpUqwZ07gxER5fseQF5P5cskSSDRqMkj+zaldXAiYKAQQ2Fnrp1gWeecf94XJzkYPnmG/e9CxaLzGkpbVarLI325SZtNksvUna2THReuVKG1Fq2lLICKSmun1e+vPdgztt5H3gA6NjReXtJ3HxtNinRYK8i/ttvMll7zRr5u317CTSqVJFVVzk5pTe09eCDwK+/yjymBx4onXPY/fCDBHOnTjl6qWbNkvdw5UpZjUdEAcOghkJaRoZ88c7NlVXbLVv+fwfDM89IcUVXN3l7r0GjRqXfwOPHfZ+QbLNJ/aFatRx5d5SSVUHp6VLE0VV2XYNBep/OnPGvrRYL0K1b0e0tW8oQX3Eqa5vNjoAGkBILTz4pwWd0NHDTTY7hoBUrJLAqGNjYMx2XBJtNAs1p07zv++uvkhDw9GmZB9W7t/Zl4gcPSsbmnBz5u2BvV0aGrM7avTtwPYZExKCGQlNOjkw9WbjQOav/NdfIPaj+tdfK/JKePeWGFBHhmCR7//0ykTgQvGWvdcVmA+bPlyXUBQMye6/Tww9LL0PLlkWf++ijsuzaVyaTFMF0dcxdu4oX0ADOc2l275aimgWXlcfEyIq0Z58Fbr5ZVlXNnSu9NufOSQHLjz4qmerZFousiPIU1Fy8KIHj0qUSUNnfh6eflp9nn/V+nrfekuO4CsasVgl2X3hBem0MBrn+DRr484oCQynJ/bNrlwSgt98uCQ6JwokqQzIzMxUAlZmZGeymkAc2m1IdOyplNNpLQjt+TCalEhOVOnjw/3e+eFGpJUuUmjBBqSlTlNqzx+NxN21Satw4pf77X6Xef1+pnJwSaHCrVq4b6+rHYFCqdWv5r7t9zGalund3fa6jR5WqWNH1841GpZKTlYqLk78jIuRYgFJ33KGUu8/9o4869vPnx2RS6rbb5FhLl3q+Fv36Od6MWbOUql3b8Vi5cu6fZzQqFR3t9vHciAg1ceJENXHiRJUbEaFU1aqe37NevTy/B8OGeX/fU1O1XR+j0XFN2rRR6sgR78cOtI0blbrySud2R0UpNXq0UhZLsFtHpPn+zaCGQorVKrGJp3uE2azU0KG+HffECaVuvNHx/IgI+b1CBaVWry5moz//XNuNzWBQ6pFHlLrzTs83VECp2Fj359u5U6m6dR0Bxf/fMC81v05t/uyw2r7xvLK++55So0ZJsLdtm+f233ST9oDM3WNffy3tMpm8H2fbNqVGjPB8TPtx7MFAw4YS0G3YoNQttxQ5j1NQExOj1D33uH+9+/dre71PPqnUihVK5eW5Pk6lSr4HgGazUvXqKXX+vLdPVeBs365UTIzrYNRgUGrQoGC3kIhBjSsMakJbVpZSN9+s7d4QF6f9uFarUi1auL7fGo3yhXT79mI2/o035GAmk9wI7D0fKSkSXEybptQ//8i+t93m/QVGRXk+n82m1P/+p9SkSers6BfUmHY/Ob2+1FSl5s3T2PYuXbz3NF12mdz4Cp7E/hpfeEGO07evtuDuwQe979e8uVKNG8u1WrhQeuTstm0rsn+Rnpp16zy/V96CyoI/Vasq9eWXRY/Trp22IM7Vz5w5Gt+cAOja1fPrMBiU+vvvYLeSyjit92/mqaGQ0a+fDOlrkZ2tfRXyqlXAzz+7Xihln4bz8sva2+nS0KFSl2rcOJlP0rOnzPnZv18O/vjjjlVNLVt6Tv5mMkkWYk8MBqBdOxz5z9O4+v2n8Mq3LZ1e38GDsqJZ0+vq3t3zJF2TSepN/fkn8N//AvXqyaTa7t1lGfNTT8l+ixd7P5fNBmza5DmfjT2vzK+/ypvXs6fz3KWrrwbuusv98wcMkDk1V14pk7F795YPgN2FC3K71uroUZl4vnat8/bBg/3L7WMwyGQxrZSSSWa+tFmrrCz5nHp6HUYj8MEHJX9uotIQoCArJLCnJnT9/bdvX56TkrQfu29f71NGIiOl8yMgDh703qCPPtJ0qEGDPH/JNpmUysjwfIzPPspVO1FPXULRNuXBpCzl4mTIxhOrVdsbZzAodfnl/nfFWSxK3XVXkQ+LU09NuXLO19f++9Spcowvv/S9Z8VolO4+u+PHldqyRamrrvKvp6ZaNRn3zM11f03//lvmO8XEyHMSE2VI7Phxz++FLw4c8N7WiAilhgwpuXMS+YE9NRRWVq3Svq/JJIuAtMrO9v6F+tKl4uef06xGDVmdZTA491jYeygGDnRkT/YgNxeYN8/za1PKc1UGiwV4dGgk2mEttqApACAPZlyC5K45isvx6BVrgLQ0z40xGr3vY29QzZqeq4wDsvrGapWVVDt3OlZnvf++9Cx46rWwWJzfTPvvTzwhXYF33OFYXq6VzSa9PatWSRK/KlWAZs2k98ofhw9LssDkZFlFVfj1/PYb0LSprBCzLxk/cwZ49VXpxcvI8O+8hVWq5D1PkdXqPncSUYhhUEMh4dIlR4JbT0wmiQmGD9d+7Lp1vd9DU1ICnAC2Vy8ZurnnHkmqFxkpBSaXLJFyERouxqlTjvudOyaTjIC58/XXUrfyCKriOmzCdfgR6RiLV/BfdMFnSMMBzP2tBfbs0fCaBg3yfqE7dZLhIU/DXUajvGk1ashQ19VXA5dfLrmJ3njD+zncBTxmsyzzNpmAOXM8H8Odu++WpHolNRR06pQkJXzpJcc2pSSB4LlzRSNtq1UCmqFDS+b85cvLMKKn4UCDgaUlKHwEqOcoJHD4KXR99522XvvOnX1fEbt/v+ehLaNRqfT0UnlZpSo72/v8XrNZqaeecn8MrXNmV63S0KALFzwvb7/uOqUuXZL9atd2P3PbvjTN1WNujl1korC7F5KY6GjvmDH+DUP5M9ykZYjn5Elp1w8/aGvH4cPF+vzk27dProu7ccyJE0vmPETFwOEnCiutWwP167ufP2s0yojMF1/Il3ZfpKU58tUV/pJvn5M7bJjPTfbq8GFg5Ejp4TeZpDdo0iQpaQVITc7XX5d8bJddJvn20tO1Jwxeu9Z7p4XFIl/6C7Zp5kwpKL5iheRW09LpULGihgbFxEhZhJEjpXikXXKyFCT98UfpDouJkcbbSwiYzY5ussREKdzpis1W/KzDBXvA0tOlq+rmm7U/39fzx8Ro289icUy03r7de0+dzQZMnSq9Y8OGyZvpb0HSmjWBjRsl63NBSUnSM+apZAlRqAlQkBUS2FMT2n7/3fUXRqNR5mOeOlW84y9erFSDBo7jJiTIvMtz50qk+U7+/FNy5BV+LSaT5Djbs0dSrxgMzj0lRqMsxz50yPPxN270vprYaFTqgQdk/9xcSZFjT5djf+7ll8vqcXfHMBikU8XnSdQXLyq1e7dMRHX3ZJtNqbVrlRo7Vpa9f/qpUvffr2x+JALU1FNjNit1332Oc+/ZIx+68+flAqWnl2zvS2SkJEiaP19bT83YsdK2d9/1rYfHfr2uvFLONWuWUh9/7N8He88epZYvV2r9eulVIwoRzFPjAoOa0PfPP0o98YQkxTMalapRQ9KglNRbZrMp9e+/Su3d65z6pCTZbJJixV3QYTbL6/L0eJs2ns/RsaP3oKZjR8dr7NnT9ciJPbWOp+N88knpXCdXbI0a+RVAaB5++v57ufHXqePYVq6cZHOcO7fkAhqzWZbdKSVJA73tbzQq9frrsv/hw/7nvyn4ExsrmSwDtqyvmC5elBVlmzeXzjcNCmscfqKwlJICvPaazJ+0WiXfylNPAfHxJXN8gwGoVg2oXdu/sk1abN4MbNvmuYD4P/94fnz9eln040pOjsxV9TTaYDIBV1whr/HPP2XRkKuRE5tN7oB160rdSftzARlBWrBA0u54dPasjGsVt34UgGOXEmGFhhnj/pg+HVi3DujdG2rvXsf2CxdkBdKgQSVzHpNJKsmPHy9/V6kiK5085SYyGh0VxZOTJbeOt7FFb86dA0aNKoEkTKXMYgGee05ed7Nmksfp8stlGNPbTHiiQhjUUJlksQCffw48/7wEUX//XXLH3rJF20oubzZtcr39wgXvUzsMBlnKDkgBUE+LW2w2YM8eWT09b55MNVm8GDhyRBZpubVunRRpTEyUytZJSXITtU8a8sN7uQ/BCOX3890ymYAWLaCefhoAYFCFzmGzyRr5ktCyJfDDD5L4zy49Xd4Ed4HK2LFA5crShnXrpIp527bymP15nt5ET8aNk0g7FCklH7IJE6Qwrd25c7JS7Y47SiRYprKDVbqpzFm/XibPHj0q9wmbTb4U2ot7ly9fvONHRsq/1cXl7h522WUSR3iaUGyzSe8LIPcKLfNOAUkcrMWJ6YtRcdhDUDAiv/8hK0smr371ldzUL7tM28EKmHq8B7rhRdTAP4hACSYOstmQ0+YORBfnGCaTzGbfs0eCD7NZussMBunOuucemfVtnwBdULNmMjm6Xz+JHu1iY6Uq+8GD0oV4/LjzMu5mzeSNzMsDUlOlR8nX3gurFWjVSiqG27M/h4r//c99JmqbDfj2W+lm7NcvsO2isMWghsqU7duB2293LLApeP/49FPpBfnyy+Kd47bb5D5X3MDG/kW9MJNJ8vO9/LL7ISh7ZQNAVn95WxgTHS0dLVp8PDcLHYf1l/Og0IHtCfOee04SxfnIUL4c2pxbj8/QFc2wFQoomcEopRBz8Uzx+oCqV5fVXRERkk/o0CHpXeneXYaYvLn+ehkL3LgR2LtXhqi++04CQXcfmG3bJNHQ1q0S1KxfL7/7swps3DgZk7z/ft+fW1rmzJHg0F3mS6MRmDWLQQ1pxuEnKlNGjpTebFf3BKsVWL7cuUyQP2rUkJ4gd1MoDAbguus8T5kwmaTDw50xYyQvXeFz2I/5xhtyvwWkd9/Tucxm6SzQsvr411+BdQMWIRo57oeJrFbgnXf8Gja4/37giCkFzfEL7sJnsMDDPBQ/FCtAmjtXIr/LLpOU1s89J2/k6tUylnn+vIYGGCS4efhhGWKZOlW2u4uArVYZzps0Sf4eMsT/Ze1GoyO3Qaj46y/PqbxttpIdGybdY1BDZYLVKnMv16zx3INiNssclOKaPdt5SkTB//btK73ud97pub0DB0oKla1biz4eHy8Z/4cOdc7437Sp3F8HDnRsq1LF/b3MbJY8OlpTkbz+OlAfO2Hx1smblSXjez4aNkyG74xGA75EF3TECtiA0phl45vISLm4dr/8AjRqJPNnevUCunaVya0vvKCti04p6WrTMhnYZpMZ2xcvSmbfLl38m7Rls0lUeuqU788tLUlJ3q9BhQqBaQvpAoMaKhNeeEF7YWStye88KV8e+OYbCV569JD5jv/5j/QCzZ0LlCsnhY+9rcDasEGmVbgKSi67TL7onzghoxkZGXJ8VwWsR44E3ntPRjDsjEa5P27eLNM5tFixAshSsTBoCDOybeVx4IBjwrIWV1wh+fDsufvWmTvgOcPE0loPpY3JBDz0kExkAoAdOyTaLLw87dw5WfE0dqz3Y545A/z+u/ZeF4tF6lmYTMAnn0hAVLAeky9BTsEetEuXZE7LAw9ICYsxYwLbM9Kjh/eSGQ8/HLj2UPgL0BLzkMA8NWVTTo4k2tOS2sNkUmrSpMC0a8kS39KOrFxZ/HNarUr9+quUpfC13IRSkhyxGX722FALjGpnpRvyU62YTEp166bUzp3az3PhglLz5knCwEGP2dTfdwxy5H+xHxRQqlYtpWbMULnff++cpyYiomRKGtizJdpLGCilVJcunvPIGI2SDMmT48d9b0vhD4DVqtSxY5KV8qeflKpSxfsx4uOVevllpTZskMSI9nw9Bd8sg0Gp117T/mYVR06OUvXqua5abzZLdsgTJwLTFgppTL7nAoOasmnDBu33DaPRezbfkjJzpm/31vbtA9MuT+68U9qyCreqPBS9sVsBZYVB3W5cVeT+FBur1Natvp/z8GG5n/8yY7PK6zdAqbZtlbr3XskK+P9Zb3Nzcx1BzQcfKDV+vFIjRxYvoImJkeOcOeNozJkz3oMlo1ECB09sNgnItBTesv98/rn74x044Dk1dOEPEyAZjz0FZwkJ8lqqVFFq3DgJxPxhsyn15ZdKdeigVFKSUikpSj3+uGTAVEqi65tuclw7e5saNlTqr7/8OyfpDoMaFxjUlE2rV2u/b0yeHLh2ffONb/dYk6locthz5yQJ62+/KZWXV/ptXrr0/7/w46xahVuVAtQlmFUuIpQVBnUB0ephwwK37W/SxPPxN26USgYxMRIIJSY63/cTEqQnzWp1fp5TUJOb63jgyiv9D2oqVSrawL/+8v68iAhJi+3N9Om+BTWeurpGjy6ZLMSePnwpKZLy2xc2m1IDBzoHU4C8udHRSq1Z49h361bJgPzii9KVGC6ZkCkgGNS4wKCmbDp2zHXvduGfZ54JbLssFqWqV9d+XzMaHf/OZ2crNWyYZPi3P161qlJTp5bevcBqVeqGG5zb2xyb1Yt4Ur2JQWowpqvLcNrr69iyxfXxFyyQY3t7rwwGGZYqyG1Qc++9/t/IIyKKNvLsWW1Ft155RdsFfeghbW/8tde6P47NplTNmqUX0BQMRG67zfvrKmjBAs+vKza25GqgkK7ptkzCW2+9hbS0NERHR6NVq1bYHKqZMilkVK4MdOvmfom1ySQLWSZODGizYDLJymeTyfs8T5NJVgIbDJJ7rV07ycN24YJjnyNHgCeeKJ2K44Dkjvv+e7kj2f2CFhiDlzAEb+EtDMFZJHo9zq5dRbcdOiSpSJTyvMIXkH1mz5YULl5VrOi5PIEnrrIfJiQAd9/t+ZgGg0yA9WbJEu/5A4xGmVU+c6brx0+ckBL3+/d7P19xWSwy+92XicSvveZ+dZPNJsvgtc7g95fVKksCH35YkiQ+/bQkOyRd8jmo6d27NzZs2FAabfFqyZIlGDFiBCZMmICtW7eiUaNG6NChA44fPx6U9lD4eP11qfdU+N9Xk0lWES1e7N8q2exsKYuwY4f3BHeudOggK6SaNfO8n9UqAQsguch+/tn9+d58U1Ycu2OxyAKaO+6Q5Le33ipJW71VCVi82P9M/YXPP2cOMGUKsGyZLMCZM8c5WPLGbJaSDl516uTfGwPIB8aVSZMkqY+7wOapp2R5tyevvy4rqgrWoAKcP4QGA9C5M/DTTxJ1F2a1ygco0F/sXOUYcOXSJYk8va1u+vHHEmmWS0ePAk2ayJL7RYvkA5eeLiUspk0rvfNS0Pj8T1RmZibat2+P1NRU9O3bF71790Y1retBi+m1117DgAED0LdvXwDAzJkzsWLFCrz77rsYM2ZMQNpQmFIKefb0tBSyEhIkc//MmVIKISNDVuj27AkMHiy19HzJFZeVJeVqFi6U9CGALIv+739l6bYvAdJ110nbFi2S3GoWi+M+YE+2+sQTUg7IHgBERLgPAsxmWTZ+zTVFH7twAbjvPlkqbjLJffHvvyUb/fTpknzQvpy6sMxMuQdFRGh/bYVFREjeOptNjmW1SmdKSor8rbWGo8HgXEPzUoE3r+DvaN9eShf8/bf3LqDCnnzS9Yeidm0JSsaMca5zFRsrAc3QoZ4/TMePy7JvdxfSZJI3acoUR44WV8f7+mtZFu7LhSsJJpO2/1ny8rx/WEwm7cfzlVKSs2DvXkc7Cl6nJ5+UD17nziV/7jIuIiIChpIogOcHg1K+fD8SJ06cwMKFCzF//nzs3LkT7du3R//+/dGlSxdEFOdfPA8uXbqEcuXK4ZNPPkHXrl3zt/fu3Rtnz57F559/XuQ5ubm5yC3w9TMrKwspKSnIzMxEfAmVfb506RLS09NL5FhEREThbuzYsYiMjCzRY2ZlZSEhIcHr/duv8D4pKQkjRozA9u3b8dNPP+GKK65Ar169kJycjCeeeAJ79uzxu+HunDx5ElarFVUK1VipUqUKjrrJXJqeno6EhIT8n5SCyaqIiIhIV4o1Qn7kyBGsXr0aq1evhslkwp133okdO3agfv36ePnll/GEfRJAkIwdOxYjRozI/9veU1OSIiIiMFZLBlEKup49gS++KDrEbzLJFIkff5Shdm+uukomtrpjNssQy0svFa+97owZA8yY4XmqyIcfFu1VX7VK5kl6M3u2TPdwZdIkSWarVbVqwIABMrrw4oveE+jah8S8ueUWmftp7+G+dOkSXv3/ApojR4707VvisWMySclgkGrWlSq537dvX9iWLoPR6nooS5nMMAz4D/DKK+6PMWGCDF95Gg4zGmXmt6eS8c8+KxNx/Z0z5I39zbCPgXbtKmO3vn4DnzJF2lqwcKXRKOOcy5e7ni9UEkaMkIlX3qYH7NkDVK1aOm0oo0prxEYLn4OavLw8fPHFF5g3bx6++eYbXHPNNRg+fDgeeuih/C6hZcuWoV+/fiUa1FSqVAkmkwnHjh1z2n7s2DFc7mZSXlRUFKK85aEvJoPBUOLdbFTyfvkF+Phj14/l5cm/ta+8IquRPFEK2LfP8z55ebJPaX0shg+Xf6uzs4vez8xmmUvTpUvRSb1Go/d/3wF5ja7a/ttv2u4RBV28KIHNX39JQOPtuXFxUkHA06C4wSD3W3f/a0dGRvr2/2RKinPJAQ8sa75F5MUc9zvk5cG6Zj1Mns7fvbvnwpImk0wATvSykuw//5FJr77PINCmbVtpS7VqUrDsuuv8m00/bpwUOnv7bZlVX66crCDr27d06zo1aSJLBD1JSpLXVxIz4Ck0+LpWvGLFiioxMVENGjRI/frrry73OXPmjEpLS/P10F61bNlSDRkyJP9vq9WqqlWrptLT0zU9n3lqyq7hw73nP4mOltwx3sTFeU/n8fDDpft6tm2ThLT289lTp7Rr55zRv6Bjx7RVDrj77qK5bk6eVKpiRd/zu9lz2lSrpi0dy/79Sj33nLbjHjjgaJ/bPDUl7HRcDa+NO1bNS4ZBpeQiu3ozDAbJj7N5s7YGvfyy84UuyZ99+4p3sYLt3DkpC+Hu2hiNSk2cGOxWkkallqdm6tSpyMjIwFtvvYXGjRu73Oeyyy7D/lLImzBixAjMmTMH8+fPx59//onHHnsM58+fz18NReTOiRPev9BevChpM7zp0cPzFzuLBXjwQd/a505urqw6Kjxs06iR9JqvWiX5dSZPltWz//ufrCZy5dw5bfUTly0DvvvOeds770gPiq8jHfZrfvSo5wU6JpOMbqSlaRsCVEq+9AfaV+p25Hno4LbAhFXG270f6IMPpMfGYJALY/9AVaokQzItWmhr0KhRku+mQQNt+xfk7g0xmWSdf82a2o5z6ZKsMPrnn9LrNfJH+fJybcxm5/9h7df8hhuA0aOD1z4qHQEKskrM9OnTVY0aNVRkZKRq2bKl2rRpk+bnsqem7BozxntPTXx80fT7ruzdK4lQXfVamExKXXedtuN4snGjUp07O77MJyVJxuPsbP+P+eST2npqzGalevRwfm6zZiXXAVD4i7PJJOUQ7GV+tBb6tJdC+vVXpd56KzA9Na0Tdqg8mJTVRYOsMKgcRKk7rj6o/YB790r24Wefdapl5TObTamMDClEqfWNiI4u+j+F2SzlIex1mTy5cEGpp55S6rLLHM+vW1ep+fNDq8TBr79K5ubISGljrVpKvfqqUhcvBrtl5AOWSXCBQU3ZtWuX53/fTSalRozQfryff1YqNdVxH7AHOHfc4Vz/0B+ffy7HK3y/MZmUatpUqaws/457ww3a73ctWzo/t169kglm+vWT+17BbXfeqdTu3Y5zHT3qfZgrKkqG4K67Tv6OjHQENffck+vTe/Djj0p17y4FoatWVap3b/elHNq1U+pBw4fqEsxOBT3zYFI5iFKdjCtUv36+vjMl6J9/tL8hW7bIC7d/0KKilOrf33lcz52LF+UDVThKtkesga45ooXNFpgCaVQqGNS4wKCmbBsxwn1AU62a3Ex9YbUq9dVXSj3/vNTh++OP4rXPalVqxQrHF0p3bX3ySefnZWZKbcQbb1SqcWOlevWSG3Vhbdpou9cZjRKcKSVfcl98UQoma+nl8XbcadPk3rJjh9Qs/Pdf5zYeParUkCGee9UMBqW6dJG6Wfb9IiIcQU10dK5q0UJbp8fUqY7rWrCzwmBQ6t13i+5vL+hZE3+rlzBK/YQWaiNaqkkYr6rhkAIk4A2qqlW9vxlVqjj2P39eSqHn5Gg/x+uve5/HU9z/IYgKYFDjAoOass1mk+CjYkXnG+Rddyl16FBw2/bDD3Kf0RIcJCQoZR9h2b1bqeRkeR32e4z9Rj9ypPMowEsvaQ9M3n7bEQSZTCVXANrTDT8jQ6kaNfw7V8GgJiIiVwFKffyx52vubUKy0Vi0MLbNJj05BTsl7PsCSo0f78+7L8c9eFCpv//2fwQq37vver9gL7xQvHNceaXnoMZs1lapnEgjBjUuMKghpSQg+O47pb75pmhPQTBs366tinjBn4MHZaVW7dqeg4CCvQ0nTsjKLU/3IqNRvuhXqVKyC2rMZqWaN/d8HR56yP/gqXBQYzIp1amT+3NNmKCtzUOHFn2u1arUzJlyX7fv27SpUosX+/7e22xKzZ2rVJ06jmNVqKDU008Xc8rHgw+6flEGg0yQOn++GAdX2t4oe3cfUQnQbZVuouKKjJSFD7feKikqgm3cON/LEsXEAF99JSWN3K1IMhgk75lS8nelSsDKlZILxl26EaUk59uxY47n+cKenqXgwhqDQfKsuSs0DQCnTgEffVRyeeSsVnkNrmzbJrngvLFYgPXri243GiW54q5dUvopK0tWYnXv7ns7x40D+vd3rmt5+jTwwgtScNTvkkiLFklhsoL5d+Ljpd7Rt99KrhgA+PVXSeD36qtSOFPrm+4pKSAgK6jcFREjKkXMOEQUROfOAStWaN/faJTVvklJwJo1UqfPXUI7pYA//5Tl7JUry7bWrSUx4LvvSj3Ekyclx5vNJsu4/Qlk7MxmWcp+441SKfyPP6RtSknQct11km9tyBAJYA4fBqpUAXr1kuvga2DnrS3ulobPmuWc3NYTd4W4AUew5q/t2yV3HlD0uttsElDNmycBlF969pSfo0clX0FysiPqPHIEuP9+4PvvHRGozSbl4j/5RNbWe/LAA/IhcncRrVagWzf/2p2dLdkaIyOB+vU9vwlEhbCnhiiIvGXPLcxmA8aPl9+19moU3q9iRUlvsmaN3Fg/+0yqBBSXxQI89piUYjhxouh58/KkBMM118jNfOFCyeJ89dUlX1LCYpGEu65s364toDEagds1pJzx1+zZ3hPZekuIq8nll0uQYg9oLlwAbr4Z2LRJ/rbZHAmMtm8HbrrJufq4KyNHSkTtKteN2Sx5c3ytfp2ZCQweLBF48+byQUlNlQi5ONE2lSkMaoiCqFIl7V9ETSap+dSpk/zdurX3sgM1akhviCdffilf5P1lH8oaOhSoXVvuR4cPe070Z7VKYGEPLpYuBS67zL8s/K7cfTfQrp3rx7yNnNjZbJLFv7Tup7t2eQ6ulJIEiyXu/fdlvMvVyS0WefPmzvV8jCuvBL75xpHpMSLCEaE1bQqsXi3btDp/HmjTRrrRCn4YDx+WD9aoUdqPVZKUAjZskIJnr70G/P57cNpBmjGoIQqimBhHkOJJWpr8+z5woGPbPffIl1p3QZHBIHWiPGXyBaS3yNs+nqSmSlmfV14BbrtN5vn44/z5kgkgKlWSRLLuAqTq1bUf68knJWNzQceOSU/TvffKcNuCBf4FhfHx3q97bKzvx/Vq4ULPj9tswPz53o9zww3Av//KxR4+XLLz/vCD9ADZ6/EdPy4Th6pWlaCnWjUp6HnqlPOx3nxTiou563589VVgxw7vbSpJO3dKN+LNNwNPPSWBVcOGMhnv5MnAtoW0C9DE5ZDA1U8Uig4e9JybxmBQ6ttvXT/3p58kE3LBxSj237t311bL6ssv/VtxNHWqLEG2Z0/+6KOSWy1VnNVPI0Z4zih8yy2+H3/XLnnukiVSmslolPfFfq2rVVPqzz+1v+dKKbVokX+rr4pNSybF5OTin2f/fjlO4ZVSJpNSaWmSG8fOnsnS08UYNqz4bdIqI8N9sTOTSakmTUpg7T35gqufiMJEjRqyesZVsfnoaJm3edNNrp/bsqX0iI8aJb05lSrJRN2PPpIFMFqGtm6/XYaofB36uewymYxr723Qer7S9sgjnh/PzPTteGaz1L76+WfpmbFYpDNDKUfHwtGjMtx14YL2495zD1Cvnut5NfYq5MOH+9ZWTa64wvMbZTTKOGJx9ekjPTWFe1+sVunhsb9RSkndKE8sFpnhHijTp8u8Ilc9R1arrBr7/PPAtYc0Y1BDFAIaNJAFKWvWAL17y4qgd9+VXvp77vH83JQUGQ7Zv18m6K5bJwtPtA4pmc3AnDmOOn9aXX2189+nTpXckuzCCtck9MRbHca6dbUfC5D76d69MgJiNLoeIrNagYwMGYnRKipK3u9rrpG/jUbH9a9USYqTainu6bNHHvH8Rtls3iNDb/78U5aOu5s0ZLFIToKDB+WDFx/v+Xhms0TRgbJggedrZDJJUVIKOQxqiELILbcA770n/6b27etIJ1LaOneWit9Nmmjb39X9pU4d34IFXxScVOyKL71Mjzzi2/Jxs1mWbn/+uefnGY1SYNsXkZGyPB9wXoRUp45zipkS1bEj0KWL64tmNALt28uS7eL45Rfv+ygFbN0qv/fo4fnDY7FIN1mgnDnj+XGrVb5BUMhhUENEAORe9ssvsuLmo48kf427UYrsbBn6euUVx7b//Md7sOCqx8VsLv6wldYJxvv2AcuWaV8BBchruvFG75OBbTbfJgxfvAi0bSs9MoVt2iTnzMrSfjzNjEbg449lAm/BRDuxscCIEbIcrrjRqX35uNb9Ro6UWfOuPggmE3DttaW7vr6wmjU9R8pms0SeFHIY1BCRkyuukOGrX391/4Xd3jM/apQMdwFy3/GUVTcuTu6b0dGOe2ZkpOSHe+SR0p+Ps369DPO9+aastNLKPrznjckkq5m1WrxY5kO5GuWwWIADB7yvrPZbRATw3HMy5vnTTxJFHT0qKaijo4t//Ftu8R4YGY3yoQBknG3dOsfSNLPZMRZ3660yVFWcJXq+KrjM0BVPiZAoqBjUEJVR2dmS9+a22yTnzeDBzqtmU1Mloaune4nZLOk7AODQIWDtWvf7Z2fL3Mtz5+RGHh0tZRvmzQPGjpVj+Zunxtv9LjtbhtguXvR93k/lytqXqfsyFWX+fO/tfu897cfzS0yMdLm1auVb95U3SUlAv36eX6BSMrvaPuG2WTPpSlu5UtbRv/iiRH0rV0q3YSD17y+pu11F2gaDjA1ff31g20SasEwCURm0a5d8mT56VP5WCti8WfLNTJ4sQQYgvRuekugVrI80frxMFva0v51SEmB07ChTE1JSJAHfPffIMe2Bh9ksvxsMno/r6bF//5WRi3PnvLfLlVOntJVVmDbN9TyYLVskT53FIrFD+/Zyrz9+3HO7lZIg86qrJFgaPNh5VCcnRzowjh2T9C933KF91CcgXn9dkiu5qwNiXz724IMyy/qyyxxpnAM51ORKTIzM4h47VrrLcnJke1ycZJdMSZEerlatSi5jJJWMAC0xDwnMU0Mk6TVq1PBcaHnpUtm3fXvvKU1iY5X69FP/c8x06eJo28GDSo0dK4WkGzdWavBgOb63iuEJCY48NW+/nZtf4fr4caWqVy9exfHYWG1V1E+ccL7OR48qdeONjtQm9mPUri2V2Tt29K0qeYUKkhdIKaVmzJD8RIDjtVWooNT775f6x8c3VquUfff0wgwGpaZNC3ZL3cvKUmrePKUqV5b2RkQ43sxWrZQ6ciTYLSwTmKeGiFz67DNJC+JuGMZoBJ55RnpslPI+X7JRI6mN6K8vv3QsNqlRQ877yy8yp6dFC+lh8TYRuGB+mOHDpRfq/HlZhn3kiPaJxK6cP++9lyYtzVExAJDq2u3aARs3yt/2shCAzJVp0wbo2tW3obDTp6VjYMQIqbFln0Rsf22nT8v8pI8+0n7MUnfhgrwBnhiN0p0Vqk6dAoYNc2RBzstzvJlbtsgb7Xc5dSppDGqIyphVqzzP4bTZZCrD00/L3E1PAYF9qKg4QYPNBnz6qevHduzwrYQQIG356SfJbD9nTvFz53h7bQaDrFTavt2xbelSqVLuKhiyWiUg+eMP3xcZnTwJTJ3qeZ9Ro7QNAQaEljfPYAixcbNCXn9dhp/czejeuVOW1FFIYFBDVMZovckXzJtSmP1m/NxzMhenODdR+/wSV8qV8y9gslolC/Dp0/63SyulpJxSkyayyvc//5HyRp7myFqtMkHal3w5Wv3zj6OHKOiioqRbytPSNotFJleFqg8+8J6gaPHiwLWHPGJQQ1TGXHtt8XovTCYp5rhpk6woKm6vgM3mPtFcly7+3/gvXCjZBT1a7N0r80r/+sv7dTl/vvSSFYZUXrgxY9x/4MxmySHQuXNg2+SL7GzPj9tsvtfeoFLDoIaojOnRQ/LF+Jv2w2aTOlVjxgCNGxe/PbGx7ktBNGsmq4X8zWHTubP3wOGNN0ovuHBHS2WA4qhRo/SO7bMOHYC33pIPnP2NtH/4UlJkaVig3wBfXHGF94lldesGrj3kEYMaojImNlamAERG+ncvUUoCge++07a/0SijEO7uC6+95rlH5eOPJY8O4MhIrCUgq1ABeOEFWSnsKigyGoG77waGDAEeeijwxTjvv7/kh5+MRqnJVaWK5MGZM8dRiSCoBg2SZD+jR0uked99Mqzz55/ei3UF26BBnh+3WIABAwLTFvIqhMNjIiot7drJxNY33pCg4eJFSYZ38qT2PDPehrAMBkcAdN11kmdl0ybH4zVqSKbehx7yfJzLLpNcON9/L23NzpYvxitWyNwRV+0wGIAnnpBEtT/8IKuCfv7Z8bjZLPehqVNl39dfB7ZtcyQfLM7EZ2+MRrker74qJRL27y+ZQqD2gpjVq8u1Lfg+Nm8uVdSDmtk/LU2izHDTr5/Mmfn+e+eLav+AjxjhWyppKlUGpUrzf9/QkpWVhYSEBGRmZiK+NPt+icLQxo0lmyS1YUOZMHvvvY5tu3bJTbxCBVmuXZzM9ydOyL3k33+BiIhLGDdOahm88MJY3HxzJL7+2rn3Zds2WSYeHS1DWvZCknbnz8vk4lmzJDtyxYoyx3X+fP/bWFhcHNCpk+SWq15dkubddptM7rXfI41GuXfa/9aqUSPpfduypWhgajLJNd+2DUhOLrnXU2bk5ACTJkkKbvv8mbQ06Xl69FEm4AsArfdvBjVElO+xx4CZM4t/nLfflvI5pflv/Zw5jrIEBYOayZPHwmqNxLp1stS6uJ58Ukoi2YMNX5lMEhzde68cZ/9+x2OXX+7ovFi6VHLyXHON3Cevvlp6cObMkffFnaFD5TocPy49cJ7aMWIE8PLLvr8G+n+5ufIGRkTIsFkg61GVcVrv33xHiCjfW2/JsEhUlOvHtQYpdeqUbkBz4QLw3/+6fsyeqnbEiJI510svSUK7li3lb1/TqlitMidoyBBJvFfQ0aNSZshkApYvl2G2N96QgAaQ7QMHyrZy5RzbAPn79dflsQYNZFm5pzlS9mXkVAxRUUC9ekDt2gxoQhTfFSLKZzRKMHDmjHz7j411PBYXJ9l6vXVyVqoE3HRTqTYTX37pyKjris0mWYl37Sr+uQwGqVq+caPMCc3Lk0DHl+e/8oq0yV2/+IgRnpPSDh0qAdCCBZJxecECqfk0bJhjn2PHvE889pa359gxubbLl0sC3V9/ldqSo0fLvN6LFz0/nyjYOFGYiIqIiZG5JdOmSXZhpaQ3oFw5WYXrqRdk0qTSTxCbkSE9Ft4m2GZkyBfrkmLvJenbV4pInzjhfUhKKecyDq6cPg18/TVw113u94mLA3r1cv94jRreC29Wrep6+9mz0pO0eLHjmtrn9JhMEuzm5Ulw9eGHskqbKBSxp4aI3IqJkQm9LVs6hj+GD5d5IJGRcuOLiJD/RkdLj4Sn+R8lpWpVbSuG3N3EiyshQUpIuEsa6I+MjOI9v29fzwGNyeR65XFOjtTKKhjQAI5eJatVAhpA5sh27hwiy8SJXGBQQ0Q+MRikrtKRIzIh+KmnZHLxkSPAyJGBacNddzkPjRVmNMrKqKuuKr02XHWVZBD+4IOSOV5xA7CWLaUnx9VcJoNBcgFddVXRnqUFC2RVlJYg0T6Elp5evLYSlRYOPxGRXypUkEmswVCunMxrGTy46GMGg2MeS2nKy5O8Pp07yzyikyf9P1ZioizzLg6DQSYCp6XJsGHh7P4XLgDduwP168tQl72X6Z13fDuPxSLJG/PyfC82SlTa2FNDRGFp0CBg9mzJJ1NQWhqwciXQtm3pnPfUKUnsV7Gi5HxJSNCWjdgebLniacWZL0wmmdP01VfObVLKMTT111/Arbc6hpT+/df3ZINWqwxbEYUaBjVEFLYGDJC5KMuWObb99pvctEvDyZNAq1bA9OmOnhClZNWQJy+8ICuKUlOdtycmypylJ56QVWV33imlkIpr+nT3AZTFAuzeLaucAMmV4+vy+0qVPA//EQULgxoiCmuRkc5BTGnmxxk3TnLN+FLW4OGHZd7RnXdK+aNvvwXef1+WY585I8umMzMlSPrmG1lZ9Oyz/rdRKQnyPE0aNhqBJUvk9379fDu+PXeOP2lazp+XIDQ31/fnEmnBoIaISIPsbJlU62udpoI1p4xGyeHTpIn0pgDOwYf92BMnSiI+f9hsjqElT/t88olkOO7TR2ppaRlCM5lksvGoUb61ads2KR4aHy+lIRITJTAq7oovosIY1BARaXDwoH/J53bvLrptxgzPPR1mswQ9SgE//ihzbuw5g7wxmbRldLbZpATEggXSe3T77UWfUzDRYmys5LL5/nvvCRgL+v574NprZbjLvvIqJ0cmKDdvLnWviEoKgxoiIg3Kl/fvefb8PgX98IPnHh+LRQKNxo2lxMKTT8py+YYNpb7T8eOezzlkiPb2PfOMVEJfvhzYs0eCnIULJYg7e1aCjt27gZ9+kqCnfn3pabnxRknE5yn5oNUqVdjz8oq+XqtVkhc+/rj2thJ5w6CGiEiDtDTJquzLnB2zGbjvvqLbtSyFPnMG2LlTfrfZHMHDt99KlXFP81IGDpR9tLT19GlJJAhISaNevYCePSVDscEgS79PnJAJzW++KUNGZ89K2YiHHgIefNB9gPa//0nFc3eBj8UCfPGF5DgKB1u3SpLDmjWBWrXkOmvpPaPAYVBDRKSBwSBzXbQufzYaZSjIVeHNO+/0PPxkNDovwy7IagV27AA+/dT98yMjpeele3dtbT171v1jOTlAly4y9OZq/s/HH0shVFd27vQ+odhmk2XmoW7WLBkue/99mSy+fz8wdy7QqJFsK7OUAjZvlvLvL70k46W+5ggoQQxqiIg0uvde6a2IiJCbdUSE8wRbk8nRCxMXJ4GFveJ2QY88ImUlXN3wDQbPxS8BeZ63G2lkpJS00KJ2bfePffSR5ObxNMw0darr9pYvr+3+5u/QXqBs3SrlPwoHmhaLXJfevV3PndK9f/+VCVOtWskSv3HjZLy0aVOJ+oKAGYWJiHwweDBw//0y92TPHkm+162b9HasWCHVtps3l14SV/NpACmJsGIF0KmT9ITYAwZ78ciICM9FMG02GRLypmVLWa20e7froMRolDkyzZq5P8amTZ4LZSolPRcnTwJJSc6Pdeok5/A0f6h6dVkNFsqmT5f3xt01MBqlZMjrrwe2XUF17hxw882Omd4F3+Tff5dlfjt2yIStAGJQQ0Tko6Qk13Wu2rfXfow2beTL7LvvAqtXS9Bx443Si9O5syyDdtfLYTYDV1zh/RwGAzBnjhSstFqd7zsmkxxn9mzPc2+0LPW2t6mw5GTgP/+RNrjr6ZkwQfs5gmXdOs95fywWYM2awLUnJCxYIB9gVx9Si0UmX82dG7iCcP+Pw09EREGSlASMHi0TateulaR71ap5r6llsUiwoEXr1rKs+qabnLfffLNsv+46z8+/9VbvifyuuUZWRLnyxhsymRiQwMc+dGcySaZlra8jmLRMuC7NpI8hydv4p80my+gCjD01REQhpndvYP58WUZdeOjGYAAeeEB6X7Rq0UKCpsOHgaNHpTRCtWrantuxo6z0OXjQ9TCSzQaMGeP++ZGRcv976ilg0SIZpkpLk0zLycnaX0Mw3XqrFAt1F9yZTJIJukw5dcr7hKlTpwLTlgLCoqfmwIED6N+/P2rWrImYmBjUrl0bEyZMwKVLl4LdNCKiEhcVJSUTBg0CYmIc2xMTZQXWggX+9QxUqybzZ7QGNID0rnz9taNGlP289uGm8eMdPTGe1K8PPP88MHOmBEHhEtAAkvfH3fCZ/Zo89lhg2xR0dep4Hjc0mbSNkZawsOip2bVrF2w2G2bNmoUrrrgCv//+OwYMGIDz58/jlVdeCXbziIhKXPnyMnTzwgsy79JslmGekqjm7as6dYBdu6TH5ZNPpGREo0YyTNa0aeDbE2jXXCM9NX37ytCZvcfGZJKAZvFizyvIdOmRR2S2uztWK/Doo4Frz/8zKBXEBeXFMGXKFMyYMQP79u3T/JysrCwkJCQgMzMT8b7k+SaikHbp0iWkp6cDAMaOHYvIyMggt4j0aNcuWeW0Zo0EMx06SA9NEDokgs9mk8ySn31WdBjKaARuu01qY7iaQe4HrffvsOipcSUzMxMVKlTwuE9ubi5yC6TdzMrKKu1mERGRTtWrJ71nBEep9+efl4tiz+CYkCCR3sSJJRbQ+NSsgJ+xBOzduxfTp0/Ho166ttLT05GQkJD/k5KSEqAWEhER6VxEhCzZO3oU2LIF+OUXqXmRnh6ccVIEOagZM2YMDAaDx59du3Y5Pefw4cO4/fbb0a1bNwwYMMDj8ceOHYvMzMz8n0OHDpXmyyEiIip7oqJkclWzZs4z24MgqMNPI0eORJ8+fTzuU6tWrfzfMzIy0LZtW1x//fWYPXu21+NHRUUhKkjRIhEREQVWUIOapKQkJBXOq+3G4cOH0bZtWzRr1gzz5s2D0VuVNCIiIipTwmKi8OHDh9GmTRukpqbilVdewYkCRU8uv/zyILaMiIiIQkVYBDWrV6/G3r17sXfvXlSvXt3psTBdkU5EREQlLCzGcPr06QOllMsfIiIiIiBMghoiIiIibxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHQh7IKa3NxcNG7cGAaDAdu2bQt2c4iIiChEhF1Q8+STTyI5OTnYzSAiIqIQE1ZBzcqVK/HNN9/glVdeCXZTiIiIKMSYg90ArY4dO4YBAwbgs88+Q7ly5TQ9Jzc3F7m5ufl/Z2VllVbziIiIKMjCoqdGKYU+ffpg4MCBaN68uebnpaenIyEhIf8nJSWlFFtJREREwRTUoGbMmDEwGAwef3bt2oXp06cjOzsbY8eO9en4Y8eORWZmZv7PoUOHSumVEBERUbAFdfhp5MiR6NOnj8d9atWqhbVr12Ljxo2Iiopyeqx58+bo0aMH5s+f7/K5UVFRRZ5DRERE+hTUoCYpKQlJSUle93vjjTfw/PPP5/+dkZGBDh06YMmSJWjVqlVpNpGIiIjCRFhMFK5Ro4bT37GxsQCA2rVro3r16sFoEhEREYWYsJgoTERERORNWPTUFJaWlgalVLCbQURERCGEPTVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLrAoIaIiIh0gUENERER6QKDGiIiItIFBjVERESkCwxqiIiISBcY1BAREZEuMKghIiIiXWBQQ0RERLoQVkHNihUr0KpVK8TExCAxMRFdu3YNdpOIiIgoRJiD3QCtPv30UwwYMACTJ0/GLbfcAovFgt9//z3YzSIiIqIQERZBjcViweOPP44pU6agf//++dvr168fxFYRERFRKAmL4aetW7fi8OHDMBqNaNKkCapWrYo77rjDa09Nbm4usrKynH6IiIhIn8IiqNm3bx8AYOLEiRg/fjyWL1+OxMREtGnTBqdPn3b7vPT0dCQkJOT/pKSkBKrJREREFGAGpZQK1snHjBmDl156yeM+f/75J7Zu3YoePXpg1qxZeOSRRwBIL0z16tXx/PPP49FHH3X53NzcXOTm5ub/nZWVhZSUFGRmZiI+Pr7kXggRBZVSCnl5eQCAiIgIGAyGILeIiEpSVlYWEhISvN6/gzqnZuTIkejTp4/HfWrVqoUjR44AcJ5DExUVhVq1auGff/5x+9yoqChERUWVSFuJKHQZDAZERkYGuxlEFGRBDWqSkpKQlJTkdb9mzZohKioKu3fvxg033AAAyMvLw4EDB5CamlrazSQiIqIwEBarn+Lj4zFw4EBMmDABKSkpSE1NxZQpUwAA3bp1C3LriIiIKBSERVADAFOmTIHZbEavXr2Qk5ODVq1aYe3atUhMTAx204iIiCgEBHWicKBpnWhEREREoUPr/TsslnQTERERecOghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREuhA2ZRJKgj15clZWVpBbQkRERFrZ79veiiCUqaAmOzsbAJCSkhLklhAREZGvsrOzkZCQ4PbxMlX7yWazISMjA3FxcTAYDCV23KysLKSkpODQoUOsKeUFr5VveL2047XSjtdKO14r7UrzWimlkJ2djeTkZBiN7mfOlKmeGqPRiOrVq5fa8ePj4/mh14jXyje8XtrxWmnHa6Udr5V2pXWtPPXQ2HGiMBEREekCgxoiIiLSBQY1JSAqKgoTJkxAVFRUsJsS8nitfMPrpR2vlXa8VtrxWmkXCteqTE0UJiIiIv1iTw0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUlJIVK1agVatWiImJQWJiIrp27RrsJoW03NxcNG7cGAaDAdu2bQt2c0LOgQMH0L9/f9SsWRMxMTGoXbs2JkyYgEuXLgW7aSHhrbfeQlpaGqKjo9GqVSts3rw52E0KSenp6WjRogXi4uJQuXJldO3aFbt37w52s0Leiy++CIPBgOHDhwe7KSHr8OHD6NmzJypWrIiYmBg0bNgQv/zyS8DbwaCmFHz66afo1asX+vbti+3bt+OHH37AQw89FOxmhbQnn3wSycnJwW5GyNq1axdsNhtmzZqFP/74A1OnTsXMmTPx1FNPBbtpQbdkyRKMGDECEyZMwNatW9GoUSN06NABx48fD3bTQs63336LwYMHY9OmTVi9ejXy8vJw22234fz588FuWsj6+eefMWvWLFxzzTXBbkrIOnPmDFq3bo2IiAisXLkSO3fuxKuvvorExMTAN0ZRicrLy1PVqlVT77zzTrCbEja++uorVa9ePfXHH38oAOrXX38NdpPCwssvv6xq1qwZ7GYEXcuWLdXgwYPz/7ZarSo5OVmlp6cHsVXh4fjx4wqA+vbbb4PdlJCUnZ2t6tSpo1avXq1uvvlm9fjjjwe7SSFp9OjR6oYbbgh2M5RSSrGnpoRt3boVhw8fhtFoRJMmTVC1alXccccd+P3334PdtJB07NgxDBgwAAsXLkS5cuWC3ZywkpmZiQoVKgS7GUF16dIlbNmyBe3bt8/fZjQa0b59e2zcuDGILQsPmZmZAFDmP0fuDB48GB07dnT6fFFRX3zxBZo3b45u3bqhcuXKaNKkCebMmROUtjCoKWH79u0DAEycOBHjx4/H8uXLkZiYiDZt2uD06dNBbl1oUUqhT58+GDhwIJo3bx7s5oSVvXv3Yvr06Xj00UeD3ZSgOnnyJKxWK6pUqeK0vUqVKjh69GiQWhUebDYbhg8fjtatW6NBgwbBbk7IWbx4MbZu3Yr09PRgNyXk7du3DzNmzECdOnWwatUqPPbYYxg2bBjmz58f8LYwqNFozJgxMBgMHn/s8x4AYNy4cbj33nvRrFkzzJs3DwaDAR9//HGQX0VgaL1W06dPR3Z2NsaOHRvsJgeN1mtV0OHDh3H77bejW7duGDBgQJBaTuFu8ODB+P3337F48eJgNyXkHDp0CI8//jg++OADREdHB7s5Ic9ms6Fp06aYPHkymjRpgkceeQQDBgzAzJkzA94Wc8DPGKZGjhyJPn36eNynVq1aOHLkCACgfv36+dujoqJQq1Yt/PPPP6XZxJCh9VqtXbsWGzduLFInpHnz5ujRo0dQovxA03qt7DIyMtC2bVtcf/31mD17dim3LvRVqlQJJpMJx44dc9p+7NgxXH755UFqVegbMmQIli9fjg0bNqB69erBbk7I2bJlC44fP46mTZvmb7NardiwYQPefPNN5ObmwmQyBbGFoaVq1apO9zwAuOqqq/Dpp58GvC0MajRKSkpCUlKS1/2aNWuGqKgo7N69GzfccAMAIC8vDwcOHEBqamppNzMkaL1Wb7zxBp5//vn8vzMyMtChQwcsWbIErVq1Ks0mhgyt1wqQHpq2bdvm9/4ZjexojYyMRLNmzbBmzZr8tAk2mw1r1qzBkCFDgtu4EKSUwtChQ7Fs2TKsX78eNWvWDHaTQlK7du2wY8cOp219+/ZFvXr1MHr0aAY0hbRu3bpIaoC//vorKPc8BjUlLD4+HgMHDsSECROQkpKC1NRUTJkyBQDQrVu3ILcutNSoUcPp79jYWABA7dq1+e2xkMOHD6NNmzZITU3FK6+8ghMnTuQ/VtZ7JEaMGIHevXujefPmaNmyJaZNm4bz58+jb9++wW5ayBk8eDAWLVqEzz//HHFxcfnzjhISEhATExPk1oWOuLi4IvOMypcvj4oVK3L+kQtPPPEErr/+ekyePBn3338/Nm/ejNmzZwelN5lBTSmYMmUKzGYzevXqhZycHLRq1Qpr164Nzpp90oXVq1dj79692Lt3b5GATykVpFaFhu7du+PEiRN45plncPToUTRu3Bhff/11kcnDBMyYMQMA0KZNG6ft8+bN8zoMSuROixYtsGzZMowdOxaTJk1CzZo1MW3aNPTo0SPgbTGosv4vIhEREekCB+WJiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCGisHXixAlcfvnlmDx5cv62H3/8EZGRkVizZk0QW0ZEwcDaT0QU1r766it07doVP/74I+rWrYvGjRujS5cueO2114LdNCIKMAY1RBT2Bg8ejP/9739o3rw5duzYgZ9//hlRUVHBbhYRBRiDGiIKezk5OWjQoAEOHTqELVu2oGHDhsFuEhEFAefUEFHY+/vvv5GRkQGbzYYDBw4EuzlEFCTsqSGisHbp0iW0bNkSjRs3Rt26dTFt2jTs2LEDlStXDnbTiCjAGNQQUVgbNWoUPvnkE2zfvh2xsbG4+eabkZCQgOXLlwe7aUQUYBx+IqKwtX79ekybNg0LFy5EfHw8jEYjFi5ciO+++w4zZswIdvOIKMDYU0NERES6wJ4aIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS4wqCEiIiJdYFBDREREusCghoiIiHSBQQ0RERHpAoMaIiIi0gUGNURERKQLDGqIiIhIFxjUEBERkS78H4KPj8rWX2o4AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_points = 100\n", "\n", "# สร้างจุดขึ้นมาเป็นจำนวน num_points จุด ซึ่งมาจาก multi-variate normal distribution สำหรับ class 1\n", "data_class1 = multivariate_normal(mean=[-0.5, -0.5], cov=[[3, -1], [-1, 0.5]], size=num_points)\n", "\n", "# สร้างจุดขึ้นมาเป็นจำนวน num_points จุด ซึ่งมาจาก multi-variate normal distribution สำหรับ class 2\n", "data_class2 = multivariate_normal(mean=[0.5, 0.5], cov=[[3, -1], [-1, 0.5]], size=num_points)\n", "\n", "# รวมข้อมูลจากทั้ง 2 class มาเก็บไว้ในตัวแปร data และเก็บ label (class) เอาไว้ในตัวแปรชื่อ labels\n", "data = np.concatenate((data_class1, data_class2), axis=0)\n", "labels = np.zeros(num_points*2, )\n", "labels[num_points:] = 1\n", "\n", "# เตรียมแสดงผล\n", "x_disp = [-6.0, 6.0] # ค่าต่ำสูงและสูงสุดของ x สำหรับแสดงผล\n", "y_disp = [-6.0, 6.0] # ค่าต่ำสูงและสูงสุดของ y สำหรับแสดงผล\n", "\n", "# ใช้สีน้ำเงินสำหรับแสดงจุดข้อมูลที่มาจาก class 1 (label=0) และใช้สีแดงสำหรับแสดงจุดข้อมูลที่มาจาก class 2 (label=1)\n", "cmap = colors.ListedColormap([\"blue\",\"red\"])\n", "\n", "fig, ax = plt.subplots()\n", "\n", "# แสดงรูปข้อมูลเริ่มต้น\n", "ax.scatter(data[:, 0], data[:, 1], c=labels, cmap=cmap)\n", "ax.plot([0, 0], y_disp, c=\"grey\") # Plot แกน y\n", "ax.plot(x_disp, [0, 0], c=\"grey\") # Plot แกน x\n", "ax.set(xlabel='x', ylabel='y')\n", "ax.set_title(\"Original data\")\n", "fig.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "WOOlOVBJLxJo" }, "source": [ "ต่อมาเราจะลองใช้เทคนิค PCA เพื่อลดจำนวนมิติของข้อมูลนี้กัน" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 751 }, "id": "1DS2JnWQLGGo", "outputId": "a68a5607-02db-4818-9b38-d7e1b700a1e0" }, "outputs": [ { "data": { "image/png": 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///3vtGnTBldXV4xGI927d7fpKPzkyZPExMQQHh7O7NmzCQoKQqvVsnHjRubMmVPlI3kHBwer08tbwTVZr9FopFWrVsyePdtq2dI7JGusjT60tV4nJyd27txJSkoKGzZs4Ntvv2XFihV07dqVLVu24ODgUO5GZK0ztibcq/VRFQ8++KB5ZwsQHx9vHlhRXeW1s7L2m7bz5ORk/Pz8ypQrPeKwvPru5uvry6FDh9i8eTObNm1i06ZNJCUl8dxzz7F06dJKP28LW+LYtWsXffr0oVOnTixYsAB/f38cHR1JSkriP//5j93LrMl23bx5k86dO+Pu7s706dMJCwtDr9dz8OBBJk+ebNf+x1T2lVdeIS4uzmqZig6oTH2j5R0oOzg4EBsbW+7nmzRpgkaj4ZdffrE1ZLvduHEDZ2dnu0ZH12gSSk5OBjB/wTdu3GDbtm1MmzaNqVOnmsuZjuruVt5Ob926dRQUFLB27VqLo0hbLlndCzVxt39YWBg//fQTMTExNfr0AHvqVavVxMTEEBMTw+zZs5kxYwZvvPEGKSkpxMbGmk/5S9+3dffOuTz34okIvr6+6PV60tPTy8yzNq06li1bZnEvU2hoKADBwcEcPnwYIYRFG/+I+4FMlyp9fX0r3NHYS6vV0rt3b3r37o3RaGTcuHEsWrSIt956y+oOMTg4GChpc+mzsmPHjpnn2+PLL79Er9ezefNmdDqdeXpSUpLddZnY2q4TJ07w6KOPmt/fvn2bS5cu8fjjjwMlowOvX7/OV199ZXGv1OnTpy2WZ1o/hw8fLnf9mLYjR0fHKq3DRo0a4eTkVGbZtnJ2dqZr165s376d8+fP23Swa6/Tp0/bfQ9ejV172b59O2+//TYhISEMGjQI+P0oqPTR7Icffljm8y4uLkDZnZ61OrKzs6u1gVZHeXHaY8CAAVy8eJFPPvmkzLz8/Hxyc3Pvab3Whv62adMGwHwpxPSj2rlzp7mMwWBg8eLFlcZhul+pJm88Nh3lffPNN2RkZJinp6ens2nTphpbDkB0dDSxsbHml2nn8fjjj5ORkWExdDgvL8+m76S64uLicHd3Z8aMGRQVFZWZf/XqVbvrvPs2CSg5MDGNYizvVoHIyEh8fX1ZuHChRZlNmzZx5MgRu0eyAeYz77vPss+cOWPTKFFr7GnX4sWLLb7PxMREiouLzf2M1vY/hYWFLFiwwKKedu3aERISwocfflhmuzd91tfXly5durBo0SIuXbpUJu7K1qGjoyORkZEcOHCgwnIViY+PRwjBkCFDuH37dpn5qamp1ToLPnjwoMVoYVtU6Uxo06ZNHD16lOLiYq5cucL27dvZunUrwcHBrF271txh6e7uTqdOnZg1axZFRUUEBgayZcsWq5k8IiICgDfeeINnnnkGR0dHevfuTbdu3cxHNaNHj+b27dt88skn+Pr6Wl2R91pYWBienp4sXLgQNzc3XFxciIqKIiQkxOY6hgwZwsqVKxkzZgwpKSlER0djMBg4evQoK1euZPPmzRY3A9d0vdOnT2fnzp307NmT4OBgMjMzWbBgAQ0bNqRDhw4AtGjRgocffpjXX3+drKwsvL29Wb58OcXFxZXG4eTkRPPmzVmxYgV/+tOf8Pb2pmXLltV+rl5CQgJbtmwhOjqasWPHYjAYmDdvHi1btrTpxtPs7Gzmzp0LYB5GOm/ePDw9PfH09GTChAkVfn7kyJHMmzeP5557jtTUVPz9/UlOTv5DbhJ2d3cnMTGRIUOG0K5dO5555hl8fHw4d+4cGzZsIDo6mnnz5tlV5/PPP09WVhZdu3alYcOGnD17lrlz59KmTZtyj2YdHR2ZOXMmw4cPp3PnzgwcONA8RLtx48a89NJLdretZ8+ezJ49m+7du/Pss8+SmZnJ/PnzadKkSZWewGJPuwoLC4mJiWHAgAEcO3aMBQsW0KFDB/r06QOU3H7h5eXF0KFDefHFF1GpVCQnJ5c5sFar1SQmJtK7d2/atGnD8OHD8ff35+jRo6SlpbF582YA5s+fT4cOHWjVqhUjR44kNDSUK1eusHfvXi5cuMBPP/1UYdv69u3LG2+8QU5OTpl+QFu0b9+e+fPnM27cOMLDwxkyZAhNmzbl1q1b7Nixg7Vr1/LOO++Yy+/cudN8IHr16lVyc3PN8zt16mRxdpiamkpWVhZ9+/a1Lyh7htKZhjWaXlqtVvj5+YnHHntMfPTRRyInJ6fMZy5cuCCeeOIJ4enpKTw8PET//v1FRkaG1SG8b7/9tggMDBRqtdpi+OzatWtF69athV6vF40bNxYzZ84Un376qU1DbMsbEjx+/PgyZW0Z/imEEGvWrBHNmzc3Dw02Ddfu3LmzaNGiRZnypYfrClEyBHXmzJmiRYsWQqfTCS8vLxERESGmTZsmsrOzK1x+ecuxtd5t27aJvn37ioCAAKHVakVAQIAYOHCgOH78uEVdJ0+eFLGxsUKn04kGDRqIKVOmiK1bt1Y6HFkIIb7//nsREREhtFqtxbqu7vrYtm2baNu2rdBqtSIsLEwsWbJEvPzyy0Kv11f4nQnx+zBpa6/S8Zfn7Nmzok+fPsLZ2VnUr19fTJw4UXz77bc2D9F+7733LOozDYFetWqVxfTybodISUkRcXFxwsPDQ+j1ehEWFiaGDRsmDhw4YLFsFxeXMrGX/u5Xr14tunXrJnx9fYVWqxWNGjUSo0ePFpcuXSoT391tE0KIFStWiLZt2wqdTie8vb3FoEGDxIULFyzK2BqHEEL861//Ek2bNhU6nU6Eh4eLpKQkq+Vs+Y3a0i7T9/vdd9+JUaNGCS8vL+Hq6ioGDRokrl+/blHfnj17xMMPPyycnJxEQECAePXVV8XmzZutfi+7d+8Wjz32mHBzcxMuLi6idevWZYZUnzx5Ujz33HPCz89PODo6isDAQNGrVy+xevXqCtslhBBXrlwRGo1GJCcnW0wv77suT2pqqnj22WdFQECAcHR0FF5eXiImJkYsXbpUGAwGcznTOrD2Kr3/njx5smjUqJHFkHRbqIRQoOdXkmpQv379SEtLs9rXKEnWmG643b9/f5WuOihpxIgRHD9+nF27dikdillBQQGNGzfmtddeq/BGZ2vq/J9ykOqW0g8/PXHiBBs3biz36b6SVNfEx8ezf//+++pPOSQlJeHo6Gj1waqVqftP9pTqlNDQUPOzCM+ePUtiYiJarZZXX31V6dAk6Q/RqFEj7ty5o3QYFsaMGVOlBAQyCUm1TPfu3fniiy+4fPkyOp2ORx55hBkzZpS56VCSpNpB9glJkiRJipF9QpIkSZJiZBKSJEmSFFMn+4SMRiMZGRm4ubndk0fISJIk/dGEENy6dYuAgADFHjR8L9TJJJSRkXFPnoskSZKktPPnz1s8Hbu2q5NJyPT3Ms6fP1+lR1tIkiTdb3JycggKCrqnfw9ICXUyCZkuwbm7u8skJElSnVLXuhjqzoVFSZIkqdaRSUiSJElSjExCkiRJkmJkEpIkSZIUI5OQJEmSpBiZhCRJkiTFyCQkSZIkKUYmIUmSJEkxMglJkiRJipFJSJIkSVKMTEKSJEmSYurks+PqlMJCWLkSPv0UMjIwBjViX/MRTNzxBP7HdjCyaAHR7MZT3EQlDKgAHBygeXNISIC+fUveA9evw5IlsHo15ObCAw9As2awahWkp0Og8TzjHRbSrXgjOnUR15p1oNG74wjwKYL582H3bsjJAUB4eHA+tAvxmeP5+mRrOuZvZobxNcLFERwcVGTWC2e6yyy2qWLpwg6GX5jOA/n/Q8sdjKi5rGvMoQbdCD+3lcacRo2RQrT8qmpJsaMeX9V1VAH+pIYNIH1vJsNz51KPLFQIitBgRI0jRago+cPAAhXFaDD6+JFd6IQ2+woe5KDGiEDFTTzJwhsNBpzIw4ObaClCze9/WLgARww4oAKK0aAlHx0G83wBlHzDatQIjKi5Tj1W8RQhnCaOLWjuKl9aEQ7s1nTBt/gSTTmBAwaK0JCPHh3F6LgDwG1cOezQFpUwUM94jUv4sVw3jLxOcbRL+5xnMj6gAZcxPUEsDz3/5FWO04wRfEqw6jw3hTs5uBPEWfy5jAu3USMo76lj+egpULvgqs7FqNGSa9ChL8pFozKQ61Sf1T5jmaeZRLHOheJiUKmgXb2zPJWZSIvzm9AYCrmpqYeL8RbO6js41XPBTZtP8eXrGAuKyFM5U+AdiF/9IvTGfPD1hfr1MZw4xc1rxewyRvOZ8zh44AFGj4bu3UuWwd69sGABpKaCszM89RQ8/zz4+FT8u7l6tWRj//JLyMuDtm0hMhJ27oSjR8HLC559FoYORbi6kZICCxfCL7+Auzs88wwMHw6enhUvRqoBog7Kzs4WgMjOzlY6lOq5cUOIyEghQAi1WggQxTgIAeISvkKAMILFv2Ve3bsLceeOOHRICG9vczVlXrFsEbk4iaLf6hcgCtEIg6mAlQ8W4SAMqMQOOpSJwfT/n2lpdYHlxnvXvGJUlZatqF5bPmdP3dWto9J1Ve73oP5tfThY/ezd00zrr3S56rTT+NvrIv4igAsChOjBBpGPzmJ7MWK9jbYsuxCNECAmqj8WIMQzzwhheG1KyXyN5veyarUQXl5CpKaW/7tJTS0pc/c2q1KV/VelEsbgYPH6wNNlFqNSCeHnJ8SxY3/Yr71SdWa/VopKCCGUToQ1LScnBw8PD7Kzs2v3U7QHDICvvgJD2aNrAeUe1ZZWPOllGq14n8xMq1XhyxVOEYqeOzhgrFbI0r1jzzq/V8tPpR39WEM6TdBSaHEmWVM68R3+XGYFf7FewMEBvL3h7FlwcrKcd+cOBAeXnPZb29hLMao1/GxsQVt+pPS36+AAjRvDsWPmiwmKqjP7tVJkn9D96vz5kutm5fyQ7NkZicSF5Fy6Xe5v8nmWVCsBVbQbqnNHOApS+gH+KiCSg8QzDQ3F9yQBFaHhJWbzMu9jKG/3ZDCUXG5bubLsvJUrKfdoywq1sZg2/ERHdlldzMmT8O239rRAspdMQverXbtKrgzUAMeCXB5ySC13fgzbUFfjDKiinaPSO06pZgngsUr6vqrDkWJi2MZD7K/4oEijgZSUstNTUkrm2aEIDY9ipS7A0dH6YqSaI5PQ/aqGr5KqKqhPVUGHtSSVprrH57c21W/qvrF1ejWWWfc6LO4vMgndr9q3/214UPUVO+o5YGxb7vzv6EwxVb/oLS/H/f+hovrbS0WK0LCTzvxE6/Ivx0HJtbKOHctO79DB5ktxJo4UswsrdQFFRdYXI9UcmYTuVyEh0LNnuT2idu3c/zoCbX0P1OWs7U8YiQEHjFU8H5KX4/4YSid0AaTRnKlMx4i6yttLRRwpZs5vvULlXo5Tq0uGWA8cWHbewIEl88rb2Esxqh04Qjjb6VpmnoMDBAVBr172tECyl0xC97OkJPjTn0rOiH47KzL81h18E0/g9x1TuTuoDh3QzJ7F+vXg4mI9p2UQyABWUowDRXfdOnb3/639qE1Hwz/SpkwMpv+forHVsMqLV9w1z1jqvS2sxVDR/2uCrfVVuq5Klf39e1Bh/O1fa5+9u967zx5qqs2mWLLwphfrOUsIz/IfDKW2l8qWV3ra3e9N9byp+gfbiCWr5xAMY8eXzLx7o3VwKLlfaN26kg26NBcXWL++ZNSctY397qsLajUqn/osfnwNoLIorlaDh0dJVXZ2MUl2kkO073e5ubB0acnNqpcuYQxoyO7w5xm761laXdjEOMNcIlSpOIs8MPXtqFQlh3DTp5ccGWq1AFy4UHJD3qpVJdW2bg2hobBhQ8m8psZjvOAwn8cN63FUFXMxJJr68RMICSyEefNgz56SIbBCIJxdOBfSifirL7DiQjRPFv6HaSQQIk6hUsF1j1D+4TiNVeq/0Fe9jrGZCYQXH0ZDMUZUXHdowC8eHWietZsGXEGFoBgHThFGkUqLjzqLonp+7G34NNcOX2JQYRKu3EaFKRGrcPjt1tHfd9Zqity8yS/UoCu4iRMFqBAIIA8XbuOCAwYcKcaFW2XO/Qy/Hd2XLMMBx1I3s5YsA/itjABu48Z6ehDKaaL4ocJzAwOQRms8uEkQF1AhMKCmEA2OGMyd/QVoOUY4DhjwJosrNODfmr9ysVUPOp1eynM3P8KdHHO9RWj4F8M5RAR/5VOCuEA2bmTjQSPO4s1NtBRUGFsRGorRolMXYlQ5UCC06Iz5qBHkaT342n0YM9Rvkq/3ori45DOPeB5h8M25RFzZhMZYSJZDfdyM2ehVhTh4uOCizkdk5yCKiilU6ch1a0A9t7tuVq1XD8OJk+TmGNkt2rPI8QVyWkUzZgw8/TQ4qAVs2VJyo/TBgyWJpX9/GDu2ZPuuyPnzkJhYMsI0Lw/atCnZ4Pftg+PHSzLM4MEwciRG7/qsXVtyT+yvv4Kra8l9rKNHQ4MGFS/mj1Sn9mt3kUlIkiSpFqir+zV5OU6SJElSjExCkiRJkmJkEpIkSZIUI5OQJEmSpBiZhCRJkiTFyCQkSZIkKUYmIUmSJEkxMglJkiRJipFJSJIkSVKMTEKSJEmSYmQSkiRJkhQjk5AkSZKkmDr5kHLTM1lzcnIqKSlJklQ7mPZnde2Z03UyCV2/fh2AoMoe9y5JklTLXL9+HQ8PD6XDqDF1Mgl5e3sDcO7cuVq/snJycggKCuL8+fN14vHtsj33r7rUFqh77cnOzqZRo0bm/VtdUSeTkPq3vwLq4eFRJzY+AHd39zrTFpDtuZ/VpbZA3WuP2sY/XV5b1K3WSJIkSbWKTEKSJEmSYupkEtLpdMTHx6PT6ZQOpdrqUltAtud+VpfaArI9tYVK1LXxfpIkSVKtUSfPhCRJkqTaQSYhSZIkSTEyCUmSJEmKkUlIkiRJUoxMQpIkSZJi/l8koQ0bNhAVFYWTkxNeXl7069dP6ZCqraCggDZt2qBSqTh06JDS4djtzJkzjBgxgpCQEJycnAgLCyM+Pp7CwkKlQ7PZ/Pnzady4MXq9nqioKH744QelQ6qSd999lwcffBA3Nzd8fX3p168fx44dUzqsGvHPf/4TlUrFpEmTlA6lyi5evMjgwYOpV68eTk5OtGrVigMHDigdVo2p80noyy+/ZMiQIQwfPpyffvqJPXv28OyzzyodVrW9+uqrBAQEKB1GlR09ehSj0ciiRYtIS0tjzpw5LFy4kClTpigdmk1WrFjB3/72N+Lj4zl48CAPPPAAcXFxZGZmKh2a3b777jvGjx/Pvn372Lp1K0VFRXTr1o3c3FylQ6uW/fv3s2jRIlq3bq10KFV248YNoqOjcXR0ZNOmTfz666988MEHeHl5KR1azRF1WFFRkQgMDBRLlixROpQatXHjRhEeHi7S0tIEIH788UelQ6oRs2bNEiEhIUqHYZOHHnpIjB8/3vzeYDCIgIAA8e677yoYVc3IzMwUgPjuu++UDqXKbt26JZo2bSq2bt0qOnfuLCZOnKh0SFUyefJk0aFDB6XDuKfq9JnQwYMHuXjxImq1mrZt2+Lv70+PHj04fPiw0qFV2ZUrVxg5ciTJyck4OzsrHU6Nys7OrhVPCC4sLCQ1NZXY2FjzNLVaTWxsLHv37lUwspqRnZ0NUCvWRXnGjx9Pz549LdZRbbR27VoiIyPp378/vr6+tG3blk8++UTpsGpUnU5Cp06dAiAhIYE333yT9evX4+XlRZcuXcjKylI4OvsJIRg2bBhjxowhMjJS6XBqVHp6OnPnzmX06NFKh1Kpa9euYTAYaNCggcX0Bg0acPnyZYWiqhlGo5FJkyYRHR1Ny5YtlQ6nSpYvX87Bgwd59913lQ6l2k6dOkViYiJNmzZl8+bNjB07lhdffJGlS5cqHVqNqZVJ6LXXXkOlUlX4MvU5ALzxxhs89dRTREREkJSUhEqlYtWqVQq34ne2tmfu3LncunWL119/XemQy2VrW+528eJFunfvTv/+/Rk5cqRCkUtQcgZx+PBhli9frnQoVXL+/HkmTpzIsmXL0Ov1SodTbUajkXbt2jFjxgzatm3LqFGjGDlyJAsXLlQ6tBpTK/+e0Msvv8ywYcMqLBMaGsqlS5cAaN68uXm6TqcjNDSUc+fO3csQ7WJre7Zv387evXvLPMAwMjKSQYMG3RdHR7a2xSQjI4NHH32U9u3bs3jx4nscXc2oX78+Dg4OXLlyxWL6lStX8PPzUyiq6pswYQLr169n586dNGzYUOlwqiQ1NZXMzEzatWtnnmYwGNi5cyfz5s2joKAABwcHBSO0j7+/v8X+C6BZs2Z8+eWXCkVU82plEvLx8cHHx6fSchEREeh0Oo4dO0aHDh0AKCoq4syZMwQHB9/rMG1ma3s+/vhj3nnnHfP7jIwM4uLiWLFiBVFRUfcyRJvZ2hYoOQN69NFHzWeoteWPdWm1WiIiIti2bZt5uL/RaGTbtm1MmDBB2eCqQAjBCy+8wNdff82OHTsICQlROqQqi4mJ4ZdffrGYNnz4cMLDw5k8eXKtSkAA0dHRZYbLHz9+/L7af1Wb0iMj7rWJEyeKwMBAsXnzZnH06FExYsQI4evrK7KyspQOrdpOnz5da0fHXbhwQTRp0kTExMSICxcuiEuXLplftcHy5cuFTqcTn332mfj111/FqFGjhKenp7h8+bLSodlt7NixwsPDQ+zYscNiPeTl5SkdWo2ozaPjfvjhB6HRaMQ//vEPceLECbFs2TLh7OwsPv/8c6VDqzF1PgkVFhaKl19+Wfj6+go3NzcRGxsrDh8+rHRYNaI2J6GkpCQBWH3VFnPnzhWNGjUSWq1WPPTQQ2Lfvn1Kh1Ql5a2HpKQkpUOrEbU5CQkhxLp160TLli2FTqcT4eHhYvHixUqHVKPk3xOSJEmSFFM7LsJLkiRJdZJMQpIkSZJiZBKSJEmSFCOTkCRJkqQYmYQkSZIkxcgkJEmSJClGJiFJkiRJMTIJSZIkSYqRSUiSJElSjExCkiRJkmJkEpIkSZIU839uHjxrmxUONgAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "% variance captured by PC1 = 84.71\n", "% variance captured by PC2 = 15.29\n" ] } ], "source": [ "# สร้าง PCA สำหรับตัวอย่างนี้เราจะไม่ whiten ข้อมูลของเรา โดยการกำหนด whiten=False แต่ในการใช้งานจริง การทำ whitening เป็นสิ่งที่ค่อนข้างมีความสำคัญมาก\n", "model_PCA = PCA(n_components=2, whiten=False)\n", "\n", "# การทำ PCA เราไม่ใช้ข้อมูลว่าจุดข้อมูลไหนมาจาก class ไหนเลย (หรืออาจมองว่า PCA มองทุกจุดเป็นสีเดียวกันก็ได้)\n", "model_PCA.fit(data)\n", "\n", "# ดึงเอา principal component (pc) ออกมา\n", "pc1 = model_PCA.components_[0]\n", "pc2 = model_PCA.components_[1]\n", "\n", "# คำนวณหาความชันของเส้นตรงที่วิ่งผ่านจุด (0,0) และว่ิงไปในทิศทางเดียวกับ principal component -> y = m*x\n", "m_pc1 = pc1[1]/pc1[0]\n", "m_pc2 = pc2[1]/pc2[0]\n", "\n", "# คำนวณพิกัดใหม่ของทุกจุดข้อมูล\n", "data_pca = model_PCA.transform(data)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(18, 6))\n", "\n", "# แสดงรูปข้อมูลเริ่มต้น\n", "ax[0].scatter(data[:, 0], data[:, 1], c=labels, cmap=cmap)\n", "ax[0].plot([0, 0], y_disp, c=\"grey\") # Plot แกน y\n", "ax[0].plot(x_disp, [0, 0], c=\"grey\") # Plot แกน x\n", "ax[0].set(xlabel='x', ylabel='y')\n", "ax[0].set_title(\"Original data\")\n", "\n", "# แสดงรูปข้อมูลเริ่มต้นโดยมี principal component ทั้ง 2 อันแสดงอยู่ด้วย\n", "ax[1].scatter(data[:, 0], data[:, 1], c=labels, cmap=cmap)\n", "ax[1].plot(x_disp, [m_pc1*x_disp[0], m_pc1*x_disp[1]], c=\"m\", alpha=1) # แสดง pc1 โดยใช้สมการ y = m1*x\n", "ax[1].plot(x_disp, [m_pc2*x_disp[0], m_pc2*x_disp[1]], c=\"m\", alpha=0.3) # แสดง pc2 โดยใช้สมการ y = m2*x\n", "ax[1].set(xlabel='x', ylabel='y')\n", "ax[1].set_title(\"Original data with the principal components shown\")\n", "\n", "# แสดงข้อมูลหลังถูก transform ด้วย PCA (หน้าตาจะเหมือนกับรูปที่แล้ว แต่มีการหมุนแกน)\n", "ax[2].scatter(data_pca[:, 0], data_pca[:, 1], c=labels, cmap=cmap)\n", "ax[2].plot(x_disp, [0, 0], c=\"m\", alpha=1) # แสดงผลโดยการหมุนแกน pc1 ให้มาอยู่ที่ตำแหน่งแกน x\n", "ax[2].plot([0, 0], y_disp, c=\"m\", alpha=0.3) # แสดงผลโดยการหมุนแกน pc2 ให้มาอยู่ที่ตำแหน่งแกน y\n", "ax[2].set(xlabel=f\"PC1 score (explained var = {model_PCA.explained_variance_ratio_[0]*100: 0.2f}%)\",\n", " ylabel=f\"PC2 score (explained var = {model_PCA.explained_variance_ratio_[1]*100: 0.2f}%)\")\n", "ax[2].set_title(\"PCA-tranformed data\")\n", "\n", "plt.setp(ax, xlim=x_disp, ylim=y_disp)\n", "plt.show()\n", "\n", "\n", "# Plot ข้อมูลที่ลดมิติโดยการตัดแกน PC2 ทิ้งไป\n", "plt.figure(figsize=(4, 0.5))\n", "plt.scatter(data_pca[:, 0], np.zeros_like(data_pca[:, 0]), c=labels, cmap=cmap)\n", "ax[2].plot(x_disp, [0, 0], c=\"m\", alpha=1) # แสดงผลโดยการหมุนแกน pc1 ให้มาอยู่ที่ตำแหน่งแกน x\n", "plt.xlim(x_disp)\n", "plt.ylim(-0.5, 0.5)\n", "plt.title(\"Data in the resulting 1-dimensional space (PC1)\")\n", "plt.yticks([])\n", "\n", "# Plot ข้อมูลที่ลดมิติโดยการตัดแกน PC1 ทิ้งไป\n", "plt.figure(figsize=(4, 0.5))\n", "plt.scatter(data_pca[:, 1], np.zeros_like(data_pca[:, 1]), c=labels, cmap=cmap)\n", "ax[2].plot(x_disp, [0, 0], c=\"m\", alpha=0.3) # แสดงผลโดยการหมุนแกน pc2 ให้มาอยู่ที่ตำแหน่งแกน x\n", "plt.xlim(x_disp)\n", "plt.ylim(-0.5, 0.5)\n", "plt.title(\"Data in the resulting 1-dimensional space (PC2)\")\n", "plt.yticks([])\n", "plt.show()\n", "\n", "print(f\"% variance captured by PC1 = {model_PCA.explained_variance_ratio_[0]*100: 0.2f}\")\n", "print(f\"% variance captured by PC2 = {model_PCA.explained_variance_ratio_[1]*100: 0.2f}\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "Rl4LoYP7NxyG" }, "source": [ "เทคนิค PCA เลือกแกน PC1 ที่อธิบายการกระจายตัวในข้อมูลสูง (มากกว่า 80%) วัดด้วยค่า variance แต่เมื่อลดมิติลงมาแล้วพบว่า PC1 score ของทั้งสอง classes มาซ้อนทับกัน\n", "\n", "แต่ถ้าเราลดมิติลงโดยการเก็บ PC2 ไว้แทน จะพบว่าข้อมูลจากทั้งสอง class จะแยกออกจากกันได้ดีกว่า\n", "\n", "ในข้อมูลชุดนี้จะเห็นได้ว่าแกนที่อธิบาย variance ได้สูงกว่า ก็อาจจะไม่ได้เป็นแกนที่จะทำให้ข้อมูลจากต่าง class กระจายตัวออกจากกันได้ดีกว่าเสมอไป\n", "\n", "\n", "ในกรณีที่เราต้องการลดจำนวนมิติโดยต้องการให้ข้อมูลจากต่าง class กระจายตัวออกจากกัน เราอาจจะต้องไปทดลองใช้เทคนิคประเภท supervised learning เช่น linear discriminant analysis (LDA) แทน ซึ่งเทคนิคเหล่านี้สามารถนำเอาข้อมูล labels (ข้อมูลไหนมาจาก class อะไร) มาใช้ในกระบวนการลดจำนวนมิติได้" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "ephEbPQdseRC" }, "source": [ "## ตัวอย่างที่ 2\n", "\n", "เรามาลองดูอีกตัวอย่างหนึ่ง ซึ่งเป็น dataset ที่เป็นรูปภาพตัวเลข 0 ถึง 9\n", "\n", "ที่มาของโค้ดสำหรับ download ชุดข้อมูล: https://umap-learn.readthedocs.io/en/latest/basic_usage.html#digits-data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "ppAsnLqwTuDV" }, "outputs": [], "source": [ "from sklearn.datasets import load_digits\n", "digits = load_digits()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "hbn0MFBYquAg" }, "source": [ "ดูตัวอย่างภาพ" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 135 }, "id": "hQPdygzaUHM9", "outputId": "b70231e4-44e6-4dbe-a6f9-910c09b5ad95" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Images: (1797, 64)\n", "Labels: (1797,)\n", "There are 1797 samples.\n", "There are 10 classes.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# เอาข้อมูลมาเก็บไว้ใน variables\n", "images_flatten = digits.data\n", "labels = digits.target\n", "\n", "num_classes = len(list(set(labels)))\n", "\n", "print(f\"Images: {images_flatten.shape}\")\n", "print(f\"Labels: {labels.shape}\")\n", "print(f\"There are {images_flatten.shape[0]} samples.\")\n", "print(f\"There are {num_classes} classes.\")\n", "\n", "# ดูตัวอย่างภาพ\n", "plt.figure()\n", "\n", "for count, idx_img in enumerate(range(0, 1500, 100)):\n", " plt.subplot(1, 15, count+1)\n", " plt.imshow(np.reshape(images_flatten[idx_img, :], (8, 8)))\n", " plt.axis('off')\n", " plt.gray()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "BgZiHKU1M9mD" }, "source": [ "เรียกใช้ `sklearn.decomposition.PCA` เหมือนในตัวอย่างก่อนหน้า แต่เราจะลองให้ PCA หาแกนมาเป็นจำนวนเท่ากับจำนวนมิติตั้งต้นเลย (64 แกน)\n", "\n", "ในที่นี้จะเห็นได้ว่า PCA แปลงข้อมูลโดยไม่ได้ใช้ข้อมูล labels เลย" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "BvY-cQKws0-E" }, "outputs": [], "source": [ "n_components = images_flatten.shape[-1]\n", "model_PCA = PCA(n_components=n_components, whiten=True, random_state=20)\n", "images_PCA = model_PCA.fit_transform(images_flatten)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "82A9uVr0NDyx" }, "source": [ "ลองดูว่าแต่ละแกนที่ PCA หามาสามารถอธิบาย variance ได้เท่าไหร่กันบ้าง" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 442 }, "id": "yBXoMgn0M_Aq", "outputId": "3662571b-51de-4234-e636-000dbb29c095" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "% variance captured by PC1 = 14.89\n", "% variance captured by PC2 = 13.62\n", " It takes 29 top PCs to be able to explain 95% of the variance\n" ] } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Plot ดูว่า PC แต่ละตัวสามารถอธิบาย variance ได้กี่ %\n", "ax[0].plot(np.arange(1, n_components+1), model_PCA.explained_variance_ratio_*100, c='b', marker='o')\n", "ax[0].set(xlabel='PC indices', ylabel='% explained variance')\n", "ax[0].grid(True)\n", "\n", "# Plot ดูว่าการเอา PC มารวมกันหลาย ๆ ตัว (เริ่มจากตัวแรก เรียงไป) จะสามารถอธิบาย variance รวมได้กี่ %\n", "cumulative_exp_var = np.cumsum(model_PCA.explained_variance_ratio_*100)\n", "ax[1].plot(np.arange(1, n_components+1), cumulative_exp_var, c='b', marker='o')\n", "ax[1].set(xlabel='Number of PCs used', ylabel='Cumulative % explained variance')\n", "ax[1].grid(True)\n", "\n", "plt.show()\n", "\n", "print(f\"% variance captured by PC1 = {model_PCA.explained_variance_ratio_[0]*100: 0.2f}\")\n", "print(f\"% variance captured by PC2 = {model_PCA.explained_variance_ratio_[1]*100: 0.2f}\")\n", "print(f\" It takes {np.argwhere(cumulative_exp_var>95)[0][0] + 1} top PCs to be able to explain 95% of the variance\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "0VAmBRBINRIk" }, "source": [ "ลองนำผลลัพธ์ที่ได้มา plot ดูว่าข้อมูลจากแต่ละ class มีการกระจายตัวหรือกระจุกตัวกันอย่างไร โดยในที่นี้เราจะใช้สีที่แตกต่างกันเพื่อแสดงให้ดูว่าข้อมูลจาก class ไหน อยู่บริเวณใดใน space 2 มิติ" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "WI7Yxsx6NMMy", "outputId": "1debd6f9-8779-4676-eb3d-8f395cfac687" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 4))\n", "sp = ax.scatter(images_PCA[:, 0], images_PCA[:, 1], c=labels, cmap='rainbow', alpha=0.5)\n", "ax.set_aspect('equal', 'datalim')\n", "ax.set(xlabel='PC1 score', ylabel='PC2 score')\n", "ax.set_title('Data in the PCA-transformed space')\n", "fig.colorbar(sp, ax=ax, boundaries=np.arange(num_classes+1)-0.5).set_ticks(np.arange(num_classes))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "n66THljis0z1" }, "source": [ "ข้อมูลที่ถูกลดจำนวนมิติลงมาเหลือ 2 มิติด้วย PCA มีข้อสังเกตดังนี้\n", "\n", "\n", "* ข้อมูลที่มาจาก class เดียวกัน (ตัวเลขเดียวกัน) จะเกาะกลุ่มกัน เช่น กลุ่มของ\n", "ภาพเลข 0 (สีม่วง)\n", "\n", "* ข้อมูลที่มาจากคนละ class มีการกระจายตัวออกจากกันบ้างในบาง class เช่น กลุ่มเลข 0 กลุ่มเลข 6 และ กลุ่มเลข 4 ซ้อนทับกันเพียงเล็กน้อย\n", "\n", "* ข้อมูลจาก class ที่เหลือ ซ้อนทับกันมาก โดยเฉพาะ กลุ่มเลข 5 และเลข 9\n", "\n", "ถ้าหากว่าผู้เรียนมีเวลาว่าง อยากให้ลองไปหาวิธี visualize ดูว่าบริเวณจุดที่ซ้อนทับกันเยอะ ๆ มีข้อมูลก่อนลดมิติหน้าตาคล้ายคลึงกันหรือไม่ (เป็นภาพ 8 x 8 มิติ ที่มีความคล้ายคลึงกันหรือไม่)\n", "\n", "**หมายเหตุ** ขอย้ำอีกครั้งว่า PCA ไม่ได้ใช้ข้อมูล labels ในการลดจำนวนมิติเลย\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "9VyRRyeHQVr-" }, "source": [ "

\n", "\n", "เราอาจจะเคยเรียนมาในคณิตศาสตร์ระดับมัธยมว่าเราสามารถคำนวณระยะห่างระหว่างจุด 2 จุด $(x_1, y_1)$ และ $(x_2, y_2)$ ได้ด้วยสูตร $d = \\sqrt{(x_1-x_2)^2 + (y_1-y_2)^2}$ ซึ่งค่า $d$ ที่เราคำนวณได้ ก็คือความยาวของเส้นตรงที่ลากเชื่อม จุด $(x_1, y_1)$ และ $(x_2, y_2)$ เข้าด้วยกัน การวัดระยะห่างแบบเส้นตรงในลักษณะนี้มีชื่อทางเทคนิคว่า Euclidean distance (ใน 2 มิติ)\n", "\n", "code ใน cell ถัดมาจะแสดง Euclidean distance ระหว่างจุดสองคู่\n", "\n", "\n", "1. คู่แรกจะเป็นตัวอย่างจุด 2 จุดที่อยู่ใน class เดียวกัน โดยเราสามารถแสดง Euclidean distance ระหว่างจุดทั้งสองด้วยเส้นตรงสีส้ม\n", "2. คู่ที่สองจะเป็นตัวอย่างจุด 2 จุดที่มาจากคนละ class โดยเราสามารถแสดง Euclidean distance ระหว่างจุดทั้งสองด้วยเส้นตรงสีเขียว" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "hwFCM5tIQ5Ey", "outputId": "952a61bc-41b2-43f0-86f0-f377a02c9044" }, "outputs": [ { "data": { "image/png": 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pw6RJk1i1alVUB9iYVq5cyaFDh+jRo0eqXr9kyZI4nU4OHjwY68pzzNGAtPDzzz/TuHFjvvnmm1jbL126FNVsJSVKlizJ3r1742zfs2dPrPvLli3j/Pnz/Prrr9x3331R2yO7/sZ0ayOemLGXKVOGX3/9NdY+Q4YMSXHcIiLinR566CGCg4P55Zdf6NixY6L7Xrt2jTlz5tC+fft4m9S98sorTJs2jcaNGzNw4ECeeeaZqMdijvgmdF5KyMWLF1m8eDFDhw7lnXfeidoe3/nydpUsWZJFixZx5cqVWKPskVPNSpYsmebHvFXZsmVZtGgRDRo0SPSCQGQse/fujbUE7tmzZ+N0k0/o+YsXL+bq1auxRtlv/cyRkvc/oZ/tb7/9RmhoKHPnzo1VeaCVaSQ1NIddxAVee+01smTJQo8ePeIsyXLhwgV69uxJ1qxZo5YHSakHH3wQgPHjx8fa/vnnn6cu4ATY7fY4V+tnzpzJ8ePHU/V6rVq1Yu3ataxfvz5q29mzZ+NcZY+8Oh/z2GFhYXG+X4Bs2bLFW64W32usW7eO4ODgVMUuIiLep2fPnhQuXJj+/fvz77//xnn8zJkzDBs2DIBZs2Zx7do1evXqxeOPPx7n1qZNG3755RdCQ0OpUKECTZs2jbrVqFEj6jWzZcsW79JhCYnvfAUwduzYlH/DSWjVqhUOh4Nx48bF2v7JJ59gs9lo2bJlmh/zVk8++SQOh4P3338/zmMRERFR713Tpk3JlCkTn3/+eaz3JrnvS6tWrYiIiIi1tJrD4YjzWSkl73+2bNkA4vx843uNy5cvM3ny5GTFKhKTRthFXODOO+9kypQpPP3001SuXJnu3btTunRpDh06xDfffMO5c+eYMWNGnKVekqtGjRo89thjjB07lvPnz0ct6xb5YSSlV/cT0qZNG9577z26du1K/fr12b59O9OmTYt1pTslBg4cyNSpU2nRogV9+vSJWtatZMmSsaYQ1K9fn9y5c9O5c2deeeUVbDYbU6dOjbfUr0aNGvz444/069ePWrVqkT17dh566CHatGnDr7/+yiOPPELr1q05ePAgX331FRUqVODq1aupfk9ERMR75M6dm1mzZtGqVSuqVavGM888E5Vcb9q0iRkzZlCvXj3AlMPnzZuX+vXrx/tabdu2ZdKkScyfP59HH300wWPWqFGDRYsWMWbMGIoUKULp0qXj7d8SKWfOnNx33318+OGHhIeHU7RoURYuXBhvVdnteuihh2jcuDFvvvkmhw4domrVqixcuJA5c+bQt2/fVH8uSYlGjRrRo0cPRowYwZYtW2jevDmZMmVi7969zJw5k08//ZTHH3+c/PnzM2DAAEaMGEGbNm1o1aoVmzdv5o8//khWld9DDz1EgwYNGDRoEIcOHaJChQr8+uuvcS7yp+T9j/y/8+abb9KhQwcyZcrEQw89RPPmzcmcOTMPPfQQPXr04OrVq0yaNIkCBQpw8uTJtHnjxHe4pTe9iI/atm2b1bFjR6tw4cJWpkyZrEKFClkdO3a0tm/fHmffyKVazp49m+BjMV27ds3q1auXlSdPHit79uxWu3btrD179liANXLkyKj9ElrWrXXr1nGO06hRo1hLr9y8edPq37+/VbhwYStLlixWgwYNrODg4Dj7JXdZt8j3pFGjRlZgYKBVtGhR6/3337e++eabODGuXr3aqlu3rpUlSxarSJEi1sCBA60FCxZYgLV06dKo/a5evWo99dRTVlBQkAVELfHmdDqt4cOHWyVLlrQCAgKse+65x5o3b57VuXPneJeBExER7xF5btuwYUOy9j9x4oT16quvWnfddZcVGBhoZc2a1apRo4b1wQcfWJcvX7ZOnz5t+fv7W506dUrwNa5fv25lzZrVeuSRRxI91u7du6377rvPypIlS6zlxxI7zx87dsx65JFHrKCgICtXrlzWE088YZ04cSLOUq0JvUZ85/r4lnWzLMu6cuWK9eqrr1pFihSxMmXKZN15553W6NGjYy2dZllmWbdevXrFeX5C731CsXXu3NnKli1bnNeZOHGiVaNGDStLlixWjhw5rMqVK1sDBw60Tpw4EbWPw+Gwhg4dGvU55P7777d27NhhlSxZMsll3SzLss6fP2916tTJypkzp5UrVy6rU6dO1ubNm+N8Zknu+29ZlvX+++9bRYsWtfz8/GK953PnzrWqVKliBQYGWqVKlbJGjRplffvttwkuAyeSEJtlpXE3ChHxGFu2bOGee+7h+++/j3epNBERERER8Vyawy6SQcRcTibS2LFj8fPzi9WoTUREREREvIPmsItkEB9++CEbN26kcePG+Pv788cff/DHH3/wwgsvxFkDVUREREREPJ9K4kUyiL/++ouhQ4eya9curl69SokSJejUqRNvvvkm/v66NiciIiIi4m28qiT++PHjPPPMM+TNm5csWbJQuXJl/v77b3eHJeIRmjVrxqpVq7hw4QJhYWHs27ePIUOGKFkXEa+ic72IiEg0r/kkf/HiRRo0aEDjxo35448/yJ8/P3v37iV37tzuDk1ERETSgM71IiIisXlNSfygQYNYvXo1K1eudHcoIiIikg50rhcREYnNaxL2ChUq8OCDD3Ls2DGWL19O0aJFeemll3j++ecTfE5oaCihoaFR951OJxcuXCBv3rzYbDZXhC0iIpIoy7K4cuUKRYoUwc/Pq2aqpTmd60VEJCO6rXO9uxaAT6mAgAArICDAeuONN6xNmzZZEyZMsAIDA63vvvsuwecMGTLEAnTTTTfddNPN429Hjx514VnVM+lcr5tuuummW0a+peZc7zUj7JkzZ6ZmzZqsWbMmatsrr7zChg0bCA4Ojvc5t151v3z5MiVKlODo0aPkzJkz3WMWyYjCwsL4+OOPAejfvz+ZM2d2c0Qi3i0kJITixYtz6dIlcuXK5e5w3ErnehHPYDksLiy8AECe5nmw2VWtInI7budc7zVN5woXLkyFChVibbv77rv55ZdfEnxOQEAAAQEBcbbnzJlTJ3GRVAoLCyMwMBAwv0tK2EXShsq3da4X8RSWwyI8azhgfpeUsIukjdSc671mslyDBg3Ys2dPrG3//vsvJUuWdFNEIiIikpZ0rhcREYnNaxL2V199lbVr1zJ8+HD27dvH9OnTmThxIr169XJ3aCIiIpIGdK4XERGJzWsS9lq1ajFr1ixmzJhBpUqVeP/99xk7dixPP/20u0MTERGRNKBzvYiISGxeM4cdoE2bNrRp08bdYYiIiEg60bleREQkmteMsIuIiIiIiIj4EiXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4ICXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4ICXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4ICXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4ICXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4ICXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeyGsT9pEjR2Kz2ejbt6+7QxEREZF0oHO9iIj4Oq9M2Dds2MCECROoUqWKu0MRERGRdKBzvYiIiBcm7FevXuXpp59m0qRJ5M6d293hiIhkHNeuwaRJ8OCDUK8e9OgBmza5OyrxQTrXi4iIGF6XsPfq1YvWrVvTtGnTJPcNDQ0lJCQk1k1EROKxfz9UqAAvvAB//QVr18K330KNGvDWW2BZ7ovt1Cl47z2oWhXuugs6doSVK90Xj6Q7netFREQMf3cHkBI//PADmzZtYsOGDcnaf8SIEQwdOjSdoxIR8XIOB7RqBcePm/uRyXlEhPn3gw/g7rvh6addH9v69dC8OVy9auIEOHgQfvgBBg2C4cPBZnN9XJJudK4XERGJ5jUj7EePHqVPnz5MmzaNwMDAZD3njTfe4PLly1G3o0ePpnOUIiJe6M8/4d9/oxPiW/n5wciRrh9lv37dXEi4ciV2bJEXEkaOhJkzXRuTpCud60VERGLzmhH2jRs3cubMGapXrx61zeFwsGLFCsaNG0doaCh2uz3WcwICAggICHB1qCIi3mXhQsiUCcLD43/c6YQdO+D8eciXz3VxzZhhjpkQPz/46CN48knXxSTpSud6ERGR2LwmYX/ggQfYvn17rG1du3alfPnyvP7663FO4CIikkwJjazfKnJk21WWLwe7PeH4nE7YsAFCQ0EJW4agc72IiEhsXpOw58iRg0qVKsXali1bNvLmzRtnu4iIpEDduvDFF4nvU7w4FCjgmngiubPRnbiFzvUiIiKxec0cdhERSSePP25K3f0SOCXYbNCnT8KPp5f77kt89N/Pz3Sx1+i6iIiIZFBeM8Ien2XLlrk7BBER7xcYCLNnm27sYWHRpe9+fqbs/OGHTcLuak89Ba+/Dpcvmzhu5XRC//6uj0tcSud6ERHxZRphFxERaNAAtm+H3r2hUCHIkQPq1IGpU+Hnn8HfDdd3s2WDefMga1Yzlz1SZCz9+0OHDq6PS0RERMRFvHqEXURE0lCZMvDJJ+bmKerXh9274auvzIWDmzehenVzYaFxY3dHJyIiIpKulLCLiIhnK1oU3n/f3ERERER8iEriRURERERERDyQEnYRERERERERD6SEXURERERERMQDKWEXERERERER8UBK2EVEREREREQ8kLrEi4gIWBasWwcnT0LhwmYNdpvN3VGJiIiI+DSNsIuI+Lp58+COO6BePXj0UfPvnXfC/PnujkxERETEpylhFxHxZb/9Bm3bwsGDsbcfOAAPPWQeFxERERG3UMIuIuKrnE7o3dt8bVmxH4u8//LLZj8RERERcTkl7CIivmrVKjhyJG6yHsmy4PBhs5+IiIiIuJwSdhERX3X8eNruJyIiIiJpSgm7iIivKlgwbfcTERERkTSlhF1ExFc1agRFiiS+T9GiZj8RERERcTkl7CIivspuhzFjEt/n44/NfiIiIiLickrYRUR8Wfv2MH163LL3ggXN9vbt3ROXiIiIiODv7gBERMTNOnaExx+HxYvh5EkoXBiaNgV/nSJERERE3EmfxkREBDJlghYt3B2FiIiIiMSgkngRERERERERD6SEXURERERERMQDqSReRCQjunEDZs6ErVshMBAeegjq1AGbzd2RiYiIiEgyKWEXEcloFiyADh3g0iUzN92yYPhwuPdemDUL8uVzd4QiIiIikgwqiRcRyUi2bDGj6SEh5n54OEREmK+Dg6FVK3A63RaeiIiIiCSfEnYRkYxk1Cgzoh5fUu5wwIYNsGiR6+MSrxMeHs7Ro0fZs2cPFy5ccHc4IiIiPkkJu4hIRuF0wi+/RI+ox8ff38xtF4nHlStX+PLLL2nUqBE5c+akVKlS3H333eTPn5+SJUvy/PPPs2HDBneHKSIi4jOUsIuIZBRhYaYEPjFOZ3S5vEgMY8aMoVSpUkyePJmmTZsye/ZstmzZwr///ktwcDBDhgwhIiKC5s2b06JFC/bu3evukEVERDI8NZ0TEckoAgKgaFE4fjzhfWw2KF/edTGJ19iwYQMrVqygYsWK8T5eu3ZtunXrxldffcXkyZNZuXIld955p4ujFBER8S1K2EVEMgqbDV56Cd5+O+HGcpYF3bu7Ni7xCjNmzEjWfgEBAfTs2TOdoxERERFQSbyISMbSty/UqAF2e+ztfv/9uR89GkqUcHlY4r3Cw8PZuXMn27ZtIzQ01N3hiIiI+BQl7CIiGUnWrLBkCQwYALlyRW+vXNk0m+vXz32xiddZuXIlpUqVonHjxtx///0UL16cP//8091hiYiI+Awl7CIiGU327DByJJw5AwcOwIkTZn32xx93d2Ti4Zy3TKXo27cv06ZN48yZM1y4cIFhw4bx4osvuik6ERER36OEXUQko8qcGUqXhsKF3R2JeIk6deqwadOmqPthYWGUiDGFokSJEty8edMdoYmIiPgkNZ0TERERAMaNG8dzzz1Ho0aNGDZsGEOGDKFGjRqUK1eO8PBwdu/ezeeff+7uMEVERHyGEnYREREBzAj7hg0b+PDDD6lRowYffvghe/bsYd26dTgcDmrVqkXRokXdHaaIiIjPUMIuIuKNLl2C/ftNk7ny5c2SbiJpwG6388Ybb/Dkk0/Ss2dPpkyZwueff06RIkXcHZqIiIjP0Rx2ERFvcuYMdO0KBQpAzZpQoQLcdRd8/727I5MMYufOnfzyyy84HA7++usv2rZtS8OGDRk/fry7QxMREfE5SthFRLzFuXNQrx5MnQrh4dHb9++HTp3go4/cF5tkCGPGjKFWrVqMHj2aevXqMWnSJDp37sy6detYu3Yt9erVY/v27e4OU0RExGcoYRcR8RbDh8Phw+BwxN5uWebf11+H48ddH5dkGB9++CHz589n7dq1bNq0iTFjxgCQL18+/ve///Hee+/x5JNPujlKERER36GEXUTEG0REwNdfx03WY7LZYMoU18UkGY5lWfj5mY8GdrsdK/Ji0H+aNWvG5s2b3RGaiIiIT1LTORERb3DxIly5kvg+NhscOOCaeCRDeu2112jVqhVVq1bl33//Zfjw4XH2CQwMdENkIiIivkkJu4iIN8ieHfz8wOlMfL+gIJeEIxnTgAEDaN68OXv27KFy5cqUL1/e3SGJiIj4NCXsIiLeIEsWePhhmDs34bL4iAjo2NG1cUmGU6VKFapUqeLuMERERATNYRcR8R5vvw12uxlpv5WfHzz0ENSo4fq4JMN46KGHmDp1Kjdu3HB3KCIiIoISdhER73HPPfDHH5A/v7nv728SdZsNnngCfvjBvfGJ15s/fz7dunWjcOHCvPjii2zcuNHdIYmIiPg0lcSLiHiTJk3g6FGYNw927oSsWU2pfNmy7o5MMoitW7eycOFCvv32WyZOnEjlypV57rnnePrpp8mdO7e7wxMREfEpGmEXEfE2mTLBI4/AW29Bv35K1iVN5cuXj759+7Jt2zaCg4OpU6cOb731FkWLFuWpp55iyZIl7g5RRETEZyhhFxERkXjVrl2bCRMmcOLECcaPH8/Ro0dp1qyZu8MSERHxGUrYRUSSIyQERo+GcuUgRw4oUwY++AAuXHB3ZCLpLmvWrHTp0oWVK1fyzz//uDscERERn6E57CIiSTl7Fho2hL17o9dBv3oV3nkHJk2CVaugWDH3xiiSBho1akTmzJkT3eeuu+5yUTQiIiKiEXYRkaT07An79kUn65GcTjh+HDp3dk9cImls6dKlBAUFuTsMERER+Y8SdhGRxBw/DrNmgcMR/+MREbBkCezZ49q4RNKZw+Hg9OnTnD171t2hiIiI+Cwl7CIiifn7b7CspPdbty79YxFxgfnz53PfffeRLVs2ihQpQqFChQgKCqJTp04cOXLE3eGJiIj4FCXsIiKJ8U9mq49MmdI3jpjCw2HyZKhVC3LlguLF4fXX4dgx18UgGdLUqVPp2LEjtWvXZsCAARQoUICBAwcycuRIjh49So0aNdi7d6+7wxQREfEZajonIpKYBg0gMBBu3kx4H7sdGjd2TTyhofDQQ/DXX+DnZ+bRh4TAxx/DxImmPP+ee1wTi2Q4w4cPZ9KkSbRv3x6Adu3a8cgjj3DkyBF69uxJhw4deP311/n111/dHKmIiIhv0Ai7iEhigoLg+edNchwfux2eegoKFXJNPMOHw+LF5uuYTfAcDrhyBR5+OOH59iJJOHz4MHXq1Im6X7NmTU6dOsXJkycB6NevH0uXLnVXeCIiIj5HCbuISFJGj4aWLc3Xdnvsfxs2hC+/dE0cYWEwblzcbvWRHA44ehSmTHFNPJLhlCpVir///jvq/qZNm/Dz86NgwYIA5MmTh/DwcHeFJyIi4nNUEi8ikpSAAJg714xsf/stHDkCRYpAly7QokV08p7eDh2CCxeS3q9HDyhZEh54IN1DkoylV69ePPfcc2zYsIHAwEC+/vprOnXqhP2//+Pr1q3TOuwiIiIupIRdRCQ5/PygWTNzc5fkXhiIiIC2beHwYciXL31jkgylV69e+Pn58f333xMaGkqXLl14++23ox6vXbs206dPd2OEIiIivkUJu4iItyhd2oycHz6c9L43b5pO8q+9lv5xSYby4osv8uKLL8b72J133uniaERERHyb5rCLiHgLP7/kJ+BOJ6g5mIiIiIhXU8IuIuJNXnoJevVK3r5//mlK4p9+GtavT9+4xCd07tyZJk2auDsMERERn6GEXUTEVRLq7p4SNpvpFB9j6a0EWRacPw8//QR168KkSbd/fPFpRYsWpWTJku4OQ0RExGcoYRcRSU/nz8Nbb0HBgqZpXO7c0K8fHD9+e687dGjy942IMMl7jx6wc+ftHVd82vDhw5k8ebK7wxAREfEZSthFRNLLiRNQsyaMHAlnzphtly7BZ59BtWqwZ0/qX/vBB2HYsJQ9x26H8eNTf0wRERERcSmvSdhHjBhBrVq1yJEjBwUKFKBdu3bsuZ0PuyIi6e2ll+DYMXA4Ym93OODiRXjmmdt7/TffhMyZk79/RAQsX357xxSfdvToUbp165aux9D5XkREJJrXJOzLly+nV69erF27lr/++ovw8HCaN2/OtWvX3B2aiEhcx47B3LkmSY6PwwF//w2bN9/eccqUMfPak8tfq3lK6l24cIEpU6ak6zF0vhcREYnmNZ/c/vzzz1j3v/vuOwoUKMDGjRu577773BSViEgCtm0z88aTsnEj3HNP6o/Tsye8+mry9rXboWXL1B9LMry5c+cm+viBAwfSPQad70VERKJ5TcJ+q8uXLwOQJ0+eBPcJDQ0lNDQ06n5ISEi6xyUiAiS/VD0g4PaO8/zz8L//wdatcUvvY7LZzOh6z563dzzJ0Nq1a4fNZsNK5GKTLSUVHWkgqfO9zvUiIpKReU1JfExOp5O+ffvSoEEDKlWqlOB+I0aMIFeuXFG34sWLuzBKEfFp9etDjhyJ7+PvD82b395xsmaFZcvghRcgMDD+fex2cwFh1izQklySiMKFC/Prr7/idDrjvW3atMml8STnfK9zvYiIZGRembD36tWLHTt28MMPPyS63xtvvMHly5ejbkePHnVRhCLi87Jmhb59E55f7ucHXbqY5d5uV44cpvv76dMQHGzmzg8caNZer1/fNKfbv1/l8JKkGjVqsHHjxgQfT2r0Pa0l53yvc72IiGRkXlcS37t3b+bNm8eKFSsoVqxYovsGBAQQcLvlpiIiqTVkCBw9Ct99Z0bTIyKi/23VyizvlpZy5jRJOsBDD6Xta4tPeO211xJt7nbHHXewdOlSl8SS3PO9zvUiIpKReU3CblkWL7/8MrNmzWLZsmWULl3a3SGJiCTObofJk6F3b/j2W9M5vkABePZZuPfelHV3F3GBhg0bJvp4tmzZaNSoUbrGoPO9iIhINK9J2Hv16sX06dOZM2cOOXLk4NSpUwDkypWLLFmyuDk6EZFE1KhhbiKSJJ3vRUREonnNHPYvv/ySy5cvc//991O4cOGo248//uju0EREbt/Bg7B8Oezcmbzl4EQyKJ3vRUREonnNCLsrm9yIiBfZvdvMBZ89G0JDoXZtePll02DNG0rOt2wxzemWL4/eVqECfPghtG7trqhE3EbnexERkWheM8IuIhLH/PlQpQpMmgQnT8KFC/DXXybR7dvX80eqt2wxXdxXrYq9/Z9/TNO4n392S1giIiIi4hmUsIuIdzp3Dp54wnRcj4iI3u5wmH8/+wxmznRPbMnVpw+EhUXHHMmyzK1nT/O4iIiIiPgkJewi4p0mTzYl8AmNotvtMHZs8l7LskxJfdOmkCcPFC4MvXrBnj1pFW1cBw7AihVxk/WYzp83VQQiIiIi4pOUsIuId1qzJvGSd4cD1q1Luiw+ciT7kUdg2TK4eBFOnYKJE6FqVViwIE3DjnL4cNL7+PnBoUPpc3wRERER8XhK2EXEO9ntyduveHEzat6wIcyYEXdE+/vvTXIOsR+LiDDl6I8+CpcupUnIseTNm/Q+Tmfy9hMRERGRDEkJu4h4p6ZNk97HsuD4cTNqHhwMTz0F7dvHTsw/+cSMZP9nSWm44R/j+TduwJQpaRs7QOXKUK5c4p3sAwPh4YfT/tgiIiIi4hWUsIuId3rmGTNynthIe8xy+Mgk/ddfTUM6MKPomzebkWxgRwFo8QxU7wHnsv73PJvNlN+nNZvNLN2WmLfegly50v7YIiIiIuIVlLCLiHfKnh3++ANy5Ig1Qh7r6/hYlmlG53SapPm/Ee5wP+jSDsLtcNd5yHv9v/1tNvD3T+jVbk/btjB9OuTObe5HXnwIDIT334fBg9PnuCLJ0Lp1a06ePBnnaxEREXGddPoUKiLiArVqwb59pmP8nDlw86bpHP/PP7GXervVkSNw5gwUKgSNGsHKlXxY38HGIpD7Bnw1D6IK1R2O5JXfp1aHDqbh3bx5phFd3rymDD4oKP2OKZIMK1as4MaNG3G+FhEREddRwi4i3i1vXhgwwNzArG2+e3fSz4sczX7tNbbvWsbQ+83dz3+Hwldj7JM3r0mq01NAADz2WPoeQ0RERES8jkriRSRjadYMwsMTftxmg4oVIV8+AMIfbEaX3kUJt0PbPTae2h5jv6Ags6xblizpHnaa27ULFi82/4qIiIiIV1LCLiIZS8uWcMcdCTejsywYODBq7vqo1aPY5DxO7kw5+Srvs9hq1zZl8mPGwN69UK2a62JPC0uXwj33mIsSTZuaf6tXh+XL3R2ZiIiIiKSQSuJFJGOx200zusaNzZJuYJJ0f38zr/3116FTJwC2nd7Ge8vfA+DzNuMpXOVpd0WdNhYtghYtYnfHB9i61STvf/4JDzzgnthEREREJMWUsItIxnPHHabx3Pffw88/Q0iIWfe8Z0/TqA4Id4TTdU5Xwp3hPFzuYZ6q/JSbg75NlgU9eph//1umLkrk/RdfhD17El/7XUREREQ8hhJ2EcmYsmc3CXrPnvE+PGr1KDad3ESeLHn4qs1X2JKbxJ48abrS79gBWbOaDu8tWiS+HrwrrFkDBw4k/LjTaUr8166FevVcF5eIiIiIpJoSdhHxObFK4Vt+TqHshZL3xK+/NqPUkSPWfn7wzTdQpYopNy9cOJ0iTobDh5O/nxJ2SYaSJUuSKVOmOF+LiIiI6yhhFxGfEu4Ip8vsLlGl8B0rdUzeExcsgOefj70tMnHftQtatYKNG00S7w7/db1Ps/3E5+3YsSPer0VERMR11CVeRHzKyFUj2Xxqc8pL4YcPT7jsPSICtmyBJUvSLM4Ua9w46WS8QAG4/36XhCMiIiIit08Ju4j4jG2nt/H+iveBFJbCX7kCK1aAw5HwPv7+MHduGkSZSpkywahRie8zapSJU0REPMbZs7B+vemVeusiHyIiSthFxCfELIVvV75d8kvhAW7eTN5+N26kLri00q0bfPUV5Mxp7keW5+fMCRMnQpcubgtNRERiO3IEnnzStD+pUwcqVIC774aZM90dmYh4Eg21iIhPiFkK/2XrL5NfCg+QNy8UKgSnTiW8j8MB1arddpy3rUcPs878vHmmo33hwvDQQ5Ali7sjExGR/xw7BrVrw/nzsYu3/v3XJPFffWX+nIuIaIRdRDK8mKXw41qOS34pfCQ/P+jVK+GGcjYbBAbCM8/cZqRpJGtW84mvTx/zr5J1SQGHw8GKFSu4dOmSu0MRybDefhvOnTMtUGKKLInv0wf0KygioIRdRDK4W0vhO1TqkLoXGjAAGjSIm7T7+5ttU6dCrly3H7CIm9ntdpo3b87FixfdHYpIhnT1KkyfnnhblLAws4+IiBJ2EcnQRqwakfpS+JgCA2HhQhgxAooXN9v8/KB1a1i1Ch57LO2CFnGzSpUqceDAAXeHIZIhnTxpEvLE+PuDfgVFBJSwi0gGtvXU1tsrhb9VYCAMHAiHD8P16xAaCrNnQ926tx+siAcZNmwYAwYMYN68eZw8eZKQkJBYNxFJvaCgpPdxOiF37nQPRUS8gJrOiUiGFO4Ip8ucLkQ4I3ik/COpL4WPj82meeGSobVq1QqAtm3bxqpKsSwLm82GI7FaXhFJVP780Lhx4quFOhzQvr1r4xIRz6SEXUQypBGrRrDl1BbyZsl7e6XwIj5o6dKl7g5BJEN77z24/35z/ffWtdf9/ODZZ+GOO9wSmoh4GCXsIpLhxCqFbzWOgtkLujkiEe/SqFEjd4cgkqHde6+ZUdWli1nazd/flMFbFnTvDuPGuTtCEfEUSthFJEOJWQr/6N2P0r6iagpFUuv69escOXKEsFs6ZFWpUsVNEYlkHG3awIkT8NtvsHs35MwJjzwCxYq5OzLxelevwvffw88/w5UrULky9OwJNWu6OzJJBSXsIpKhDF85PKoUfnyr8SqFF0mFs2fP0rVrV/744494H9ccdpG0kTmzFhmRNLZ3LzRpAsePm/uWBZs2wTffwODBMGyYmYshXkNd4kUkw9hyagvDVg4DVAovcjv69u3LpUuXWLduHVmyZOHPP/9kypQp3HnnncydO9fd4YmISHwcDmjZ0qwdaFnRDRIiIsy/w4fDtGnui09SRSPsIpIhhDnC6DJbpfAiaWHJkiXMmTOHmjVr4ufnR8mSJWnWrBk5c+ZkxIgRtG7d2t0hiojIrX7/HfbvT/hxPz8YNQqeflqj7F5EI+wikiEMXzmcrae3qhReJA1cu3aNAgUKAJA7d27Onj0LQOXKldm0aZM7QxMRkYT89RdkypTw404n7NgBFy64Lia5bUrYRcTrbTm1hQ9WfgDAF62+UCm8yG0qV64ce/bsAaBq1apMmDCB48eP89VXX1G4cGE3R+ebrl2DRYvMANqJE+6ORkQ8UnL7i0SWyItXUMIuIl4tZin8Y3c/xpMVn3R3SCJer0+fPpw8eRKAIUOG8Mcff1CiRAk+++wzhg8f7ubofEtEhOkTVagQNGsGrVtD8eKmUdnp0+6OTkQ8St26EB6e+D4lSkD+/K6JR9KE5rCLiFeLWQr/RasvVAovkgaeeeaZqK9r1KjB4cOH2b17NyVKlCBfvnxujMy3WJZZp3v69OjeUWCqWufMga1bYcMGyJ3bbSGKiCd54gno18+UvDudcR+32aBvXzOXXbyGfloi4rVUCi+SPlatWhXrftasWalevbqSdRdbu9Y0dI6ZrEdyOODgQRg3zvVxiYiHCgw0V/OyZAG7PXp75NePPQavvOKe2CTVlLCLiFcKc4TReXZnlcKLpIMmTZpQunRpBg8ezK5du9wdjs+aPBn8E6mFdDph4kTXxSMiXqB+fdNYrk8fKFIEgoJMqfz06fDjj7ETefEKSthFxCt9sOIDtp3eRr6s+RjfWl3hRdLSiRMn6N+/P8uXL6dSpUpUq1aN0aNHc+zYMXeH5lOOHk26N5Qa0IlIHKVKwccfw/HjcPEirFoFHTuqFN5L6acmIl5n88nNDF9lGl990eoLCmQr4OaIRDKWfPny0bt3b1avXs3+/ft54oknmDJlCqVKlaJJkybuDs9nFCyY+Ag7QN68rolFRETcQwm7iHiVMEcYXeaYrvCPV3hcpfAi6ax06dIMGjSIkSNHUrlyZZYvX+7ukHxGp06Jj7Db7dCtm+viERER11PCLiJeJWYp/BetvnB3OCIZ2urVq3nppZcoXLgwTz31FJUqVWL+/PnuDstnNGkCzZvHX8Xq729G1/v2dXlYIiLiQkrYRcRrqBRexDXeeOMNSpcuTZMmTThy5Aiffvopp06dYurUqbRo0cLd4fkMmw1mzTIj7bf2iapZE1avNuuziyTm9GnYuxeuXXN3JCKSGkrYRcQrqBRexHVWrFjBa6+9xvHjx5k3bx4dO3Yka9as7g7L7Q4dMisi5cljRrjvuAM++ih9E6GsWeG770wDuilTYNIk2LIFgoPN8VPjwgXzWp99Bn/8YZaIk4xn8WK4915zUeeuuyBfPujRA86ccXdkIpISSbQyERHxDMNWDFMpvIiLrF692t0heJxNm6BxY5OcRya4+/fD66/DjBmwdCnkzJl+xy9cGJ599vZew+GAt982zaPDwkypvdMJRYvCt9+a8nvJGH76CTp0MFUakW7ehG++gQULYN0609RQRDyfRthFxONtOrmJ4StNKfz4VuNVCi8iLuV0wuOPx07WYz62dSsMHuye2FLitddg5EiTrIOJHeDkSWjdGtascV9sknauXYPu3c3XkT/jSA6HWenrzTddH5eIpI4SdhHxaGGOMLrM7oLDcvBEhSd4ouIT7g5JRHzMX3/BwYMJl447HGaE+upV18aVEsePw6efgmXFfczpNDclcRnDTz+Z/4uWBXa/CKoW2ULPel9SIPtpwKw8MG2aZ/9/FQ9x5gzs3g2XL7s7Ep+mkngR8WjDVgxj+5nt5Muaj3Gtxrk7HBHxQX//beasJ7bE2o0bsGcP1KjhurhS4scfE3/c6YRly8xoe+HCLglJ0sP1c9gOrmVE62BqFw+mdvH1ZA8wTRbOXcvHz9vMRe+bN+HYMShf3p3Bisdauxbeess0QgDzB/Cxx2D4cChTxr2x+SAl7CLisVQKLyKeIHPm+Eem49vPU507ZzrN31oifavz51OXsB85AuvXm8/1DRuaJecknTkj4NwOOBEMJ4PNv5f20SUX0Dh6t5CbOVh3pA5XQnPEenqO2HdFjEWLoGXL2H/0IiLg559h4UKTzN91l/vi80FK2EXEI6kUXkQ8RcuWMHBg4vsUKQIVKrgmntQoUSLxCgEwCX2RIil73dOn4YUX4Lffoj/fZ8oE3brBJ59Aliypi1ficf2cScxPrjXJ+an1EB53iYLQ7OWZtqQewYfN7Z/Td+O0otcF9PMzywIWLerK4MUrOBymu6XDEfcqpcMBISHQp49ZXkJcRgm7iKTetWtm4ub8+aaLUc2a5pNbyZK3/dLvL3+f7We2kz9rfnWFF3GB3LlzY4vZUjoRFy5cSOdoPEulSqaD+uLFCc9jf/31uGule5IOHaBvXwgNjf9xux3atTNL1iVXSIgZTT9wIPZn+/Bws/zcwYPmc72fOialXAKj53FkzgmF60DhelCkLhSqQ0CWPCxYAj9viL+iwrLg3XfT/TsQb2NZplvhyZMJ7+NwmGUGjhwxVwHFJZSwi0jqVaoU/Yfdssyn2VGjzCe1rl1T/bIbT2xkxKoRAIxvPZ782fKnRbQikoixY8dGfX3+/HmGDRvGgw8+SL169QAIDg5mwYIFvP32226K0L1mzDAj7evXm+TW4Yie196nD7z8srsjTFxQkFkzPr447XbInt1MT02JCRPM0nbxJYVOp6meXbDAvG+ShOtno0fOTwbDqQ3xjp6T524oXBeK1DO3PHeDX9wrRd99Z/796Sfz8/XzM/9XAwPNz00/kwziwgWzTIXdbgZNsmZN/Wt98glMmZL0fpYF+/YpYXchJewiknoXLsQeVokceure3cxvatAgxS8ZGhFKlzmmFP7Jik/yeIXH0yhYEUlM586do75+7LHHeO+99+jdu3fUtldeeYVx48axaNEiXn31VXeE6FZ58phlz/74wyTvFy5A2bLw3HNQrZq7o0ue3r0hVy7TS+rIkejtjRvD55+nfFrq118nPifebjdFWEoOb+GMgLPbo0fOT65Nxuh5PfN1YO5kHSJLFtNocMgQM/U4JMT8fDt0MHPXFy2C8eNhyxbIlg2eeAJ69NDa7F4jJARefRW+/z56ncYcOcwv+dChZl5KSty4YZ6XXDlzpuz15bYoYReR1EuoNtRuN0M5qUjYh60Yxo4zO8ifNT/jWqorvIg7LFiwgFGjRsXZ3qJFCwYNGuSGiDyD3Q5t2pibt+rUCZ5+GjZuNJ/5y5aFUqVS91qJVc6COUUcPZq6185QYoyeO44F4zyxgUwkMHpepF50gp73brDd3nyCChXgnXei71sWvPIKjBsXe+WDXbvMAOuiRZ670oH85/p1c5Vt69bYn8OuXIGRI+Hff2HmTEjmFCfArF0ZEpK8fUuWhOrVUxaz3BYl7CKS9iIiUtWQRKXwIp4hb968zJkzh/79+8faPmfOHPKq/bfX8/ODWrVu/3UKFjQ5QkLsdihW7PaP41XijJ4Hw6X9UQ/b/7tdvpmTdUfqsuZQPQ7eqMubX9ThrsrJGz2/HVOmmGQdYjchdDrNz7JVK1N9kVkZguf69lvYvDn+pSssC375xUxRbNo0+a958WLy933vPTWmcDH9OopI+oiIMCeOZF7hVSm8iOcYOnQozz33HMuWLaNOnToArFu3jj///JNJkya5OTrxFM89B4MHJ1wW73DcVjsT73D9bHRifnJtgnPPw3LczYzl9Vh9oB6rD9bjnzN3Y1km6bHbYWFz2LMnfSuNLcsUv9ls/+V6NgcEHYaLpQEbDgecOWNK6J/qkH5x+ATLgtWrzRJodjs0a2b6/qSFCRMSf9zfH775JmUJe9myydvvxRdNF3lxKSXsIpL2/PxMuVQKyrHeX/G+SuFFPESXLl24++67+eyzz/j1118BuPvuu1m1alVUAi/So4fpMXr4cNwl4/z84P77oUULt4SWPpwRcHZb7OZwMUbPowTkgkJ1ohvDFarDG28G8emP8c8kczjM8nj/+5+ZgpxerlyBnTtjbCi4HXreA1cLwLF6cLQ+9hP1WLy8Jk91CEy/QDK6PXvgscfMm223m+Td6TQJ9IwZkC/f7b3+kSPxj65HiogwSzekRIMGcMcdpotkYq+9fn2KBmMkbShhF/F1Bw+arjOZM5v1edLi8r7TadomJ9PfJ/5m5KqRAHzZ+kuVwot4gDp16jBt2jR3hyEeLCgIVq40fUb//DP6c76/vxmE+/xzz17qLknXz8CJtdHl7ac2QMT1uPvlrRCjMVzdeOeez5yZcNuXSD//nL4Jexx59oIjE2Q/A+XnQPk5OIDvLH92fHsP1cKrUStbLZpdakbJPCWTveyjTzt92nyWilz6MuYPfdkyk7SvX28+c6VWvnyJzze326FAgZS9ps1mRu4feCDx/TZuNN03U9GjSFJPCbuIrzp2zKyZHvNTVpYsZs2fYcOS12E08spx5NCKn59J1rt3h6eeSlYYoRGhdJltSuHbV2zPYxUeS+U3JCJpaf/+/UyePJkDBw4wduxYChQowB9//EGJEiWoWLGiu8MTD1G4MPz+uxnQW7fOJOuNGqU8X3C7yNHzmOXtCY2eF64bvbRaoToQGJTky1+Lp8dcTJYFV6+mLvTkypEDKlY0DeYsC9j1BPz7EBTeCMWDofgaKBaMleMUG05sYAMbmHR2EoyDIjmKUK9YPXMrXo/qhasT6K9R+DjGjTPJenxXZyIiTKO4WbOgffvUH6NLF3j33cTnoqSmbD05DSf8/U1nQiXsLqWEXcQXnTtn/tieOBG79OnGDRg92pRbTZ+edMnT0qXw2Wfw228QHm7K4F95xZyIknkl/r3l77Hz7E5TCt9KpfAinmD58uW0bNmSBg0asGLFCoYNG0aBAgXYunUr33zzDT///LO7QxQPU6aMuXmN1IyeF6kHecqnqnN75cqwalXCo+z+/lC1aopfNkVsNhgw4Ja+AhGBcLQBHG2A3Q5581ms2HqYjafWsGT1Ev6+9jc7buzgxJUT/PLPL/zyzy8AZLZnpnrh6lFJfP3i9Smas2j6fgPe4H//S7yUwm43S7HdTsL+4ovw1Vem4cCtc1HsdvNZrF27lL9uUiUgYC4S3HpMSXdK2EV80SefwPHj8f9xtiz44Qfo2xeSmqtavbpJ7FPp7xN/M2q1WTrqy9Zfki/rbc7rEpE0MWjQIIYNG0a/fv3IkSNH1PYmTZowbpwurImXuXX0/EQwXI5njm/U6Hnk3PPayRo9T45evWD58oQfj4gweVh669zZVDXfuqybn5+ZEff7fBvlCpbirnwlaX6kOQBZmmVh4+mNrDm6huBjwQQfDebs9bOsPbaWtcfW8gmfAFA8Z3HqFa9H/WL1qVe8HtUKVSOz/TZKv71RUt3WHQ44e/b2jpEvn7n606GDKa+P6iKIafM/ZUrK12EH03guR47El35wOqFEidTF7Yt27TJzg+bNg7CwVL+MEnYRX/T114lfSfX3h8mTk07Yb4NK4UU81/bt25kez8W4AgUKcO7cOTdEJL7i8GGYPduUkFeoAK1bpyL3uH7GJOWRCfqpv+MZPbeZ0fPIeee3MXqeHI89ZmaKRRavReZXkTPJBg+GmjXT5dCx2GymMK5dOxg/3rSwyZ4dHn/czJIrWDDuc7Jmysp9Je/jvpL3AWBZFgcuHohO4I8Fs+30No6GHOXozqP8tPMnAAL9A6lRuAb1i9ePKqUvlL1Q+n+T7lS6NGzfnnDjNn9/uPPOtDnOunWwaRMEB5vXfeAB0zgutTJnhlKlTPyJidW5UBI0axY8+aT5+jarEpSwi/gayzJlVImJiDAj8OkoshS+QLYCKoUX8TBBQUGcPHmS0qVLx9q+efNmihZV2aukvZs3Tdf5qVNNUunnZ05FBQuaCuIEV6hyhMO57ckYPQ+CwnViNIerY0bUXcTPz3xv9evDmDHRTbwrV4bXX4eOHV0WCjabye2S6i+W8PNtlM1TlrJ5ytKpaicAroZdZf3x9QQfDY5K4i/cuMDqo6tZfXR11HNLB5WmXvF6UaX0VQpWIZM9FaPBnqpHj8Q7B0ZEmPUQ00r16uaWVs6fT3qfZcvS7ngZ1fHjZtqDw5F41/1kUsIu4mtsNsibN/E/yv7+UCj9roKrFF7Es3Xo0IHXX3+dmTNnYrPZcDqdrF69mgEDBvCs1uCVdNC5s+mSblnRq2CBqR5u1cosaV2rFqkYPY+ce14u3UbPk8vPz5TGv/SS6Utmt5tO+xlB9szZaVK6CU1KNwHMKPy/5/+NKqEPPhbMjjM7OHjpIAcvHWT6dlPBkzVTVmoVqRU1D75usbrevVJMt27mysyGDXErGW02eOYZuO8+98SWHH7J+B1Jzj6+buJE80csDZJ1UMIu4pu6dTOX+BMqi4+IMJ+e0kHMUvgOlTrw6N2PpstxRCT1hg8fTq9evShevDgOh4MKFSrgcDh46qmneOutt9wdnmQw27fDTz/F3e7vF06VwttoUDqYazODYevaREbP60Yn6IVru3T0PKUir5tnZDabjXL5ylEuXzm6VOsCwOWbl80o/LFg1hxdw9pja7kcepnlh5ez/HD0BP878twRlcDXK1aPSgUqYffzkvUBAwPhr7/gjTfgm29MM18wP/BXX4VBgzx7DfNmzcwFh4RKuO12s48kLrEOk6lgs6w0Sv29QEhICLly5eLy5cvkTIu1pkW81alTcM89plv8rX+U/fzgoYfM3Jt4TiphYWGMGDECgDfeeIPMKVxLdPDiwYxYNYIC2Qqw86WdGl0Xn+fJ56YjR46wY8cOrl69yj333MOdaTH3Mp158vsp8XvzTfjww+jT0bvNh3B/2WXUKr6BrJlv3LK3DfJV/C8xr+sxo+cZjeWwOP+7qcTL2yovNnvaJ5lOy8nuc7sJPhocNR/+n3P/xNkve+bs1C5aO6qZXd1idcmTJU+ax5Pmrlwx8739/aFKldtbe91VtmwxJfbxpYc2m/le9uwxc+glYc2ameXvYggBckGqzk1eN8L+xRdfMHr0aE6dOkXVqlX5/PPPqV27trvDEvEuhQqZ+sLOnc1VwEiZMpm5VZ98ki5XgDcc36BSeBEvUqJECUq4oSOwzvW+5eLF2KecB8stoG7Jdeax60GsPVKX4MP1eHl4PfJX9uzRc0k+P5sfFfJXoEL+CnSv3h2AizcusvbY2qh58OuOreNK2BWWHFzCkoNLop5bPl/5WOvCV8hfAT9Pu2iTIwfUrZu+x3A44PffYc4cuH7dNEXo2jX10xqrVTNNh7t1i24kAWZk3c8PZs5Usp4cTZvCkiXRc3tuU4pH2Dt37kz37t25zw3zL3788UeeffZZvvrqK+rUqcPYsWOZOXMme/bsoUCBAkk+X1fdReKxc6fpMhoQAE2amOVCEpHaEfbQiFCqT6zOrrO76FCpAzMem3HboYtkBJ54bnI4HHz33XcsXryYM2fO4LzlQ8eSJUsSeObt07keVqww102XLjUDXY0bm2raRo3cHVn6+Ogj03gt8r/ZE1V/IlvmawQfqse/5+7CsvzIksUk9gEB7o3VV7hihD05HE4HO8/ujNXM7t/z/8bZL1dALuoUqxNVSl+naB1yBWbwCzsnTkDz5tGj+JENIOx2mDDBJO6p9c8/8OWX5o+QzQYPPmjWHSxTJu3iz8jOnjUXNm7ciPrDdjsj7ClO2Nu1a8fvv/9OyZIl6dq1K507d3ZZx9g6depQq1atqDVgnU4nxYsX5+WXX2bQoEFJPj/yJH727FmvPYmLpIbDAQcPmr8ZpUrdXlVWWFgYH3/8MQD9+/dPdsL+9rK3+TD4QwpkLcDm5zdrdF3kPyEhIeTPn9+jEszevXvz3Xff0bp1awoXLoztloqbTz75JN2OnVbn+gsnLrjt/dy+3ax1nTkz3H8/FCmS/OeO+xwGvQH+doj4bwpk5NcjhsPLr6RLyG515jTcdVf093srfzt07WYuYnijPbtNblWgAFSo6NlTmCNZDosLCy4AkOfBPG5L2ONz7vo51p5cy9oT5rb+5Hqu39J40IaNCnkrULdIXeoVqUfdInW5K89dnjcKn1pOJ9SrB7v3gCO++eY2+O03aHy/iwOTKCtWwmOPws1QsJyEYJGHUNck7ABnz55l6tSpTJkyhV27dtG0aVO6d+/Oww8/TKYUL5aZPGFhYWTNmpWff/6Zdu3aRW3v3Lkzly5dYs6cOXGeExoaSmhoaNT9kJAQihcvzqBBgwgMDEyXOEUkruMc52u+xsKiPe25m7vdHZKIx7h58yYjR470qIQ9X758/O9//6NVq1YuPW5anuvnMY9sZHNF2CLiRg4/BwcKHGBn8Z3sKraLncV3ciLPiTj75biRgwpHK1DxWEUqHK3A3cfvJmtYVjdELL7oGtdoQxvXzWHPnz8//fr1o1+/fmzatInJkyfTqVMnsmfPzjPPPMNLL72U5o1pzp07h8PhoGDBgrG2FyxYkN27d8f7nBEjRjB06NA0jUNEUiaccGYzGwuLSlRSsi7iBTJnzswdd9zh8uPqXC8iKWV32rnz1J3ceepO2m1oB8CFbBfYVWwXu4qbBH53kd1cyXKFdXetY91dpj+Cn9OP0mdKU/FoRSocq0DFoxUpeqEoNjynmkAEbrPp3MmTJ/nrr7/466+/sNvttGrViu3bt1OhQgU+/PBDXn311bSKM1XeeOMN+vXrF3U/8qp7//79PWYUQyS9LF8OrVsnvs+338KTT6bsdVNaEv/Wsrc4G3yWAlkLsPD5heTNmsHXshFJoZCQEEaOHOnuMGLp378/n376KePGjYtTDu9pEjrX1z9R3yXn+jcHw2efQXLKFefMgQceSPjxqlVh//7EX6NUKdixIyURep6ffzbTYW/eiJ56G+GAB5rA/6bCyRNw9RqUKQ150vCUMXy4udmI/fPys0GDe2H27LSZI29ZULMm7P0XnPE12waKFTdTjz11SWtPLolProd5OOrrcEc4W89uJfhEcFQp/eGQw+wvtJ/9hfYzt9ZcAPJlyUfdInXNrXBdahWqRbbMt1GpExIC4RGQJ3fazoXo0RN++CGBcvgYjh2DoKC0O258tm2DdevM3Pn779c89wSEhIRACqZHxZTihD08PJy5c+cyefJkFi5cSJUqVejbty9PPfVU1Ilx1qxZdOvWLU0T9nz58mG32zl9+nSs7adPn6ZQAp0QAwICCIjnL2/mzJlTvBSViLf55pv/PgQl8Lfcz8/0JHnmmdQfI6nfpfXH1/PxWpPcf9XmKwoHFU79wUQyKE88H61atYqlS5fyxx9/ULFixTjT3X799dd0OW5anuvt2ezYs6Xv2s0nTsBHX0ByVtu122HqTGjeNuF9nJnhZhKvYwWA3Ysr/Zctg47/9cKyAGKco/5cDu07m2WsU+PoUdPgeu9eyJUL2reHe+81edI//8A7wxN4ogWLVsG306F379QdO6YNG2DrnsT32XsUVm80+Y0nshwWfoHmaoI9m90rE/aY7Nipk7MOdcrWidp24sqJWM3s/j7xN+dunGPe/nnM2z/PPM9mp2qhqrHWhS8VVCrpC5mzZ8PIkSaRBShRAl55Bfr0MVepblfNijD9GoleKixaFIrkSb+mCYcOQYcO5nu02aKXgmvbFqZMSf8LBV7G7kj9+SjF/2MKFy6M0+mkY8eOrF+/nmrVqsXZp3HjxgSl8Q8pc+bM1KhRg8WLF0fNa3M6nSxevJjeafHXVSSD2bUr4WQdTL+Sf+M2Wk0zNyNu0nVOV5yWk46VOvLI3Y+k38FEJE0FBQXxyCOu/531tnP9zz/Hv1xxfBwOOHUq8X1atzZ/lx0JXAGw26FNm5TF6Gnee89cMI7ve3Q4zNLF69dDSlfxGz0aBg2Kzk1sNvjiC7P4yaxZMHGiyZMSOy+OH582CfuRI8nb7/Dh2z+Wx9mxwywba7OZqxF33eXuiBJUJEcRHqvwGI9VeAwwq9lsPrU5Kolfc3QNx68cZ9PJTWw6uYkvNnwBQMFsBalXvF7UuvA1CtcgS6Ys0S88ejQMHBi7fOLIEXjtNXPFatas20/an30W3ngDQkPj/yPk5wcvv5x+yfr58+ZqWOQftZgxzJ9vutevXm2WC5bbluL/LZ988glPPPFEok3bgoKCOHjw4G0FFp9+/frRuXNnatasSe3atRk7dizXrl2j6+0sWyCSQeXJE/uCZ3xypeOKJ0OXDWXX2V0UzFaQz1t+nn4HEpE0N3nyZLcd25vO9efOmSQ6OUvt+vubQbbEvPQSfP65eb1b/3bbbOZYL76Y+njd7fJls0pUYvz9zYWQlCTs06eb/Cg+y5fD00+bRD2xZN2yzMh8WkhiddQU7+cVjh83b/Ty5bG3t2wJ//ufV3yzAf4B1C1Wl7rF6vIqpkr46OWjZgT+aDBrjq1h88nNnL52mtm7ZzN792wAMvll4p7C95g14e0lqT9sIMUh7h8Gy4J58+C77+C5524v2Dx5zCh2x47mD0PM/9x+fnDffdC37+0dIzFffgknT8b/x8/hMGUms2fDE0+kXww+JMUJe6dOndIjjmRp3749Z8+e5Z133uHUqVNUq1aNP//8M05zGhExf8NXrEj4cbvdnFvTw/rj6/lwzYeAKYXXvHURSS5vOteXLJl4EhhTRAR065b4PqVLm8G3Rx+FsLDoz8J+fmag6pdfoGzZ24vZna5dS3ofmw2uXk3+a1oWDB2a8AVqh8PkSA8+aM57CVUvAGRNo4bh995rlvI7EbdReZQ8eaBp07Q5nttdvmwSxPhKCxYuNGUO69eDF67QVDxXcYrnKs6TFU3DnxvhN9h0clPUCHzwsWBOXT3F+uPrWX98PZ8C9IOiIVDvKNQ7Zv6tfhICHJhf5nHjbj9hB9OEqFgxGDXK/Cd3Os1VwZdfNre0aMiQkMmTE79SabebCzVJJeyXLpk/eqdPm+/lkUcgmxfP+UknaTCJwrV69+7tkWVxIp7mmWfM3/CjR+N+oLTbIXdu6Nkz7Y97M+ImXWZ3wWk5earyU7Qr3y7tDyIiaa569eosXryY3Llzc8899yQ6R3PTpk3pGou3nOufeMJ8Lr5xI/H9bDYz1bN+/aRfs2VLOHAAvv7ajEZbFjRubD7fp2Q9d0+UP7+p7Lp8OeF9IiLg7hQsJrJ/f9LTu+x2kyAnlqz7+5ufUVqw201VdGIXxUeMSN98KtLFi6Z6uUABSLcejN98AwcPJnzFZPt2+PFH6Nw5nQJwnSyZstCgRAMalGgAgGVZHL582IzAH11D8NL/sSVrCMdzws8VzQ1g6Xdw/yFMkvvPP2kXUP36pptlRASEh5uLIq5oFHr+fOKPOxwmCU+IZcGHH8K775qy/sgqgWzZ4OOPoUePNA3X23ldwi4iyZMtm5kq9fDDsGVL9HSpiAjTZXjOHEiPAat3l73LP+f+oWC2gnzW4rO0P4CIpIuHH344qnlbzDXQJWE5c8InnyR+8TNrVlOZGjkKnByFC8Pbb5tbRpIpEzz/vHnPEkqeM2dOWTPUpC6WgBnULF3aXAjYuzfuRezICoYYiw3ctqeeMlUSr75qBhH9/EyuljOnSdZfeCHtjhWfrVvN/5/5881x/f3hscfg/fchjVdeNqXZifHzM/tkgIT9VjabjVJBpSgVVIqOlTvC18e5Pn82fxe2WFMcgovBhqJQ63iMJ6VHpYG/f9o0s0uuEiVMv4KE5l36+5tfuoR88olpOhEp8pfy2jXzBzVLFjNPPyk3b8LUqaZJxeHD5qpgly7mD00Ganpns6zktkvxfiEhIeTKlStVC9aLeCvLglWrYPFic9Ju0ACaNUv9UjJhYWGMGDECMMspxexwve7YOup/Wx+n5WRW+1kaXRdJBp2b0pY73s8ZM+DNN80gY6Rq1UwDsw4dVOEZ0+XLZlBwz57YSbufnzlfffdd8j6nR7pyxVSMJTZ6DvDTT6ZU/aGHYONGk0/YbGZQMl8+M93gvvtS9S0l6uZNkzQfPw6FCpmmgWlVep+Q4GBThR4eHvt98fc3/xfXrIEKFRJ/Dcthcf53M4qat1XexLvEFy6cdEfFChXMOnYZRXi4uVqUPXvsD1RTp8b5D2xB9Mru/v7m8W++cVWk6WPcONP1PrE0cuFC84HzVtevm1+GK1cSfm7RoiYBtyfSWf3KFfP6t3ap9/OD4sVh5Urzr4e4nXOTRthFMjibDRo2NLf0dDPiJl3mqBReRHxPx45mCbEtW0xCWqaMmd8uceXKZZpHv/8+TJoU/Zm9Xj145x3TXDolFi1KOlnPk8dUm2XObHphrVplkuiwMKhVy/QMSK/y9MBAM7LtKpZlBhhj9kCIFBFh+gP07Jl4j5sUK1ECzpxJeE6z3Z74aKs32bbNlEj8/LN5Q/PkMW/oa6+ZEd0nnoAhQ2LNR4xK1v38zHvRv7+7ok873bqZeexbt8b9BbTZoF27hJs0LFiQeLIO5gpXcLC5ypaQfv3g77/N1zEvHDid5vlPPWWS9gwglWNsIiKxvbvsXXaf261SeJEMwOFw8NFHH1G7dm0KFSpEnjx5Yt0kLj8/qF7dzDdXsp64oCAzTfXsWbOU89mzJolOabIO8NlnSVeMNW1qknWIvog9ciSMGWMutrhiLrmrrFlj5vQnlDs7HCaHiTPv/+xZcxXlrrtMyUGDBrB4CUQkcTUETH1/Yg3IHI60abLmbsuWmeULIpN1gAsXTMOgevXM14GBpqSxTBnzeGSpus1myhvmzk26vMEbZM0KS5aYaQ4xl27Lnh1ef930LEhoDtCFC8k7RmLz5C9eNE3tErpaFxFh/qhs25a8Y3k4JewikmoLFpiRkjVH1jF6zWgAJrSZoK7wIl5u6NChjBkzhvbt23P58mX69evHo48+ip+fH++++667w5MMIiDAXNy4nRW//v476WX1kqrWzkh2707efnv23HKnUiXTAGzvXpMord8An46Fd4eYuv7EPPOMSVjjK1/284MWLcxcBG8WHm7KaMLD4zZBcDjM+zZ4sLlfujTs2gW//WYuZnTpAl99ZZYNSM1VKU+VK5cp7T950pS6LFtmftlGjEh8/fXkVltEXvSIz+bNpowkMTabuYKVAShhF4nPgQOmZOmuu8yniY4dTWYqsZqbPvYY3Hv/TRqNMaXwT1d+mofLP+y+4EQkTUybNo1JkybRv39//P396dixI19//TXvvPMOa9eudXd4IlESywvAfGb3wtXEUi1HjhTuZ1lmKa3z52Nf+bD++3r7DpPIJyYgwMxX7t49drlClizQp49Zjzuxucje4LffEi/7dzhMY73IUm+73TQs+OILM/fjhRfM6HNGlDcvPPAANGqUvIYd999vPlsnNAIfWa5UuXLCr5GcRkyWlfqGTR4mY3wXImlpwQJTrvTpp+aK6ZEjpvzp3nth2DB3R+dWu3ebRjax3D+EiNy74WpByh9SKbxIRnDq1Ckq//dhKXv27Fz+bx2uNm3aMH/+fHeGJhJLmzZJN8du3do1sXiCFi2SvkARWfEOmMns//yTcGmx5YQJE5Nux589O0yYED3aunixWdZrzJiMMedg27akrw7dvGkGfCRxfn6mq7ufX9yE2m4381e+/DLx16hZM3ndGxs3Tn2cHkQJu0hMZ8+aK81hYbFPXpHlT2+/DX/+6Z7YPMAbb5jmnpGcRdZB/Y/Mnd8m8P4bebh40T2xiUjaKVasGCdPngSgbNmyLFy4EIANGzZELf0m4glefdUMpMU3WGe3mw7yGXA1sQTlzAkDBiS+zzvvxMg916xJevT7Skjya+1z5zajrU2aJH+43xtkyZL03IvI/SRpzZubizo1a8befu+9pslC7dqJPz97dnjxxYRH0O12aNUqHdYwdA8l7CIxffMNhIYmvEyF3W7WjvRB58+bXimR1zHCCcfx0PPg54RtT8OehwkPN8sbiYh3e+SRR1i8eDEAL7/8Mm+//TZ33nknzz77LN26dXNzdCLR7rnHnHf8/aM/u9ts5hYUBH/9Zaba+pKhQ6FvX/Me2O0mOffzM+/Re++Z5QajJLdkOIOUFqda27aJL0dgs5nkMIMkiC7RqJFZkm3fPjPt9NAhMw/+1iQ+IR98AC1bmq8jLzpF/j+tVMk0pcsgtKybSEwrViTd6TRN10LxHqdOmbcm8m/iSlZCvj1wpRD8YUrh/f3NSiYi4t1GjhwZ9XX79u0pUaIEwcHB3HnnnTzk7c2jJMN54gkzMPf117B2rUlQW7SAp5/OWIO8yeXnZ8YWXn3VXMw4fRqKFTPvR8GCt+z8wAMwaFDiL5gvX8bobH477r7bNM77/ff4E3fLgrfeSnhetiSsbFlzS6mAADOS9Pvvpk/AwYNmffdnnzV/FDJQNZgSdpGY9Ic2Qbd28a1FLVb+mwNr4wtwwyzz5HBAgQJuCE5E0lW9evWoV6+eu8MQSVDhwmbWmkQrUcKssJWomjVNh/cNG+J2PwfAZobrk5q/7QteeQXWrzdXQMB8ZvTzM8n6sGEmUXS1kBBzlcrhMD/L/PldH4M7+fmZRhZt2rg7knSlhF0kpsaNzRz1hEbZ/f0zTAOLlCpY0FyIj2yWn4Mc2Gf+QkR49BVMm82seiIi3mfu3LnJ3rdt27bpGIm4y6pVZl3z5cvN5+AHHzQ5SvXq7o5M0tXPP5vPNv/+a37wTifY/cGBKVt+7TV3R+h+o0aZSoRb5/tblhnddfVUoZs3TTwTJkQvu+fvD089ZX6JfW0eSErt2mVG5PPkMfPlPXwVAyXsIjF17WqWL7lxI/6kPSIC+vVzeVie4oMPYneJtxG7IqFfPyhSxMVBiUiaaNeuXbL2s9lsOBKbyyle6aOPTF7m7x890DptmpkGOnmybzVu8zlFisCWLfDDD+aHfu4c3FkeqjwPVat4fDKT7pYsiZ42EPNvX2S/o5deMnMwXPUByOmERx81qxrF/KwaEWF+ftu3m6tvyemi7ms2bjQ/r/Xro7cVLw4jR5qLHR7KxztIiNwib16z1mZAQOwTVOSaMR9+CE2buic2D1CnjpkudKvAQFOKGGPaq4h4GafTmaybkvWMZ82a6EHUmFXREREmJ+nWzQy+SgaWJYsZtFi06L/kfQZUq6qpggBjxya8dqBlmV+USZNcF8/8+fDHH/EPLDkc5uc3ZYrr4vEWmzdDw4YmaY/p6FHT4MGVP8MUUsIucqvGjWHPHnM1tXJlKFcOnnnGzO9SWRgNG0Z//emnMH26aUj33ntqIisi4o0++yzxtcz9/JJeFlkkw1q+PIH5/f9xOEx3c1f55pukqx4mTnRNLN6kf/+4yzbH1K8fXLvm2piSSR+vReJTvLhpILJtm1l7dPLk5C8z4UO6d4eOHTVVSiQjWrx4MW3atKFs2bKULVuWNm3asGjRIneHJekgqXwkIsLsI+KTklNl4MpKhMOHE19izrLgyBHXxeMNjhyBpUsTf9+uXoVZs1wXUwooYReRVBsyxDSZ69nTfJhLaPl6EfEu48ePp0WLFuTIkYM+ffrQp08fcubMSatWrfjiiy/cHZ6kseRMUfb1acziw5o0SboE5YEHXBdP4cJJlzTGWb/Pxx0/nvQ+Hrw2sZrOiUiKxEzKP/0UQkPNeWPCBHO+mjXLN9e9FclIhg8fzieffELv3r2jtr3yyis0aNCA4cOH06tXLzdGJ2ntwQdNc7mERtntdrOPiE969dWER15tNtP36LnnXBfPs8+aOewJ8fNzfdd6T5ec5e48eG1ijbCLSIp8+2301xERpudJ5Ie8ZcugSxd3RCUiaenSpUu0aNEizvbmzZtz+fJlN0Qk6alPn4RXM7XZzBLcPXq4NiYRj9GwoWn0ALFH2u12k6zPnu3aEe1HH4VateIve/H3h5IlXXsBwRvccYd5zxKrTMic2by3HkgJu4gkm8MBo0fH3haU5SI2mzPq8V9/hX373BCciKSZtm3bMiueEaU5c+bQpk0bN0Qk6alKFZg61Xz+j5kDROYjs2aZ1i4iPuvll02X8S5d4O67TVPigQNNk+LmzV0bS+bMsHAhPPxw3LnzDRvCypUQFOTamLzBqFHm/Uqo38Dbb0Pu3K6NKZlUEi/iwc6cMcts3rwJ1aqZvnfuXGFl5044diz6/iMVZ/Fp2z58sPhNxq1+GTAXL+fNg7593ROjiNy+ChUq8MEHH7Bs2TLq1asHwNq1a1m9ejX9+/fns8jRJkypvHi/p54yS3d+9ZXpSeLnZ/KQF16AYsXcHZ2IB6hWzXOW/goKgl9+gUOHTHmj0wn16pmLCRK/xo3NB9Tnn4/9YTZbNnjnHY9eCcpmWb7TJiokJIRcuXJx+fJlcubM6e5wRBIUGmpKFL/5JvacwmrV4PvvoWJF98S1fj3ce28Yw98aTKuA36ng/w8A647Upt7nwViWH/7+8P77ZlU8EUmaJ56bSpcunaz9bDYbBw4cSOdoUsYT308Rb2M5LM7/fh6AvK3yYrNrPXbJIBwOWLIEDhyAPHmgVSuTtKez2zk3aYRdxMNYlhnpmD077pzC7dtNtdOmTVCqlOtju+tOi861vqdX1i/IYrtJuMOfkUsGMWzRW1iWmWETEQFVq7o+NhFJOwcPHnR3CCIiImnPbodmzdwdRYpoDruIh1m/3swDj68BkMMBV67EnUfuEiFHCVramkmPdieL7SYnHIWpNy6Ydxa8T5gjADAllCVKuH46l4ikrZs3byb42MmTJ10YiYiIiG9Twi7iYb7/PvHlPiMi4LvvXLjmueWErV/BlIpw8A8svwAWhT7A1zeeY9upKlG7+ftDYCD89JPW6xXxdtWrV2fLli1xtv/yyy9UqVIl7hM8WESEqVjq2NEsTdarl+kdJSIi4g2UsIt4mNOnE15eJ9L166YRXbq7uA9+agKLXoSwK1CkPuEd17M6vCEWdvLlM7sFBECnTrBxo2laJCLe7f7776du3bqMGjUKgGvXrtGlSxc6derE4MGD3Rxd8p0/D3XrwiOPwMyZprHyxIlQvbrpE+I7XXxERMRbaQ67iIcpXtyUlieWtAcFmdHsdON0wKaxsPptiLgBmbLBvSOg2ksQ4Yja7eBBE2dAQOJLW4qIdxk/fjytW7fmueeeY968eZw8eZLs2bOzfv16KlWq5O7wkq1DB4gsFHD896crspHnZ5+ZpXlfftktoYmIiCSLEnYRD9O1K4wZk/DjdrtZkSLdlnc7twMWdIdT6839Ek2h+STIVeq/HaITdpsNsmRJpzhExK1atmzJo48+ypdffom/vz+//fabVyXrO3bAokWJ7zNqFLz0kqbxSBKuXjUlGocOQd688MQTULiwu6MSER+hMTERD1OpEvTsGf9j/v7mM8KAAQk//+RJmD/frN8eEpKCAzvCIPg9mFrdJOsBuaD51/D4whjJuoj4gv3791OvXj3mzZvHggULGDhwIG3btmXgwIGEh4e7O7xkWbQo6UT8+HH45x/XxCNe6ttvoVAh6N4dRoyAV181pXD9+kWXbYiIpCMl7CIe6IsvzFrmuXJFb7PZoGVLCA6GAgXiPufcOWjfHooVgzZtoEUL8xljwAAIC0vigKf+hu9rwpoh4AyHsm2hyy6o3D0dh/JFxFNVq1aN0qVLs3XrVpo1a8awYcNYunQpv/76K7Vr13Z3eMkSFpa8P19J/n0U3/XLLyZRv3bNNDwIDzfzwBwOGDsW3njD3RGKiA9Qwi7igfz84K234NQpWLzYjJgfPgxz55qE/FYhIWZ99l9+iT33/cYN+OQTk8jH21wp/AaseB2m14Fz2yFLPmg9Ax6eDdmLpNe3JyIebvz48fzwww8EBQVFbatfvz6bN2+mevXq7gssBapXj56vnpCsWaFcOdfEI17GskxCntBVH8syJ9hz51wbl4j4HCXsIh4sMBCaNIFWrUwFXkImTIB//42/Os/pNEsaLV16ywPHVsLUqrDhQ7N0W/mOZlS9fAeNqov4uE6dOgEQFhbGnj17iPgv882RIwfffPONO0NLtiZNoHTphMvi7XZ47jnIls21cYmX2LED9u5NfCkBh8OcYEVE0pESdpEMYOLExLvK+/ubaXiAWZ5tcW/48T64uNeMpLebC62nQ9b8LolXRDzbjRs36N69O1mzZqVixYocOXIEgJdffjlqqTdP5+dnqo6yZTN/AyPZbOZ2zz3wwQfui0883KVLSe/j55e8/UREboMSdpEM4MSJxB+PiDAl9RxaCN9Vgi1fmAcqPwedd0LZh9I9RhHxHoMGDWLr1q0sW7aMwBhrSDZt2pQffvjBjZGlzD33wNat0KuXae6dKZNZyu3jj2H5csie3d0RiscqXTrpajOHA8qWdU08IuKztKybSAaQLx/8NwAWr7zZL/Jeg37wy3dmQ67S0GwSlHzAJfGJiHeZPXs2P/74I3Xr1sUWI2mpWLEi+/fvd2NkKVeqlOkPNnasmwMR71KsmOneunBh/PPNbDZz8m3TxvWxiYhP0Qi7SAbQrVvC8zTbVZrF9n4VaJz/O8AG1ftA5+1K1kUkQWfPnqVAPMtRXLt2LVYCL5KhjR0LOXLEPcH6+ZmE/euvTdmGiEg6UsIukgH07m3WZ485T7NA9tP82OlJZnV5lMI5T2HlLgcdVkHjsZBJXZZEJGE1a9Zk/vz5Ufcjk/Svv/6aevXquSssEde66y5Yt86MovvF+Mhcuzb89Re0beu+2ETEZ6gkXiQDyJsXVq+GZ56BlSstnq4+jU8f7kPebBdwWHYc1V8n831vg39g0i8mIj5v+PDhtGzZkl27dhEREcGnn37Krl27WLNmDcuXL3d3eCKuc9ddphP82bNw7Jg54ZYo4e6oRMSHKGEXySBKlIAV849xZVZPcpw1I2NhQdXI3OZb7AXvcXN0IuJN7r33XrZs2cLIkSOpXLkyCxcupHr16gQHB1O5cmV3hyfievnzm5uIiIspYRdJQ9evw40bkDt37Oq5dGc5YfvXsPw1coSFgD0z1H2HzLUGgl3z60Qk5cqWLcukSZPcHYaIiIhP0xx2kTSwbBk0a2bW+82XDwoVgnffNQl8uru0H2Y+AH/1gLAQKFwXOm2Gum8qWReRZLt27Vq67i8iIiIpp4Rd5DZNnw5NmsDSpdHbzp6F99+Hxo0h3T7TOh2w8ROYUhmOLgP/rHD/J6axXN4K6XRQEcmo7rjjDkaOHMnJkycT3MeyLP766y9atmzJZ5995sLoREREfJNK4kXicf68Wa3lxx8hJASqVIEXX4SmTc1KLpEuXDBLqllW3GVanU74+28YPdqMtqdtgLtgQXc4udbcL9HErKseVCaNDyQivmLZsmUMHjyYd999l6pVq1KzZk2KFClCYGAgFy9eZNeuXQQHB+Pv788bb7xBjx493B2yiIhIhqeEXeQWO3aYkfELF0zSDXD4MMyaBc8/DxMmRCftU6dCWFjCr+V0wvjx8PbbCa+TniKOcNgwCta+D44wyJwTGn0ElZ+LfSVBRCSFypUrxy+//MKRI0eYOXMmK1euZM2aNdy4cYN8+fJxzz33MGnSJFq2bIk9Tf6giYiISFKUsIvEEBEBrVvDxYvRyXrkdoBJk6B6dejZ09zfscMk4pGPx+fsWfN6+fLdZnCnN8GCbnB2q7lfpg00/RJyFLvNFxYRiVaiRAn69+9P//793R2KiIiIz1PCLhLDb7/BkSOJ79Orl0nUX30VsmZN3usG3s7y5xE3IXgobBgNlgMC80KTz6B8R42qi4iIiIhkYGo6JxLD8uWQKYnG6k4nfPUVVK0K5colPrput5t579mzpzKg46vhf9Vg/UiTrJdrD113wd1PKVkXEREREcngNMIuEoNlJW8/hwNu3jSd4GvXho0b4zadA5PcDx6cikDCrsKqwbB5HGBBtkLwwJdwZ7tUvJiIiIiIiHgjjbCLxHDffRAenrx9HQ44dQp69IAaNcw2f39z8/ODzJnhf/8zDexS5NBfZqm2zZ8DFlTsCl12KVkXEREREfExGmEXiaFtWyhWDE6ejH/E/FaZMsGePbB2LSxbZjrJX78OFSvCs89C3rwpOPjNS7C8P+z41tzPWRKaTYRSzVPxnYiIiIiIiLdTwi4SQ6ZMMH++GRW/eDHpEnnLMs+x2cxzUjyaHmnfHFj0Ilw7ae5X6w0NR0Dm1E5+FxG5PStXrmTChAns37+fn3/+maJFizJ16lRKly7Nvffe6+7wREREfIJK4kVuUaUK/PMPvPeeKWtPTEQEtGhxGwe7fhbmdYA57UyynvsuaL8SHvjcI5N1y4J166Lvr12b/Hn/IuI9fvnlFx588EGyZMnC5s2bCQ0NBeDy5csMHz7czdGJiIj4DiXsIvEoUADeegu+/DLhffz9oWZNaNAgFQewLPhnOky+G/b8CDY71HodOm2BYp45cnXokJmr/8AD0duaNjXr0h865K6oRCQ9DBs2jK+++opJkyaRKcbSGQ0aNGDTpk1ujExERMS3qCReJBFdu8K+fTBihEnQIyJMQzmnE+64A+bMScXqaleOw6KecGCeuZ+/Cjz4LRSskebxp5WQEGjUCE6ciPv97thhmvVt3w65crknPhFJW3v27OG+++6Lsz1XrlxcunTJ9QGJiIj4KI2wiyTCZoPhw2HLFtMNvkkTePhhmDEDtm6FIkVS8GKWBdu+hu8qmGTdLxPUfw+e3uDRyTrA5Mlw9Gj8a85HRMCxY2YfEckYChUqxL59++JsX7VqFWXKlHFDRCIiIr5JI+wiyVC1KowbdxsvcOkA/PUCHFls7heqbUbV81VMk/jS2/ffJz5X3bJg6lTo29dlIYlIOnr++efp06cP3377LTabjRMnThAcHMyAAQN4++233R2eiIiIz1DCLpKenA7YMg5WDoaI6+CfBRoMg+p9wM/u7uiS7fz5pPe5cCH94xAR1xg0aBBOp5MHHniA69evc9999xEQEMCAAQN4+eWX3R2eiIiIz1DCLpJezv8DC7rDyWBzv1gjaP415L7DvXGlwl13wZEjCa9Nb7fDnXe6NiYRSR8Oh4PVq1fTq1cvXnvtNfbt28fVq1epUKEC2bN73uoVIiIiGZkSdpG05giHv0dD8FBwhEHmHHDfh1DlBbB5Z9uInj1hwYKEH3c4zBx/EfF+drud5s2b888//xAUFESFChXcHZKIiIjP8s7sQcRTnd4M02rDqjdNsl66JXTeCVV7em2yDtC2rWm2F19HfJvNPN6uncvDEpF0UqlSJQ4cOODuMERERHye92YQIp4k4qZJ0qfVgrNbIDAPtPwfPDIfchZ3d3S3zc8PZs6Ed96BoKDo7UFB8Pbb8PPPpixeRDKGYcOGMWDAAObNm8fJkycJCQmJdRMRERHXUEm8+JxLl+DiRShQALJlS4MXPBEMC7rBhd3m/l2PQ5NxkK1gGry458iUCd59F/r3hzFjzLb9+yFHDreGJSLpoFWrVgC0bdsWW4zSGsuysNlsOBJqaCEiIiJpSgm7+IxNm8wI8R9/gNNpEtAOHeC996BUqVS8YPg1M6q+6TPAgqwFoel4uPPRNI7cswQExP+1iGQcS5cudXcIIiIighJ28RErVkDz5hARYZJ1gPBwmDEDfv8d1q6FO1LSvP3wYvjrebh80Nyv2BkajYEsedI8dhERV2vUqJG7QxARERGUsIsPcDrh2WdNgh6ZrEeKiDAl8i+/bEbeAUJD4ddfTZJvs0GjRvDII5A5MxB6GZYPgO1fm51zFIdmE6F0C1d+SyIi6e7SpUt88803/PPPPwBUrFiRbt26kStXLjdHJiIi4juUsEuGt2QJHD6c8OMOh1my7MgROHcOWrWC06fB/7/fji+/hCJFYNWU3yi9vydcPWEeqPoS3DfSLNsmIpKB/P333zz44INkyZKF2rVrAzBmzBg++OADFi5cSPXq1d0coYiIiG/wii7xhw4donv37pQuXZosWbJQtmxZhgwZQlhYmLtDEy+we3f8y5HFZFmmLL5pU5O0gxl9j4iAvFnPMbrx05Te2tYk60F3QPvl0PQLJesikiG9+uqrtG3blkOHDvHrr7/y66+/cvDgQdq0aUPfvn3T5Zg614uIiMTlFSPsu3fvxul0MmHCBO644w527NjB888/z7Vr1/joo4/cHZ54uOzZTUKelEWLICTEjLgbFu2r/cjn7V4mf/ZzOJx+bLD6U/fZoZApS3qGLCLiVn///TeTJk3C3z/6Y4K/vz8DBw6kZs2a6XJMnetFRETi8oqEvUWLFrRoET1HuEyZMuzZs4cvv/xSJ3EvFB4O8+fDrl1mSbCHH4YSJdLveG3amI7w4eEJ71O0KKxaFZ2sF8pxki8fe5F2leYAsP1kJbr99C2OfLXYNDD9YhUR8QQ5c+bkyJEjlC9fPtb2o0ePkiOd1nLUuV5ERCQuryiJj8/ly5fJkyfxjtyhoaGEhITEuol7LVwIxYqZJm5DhkDfvmZJtS5dTLO39JAvH/TunXhZ/LvvwvXr0fezZLpBs7v+Itzhz7sLh1Bj7Eb+PlqLq1fTJ0YREU/Svn17unfvzo8//sjRo0c5evQoP/zwA8899xwdO3Z0WRw614uIiK/zihH2W+3bt4/PP/88ySvuI0aMYOjQoS6KSpKyfj20bh09ih0REf3Y1KkQFgbTp6fPsT/8EK5dg0mTwM/P3BwO8++wYfDcc/Dbb3D8uInr4IUydP1xMv+cvpsdpyoDpgld1arpE5+IiCf56KOPsNlsPPvss0T898c6U6ZMvPjii4wcOdIlMehcLyIiAjbLSs7s3vQxaNAgRo0aleg+//zzT6ySvOPHj9OoUSPuv/9+vv7660SfGxoaSmiMYduQkBCKFy/O5cuXyZkz5+0FLynWqpUZYY+eIx7Xzp1QoUL6xbB/v1l7/exZKFkSnnkGChQwjy1YAC2SWJ1t8WJo0iT94vMGYWFhjBgxAoA33niDzJkzuzkiEe8WEhJCrly5PPLcdP36dfbv3w9A2bJlyZo1a4pfQ+d6Ee9jOSzO/34egLyt8mKzJ9G9V0QSdTvnereOsPfv358uXbokuk+ZMmWivj5x4gSNGzemfv36TJw4McnXDwgIICAg4HbDlDRw+TL8+Wfizd/8/eGHH+C999IvjrJl4a234n+seXN44QWYONGUz0fGGvl1r17QuHH6xSYi4ikuX76Mw+EgT548VK5cOWr7hQsX8Pf3T9GHDZ3rRUREUs+tCXv+/PnJnz9/svY9fvw4jRs3pkaNGkyePBk/P6+dfu+TLl9OulO7zQYXLrgmnoSO/9VXULMmfPwx7NljtpcvDwMGQNeuSS8PJyKSEXTo0IGHHnqIl156Kdb2n376iblz5/L7778n+7V0rhcREUk9rzgTHj9+nPvvv58SJUrw0UcfcfbsWU6dOsWpU6fcHZokU/78EBiY+D4OB8QYZHELmw2efx7++cesx37+vCnT79ZNybqI+I5169bROJ6Sovvvv59169alyzF1rhcREYnLK5rO/fXXX+zbt499+/ZRrFixWI+5cQq+pECWLNC5M3zzTexmczH5+UGnTq6NKyE2G+TN6+4oRETcIzQ0NKrZXEzh4eHcuHEjXY6pc72IiEhcXjHC3qVLFyzLivcm3mPIEChY0MxVjyly5Pqjj8xIvIiIuFft2rXjnT/+1VdfUaNGjXQ5ps71IiIicXnFCLtkDIULw7p1Zj74zz9Hj7SXLWvWQX/6abeGJyIi/xk2bBhNmzZl69atPPDAAwAsXryYDRs2sHDhQjdHJyIi4ju8YoRdMo6iRc2yaidPwtq1sGMH/PuvknUREU/SoEEDgoODKV68OD/99BO//fYbd9xxB9u2baNhw4buDk9ERMRnaIRd3CJfPnMTERHPVK1aNaZNm+buMERERHyaRthFREQklk2bNrF9+/ao+3PmzKFdu3YMHjyYsLAwN0YmIiLiW5Swi4iISCw9evTg33//BeDAgQO0b9+erFmzMnPmTAYOHOjm6ERERHyHEnYRERGJ5d9//6VatWoAzJw5k0aNGjF9+nS+++47fvnlF/cGJyIi4kOUsIuIiEgslmXhdDoBWLRoEa1atQKgePHinDt3zp2hiYiI+BQl7CIiIhJLzZo1GTZsGFOnTmX58uW0bt0agIMHD1KwYEE3RyciIuI7lLCLiIhILGPHjmXTpk307t2bN998kzvuuAOAn3/+mfr167s5OhEREd+hZd1EREQklipVqsTqEh9p9OjR2O12N0QkIiLim5Swi0/btAl+/BEuXoQ77oDOnUHVniIi8QsMDHR3CCIiIj5FCbv4pOvX4amnYM4c8PcHmw0cDnjzTRg9Gvr2dXeEIiIiIiLi6zSHXXxSt27w22/m64gICA8Hp9N8/eqrMGOGe+MTERERERFRwi4+Z98+Uwb/34pFcdhsMHQoWJZr4xIREREREYlJCbv4nNmzwS+R//mWBXv2wN69LgtJREREREQkDiXs4nOuXYPkNDm+fj39YxER8TQnT57k+++/5/fffycsLCzWY9euXeO9995zU2QiIiK+Rwm7+JyKFc2c9cRkzgylS7smHhERT7FhwwYqVKhAr169ePzxx6lYsSI7d+6Mevzq1asMHTrUjRGKiIj4FiXs4nPatoV8+cxc9fj4+5sO8rlyuTYuERF3Gzx4MI888ggXL17k9OnTNGvWjEaNGrF582Z3hyYiIuKTtKyb+JzMmWHaNGjd2sxXdziiH7PboXhxGDnSffGJiLjLxo0b+eKLL/Dz8yNHjhyMHz+eEiVK8MADD7BgwQJKlCjh7hBFRER8ikbYxSc1bw5r1pikPbIBXfbs0Ls3rFsHBQu6Nz4REXe5efNmrPuDBg1i8ODBNG/enDVr1rgpKhEREd+kEXbxWbVqwZw5pgndlSuQNy9kyuTuqERE3KdSpUqsWbOGKlWqxNo+YMAAnE4nHTt2dFNkIiIivkkj7OLzsmWDQoWUrIuIPPvss6xatSrexwYOHMjQoUNVFi8iIuJCSthFREQEgOeee47vv/8+wcdff/11Dh486MKIREREfJsSdhEREQHM/PW5c+dy5cqVOI+FhIQwd+5cQkND3RCZiIiIb1LCLiIiIgBMmDCBTz/9lBw5csR5LGfOnHz22WdMmjTJDZGJiIj4JiXsIiIiAsC0adPo27dvgo/37duX//3vf64LSERExMcpYRcREREA9u7dS9WqVRN8vEqVKuzdu9eFEYmIiPg2JewiIiICQEREBGfPnk3w8bNnzxIREeHCiERERHybEnYREREBoGLFiixatCjBxxcuXEjFihVdGJGIiIhvU8IuaebmTZg4EWrVMuuaV60KY8dCSIhrjh8RAbNnQ6dO8Oij8NZbcOiQa44tIpIRdOvWjffff5958+bFeey3337jgw8+oFu3bm6ITERExDf5uzsAyRhCQuCBB2DjRnPfsuDMGejXD774AlauNEl8ejl5Epo3hx07wN8fHA6YOxdGjICPPoJXX02/Y4uIZBQvvPACK1asoG3btpQvX55y5coBsHv3bv7991+efPJJXnjhBTdHKSIi4js0wi5pok8f2LzZJOqWZbZFfn3okBn1Ti+WBW3awO7d5n5EhNnmcIDTaS4azJ6dfscXEclIvv/+e3744QfuvPNO/v33X/bs2UO5cuWYMWMGM2bMcHd4IiIiPkUj7HLbzp6F7783CXJ8IiJg0SKTUJcvn/bHX7oUNm1K+HE/Pxg+HNq1S/tji4hkRE8++SRPPvmku8MQERHxeRphl9u2caNJypOyZk36HH/+fFMGnxCnEzZsgPPn0+f4IiIZhdPpZNSoUTRo0IBatWoxaNAgbty44e6wREREfJYSdrltNlva7pdSoaHJe+3Q0PQ5vohIRvHBBx8wePBgsmfPTtGiRfn000/p1auXu8MSERHxWUrY5bbVqQMBAYnvY7PB/fenz/HvuQfCwxPfJ39+KFgwfY4vIpJR/O9//2P8+PEsWLCA2bNn89tvvzFt2jScTqe7QxMREfFJStjdxOGAFSvg559h7droRm3eKCgInnvOzBWPj91u5o+XLp0+x+/QAXLmTPj4fn7Qq5eJQ0REEnbkyBFatWoVdb9p06bYbDZOnDjhxqhERER8lxJ2N/jpJ5O8NmoETzwB9epBuXKwcKG7I0u90aOhSRPzdWRiHJlAV60K33yTfsfOlg1+/NEcN+ZcdpvN3Bo2hNdfT7/ji4hkFBEREQQGBsbalilTJsKTKmMSERGRdKEu8S42YwY89VTc7fv2QcuW8Oef0KyZ6+O6XVmymNjnzoWvv4bDh6FwYejSBR5/POmS+dvVooVpLDd6tKlaCA2FMmXMyPpLL6X/8UVEMgLLsujSpQsBMf5o3rx5k549e5ItW7aobb/++qs7whMREfE5SthdKDzcrFcen8iS+D59YOfO9GvQlp7sdnjkEXNzh6pVzfJyU6eazvAqgRcRSZnOnTvH2fbMM8+4IRIREREBJewu9ddfZs3yhFgW/POPWVO8Rg3XxZWQbdtg9WqT+D7wAJQt6+6IksdmU7IuIpIakydPdncIIiIiEoMSdhc6fjz5+7krYbcsM5e+f//okf7I0f+HHoLvvoM8edwTm4iIiIiIiC9R0zkXKlQoefsVLpy+cSRk4UKoUMHMB9+502yL2b3+99+heXMIC3NPfCIiIiIiIr5ECbsLPfhg4qPTNhvceSfUrOm6mCLNn2+a3u3Zk/A+Dgds3AizZrkuLhEREREREV+lhN2FMmeGjz+O/7HIJnNjxri+4ZzDAS++aEbTk1oP3m6HKVNcE5eIiIiIiIgvU8LuYl26mHng+fPH3l60qBm5btPG9TEtWwZHjyadrINJ7k+fTveQREREREREfJ6azrlB585mLfbFi+HMGShWDBo1cl9n8yNHkr+v3W7WNxcREREREZH0pYTdTTJlMs3dPEG+fMnf1+GA7t3TLxYRERERERExVBIvNGsGQUFJ7+fnB23bmk7xIiIiIiIikr6UsAuBgTBiROL7BATAgAEwc6ZJ3EVERERERCR9qSReAOjZEyIi4I034OpVk5Q7nZAtG/TuDW+9BdmzuztKCA2Fv/82/1aqBAUKuDsiERERERGR9KGEXaL07g1du8K8eaYTfLFi0Lq1GV13N6cTRo2Cjz6CCxfMNn9/eOIJ+PTTuF33RUREREREvJ0SdoklWzZo397dUcTVqxd89VXsbRERpkT/779h/frkzcMXERERERHxFpqNLB5v8+a4yXqkiAg4cMCMsouIiIiIiGQkStjF402ebMrfE+JwwIQJrotHRERERETEFZSwi8c7fNiMpCfm5Ekzz11ERERERCSjUMIuHi9fvsRH2AFy5dJycyIiIiIikrEoxRGP9/TTiY+w+/tD586ui0dERERERMQVlLCLx2vcGJo2jX8E3W6HHDmgf3/XxyUiIiIiIpKelLCLx7PZYPZss9yczRa9DaB8eVixAkqUcFt4IiIiIiIi6ULrsItXyJYNpk+HkSPhzz8hLAyqV4d69aKTdxERERERkYxECbt4lRIl4IUX3B2FiIiIiIhI+lNJvIiIiIiIiIgHUsIuIiIiIiIi4oGUsIuIiIiIiIh4IM1hl9tiWbBrF5w/b+aXlyrl7ohEREREREQyBq8bYQ8NDaVatWrYbDa2bNni7nB82vz5ULkyVKoEjRpB6dLQpAls2+buyERExJvpXC8iImJ4XcI+cOBAihQp4u4wfN7MmfDQQ2Z0PaYVK8xSa1u3uicuERHxfjrXi4iIGF6VsP/xxx8sXLiQjz76yN2h+LTQUOjZ05TDW1bsxxwO83ifPu6JTUREvJvO9SIiItG8Zg776dOnef7555k9ezZZs2ZN1nNCQ0MJDQ2Nuh8SEpJe4fmU+fPhwoWEH3c4YPlyOHjQlMmLiIgkh871IiIisXnFCLtlWXTp0oWePXtSs2bNZD9vxIgR5MqVK+pWvHjxdIzSdxw6BHZ70vsdPpzuoYiISAahc72IiEhcbk3YBw0ahM1mS/S2e/duPv/8c65cucIbb7yRotd/4403uHz5ctTt6NGj6fSd+Ja8ec0oenL2ExER36ZzvYiISOq5tSS+f//+dOnSJdF9ypQpw5IlSwgODiYgICDWYzVr1uTpp59mypQp8T43ICAgznPk9j38MAQEmLnq8bHZoFw50z1eRER8m871IiIiqefWhD1//vzkz58/yf0+++wzhg0bFnX/xIkTPPjgg/z444/UqVMnPUOUeAQFweDBMGRI3MdsNvPvqFHRX4uIiO/SuV5ERCT1vKLpXIkSJWLdz549OwBly5alWLFi7gjJ5739tvl3+HAICwM/P1MmHxQE48dD27ZuDU9ERLyMzvUiIiJxeUXCLp7HZoN33oGXX4Y5c+DcOShVyqzNrspEERERERGR2+eVCXupUqWwbl0AXNwid25IYmqiiIhIiulcLyIi4iXLuomIiIiIiIj4GiXsIiIiIiIiIh5ICbuIiIiIiIiIB1LCLiIiIiIiIuKBlLCLiIiIiIiIeCAl7CIiIiIiIiIeSAm7iIiIiIiIiAdSwi4iIiIiIiLigZSwi4iIiIiIiHggJewiIiIiIiIiHkgJu4iIiIiIiIgHUsIuIiIiIv9v797jbKr3P46/N2a2PRiXaciIcUmYxi0yuRRJTR5OR5eDI+aHUEpFupiudEGSkDpyOcRpHHJ0cnCI5FIdJeMu12GiUaSEyMyY+fz+8LDZzewxMtNaeD0fj/XI+q7vWuuzv3vP49NnXQEALkTBDgAAAACAC1GwAwAAAADgQhTsAAAAAAC4EAU7AAAAAAAuRMEOAAAAAIALUbADAAAAAOBCFOwAAAAAALgQBTsAAAAAAC5EwQ4AAAAAgAtRsAMAAAAA4EIU7AAAAAAAuBAFOwAAAAAALkTBDgAAAACAC1GwAwAAAADgQhTsAAAAAAC4EAU7AAAAAAAuRMEOAAAAAIALUbADAAAAAOBCFOwAAAAAALgQBTsAAAAAAC5EwQ4AAAAAgAtRsAMAAAAA4EIU7AAAAAAAuBAFOwAAAAAALkTBDgAAAACAC1GwAwAAAADgQhTsAAAAAAC4EAU7AAAAAAAuRMEOAAAAAIALUbADAAAAAOBCFOwAAAAAALgQBTsAAAAAAC5EwQ4AAAAAgAtRsAMAAAAA4EIU7AAAAAAAuBAFOwAAAAAALkTBDgAAAACAC1GwAwAAAADgQhTsAAAAAAC4EAU7AAAAAAAuRMEOAAAAAIALUbADAAAAAOBCFOwAAAAAALgQBTsAAAAAAC5EwQ4AAAAAgAtRsAMAAAAA4EIU7AAAAAAAuBAFOwAAAAAALkTBDgAAAACAC1GwAwAAAADgQhTsAAAAAAC4EAU7AAAAAAAuRMEOAAAAAIALUbADAAAAAOBCF1XBPn/+fMXFxcnn86ls2bK68847nQ4JAAAUIHI9AABnFHM6gPyaPXu2evfuraFDh6p169Y6efKkNm3a5HRYAACggJDrAQAIdFEU7CdPnlS/fv00YsQI9ezZ098eExPjYFQAAKCgkOsBAMjpoijY16xZo7S0NBUpUkQNGzbU999/rwYNGmjEiBGKjY0Nul56errS09P984cPH5YkHTlypNBjBi5VGRkZOnHihKRTf0uhoaEORwRc3E7nJDNzOBJnkesB97As09HjRyVJIUdC5CnqcTgi4OJ2QbneLgL//Oc/TZJVqVLF/vWvf9nq1autc+fOFhERYT/++GPQ9QYNGmSSmJiYmJiYXD+lpKT8gZnVfcj1TExMTEyX+vR7cr3HzLlD+omJiRo+fHiefbZs2aI1a9aoS5cuGj9+vO6//35Jp46oX3XVVXrllVf0wAMP5Lrub4+6//zzz4qOjtaePXtUunTpgvsgF7kjR46ocuXK2rt3r8LDw50Ox1UYm9wxLsExNrljXII7fPiwqlSpokOHDqlMmTJOh1PgyPXuwd9h7hiX3DEuwTE2uWNcgruQXO/oJfGPP/64unfvnmef6tWr67vvvpMUeB+b1+tV9erVtWfPnqDrer1eeb3eHO2lS5fmR5SL8PBwxiUIxiZ3jEtwjE3uGJfgihS5qF7ckm/kevfh7zB3jEvuGJfgGJvcMS7B/Z5c72jBHhkZqcjIyHP2a9Sokbxer7Zt26YWLVpIkjIzM5Wamqro6OjCDhMAAPxO5HoAAH6/i+Khc+Hh4erTp48GDRqkypUrKzo6WiNGjJAkdejQweHoAADAhSLXAwCQ00VRsEvSiBEjVKxYMSUkJOjXX39VXFycPvnkE5UtWzbf2/B6vRo0aFCul85dzhiX4Bib3DEuwTE2uWNcgmNsziDXFy7GJneMS+4Yl+AYm9wxLsFdyNg4+tA5AAAAAACQu0vzCTcAAAAAAFzkKNgBAAAAAHAhCnYAAAAAAFyIgh0AAAAAABe6rAv2+fPnKy4uTj6fT2XLltWdd97pdEiukp6ergYNGsjj8WjdunVOh+Oo1NRU9ezZU9WqVZPP51ONGjU0aNAgZWRkOB2aI95++21VrVpVxYsXV1xcnFatWuV0SI4aNmyYrr/+epUqVUrly5fXnXfeqW3btjkdluu8+uqr8ng86t+/v9OhuEJaWpq6du2qiIgI+Xw+1a1bV6tXr3Y6rEsOuT5v5PozyPWByPWByPX5R74/oyBy/WVbsM+ePVsJCQnq0aOH1q9fr88//1z33nuv02G5ylNPPaWoqCinw3CFrVu3Kjs7W+PHj9fmzZs1atQovfPOO3rmmWecDu0PN3PmTA0YMECDBg3SmjVrVL9+fcXHx+vAgQNOh+aY5cuXq2/fvvriiy+0ePFiZWZm6rbbbtOxY8ecDs01vvrqK40fP1716tVzOhRXOHTokJo3b66QkBAtWLBAX3/9tUaOHHlery/DuZHrz41cfwa5/gxyfU7k+vwh359RYLneLkOZmZlWqVIlmzRpktOhuNZ///tfq127tm3evNkk2dq1a50OyXVee+01q1atmtNh/OGaNGliffv29c9nZWVZVFSUDRs2zMGo3OXAgQMmyZYvX+50KK5w9OhRq1mzpi1evNhatmxp/fr1czokxw0cONBatGjhdBiXNHL9uZHrz41cfwq5PidyfU7k+0AFlesvyzPsa9asUVpamooUKaKGDRuqYsWKatu2rTZt2uR0aK6wf/9+9e7dW//4xz8UFhbmdDiudfjwYZUrV87pMP5QGRkZSk5OVps2bfxtRYoUUZs2bbRy5UoHI3OXw4cPS9Jl9/sIpm/fvmrXrl3A7+Zy95///EeNGzdWhw4dVL58eTVs2FATJ050OqxLCrk+b+T6/CHXn0Kuz4lcnxP5PlBB5frLsmDftWuXJGnw4MF67rnnNG/ePJUtW1atWrXSTz/95HB0zjIzde/eXX369FHjxo2dDse1du7cqbFjx+qBBx5wOpQ/1MGDB5WVlaUKFSoEtFeoUEHff/+9Q1G5S3Z2tvr376/mzZsrNjbW6XAcN2PGDK1Zs0bDhg1zOhRX2bVrl8aNG6eaNWvqo48+0oMPPqhHH31UU6dOdTq0Swa5Pjhyff6Q68n1wZDrcyLf51RQuf6SKtgTExPl8XjynE7fnyRJzz77rO655x41atRIU6ZMkcfj0axZsxz+FIUjv2MzduxYHT16VE8//bTTIf8h8jsuZ0tLS9Ptt9+uDh06qHfv3g5FDrfq27evNm3apBkzZjgdiuP27t2rfv36KSkpScWLF3c6HFfJzs7Wddddp6FDh6phw4a6//771bt3b73zzjtOh+Z65PrgyPW5I9ejoJHrA5Hvc1dQub5YIcXniMcff1zdu3fPs0/16tX13XffSZJiYmL87V6vV9WrV9eePXsKM0TH5HdsPvnkE61cuVJerzdgWePGjdWlS5dL7uxPfsfltH379unmm29Ws2bNNGHChEKOzn2uuOIKFS1aVPv37w9o379/v6688kqHonKPhx9+WPPmzdOKFSt01VVXOR2O45KTk3XgwAFdd911/rasrCytWLFCb731ltLT01W0aFEHI3ROxYoVA3KQJNWpU0ezZ892KKKLB7k+OHJ97sj154dcnzdyfU7k+9wVVK6/pAr2yMhIRUZGnrNfo0aN5PV6tW3bNrVo0UKSlJmZqdTUVEVHRxd2mI7I79i8+eabeuWVV/zz+/btU3x8vGbOnKm4uLjCDNER+R0X6dTR9ptvvtl/lqZIkUvqApV8CQ0NVaNGjbRkyRL/q5Gys7O1ZMkSPfzww84G5yAz0yOPPKJ///vfWrZsmapVq+Z0SK5wyy23aOPGjQFtPXr0UO3atTVw4MDLMnmf1rx58xyvA9q+ffslm4MKErk+OHJ97sj154dcnztyfXDk+9wVVK6/pAr2/AoPD1efPn00aNAgVa5cWdHR0RoxYoQkqUOHDg5H56wqVaoEzJcsWVKSVKNGjcv6KGJaWppatWql6Ohovf766/rhhx/8yy63o80DBgxQt27d1LhxYzVp0kSjR4/WsWPH1KNHD6dDc0zfvn01ffp0zZkzR6VKlfLf41e6dGn5fD6Ho3NOqVKlctzbV6JECUVERFz29/w99thjatasmYYOHaqOHTtq1apVmjBhwmV5Nq+wkOuDI9fnjlx/Brk+J3J9cOT73BVYrr/g58xfpDIyMuzxxx+38uXLW6lSpaxNmza2adMmp8Nynd27d/OqFzObMmWKScp1uhyNHTvWqlSpYqGhodakSRP74osvnA7JUcF+G1OmTHE6NNfhNS9nzJ0712JjY83r9Vrt2rVtwoQJTod0ySHX5w+5/hRyfSByfSBy/fkh359SELneY2Z2IUcOAAAAAABAwbv8bswBAAAAAOAiQMEOAAAAAIALUbADAAAAAOBCFOwAAAAAALgQBTsAAAAAAC5EwQ4AAAAAgAtRsAMAAAAA4EIU7AAAAAAAuBAFOwAAAHCBfvzxR5UvX16pqal/6H6rVq2q0aNH57v/u+++qzJlyhRaPKctW7ZMHo9HP//8c6HvCwXjhhtu0OzZs50OA79BwQ4AAICgunfvLo/HI4/Ho9DQUF199dV66aWXdPLkSX8fM9OECRMUFxenkiVLqkyZMmrcuLFGjx6t48ePS5I2b96se+65R1WrVpXH4zmvIvNiMGTIELVv315Vq1Z1OpQ8derUSdu3b3c6jIteZmamXnrpJdWoUUPFixdX/fr1tXDhwoA+WVlZev7551WtWjX5fD7VqFFDL7/8sswsz20vW7ZM1113nbxer66++mq9++67AcvHjRunevXqKTw8XOHh4WratKkWLFgQ0GfAgAEqV66cKleurKSkpIBls2bN0h133JFjv88995wSExOVnZ19HiOBwkbBDgAAgDzdfvvt+u6777Rjxw49/vjjGjx4sEaMGOFfnpCQoP79+6t9+/ZaunSp1q1bp+eff15z5szRokWLJEnHjx9X9erV9eqrr+rKK6906qPkKTMz83etd/z4cf39739Xz549Cziigufz+VS+fHmnwyg0v/c7PF/PPfecxo8fr7Fjx+rrr79Wnz59dNddd2nt2rX+PsOHD9e4ceP01ltvacuWLRo+fLhee+01jR07Nuh2d+/erXbt2unmm2/WunXr1L9/f/Xq1UsfffSRv89VV12lV199VcnJyVq9erVat26t9u3ba/PmzZKkuXPnavr06Vq0aJFee+019erVSwcPHpQkHT58WM8++6zefvvtHPtu27atjh49mqP4h8MMAPLhwIEDVqFCBRsyZIi/7fPPP7eQkBD7+OOPHYwMAFCYunXrZu3btw9ou/XWW+2GG24wM7OZM2eaJPvwww9zrJudnW0///xzjvbo6GgbNWrUOfedmppqf/rTn6xMmTIWFhZmMTExNn/+fP/yTZs2Wbt27axUqVJWsmRJa9Gihe3cudPMzLKysuzFF1+0SpUqWWhoqNWvX98WLFjgX3f37t0myWbMmGE33XSTeb1emzJlipmZTZw40WrXrm1er9dq1aplb7/9dp5xzpo1yyIjI3O0b9y40W6//XYrUaKElS9f3rp27Wo//PCDmZktXbrUQkJCbMWKFf7+w4cPt8jISPv+++/NzKxly5bWt29f69u3r4WHh1tERIQ999xzlp2dHXQsR44cabGxsRYWFmZXXXWVPfjgg3b06FH/8ilTpljp0qX984MGDbL69evbtGnTLDo62sLDw61Tp0525MgRf5+srCwbOnSoVa1a1YoXL2716tWzWbNmBXzW+fPnW82aNa148eLWqlUrmzJlikmyQ4cO5TpmnTt3to4dOwa0ZWRkWEREhE2dOtXMzBYsWGDNmze30qVLW7ly5axdu3b+79cs7++wsFWsWNHeeuutgLa7777bunTp4p9v166d3XfffXn2+a2nnnrKrr322oC2Tp06WXx8fJ7xlC1b1iZNmmRmp35HnTp18i8rX768rVq1yszM7r//fnvjjTeCbqdHjx7WtWvXPPeFPxZn2AHkS2RkpCZPnqzBgwdr9erVOnr0qBISEvTwww/rlltucTo8AMAfyOfzKSMjQ5KUlJSkWrVqqX379jn6eTwelS5d+nfvp2/fvkpPT9eKFSu0ceNGDR8+XCVLlpQkpaWl6aabbpLX69Unn3yi5ORk3Xffff5L9ceMGaORI0fq9ddf14YNGxQfH68///nP2rFjR8A+EhMT1a9fP23ZskXx8fFKSkrSCy+8oCFDhmjLli0aOnSonn/+eU2dOjVonJ9++qkaNWoU0Pbzzz+rdevWatiwoVavXq2FCxdq//796tixoySpVatW6t+/vxISEnT48GGtXbtWzz//vCZNmqQKFSr4tzN16lQVK1ZMq1at0pgxY/TGG29o0qRJQWMpUqSI3nzzTW3evFlTp07VJ598oqeeeirPcU5JSdGHH36oefPmad68eVq+fLleffVV//Jhw4Zp2rRpeuedd7R582Y99thj6tq1q5YvXy5J2rt3r+6++27dcccdWrdunXr16qXExMQ899mlSxfNnTtXv/zyi7/to48+0vHjx3XXXXdJko4dO6YBAwZo9erVWrJkiYoUKaK77rorxyXbv/0Oc9O2bVuVLFky6HTttdfmGe9vpaenq3jx4gFtPp9Pn332mX++WbNmWrJkif8WhPXr1+uzzz5T27Ztg2535cqVatOmTUBbfHy8Vq5cmWv/rKwszZgxQ8eOHVPTpk0lSfXr19fq1at16NAhJScn69dff9XVV1+tzz77TGvWrNGjjz4adP9NmjTRp59+mveHxx/L6SMGAC4uDz30kF1zzTV27733Wt26de3EiRNOhwQAKERnn2HPzs62xYsXm9frtSeeeMLMzOrUqWN//vOfz2ub+T3DXrduXRs8eHCuy55++mmrVq2aZWRk5Lo8Kioq4KowM7Prr7/eHnroITM7c3Z29OjRAX1q1Khh06dPD2h7+eWXrWnTpkHjbN++fY4zqS+//LLddtttAW179+41SbZt2zYzM0tPT7cGDRpYx44dLSYmxnr37h3Qv2XLllanTp2AM+oDBw60OnXq+OfPNZazZs2yiIgI/3xuZ9jDwsICzqg/+eSTFhcXZ2ZmJ06csLCwMPvf//4XsN2ePXta586dzezUdxETExOwfODAgXmeYc/MzLQrrrjCpk2b5m/r3LlzwJnh3/rhhx9Mkm3cuNHMgn+Hufn2229tx44dQafU1NRzbuNsnTt3tpiYGNu+fbtlZWXZokWLzOfzWWhoqL9PVlaWDRw40DwejxUrVsw8Ho8NHTo0z+3WrFkzR5/58+ebJDt+/Li/bcOGDVaiRAkrWrSolS5dOuDKE7NT32uNGjUsNjbWPvjgA0tPT7fY2FhbvXq1jR071q655hpr1qyZbdq0KWC9OXPmWJEiRSwrK+u8xgOFp5iTBwsAXHxef/11xcbGatasWUpOTpbX63U6JABAIZs3b55KliypzMxMZWdn695779XgwYMl6ZwP0LoQjz76qB588EEtWrRIbdq00T333KN69epJktatW6cbb7xRISEhOdY7cuSI9u3bp+bNmwe0N2/eXOvXrw9oa9y4sf/fx44dU0pKinr27KnevXv720+ePJnnlQK//vprjrOt69ev19KlS/1XBJwtJSVF11xzjUJDQ5WUlKR69eopOjpao0aNytH3hhtukMfj8c83bdpUI0eOVFZWlooWLZqj/8cff6xhw4Zp69atOnLkiE6ePKkTJ07o+PHjCgsLyzX+qlWrqlSpUv75ihUr6sCBA5KknTt36vjx47r11lsD1snIyFDDhg0lSVu2bFFcXFzA8tNne4MpVqyYOnbsqKSkJCUkJOjYsWOaM2eOZsyY4e+zY8cOvfDCC/ryyy918OBB/5n1PXv2KDY21t/v7O8wmEqVKp2zz/kYM2aMevfurdq1a8vj8ahGjRrq0aOHJk+e7O/z/vvvKykpSdOnT9e1117rvyc9KipK3bp1u6D916pVS+vWrdPhw4f1r3/9S926ddPy5csVExMjSRo8eLD/b1SSXnzxRbVp00YhISF65ZVXtHHjRs2bN0//93//p+TkZH8/n8+n7Oxspaeny+fzXVCMKBgU7ADOS0pKivbt26fs7Gylpqaqbt26TocEAChkN998s8aNG6fQ0FBFRUWpWLEz/wt5zTXXaOvWrYWy3169eik+Pl7z58/XokWLNGzYMI0cOVKPPPJIgRUTJUqU8P/79OXZEydOzFGA5lYcn3bFFVfo0KFDAW2//PKL7rjjDg0fPjxH/4oVK/r//b///U+S9NNPP+mnn34KiOd8paam6k9/+pMefPBBDRkyROXKldNnn32mnj17KiMjI2jB/tuDHh6Px18cnx6T+fPn5yh6L/SgfZcuXdSyZUsdOHBAixcvls/n0+233+5ffscddyg6OloTJ05UVFSUsrOzFRsb678d47T8jFnbtm3zvNQ7Ojra/9C2/IiMjNSHH36oEydO6Mcff1RUVJQSExNVvXp1f58nn3xSiYmJ+utf/ypJqlu3rr755hsNGzYsaMF+5ZVXav/+/QFt+/fvV3h4eMBv/vQbGySpUaNG+uqrrzRmzBiNHz8+xza3bt2q9957T2vXrtXkyZN10003KTIyUh07dtR9992no0eP+g/YnP4NUqy7BwU7gHzLyMhQ165d1alTJ9WqVUu9evXSxo0bL+mnzQIAThVEp4uD37r33nv117/+VXPmzMlxH7uZ6ciRIxd0H3vlypXVp08f9enTR08//bQmTpyoRx55RPXq1dPUqVOVmZmZo+AMDw9XVFSUPv/8c7Vs2dLf/vnnn6tJkyZB91WhQgVFRUVp165d6tKlS75jbNiwod57772Atuuuu06zZ89W1apVAw5wnC0lJUWPPfaYJk6cqJkzZ6pbt276+OOPVaTImcdMffnllwHrfPHFF6pZs2auBxCSk5OVnZ2tkSNH+rfx/vvv5/tz5CYmJkZer1d79uwJGMuz1alTR//5z39yxHkuzZo1U+XKlTVz5kwtWLBAHTp08H+XP/74o7Zt26aJEyfqxhtvlKSA+8PP16RJk/Trr78GXZ7blRr5Ubx4cVWqVEmZmZmaPXu2/xkF0qm3B5z9XUqnDvzk9dq0pk2b6r///W9A2+LFi895xcLps+K/ZWZ64IEH9MYbb6hkyZLKysryP0n/9H+zsrL8/Tdt2uS/cgIu4fAl+QAuIk888YRVrVrVDh8+bFlZWdaiRQtr166d02EBAApRbk+JP1t2drZ16tTJfD6fDRkyxL766itLTU21uXPnWuvWre3f//63mZ26X3vt2rW2du1aq1ixoj3xxBO2du1a27FjR9Bt9+vXzxYuXGi7du2y5ORki4uL8z9Z/ODBgxYREWF33323ffXVV7Z9+3abNm2abd261czMRo0aZeHh4TZjxgzbunWrDRw40EJCQmz79u1mdub+57Vr1wbsc+LEiebz+WzMmDG2bds227Bhg02ePNlGjhwZNM4NGzZYsWLF7KeffvK3paWlWWRkpP3lL3+xVatW2c6dO23hwoXWvXt3O3nypJ08edJuuOEGu+eee8zMbN++fRYREWGvvfaafxstW7a0kiVL2mOPPWZbt2616dOnW4kSJeydd97x9zn7HvZ169b57+lOSUmxadOmWaVKlQLuJQ/2lPizjRo1yqKjo/3zzz77rEVERNi7775rO3futOTkZHvzzTft3XffNTOzb775xkJDQ+2JJ56wrVu3WlJSkl155ZV53sN+9rZjYmKsWLFi9umnn/rbs7KyLCIiwrp27Wo7duywJUuW2PXXX2+S/L+pYN/hH+GLL76w2bNnW0pKiq1YscJat25t1apVC/i83bp1s0qVKtm8efNs9+7d9sEHH9gVV1xhTz31lL9PYmKiJSQk+Od37dplYWFh9uSTT9qWLVvs7bfftqJFi9rChQsD1lm+fLnt3r3bNmzYYImJiebxeGzRokU54pwwYYL/N2Zm9uWXX1p4eLitXLnSXnjhhRzPHmjZsqW99NJLBTFEKCAU7ADyZenSpTmS6e7duy08PNz+9re/ORgZAKAwnatgNztVXI0bN86uv/56CwsLs/DwcGvUqJGNGTPG/6Cs08XVb6eWLVsG3e7DDz9sNWrUMK/Xa5GRkZaQkGAHDx70L1+/fr3ddtttFhYWZqVKlbIbb7zRUlJS/DENHjzYKlWqZCEhIUFf65ZbsZeUlGQNGjSw0NBQK1u2rN100032wQcf5DkGTZo0CSikzcy2b99ud911l5UpU8Z8Pp/Vrl3b+vfvb9nZ2fbiiy9axYoVAz7P7NmzLTQ01NatW2dmp4qnhx56yPr06WPh4eFWtmxZe+aZZ/J8rdsbb7xhFStWNJ/PZ/Hx8TZt2rQLLtizs7Nt9OjRVqtWLQsJCbHIyEiLj4+35cuX+/vMnTvXrr76avN6vXbjjTfa5MmT81Wwf/311ybJoqOjAz6XmdnixYutTp065vV6rV69erZs2TLXFOzLli3zxxYREWEJCQmWlpYW0OfIkSPWr18/q1KlihUvXtyqV69uzz77rKWnp/v7dOvWLcffwNKlS/2/v+rVq+d4Vd19991n0dHRFhoaapGRkXbLLbfkWqx///33Fh0dnSOuF1980cqVK2e1a9e2L7/80t/+7bffWkhIiO3du/d3jgoKg8esEJ8UAgAAAFwG5s+fryeffFKbNm3KcRn079WqVSs1aNBAo0ePLpDtAXkZOHCgDh06pAkTJjgdCs7CPewAAADABWrXrp127NihtLQ0Va5c2elwgPNWvnx5DRgwwOkw8BucYQcAAABciDPsACjYAQAAAABwoYK5wQYAAAAAABQoCnYAAAAAAFyIgh0AAAAAABeiYAcAAAAAwIUo2AEAAAAAcCEKdgAAAAAAXIiCHQAAAAAAF6JgBwAAAADAhf4ffJet6FONJ7YAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Code ในส่วนนี้เป็น code ที่ปรับแก้มาจาก tutorial ที่แล้วเพียงเล็กน้อย ผู้เรียนไม่ต้องกังวลเกี่ยวกับรายละเอียดของ code ใน cell นี้ ซึ่งจะใช้ในการอธิบาย concept เท่านั้น ไม่ได้คำนึงถึงการเขียนให้ optimize performance\n", "\n", "def euclidean_distance_PCA_example():\n", " num_points = 20\n", "\n", " # สร้างจุดขึ้นมาเป็นจำนวน num_points จุด ซึ่งมาจาก multi-variate normal distribution สำหรับ class 1\n", " data_class1 = multivariate_normal(mean=[-2, -2], cov=[[1.5, 1], [1, 1]], size=num_points)\n", "\n", " # สร้างจุดขึ้นมาเป็นจำนวน num_points จุด ซึ่งมาจาก multi-variate normal distribution สำหรับ class 2\n", " data_class2 = multivariate_normal(mean=[2, 2], cov=[[1.5, 1], [1, 1]], size=num_points)\n", "\n", " # รวมข้อมูลจากทั้ง 2 class มาเก็บไว้ในตัวแปร data และเก็บ label (class) เอาไว้ในตัวแปรชื่อ labels\n", " data = np.concatenate((data_class1, data_class2), axis=0)\n", " labels = np.zeros(num_points*2, )\n", " labels[num_points:] = 1\n", "\n", " # สร้าง PCA สำหรับตัวอย่างนี้เราจะไม่ whiten ข้อมูลของเรา โดยการกำหนด whiten=False แต่ในการใช้งานจริง การทำ whitening เป็นสิ่งที่ค่อนข้างมีความสำคัญมาก\n", " model_PCA = PCA(n_components=2, whiten=False)\n", "\n", " # การทำ PCA เราไม่ใช้ข้อมูลว่าจุดข้อมูลไหนมาจาก class ไหนเลย (หรืออาจมองว่า PCA มองทุกจุดเป็นสีเดียวกันก็ได้)\n", " model_PCA.fit(data)\n", "\n", " # คำนวณพิกัดใหม่ของทุกจุดข้อมูล\n", " data_pca = model_PCA.transform(data)\n", "\n", " # เตรียมแสดงผล\n", " x_disp = [-6.0, 6.0] # ค่าต่ำสูงและสูงสุดของ x สำหรับแสดงผล\n", " y_disp = [-6.0, 6.0] # ค่าต่ำสูงและสูงสุดของ y สำหรับแสดงผล\n", "\n", " # ใช้สีน้ำเงินสำหรับแสดงจุดข้อมูลที่มาจาก class 1 (label=0) และใช้สีแดงสำหรับแสดงจุดข้อมูลที่มาจาก class 2 (label=1)\n", " cmap = colors.ListedColormap([\"blue\",\"red\"])\n", "\n", " fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", " # แสดงรูปข้อมูลเริ่มต้น\n", " ax[0].scatter(data[:, 0], data[:, 1], c=labels, cmap=cmap)\n", " ax[0].plot([0, 0], y_disp, c=\"grey\") # Plot แกน y\n", " ax[0].plot(x_disp, [0, 0], c=\"grey\") # Plot แกน x\n", " ax[0].plot(data[:2, 0], data[:2, 1], c='darkorange') # Plot จุดเชื่อมระหว่างจุด 1 คู่จาก class เดียวกัน\n", " ax[0].plot(data[num_points-1:num_points+1, 0], data[num_points-1:num_points+1, 1], c='green') # Plot จุดเชื่อมระหว่างจุด 1 คู่ การคนละ class\n", " ax[0].set(xlabel='x', ylabel='y')\n", " ax[0].set_title(\"Original data\")\n", "\n", "\n", " # แสดงข้อมูลหลังถูก transform ด้วย PCA (หน้าตาจะเหมือนกับรูปที่แล้ว แต่มีการหมุนแกน)\n", " ax[1].scatter(data_pca[:, 0], data_pca[:, 1], c=labels, cmap=cmap)\n", " ax[1].plot(x_disp, [0, 0], c=\"m\", alpha=1) # แสดงผลโดยการหมุนแกน pc1 ให้มาอยู่ที่ตำแหน่งแกน x\n", " ax[1].plot([0, 0], y_disp, c=\"m\", alpha=0.3) # แสดงผลโดยการหมุนแกน pc2 ให้มาอยู่ที่ตำแหน่งแกน y\n", " ax[1].plot(data_pca[:2, 0], data_pca[:2, 1], c='darkorange') # Plot จุดเชื่อมระหว่างจุด 1 คู่จาก class เดียวกัน\n", " ax[1].plot(data_pca[num_points-1:num_points+1, 0], data_pca[num_points-1:num_points+1, 1], c='green') # Plot จุดเชื่อมระหว่างจุด 1 คู่ การคนละ class\n", " ax[1].set(xlabel=f\"PC1 score (explained var = {model_PCA.explained_variance_ratio_[0]*100: 0.2f}%)\",\n", " ylabel=f\"PC2 score (explained var = {model_PCA.explained_variance_ratio_[1]*100: 0.2f}%)\")\n", " ax[1].set_title(\"PCA-tranformed data\")\n", "\n", " plt.setp(ax, xlim=x_disp, ylim=y_disp)\n", " plt.show()\n", "\n", "euclidean_distance_PCA_example()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "0rBul-rwQZx9" }, "source": [ "จากตัวอย่างนี้จะเห็นได้ว่าการหมุนแกนโดย PCA จะไม่เปลี่ยนค่า Euclidean distance ระหว่างคู่จุดใด ๆ ในข้อมูลเลย (เส้นตรงสีส้มในภาพด้านซ้ายมีขนาดเท่ากับเส้นตรงสีส้มในภาพด้านขวา และ เส้นตรงสีเขียวในภาพด้านซายมีขนาดเท่ากับเส้นตรงสีเขียวในภาพด้านขวาทุกประการ)\n", "\n", "หรือพูดอีกอย่างนึงก็คือ PCA รักษา Euclidean distance ซึ่งแปลว่าสมมติฐานที่สำคัญมาก ๆ ของ PCA ก็คือ การวัดระยะระหว่างจุดข้อมูลด้วย Euclidean distance เป็นสิ่งที่มีความเหมาะสมมากที่สุดสำหรับโจทย์ข้อนี้\n", "\n", "

\n", "\n", "PCA เป็นเทคนิคที่ใช้งานง่ายและได้ผลที่ดีในหลาย ๆ กรณี ทำให้เป็นเทคนิคที่มักจะถูกนำไปใช้เป็นเทคนิคแรกเวลาเราต้องการลดจำนวนมิติของข้อมูล\n", "แต่ PCA ก็มีข้อกำจัดหลายประการ เช่น\n", "\n", "1. เป็นเทคนิคประเภท linear ซึ่งทำให้ได้ผลไม่ค่อยดีเวลาเจอข้อมูลที่มีความซับซ้อนและมีความเป็น nonlinearity สูงมาก\n", "2. เป็นเทคนิคที่อ้างอิงการวัดระยะห่างด้วย Euclidean distance เท่านั้น ซึ่งเป็นการวัดที่เราอาจจะคุ้นเคยมากที่สุด แต่ถ้าเกิดว่าการวัดระยะห่างด้วย Euclidean distance นั้นไม่มีความเหมาะสม PCA ก็จะเป็นเทคนิคที่ไม่ค่อยเหมาะนัก" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "kg7i_-gSVpG6" }, "source": [ "ในหลายสถานการณ์ การวัดระยะห่างระหว่างจุด 2 จุด อาจต้องใช้ distance ประเภทอื่น นอกเหนือไปจาก Euclidean distance ที่วัดระยะห่างเป็นเส้นตรง\n", "\n", "![distances.webp](data:image/webp;base64,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)\n", "\n", "แหล่งที่มาของภาพ: [9 Distance Measures in Data Science](https://towardsdatascience.com/9-distance-measures-in-data-science-918109d069fa)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "SnPaaotxWLQX" }, "source": [ "จากภาพข้างบน จะเห็นได้ว่ามีวิธีการวัดความเหมือน ความคล้าย ระยะห่างระหว่างของ 2 สิ่งหลายวิธี ซึ่งแต่ละอันก็เหมาะสมกับโจทย์หรือสถานการณ์ที่แตกต่างกัน เช่น\n", "\n", "* ถ้าเราต้องการวัดค่าความเหมือนของจุด 2 จุดด้วยมุมระหว่างจุดทั้งสอง เราอาจจะเลือกใช้ cosine similarity ได้\n", "\n", "* ถ้าเกิดว่าเรามีจุดข้อมูลที่เป็น set 2 อัน แล้วเราต้องการจะดูว่าทั้งสองอันมันเหมือนกันแค่ไหน เราก็สามารถเลือกใช้ Jaccard index ในการวัดได้ เช่น เวลาเราตรวจข้อสอบเข้ากิจกรรม Brain Code Camp ที่เป็นแบบปรนัย (multiple choices) ที่เราให้ผู้สอบตอบทุกตัวเลือกที่มีความถูกต้อง เราก็สามารถใช้ Jaccard index เป็นตัววัดความเหมือนระหว่าง set คำตอบของผู้สอบกับ set เฉลยของผู้สอนได้\n", "\n", "\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "jVgS_PHAVmgU" }, "source": [ "## Nonlinear methods\n", "\n", "\n", "ในส่วนที่เหลือเราจะลองใช้เทคนิคประเภท nonlinear ดูว่าจะสามารถลดจำนวนมิติได้ดีกว่า PCA ซึ่งเป็นเทคนิคประเภท linear สำหรับข้อมูลชุดนี้ได้หรือไม่\n", "\n", "เทคนิคประเภท nonlinear มีหลายประเภท เช่น Multidimensional scaling (MDS), [t-distributed Stochastic Neighbor Embedding (t-SNE)](https://www.jmlr.org/papers/volume9/vandermaaten08a/vandermaaten08a.pdf?fbcl), [Uniform Manifold Approximation and Projection (UMAP)](https://arxiv.org/abs/1802.03426) และ [PHATE](https://www.nature.com/articles/s41587-019-0336-3) ซึ่งหลายเทคนิคในนี้สามารถรองรับการวัดระยะระหว่างจุดข้อมูลได้หลายรูปแบบ ไม่จำเป็นต้องเป็น Euclidean distance ก็ได้\n", "\n", "**หมายเหตุ** เนื่องจากผู้เรียนจำนวนหนึ่งอาจไม่มีพื้นฐานทางคณิตศาสตร์ที่เพียงพอต่อการเข้าใจเทคนิค nonlinear หลายประเภทที่ถูกใช้อย่างกว้างขวาง ใน tutorial นี้เราจะเน้นการนำเอาเทคนิคบางอันไปทดลองใช้งานมากกว่า\n", "\n", "

\n", "\n", "เรามาลองใช้ UMAP กัน" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CcjpxrshNSNV", "outputId": "e2afac8f-6890-489b-a0c5-93fce978c4db" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Requirement already satisfied: umap-learn in /usr/local/lib/python3.10/dist-packages (0.5.3)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.22.4)\n", "Requirement already satisfied: scikit-learn>=0.22 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.2.2)\n", "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (1.10.1)\n", "Requirement already satisfied: numba>=0.49 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (0.56.4)\n", "Requirement already satisfied: pynndescent>=0.5 in /usr/local/lib/python3.10/dist-packages (from umap-learn) (0.5.10)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from umap-learn) (4.65.0)\n", "Requirement already satisfied: llvmlite<0.40,>=0.39.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.49->umap-learn) (0.39.1)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from numba>=0.49->umap-learn) (67.7.2)\n", "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from pynndescent>=0.5->umap-learn) (1.2.0)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.22->umap-learn) (3.1.0)\n" ] } ], "source": [ "# ติดตั้ง UMAP\n", "!{sys.executable} -m pip install umap-learn" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "TOPU8XkHzXzK" }, "source": [ "Import `umap` มาใช้งาน" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "hz96byZ6QOaq" }, "outputs": [], "source": [ "import umap" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "9wyx_Rtkzbfp" }, "source": [ "สร้างและใช้ UMAP ในการลดจำนวนมิติของข้อมูล โดยที่ไม่ได้ใช้ข้อมูล labels สำหรับลดจำนวนมิติลง\n", "\n", "**หมายเหตุ** UMAP มี parameters ที่เราต้องลองปรับค่าดู เช่น `n_neighbors`, `min_dist`, `n_components` และ `metric` ซึ่งเราสามารถไปลองศึกษาเพิ่มเติมได้จาก https://umap-learn.readthedocs.io/en/latest/parameters.html#min-dist" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zyQhDyQ_QlxS", "outputId": "71807c58-d06e-42a9-e35d-129970223f38" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1797, 2)\n" ] } ], "source": [ "model_umap = umap.UMAP(n_components=2, n_neighbors=15, metric='euclidean', min_dist=0.1, random_state=42)\n", "\n", "images_UMAP = model_umap.fit_transform(images_flatten)\n", "print(images_UMAP.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "0aagL07gzgW3" }, "source": [ "Plot ผลที่ได้จาก UMAP มาเทียบกับ PCA โดยในที่นี้เราจะใช้สีที่แตกต่างกันเพื่อแสดงให้ดูว่าข้อมูลจาก class ไหน อยู่บริเวณใดใน space 2 มิติ" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "qWUpgsITn7JF", "outputId": "cdaf56f3-033a-4b52-b39f-9da16bc3cfb1" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Plot ผลของ PCA\n", "ax[0].scatter(images_PCA[:, 0], images_PCA[:, 1], c=labels, cmap='rainbow', alpha=0.5)\n", "ax[0].set_aspect('equal', 'datalim')\n", "ax[0].set(xlabel='PC1 score', ylabel='PC2 score')\n", "ax[0].set_title('Data in the PCA-transformed space')\n", "\n", "# Plot ผลของ UMAP\n", "ax[1].scatter(images_UMAP[:, 0], images_UMAP[:, 1], c=labels, cmap='rainbow', alpha=0.5)\n", "ax[1].set_aspect('equal', 'datalim')\n", "ax[1].set(xlabel='Reduced dimension 1', ylabel='Reduced dimension 2')\n", "ax[1].set_title('Data in the UMAP-transformed space')\n", "\n", "# ใช้สีที่แตกต่างกันสำหรับแสดงจุดข้อมูลในสองมิติ จากคนละ class กัน (มี 10 classes จึงใช้ 10 สี)\n", "fig.colorbar(sp, ax=ax, boundaries=np.arange(num_classes+1)-0.5).set_ticks(np.arange(num_classes))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "Z6FEo_ea0Ool" }, "source": [ "จะเห็นได้ว่าข้อมูลจากเทคนิค UMAP ส่งผลให้ข้อมูลจาก class เดียวกันเกาะกลุ่มกันได้ ในขณะที่ข้อมูลจากคนละ class (คนละสี) มีการกระจายตัวออกจากกันมากกว่าสิ่งที่ได้รับจาก PCA\n", "\n", "ถึงแม้ว่าในตัวอย่างนี้ UMAP จะดูได้ผลที่ดีกว่า PCA แต่ก็ต้องรำลึกไว้เสมอว่าเทคนิคแต่ละเทคนิคก็มีข้อดี/ข้อเสีย และมีสมมติฐานที่แตกต่างกัน บางสถานการณ์อาจจะเหมาะกับเทคนิคประเภทนึงมากกว่าเทคนิคอีกประเภทนึง\n", "\n", "เช่น\n", "\n", "* PCA เป็นเทคนิคที่มีสมมติฐานน้อยมาก และ PCA มักจะเอาข้อมูลที่ correlate กัน ยุบไปรวมกันอยู่บนมิติเดียวกัน ทำให้ PCA มักจะถูกนำไปใช้ในขั้นตอน preprocessing ก่อนที่จะเอาข้อมูลไปใช้วิเคราะห์ด้วยเทคนิคอื่น ๆ ต่อไป\n", "\n", "* เนื่องจาก PCA เป็นโมเดลแบบ linear ทำให้เราสามารถตีความข้อมูลได้ค่อนข้างง่ายกว่าเทคนิคที่เป็น nonlinear แต่ด้วยความเป็น linear เทคนิคนี้ก็จะไม่เหมาะสมกับข้อมูลที่มีความเป็น nonlinear สูงเช่นกัน\n", "\n", "* PCA วัดความห่างของข้อมูลด้วย Euclidean distance ถ้าหากเราต้องการวัดข้อมูลด้วย distance แบบอื่น PCA ก็จะไม่ค่อยเหมาะแล้ว อาจจะต้องไปใช้เทคนิคอื่น ๆ เช่น multi-dimensional scaling (MDS), Generalized MDS, t-SNE และ UMAP\n", "\n", "\n", "ถ้าหากต้องการศึกษาเพิ่มเติมเกี่ยวกับเทคนิคเหล่านี้เป็นภาษาไทย สามารถเข้าไปดูได้ที่ [MTEC machine learning mini-lecture: Session 2- Principals of unsupervised techniques](https://youtu.be/wq-F-CVDerk) ซึ่งเป็นส่วนนึงของ [MTEC Machine Learning Workshop](https://youtube.com/playlist?list=PLJIJClalm2xOsbu69R_yRG3RPVU3gIQKa)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ผู้จัดเตรียม code ใน tutorial**: ดร. อิทธิ ฉัตรนันทเวช" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }