| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "\n", | |
| "class Norm:\n", | |
| " def __init__(self, mu, var) -> None:\n", | |
| " self.mu = mu\n", | |
| " self.var = var\n", | |
| " self.sigma = np.sqrt(var)\n", | |
| "\n", | |
| " def pdf(self, x):\n", | |
| " return (1 / np.sqrt(2 * self.var * np.pi)) * np.exp(-0.5 * np.power((x - self.mu) / self.sigma, 2))\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class Parzen:\n", | |
| " def __init__(self, samples, kernel, h) -> None:\n", | |
| " self.samples = samples\n", | |
| " self.kernel = kernel\n", | |
| " self.h = h\n", | |
| "\n", | |
| " def estimated_pdf(self, x):\n", | |
| " pdf = 0\n", | |
| " for sample in self.samples:\n", | |
| " pdf += self.kernel((x - sample)/self.h)\n", | |
| "\n", | |
| " return pdf / (self.h * len(self.samples))\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class Uniform:\n", | |
| " def __init__(self, low, high) -> None:\n", | |
| " self.low = low\n", | |
| " self.high = high\n", | |
| "\n", | |
| " def pdf(self, x):\n", | |
| " return np.where(np.logical_and(x > self.low, x < self.high),\n", | |
| " 1 / (self.high - self.low), 0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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7AwAAqMvCG3ECAACgTvn444+DphPq2bNn0PNffvml/vWvf6lfv37FEj+S727ySZMm6dFHH/Vve/nll4Oqicpy6NAh3XLLLZo6dWpQ4kfy3eFfERs2bNCUKVP8iY0TTzxRU6ZMKdbuk08+0cKFCyX5KgbmzJmja665JijxI0kOh0O33XabbrnlFv+2hx56qMSpqo6UlZWlu+++W7fcckuxdWV69uypJ5980r8ez65du4Iu2ocjsPqhtAqewMqRfv36lfh9SdUl2dnZ/qqFI9uHKysrS6NGjdJTTz0VlPiRpGbNmunpp5/2T03n9Xr13nvvlXicgoICzZw50/+4T58+mj17drFEUdeuXTV37lx17NhRmZmZ5cbndDp1//33+x8fddRRmjt3blDiR/JVQz311FMaPny4f9szzzyjXbt2FTtm4MXwlStX+qubAgVW8px//vklbi+Sm5vrr9QzDKNKfz5V5ZtvvvF/NvTt21f33XdfscSP5Iu/W7duuvnmm4tVWkVCVlaWbrzxRk2dOrXY7/OoUaOCpoR87rnntHjxYh133HF69tlni517Rx11lB588EH/459++iko0X2kN954Q/fff7+OO+64Eit0EhISdNFFF2nOnDn+z+j58+cXm56uptx7773+z8iWLVvqlVdeKZaITEtL07///e+g5PS7776rn376qdzjZ2VlqWHDhnrttdc0YsSIoKS5zWbT1VdfrUsuucS/bf78+WG+IwAAgOhB8gcAAKCe2LJlS9CaJ3a7XcOGDQtqk5CQENKxRowY4b/YvG/fvmJTVZWma9euuuqqq0ILuAyZmZmaNGmSDh06JMk3ZdHMmTNLrKYJrBCYNGlSuRfJJ0yYoI4dO0ryVSMFTplUmkGDBumCCy4o9fkePXoEVd38+OOP5R4zFIHJn6IKniMVJYViYmKCFlsPjKekxNGKFSuCEoVVWVnicDh0zz33+BNiR0pMTNQ555zjf1xaf33yySf+NUasVqumTZtW6vpASUlJuvvuu0OKb+HChTpw4IAkX2Li/vvvL/V3w2Kx6L777vOvYeJ2u4utPST5qi8aNGggSf51f45UlOSJj4/X+PHj/f1TUvIncL2fojWFqtLUqVPVpUuXkP/NmjWr2DH27Nnj/75Pnz4hva7Vaq2y91BZHTt2LHPNr/POO8//s3G5XIqJidG0adNKnf5y4MCBat++vf9xWb//oX4G9+jRw1/pWFhYqG+++Sak/arSypUr9dtvv/kf33777SUm94r885//VMuWLf2PX3nllZBe5x//+EeZU05edtll/u///PNP/fnnnyEdFwAAINqR/AEAAIhiTqdTmzdv1nPPPafzzjsvaDHuSy65xF9dURmBiYRQkz/nnHNO2NOduVwu3XDDDdq+fbskKTU1VU8//XSJ6zxs3bpVP//8syRf8uOiiy4q9/iGYWjUqFH+x6FU6QRWaZQmMNmyefPmctuHom/fvkEXy4+s4MnPz/cnGY4++mjFxcX5n+vQoYPS0tJK3E8KTgg1bdq0wpVZZTnttNPKXZcjlP76/PPP/d8PHDhQ6enpZR6zf//+Ia1tEnjc/v37q1u3bmW2b9SoUdA5E7h/kSOrc45M6BQWFuqXX36R5FvPqWnTpv4kZEk/n9o+5ZukoMqVwPXEarsxY8aU+TnVpEkTNWvWzP94yJAhQY9LEvh5Gbi+WTgCKzdD/QyuSoHnecuWLXXSSSeV2T42Njbos/LLL78st7IyKSlJp59+epltWrduHZR0qqrPVwAAgLqONX8AAACixPfffx+0tkNZjj/++KDpzY7kcrm0bNkyrV69Wtu2bVNubq4KCgqCKkECpy4KvMO/LGUtdB6q++67z3/hPCYmRk8++WSpa1gEJjC6dOmilJSUkF4jcH2Vkio0jtSrV69y2wQuRH/w4MGQ4ihPUlKSunbtqjVr1kjyvd9zzz3X/3zgGjIlVTz17dtXixYt0s6dO/Xnn3+qefPm/ucC+y6wwqgq9O7du9w2gRfTS+uvwAveRYvbl+f444/X+vXry2xTlISRpOOOOy6k4w4bNsxf8bNp0ybl5uYWS3ANGDBAn332maTi6/789NNPcjqd/nZFXzds2KADBw5o48aN/mRQ0f6Bx61qnTt3rlByuKTk4NFHH+3//quvvtKDDz6oiRMnFptKrbY5cjrMkjRq1MhfYRJq+yKB666Vxuv1auXKlVq1apW2bNmigwcPKj8/P+gzeO/evf7vQ/0MrkpH/p6UVskXaNiwYXrkkUck+aYB3bRpU4nrWRU56qijSpyC9EjNmjXTvn37JPnWbwMAAADJHwAAgHolNTVV48eP1/jx40u8s93j8Wju3Ll69tlnQ1obpUhubm5I7Vq3bh3yMUvyyiuvBE2pdffdd5c5jdvGjRv93//5559BF9vLEnhxNpR+CLywW5r4+Hj/9/n5+SHFEYp+/fr5kz9HVoiUl8Dp16+fFi1a5N/3zDPPlORbVD4w6VXVyZ9Q+iuwSqmk/nK5XEFr65R1ATlQee3cbnfQcUNNqAa283q92rFjR7E1ggKTNEXTthVVbgX+7AKTP//73/8k+Sp9ipI/ubm5/um2qmu9nyuuuEJjxowJ6xh9+/bV0UcfrV9//VWSbwrGV155Rccee6wGDx6s3r1766ijjqoVU70FatiwYbltAn+fK9q+sLCwzLbz58/XY489VqHpy0L9DK5KgTcAhFJRJ0np6emy2Wxyu93+Y5T1O1nWNHKBAvu3oKAgpH0AAACiHckfAACAKJGSkqIePXoEbbPb7UpOTlbLli3Vq1cvDR48uNQ1Udxut2688UZ/ZUJFFFUslKdoXZTK+PbbbzV9+nT/4yuuuCJoXZiSBE5zd+DAgZDW7zlSKFU6pfVpTRgwYIBeeuklSSpWwVOUULBYLCVW2wSuw7JixQp/8mfVqlX+i7NS1Sd/QrmTvzxH/lyK1tMpT3ntjqwaCHUtnSPblVR90LVrV6WkpCg7O1u5ublau3at/3c2cL2foinCBgwYIMMwZJqmvv/+e1188cWSgtf76dSpk3/6vtrGMAzNmjVLEyZM8CdiCwsL9eWXX+rLL7+U5KteGzJkiMaMGVNsDbJIqej5WdH2gdU7R7rvvvtCXgsnUKifwVUp8Hcw1N8Tm82m5ORkf1K9vCqdynxWlNW/AAAA9QnJHwAAgCjRpUsXzZ49u9L7v/jii0GJn969e2v06NHq0aOHWrRoocTExKA1PGbNmqUnn3yyQq9R2fV+tm7dqptuusmfkDj++OP197//vdz98vLyKvV6gWr7hcS+ffv6EwTSXxU8TqfTPy1T586dS5xqq3v37kpISFBeXl5Q5Ung9w0bNix3LZ1IKJrOrkioCbjy2h153FAvPh953JIuxhuGob59++qLL76Q5Ev49OjRQ06n0782Ve/evf2vmZaWpo4dO2rDhg1BP5PqnvKtKrVo0ULvvvuu3njjDb355pvFptzLzc3VJ598ok8++US9evXSzJkzw64QrKs+/PDDoMRPp06ddM4556hXr15q2bKlkpOTFRsb659ebd68eZo6dWqkwg06xyuSAA9sG4mkFQAAQH1B8gcAAADyeDxBiaNLLrlEd955Z5n7HDp0qLrDkuS7u3zSpEn+qdjS09P16KOPhjRVVGDCY8yYMUGVQ9EiNTVVnTp18l9UL6rgWb16tX/6o9KmBbPZbOrZs6e+++47bd68WQcOHFDDhg2DpourjinFqsKRVWShTntV3nl75Do9oZ7nR75+aevaDBw4MCj5M378eK1atco/FdiRyZzAdX82bdqk9PT0oORPVVdlVQe73a5x48Zp3Lhx+vPPP7V8+XKtXLlS3377rXbs2OFvt2rVKl122WV69913Q16fK5o899xz/u9HjBihxx57rMzkY019BpcmKSnJX11ZkWnnAtsmJydXdVgAAAA4rHK3XgIAACCqrFmzxn8RLz4+Xrfeemu5+wQuNl5dPB6Pbr75Zm3evFmSb8quZ555ptgF+tIErsWxdevW6gixVghM0BRViAQmcPr27RvSvitWrAiqGJJqb3IhKSkpaF2gnTt3hrRfYLKhJImJiUHHLa99kcD1T6TSp8Eqad2fsip5Ah8vX77cP11cae1ru+bNm+uss87Sfffdp88//1zz5s3TySef7H9+586dlZr2rK47cOCA1q1b5388derUcqvOauIzuCyB0w2G+nuSkZERlLSqrVMWAgAARAOSPwAAAAhaWDw9PT1o8ezSrFq1qhoj8nnggQf01VdfSfJNv/X444+rTZs2Ie/fs2dP//erV6+OyKLoNSEwQVNUwRM4TVhZ1TuBiaEffvghqGLoyGPXNt26dfN/v3r16pD2CaVd4HGLpmMrT2C7lJQUtWrVqsR2Xbt29VcFFSVySlrvp0jRuj+Sr1Jo5cqV/vV+OnbsWOcvnh911FGaNWuWBg4c6N/2zTffFGsXOGVkbZ+KsTICP4NTU1NLPX8C/fTTTyEdu+j8kaq277p37+7/PjBhXJbA/zcMwwg6BgAAAKoWyR8AAAD419KRgi8Ulmb58uUhV1pU1ttvv62XXnrJ//iOO+7QoEGDKnSM/v37+9eXcLlceuedd6o0xtriyATN8uXL/ReG27ZtqyZNmpS6b69evWSz+WaDXrFiRVDFUEpKirp06VINEVeNwMTVp59+GnQel+TQoUP68ssvyz1uYLLs008/DWldkg8++MD/fZ8+fUr9PbJYLEFxf/PNNyWu91OkaN0fyZecW758uf+5ulb1UxrDMDR8+HD/4wMHDhRrE5iQDkxORouKfgZv37496He1LIF9VzS9YFUI/D359ttvlZGRUe4+gb8nnTp1KnV6RAAAAISP5A8AAADUuHFj//cbNmwos0LG5XJV+9o5K1as0N133+1/PG7cOF1wwQUVPk5ycrLGjBnjf/zUU09p+/btVRFirdK4cWO1a9fO//iVV17x/wzLmvJN8l0YLrr7/vfffw9KjvTt2zekC9GRctZ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Fi1SRzv3373+/63YISe2/toqgAACg4wzDkFk8RNbWVbJLt6RxPgYA7UuFvCldcFtdIyUlJVq3bl2TbaFQSBs3bux08UcS60QA6HFCH7yo6sW/VN07f3E7lPgZUtaYiZLHK2vrKlU/93PV/OsPsqtK3Y4MAAAAQA9S985fVPvm/5NV2vp02mbxEEmStXdzssICAKQ4ij+NTJw4UStWrFBp6b4Le0uXLlUoFNLJJ5/cqdeqrq7WsmXLdNhhh3V3mADQLkfR4nMyx1zY5TsU+jg62tHsOyKJ75wYpj9HOcddoLxvLZC35DhJjiJf/FtVT92k2hVPya5pPlIUTWfH4xYIAAAAIH7hNW8q/OlSObUVrbZpKP7YFH8AAPUo/jQyffp0FRQUaNasWXr99de1ePFi3XbbbZo6dWqTkT9z587V2LFjY4/fffddzZw5U88995xWrFihF154QRdffLF27dqla665xo1fBQCSru6tZyQ7Is+QQ+U94Ai3w+k2ZkEf5Zx+tXLP/anM/gdKVkjhj5fIYQQQAAAAgARzQtVyKvdIkjz1BZ6WeCj+AAD2w5o/jQQCAS1atEjz5s3T7NmzlZ2drSlTpmjOnDlN2kUXat63OG3fvn0VCoV05513qqysTDk5OTriiCP0i1/8Qocffniyfw0ASPpaF9burxT58j3JMJQ14SIZGbjOi6dfiXK/+d+yNn0sa/uaJuv/hL/4tzz9D5LZq7+LEaYGo9F4M6Y/BQAAAOJj7d0iSTLyimVk5bXaziweqpxvzImNAAIAgOLPfkaMGKGFCxe22WbBggVasGBB7PEBBxzQ7j4AkMlC778gSfKWHCtP0WCXo0kcwzDkHTZO3mHjYtvsyr2qXfaI5NjyDD1c/rGnyTPkUBkevmIBAAAAxMfeu0mS2i3qGF6/vEMOTUZIAIA0wZUpAMhgyRiAY+3ZFB31I0P+I76Z+DdMNZE6eYYcGh0RtOlj1Wz6WMrKk2/EUfKOPFqeAaNkeP1uR5k8mTfoCwAAAHBNwzRubU35BgBASyj+AADi4lTukZETkGfgaHmKBrkdTtKZhQOVe9YNsst3KLTyVUXWrpBTU67w6mUKr16m7NNnyVdyjCTJrtwjp65aZl6RlJXX5vR4TiQkJ1wrWWE5kTopEpYkGb4syZctIycgw2DpPgAAACCTNRR/OjKdm7VnkyLr3pKRVyT/IacnOjQAQIqj+AMAGWjfUiuJH4bhPWC88i66XU6oNuHvlcrMXv2VPeEiOcdeKGv754qsXaHIpo/lGTQ61ia8erlC7/81+sDjleHLkTxeyfRKjq3cb/63zPxiSVLdO39R+JNXWn2/nCk3yTtojCTJqa2MFoRSYKq5xkccS/5ktoULf6dHH324xeeuuOJqffe7V3T4dY455jgddti4Jtv/67+m6vjjT9QNN9wUd6wdsWbN51q+/F+6+OLLlJ2d3S2v+dpr/9BPf/oT/fnPL2jgwM4Vx3/84x+ourpa9933+26JpTPee+9dXXPNVfrDHx7T6NFjJbX+7wQAABLLrimX1LHij122VaEP/yazXwnFHyBFkDe1j7wpcdy/SgQASHuGN0uGN8vtMFKCYZryDhoj76Axchyn6egeOyJl5Ul1VZIVkWNVNNnXCe8roBm++v70eCWPPzZ1nBOuk8K1MnsNiLUNffKKwp+/Lt/Y0+Q/9Osy/DmJ+wWBRrKysvTb3z7UbHv//v07/BqPPvqwcnJym50c//rXt6ugIBB3jB21Zs0XevTRhzVt2oXdlsSkq9GjR+uhhx7VAQeMiG1r7d8JAAAkVt63FsipKZeRXdBu24YCkV26pXkuAsA15E2ZKR3yJoo/AJCBHEWHXCTyXN+xwrK2fCbPkMNlmEw/1pL9k62sYy5Q1jEXRKd0qymPFnJsK1oUkmQW9Im19R/5TfmPPLfFvnVsS2o05Zu1a4Oc6jKF3n1O4ZWvKuvES+Qb/rUE/VZtI8HsWUzT1KGHHpaQ1x41anT7jZAQeXn5Cft3BQAAnWMYhozcwg61NXv1j84qEK6VU7lbRkHfxAYHoEPImzJTOuRNFH8AAF0S2fCual/9nTwDRin3m3PdDietGF5/u4mYYbb+FW2YniaPcyb/QJH1b6vuvb/KCe5Q7f/dK+vQryvruIsozMF1f/vbX/XUU/9PW7duUXZ2tg44YLiuu+4GjRlziE488ShJ0gMP/FYPPPBbSdI99zykI488qtn0Bb/61c+1evVKXXvtD3X//Xdr8+bNGj16jG655RfKz8/XHXcs0IoVb6qwsFAzZ16rU0/9eiyGN9/8t5555kmtXbtGoVBIBxwwXDNmfF/HHXe8JOmll17Ur3/9C0nSlCmTJEkDBgzUs8++KEnauXOHHnroPr311puqqanVmDFjNXv2DRo9ekzsPSKRiO6//7dasuTvsm1Lp5xyusaPP7JDffTllxt0xx3ztXLlp+rTp68uv/zKVts99NC9+uCD92RZlo444mv6wQ9u1ODB+6aBOfHEozRz5mzV1tZq8eK/yLYtnXDCRP3whz9WTk50VGBFRYUeeOC3+s9/3lAwWK7CwiIddtjh+sUv5ktqPn1Ba/9Ozz77tEpL9+rBBxc2ifOvf31Od999u55//mUVFhZ2qA8AAEhnTqhG1t5N8g4Y5WochumVWThQ9t5NsvdulknxB0gb5E3tI2/qPIo/AJCJ6tdaSeQYjPCqZZIkz+BDEvgu6AjD45XvoOPlHXm06t55TuGPX1b406VyqkqVfdrVrq0F5LDoT6c44bp9PzumnIi970nDiE39t3/bZuJo2xWRSKTZNo/HI8Mw9OGH72vBgtt00UWXaMKEE1RbW6tVqz5TZWV0ysOHHnpUV199uf7rvy7UpElnSpJGjBjR7PUa7NmzRw8+eK8uu+wKeb0e3X33HfrlL3+qnJwcjRt3hKZOPUcvvLBYP//5TzVmzKEaMGCgJGnbti064YSJuuiiS2SahlaseFM33ni9fvvbB3XkkUdpwoQTddllM7Ro0UL95jf3Ki8vX36/T5IUDAY1a9YVysnJ0Q9+cKPy8/P17LPP6Prrr9ZTTz2voqLi+t/lPj3//J81Y8b3NWrUaC1dukS///0D7fZfXV2dbrjhWmVnZ+uWW34pSXr44QdUXV2toUOHxdpt2bJZV1/9PY0cWaK5c38u0zT02GOP6PrrZ+rJJ/8iv3/fv+Nf/vKMxo07Qv/93z/Xxo1f6cEH71FRUbFmzpwtSbr33jv11lv/n707j5Oiuvc+/q2q7p69Z2HYdwYFcUON6JAIbgkYMEaNSq5JjFFzryjJVbma8Gie3EgCSYhJvIlGc4lBjUviEzHuIcFAomLiLqAoAzIoO7P07L1UPX/0dDPDALP0UtM9n/fr5YuZ6qrqH4fjTJ/6nd85L+k//mOBhg0brv3792ndupcOG+Ph/p0+97kLtXDhN1Rd/aHGjBkXP//pp/+kT35yBokfAMCA4DiOWv56tyK7PlDBJYtlFg5K2r1bX35Ydv0u+U6YHd/vsztm2UjZNdsVqflYnrEndXu+3VSr1r/eLbt+t3ynXCDflLMTDRtIKcZNjJsYN/UcyR8AyEKpfuRuN+5XZOd7kiTvpE+l+N3QU4blVe7pl8kaMl6tq+9VeNsbiuzd4voMRPRM433/ftjXrNEnKP+8Gw+c+8ACKRw89LnDJyn//G/Hv296eKGc1oZDnmsOHq+CC/9vHyOWWlpadOaZp3c5HpuFtnHjBvn9xbruum/GX5s+/cDPjFiJ/JAhw3pULt/QENBdd/2vxo2LDnT27durn/70x7r88iviG6VOnnys1q59QWvX/k2XXvpFSdLFF18Wv4dt2zrppE9o69Yt+tOfHtfJJ39CpaWl8VlgkyYd0+nD9x/+8LAaGxv061+viA9YTjllmubNu1APP/yA5s//pgKBej3++B/0pS99VV/+8pWSpNNOq9S1135Ne/fuOeLf6dlnn9S+fXv1u989Fh+0TJw4UZdffkmnQcx99/1aRUV+/fSnv1ROTk57+52oSy/9nJ566glddNEl8XMHDRqk//t/F0uSTj99ut57b6P+9re/xgcx7767QeeeO1vnnTc3fs255846bIyH+3eaNu10DR06TE899SfNn/8NSdFZdhs3rtfXvvb1I/69AQDIFuEPX1Nk+9uS5ZXTXC8VDpLdEpBdu0OeEYktxxT5eIPsmo+kY87s8TXxfX9qPur2XMdx1Lr6V4rsel+S1PaP+2WWjpRn+KQ+xQukA+Mmxk2Mm3qO5A8AZLMUlf6ENq+TFP2wlMyZbUgO74RpMry5kmG6kvgxFE1AUveT/XJycvTLX/66y/ExY8ZKkiZNmqxAoF7f//539ZnPzNbxx09NaFPQ8vLB8QGMJI0eHX2fT3xiWvxYUVGRSktLtWfP7vixPXt2695779Krr/5T+/fvi1elTZrU/Qzaf/5znU466RMqKvLHZ+uZpqkTTpiqd9/dKEmqqtqstrY2zZhxZqdrZ848W++88/YR779x4waNH1/RacAyZsw4TZhQ0em8f/1rnc455zOyLCseR1FRkSZOPErvvbex07mnntp5YDlu3Hj97W9/jX9/9NGT9eyzT2nQoHKdfnqlJkyY2G07HIppmpo79wKtXPmYvv71+fJ4PHrqqSc0ZMhQTZvWdXALAEA2Cr79nCTJd/wsWUMmKFL7sVqeXCpZXhXM+6EMy9un+zp2WHbdTkkHEjo9YZW2J38Cu7s5U5ITkTXsaNl1O2Xkl8rev03BV/8oT4cH4gASx7iJcZNb4yaSPwCQhVK52pbjOAp/EC1z9Rw1PXVvhIR4Rp/gdghkf3qp8Mp74l97PKbCBy1f0OncL//P4W900LkFX1zW43N7yzRNTZ485bCvn3LKqbrttu/pD394RDfeuEA+n09nnnmOvvnNm+T3F/f6/QoLCzt97/FEP8oWFRUddNyrYDC6bINt2/rWt25UY2Ojrr763zVy5Gjl5eXpf//3V9q9e1e371lfX6cNG9455Ey92Ky3/fv3SVJ8hltMWVn3yfF9+/aptLS0y/HS0rJOS0PU1dXp979/WL///cNdzvX5Og8MCwsP1R4HZjzecMPN8vvv0aOPPqi77vq5hgwZqi9/+UpdeOEXuo33YHPmfE6//e3/at26F3X66Z/U888/owsuuEgm+40BAAYAu3G/7N2bJcOQ97jo/hdm0WDJtOQ01Si06R/yTTmrb/eu2yXZEcmbK6OwvMfXWSMmq2Dej2UUdf85xDA9yjn1YvlOuUBOc0BND9+kyM5Nsut2ySwZ1qe4gVRj3NQ9xk2Mm2JI/gBAFjNSUPpj76+WXfuxZHnkHf+JpN8fyRfZt01t/3pMuWd9XWZuUfcXJCpW+oNeMbw5B772mDIMu0fn9ua+bpg167OaNeuzqqur0z/+8TfdeedP5fF49O1vfyct7//RR9v1/vubtGTJMp1xxpnx421tR1jTu4OiIr9OO226rrnmP7q85vVG14seNCj6QKa2tkaDBw+Jv15Ts7/b+5eXl2vTpve6HK+trVFRkT/+vd9frMrKT3ZapiAmPz+/+79IB4WFhfrmN2/SN795k6qqNusPf3hYP/nJUo0fP6HHm63GDBkyVKedVqmnn/6TIhFbdXW1+uxnz+/VPQAAyFThD1+XJFnDjpaZXyJJMjw++abOUdtLv1PwraflnTxTRh8e7sWWbTPLRsnoxYNnw5sbXQWgFwzTI6OwTNao4xXZ/rZCm19Wzicu7NU9gHRh3JQajJu6yoZxE1PyACArpe7Je3jbG5Ikz5ipMnIKUvY+SA7HcdS65jeKbH9HbS89lN73Tuu7ob8rKSnR3Lmf16mnTtO2bR/Gj3s8nvhss1SIDVY8ngNLruzatVPvvPNWp/Nirx8cyyc+MU0ffrhFY8eO1+TJUzr9V1ERLfuvqJionJwcrV37t07Xrlmzutv4jjnmWG3dWqXt26vjx6qrP9SWLVVd4ti6tUpHHTWpSxwdNw3trYqKifrGN6Lronf8dznYkf6dzj//83rppX/o4Ycf0Mknn6oRI0b2OR4AADJJeOtrkiTP2M4PAb2TZ0o5BXIa9imyY+OhLu1WLPlj9WLJt17dv36XwjvelRMJxY95j6qUNfJYmaX8Lgfcwrjp0Bg39Q2VPwCQxRKsTD4k38kXyDNmqmRZyb85ks4wDOWecYWan7hd4c0vKzx5ZsIbz3b7njLkkPoZEGzb1vr173Q5HtsIdPnye1RfX6eTTjpFpaVlqqrarFdeeVmXXXZ5/NyxY8frH/9YqxNPPEl5eXkaM2as8vOTl1geO3achgwZql/96heybVutrS1avvyeTjPNJGncuHGSpD/+8Q8644wzlZubq4qKiZo373KtWvWcrr/+67rkknkaOnSY6upqtXHjBpWXl+uyyy6X31+sz3/+Yj344G+Vk5Ojo4+erFWrntOuXd0vj/DZz87VihXLdcstN+iaa66V40j/+793d1n64Kqr/l1XX/0V3XjjAn3ucxeqrKxMNTX79cYbr+vEE6fq05+e3eM2ufbar+mMM87ShAkVsixTzz33tLxer0488aQjtOPh/50qKz+lkpJSrV//dnzDVAAAsp3T2qjIrk2SJM+4zskfw+OTd+LpCm34q0LvrZVn1HG9vn+kZruk3u33ExOuflOh91+SNexo+dqXoztY6L21Cr71jLyTzlDuzKskSd6JlfJOrOz1+wE4MsZNjJskd8ZNJH8AIAulcs8fwzBkDR6XujdA0llDJsh7zFkKbVyttlcelfX522QYqSv+NdqXfXNS2RHRL7S1tek//uPKLsfPO2+u/s//+a4mT56i3//+Ya1e/Rc1Nzdp8OAh+uIXv6wrrrgqfu6NN96in/98mRYu/Iba2tp0552/0sknJ29JSZ/Pp+9//0e6444f6rbbvqUhQ4bqiiu+ptdff7XThp9HHz1ZX/va1/XUU0/ooYfu15AhQ/XYY0+quLhE99xzn37967t1993/o0CgXqWlZZoy5bhOG5X+x38sUCQS0e9+d78cx9aMGWfpmmuu1Q9+8N9HjC8nJ1d33PEL/eQnS/W9792m8vIh+upXr9KaNavV3NwcP2/UqNH69a9X6Ne/vlt33LFULS0tGjSoXCeeeJIqKo7qVZscf/yJev75p7Vjxw6ZpqEJEybqhz/8aadNYQ92pH8nj8ejT37yDL3wwl81Y0bf9jUAACDj5BSo4JIfKLK/WqZ/cJeXvZNmKLThrwp/+Lqc1kYZuYWHuMnhGZZX8ubKLBvd69DswF6Ft/xTioSkwyR/wh9vkCRZI7rfyB2949hhhavflmfsSb1asg/Zi3HTmfHrGTeld9xkODyZ6dciEVs1NU2uvLfHY6q0tEC1tU2dN09Dj9B+iaH9EvOzP7ylt6v265rzp6jyWDbq7K1s7H92S0BNj9wshVqVe/Z/yDux6yaMyXLNj15QxHb0s298Sv58X8reJxOFQkHt379TgwYNj697fChdNi5Fr9B+ielt+9m2rcsu+7ymT/+Ubrjh5m7PP9L/B2VlBbIsVqZG7zBmyly0X+Jow8Skuv2a/t9tsvdvV+5nFsg77pReXx99ZOf0euJWeMe7annqhzKKBqvwiz/u8rrd2qCm+78hyVHBl34W368o/npznex91fKMOeGI70P/O7Tge2vUtvY+WWNOVP7sGw57Hu13eIyb0oP2S0wqx03d/T/Q03ETlT8AkMWSPcmo+dk7ZOT5lXPKBTKLus5uQ/9l5vnlO/E8BV99XME3npSnYlpKq38AZL9QKKTNm9/XCy/8VXv27NbFF1/qdkgAAPQruTO+JiO/RGZBaZ+uj1aN9H5QF1sqzmnYK6etqcterZGP35XkyCwd1TXxU79bTY/eIlkeFX7llzK8OX2KfSALb/qHJMkzfJIkyQm1yvDmuhkSABe5OW7iqQ8AoEfsplpFtr+t8PsvSpa3+wvQ7/iOPVfy5smu/ViRbW91fwEAHMG+fXt1zTVX6JlnntQNN/xXQhuoIvNs3bpVV111laZOnarKykotXrxYra2t3V735S9/WZMmTeryX1VVVbfXAkB/4QSb1fKXXyq4/i9ynMPP+rYGj+9T4ifRRXrM3CIZ7ZP1Inu3dnk9ElvybdSxXV4z/ENkFJVLkbDCH69PKI6ByG6qVWT3B5Iko7Bcjb+7Qc1PLnU5KgBucnPcROUPAGSh2FjB6MMsscMJb3tDkmQOmdBldhgyg5FToJxTL5Y8Xlmjj0/d+7R3OxaWBbLb8OEj9I9/vOp2GHBBIBDQFVdcoREjRujOO+9UTU2NlixZorq6Oi1btqzb608++WTdcsstnY6NGtX7Dc0BwC2RXR8ovOVfiuyrlu8we+oczHGcHu//0vbyQ4psf0e+k86X9+hP9ilGa2iFwg17FdldJc+o4zrFEdvvxzNySpfrDMOQZ+xJCq1fpfCWVw+7XJ1jhxXasUVBe7hkFvcpRjc4ti17T5Ucx5Y1dKIM00rq/SMfR/dGMQePlzVkgpymWjnNATnhoAwPS2IDA5Gb4yaSPwCAHolsf0eS5Bk71d1AkJCeDk4BADicRx55RIFAQCtXrlRZWZkkybIsLVy4UNdee60qKiqOeL3f79fUqVPTECkApEZk5yZJkmf40d2fu2eL2v71/2TkFirvnGt7dH973zbZ9bsSitEaUqHw5nWK7OlcWenU75bTsE8yLVnty5IdzDthWjT5s+2NQyYtIjUfqWXVL+TU71LOrGukijMSijVd7KZatfz5Ttnt1VDmoLHKO++GpE5uDO94V1I0sWYUDpJ8+VKwWXZgr6yykUl7HwDoCZI/AJCFHMVLf5JzPzui8I73JEmekV2XBgA6ilacxXshDiHRpTyATEb/z3xr165VZWVlPPEjSbNmzdKiRYu0Zs2abpM/ANBfhMK2ahtaVd/YpnCk57+fjI/fkyGpraxCbU3BI5/cFpH58QY5nhwFA03dL6Ht2DL2VcuQ1Jw/XOru/ofjHyvDtBQOR1Tf8R6eUum826T6jxUImlLwEPcvHC0jv1RGc60CVW9Ko6YeeK1xv4znlspoa5R8+QqWjFZTL9vPFcHmaNwNu+V4ovsY2fu3qfH5X8g5d6FkJmFnDMeR8dFGGZJay45Sa3NIRsEgGcFmNe7dKeV03jc3P9ejvu0GNXDwuREDVbL6PskfAEC37D1bpFCLlFMgs3yc2+EgQY5tK7RxtUKb1ip/7i1dNoBF6lhWdFmJYLBNPh+b52JgCgbbJEmWxVAkU1VVVeniiy/udMzn82nMmDE92rvnn//8p6ZOnapIJKITTzxR3/zmN3XqqacmFJPH4852tpZldvoTvUP7JY427LumlpBuufslBZpDvbrOq7B+WLpVliHd/my9aux/dHOFo/8uyVdJuFn3/vr/aWPoyMtcDjIb9J2SVoUcUzc/uEW2PuxVfDGGbHl0mUL7PNKGw8V4+NgvzB+mM3Nr9daqp/XbxkZJ0b/7N/3PabSnUR+FS/XL2s+o+e7NkjbLq7C+UPCK/tpynPbY/W8ZuKsKX9AJvt2qjeTrzrrZsmRrYfHTqt+1R3fdvUp1duJjoui/XY3CjqlvPbZHIdXoa4WGTvRJf3zmn/p7W6DT+ZZp6NtXnKpjxpQk/N7ZxjSjSdIjjZtiqygaBkuO9wXtl5hUt19szJST45WZQHKaERcAZKPkFv4cWBN6xDEykjEjCu4yDIXe/Zvs2o8UqvqnfFPOSvL92//kE2QXpmkpL69QjY21kiSfL+eQa7/btqFIf5892Y/RfolJVfs5jqNgsE2NjbXKyytMaBADdwUCAfn9/i7H/X6/6uvrj3jtqaeeqgsuuEDjxo3Tnj17tHz5cl155ZV64IEHdNJJJ/UpHtM0VFrq7kQGvz/P1ffPdLRf4mjD3tsTqOl14keSJnj2yDIc1UbyVWMX9uAKQ+uDo/Sp3Pd1nPejbpM/o6waSdLOSKls9f13pSNToQSuf6Vtos7MfVdHe3YqRyG1yaPLCtZptKdGjXaO/rfxLDU7Bx7Kfy7/NZ2eU6WjPLv0s8B5Cjj5fX7vVPhLy3EabtXpt40z4v9udwY+k3A7d1RrF+hngdkaYgYUan/kWhOJvtcgs7HL+RHb0fvb63TaccOT8v7Zpq2tTLW1dbIsQzk5OTrUE45IJP1xZRPaLzGpaT9HbW1tam6u16BBZRo0qOtn7t4g+QMA6JaR55dZNlpWh41CkbkMw5B30ifVtu5RhT54MfnJHxyR3x9dJimWADoU0zRl23a6Qso6tF9iUt1+eXmF8f8PkF16spn5N77xjU7fn3nmmZo7d67uuusu/frXv+7T+9q2o0CguU/XJsqyTPn9eQoEWhSJ8HOnt2i/xNGGfRcItEqShpbl644Fn+px+zW//Kja3pCGTjlZ95/z6R5dE6oeosanlulTg/Zqzg1nyzAOn2xoeeUxtb4mTTz+ON1/VnL263TammXk5Cu07S0FP1gn31Gnyzv2xG6vC34wWiVjTtCvc/LV+s5f1PL3LZJhatiFN+jnI6d06n+hxmlq+OPtGlS/Wz+oeEWFc2+SWdi/ft879qX6gWml5b2ua/+z9R1HLX/fqM9MydNF5x3493zw+U3687+2y3Ec/v89jNxcv/LyQqqvrznMGYZM05BtOxKLjvcB7ZeY1LZfQUGRcnP9qq1tOuTrfn9ej6p+Sf4AQBaK/9rp5gFMT/mmnC3flLNZbzeLeCZWqu2VP8jevVl23S6ZJcOSdu944U/S7phdDMNQcfEgFRWVKhIJd3ndsgwVF+ervr6Z6pU+oP0Sk+r2sywPFT9ZwO/3KxAIdDne0NDQ6/1+8vPzNXPmTD3//PMJxRQOu/vQLBKxXY8hk9F+iaMNe6/jw/betJ/d3CAZpszhx/S8zYdOkry5cppqFdy1Vdbg8Yc9NbTnQ0mSUTY64X9TJ9is5qeXyd5frYJ/W6bWt1cpsv1tKa9Yxsjju73eHD9NEUkK21LBIElSTuW/yRg6uVNskYgt21uovPNuUvMTixWp2a7AH76jnFO/IM/R02WY6X/86ETCCr7xpKwhFfKMOaH9qCEdYoKLEwkp8tEGecZOTX4gxSNljTquy79n9IFxFP//Hl5RUZkKCkoYN6UA7ZeYVLZfbMwUvW9i9yb5AwDose5m8yJzmPklskYdp8j2txXa8k/lnPw5t0MacEzTlGn6uhz3eEzl5uaqpSXCILAPaL/E0H7oiYqKii57+wSDQVVXV3fZC6gnmFwCwA2xnzy9HeLkzvyaciq/KB2heudghuWVZ9RxCm99VeFtbxwx+WOWjpDTXCsrCXutGr58yTQlO6zmJ74vp2GvJEPeSTN6fS9r1PHK/cw35B138mHPMf1DlH/BrWr58//Irtmu1rW/kfGvx5Q35xZZZSMT+Jt0zwkHFf7wdUV2f6DIvm2y91dL4aDky1fBvB/KzC067HVNj35LTlON8r9wu6yy0X16/0jNxwqt/7M8407pkGySPCMmyzNictcLGFr3GOOm1KD9EpMp7ce0OwDIQk4S9/yxA3vlhINJuBP6G8/4UyRJ4a2vJffGlP4AQFabMWOG1q1bp9raA8tXrlq1SsFgUDNnzuzVvZqbm7VmzRodf3z3M9ABoL8wfHkyvIfehP5wPOM/IWvUcTLLjrznT+7p81Rw8e2yhk5MJMS4nJOik7yiiR/Jc/Sn+lT1b5jmERM/MaZ/iPI/f5tyTr9MRl5x9Fjx0F6/X2+Eql5R00M3qXX1rxTa8FfZuzdL4aCMvGLlfvJLh038SJLh8ckaMiF6n40v9DmG8IevKfTeGoXe7fs9ACDZqPwBABxRy1/vkr2/Wnmf+WanGUzIfJ6xJ6nN+K3s/dtkB/bK9A92OyQAQAaYN2+eHnzwQc2fP1/z58/X/v37tXTpUp1//vmdln1btGiRVq5cqY0bN0qSXn31VS1fvlyf/vSnNWLECO3Zs0f33Xef9u7dq5///Odu/XUADFTxCXM9nzLnBFtk+PL69HbeiafLO/H0Pl2bCM+YE5RT+UUFN/xV1pAK5U7/t5S/p+HxyXfCefIe92nZdbtlWNHHj45jK7zpH/Ic/UkZSdp7x3EchatekdPaIKOgLJpkGzxO5uBxMv3DZPRguVnvlLMV3vqqQh+8pJxpl/Tp3zi8/W1JkjX60GNmJxKWTDO+31Os31H8CiCVSP4AQFaKfoJMdJU2J9Qme982ybFllo5IQlzoT8w8v6zRJ8rweOVEQkm7b3wgQ+kPAGQlv9+vFStWaPHixVqwYIFyc3M1d+5cLVy4sNN5tm0rEonEvx88eLCCwaDuuOMO1dXVKS8vTyeddJL++7//WyecwAQTAOnV28+qTrhNjQ/dJLN0hPI+vUBmfnHSY7Ib98vIK44nS5LFd/ws+Y6fldR79oRhejot99b2jwcUevcFeXdvVs6MK5OyrLhhGMo9Z77CH7zU56SSNeIYmcXDZNfvUmjzy/JNObtX1zutjbL3RJdDPdSEycbf3SinqUYFl/1QxkFVUCx9CiCVSP4AAA4rsqdKcmwZBWUyi8rdDgcpkDfrm+zlBADotfHjx2v58uVHPGfp0qVaunRp/PuxY8d2ew0ApF0PPwqHPnhZCjbLaa6XkXf4ZcS6YzfVyt73oTxjT+ryWsvzd8qu26m82f8pz8gpfX6P/soafXx0abRNa2UOmSDfMWcm5b6G5ZF3cu/3MYpfbxjyTjlLbS8/rNCG1fIec1avxkjh6rckx5FZNkpm4aCuJ7QnpJyWgNSe/GEIBiAd2PMHALJQsiYPRXa9L0myhh2dnBui30lF4id2SyaxAQAAoL/qzWdVJ9ii4Ot/kiT5jj07vnRXb9kN+9T0uxvUsuoXcoLNXd7DrqmWIkGZxb3fkycTeMedLN+pX5Aktb34oCJ7P+zzvcLb3lDbK7+X3RJITmxHf0ry5squ/Ujhba/36trQBy9Jiu7rdChGnl+SkhYrAPQUyR8AwGFFdn0gSbKGk/zJZo7jyK7bqUjtx26HAgAAAKRVd1OhIrs3q/mppXKaamQUlcvbyyXBOjKLyqOJHTui8Pb1Xd5HjiOjqFxmYVmf36O/8504O1r1ZIfVsvpXcsLBXt/DcRy1vfpHBd96RqENf01KXEZOgXzHnitJsnuRlLLrdirycXRvO+9RnzzkOWZ78sch+QMgzUj+AEAWS6Sqw7Ej0QGIJGvYUckKCf1Q8K1n1PT7b8dnMwIAAAADxeGGTI7jqHXtb9T8xOLoPqi+fOWde70MT05C7+cZd7KkaOVKR+Htb0dfH3FMQvfv7wzDVO6ZV8vIL5FTv0vB15/o9T0iH70je/92yZsr33GfTlpsvqlzlHf+t5Vz6sWSotVYkZqPFNm9WeHt7yiyf3uXPXrs1kaZJcPkGXuSTP/gQ984J7/9fk3xQ6yWACAd2PMHAHBI9v5qKdwm+fJllo7s/gJkrFhyL/LRBjm2LcNkbggAAAAGuGCzInu3STLknXyGfKdcKLOgNOHbWmNPkt56RuHqt+SEgzI8PjmOo/C2N9tfn5rwe/R3Rk6Bcj71FbX++U4F33le3uM+LTO/pMfXh95bK0nyTjpDRm5h8uLy5ckzfNKB93n3b2p75dHO5xSVy3vUJ+WdeLrMkuHyDDtK1iXfl9qaD77dgWty2mM8wjkAkAokfwAgC8VmIyWym4uRX6Kc0+fJscN9XtMamcEaMkHy5slpa5S9f5usweMTul98FlsSYgMAAABS4UAFx6FHTUZOgfIvWKTIrs3yjDo2ae9rDamQUThITuN+hatekXfSGYrs/kBOw17JkyPPyOS9V3/mHXey7JPOl2fcyb1K/NitDfGqKe+kM1IUXZTT2iAjt0jy5srw5squ3y2nYZ+Crz+h4PpVKrzilzIMIzpePkISyohV/rR1qPxp73eMmQCkEskfAMAhmQWl8p0w2+0wkAaG6ZFn5DEKf/i6wtvfSTj5AwAAAGQDw5OT1MSPJBmmKe+UsxX85x/U9sZT8kysVOjdv0mSPBOmyfDmJvX9+rPY8mq9Ef7gZcmOyCwfJ2vQmBREdUDOaZcq57RL49874TaFP3xDoU1rFdm1WU5LvYweJK7MkhGyRh0ns3RECqMFgK5I/gBAForPHkqk9AcDijXqOIU/fF2Rj9ZLJ38uoXvFZ7GxgDUAAAD6uUPt+WM31crIK5JhpuaxmW/K2Qq987wUapXTuF+5lf+mttwieSd9KiXvlwns5joZuf4jLkHtOI5Cmw4s+ZZuhidH3omnyzvx9F5d551wqrwTTj3oZtE/GDMBSCWSPwCQjRL8/OgEWxTe9oaswRNklgxLTkzo1zyjjlObpMjuKjnBFhm+PLdDAgAAAFLmSM/cW//2a0V2Vynv7P+QZ9xJSX9vw5en3LP/Q2bxMJmFZZKk3MovJv19MkXbK79X8J0/K/fsf++aJOkoEpI1ZKKclkCvEzAAMBCxiQMAZLG+Fv5E9mxR6wv3qvnZnyQ1HvRfpn+IjKJyyYkosntzYjej4gwAAAAZ4uDKH8dxZO+rlsJtMgpLU/a+npFT4omfAc/ySHZYwbeeOWIljOHxKXfGV1Vw+U9l5BSkMcDkcGw7/jVDJgDpQPIHALJQooXjkb1bJYm9XwaYnGmXKG/Wf8oaOtHtUAAAAICUOjBm6vwY3mmpl9PWKBmGzBL2aEkH77HnSpZX9t6tiux8r9vzDdNKQ1TJYwf2qOG+/1Dj/dcfOBhf9s2dmAAMDCR/ACCbHWoB6x6w926RJFlDJiQzGvRz3orT5Bk7NeEl32K9joEMAAAAMo1du0OSZBQNkeHxuRzNwGDm+eN7+ATffPqQ50T2VCmypyoz98jx5kqhVinY3Kn6BwBSjeQPAGShRD8Qxyp/TCp/AAAAAGSj9jHTwfPl7NqPJUlWKVU/6eQ7YbZkGIp8tF6Rfdu6vN768sNqXnm7Qhv+4kJ0iek0uS7UEj3WPmXOSXjdDgA4PJI/AJDF+lL3YzfVymmqlQxDVvm4ZIeEfi684z21/fMxRfZv7/tNjNhABgAAAMgsdsM+SZLhH+JyJAOL6R8iz4RpkqTgW892ei2yd6vs3Zsl05JnwqluhJcQw/JKpkeS5IRaXY4GwEBC8gcA0Im990NJklkyUoY3x91gkHah9asUfPMphbe/5XYoAAAAQMrEJiodPGHOadwvSTKLytMaDyTfiZ+VJIU/ekdOsCV+PPjOnyVJngnTZOaXuBFawmLVP04wmvyJV5wxYw5ACnncDgAAkDp92fInsr9akmSWj01yNMgE1vCjFf7wNUV2vi9N7ds94t0uE9fjBgAAwIBwuE+q1vDJkmHKHDQmrfFAssrHKudTV8gz/pR4siSyb5vCm9dJknzHf8bN8BLjzZVaG+LLvsUwYgKQSiR/ACALJfIB0nvMTFmDxsjIK0paPMgc1rBJkqTI7g/k2LYMkyJhAAAAZC/joBlzvuPOlY4716Vo4JtyVvxru26nWv5ylyRHngnTZGXwnrSGL0+O1KmiCQBSjeQPAKATM79E5riT3A4DLjEHjZY8PinYIrt+p6zSkb2+R2z8zCw2AAAA9Ft8WO33ghtfkBPYLaOgTDmf/JLb4STEGjpRRp4/XtEUHzOxWgKAFCL5AwBZiM+P6CvDtGSVj1Nk1/uy927tU/Injn4IAACADOJEQnLammTkFskwLbfDGfCcYJO8k2bI94kLZeb53Q4nIbmf+orbIQAYgFjLBQCy2MFLGHQnUvOx2l57QuGPN6YoImQCc8gESVJkzxaXIwEAAABSw2mfqdRxyGTv26amB/9TTY/e4lJU6CjvzGuUO/NrMgtK3Q4lBVguAUDqkfwBgKzUt0+QkR0bFXztcYXWr0pyPMgksbW07dqPE7oP4xgAAABkErslIEkycjO7ygQAAIll3wAgq/Wu7keK7KuWJJmDxiQ/GGQMz+jjlX/pD2QWD+vT9b2tOAMAAADSrn2mktFh1OTEkj8ZvsQY+p+21/+k4FvPyHvMWco9/bJ4r2PCHIBUIvkDAFkovudPL5/B2/tJ/kAyfPmyfPl9v779TzYvBQAAQH91qE+qTku9JMnMJ/mDZHOkUKsUbOl8lDETgBRi2beDbN26VVdddZWmTp2qyspKLV68WK2trb26x6pVqzRp0iTNnTs3RVECQPI5kXB8mS+L5A8AAACAgaDDhDmnOVb5U+xSMMhWhjdPkuQEm6Pfs1gCgDSg8qeDQCCgK664QiNGjNCdd96pmpoaLVmyRHV1dVq2bFmP7tHa2qolS5aovLw8xdECQPeMXpT+2HU7JTssefNkFPEzbKCL7N6s4Ia/yCwcpJxpl/TuYgYyAAAA6OdiBRcdH8I7rSz7hhTx5kiSnHBbp8PU/QBIJZI/HTzyyCMKBAJauXKlysrKJEmWZWnhwoW69tprVVFR0e097rnnHo0YMUKjRo3S+vXrUx0yACSNXfuRJMksG8meLZDT1qTw5nUyi4f1PvkDAAAAZCCnpUGSZOQWuRwJso3hiSZ/FA66GwiAAYVl3zpYu3atKisr44kfSZo1a5Z8Pp/WrFnT7fXV1dW67777dOutt6YyTADo1qFmsXXHrt0hSbJKR6UgImQac/B4SZJdv1vOQetSd+fAnj9JDgoAAABImuiH1Y5DJmv0CfJMrJRZMsydkJC1YskfJxSt/IlPuGTMBCCFqPzpoKqqShdffHGnYz6fT2PGjFFVVVW313//+9/XBRdcoMmTJyc1Lo/HnRydZZmd/kTv0H6Jof0SE/scaZpGj3+GWNMuVO6k6ZLlkeXSz53+gv4nqahEzQWlcppqZdTvkGf4Ub24ONoBTavn/Q8H0P8SQ/slhvYDAAxkOVM/63YIyFbeWOVP25HPA4AkIvnTQSAQkN/fdV1Xv9+v+vr6I167evVqvfHGG3ruueeSGpNpGiotLUjqPXvL789z9f0zHe2XGNqvb0wz+vA9Pz+ndz9DytnYtKOB3v9ah41XS1WtfM27VFw6tcfXxfpfQW/7HzoZ6P0vUbRfYmg/AEC2i1eps+Q10sDIK5I5dKJM/5Do9+3HKfwBkEokf3rAcZwj7n/R1tamH/zgB1qwYEGnJeOSwbYdBQLNSb1nT1mWKb8/T4FAiyIR25UYMhntlxjaLzGRSPQjZHNzm2prm1yOJvPQ/6Kc4pGSXlfD9g9kV5zR8+vaR9JNTfS/vqD/JYb2S4zb7ef351F1BABIi4MfujuOLaclICOnQIbldSUmZC+rbLQKLui6TYTDWtkAUojkTwd+v1+BQKDL8YaGBlVUVBz2uhUrVsg0Tc2ZMyd+fSgUkm3bCgQCys3Nlc/n63Nc4bC7Dy4iEdv1GDIZ7ZcY2q9vYh8gHcfpUfvZdTvV9uZTsoZUyDfl7FSHlzEGfP8rGy1JCu/d1qd2GPDtlyDaLzG0X2JoPwDAQBGvwGgJqOnB/5QMQ4VXL5dhMBkBKUTBGYA0IPnTQUVFRZe9fYLBoKqrq7vsBdTRli1btG3bNlVWVnZ57dRTT9V3v/tdffGLX0x6vACQLJG9WxV+/0U5gb0kfxBnDRojGaYko9sqWAAAACCjtBdcxD7iOq3RinXDV0DiBynHyApAOpD86WDGjBm6++67VVtbq9LSUknSqlWrFAwGNXPmzMNed8011+jCCy/sdOzee+/V1q1btWTJEo0bNy6VYQNAFwcKx3v2kdKu3SFJMktHpCQeZCbDP0SFV/5Khqd31ausXw0AAIBM47Q1Rr/IZc9KJJ8TblPTI7fICbep8Es/czscAAMEyZ8O5s2bpwcffFDz58/X/PnztX//fi1dulTnn39+p2XfFi1apJUrV2rjxo2SohVDBy8L9/jjj2v37t067bTT0vp3AIC+sGs/liSZpSNdjgT9iWGYUi8TPwAAAEAmcNqnKhntU5ectvbKnxySP0gByyunuU6S5ITa4iVnbPkDIJVI/nTg9/u1YsUKLV68WAsWLFBubq7mzp2rhQsXdjrPtm1FIhGXogSA7sX2/OlpKXkkXvlD8gdJEFs6g4EMAAAAMkUs+ePLdzkQZCPDMCXLJ0WCUrjN7XAADBAkfw4yfvx4LV++/IjnLF26VEuXLu32HADIBE44KCewRxLJH3QV3rlJbeselZlfrLxZ33Q7HAAAACA5YhOVYhOXQq3Rb0n+IEUMj09OJCgnFDywVDYz5gCkEMkfAMhiRg9Kf+y6nZIcGTmFMvL8KY8JmcWwvLL3bpHTi75hsOsPAAAA+rmDP6k6wRZJkuHNTX8wGBi8OVJbY3vlj+l2NAAGAH7SAEAW6s3kIbthnyRDZukIGT3JFmFAiVWDOS0B2S0Bl6MBAAAAkis2AjLLRsozsVLW0ImuxoPsZXhyJElOuK1HEzUBIFFU/gDAAOcdf4o8X7tHTmuj26GgHzK8OTKKBstp2Cu79mOZPagAMtjzBwAAAP3cwZ9VveNOkXfcKe4Eg4HBG03+RCt/8iQxZgKQWlT+AABkeHwyC8vcDgP9VKz6x6792OVIAAAAgORi9QOki1k6UuaQCVJ7BRAApBqVPwCQxRjIIBmsspGKVL8pu4bkDwAAALJF55ILJ9giWR4ZlteleJDt8s68Ov61Ub1NkuSwTyqAFKLyBwCykNPD2nHHDqv5yaVqXfsbOeG2FEeFTEXlDwAAALJdy/M/V+PyaxTavM7tUAAASAqSPwCQxbqr+3ECexXZ+Z5Cm1+RLF9aYkLmMctGySgaLKOovEfnxyrOWL8aAAAA/VXss2p8v8pQa/R7X65LEWEgiY3VGTMBSCWWfQOALNTTz492/S5Jklk8jCXicFjWoDEq/OKP3Q4DAAAASBkn1BL9wpvnbiDIWm2vPaHQe2vkPfYcSce5HQ6AAYDKHwDIZt3kc+y6WPJnaBqCwUARn8XG+tUAAADo5+KT4ILtlT9eKn+QGk6oVU5TjZzWhu6X6QCAJCD5AwDZqIfP3OOVPyXDUhgMsoXjOHLCQbfDAAAAABJ28JApVvlj+Kj8QWoY3pzoF6ED++32dL9eAOgLkj8AkMW6m0zUcdk34EiC761R4/3Xq+2lB7s/+UDpDwAgS23dulVXXXWVpk6dqsrKSi1evFitra29useqVas0adIkzZ07N0VRAkDPOLYtxSY5UfmDFDE80X12nXCbDEp/AKQBe/4AQBbq8Z4/dTslkfxB9wxvntTWpEjNx26HAgBwWSAQ0BVXXKERI0bozjvvVE1NjZYsWaK6ujotW7asR/dobW3VkiVLVF5enuJoAeDQYhUXhtFhvx9R+YMU8hyi8selUAAMDCR/ACCLxdevPgQnHJRMSxLLvqF7ZulwSdFqMcdxjti3KPwBgOz2yCOPKBAIaOXKlSorK5MkWZalhQsX6tprr1VFRUW397jnnns0YsQIjRo1SuvXr091yADQLc/ESincJsPyuh0KslRs2Tcn3NbNmQCQHCz7BgBZqCfrBhsenwov/6kKr/yVDF9+GqJCJjP9QyUZUltTdINSAMCAtXbtWlVWVsYTP5I0a9Ys+Xw+rVmzptvrq6urdd999+nWW29NZZgA0COGDJk5Bco7+9+V95lvuB0Oslms8icclMGMOQBpQOUPAAxwBmtaowcMj09G0SA5Dftk1+2Umec/wsnRkQx7lwJAdqqqqtLFF1/c6ZjP59OYMWNUVVXV7fXf//73dcEFF2jy5MlJi8njcWdeo2WZnf5E79B+iaMN+840D1Sy0359Q//rHaegWGbpCFn+cvpfEtD/EkP7JSZT2o/kDwAA6BGzZLgi7ckfDZ/kdjgAAJcEAgH5/V0nAfj9ftXX1x/x2tWrV+uNN97Qc889l7R4TNNQaWlB0u7XF34/e4QkgvZLHG3YewUF0SoMw5CKCrySHJZ86yP6Xw+VniIdd4okKX9NdLKE49B+iaL9EkP7Jaa/tx/JHwDIYkfYlkWtLz4gu3aHfFPnyDPquPQFhYxlFg9TZPs7sut3HfG8A92O0h8AGEi62xOura1NP/jBD7RgwYJOS8YlyrYdBQLNSbtfb1iWKb8/T4FAiyIR25UYMhntlzjasO8aGw/su7LvrZfU8OzP5RlxjIo+/20Xo8os9L++a2mJ9j9HDu3XR/S/xNB+iXG7/fz+vB5VHZH8AYAs1JPltiK7PpC9v1o67jOpDwhZwRpSIXv0LpnFw3p0Psu+AUB28vv9CgQCXY43NDSooqLisNetWLFCpmlqzpw58etDoZBs21YgEFBubq58Pl+fYgqH3X1oEYnYrseQyWi/xNGGvRexD7RXpC2aQHYsL+3YB/S/3uvQ/Wi/BNF+iaH9EtPf24/kDwBktUPPvnUcJ169YZb07EE+4J14urwTT+/2vCNVnAEAMl9FRUWXvX2CwaCqq6u77AXU0ZYtW7Rt2zZVVlZ2ee3UU0/Vd7/7XX3xi19MerwAcEjtE5UMQ3KCLdGv2Q8VKWQ316nlqR9Jji1jwnXRg0yYA5BCJH8AIAt19/nRaaqVwkHJMGX4B6clJgAAkB1mzJihu+++W7W1tSotLZUkrVq1SsFgUDNnzjzsdddcc40uvPDCTsfuvfdebd26VUuWLNG4ceNSGTYAHJYTbJVE8gcpZpiy63ZEv3b6b6UAgOzR/cJwAICMdbgKjFjVj+EfLMNkHgB6x2lrkhNu6/5EAEBWmjdvnoqKijR//nz9/e9/18qVK3X77bfr/PPP77Ts26JFizRlypT49xUVFTrttNM6/Td48GDl5+frtNNO09ChQ9346wAYoGIT5gwZckLRyh/5+vfG3chshufA0qamwpIo/AGQWiR/ACAbtW+2crjVt+z63ZIk089DFvRO89M/VuOK6xTe/s5hz4lt9u2w6Q8AZCW/368VK1YoPz9fCxYs0NKlSzV37lwtXry403m2bSsSibgUJQD0Asu+IR2sDskfO+xiIAAGCqZ7A8AAZAf2SJLMYpI/6B0jzy9Jsut2uhwJAMBN48eP1/Lly494ztKlS7V06dJuzwEAVxwo/ZETYtk3pJ5hmpJpSXZElh2SxIQ5AKlF8gcAslD84+NhSn8M05KR55fpH5KukJAlzJLhkiS7btdhz4l1O4YxAAAA6K+cDp9WrfKxslqbZZYMczEiDAiWT7JbZNgs+wYg9Uj+AMAAlDPtC8qZ9gVmGaHXDiR/qPwBAABA5jMk5U49T57jZrkdCgYAw+OVE2qR5bDsG4DUI/kDANmoPadjHHbXn/bXjSO/Dhwsnvyp3ynHcQ7dhyj9AQAAQD8XmwfHmAjpZPqHyvHlM2YCkBYkfwAAQI9Flwo0pGCLnJaAjPxit0MCAAAAEsKKCEiX/Av+jySp5bWPJAXcDQZA1jPdDgAAkHzxvUsPMYktsnuzGh9eqJbV96Q1JmQHw+OTUVQu6fBLvzGJDQAAABnDkBoevVUN/3u1wjvedTsaDBCxsbrDqAlAClH5AwADjF2/W07DPjlFg90OBRnKO/F0OW1NMnIL3A4FAAAASJgTbpPssAyTx2QAgOzBbzUAyEJHWrbADuyRJJl+kj/om5xTLz7i67F101k+AwAAAP1VfM8fSU4kFP3G43MtHgwMrf94QJGdm1Qy6ExJphgyAUglln0DgAEmlvwx/ENcjgQAAAAA3NFpua1wW/RPj9edYDBg2I37ZNd+JG+o0e1QAAwAJH8AIIsdas+fA5U/Q9McDbKJE2xRpHaH22EAAAAACTEMQ044WvljeHJcjgbZzrCiCUbDCbscCYCBgOQPAGShI5WOO/HkD5U/6Bs7sEeNv71WzX/8Lku7AQAAIDPFPsY6jhRb9s2i8gcp1r60oGVHkz+MpwCkEskfAMhqnUt/nGCLnNYGSSR/0HdGYZlkmFIkKKe5ruvr7d2OcQwAAAD6O49C8a8N9vxBihlWtI+ZdqibMwEgcR63AwAAJF+n9as7Hg82yxw6UWprluHLS3NUyBaG6ZFRVC4nsEd2/W6ZBaVuhwQAAAD0SmzEZEjyjDlRTjgoWSR/kGKe2LJv0eQPE+YApBLJHwDIYgfv+WMWDlLBBbe6Ewyyiukfokhgj+zAbmnE5EOewzgGAAAA/V3Y9Klo7k0Kh223Q8EAEKsuM232/AGQeiz7BgDZiKfuSDHTP1TSgT2kAAAAgExkHLRUNpBKRk6hjIJS2VSZAUgDKn8AIIsdPIxxHEfGweVAQB+YxdE9o+z63V1eO9DHyEICAACgf3JYbwsu8J14nnwnnqedb34srd/Esm8AUorKHwDIQof7/Njy7E/U+PB/KfzR+rTGg+xjFkcrf2wqfwAAAJDBykM7VHvv1Wr643fdDgUDCJMyAaQDlT8AkM0O+jxp1+2U07hf8uS4Ew+yhlk6St5jzpRZNqrLa/G6H2axAQAAoJ+KfVT1OCEpHJQiIVfjwcDksFoCgBQi+QMAA4QTCclprJEkmf4hLkeDTGcWlSv3jK+6HQYAAACQEMtpT/p42IMFqRf+eKPaXv2jRjtlkia7HQ6ALMeybwCQxTpuXuo07JPkSJ4cGXl+94JC9mMFAwAAAPR37QUXHoUlSQbJH6SBE2yRvXuz8pp3Rb+n8AdACpH8AYAsdKjNS2N7s5j+IawvjKRwQq2K7K+W3bDP7VAAAACAPvE40eSPLK+7gWBAMDzRfmbYLDMIIPVI/gBAFuuY4+mY/AGSoe2V36v5/31HoXf/1ul4rOKMWWwAAADor2IfVa145Q/7oiINrGiFmUnyB0AakPwBgCx0qGfuseSP4R+c3mCQtUz/UEkH+hYAAACQMdpnKlmxyh8PlT9IvdjygqYd7XeHWrUDAJKF5A8ADBBmYZnMIRNklY12OxRkCbM4WkVmB3Z3Oh6rOHMOmYYEAAAA+o9Ws0Ce4ZNkloxwOxQMBCz7BiCNPG4HAABIgUM8c/edcJ58J5yX/liQtYxY5U/9bjmOw15SAAAAyBixIVN1/hQVXXCJwmHb1XgwMBgHLfvGdDkAqUTlDwBkMR7GI5XMovLoF6FWqa2p6wmMZAAAANDPMWRCWnl8kjdPEU+u25EAGAB6XfnjOI7eeustffDBB6qtrZVhGCopKdFRRx2lE088kQeNANAPHPzM3XFsyZEMk5w/ksfw+GTkl8hprpMd2CMrt9DtkAAAAIAeiW21YojnWEgfs6BURVferRff2Sk9/S4T5gCkVK+SP08//bR+9KMfac+ePV02JDMMQ0OGDNHNN9+sOXPmJDVIAEDfxIYx9r5qNa+8XebgcSr4/G2uxoTsYvqHKNJcJ7thr6whEyR13PMHAAAA6N9Orn1edffdJd8pn5dvytluhwMAQNL0OPnzzDPP6KabbtInP/lJ3XzzzZo0aZKKi4slSfX19dq0aZMef/xxLVy4UKZp6rzz2FcCANxycILebtgrORGXokE28046Q9aYqTLLRrsdCgAAANBrPrtFTktAshkvIX3iE+YcpswBSJ0eJ3/uvfdeXXrppfre977X5bXBgwdr4sSJmjNnjm677Tbdc889GZv82bp1qxYvXqzXXntNeXl5mjNnjhYuXKjc3COvxfnjH/9Yf/vb37Rjxw4ZhqHx48fra1/7GlVQANwV+0DZsE9Shz1agCTxTjrjEEejHY+BDAAAAPo7jxNq/8LnbiAYMJqf+6km1NbLb3zC7VAAZLkeJ3+2bNmiRYsWdXve3Llz9cQTTyQUlFsCgYCuuOIKjRgxQnfeeadqamq0ZMkS1dXVadmyZUe8tqWlRfPmzdP48ePlOI6ef/553XjjjbJtW+eff36a/gYAcGh2w15Jklk02OVIAAAAAMB9sYlKlhOWFN3PEkiHyK4PVBBsVq5xIktlA0ipHid/iouLtW3bNk2bNu2I51VXV8eXg8s0jzzyiAKBgFauXKmysjJJkmVZWrhwoa699lpVVFQc9trvfOc7nb4/44wztHnzZj3++OMkfwC4Jr7nT3vlj0HlD5LMscOy63bKaaqTZ/Txkg4sYQAAAAD0V7GH7rHkjyySP0gPw+OTE2yW1wizUSqAlDJ7euLs2bO1bNkyPfPMM7Jtu8vrtm3r2Wef1bJly9K+5Nvtt9+uLVu2JHyftWvXqrKyMp74kaRZs2bJ5/NpzZo1vb5fSUmJQqFQwnEBQG8dvNrWgWXfqPxBcjktDWp+7Da1PPdTOXa482sMZACg30jWmAkAss2Byh+vy5FgwGivMvMa7DMFILV6XPlzww03qKqqSjfeeKNuu+02VVRUqLi4WIZhqK6uTlVVVWpubtb06dN1ww03pDLmLlauXKmHHnpIp59+ui6//HKdc845Mvow7biqqkoXX3xxp2M+n09jxoxRVVVVt9c7jqNIJKLm5matXr1aL774on784x/3Oo6DeTw9ztEllWWZnf5E79B+iaH9ksOyTFmWIbsxmvzxlg6R5dLPlExC/+s5x18qWV4pEpLZUiereEj8d7BpGq79Dstk9L/E0H6Jof2yV7LGTACQNdonKh3Y8yfHvVgwoBiWV44kryJyKP0BkEI9Tv7k5+frN7/5jdasWaNVq1Zp8+bNqq6uliSVlpZqzpw5OvfcczVjxoyUBXs4f//73/X444/r4Ycf1vXXX6/hw4fri1/8or7whS90quLpTiAQkN/v73Lc7/ervr6+2+tffvllXXnllZIkj8ej2267TbNnz+75X+QQTNNQaWlBQvdIlN+f5+r7ZzraLzG0X9/EnuUUFuaqpMir0NGnKly3R4NGj5ZhMaOtp+h/PdNUOlShfR+pwGlQXul4edofGufl+Vz/HZbJ6H+Jof0SQ/tln2SNmQAg2wS8g1VSUigjJ9/tUDBQUPkDIE16nPyJmTlzpmbOnJmKWPosPz9fl19+uS6//HK9/PLL+t3vfqef//zn+sUvfqHPfvazuvzyy3X88cf3+f6O4/RoVtwJJ5ygxx57TI2NjVq7dq1uv/12WZalSy65pM/vbduOAoHmPl+fCMsy5ffnKRBoUSTSdak/HBntlxjaLzGx5baamtpU7zPlO/Pf5ZNUFwhKCroZWkag//WOkz9I0keq31Gt1pKKeJu1tARVW9vkbnAZiP6XGNovMW63n9+fR9VRiqR6zAQAmSZWb7FuyEU6bs4xCof53ID0iE3I9CrCUtkAUqrXyR/HcfTWW2/pgw8+UG1trQzDUElJiY4++midcMIJri8dUFlZqcrKSu3atUu33HKLnnjiCT3xxBM67rjjdO211+rss88+7LV+v1+BQKDL8YaGBlVUVHT73oWFhfEBU2VlpYLBoJYuXaqLLrpIlmX1+e/k9geQSMR2PYZMRvslhvbrG6f9E6Rt036JoP/1jFFULkkK1+2R1aG9aL/E0H6Jof0SQ/tlt0TGTAAAIEEenyKmTwaLvgFIsV4lf55++mn96Ec/0p49e+IPFmMMw9CQIUN08803a86cOUkNsjdaW1v15JNP6ne/+53ee+89TZw4UbNnz9bq1at13XXX6frrr9d11113yGsrKiq67O0TDAZVXV3dZS+gnjj22GP14IMPqqamRoMHs8k6AHc4oTbJ8sowmUmN1DCLhkiS7MBelyMBAPREImMmAMga7c+1DLH/GdIr/7ML9c7G3XrzTxt0gtvBAMhqPU7+PPPMM7rpppv0yU9+UjfffLMmTZqk4uJiSVJ9fb02bdqkxx9/XAsXLpRpmjrvvPNSFvShVFdX63e/+50ef/xxNTY2asaMGbr55ps1ffp0SdL111+vO+64Qw8++OBhBzIzZszQ3XffrdraWpWWlkqSVq1apWAw2Kel7l577TUVFhbG7wUA6dIxPd/28kMKvf8P5Zx2qXzHz3ItJmQvwx+d4GA3RJM/seEzs9gAoH9JxpgJALKFI8lSROd9dKfqH8xX/kX/LcPHnndIL5Z9A5BKPU7+3Hvvvbr00kv1ve99r8trgwcP1sSJEzVnzhzddtttuueee9Ka/Ln66qv10ksvKS8vTxdddJG+/OUva8yYMV3OO+uss3Tvvfce9j7z5s3Tgw8+qPnz52v+/Pnav3+/li5dqvPPP7/Tsm+LFi3SypUrtXHjRknSe++9p2XLlmn27NkaOXKkmpub9cILL+ixxx7TTTfdJI+n16vrAUBiOnyAtBv2SXZEho8NTJEaVvlY+aZ9QVbJSLdDAQAcRrLGTACQTXxGRHmRRtmBRql9HxYgHVzeNQPAANHjrMSWLVu0aNGibs+bO3eunnjiiYSC6q3t27fr29/+ti666CIVFBQc9ryjjjpK999//2Ff9/v9WrFihRYvXqwFCxYoNzdXc+fO1cKFCzudZ9u2IpFI/Pvy8nL5/X7ddddd2rt3r4qKijRhwgT98pe/1Lnnnpv4XxAA+sgwjGjyR5JRxPKTSA2zcJByps49cIDSHwDod5I1ZgKAbOE4klfh6DeGIZl936sZ6I3gxhc0esM6neorV4sGuR0OgCzW4+RPcXGxtm3bpmnTph3xvOrq6vhycOny/PPP9+i8wsLCbuMfP368li9ffsRzli5dqqVLl8a/Ly8v1x133NGjGAAgHeLbRjq2nMZo8scsKncxIgAA4KZkjpkAIFt4jfaJvZZPBqUYSBO7bocKazdpqOXVh24HAyCr9Xj379mzZ2vZsmV65plnZNt2l9dt29azzz6rZcuWpX2/n2OOOUZvv/32IV9bv369jjnmmLTGAwD9hdFSL9kRybBkFLD/GFLHrt+t8IdvyK7fReEPAPRDjJkAoCufEa38Mbw+lyPBQGJ4ov3Na0TY8wdASvW48ueGG25QVVWVbrzxRt12222qqKhQcXGxDMNQXV2dqqqq1NzcrOnTp+uGG25IZcxdOEf4SWnbNrM3AAw4sR+LRnvVj1FYJoNlDJBCba8+rnDVOuWcdpmkoW6HAwA4CGMmAOjKq2jlj2GR/EEate8v5VGkmxMBIDE9Tv7k5+frN7/5jdasWaNVq1Zp8+bNqq6uliSVlpZqzpw5OvfcczVjxoyUBdsXGzZsUFFRkdthAIArjKb9kljyDaln+qN7StkNe2UYwyQd+UEjAKD/YMwEYCBy5MjbXvkjD8kfpFF78ie+7CAApEiPkz8xM2fO1MyZM1MRS6+sWLEivhGpYRi67rrr5PN1/mXd1tam/fv3a9asWW6ECACuc/JK5JkwTeag0W6HgixntCcY7cAelyMBAMQwZgKAI3CksGOp3jdE5SXD3I4GA0h82TdFmDAHIKV6nfzpLwYNGqSjjjpKkvTxxx9r9OjR8vv9nc7x+Xw6+uij9ZWvfMWNEAHAfcMnK+/oqW5HgQHA9A+RFK38AQD0D6kcM23dulWLFy/Wa6+9pry8PM2ZM0cLFy5Ubm7uEa/78Y9/rL/97W/asWOHDMPQ+PHj9bWvfU1z5szp3V8OAJJgW2Sw/jbqGn119iSFw133twZSIrbsG5U/AFKs18kfx3H01ltv6YMPPlBtba0Mw1BJSYmOOuoonXjiiWlbK3ru3LmaO3euJOnLX/6yvvvd76qioiIt7w0A/R2Th5BuZlF02TenYb+MfAbOANAfpGrMFAgEdMUVV2jEiBG68847VVNToyVLlqiurk7Lli074rUtLS2aN2+exo8fL8dx9Pzzz+vGG2+Ubds6//zzE44NAHoqNmRiyzOkm9Ge/LFkM3YHkFK9Sv48/fTT+tGPfqQ9e/Z0KUs0DENDhgzRzTffnPZZWw888EBa3w8AMoXREpBT6JNhmG6HgixnFJRJhiXZYRWoSRJJSADoT5I5ZnrkkUcUCAS0cuVKlZWVSZIsy9LChQt17bXXHjHB9J3vfKfT92eccYY2b96sxx9/nOQPAGBA8Eys1Pt2he5duVHHsD0vgBTqcfLnmWee0U033aRPfvKTuvnmmzVp0iQVFxdLkurr67Vp0yY9/vjjWrhwoUzT1HnnnZeyoCVpx44dGjx4sLxer3bs2NHt+SNGjEhpPADQnzhyZMqW9cS31GiYKrj8Dpl5/u4vBPrIME0ZRYPkBPbIb9dLKnA7JAAY8FI1Zlq7dq0qKyvjiR9JmjVrlhYtWqQ1a9b0urqopKRETU1NvboGABLlOI6m+Tbr7Oqn1PxypXynXuJ2SBggDNOMTpwDgBTrcfLn3nvv1aWXXqrvfe97XV4bPHiwJk6cqDlz5ui2227TPffck/LkzznnnKNHH31UJ5xwgs4+++xul5t79913UxoPAPQ3JWaTDMeWTFNGbqHb4WAAyPnERZJhqPaViKRWUfgDAO5K1ZipqqpKF198cadjPp9PY8aMUVVVVbfXO46jSCSi5uZmrV69Wi+++KJ+/OMf9+i9D8fjcafK2bLMTn+id2i/xNGGfWeaporMVhWGaqSWgGs/RzIZ/a/vLMvo8DXt1xf0v8TQfonJlPbrcfJny5YtWrRoUbfnzZ07V0888URCQfXED37wA40ePTr+dbr2GgKAjOBIZWZ0Bq1RWM6yb0gL78TTJUmt/3pTUqursQAAUjdmCgQC8vu7VhT7/X7V19d3e/3LL7+sK6+8UpLk8Xh02223afbs2X2OxzQNlZa6W3Hq9+e5+v6ZjvZLHG3Ye3l5XnmNsCQpJz/f9Z8jmYz+1zuhmh0a+d7vdGl+o952Pkv7JYj2Swztl5j+3n49Tv4UFxdr27ZtmjZt2hHPq66uji8Hl0oXXnhh/OuLLroo5e8HAJlmkNkgSTKLWEQY6RV/tsimPwDgqnSPmRzH6VGC6YQTTtBjjz2mxsZGrV27Vrfffrssy9Ill/RtySXbdhQINPfp2kRZlim/P0+BQIsiEduVGDIZ7Zc42rDvmpuD8ioiSQrapmprWX6yt+h/fRPeW6PcHW9oijdfb0m0Xx/R/xJD+yXG7fbz+/N6VHXU4+TP7NmztWzZMhUUFGj27Nkyzc43t21bzz//vJYtW6YLLrig9xEnWVtbmz766CONGzdOlsU6mgAGFkdSmRUdvJD8Qbo4bU2K7HpfE4Lva4MGux0OAKAbfR0z+f1+BQKBLscbGhp6tN9PYWGhjj/+eElSZWWlgsGgli5dqosuuqjPY7dw2N2HFpGI7XoMmYz2Sxxt2Hu27cjXXvkjy0v7JYD+1zsRI/o41mtEk4+0X2Jov8TQfonp7+3X4+TPDTfcoKqqKt1444267bbbVFFRoeLiYhmGobq6OlVVVam5uVnTp0/XDTfckMqYu3jggQcUCAR03XXXSZLWr1+vq6++WvX19Ro5cqQeeOABDR8+PK0xAYDbBpmNkiSjiIfwSA87sFctz/9c0418PakvsOcPAPQjyRwzVVRUdNnbJxgMqrq6usteQD1x7LHH6sEHH1RNTY0GD+ZzC4D0cCT52it/5PG5GgsGFsPySmpP/jBoApBCPd4EIj8/X7/5zW90zz336LzzzpNpmqqurta2bdtkmqbmzJmje+65R8uXL1deXnrXuvvDH/7Qac3pZcuWqbi4WN/+9rflOI7uvvvutMYDAK5zWPYN6Rfra/lOs7wKuxwNAKCjZI6ZZsyYoXXr1qm2tjZ+bNWqVQoGg5o5c2avY3vttddUWFio0tLSXl8LAImIVV4YJH+QTu39zasIS2UDSKkeV/7EzJw5s08f6FNp586dmjBhgiSpsbFRr776qu644w595jOfkd/v15133ulyhACQfhtCozS+YozM0lFuh4KBIqdA8uVJwRaVmY3MYgOAfiSZY6Z58+bpwQcf1Pz58zV//nzt379fS5cu1fnnn99p2bdFixZp5cqV2rhxoyTpvffe07JlyzR79myNHDlSzc3NeuGFF/TYY4/ppptuksfT6+EpAPSd46jJyVGzt0T5OYVuR4MBJFb5YxqOjFj1GQCkQFI+XQeDQUmSz+fOTIlgMBgfKLz55puybVvTp0+XJI0aNUr79u1zJS4AcIsjR39pPV5zzviUrAJmsSE9DMOQWTRY9v5qlVuNbocDAOggmWMmv9+vFStWaPHixVqwYIFyc3M1d+5cLVy4sNN5tm0rEjnwUKu8vFx+v1933XWX9u7dq6KiIk2YMEG//OUvde655ybhbwkAvfPH5mlqOmGsLp98VL/eswFZpj35I0kWKyYASKEeJ3/efvttHXXUUZ2WdHvxxRf14x//WJs2bZIkHXPMMbr55pt1+umnJz/SIxg+fLheffVVnXbaafrrX/+qyZMnq7AwOmujpqYm/jUADDSG4XYEGGhiyZ8ys0EOpT8A0G8ke8w0fvx4LV++/IjnLF26VEuXLo1/X15erjvuuKP3wQNACvBJFa7pmPxxqPwBkDo93vPnsssu0wcffBD//rXXXtPXv/511dXV6bLLLtOll16q/fv36+qrr9aGDRtSEuzhfO5zn9Ndd92liy66SI8++qg+97nPxV9bv369xo0bl9Z4AMBtOQqq2GiWHGavIb2M9n1/BlH5AwD9CmMmADgI2R+4xDAMbZmxWDfUfEnNRr7b4QDIYj2u/HEO2oDsrrvu0vjx4/Xwww+rqKhIklRfX6958+bpnnvuSes+O9dee608Ho9ef/11nXvuufrKV74Sf+3999/XZz7zmbTFAgD9wUnerbokf52cNR9In73B7XAwgJj+wZKkQWYje5cCQD/CmAkAurq6cLXGbIsovOc/pLKxboeDgcSTK7vnc/IBoE/6vOfPm2++qVtvvTWe+JGk4uJiXXnllfr5z3+elOB6yjAMff3rXz/ka7/61a/SGgsA9AdlZnvVRUGZu4FgwPGMOl7PFXxWr9Rbmut2MACAOMZMANCZI2m4VafitkbJZt8VuIQZcwBSqM8p5tbWVo0ZM6bL8XHjxqm+vj6hoAAAiYklf4zCcpcjwUBjFg/VFt8k7YyUuh0KAAAAcEReo32/FY/P3UAw4JRVPa2vFKxViV3rdigAslivKn9eeeUV7dq1S5JUWlqqurq6LufU1tYqPz/961U+8cQTeuqpp7Rjxw61trZ2es0wDP3lL39Je0wA4JbSWOUPyR8AANCOMRMAHOA4jryKVvwYHh9bACGt8vdt1Ck5u7XNOcntUABksV4lf37yk590+v6f//ynzjnnnE7H1q9fr1GjRiUeWS/ce++9uuOOOzRx4kRNnjxZPh8zNgAMbINI/sBFI8LVKs6plqdluKRhbocDABBjJgA4FF975Y9hkfxBejmmV5JkiSUHAaROj5M/999/f5djHff7idmxY4fOO++8xKLqpd///ve6/PLLddttt6X1fQGgP3JCbSoy22fzFgxyNxgMSCe3vKShBTtV3XiUpGPcDgcAIMZMANCFY8tj2NGvWfYNaeaY0UeylhNxORIA2azHyZ9p06b16LyDq4PSYd++fTr33HPT/r4A0B/ZjfskSc22VwW5BS5Hg4GowSzWUO2Ut7XG7VAAAO0YMwFAZ5ZzoOLCIPmDNHOsaOWPx6HyB0DqmG4HkAzHHnustm/f7nYYANAvGN5c/bXlWL3cdpTboWCAajCLJUm+NpI/ANBfMGYCgIPYEdVEChS08iWP1+1oMMBQ+QMgHbIi+fOtb31Lv/nNb7R+/Xq3QwEA15mFg/SnllP0p5ZPyHA7GAxIjVZ78ofKHwDoNxgzAUBnIStP/11/sf529H/JMLLi8RgyyIE9f0IuRwIgm/V42bf+bNGiRaqrq9Mll1yi8vJylZSUdHrdMAz96U9/cic4AAAGmHjyp63W5UgAADGMmQDg0JgwBzfEl30TlT8AUicrkj8lJSVdBi8AMFDZdTvlN5rV4OTJMBjKIP0a25d987bVybFtGSYzKQHAbYyZAOBgTvQPhkxwQe2ki7R441EaPrRUF7gdDICslRXJnwceeMDtEACg32hZ/SvdXrpN9zac5XYoGKCazUKFHVMeReQ018ooHOR2SAAw4DFmAoDOClt36Qb/M8r5eLik/3I7HAwwjjdPLY5PtmG5HQqALJbQVNwdO3YoHA53+RoA4B67YZ8kqcYudDkSDFSOaeq+xhl6/9hrZeT53Q4HAAAA6MIbbtY4zz4Vte52OxQMRFScAUiDPid/IpGIzjnnHL3//vvxrzdt2pTM2HqlpqZGP/nJT3TZZZfpM5/5jD744ANJ0iOPPKKNGze6FhcApJMTbJbamiRJ+yOFYtU3uMGQofWhMWouGi2jfS1rAID7GDMBwAGWE53AHDH5vIr0y927UZflv6QpkXfdDgVAFkuo8sdxHDmOE//aLdu3b9fnPvc5PfDAAzIMQ9u3b1cwGJQkbdq0iSUOAAwYdmCvJKnRzlFQDGIAAEAUYyYA6My0Q5Ik28iKHRGQYXwNOzQ9d7NG2h+7HQqALJYVOzD/+Mc/lt/v1/PPP68HH3ywUyLqlFNO0euvv+5idACQPnZjdMm3/Sz5BhcZhlRuBjRo58sKbX7Z7XAAAGLMBAAHM20qf+Aep32FBEsRlyMBkM2yIvmzbt06XX/99Ro6dKiMg9Y4Gjx4sPbs2eNSZACQXk6gPfkTIfkDd43y1Gj0ticV2rDa7VAAAGLMBAAHs5z2yh+Tyh+4oD3p6HHYPx1A6mRF8qetrU3FxcWHfK2lpaXL4AYAspXdEF32raa98oeff3BLTXsCMtYnAQDuYswEAJ2ZseSP4XM5EgxEscofD5U/AFIoK5I/48eP10svvXTI1/71r3/p6KOPTnNEAOAOz+jj5Tl+tt4PDXc7FAxwsaUHneY6OeGgy9EAABgzAUBnjkw12T6FrRy3Q8EAdCD5Q+UPgNTJiuTPJZdcovvvv18rVqxQfX29JCkUCum5557TQw89pMsuu8zlCAEgPTxjTpTvtEu1KTxCksQcXrjBMKQmJ0cRMzqLMrYXFQDAPYyZAKCzbSXTtKhunj4YOdftUDAQmez5AyD1smJh08svv1zvvfeelixZoh/+8IeSpH/7t3+T4zi65JJLdOGFF7ocIQCkT4f9mwEXGQrmlCmvZVd0L6qSEW4HBAADGmMmAAD6D4c9fwCkQVYkfyTp9ttv18UXX6wXXnhBNTU1Ki0t1ZlnnqmTTz7Z7dAAIC2ccJvsfdVyCgYdOEjpD1xgtHe8tpxS5bXsYt8fAOgnGDMBwAHMmYObgmXj9Z3aizW4vFjfcTsYAFkra5I/kjR16lRNnTrV7TAAwBV2zcdq/tP3pfwSSZ9zOxxAbTmlkkTyBwD6EcZMABBVsf/vuq5ok9rqZ0oa73Y4GGgsn+qdAhUq1+1IAGSxPid/LMvS/fffr/Hjx3f6Ol0mT54sw+j5lPZ33303hdEAgPti+6qYheXxYwalP3BDe7fbO2Saxp92loySYe7GAwADFGMmADi8orY9Gu7dpQ/CjW6HAgBASiRU+TNt2rRDfp0O1113XaeBzB//+Ec1NTXp7LPPVnl5ufbu3asXXnhB+fn5uvjii9MaGwC4wQ5Ekz8qKj/yiUCatOUNljVspNthAMCAxZgJAA7PckKSJNvMqkVxkCHMULM+n/8vFdleSae7HQ6ALJWxv+EWLFgQ//o3v/mNysvL9eSTT6qgoCB+vLGxUVdeeaVycymhBJD9nPaltYyOlT8U/sAFsW7nsJA6ALiKMRMAHJ7phCVJEcPrciQYiAw7pLNy31XEMd0OBUAWy4qfMA899JCuvvrqToMYSSosLNTVV1+thx56yKXIACB9Ysu+GVT+oL9wHAU3/FWt6x6RE2x2OxoAGNAYMwFAZ5YdrfxxLJI/SD/HjPY7S7YcO+JyNACyVVYkf3bv3i3Lsg75mmVZ2rdvX5ojAoD0cwJdK38AV7SXnDmGFHz9CYXefk52YI/LQQHAwMaYCQA6i1X+2EbGLoqDDNYp6RgJuRcIgKzW5+TPq6++qkceeUSrV6/Wrl27khlTr1VUVOi3v/2tQqHOPyyDwaDuu+8+TZgwwaXIACA9HMeR3bhfEskf9C9G0WBJkt2enAQAuIMxEwB0dmDPHyp/kH6GdSDp6IRJ/gBIjT5Nb/jlL3+pX/ziF3LaF/M3DEOlpaU69thjddxxx+m4447TOeeck9RAj+Q///M/dd111+ncc8/Vpz/9aQ0ePFh79+7VqlWrtG/fPv3yl79MWywA4AonopzTL5PdsE8qKI0fZs8fuCHe7RzJLBose0+VnAZmlAOAmxgzAUBnjkxFHEMRkj9wg2Eq7JjyGLYUDkregu6vAYBe6lPy5+GHH9bs2bP1rW99S3V1ddq4caPWr1+vDRs26L777lNbW5vefffdZMd6WGeeeab+93//Vz/96U/10EMPybZtGYahE044QUuWLNH06dPTFgsAuMEwPfIde64kqS3EesHoP8z2PajsBip/AMBNjJkAoLM1o/9dq17dri/kj3Q7FAxAhgyFHEsew5bDsm8AUqRPyZ+mpibNmzdPQ4cO1dChQzVp0iRdeOGFkqRIJKLNmzcnNcieqKysVGVlpVpaWhQIBOT3+5WXl5f2OACgPzFE6Q/SL9brHEmGv33ZN5I/AOA6xkwAcICj9tVsTMZMcIEhhWQpTyE54aDb0QDIUn1K/kydOlW7d+8+5GuWZWnSpEkJBZWIvLy8hAYwW7du1eLFi/Xaa68pLy9Pc+bM0cKFC5Wbm3vYaxobG3Xfffdp7dq12rp1qzwej4499ljdeOONOvbYY/scCwD0VKTmYynUIrN4mGTyEAf9h9m+54/Dnj8A0G8kOmYCAACJ+3lgtgaV5GtR6QhFHLejAZCNzL5cNH/+fP32t79VOBxOdjyuCgQCuuKKK9TU1KQ777xTt9xyi5588kndeuutR7xux44devTRRzV9+nT99Kc/1ZIlS2TbtubNm6cNGzakKXoAA1nonefV/MRiBTf8pfMLTGKDG9r7neMcSP7YjfvkOLaLQQEAAABRTiSs03c8rKsKX5Bps+QW0s+QtM/2q05+GVaf5uYDQLf69NPlf/7nfxQIBPTFL35R3/jGN1RZWSmPJ/N/UD3yyCMKBAJauXKlysrKJEUrmRYuXKhrr71WFRUVh7xu1KhRWrVqVafZc9OnT9c555yjBx98UEuWLElL/AAGLrtxn6Tog/aImDKE/sMoLFPe5/5P+94/ZCMBAADQD4TbNLh1qwb7pBf5jAoAyFJ9ztg0NDToo48+0te//nX5fD5NmjRJxx13XPy/o48+OplxpsXatWtVWVkZT/xI0qxZs7Ro0SKtWbPmsMmf/Pz8LsdycnJUUVGhPXv2pCxeAIix25fUMorKOx1nGAM3GB12/TFMS55hR7kaDwAAANBRbI8V2zEkM/MnMyMDGdLpOR9onJoV3jdKKhnldkQAslCffsPdf//9kqTt27dr48aN2rhxo9avX6/nnntODz30kAzD0LvvvpvUQNOhqqpKF198cadjPp9PY8aMUVVVVa/u1dzcrHfffVcXXHBBwnF5PH1anS9hlmV2+hO9Q/slhvbrOce25TTVSJJ8JUPkdGgzyzJlsYFpr9H/EmO0N5tpmK79Dstk9L/E0H6Jof0AAANCJLrUW1CWZDBegjtO8W3V0dolu3a6TJI/AFIgoekNo0eP1ujRozVr1qz4sV27dmXsPjeBQEB+v7/Lcb/fr/r6+l7d62c/+5laWlr0pS99KaGYTNNQaWlBQvdIlN/PZrCJoP0SQ/t1L1y/V3V2RDI9Khs1Ui3BA/uq+P158nktF6PLbPS/vvF5ox8vcnI9Ki0tUMu29Wre/LpyRkxU4THTXY4uc9D/EkP7JYb2AwBks1jlT8jxsFoCXGHIUMiJjtWdMPtOAUiNpNe2Dhs2TMOGDUv2bV3lOI6MXswEefLJJ7VixQp95zvf0dixYxN6b9t2FAg0J3SPvrIsU35/ngKBFkUibNLdW7RfYmi/ngt9XC1JMosGqa6+VS1t4fhrgYYWWcxk6zX6X2JCoYgkqbU1pNraJrW8/45a//mEfJM+pdCwE12Orv+j/yWG9kuM2+3n9+dRdQQASL148sdirWy4wjCkkNqTP5Ggy9EAyFYsbNqB3+9XIBDocryhoeGw+/0c7MUXX9S3v/1tXXXVVbr88suTElc47O6Di0jEdj2GTEb7JYb26164brckySgsVzhsKxQ60F52xJEjx63QMh79r28cJ9rnbNuJtl/hIElSJLCX9uwF+l9iaL/E0H4AgGwWq/wJ8lgMLgq3V/6Iyh8AKcK0ug4qKiq67O0TDAZVXV3do+TP22+/reuvv16zZ8/Wf/3Xf6UqTADoxBo6UTnTvyTvMTPdDgU4JLNosCTJDux1ORIAAABAkh2Wo2jlj0HpD1wSX/YtQvIHQGqQ/OlgxowZWrdunWpra+PHVq1apWAwqJkzj/xQtaqqStdcc41OPvlkLVmypFfLxAFAIsyS4fIdd668E6a1HzlQ6cOPIrgh1u/aC4BktCd/nKZaOZHwYa4CAAAA0sMz6jg9MfZbuiPwWbdDwQAWW/YttgwhACQbyZ8O5s2bp6KiIs2fP19///vftXLlSt1+++06//zzO1X+LFq0SFOmTIl/v3//fl111VXyer26+uqrtWHDBr355pt68803tXHjRjf+KgAA9BtGnl/y+CQ5chr3ux0OAAAAIMmQLZMJc3CFYVD5AyD1WNy0A7/frxUrVmjx4sVasGCBcnNzNXfuXC1cuLDTebZtKxKJxL/fvHmzdu7cKUn66le/2unckSNHavXq1SmPHcDAFdr6qsyCUpmDxsqwPOzwg34gOoKO7TdlGIbMonLZtTtkN+yVWTzUzeAAAAAAxk1w3ZrWKfrAN0W3TD1T7LQIIBVI/hxk/PjxWr58+RHPWbp0qZYuXRr//rTTTtOmTZtSHRoAdOGEg2pd9QtJUsFX/keGVeRyRMChGUWDpdod7PsDAFli69atWrx4sV577TXl5eVpzpw5WrhwoXJzcw97TWNjo+677z6tXbtWW7dulcfj0bHHHqsbb7xRxx57bBqjBzDQhT98Q9P2PqdITrEMTXI7HAxAhgzVO/nyKFdmvl92mPQPgORj2TcAyGB2w77oF948GTmFkg7ssyKx5w/cEe93Hfpi7vQvqeDyn8p7zJH30AMA9H+BQEBXXHGFmpqadOedd+qWW27Rk08+qVtvvfWI1+3YsUOPPvqopk+frp/+9KdasmSJbNvWvHnztGHDhjRFDwBSpG6HRjZv0mgPSxLDXQ4laABSiMofAMhgTmCPJMn0D5ZBpgf9TMdxjOkf7FocAIDkeuSRRxQIBLRy5UqVlZVJkizL0sKFC3Xttdd22i+1o1GjRmnVqlXKy8uLH5s+fbrOOeccPfjgg1qyZEla4gcAhYOSonuueBlHwSUjrf061diltvdNWRNOdzscAFmIyh8AyGB2PPkz5JCvG2Igg/Sj1wFAdlu7dq0qKyvjiR9JmjVrlnw+n9asWXPY6/Lz8zslfiQpJydHFRUV2rNnT8riBYCDOfHkj4fVEuAKw5BGWbU6y3pNwfdfdjscAFmKyh8AyGDdJX94Cg9XtPe7jksYOG1NCr75tOyWgPLOvNqduAAASVFVVaWLL7640zGfz6cxY8aoqqqqV/dqbm7Wu+++qwsuuCChmDwed+Y1WpbZ6U/0Du2XONqwb0wnJEkKylKBaL++ov/1nWWZCsqSJBl2yLXfY5mM/pcY2i8xmdJ+JH8AIIPFkj9Gh+SPw6LB6I8MU8G3npEkOdMvl+HL6+YCAEB/FQgE5Pf7uxz3+/2qr6/v1b1+9rOfqaWlRV/60pf6HI9pGiotLejz9cng9/N7LRG0X+Jow94Jm47a1F75I9ovUbRf79W1hBV2oskf04m4/nssk9H/EkP7Jaa/tx/JHwDIYE63y74B6XdgucEDiUjDlycjp1BOW6Pshn2yBo12JzgAQMo4jtOrPQiffPJJrVixQt/5znc0duzYPr+vbTsKBJr7fH0iLMuU35+nQKBFkYjtSgyZjPZLHG3YN63NTZKie/5Iov36iP7Xd4FAi0LtlT/htlbV1ja5HFHmof8lhvZLjNvt5/fn9ajqiOQPAGSwnOmXy67fJbNsVPwYdT/orwz/YDl7G2U37CH5AwAZzO/3KxAIdDne0NCgioqKHt3jxRdf1Le//W1dddVVuvzyyxOOKRx296FFJGK7HkMmo/0SRxv2jhOK7vkTlEcyaL9E0X69F4k48eSjEw7Sfgmg/yWG9ktMf2+//r0oHQDgiDyjj5fvuE/LzOu69IqkXs2+BZLFOMSeP5JkFg2OHg/sS3NEAIBkqqio6LK3TzAYVHV1dY+SP2+//bauv/56zZ49W//1X/+VqjAB4LByP329Hh9xo15p61nCGkiFkNM+Jz8ScjcQAFmL5A8AZBtKf9BPxZYntAO7XY4EAJCIGTNmaN26daqtrY0fW7VqlYLBoGbOnHnEa6uqqnTNNdfo5JNP1pIlS5ioAsAVhmEqYnoVkdVhyWIgfQxJYcUqf0j+AEgNkj8AkKEi+7YptHmdInU73A4F6JEDyZ89LkcCAEjEvHnzVFRUpPnz5+vvf/+7Vq5cqdtvv13nn39+p8qfRYsWacqUKfHv9+/fr6uuukper1dXX321NmzYoDfffFNvvvmmNm7c6MZfBcAAFpszRw4arjCkvZEi/Tp0vgrPpwoWQGqw5w8AZKjwln8p+OZT8k45W9anvhI/TuEP+iujeKgkyWnc73IkAIBE+P1+rVixQosXL9aCBQuUm5uruXPnauHChZ3Os21bkUgk/v3mzZu1c+dOSdJXv/rVTueOHDlSq1evTnnsACBJrS8/rFNrPtb7Jsu+wT0hebTdGSpP+Zh+vWcIgMxF8gcAMlSseiJWTXEwZrDBLbElfJyDNv2xBo9Xwb/9REZBqRthAQCSaPz48Vq+fPkRz1m6dKmWLl0a//60007Tpk2bUh0aAHQr/OHrGte8V/nmaLdDwQAVG64fvE8qACQTy74BQIaKJX+Mg5M/fHpEP2V4fDILB8kw+PgBAAAAF4WDkqSgY7kcCAYyU7YqrXfU8tqf5ETY9wdA8vH0BQAyVLeVP+kMBuggPovN1SgAAACAQ3Mi0eRPyPHEq9aBtGrvd5/1vKLWVx6TQm0uBwQgG7HsGwBkIKe1UQo2S5JM/+DOr7kRENBDoc3rFP7wNXnGnSLvxNPdDgcAAAADUXvlT0hU/sA9tkxFHEOW4cgJB5nACSDpqPwBgAwUX/Itv0SGJ+fQJzGDDW45QumPXfORwlv+pciuD9IaEgAAACBJjh2R7Iik6LJvjJrghli/C8Xm5bPsG4AUIPkDABnIbtgr6dBLvrHlD/qzWJ+1A7tdjgQAAAADUnvVjxRb9s3FWDBgxfpduL36jD1/AKQCy74BQAayhk9W3qxvSubhf4wzhoFbjrTnj1E8VJJk15P8AQAAQPp1fMgeZtk3uCzkWNEBVIekJAAkC8kfAMhAZn6xzLEnuR0G0Guxyh+ncZ+cSFiGxUcRAAAApI+RW6TCr96tB55ZL6emQUybg5vC7Y9mqfwBkAos+wYAWYrlC+Ca9s7nHGINQiO/RPL4JMeR07AvzYEBAABgoDMMQ4YvT21WgduhAArFqs9I/gBIAZI/AJCBgutXKVT1ipxQW5fXDvXAHegvDMOQ6W9f+o19fwAAAOCa6LiJSXNwg9He8VYGp6vw8/9H1uDxLkcEIBuR/AGADOOEg2p76SG1/vVuOeGuyZ8DGMXAHd31PNM/RDI9clob0hIPAAAAEBOp26HWNcs1peFlt0MBtN0eIu+ISTJyqEQDkHwstA8AGcYO7JHkSL58GblFbocD9FrumVdJnlwZJnNQAAAAkF5Ow36FNv1doz1DJE2g8geuoNsBSAeeugBAhrHrdkqSzOJh8VLxjmKrvjGIgVtife9wKxAavnwSPwAAAHBFbPWEsBGbD83ACS5o73YVxsdqffvPiuzb5m48ALIST14AIMPY9dF9UszioS5HAgAAAAAZJhyM/mF4XQ4EkD7h/UAt/3hQkR3vuR0KgCxE8gcAMoxdv0uSZJYMP+TrTmzj0rRFBBzaYQp/5ITa1PLXu9X0+PfkRMJpjQkAAAADm3NQ8ocVE+CGWLcLOZYkdbOfLwD0DXv+AECGiSd/ioe5HAnQRx6fwh++IUWCchr3yaAvAwAAIF3aH7JHqPxBPxCMPZptT0oCQDJR+QMAGcbpbtm3WLkFU9jgEqObTX8Mw5BZPETSgWUMAQAAgHRwQp33/GHUBFe0j5mCTrQfUvkDIBWo/AGADOI4jvLO/5bs+l2HXfYNyASmf6jsmo9kB/a4HQoAAAAGktiyb6LyB+5rc6j8AZA6JH8AIIMYhiGrdKSs0pGHPYfCH7gt1vUOt+ePdKByjcofAAAApJPv5PPlPfYcvfPnzZIaKP2BK+J7/ojKHwCpQ/IHAACknRFP/uxyORIAAAAMJIYnR4YnR21GnqQGGWR/4IJYrwtS+QMghUj+AEAGCW19TXb9LnlGHSerfOwhz4lX/qQvLKCzHpT+xJYttOt2pj4eAAAAAOiH3guPUuGcm2TnlrgdCoAsRPIHADJIuGqdwlv+JcP0HDb5A2QCs2S4ZJgyPDly7LAMk48kAAAASL3gxtWy63ZqUGiIJIvlsuGO9n5XZxfIO/ZEhcO2u/EAyEo8aQGADBJbIsssGXr4k5xouQWDGLilR3v+5Bap8Gv3yrD4KAIAAID0CX/4uiIfrZe/6DxJg90OBwCAlDHdDgAA0DOOY8uu3y1JMouHuRwNkDgSPwAAAEi79r1Vwkb0syhz5uCG2F5T+Uar2t5do9AHL7kcEYBsxFMXAMgQTlNddKBiWDKKyg9/XvwrhjFwSXvZmXPE2h8AAAAg/ZxwmyQpzCMx9AMlalTzC4/IKCiT96jpbocDIMvwmw4AMkRsyTfDP5j9UZAZusn9hKvfVttrK2WVjVLuzK+lJyYAAAAMbPHKH2/0e9bLhgti3S7Y/mg2lpQEgGTi6SEAZIj4fj/FR9jvR4o/cGcMA7f0vOvZsvdukSKhFEYDAAAAHODEkj/yuhwJIAUdK/oFyR8AKcCePwCQIey6WPKH/X6QGbpb9M0sGSFJsut3yrHt1AcEAAAAHLznD5Pm4KJQbF5+JMyYCEDSUfkDABkiZ9oX5J10hgxvzhHPiz1wZwwDt/R0AG0UlkuWJzrQadwnwz8ktYEBAABgwHNC7Xv+GF5JQcZNcIXRPmhqszs8mg23Sb48lyICkI1I/gBAhjA8PlmDRvfiAoYxcEu07zndlP4YpimzeJjsmo9k1+2USfIHAAAAKVZw2VIpHFTTX3dJqnE7HAxwIVnxr51wUAbJHwBJxLJvAJBlnO6euAP9iFkyXJJk1+1wORIAAAAMBGZhmcySYbJjj8SYNAcXOTIkjy/6Dfv+AEgyKn8AIANEaj9W6J3nZQ6pkG/yzB5dwxAGbjkwfu4+EXkg+bMzdQEBAAAAQD9VcO61sh1DRl6x26EAyDIkfwAgA9h7tyr03lpZgb09Tv4AmcAsHSmjaLCMnEK3QwEAAECWc1ob1fbGkzJ8+ZLGS2LSHNwRnzDnOPJNOEXhsO1qPACyE8kfAMgAdm10SSyzdESPr2H1ArilwzimW96K0+StOC2l8QAAAACSZLcEFHrneSmnQE7Bv7sdDtCDtRIAoO/Y8wcAMkCk9mNJ0SqJ7rDlDwAAAAAcQjgoSTI8OfFDTJqDGzp2u9BHGxV6/0XZDXtdiwdAdiL5AwAZIF75074/Ss8wioFL2rteb/KQjuPIsVnqAAAAAKnjhNuiX3h8HY4yboIL2rOOjiO1vrpSrX/7tSJ7trocFIBsQ/IHAPo5JxyU07BPUg8rf1IdEJBkba/8Xo33X6/Qe39zOxQAAABks0NU/gCuiyUjY8lJAEgSkj8A0M/ZdTslOTJyCmXkFvX4OpYvgFuMeOlPL1KRbU2yaz5OTUAAAACADlT+GB6fnPbPqoyb4IaO3c7wRpORDskfAElG8gcA+rnYur9m6QgZPRmZsOkPMkysos2u/cjlSAAAAJDV2it/Oi/7BrjLaO+PTijociQAso3H7QAAAEfmHf8Jeb56t5y2pl5dxww2uCXW9XqahjTLRkmSIjUfyXGcniU5AQAAgF5yYsu+eXPin1X55AlXdOx4sWUIqfwBkGRU/hxk69atuuqqqzR16lRVVlZq8eLFam1t7fa6Z555RgsWLNAZZ5yhSZMmafny5WmIFsBAYfjyZBaV9+hc6n6QacyS4ZJhSm1Ncprr3A4HAAAAWcpbcZryL/mBck6f53YowAGxyh+SPwCSjORPB4FAQFdccYWampp055136pZbbtGTTz6pW2+9tdtrn3vuOW3fvl1nnXVWGiIFgCNoz/4YzGGDW3pZ+mN4fDKLh0qS7Fr2/QEAAEBqGL48WaUjZPqHHDjGsAku6LTnT7zyh2XfACQXy7518MgjjygQCGjlypUqKyuTJFmWpYULF+raa69VRUXFYa/92c9+JtOM5tIeffTRtMQLIPs5wWa1PP9zmWWjlFN5uQyTnD2yk1k2SnbdTtk126VRx7kdDgAAALLcga1Syf4g/Toude2d8AkZxcOjKyIAQBLxFLGDtWvXqrKyMp74kaRZs2bJ5/NpzZo1R7zW5IEsgBSI1HykyM5NCn/4Ro8TP4xh4Lbe7vkjSdawo2WNPFZGfmkqQgIAAAAU2vJPtb36uCK7N7sdChBnDRoj78TTZZWPdTsUAFmGyp8OqqqqdPHFF3c65vP5NGbMGFVVVbkUleTxuJNYsiyz05/oHdovMbRfVLjuI0mSp3x0j38WWJbR4euB3X59Rf9LjGFG+6BhGD3ut56ps6Sps1IZVsag/yWG9ksM7QcAyGbhra8rXLVOhi9fjqLLDrPsG9zmsHMvgBQh+dNBIBCQ3+/vctzv96u+vt6FiCTTNFRaWuDKe8f4/Xmuvn+mo/0SM9Dbb2/DLklSwciKHv8sqGsJS4pWXwz09ksU7dc3uTleSZLPa7n+OyyT0f8SQ/slhvYDAGQjJ9QS/cKX624gQAd2c73COzfL8HjlGX2C2+EAyCIkf3rAcZxOa3Gmk207CgSaXXlvyzLl9+cpEGhRJGK7EkMmo/0SQ/tFNe/YIkkKFQxTbW1Tj64JBFo6fT2Q26+v6H+JaWuLJiCDwXCP+22M3dogw/LJ8OakIrSMQP9LDO2XGLfbz+/Po+ooQ2zdulWLFy/Wa6+9pry8PM2ZM0cLFy5Ubu6RH6g+88wzevbZZ/Xmm29qz549uvnmm3XVVVelKWoAA16oVZJkeHPjaxRT+QM3dOx3kb3b1Lrqf2QOGkPyB0BSkfzpwO/3KxAIdDne0NCgiooKFyKKCofdfXARidiux5DJaL/EDOT2cxxbkZrosm9Oycget0PsPMMY2O2XDLRf3zjtu+fajtOr9mt5/ucKb3tDuefMl7diWqrCyxj0v8TQfomh/XAkgUBAV1xxhUaMGKE777xTNTU1WrJkierq6rRs2bIjXvvcc89p+/btOuuss/Too4+mKWIAiHI6JH9Yagv9hi9acR3rnwCQLCR/OqioqOiyt08wGFR1dXWXvYAAINWchn3RmWmmR2bxMLfDAVLOyC+WJNn7PpRI/gBAv/XII48oEAho5cqVKisrkyRZlqWFCxfq2muvPeLEuZ/97GcyzWh1F8kfAOkWf7juzZUUWzGB0h+kX8deZ3jbq2aDLYc8FwD6ijUVOpgxY4bWrVun2tra+LFVq1YpGAxq5syZLkYGYCCym+tl5JfILB0pw7R6fJ0Tn8DGIAbuiC1h4PRyMqU5aKwkKbK/OskRAQCSae3ataqsrIwnfiRp1qxZ8vl8WrNmzRGvjSV+AMAVwY7LvkU/rLLsG9zRoeN5qfwBkBpU/nQwb948Pfjgg5o/f77mz5+v/fv3a+nSpTr//PM7zV5btGiRVq5cqY0bN8aPbd68WZs3b45///777+u5555TXl4eiSMAfeIZdpQKv/QzOeE2t0MB0sIqjyZ/7H3bXN1vDwBwZFVVVV1WRvD5fBozZkyXlRTSxeNxJ6kU26OKvar6hvZLHG3YO7GH6568fBnGgYm/tF/f0P/6ruPvLSs3P/pFJCTLsGVYPK7tCfpfYmi/xGRK+/HTpAO/368VK1Zo8eLFWrBggXJzczV37lwtXLiw03m2bSsSiXQ69uyzz+oXv/hF/PuVK1dq5cqVGjlypFavXp2W+AFkJ8PTt43veW4Ot/V2FXWzbJRkmHJaG+Q018koKE1JXACAxAQCAfn9/i7H/X6/6uvr0x6PaRoqLS1I+/t25Pfnufr+mY72Sxxt2DMFX1sqO9iqnKGj5fHskhStv6D9EkP79V5Oayj+tb+sRA3tXxcXmLLy3P2dlmnof4mh/RLT39uP5M9Bxo8fr+XLlx/xnKVLl2rp0qWdji1YsEALFixIZWgABhAnvgQBGRwMHIbHJ7NkhOzaj2Tv2yaT5A8AZBS3qjZt21Eg0Jz295Wisz39/jwFAi2KRGxXYshktF/iaMNe8gySPFJLQ1Ch8IFJvbRf39D/+q6lLRz/uqE5JHl8Ujio2j37Zfn7dyVBf0H/Swztlxi328/vz+tR1RHJHwDoh5zmOjX/8f/KGlKh3M8skGH0/MOf015vQdoIbjH6uumPJLN8jOzajxTZv02esVOTGxgAICn8fr8CgUCX4w0NDZ2Wy06ncNjdhxaRiO16DJmM9kscbdh7tt3+WdUwaL8E0X6917G9ImFbuZ/6imRasj35cmjLXqH/JYb2S0x/bz+SPwDQD9l7P5TTEpAd2NurxA+Q6Txjpsrw5soa4s7DQwBA9yoqKrrs7RMMBlVdXd1lLyAA6C/sloBCG/4qI88v37HnuB0OEOdI8h79KbfDAJCFeKIIAP1QZN+HkiRz8NheXxsvtmDJOLgk1vN6X/cjeSumKfdTX5Fn1HHJDAkAkEQzZszQunXrVFt7YLP0VatWKRgMaubMmS5GBgCH5zTuV/D1JxR88+lOxxk1wQ0M1wGkA8kfAOiHYskfq3ycq3EAAAAcbN68eSoqKtL8+fP197//XStXrtTtt9+u888/v9Oyb4sWLdKUKVM6Xbt582Y999xzeu655yRJ77//vp577jmtWbMmrX8HAAOPE2qVJBne3Oj38X1WXQsJA5jRMe3oRJ8BhD58TXbDXveCApB1WPYNAPohe++HkhJL/jCIgWsSKf2R5ERCsvdtk5FXLNM/OGlhAQCSw+/3a8WKFVq8eLEWLFig3NxczZ07VwsXLux0nm3bikQinY49++yz+sUvfhH/fuXKlVq5cqVGjhyp1atXpyV+AANUMJr8UXvyB+hP2l59XJHqt5Qz40r5JlNFCyA5SP4AQD9jN9XKaamXDENm+Ri3wwHSrvXvv1X4/RflO/kC5XziQrfDAQAcwvjx47V8+fIjnrN06VItXbq007EFCxZowYIFqQwNAA7JCbVIkgxf5+SPwcJvcEOnwh9Hhi8v+k2wxZ14AGQlln0DgH7Gju33UzJChien19fH9vxhCAO3JFj4I2vweElSZO+WpMQDAAAAHLzsG9CfGN5o8ifWTwEgGaj8AYD+xvTIGj5JZukotyMBXGENmShJiuzZIsdxZLCGIQAAABIVaov+Gd/zp/04HzXhgo7dznF0oF9S+QMgiUj+AEA/4xl9vDyjj+/z9U6s3oIH5nBJLFnjOH2r/TEHjZIsr9TWJKd+t4ySYckMDwAAAAPQwZU/fa1SB1IhvuwblT8AkojkDwAA6FcM0yOzfKzs3ZsV2VMlk+QPAAAAEuSdcpY8o4+XkVvY6Thz5uCGg/tdLPlD5Q+AZGLPHwDoR5xgs5y2pgRvEv2DMQwymTWkQpIU2VPlciQAAADIBmZ+iayhE2UWt08saq9SNxg5wRUH+p3jdKhIo/IHQBJR+QMA/Ujo/RfV9tJD8h4zU7lnfNXtcICE9HHVN0nR5E9I0X1/AAAAACCbWUMnKudTX5HpH+J2KACyCMkfAOhHIrs3S3JkFJT1+R7xfUuZwAaXJKPvWcOPVs5pl8ocelTiNwMAAMCAF/rgJTktDfKMPVFm8bADe/4wboILOo6ZHDkyS4bLVzLcvYAAZCWSPwDQj0STP9FZP4li+QK4J9r3nAS20TXzS+Q78bPJCggAAAADXHDjatm7N8vwlx9Y+g0AgCxG8gcA+gm7sUZO437JMGQNHt/3GyWw1BYAAAAAZKX2vVUNX76kDismuBQOEOdITjgY3e80HJRnzIluRwQgS5huBwAAiIrsel+SZJaNluHLS/yGjGLgkvgSBgkmIp1gi0KbX1bwrWcSjgkAAAADm9PWLEkycgraD7gYDNCBI8lpbVDLUz9Uy5/vdDscAFmEyh8A6CciOzZKkqwRxyR0n0SW2gL6E6elXq2r75FMj7zHnivD43M7JAAAAGQoJ9ie/Gmv/Ilhr1S44eB+F++XdkROOMjYB0BSUPkDAP1E+ON3JUmekQkmf9pzP4xh4JYkFf7I8A+VkV8i2eHoEggAAABAHzjhoBQJSZKMnNiyb0yaQ//gOI7kzZWM6GNap32JQgBIFMkfAOgHHMdWzsmfk2dipaxhk9wOB+gXDMOQNXyyJCmy4z2XowEAAECmilX9yDCiD9k7Ydoc0s84qN8ZhhFfkpDkD4BkIfkDAP2AYZjyTjpDeWf/e3L2+xHLF8BF7X3PScJkSmt4NBka2bkp8ZsBAABgQIrt9yNfvoz26opY4Q/jJrjiUP2O5A+AJGPPHwAA0G95RkxWm6TI7s1yQm0yvDluhwQAAIAMYxYNUv4Ft8ppX/oN6I+MnHw5kpy2RrdDAZAlqPwBAJc5jqPghr8qsn97dK3fJNwviilscIeRtF1/JKN4mIzCQdF9f3a+m/D9AAAAMPAYnhxZQyfKM+LA/qqMmuCmjv0uvm9vTmH0i1YqfwAkB8kfAHCZXbdDbS8+oOaV/x3fhBRAlGEY8ow+QZIU2VftcjQAAAAAkBreY85Uzqe+InPYRLdDAZAlWPYNAFwW3vaWJMkaPlmGx5e0+7J2NdxiJHHPH0nyTZ0j30nnyywsS84NAQAAMKBEdn2gyJ4tMgePk6d9T8l4tQUDJ7jgUP3OO+5kFyIBkM2o/AEAl0Wq35QkecZOdTUOoL8yi8pJ/AAAAKDPwtvfVtu6hxWueqXD0STNVAISlIzl3wHgUKj8AQAXOa2Niuz+QJLkGXtScu4Zn8GWlNsB/YrjOMzOBAAAQK84rY2SJCO3qOuLfLREP+G0NipS85EMyyNrKEu/AUgclT8A4KJw9VuS48gcNFpm4SC3wwH6rci+D9X8zDK1/vlOt0MBAABAhnFaGyR1Tv7EJ825ERCgA30vVvcT/mi9Wp5aqrZ//T+3QgKQZaj8AQAXhWNLvo2ZmrR7HigYZxgDdyR7zx9JMjw5iny0XjItOW1NMnIKkndzAAAAZLUDlT+FLkcCHF4sOem0BFyOBEC2oPIHAFziOLYiu5K75BuQrcyS4TJLR0l2ROEPX3c7HAAAAGSQQy37FpunxJLCcM1BpT9Gnj/6bXulGgAkiuQPALjEMEwVzPuR8s67Uebgccm7cXu5BWMYuCfa+Zwkb6LrqThVkhTa8q+k3hcAAADZzWmj8gf9n5HXXvnT2iDHtl2OBkA2IPkDAC4yPD55Rp8gw+DHMdAdz4Ro8ify0Yb47E0AAADgSBzH6bDnT4fkT3LnKQG9ZsQnzbV/H+ufjhNPWAJAInjaCAAucGxbTjI3ROl47/Y/KfyBW4yDdy5NEqtkhMyy0ZITUXjbG8m9OQAAALKUo/wLblXeZ74pI7+4w1GyP+gfYs8GDNMjte9tytJvAJKB5A8AuCD8wYtqevRbCm5c7XYoQEaJVf+ENq9zORIAAABkAsMwZQ0eL8+4k6IP17u87kJQgA7d98z2famclkCaowGQjbr+1gMApFxo8zo5gd0pWbqKjUvhthQV/kiSvBNPV7j6LXmPqkzB3QEAADBgtH9YNVgzAf2I78TPynFsmcXD3A4FQBYg+QMAaWY37ldkx0ZJ0QfZAHrO9A9RwedvczsMAAAAZIjI3q2K7HxPZvk4eUYc43Y4wBF5J89wOwQAWYRl3wAgzULv/k1yHFkjjpHpH5L8N2DparitffIkXREAAABuC3+8QW3rHlVo0z86HY9/VqXwBy6JLdaRou2AAYDkDwCkkxMJK/TeGkmSd8rZLkcDZC6ntVHBd/6s8Mcb3Q4FAAAA/ZjTXC9JMvOLXY4E6J7T2qjwjncV3rnJ7VAAZAGSPwCQRuEt/5TTEpCRXyLPuJNS8h5O+xw2tvyBW+LrpqdwClvw7WfV9vJDCr7xZMreAwAAAJnPaaqVJBkFpZ2Px/f8AdwRGzd1HDWFd7yrlqd+qLZ//sGdoABkFZI/AJAmjuMo+NYzkiTvsefIMNl2Degr75SzJcNSZMe7iuze7HY4AAAA6Kfshn2SJLOw/KBXWGsL/USHSXNme5IylrQEgESQ/AGANDEMQ7kzr5JnYqV8qVzyLT6DjTlscIeRhj1/zMJB8h49XZLURvUPAAAADsNp3C9JMooOTv5EsWICXHOIvmcUDpIUTf44djjNAQHINiR/ACCNrMHjlXf2v8vIKXA7FCDj+abOkQxDkeq3FNm3ze1wAAAA0M84oVY5rQ2SJLNoUOfX2v9k0hzcEut5HSfNGfklkuWVHFtOY40LUQHIJiR/ACANnEj6ZuzEPzgyhoHbUryShlk8TJ6K0yRJba/+MbVvBgAAgIxjN0SrfuTLl+HLdzcYoAcMw5DpHyxJsgN7XI4GQKYj+QMAKeaEg2p+7Fa1/uN+OW1NbocDZJWckz8f3fun+i2FP1rvdjgAAADoR8ziIcq/6L+V9+nru754oPQHcMehSn8kGUVDJJH8AZA4dhsHgBQLvvGk7PpdcsJt+v/t3XmcFPWd//F39TXdc/Tc3JecAhKIG6IsKosXopglkihGg1mvKCr+NBij+1tdDaiPSKIxq0SjZBX3ETUG+aGLZkmMaFgVQ1SIAeWSSxmGYe6Znj6qfn809MxA1zBMM1Pdzev5T1Ldn5n+8LV7vvWub1V1zmmXdvvrHfquSO5dDacYB998Vg98ia6rqI+8Y8+R1XhArsLe3f56AAAAyByG2yt32WCn2wCOiSvYSzFJZm2F060AyHAs/gBAN4od2KXwx69LknImfUeG1+9wR0D2yZk0W4bBxcwAAADovMSFP5w0B4cc+r6pw0+a8wydKFdRX7n7jHSiLQBZhMUfAOgmVjSs0B9/KZlRuQdNkOekr/XUK0vi7gVwTuLuBd1/4U/89dos/FiWJau5Vq7cop55cQAAAKStlr+ukOHxyTP89CP2D62e2lkFjuLwt6KnzwipzwhnmgGQVThNFgC6gWVZCr3zrMzqPTICQfmnXJ24FVb3v3aPvAyQdqxIi0J/ekpNy/5dZlOt0+0AAADAQZYZU/jD19Ty3gtSuNm2zuC0OTiEq84AdDcWfwCgG0TWv67o5jWS4ZJ/6vVyBYI93wR7kjjhWDL375DVVKPm138mK9zkdEMAAABwiHlgtxQLS76AjI6+G5LYhDRk1u5V+O9vKrb/c6dbAZDBWPwBgG7gKh8qeXKUM+lyeQac0qOvnbh3dY++KtDq0LpjT1+FZnj9Cpw/T4a/QGbVDjW/8aisSEvPNgEAAIC0ENu3VZLk7jWM74dExgl/tFItf35O0a1rnW4FQAZj9gOAbuDpd7LyLn1AvlPOc7oV4ITiKuqjwIXzJW9Asb2fqenVB2Q2VjvdFgAAAHpYbM/fJUnu3sOTPn/oRCVOmoNTEifNJXnO3XeUJCn65aaeawhA1mHxBwCOA7OhSs2//7lildsTj7nyS51p5lCIIcXAMfE3n5U0xnQ/d9lg5V74g/gVQPt3qOmV+xT98lNHegEAAEDPs2IRRXf/TZLkGTTe4W6AY+fuP0aSZO7bxslsALqMxZ/DbN++Xddcc40mTJigSZMmacGCBQqFQp362VdeeUUXXHCBxo0bpxkzZuj111/v5m4BOM2KtCj88Uo1/vZfFd3xoZr/uFiWGXO6LeCE5+49XLnfvEeu4gGyQvUycvKcbgkAsgq5CUA6i37+VykSkpFbJFfZ4KQ1idtlc9YcHGIcOmkuyf2yXXnFcvceIUmKbnm3R/sCkD08TjeQTurq6nTVVVepX79+euyxx3TgwAE9+OCDqqmp0aJFizr82TfeeEM/+tGPdP3112vy5Mn6wx/+oNtuu00FBQU644wzeuhfAKCnmDV7Fdm8RpGNb8kK1UuS3H1GKues78lwuR3t7dDVFgY3MIBDEvnZmQt/ElwF5cqd+W+K7f1M7pIBicfDG34vV3F/ufuNkeHiPBgAOFbkJgDpzoqEJLdH3pOn2H/fT09/QSVwjDyjzlCsYrPCG/5H3jHnyPDmON0SgAzD4k8bL7zwgurq6rR8+XKVlJRIktxut+bPn68bb7xRw4YNs/3Zn//857rgggv0gx/8QJJ0+umna/v27XrssccIMUCGs2JRyTASizotH/xO4Q9fTTxvFJQr59RvyDNyMl8kCqQZw5sjz8Bxie3YgT1qefc38ef8BXL3HSV3v9Fylw+Rq6ifDF/AqVYBIGOQmwCkO9/JU+TpO0ry5TrdCmDvKOdrekf8o8J/XSGroUqhNUsV+Kdre6YvAFmDxZ823n77bU2aNCkRYCRp2rRpuvvuu7V69WrbELNr1y5t27ZNt99+e7vHZ8yYobvuuksHDhxo9zszRXVtk/b8bZ2amsMyzSPPiDF9+YoU9ItvWJZyqj6z/V2mL0+RYOtZ1zlVn8qwOcvG9OYqXDioTe1nMmxuo2V6/QoXndRae2CzjFgkea3Hr3Dx0Da1W2TEWpLWWi6fWkpHtKndKiOa/DYWlsujlrJRiW1f9Ta5Ik1yuwwF/F41hyKKHRo/w6VQ+ZjW2prtcocbkv5eSWruNa5N7edyt9R1UHuKdHDhwVe7U+6Q/T1hm8vHSq74x99bt0uepirb2lD5GFlu38HaPfI0VdrXlp0sy+OP19Z/IU9DhW1tS9lImd74bZg8DXvlq/+i3fMulyG/36dQKKymouEycwritY375KvbZd9D8XCZ/sJ4bVOlfDU77HsoHqZYoPhgv3sUqFgvVywsIxaO/zdsqZU7VCd3S40qT/1+4j0RiBap1HApVDpKjf0mxv87udzSjhrb1+pJu/YdfE9x4Q8ccuitV9cU0d8/P+BoL4fzNDaoYMA/KrD3Q7lD9Ypu/4ui2/+SeL561D+rYfCUeG1TpfJ3/a9Mt0+WO0emJ0dyeWTJJblcCgcHKprXS5JkRJqUU7PD9nMXye2lWG78e8CMaKjDv01Wfplyew9UfUNIZkuzfLX2tTF/UaIHxSLKqdluX5tTqGh+7/iGGVNO9dYOaoOK5vc52JCpnANbbGvb7Q9IyqnaLLvLvkxvbvv9gQNbJMtMXusJKFI4MLHtq94mw4wmrbXcOQoXxW/p4na7VLhxg5obGmWaR/5uy+1TuGhI6++t2dHB/oCn3b6Dr3an7f6ADJdaSlq/UNpbt1uuSFPyWhnt9jO89XvkCjfa1Cr+ew/O8d76L+UK19vXFg+Lz0mSPA0VcrfUdlA7NLE/4GncJ3eoRi6XSyUDh6ikd2/bnwPITa1M09LGj/6m+n17k2YmSWopOklyeyUd+qzZ76eHC4fI8sTP7PY0VcrdZD+PhosGJ/a93U1V8nawn95SOEiWN34Q3N18QN5G+/30cHCgTF9+vDZULW/93g5q+8vMCUqSXKFa+er32NZGCvop5i+K17bUy1e3Sy6XoUDAp+bDMmckv49igfh7wRVu6HAujOT1ScyxrkijfNWf29ZG88pb5+5oqMP5LZpblpgLjWiLcg5stq2NBUpa58JYRIEq+y9oj/qLW+dCM6ZA5Sf2v9df1JqNLUuBfRuOqHG5DAX8PjVYfoWCrbc3C1Ssl/18nK+WktbPqX/f3zrI3Lnt5ix/5ScdZO5Au2zsr9xoP8e6fe2ysX//JhnR5uS1Lq9CvU5JbOdUfXbEvGnIlDtUI0mqP+mcg4/6JEUlJf8chaPJ90GAnrZ5V60qq5O//3NGfUvlf/2V9nn6qfFgtvLW7Y6/3w2XJEMyDFmGoUNh5Jj2B4+Yo2psa8OFgxNzlLtpvzzNHcxRhYNa56jmA/I07bevDQ6U5Y2fhOcOVcvTaD+fRQr6y/TFjyV5I/UKxqoPHrc88vMcye+bOJbkaqmTt8F+Povk92mdz8IN8h52jKqtaF6v1vks0ihvnf3cF80tTxx3MiLNHR7PigZK22fG2p22tbFAsaK55fHaWFi+ms/ta9tmRjOqnOpt8d5dLuUGfO3Gr10OPEpmNH0FihT0jW9YVofzpOnLU6Sgf2L7eGVGy+Nvdwy5s5lRih9nNWJhm1pvu+PNvtodMqLt5zOXx6sxkycn/fl0wuJPG1u3btWsWbPaPebz+TRo0CBt3Wr/Zt+2Lf6hGTp0aLvHhw0bJsuytG3btpRCjMfT81cSRGOm7n1qje7LWyq782T+2jJEzzaeJUkyZOnRkqW2v+9v4QH6VcPZie1Fxc/LayT/4H4W6aPH689PbD9Q9ILyXMk/jJ9Hy/RI3YWJ7X8vfFnF7uQHWr6IFmlR3TcS23cXLlcvd/LFlP2xfC2qvSSxPT/4mgZ6kk9qdaZfC2suTWzfUvCGhnv3JbbbnkMesjxaUP2dxPYN+X/QaF/yCcW0pNuq5yS2r85/S+N99n/4f3DgCkUVn9yvyPuzvp6zzbb2rupL1WTFJ+FLc9/TZL/9wt2/11yiajMe/mYG/qKpgb/b1i6s+WftM+MLL9MDH+mCwHrb2odrL9LuWHxSO9e/QRfnfpi0LiBpad00bY3GD0KdmbNR38r7wPb3Lq4/R5si8QnlNN9mfSff/t64S+qn6ONI/A//P/i2aU7+n21rV7+9Tn9uiQcMr2LyGN9Wc1WO9JkkHRnC0oHLMOR2cyVSVxwaN8ava9wH562te2q16IWPnG0mqeFy6yQN9uzXcE+Fhnsr1Mddo0JXs1auq9Tadz+SJJ3s3aMbC1bb/pZljRO1umW0JGmop0K3Bn9vW/tq01f1h1B8QX+Au0p3FP63be3vm8dpZfNXJUm9XLX616L/Z1v7Vmi0XmmaKEkqNBp1f/HvbGvXhEbopaZJkqSA0aKHil+0rf1Ly0la2nimJMmtmH5W8l+2tevDA/VMw9TE9s+Kl8ptJN+R3xjpq1/Wn5fYfqjoNwq4kh9A2hYp18/rpye27y/6rQpdyUPx7mixFtVdnNj+v4WvqNydfIGkIhbUotqZie0fBl9Vf0/yA7E1Zq4eqPlWYvv/BFfqJE/y4Npk+rSwZnZie27B/2iUN3nAjFou/aD6ysT2tflvapxvd9JaSbrtwJUyD35V55y8t/UPOZ/b1t5ZPVshK37Sxuzc/9Ukv/2BzX+r/pbqrPie3iW5azXFHz9Y+crqr2nMhZfp9DEsACG5dMxNTmQmSVr+zjZ5PvgvTfbbH/C4t2aWasz4gaqZuR9oqn+jbW3b/ekLAx9qWsB+P7Oz+9OS9PO6adp2cH/6rJyNmtXJ/enTfZt1eQf708/UT9H6g/vTp/q266r8d2xrlzZM1l/C8QWHU7y7dF3BnxLPHZ45X2w8Xf/bMlKSNNLzpW4KrrL9va80fU1vheKLCEM8lbotaP8dUv/dNEH/E/qKJKmfu1p3Fr5qW7uq+RS91nyqJKnUVa97il6xrV0dOlnLmr4uSQoaTfpx8cu2te+1DNdvGv9RkpSjsH5S8oJt7bqWIXoukblNPVryvG3tlvAAPd0mc/+0+Hl5jkPm3h4t06MpZO7exyFz15oBLaj5dmJ7XsEbGtYmc7cVsjxa+H5QYXmTPp+M20Vu6ipyU2rcrvhizdOv2R9nkaQy1ze0/89+SR9Jkr6Tt0an5djPt3dVX6YmK75Ic2nuu1k/R9kdtzxec9Thsm2Oajt+3TVHbUjTOSqV48K1ZkD/ul768bWnJf0d6YLFnzbq6uoUDAaPeDwYDKq21n6V/NBzh/9sYWFhu+e7wuUyVFzc819SbVmWzpjQX5VbSm1rzNxiDTn0b7Ys7YuU2dZGAiUaUtA6PvvD5XIp+Yc8lFOqIfmttQfC5WpQ8g95k69EQ/q21lZHytViJT8wVO8rbFdbGymXdXAB5HAN3rx2tfWRcn1pJd95DHn87WqbIuX6wkp+6nfU8LavjZbriyRnJ0iSZRjtakPRcu0xkx8gk6TBfYKKGfHFn0i0XLtN+y/cHdC7UGEjviMQjZZrt2l/9VHfXkUqNOJTgRkr165Yf9va3r0KlWvEezZiZdrZQW1ZWZE8roNnVcTKtTM2wLa2uLRYQw7W+mLl2hEbaFtbWFKSqPWbZfo8al+bV1KaqHWb/fRRbJyihkdhedVi5KhBeWo08lRv5KvBl68hGfRFoC7D0IwzTlIwyC2sUsH4dc3kCQO09u/7VNOQ/EzPdGGqWJ9phA4tf+dYIVklLg0x4gfOA2ZMH5inymtF5FVEPoXllinDMuWSJU9huYa4439DysyQKqLltq+VEyzWkOJ4bYkZ1b6o/ZzpLSjWkKJ4bdCSKiP2c7E7r1hDCuO1uZanw1qjTa3PCndY23aOd1mxDmujh83xVeFSGTZncUVyStrN8dXhUjUo+dwWOqy2NlyisJLPbU2+4sPm7RLp4ALI4Rq9BYfN2yWqtJIfsGh2B9rPxZESVdpcuRxxt5/jw5ESVVo2Z0Ybrna10WiJKs3k+y9SfI63Dl75Y0ZLVGnaX/kzsHdQkYPvYUWLVWna/7fr37tQJUb875yrTW1RWalOGV7uyD4oMkO65SanMpMkfW1MX23YVKrKqP3Zz/16BVVkxPtzR4u1z7SfA/q02Z/2xoq1L2Zf26usMLE/nRMrVkXMfh4qKy2UebA2cJTa4pKixD5y3lFqC0ta99MLzCLtjfayrc0vKk7Mm4VHqc0tbK0tNpv1ZdR+MbrtHFtqhjus9QZLErWFlqkvIva1roLSxHycb7n0RaSPba2VV5aYY/2Wt8PaaG5ZYo71WBHtifS1rY3klidqDcvssDYU6NVuPv4i3M82czf4y9vNsRWRvvLZzFl1h2XuykhfNdhk7trDMndVpK/CVkHyHg7L3DWRPrKs5PveLYdl7rpoH+00j5znG41cVRi9NLhPQetceBR9y/I0bECRvA4tIGcLclPXfOvsEfrTOvsTgFoFld9my4oW60uztwxZif3utv9/QO9g4piPcZT9wcPnqI5qD5+jKmP2tW3nKH+sqMPatnNU7lFqS9rMUflHqS1qUxuMFXZYGywqSsw7RWahKqP2tXmFrbUlZlOHtYFgUWLeKTPDHdbmtKktMmMd1nrzi9vMUUanM2PA8nZYqzY50HvUzFjSbo7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| |
| "text/plain": [ | |
| "<Figure size 2000x1600 with 6 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.set()\n", | |
| "np.random.seed(0)\n", | |
| "\n", | |
| "x_grid = np.linspace(-3, 5, 1000)\n", | |
| "\n", | |
| "true_density = Uniform(0, 2).pdf(x_grid)\n", | |
| "\n", | |
| "v_list = [0.2, 0.05]\n", | |
| "num_of_samples = [32, 256, 5000]\n", | |
| "\n", | |
| "fig, axs = plt.subplots(3, 2, figsize=(20, 16))\n", | |
| "\n", | |
| "for i in range(len(num_of_samples)):\n", | |
| " samples = np.random.uniform(0, 2, num_of_samples[i])\n", | |
| "\n", | |
| " for j in range(len(v_list)):\n", | |
| " estimated_density = Parzen(samples, Norm(0, 1).pdf, v_list[j]).estimated_pdf(x_grid)\n", | |
| "\n", | |
| " axs[i, j].plot(x_grid, true_density, label='True density') \n", | |
| " axs[i, j].plot(x_grid, estimated_density, '--', label='Estimated density')\n", | |
| " axs[i, j].set(xlabel='x', ylabel='density')\n", | |
| " axs[i, j].legend()\n", | |
| "\n", | |
| " if j == 0:\n", | |
| " axs[i, j].set_ylabel('$n = $' + str(num_of_samples[i]) + \"\\n\\n\" + \"density\")\n", | |
| " if i == 0:\n", | |
| " axs[i, j].set_title(\"$V_N = $\" + str(v_list[j]))\n", | |
| "fig.suptitle('Parzen Window Estimation', fontsize=25)\n", | |
| "plt.savefig('../assets/Q6.png', dpi=300)\n", | |
| "plt.show()" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "base", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.11.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } | |
Xet Storage Details
- Size:
- 244 kB
- Xet hash:
- f6166dcabc384303836cbd4510ee192985c2064bd89a41ca182db7f965f21293
·
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