{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('1.10.2', '0.10.2')"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import torch\n",
"import torchaudio\n",
"import librosa\n",
"import numpy as np\n",
"from IPython.display import Audio\n",
"import matplotlib.pyplot as plt\n",
"torch.__version__,torchaudio.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TorchAudio介绍和使用方法\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 简介\n",
"TorchAudio可以理解为是pytorch在音频领域的一个扩展,它以pytorch为基础,将pytorch的理念延伸到音频领域,例如与pytorch具有一致的风格(张量名和维度)还提供了 GPU 加速的功能,并且可以通过 autograd 进行特征的训练。与传统的音频信号处理库相比,TorchAudio更像一个机器学习库,而不是通用的信号处理库。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TorchAudio的主要功能\n",
"1. 通过 SoX 将各种音频格式(如 wav、mp3、ogg、flac、opus、sphere)加载为 Torch Tensor ,这样就可以方便下游程序处理\n",
"2. 提供了Spectrogram、AmplitudeToDB、MelScale、MelSpectrogram、MFCC、MuLawEncoding、MuLawDecoding、Resample等常见的音频转换\n",
"3. 与其他音频库对齐的函数:spectrogram, fbank, mfcc\n",
"4. 与torchvision 类似,提供了常用音频数据集\n",
"\n",
"说到 SoX,这里再多说两句:Sound eXchange 是一个跨平台(Windows,Linux,MacOS 等)的命令行程序,可以将各种格式的音频文件转换为需要的其他格式,可以说他就是音频界的ffmpeg(如果你对视频熟悉的话,这个名字你一定知道)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 与Librosa对比\n",
"Librosa是一个用于音频、音乐分析和处理的python工具包,Librosa是Python中我最常用的音频处理库了:一些常见的时频处理、特征提取、绘制声音图形等功能应有尽有,功能十分强大,所以在下面的介绍中会和Librosa做一些对比。除Librosa以外,还有nnAudio可以选择这里就不多介绍了,有兴趣的可以搜索下。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 读取音频文件信息\n",
"第一步肯定是要读取文件,所以这里我使用的winxp的开机声音作为样例文件,如果你是用过XP的话这个声音应当很熟悉。\n",
"但是在读取文件之前,可以先看一下音频文件的信息。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AudioMetaData(sample_rate=44100, num_frames=177152, num_channels=2, bits_per_sample=16, encoding=PCM_S)\n"
]
}
],
"source": [
"meta=torchaudio.info('winxp.wav')\n",
"print(meta)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AudioMetaData(sample_rate=48000, num_frames=468905, num_channels=1, bits_per_sample=16, encoding=PCM_S)\n"
]
}
],
"source": [
"meta=torchaudio.info('p232_023.wav')\n",
"print(meta) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 加载文件\n",
"看到了文件信息,我可以可以加载文件并试听文件的内容了,下面的代码都会包含TorchAudio和Librosa两个版本,这样可以方便进行对比和验证,因为torchaudio中代码的测试样例也是使用了librosa进行的验证,所以我们这里也这样使用"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([2, 177152]), 44100)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ta_wav1,ta_sr1=torchaudio.load('winxp.wav')\n",
"ta_wav1.shape,ta_sr1\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((88576,), 22050)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_wav1,lr_sr1=librosa.load('winxp.wav')\n",
"lr_wav1.shape,lr_sr1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这里shape为(2,n)是立体声,(n,)则是单声道。因为librosa的默认值是采样率为 22050,并且是单声道mono=True,所以设置sr为None可以使用文件自己的采样率,mono=False设置为非单声道,这样数据的大小就相同了。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((2, 177152), 44100)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_wav1,lr_sr1=librosa.load('winxp.wav',sr=None,mono=False)\n",
"lr_wav1.shape,lr_sr1"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([0.06680298, 0.07147217, 0.07409668, 0.08370972, 0.10314941,\n",
" 0.12136841, 0.13638306, 0.1539917 , 0.15390015, 0.15539551],\n",
" dtype=float32),\n",
" dtype('float32'))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_wav1[0,107152:107152+10],lr_wav1.dtype"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([0.0668, 0.0715, 0.0741, 0.0837, 0.1031, 0.1214, 0.1364, 0.1540, 0.1539,\n",
" 0.1554]),\n",
" torch.float32)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ta_wav1[0,107152:107152+10],ta_wav1.dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"librosa 的数据是numpy的ndarray,而 torchaudio直接转换为tensor,二者都是 float32,小数位不一样其实并不是不准确而是显示的问题:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([0.0668, 0.0715, 0.0741, 0.0837, 0.1031, 0.1214, 0.1364, 0.1540, 0.1539,\n",
" 0.1554]),\n",
" array([0.06680298, 0.07147217, 0.07409668, 0.08370972, 0.10314941,\n",
" 0.12136841, 0.13638306, 0.1539917 , 0.15390015, 0.15539551],\n",
" dtype=float32))"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.tensor(lr_wav1)[0,107152:107152+10],ta_wav1[0,107152:107152+10].numpy()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 音频试听\n",
"对于 jupyter notebook,可以使用Audio进行音频文件的试听,传入的参数是刚才我们读取的音频文件和采样率下面是代码:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Audio(data=ta_wav1,rate=ta_sr1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Audio(data=lr_wav1,rate=lr_sr1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 可视化\n",
"因为是双声道,所以我可以先显示2个声道的数据,使用load函数加载的数据被称为振幅图(amplitude)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([],\n",
" [])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ta_wav1[0]),plt.plot(ta_wav1[1])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([],\n",
" [])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(lr_wav1[0]),plt.plot(lr_wav1[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这就是我们加载的音频文件的数据的样子,2声道的数据还是略有不同的。本文后面为了简单起见,只是用第一个声道进行后面的操作和展示"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 音频特征的提取\n",
"上面显示了我们音频文件的最原始的样子,被称为音频信号的时域表示,但是只有10秒的文件需要17万的数据点,这么大的数据处理起来肯定是不现时的,这是就引出了音频信号的另外一种表示方式,频域表示。\n",
"\n",
"- 时域: 自变量是时间 ,即横轴是时间, 纵轴是信号的变化(振幅 )。\n",
"- 频域: 自变量是频率 ,即横轴是频率, 纵轴是该频率信号的幅度(振幅)。\n",
"\n",
"对于频域的转换最好的方法就是快速傅立叶变换了(FFT),频域图可以被理解为是一堆相互堆叠的FFT,信号在不同频率下随时间变化时,可以直观地表示信号响度或幅度的方法,还可以减少数据量"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"w=np.random.randn(100)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2, 513, 347)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_fft = np.abs(librosa.stft(lr_wav1,n_fft=1024,hop_length=512,win_length=100,window=w,center=True))\n",
"lr_fft.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\zergt\\.conda\\envs\\cv10\\lib\\site-packages\\torch\\functional.py:573: UserWarning: stft will soon require the return_complex parameter be given for real inputs, and will further require that return_complex=True in a future PyTorch release. (Triggered internally at ..\\aten\\src\\ATen\\native\\SpectralOps.cpp:659.)\n",
" normalized, onesided, return_complex)\n"
]
},
{
"data": {
"text/plain": [
"torch.Size([2, 513, 347])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ta_fft=ta_wav1.stft(n_fft=1024,hop_length=512,win_length=100,window=torch.tensor(w),center=True)\n",
"ta_rel=ta_fft[:,:,:,0]#实部\n",
"ta_imag=ta_fft[:,:,:,1]#虚部\n",
"# torch的stft函数返回包含实部和虚部,所以需要进行后续的计算\n",
"ta_fft=torch.abs(torch.sqrt(torch.pow(ta_rel,2)+torch.pow(ta_imag,2)))\n",
"ta_fft.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[ True, True, True, ..., False, True, True],\n",
" [ True, True, True, ..., False, True, True],\n",
" [ True, True, True, ..., False, True, True],\n",
" ...,\n",
" [ True, True, True, ..., False, True, True],\n",
" [ True, True, True, ..., False, True, True],\n",
" [ True, True, True, ..., False, True, True]],\n",
"\n",
" [[ True, True, True, ..., False, False, False],\n",
" [ True, True, True, ..., False, False, False],\n",
" [ True, True, True, ..., False, False, False],\n",
" ...,\n",
" [ True, True, True, ..., False, False, False],\n",
" [ True, True, True, ..., False, False, False],\n",
" [ True, True, True, ..., False, False, False]]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_fft==ta_fft.numpy()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([8.9030458e-05, 4.2963817e-05, 0.0000000e+00, 0.0000000e+00],\n",
" dtype=float32),\n",
" array([8.90304578e-05, 4.29638165e-05, 0.00000000e+00, 0.00000000e+00]),\n",
" dtype('float64'))"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_fft[0,0,-4:],ta_fft.numpy()[0,0,-4:],ta_fft.numpy().dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"计算精度不一样。所以导致的一些差异,是正常范围的\n",
"引用pytorch的单元测试\n",
"`self.assertEqual(result, ref_result, atol=7e-6, rtol=0, msg='stft comparison against librosa', exact_dtype=False)` 可以看到atol范围内是ok的"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"进行傅里叶变换后,就可以进行频域的转换了"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import librosa.display\n",
"lr_spec = librosa.amplitude_to_db(lr_fft, amin = 1e-10) \n",
"librosa.display.specshow(lr_spec[0], sr=lr_sr1, x_axis='time', y_axis='log');"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" ...,\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731]],\n",
"\n",
" [[-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" ...,\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731,\n",
" -57.7731]]], dtype=float32)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_spec"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6HQLHwauUiaRiCKJAfP88sWIKSRHB93H6JqIqU7+6THrvFADJw/vJHJglPjFMe73K6E98nH61i+956MUc0UKK5Eia/AOH8AYGkiJiVRthb9r36SyFrR9FDxe0rV//9/iOS+fWKu07WwR+wObr10hPFSn/288iayra2AhqIorV7uP1uvTLjbAfr2tk50ZpL23gdHoEfoDdM5EjMoIokJooMHpymtLJOdrrVTzTxjMs+kuriJqGno0DkDu6l0hCo7NZR8sm2fnS10geOUhzaYfyuzfpru8SX5hlcGuR3WvbdG4uI0oSve06mAO0UgG32wNAL6RJz43hOw5O30DNpMi+/5lwTtQ3GFTbWFtl+rfvhM+fmcKod/BsB7fdRZqawbNs8gcmkeMxvNww2kiJ6NGj2J0evuPQun4HpzdAmNxDfKyInk8TO36MSCpGfHqM/JMP076xzMgTx2B0Ej2fIjkxROLQPpxOj4kffo6xDz5Gf7sGssJgu0J2YQLfccg/9QiZA7M4fRMlpuOZFp5hkZweIX5oP+aVy2hjI+jjI7j1BrVTHyGolfEGYaUmiCKSKoeVbL9H/43X8RUNd/E6+C5SMomweIVIqQBvvIh05QyCLNEtziHFYgSCgLKwD21hPpwJCgI7J34Ip9FETiUISmMo777Exp5n2X3sk0SOnYBeh9XkMdCjWI9/GCGdY2zpZfx4GnN4D93kGMTiSENDuGoMyXeRFg4i1Mv0jz6FkRiCQR/qFYhoBBN7GEwcZN+t30Zp7NAd3ovW2ESY3YeXLdEZPcjB+ksws4+pnTdQPIus1qPWVai0VSQJ9j247z1fu+4nku+jUCQPRfTYCcYQPQc9E2Pko88z9dQBZn7iwwyfPkTh9DG2/ty/RC4NI07OQr+LGI3hdXvgeQgv/g6IAv7OJkJhGLW5w6nqVwg8D/cbL7D49C/S/JVfJtjZRJ6aRY7pKDGNfrmBEtPobuyiF9JgmegjQ7SuL6HPTCGm0qgxldvfvEYkoaHENHbOrzAo14lNDGM22mj5NGoiShAEdLebuH0DbaRE57e+QPm1C2i5FN13zuLbNrnHH0KO6egTo7TOXsaf2Uvn6o3wBgWUqWmk8SnUVJzUwjSB45A+OAeAZ9nEhrOY9Q7JiSLmbo386RN0Ll9n4+ULGOUqWipK/603w118VKd5Y4XdKxsM/8ATBPuOoew9wNDDRxhUmuiFNE7fxGx2aa9XaW822Tm3jByRWX3tDrHRYjjML4ZzRjWdQJQllJiGWBjCNawwecTC3W58rIjdaFO5skpnq0m/3CAyUkLWVCRVxjEc0g8cI3P6VAhgAJJ7Z7C7A3zHRZAVZE3FbPbo3F5j+CPvQ1JlZF0jOVGk8dY5EiNZBDEcYvdur+DbLvm5Ik7fpF+uM/ToMfq3lkAUECQJq91DzWeRdI3WtTtkDs4hRFSaL76MZzuoyTi5w3uIjA2jjw3TWt5B0KLohTRDH3oOAOvyRZqLm7SXdyDw6XzpixjrW2CZqOkEcjxGb7eNXioQrC2x/O3LOH0D49JlejsNOrfX2Pn9V4ik4vTubODfuUX12jr9cp3AtvEdl40vf4e1332F3atbuMtLiJKEFNPp3dnAuHGT3uoWsh4hsWcSOR6lcX2F5q11cF08w8Tc3Gb9m2+zc+YG0S/8Ml6zSeA4GGfPImkRomMl5FQCr9mktbxD8Pq3GWyW6b38MvZOObyHVJXe+g5up4tvmuiDGl63h3fzGt7aCvVX3iDQdLBMSutn2HnnFvgBQnkTt91l/OILJD/3j7HOvwuBz/ydr9B75yzKS18KXycr+KqGevl14r0dzKtXMW8tIn77S6Svfw/n0jnc3V3ii++g9WvgumFbK13EefctIm99E3vxFrgOiZ2bWJlR3GgSadDhKzsnEXc3EXc3ELdXaJFDEV0UOeDMuy06XZ9cIYqia+/p2nU/kXwfhSq6RCWDci9OpL2Llkti31mit1mhe/4ivmXjVGtMfeYX8Wo1vOVFiIfIKKfdgWgMs9ZicPUavmniXL8SIos6DYS7bah91z5Pr9LF3NgE16FxY5VoKYdr2qi5DEazTySXBjXCYKsczkMAYklcy2Xk2AipmWE82yVejGN3DXqr2wiiSPXyMtFSDimikt1TInHyGHa1jiAKZObHaNzaDNsfvT7rX/oWu+dvU33zAkpMo/Vbv0VjcZvq25eQ9yxgryzjl7eoX1uhdWMZp1KlfX2JzbNb+K7PjRcuEi1mECMq2+dWqL15jt1La9SX6kQnR3EGFtUrq7hmiECyuiYAgWnQ/NznMM+HCc1sD9BHw0VejevhPMbx8Rw/rE6iCnarw9BTD+N1OnTLPYxKk/qdGqIsYVy+jGe7mG2D7vVF9GfeD4JI884One0uVs8md2I//sCgubxLfalO4PsYS3ewVlZREnG65Q5SMonveujDBa6e+gXSp44SScXIPv8s5a++iJbScQ0Tp28iqTKZ4wfQs3HUWIT47CSSHqH0ox/FaPbpV7t0btxh+53b1M/fIPA8YiMFBmtbqHv3k9ozTuPyIla5ipqIktwzQfn8Ev2NMs6h07SuLKJl4pi3byMqMt13zmK3OvQ2KyjRCFbXJHLgEJ7lIEZU7I2NsPWlqqgxFbfTQ4zF8b2AzTPL9Mt10ntGyT58AtdyARBlEafRYufiLr3dDgByVCeS0Ni9WsFoGHRur+F7Hv2NMrtX1tEmx4lkEniWTWdxBaQwmUeHMtg7O3iOi1FtEfgBVtdCScbDinJlm95WhfbSBnazDcdOIybiYXstnUKKqDh9E3Vunvb1JZrnr6EmoviWjTw8ilrbRIyoOM02giIjyhKrk08TJNIInSae7SINDYEkhUjCQR+j2grnJ+VdaNbDzYbrsTN5OjzXRpi0lE4Nz7JR0imsRpsgnUVOpxAUOfx/q4LX62LXGixnH4TAJ/A8fMcFSQ4r/POvIFkDWqOH+HHz1wgGfdzxOQLPI00dCQ9ZDHj28QS1mkE0KqNF9fd07fojSySCIHxKEISKIAhX/5PH/5IgCDcFQbgmCMI/vvvYA4IgXLz7c0kQhI/+R8//xbvPvSoIwhcEQdD+k/f754Ig9P6ozuOPKyIxHT8QqVppFtLbuPEMyaefpnrxNtVbu+ycX2HnzA2at9ZprexSv3CD/vI67e+9Qf2dyzRvrWPdvAmA8vxHEWQFHn4a585tcF0GG9sEroe7tUlyJEVnZZv+2XMMPXyE7vouRnPA7S+/RbfcoXntDu03z5B85DSiLCFEY7S+/RLdcof4cDjcJQhQ4zqpmWGURBSj3iE7N0rjxhqtpS2Szz+Pu7VJ4HokP/Yj1K6tocZUlEQU/AA5IjPy6GGyB2YRIyq5Rx9AjanESjlaL34n/FIEgfhontqtHURVpXZrh4OfeIDudoPDP/4wO+eX2XzjBpmpHEajx9wnn6e4v8idL79xbwahRCPY7R7RfILt16t0ry8yqHeRtAjtW6tEEhqNizfZvbZNe6NO5XqF5u0OhYUhPNshklBJnDrB6gvfIfA8MlMZ4uNDjJ+eo764jagorL95B6tr4QwsVv7x/0VneZPESJZoLsrUUwdY/+YZOosrtDfbxApRsnOj9Ldr+I4Dokjp8DhXfuUF6rfLrHzzLIcu/jrlb79G7oHDNL75EsmpEre+skjlyhqiLKIPF9j85pvY3QGDeo/2tdvoe2ZZ/fXPk5kZYvSRg3i2w9CRSfS/+j9i7FTZfvsGRr3D4Oy7WPUW+YePoo2WwopgfYfx507SK7do//q/ILV/ln6ljWfZrL96lUGlSezDP4wS13FNm9pijdV/+yWypw7RuLGGOjLC9X/3EluvXkCUJRq31il/63uMnphg8om99CttLn3qbcrffo1YMUX12jpyTEd96FGO/vRpUuM5vH6fnTM36Fe7xEsxRk+MkT6yF7vdB2D2w6dZ+s0XcboDaje3yDzzJKKukzk8T2Nxm91ziySeeYbWahU9EyU5kgLA3A0X6tSecTIH59i9cIf1f/TL2Fvb5PeO0nvgg0QKWTIf/hD2rZukP/RBso89hKRrCKLA9ldexMmUsGsN9Jkp3FYbJaYz/KV/SLCyiHnzJqmJPI1X38JcWUXNZQg8j8TE0F34rwjZPNG7VW3uhV8Gz8OPp3E7XXrFPaiZFObOLsmHH0SoV3CqtfDy393GS2SwdquopSIz3/4lpKiOnMuiLczjra1Ar4PxwPvh9lXSF76NX95GSCQRb15AyBWJWU3We3k0xafWkXj8AZ1L727QrTff0/XrjxL++2ngV4F//wcPCILwFPAR4EgQBJYgCMW7v7oKnAyCwBUEYRi4JAjCV4Eh4C8D+4MgMARB+CLwibvvjSAIJ4HMH+E5/LGFFo+SVrsAfO3qOL+gfJPdL3+d4om9COItooU0sYlhpEQcc3MbNZshcBx8x0W/i2ryHQdBFAhe/zZGo008c4MgncJeXwt3RF6T6FgJ13Qo/uW/hPut30NMxMl/8H0Yn3mBWCGB74b8C8926Z89i+96dN49T+D7TD91AG20hJpu4fYNets11r93nexMAVEW6W3XGP7ws3TePY9Q3UGQFYLAx3r5W2ipKFouSXt5h/yxBXIHpmlcuU320BxmrYWkb5GaKlG/tUn+wCTKkRO4l8+jJuMUD4zhdHtkpgtoTzzLUPQNzGqD/MIwWj5N9fIyxaN7KH/nTQoHp1FyaZxmGzWfxdwJh++9zQqTz43QWq1QOrWX/uYuakLH7gk0V6oAKFGVSCL8GdR7JMdyjJyYxrx5k0hCQy4No+gK9avLCKKAltJZ/+5lDv/5D3L9334TUZZIDKeJjeSJzs9RvrTG7oVlSifn0CbH6WzW6Wy1cQ2L9IFZnHoLfJ/Ez/w82WOvAbD7+gWs9Q2GnnyQwfIq2Scexm/UGTlVJL93lNZqhWjXQI2ppGbHqF9bQcumcLa3EUSBSDbF7rlbaKko8fESzX/y98jsnWLmicdAVnBuXEVKxHEqVaxWl9REHiWmUX3nGmpMpfCJj9P66lcRRJHY8WOM+X7Ix7l0BlGSSM2MhAPr6VGszR1iQxla715k748+RuvGMumFKRBF7HqT7mb1HsR5/kMLpA/uofrONTIzQ7SXd5Cjb7Pxxg30TJRcLMbo40forW6hxtq0N5vwvXNIqkxvt43Z7JEohRDbiaePsfWbv0f+0Ay+7SKIAmM/8Cje4nXGnzrK8tffRVJlUtMGyQdPwpmzWI02ifkFSif2IMdjBK7HoNqmtPgmlmHhXzqHUhrCufAuxm4dJRHF6Q4oPfUA4uoNjFYH2MB3QtRX8BN/DTHwyJRv0Pmn/4rRRw4ipxIM1raIRXW667uoySh6MYe7dAtzt4bv+qQ++EGcaBKlsYNnmCRWztOvN1HSSXpnzxN78knEchmvP0DUNKRWjeipB3AWbyIdPoH15vdCHpcWgUMn8G9fJbZ5HR8gkUQIfIjGoVmHRg1nUidwBFKayZIlc/VOQCqXwBgp0tyuvGfr1x9ZIgmC4HuCIEz9Jw//eeAfBUFg3X1O5e6/g//oOSEb6/9+jLogCA4QBbYBBEGQgP8D+DHgo/w3Hr7rUzHSCAI8vb9GzzpE4cFN6ueu4Tk+/d0mrdXKPeRQJFFFiij4jhsSw2yXzMG5cLDrekQnR7E3Nwk8DykRJ310P75pIg0NI567iXD2VSJPPkvzS18iNpK/155JT2TR82m0kSKVt68QScWITYzidnvsnruFullFUmUSk8Mkp0qoiSjpI3vxBwb9tS2ar71N4uOfoPPVF4iOlojOzmCub5DaM44gS0TSiXuw5dzRvXj9PtFSDkGSMOod4qUM+tQkQq1MEAQYlUbImxkeQo7HuP2//QpjD81TX9xh9LFDiKoaEgwVmVgpy/pr1xg+MUPgetSurpIcy5E8sp/W0hYAqYlCCCooZuiulXEGFvmFYVzDQs+n8V3/XiJtrVYxWga52TyypuBubdKr9Jh+/wkq526iZeI4hkPj7FXixQSpw3txmy2MnSo73/weiq6gpXTkZz8EN8+TGMniuz4AoqbRL9eR1DbNv/cPycwMYXcH5A7vQU6n8I0BZr1NpLzD1ivnGXloH9r0FGbzTVJzE2x+7zK+u05yoohn2bTubBHNxelv1yge3YPd6dHfqlB67hHcWg3r+jUikxPIhTzG8ipqPou9ViYxGZJzs/unkfQI1pk3yDzzJPLUUfy3f5/ok88QrC4CoGZTtBfXCPwg5Aq9/TZaPo2ciNO8epvYSJ6t168w/MACAJ3tNmosbHclpkaQkkm0TJz0Yw+TrFUQ1AiSIhL4Pl6/H7aF/IBBY4CiKwx/6Bms5WW0TBOj3qHwyHGs7TLCg09QiuoM1rbwHZfs3Ah2eRffcbAaHUpHJnENC0GWcLe30UsFEEXMa9dC8MhuldjeeeS1HfCDEH5umuHGxw+Iz0wQeB7RhXn8Tpvm4WdJuw5+t4c0PIKysoy0cxWxWcHd2iQzM0Tk8FHotojHYgSmSWrPOMrkJEG3g5DKEBVE5EwGK1kgUl7Gj6eJDBVw86PoUxUEWQlJqqIczuL0GMgKBD4EIlIiTqBqRIp5xHwRv9VAbFZC9KRlIo6MQ7eNMDQKrkPnoQ+TXjvPpjBFMdbldi3D6tqApSub7D02wY233rskAn/8M5J54DFBEM4IgvCqIAin/uAXgiA8KAjCNeAK8OeCIHCDINgCfglYB3aAdhAE3777kr8IfCUIgp3/0ocKgvDzgiCcFQThrGv/1xNx/jhCEAXeuq7i+iJtO4YvKmy+9A6yHiGaTyBrCtFcHEVXQrRR18Q1LOyeidnsEXgeg42w1aIOFfAGBkppCN928U0rxP/PHQDXJTlRBM9D3AwHyW7foHhkGi2lI0VUYk8/i6hpJMYKJGfHkNIpIvv2ISkSne02ej6Nkk5hVFskfuwn8NodRC2Cmoyj5dOYX/89nJ6BoMgQixMZKRF4HnIyQWR+AbfTQclnkTMZ1NERRE1DPnAYLZNAz6cRdB2yBeR0iuhwIWyl7dlPZ2mD4oEx1EyKoWMzcHcBKh6dxXr+x0JC3EgaUZLuMqqFEKpZGiMxmkMQBRL79iDrERBEssf3ExvOEh0ukN43g5KIUjo5T3woSXIsF1YX+RjpuXHyp08gpdKMnJxFmZomNpRB1lQEUQAgtzBKYFrg+4iKTLSQIj1VQMvE6X7+M1jbZXzHJZKIhJuBWPweqVJL6VjtPr7r41s2YmGI7uIqkVSc/somkYSGGFEx7iwTHwsXxej//qsIokDj9jb9cp3h5x5Bielk3/8MkfFREs88g+96eJ0Og+0K0mPPYi6H0GDfdrFrDdIH99DbrISEx/FRmtfuYLc6IS/hM78atmU2V0Igh+/j9UPWuO96GOfOESnmQ5BBOoUgimjjo2T3hARIs9klPZElv2+cSCrGzpkbuNUaWjYF/V4I785kSQynycwOE1g2+AFaLkkkESE+lCQwByj5LNpQHr2QpnN1EUEUES6dAT/AsxycgRUSEBUZJZO6dz9F0nGcbh+70cSsNpBiUdR8luaVxZAbEoujZRJgmUiJOEo2E85c8lmk0nCIdIslMDa2MZU4QjKNlEyG96qiIKwtEiTDroCsR/C31/FbTYR0DjGbQ0qnwA9CWK7vhRWEqhJZuYKfyiE6Jr5hINomYiKJEI0hRFSE3Y0wiVgmGH1QIngbqwiygtQoI+byENFCKLZjE6SzEE/iposh/8XzwOijGU0QJTTJwvZk1ncCNE3mwSf3sLPRIhL7b2RG8v8QMpAFHgL+BvBFQRAEgCAIzgRBcAA4BfxtQRA0QRAyhK2waWAEiAmC8OOCIIwAHwd+5f+XDw2C4NeDIDgZBMFJWU39l1/wJxCu4zIzLjIR22UyssmSsEBqokB8YhglrpOcHCY5PUJqqkTp8ROMPH6MoacepnB8geH3P0rhqdMkHn+c+EMPIkRjSIk4gqKinziB9ODjOLUaQrsOskzs0AHkfB7iSSKjI2jDQ7SWtvBsl+TCFLUvfimUh7g7IBzcvoNx8RKSKjN0aBzPsjF3qwSez84/+eeY1QbWToWzH/plAs8j/uApoqUcXn8AagS30cSoNEKuyYWLCM98GDGdAV2/R3oL1pdRknGMWguvUQ8x9paNFNUZeuphxO01ssf2IakygqKEUhuxGN21Mt31XWLVZSLZFLGhNFqpgKTK5A5MI8gSzsVz9HdbzPzMD2NtlfE9D7U0RPvabXzbZffcLSrvXseoNNk9f5t+tRsy0TfqZOdG6K6VWfu97+J1OtRvbYIg0FzeJfXgSVzTIf+h97NzfgVBi9BZ2Sbx+OMAxMeKxEaLpPbPok1PkX/uCXIHZ0keXABRJHbqJMmjBxn56PMkJobQc8lwbuK6+K5Hd7NKbHKU5FQJfB/9+Ak2Xr+BIElUf+6nQyJeLo5eSNO9dpPG0g5Bo0rr3BWW/smniPz5v34XLZdGXr6OIEkknnmG+NHD+LaL1xuQe/QB0vtmQImQnBlDTScR+50wsQ0MAsvEt2x800KbnkDWVKL/w/+EWswhT04B0L+5RGphiv7tFZyBxWB1k/hYkcD3MZtdPMth6OgsQkSlv1PDWL1LkPa8EIF1YC9yNoP2yOPI8RjjH3iU9Pwkbr2BU63h9vpER4rEp8fuScIgCgS+Hx67KKKMjeG2u/Bzfw2ASDaFNpQnOjtDdHIUcXQCYXqO/NOPktg/R9CooZUK2AvHw2v96CO41Qq+aRJ0O2gT47iry/AjP0u+uYS7tkIQ+PiZImJUJ5icR2hUkFJ3VSYmZhCm58A28dsthPGQ1CkODYcVQ76I3+vSOvAkgSDQGd6PGIvhqxrEEhCNIaoqQWE4rEQUJQTSKCrB4QcRhsewhveAIOJHkzgzB/GGJhCaNXAd7GgGQYuC6+AOTxNp7+LF09i+gibbHJ51mZuJsLzUpFlpveekxD9uiZRN4IUgtGV8RxAEH8gD1T94QhAEN+4Ozw8SJpCVIAiqAIIgvACcBprAHmDpbh6KCoKwFATBnj/Ws3kPQ5IkIrKPJLhY6Ox1L2G5HusvXwjlUbomrhVCRSXlVggHjYS7Q1lTiCQ09FwSWY8QKeZDCLBpYly6ihzT0cbHwnJY0zD2PkglPsPoi/8Cr9uju1a+dxzy9B707Qqtc1dw+ibC0x+Cr38J3/MonDrIxkvvMnR8T1hluB6x0QKSrtH5wM/y2OKn4OhRBhcuhDpekoR9/SpiVCcxN4ldayDHdLxvvIClymEP+PhDIeInm0cyTWQtlAnxt9cJAh8xFqX25jlyDx6l9u7VkFMyF2pM2bUG8fGh8PVGD9/10IbySIk43a066YiKPjGK22qT3T9N45XXMZtdcgem6d5YxO4OkCIq0XwSgoDoaBHfDb9j37JDOZJEFFGWyD91GmybwqEp+ucvMP0jz9I+cxYA6+oV0hNZ/F4PLZPgzv/1GUZP78ftG0i6hrNVxl1aw3c9UocWCCbnMV97hcatdQRRoLnWJDmSYujEPFajjbO+FhIk58bYffsKZtugcHAC58wZZj8con7GHphF1iNhC0cQ6G3XGX/6OIEZotP2/PWfx+vuop3aj91sI1QqRMZHsc69gzo6QvzIQey1NboHHiPW+RoAjesrDD1xEox+WBneleCx6k2Se2ZBixL92Cdwf+9TSIcPg6qhHzmKt7VO7d2rpGbHiC/M8rmR/5EPfv3HKD75IPW3LgBg1FpIeoTcQ8fuJaeg3UQvZqi9eY7k9Ahit4c6OorfaWO3OiiJGNrevTS/9yZKIo7b6+L0+kQnR0MEWipO+9YKADHfJzJSQvjqp+jZTshArzZwe318xyWWSuPVajSv3kaQJPLPP40kiMh3LuPOHEBdvorx8PNol19DyGSxb91EzmURf+8ziE89h+96CIJIsHgl3MT0WrQOPEn8O1/A6fbwz70TIsDSGcR0Fn99Ge/u30IuDRP0OgSmRfrWGzgjMySvvYrT7aF06tBtgyjimxZyqwGyDI4DVh1BiSBtruD7PpF2ExwLcdBBNPsEsgzxJAgi0e1b4Fj4Q2PIO+F3ImRLCELAbj+JKECl7nPocA7Hct/T+Qj88SeSLwNPAa8IgjAPqEBNEIRpYOPusH0S2AusAhLwkCAIUcAAngHOBkHw+8A95UVBEHr/LScRCFtbxbiBE6hk7F0Us0OQiDL1t/4y5re+hj4+Epa1QHvhEVLb10JBuu11vH0nkG6cQ4wnsFZWkfcsQL2CM3uQ2nNHmb7zbYLdrbCUViPoG9fJn/0MQSYVDn73TdNeXKO+VKN/5gwAoiwRLWZwvvbbCKKAUW3R26zgux6t25sUknGad3ZwTYeRh/fj/uO/S01TESSR7INHaZ27gtTpoY8MMVjbYvOdZeY/9ijewEAt5pDiCSqvnqG4sB9m5nFvXWfnjcsEvh8OSFUNf3UZcyPsg9fePIfR7JPfN45drYfHqMpEZmZovP4O2s5u+N0srmE0r5NbGMN3PdxWm87KNu31WjjnMB3MWgu7OyA5OczGGzcoHZvCanZRp2fwFtfIHJhlsF2hfGEVgMK+EWpf/CajTx2nfmMDu2fChWWUqIpreXRXt0NSYrWBmk6QHM1gVBoY9Q7Fhw6hloo4lSoIIhvfeJPRXzxGv1y/lyzUuI4zsKhdXmL4mYcQNJ3Om1dwFrcpHZtBGx7CbjSRdI31F98lOZajs1nH7ttkZwpItoKsKWy8fJ6Zv/hT9L7zLoNPfZb0zDB2d0B8YhijUkcZG2NQrmM12mhDeYzdOu6/+j/p901ipVB6ZnBnDW3EYFBphpVLpxWKRzbqMFtk9X/9JRKlJNrkOEJhmM4bb2JUW6EG3MQ46195hU9+4O/T9AMu/8qXmXx0jupKldmPPkb7+hLVly4ydnqB8rklxp44wp1vXiA5kiI5PYIgSdz57O8jqTKFQ1MAtF5/m90rG2GbznJIjA8h5/K0Xr1A6cH9KMk4229cJbp0h8DzEBWF7MlDCNEYeiwB3Tbm8grtc5dInTiCIC2H3B0lgrm2QWRsGM6/CROTBF/9PMLDj2C8/RZ86BPI7V1U20ZwXZR9B6Hbwlpdw251SQ0NkTr7DchkiMhKWMk4LjvHP0Luq/8iFHp0XKRkAr/dwu8PEGNRMAdIZh/0aDgLEQS8RgPPMFDn5nFzI3ivf4edj/4Nppa+FcL3s3kEywLAWF5Fn1fwSxOIZh/3zm3kqRnc1WXkhf2I60sY+x8icuG7fG/qzzEqNMnrfXZ6CebGA64vBxh98z1fv/4o4b9fAN4CFgRB2BQE4eeATwEzdyHBvwn81N3q5FFCpNZF4HeBXwiCoBYEwRngS8B5wtmJCHx/Ki7+IaNTbRBTDJp2ki1pin5imNixo7R+8wsEfkDr6m2q334Ve3mZ1NoFqJVxUgW8Vhvxwps41TroMZRMCuPdd6A4jPvi15g+9wXwPRibRtx/DK/Tof3am3iOixBR6ayWWX/pHEo0ghQJ9xWDShN9KBcq9ooCVrNL7oHDyHoEJRoJ5Sn2HUKNqQw/sICcSpA7Mo8SC5HZrXNXMJs9REXB7fRInjxGajRF6/odlFMPI+pR1r78MsUffB/t77yMdeEcxvYusWKKwA9wt7fpvPZ6yMw3LHq7IeSyX+uz8so17FaHnXdu4bseW7/3UnjMu01q19boV7u4psPqqzewWj02Xr2Ma1ihFlYzxHS4po2sR6hcXqawbwRZj5D70Y8TdDvkThxg98w1qlfXSY6k8F0PJaZTPDqL2+7S3mySGE6TniqgZ2IkR1K0N+qkH30Iuzug/O5N6ksV1EQUu2+z9cp5dl89G8Kz602iuTh3/udfuis0qaMfOMDqa3dClBKw/eJbBI6N2TbDz5iewO326G3sMtiqMPNzP4ISjTD8wALZmXAGI2sqqT3jJMdy7P7WC2QXxhj95A9jNrtkHjxO49odjGorFNbUI2Fy36qQOnGE3DOPkz+5n/qtLRAEBFmifWOZzIFZrOVl2ldu0d2sYu1WEdt11JiK1TUxV9Yx3jmDlkvj2S6N5SpENBRdxet06JWbJEeSNJd3UXSFnVfPIWkq6YksVrPL+JNH8QyTidNzSEpY+fRXN4gPJYkkNOo3QuHOxPwUWkoPARmigJJLs/ONV4kVUwiCQPnMdZJjOcxaC9926W2G8Flnc5P+O+/QPnuR3fO3ST12msZb56hc38Zo9nFTeYLAv6dgPbh4MRTJXF7E6fWxP/9vcOJZ2tfvMMiOw6BL/9oNIkMFUqcfxN3aRMgX8Tod+qshP8Xt9iid+W3kZAJhZi/2Ux/FWNvE63SRJ0NSr1PexVcieDtbmKvrUNtF2HcEJZ9ncOEC4vVzqEMFps5+PlQ57vfonXmXwfXreNUK+pGjmLPH8K+cDcnIERU3W0KemoFGFa/XJXL2O4j5Ik+u/hp3mnlsXyYi+6zvisxPCUzNDb3n65cQruP//UQ8vRB8P6r/irLEz/6VR9lbapNV2kxc+yqdt86we2WDzlaHSFINlVTzoWRI4eB0qPOkaUjxKIFlh/o6G9thnzuiIkV1vMMPIV1+G4DGhRuk903TurlKYnIYQZaQHngU4cZF6ueuYbYNhh87giCIbL58NlS4TSXoLG9idw1EWSRWCgXprHYvrFqGC4gRldqFWxQeOIBVrobvq2lEjp3APPsOvc1KKFSYTiDnsviGQevaHRp3Kgwfnw5bGNNT9K/fZFBpktozjpxOgSThVOtIeiSEPKoqVjUUplx99QbzP/QQdrN9V/Leo728gyiLpGbH0Bbm6Zw5i+/6pN/3LNbFc3TXytQWyxQPjBEt5Qh8n8WvnCM1lqL0d/4Wvd/4l8RGCzRurBFJxbC7AyKpGHohTXNxk/TMMNtn7yBKAkbLCJFaE3mUmM6g0sTqmow8foyt754jVkyRPXWE1d99hdLJOfADds4u4jk+g/qA0ZOTZA7O4XZ7GLt17O4ANREldWQ/5toG3Y1dlJhG+thByi+/TWwoTX+3hWu5DD92hBuffQVBEhg5PkX58gZ2zyY5kmDmE+/HqVRpXLlN8fEHsHd2iExOgudh7+7SW9sJNwK6RuzwQTrvnqd2fYNoLh4CO4Yy9LdrZI/sxe32EESB7toOaiKKrGshsqvRRtY1fM8j9uCDdL73GqIkEX/gJK1X3yB5YI72lVuYzR7JiSJqLkN7cY3oUCZsUQ0MqpeXSc+UWPrWNQ786EM43QGRXBqz2qBxezsUxiwkGPrRH8a5foXt1y/Tq/QYOT6JEtOx2j1kLZSyL19YprB/jORDD+Csr3Hzt15DjasUD4wh6xH65QYAxdNHMTZDcUj12Q+y+X/+KpO/8FPUf+fL6PkUsVMnaX/vDfThAoOtSqjUMFRA1HWMpRVEVcbpDmje2WH8Rz8YEhDXVrn126+x8COPhPff2hbxRx9l90u/hxQJE7yUiFM/exVBFMl+/GMEioqnJXC+8luoH/govd/6HNFSDqPSJH38EPbuLoHjhIKdh4/hXL6AIAgoe/fTfvm7KIloeH/tPxCiuiwLt1JGvDs7FCIqfr+PlMnQPv48N929xBSLr52J0W5bxBMqt6/usHVr9b9qjXrja0+eC4Lg5H92/fpDrH334z0ISQk9HyJRnZlCn4zSwUcESWL9zduMPbyX3J4cpUNjTD6xn+RYjkhCo7dVYVBu0FneZLC2hTsw8Pp9lESM7uo2gefRW1qFN7+DVa4iJpLk3/ckg83y3SqjjfDIs9Q+/e9BlulXu+T2jbP1ynmaV28jyhK1a2v01nfIffB5JFVmUO+z+fYiu5dWQp7BaBGr3mTnzSs4hk3t7HU665VQ9j4exVu6ReD7RIcy1G5ssPXGNQZ31ggsm9qtHUpHJmit7OIZJtXvvhUyfGM6giTRvnYba3OHzvImSBKCItO4dJPFr17Ac1x65T53fv8dqtfWqV1dpb28g2PYtDdblM8usv5bX6e5vIusR9j5wgsIkkRtscz0c0fxnVBOo7OyzZ73HyIzM8TyX///0K92uPPNCzTXGhAE5A/voVduYVRbRFIx5HiM9kab4qFJFF1h0Ai9R4xaC2dgES+laV5ZZPwDjxJ4Prc//20SI5lQkaDXD8mRfZvUWAqr3Q9JpVuVcCBtu7imTf3MxVD6Y7mKpKnc+vffwHc9bn71Cko0ghpTEVWVycfmKR0ep3pji70/+T6mn1ygW+5hrW/gWzbN1TqdKzdQTzwAqsryF78dQqRHi6jpJINyHRwHs96hcGACx3CQVBmz3iE1P4m5s0t3bYel3z9L5mMfI5IP6Vq9jV1623WCwEefGKV/5kzoa2LZrH3mywBYO7ukDi0QH8lRu7GBUiwwqHWoXllFjOosfuXcXYjyAEkRqV1Zxncc2rfXMWohqlLWFCRVofyF38GqNnBNh9xsCFNfe+0msqbi2S761Dhjjx1C0jXslWWM7V32fvwRxh6aJ/PUY0THR8JW2amDtK4sYlRbeKaN851vkJ0fwchPkn/fk6i5DIMLF9AKWZxWh/TDpxAkCa/bw53ah6iGsNydn/wHjP7Zn8bb3YFeiFacff4YnmEhzO4jfvI4xtAM2UNzpH/8J1AmJ2HhMPlHT6L+wt+E1UUcPY3SKnPt4/8MIfDJPPYQcjJJct8sgwOnQxHHkw8hPPo+zFxovSDncmAapJ56AvW5DxGZngpRXVoUZ2MdKRaDvUcQE3HETA55eg/23lNIvkMQwGozyUhJ4YFjMcpbnf/qJPJfivuJ5E84PMcBwOj0SKoDOm6CnLkFQUC8mEA/eoTikWnyj50i9vBpkvPT5I7vI3tsH8k948THh0gePoCkayjFIko2TbSURTlygvjcNMrcQihCF09i3boZDt4zCcx6B2V7GS2TwFjbZNAYhP3/vo0SjdAtd0iMZPFsl+qXv0a/2qW+VCc9kaW1HrKeexu7JB95GC0VpVfphS2OlXq4UHd7WNUaSjLOYLdJdn4EURYRRAGn20NL6XS36sRLaQRZIjE5jN0ziaQTKMUQ7SQn47img9NsE5x4jNT8JNFclOSRg8RLMQAkVSZWTBFJxUjPlML3Nxyi+STdcofo5CiZhQnqV5fpVwesvHiR7k7rnvAfgNM3CfwALaUzqJtEEhqe7VC/ukxnq40S1zEaPZo3V9GzOqvfvQFA41ZoktRYDj1cOpt1Iuk4tbcuIEgiVsckc3AOs9klNjNBcix3j1cBkBgfIvvkI6HEhirTXg8ZzVI6xcipWdqrlXD2kIkTeAHZY/vwbBeCgNrNLZRohNRYhhuf/haNpTLdjQHeXaSb7wU4AytkR+/u4jk+TquL7ziopSLRUg575iD9apeNt24zfPpgSP4rN3Gf/miovRYNK8HBS98Kd8TpBFa7j9U1GZQbIAg43QHaw4/R320iR2Ta69VQJfrSzRB1VkhSf/Mc7Y0WqYkCzcuLiJJA5eISsZFQsr+xXEdUFPrVDmoiGraw7hpnWV0TrVQIlZ+v7JC5q7fWWCqHqguqCk//II1bm+D79HYauL0B+tPvw7p5k8HGNgBup4OeT6PnQgiv73nopQL6ldfwm/UQ5SiIOJ0esdOPQDwZGoiVq8i1LeR0CnFkgrkLn8W79G5o3tZs4nV7aNNTyIk4+C7G5EG0y68hahGEy+G8UXBsACJf/wyCJKNVwmH48Vf/Hp30JCgqUjqFGIsR3biGNzYDgHjhdW5FjhI4DoxN3yMayjsrkMyE6MZeBzGqY65vEVw9j1tvgGUS6DGW4sepR0ZIa30K8XDGYjkC3Wb/PV/H/rsztvp+jr6jMxzZpSxNkbDeRBAFVj/9Ao2VJtHsdSIJjfhQeCNkDswSuB76/v0AIb7fGGDtVrGaXXjje/i2SzxfxK41UAUBs9ZCEAX6uy0kVQbLxLNdRMVh3898gKu/9hWK+0skFmbIVNt33Qg9IrkMSqx+7zjHTo2Hn+e4NF95jdSecQD0fOqeWq/V6hJ//oNY33sZJRqhtVxGS+nEFuYgk8P83vVwB9zshcPgchWCgJWXr7Bvcjw0lJqbJDFWoL9VRfz8Z2gu7yIpIs0z5zFbJsX9Ya/XNSzam00kRURSRBzDobvdZOjACKtfe4PEcBpBFIgVoow9NI/Z6JB+9ik633uN3UsrZGZCyROr2WXvDx6isVTGaIbVRjQXJTpSxOkZZI7spXzlG8w8vZeNt+8wfCI00JIj8j15c9cIb9jA8ynuL3Hri69SWBiiff0OtVs7OIbDoD4gXowhqqFWkmM4NNcaxPJxEpPDeJ0uG2/eJjudo7BvhPjUKLGL66x/823ipTTi+DSC+BYr371FeiLN0IHQXyU+qmO3+6FjJRAdyjC4s4w2NoIckXF6ffSRIbz9J2m/8g7R3/wM6akCxUSUxRfeZP5jj+IMLPq/9sskxodQMim0m1t4lo3d7mJUmjhG6G0jRRR6N5dI7p1h59Ofo1vukJsroTgusYlhNr978e7GwcJ3PaK5KK5h4Zo2ieEk6amQvxT4PvM/9GB4vLk4nc0azsBmUA8Xu4mPPMnuy2/jGA5aKkJ/fQs9rTH1Q0/gdXvU3zyP89JboaqyoqAmoqy8fAXlrZtkpkKeS32pEkrbJ6LsnF9Bz0QZ//CTrH7pJUb/xl+h+4XP3hXFjGB3B9S++g0IAlILUwSuB1LouNl+6TvEZyZo3VgmNT+JrOu4psX1f/VlZn/gBMr6Mu7LL+OPj9C4dBMtm8RfWkMfytHfqoTt2YiKOLMXqVWjt7JJ9ub36LxzFq2QpbO0QebIAmxuYHc6SIk4R699inathfWtbxCfm8au1hEVGc+y0WemcNbXUMbH0QtFvGoFb2DAzg5K4LNv5Z/ReuRjDIRRHE9Ej4AiBxw4NorneJSXN96ztet+RfJ9EpmRIgNH4U5vjCAQQBBJjuUYe/Iox//Gx5n/0acYfewQyekRcn/6E3iGhTpUYHDlCs76Gt7AQNTDmzU2XiIyVCB+9DBBrxPCY2MxrHaf2MzE3TnCKM7uLvHxIaxWD7u8S3wowdCHnkNMpUO+hiiijwyhFHLY3QFTH30K3/Uo/MQn75HBJFUOheR8H0EUyT18jNxDx5EUGefM66GPQz4dtsJKOQZ3lsEyUXQFURJC8b5uD71UQNYjxItxnEqF2GgRp9kmNj9Lv9ohWsohawrJ0Ux4joUo4z/7CTzbpfjEg0QSkRAFNVVES+lEEhFkPRK2bCKh6q6eidJeLYMgUPvqN4l87MfxHB+j3iE6WkLPp0keOxwemywSL6VDI6WdKp3NBmI6i2u6GPUOrumSmshjdwd4jk98rIhne6iJKLGRPInJErFSDs9yERWZ+PgQY6cXKCwMIaki8aEkrmHRuXwdPRMlO50jNz9Md3Ubp91h8rG9aJl4yCMaH+fgL/5pJj70KIHnUfvqN3AMh6nH55n40KP0qx3svsXIsTE6mzUGWxUmn9hPZ7WMNjZC98YSmZkhnIFFb3UL48tfpHBsAb2YwXc9BpUmgR/QW9lEiUboV7vYnR7ewKB0bAZBlpCjOonJEnJEJj6Uuqt4HDBY2yIxFibU/A88ixRRMHfDTYfVtcgs/Ie2mZZNEi2kKBwK5enDxOIh6SFJMz4+hByRQ4XkQSj3I6QymG0Dz3axuja+7ZKeKtK6eB1Ri+C7Hr1K9x4xVE1GMRqhSGfg+6iJKJIq37UZlpAjEno2TjA0jtU1UWpbOHc5FdE9M/cqIrtn4LQ7RLIpgloFuxbOWYytMv1qFzmdwj1yGjmZwO7ZKJkU/sDAavUQlNAe22qHTP3AD7DafezuIKxsLAMcG9cMCYR2u49nmKH5FmA3mliNNl5vAOlcaB3tB4j5ImathdPphZYDBx4NiY56DK9aCcmakoSoabj1Br5hsB5MookWqYjJ5esD+qaAogj3vq/3Ku5XJN8n0a23uLWlcnpPg7jYxZg9SvTOEq0bK3h2KFHh2S5qIkqk/XVkXcPerRIp5LEbTfSpSazNTZLHj4SObpUqQquBmCsgpDL0z52n+ANPY48vEF3bYlCukzq8l53vnMG1XJqrNbSUTuOV16nfLofomnYPbSjHxtffIDGSxVzbYPvCNt6v/VtKDx3g+ue/R971Qi8O2yVSyNJ893II110sk58PDakCPyCS0Ng+e4ehQ+O4O6GcR3p2FGdgoE+O47baVK5tMv7IPhBFAsdBzWbY/e6ZsHU1OkKiXOf6b1/lyE+fxOpu4ly9FO7mz14iNVHA7g5YevEmw0eGqdyokBwxyO0ZIj45zJV/9yr5+Tz9Wh+zbTD7Y89z53/5B6TGQsXj6tnrFE7sZe13XkSUQxRRc3mX8oUqiq7gWi79y1dwBh6xUo7g0jb122UWfuqD7FxcZ1Cuo2ei1G5s4Nkusqbguz7Dxyaw2n2knRrKT/0C6r/7F3fl323UTAopmeDSv/kix/7sg3TWQwhzdqQEosi1f/MN5ks5/Eadxvnr5E4fp7FcJZqLY3VMGks7eLZDrJjC6ZtYXZPRp0+y9DvfY+TkLFbXpPL6+ZDJHwTkHjyCU2/gP/lhgu9+hcjxU0SmqthbW7imQySbDBPPVp3GUpmkaSOpCkoiGrbEshlaGy3ixTi5hTEipQJWpU50YoLYegV3dZnarR1ycyVyC6Nc/NfvEvhXUXSFSCJCbH6WS7/yZSYf3UN8JB86FQKVd6+TmRvHdxxcy6VX6VLYO0QkFaP/7tkw8VSaYSvvyH62v/0Gox95FuPmIr7rseev/zyb//ozVM/dIFpIc/DHTqOWhgg8D6fWYOiQgBzT6ayWSU3kQ6BJu87wsSnar75GcnoEuxUqYuvjw8Tmo7j1MBn6to2z7wSsrpE6/SBX936SvS/9Q8TSKEq7ghBPMPfBo1jlKvpDD5ONqFi7VUo/9HwIz2/UENMZhkpD+P0+QjRGu7SXVPN10vtmGOw5Tt518IfG0LfXIJtHH59Ct8z/YIo1lEfOZQniSdIPHCPIl/CXbuA4Zug1X91FiicglUEBxEQSf3QaT9V581aSDxzsossmj56M0+pDf+Cxs7T+nq5f9yuS75PQ4zEOTpik5DaF5m1uRY5i1lr0q6HEdr/aDXfPjR79coP+To3BThW71gjd6nJFpEQ8lK6eORiKO558lu6eUxhj+1BTCazbtxF8j/jTT5OYm8Tbf5L0//vv4rs+c598Htd0SC6EcMvcyYNEUvFQe6iUJjEzhlFrYbdd7J6Jsb2LKAm0Nlokp0fQMgncXp9euUkkHUdL6fR22yFzebLE7tVtxk4voA8X8Lo9hh4/ge95JB84SeCEMvjZ2SL9ch3h0fehnH4St9Oh9Kd+CDWuMVhaJj45zLGff5jEE08w+WjYKy8dncJq90nsnyOSirHnub2IksDYqUmKh6ZCOfnzt8jtyREvpRl9aJ7hU3OYq+skhkPo6tjTJ5FUGVHXSU0UGP/Y+8PF2XDQ8mGl49kukWKe1EQCgORIgqlnj7H9rdeYff4YVrtP4dTBuy20BLl9E0z9qfej55J4jo/2yT+D/I0v0F6vcuAXfyyE0VYbtC/fZPT0EPEHTpIYKzD8vkcQFIX6O5cRJIH1V6/SX14nuWcce2ubSELDGVgkR1PImkJ6/x6S0yMkxgp4tkt3cRXX8th46za5hbEQLZeMAhDYNv2NMvV/8n9g1ZrYVy6y/sKLBK5HYqxA+84W5uY2pUeO4lousqaGA+ByHX0h1M+SFJHCwelwdz0+SWe1TO/2CsVT+0MSqiiGvvDT4+glleHj06gxFbtv0712k+RIAi2borddw3fcsDX3yFGUdIL+J/8arulQOjxOdCgTetHrGq2lLWLDeUaePI61tU1mfgzj5iJqMUd0KMPOpz/H2AcfQ88lSR8/hGtYONUagqoiPvkD6B/7MeSoTunjHw45JooSmkT5AVo+jW/ZxKbHcDo9BDVEPA22Kyize4gcOISp54ieegA/U2T/W/+c7vIm/bH9BBsr+EY4l9KPHgk5H7oeViepPBh9xNFwBuL3+0hDQ9hT+0mtnKN+8GnkiUkAvGYT5923aBz/Adx0EfPSRfx6NRTZTBWp/8D/C0pjWNlx7K0thGZ4boEohUCUTBayecyRecR0huqxDyBu3kGpb/OTs28TIHCrXsCwRb7+1VV6Xfs9X7/uJ5LvkxBlkZ22hhsoDGIFknIfp2/SLXeo36nR2e5SvVWlsVyntd6gvVGns1mncnmZxu1tOq++ymBtC0QBpbmL1+6gX32dyLe+gPLGNxA1DfHJH0Bp7GCfewcpFkPZuI30+58H4Pbnvsn0n3oOQQpL/8aFG8RPHkeKRQn8AKNcJfuB9wMQKySI792DElWYeGSeyNwcaiKKfvwE+QOTmI0OgigQzcVx+iaRoQL5+SL97RriQ09itboYqxvEFvbgtxoMVjdR3v8R9EKa/LOPI988T3D1PEsf+V/wt9dRknH0Z96PWW1QubSCu3gdWY8gahpWq0dm7xRus4UUUTGbXZITRZqrNaKzk8SGs4x+8AmiuThaLoVRaRIZKqAWckSLGTILE0gzc6FniG3jGhatt96lX2kz8dgBREmg+Ohx8gvDCIpMNBtFjulEc3Fai2tEC2l6mxUSYwXsRhMtFaW5Wie2b4HdF1/DqHeQIzLGZ34dpzugeHSW2ouvYnVNfC9UoN29WmPnhW+QOHWCwdIKbqNJcnqESEILUU03NpHTKeR0ingpjZbSQ3hsMXWvDdJZ3yUxkiH4ub+OoitMPraX2JNPIkWUUF6lmME7/BCiLJHdN0niqacQTj9DbmEshJBCyDE5foLBxjaRRITUyaMImoaWTdK/fAVEgdRY6AETHS5g314kOVUisXdPCFfVIqTG0qF3R6NJJKHSWtll+IkTYVWSy4SziGSc+EgeQRRDCfYLN5BSaXLf/RzRXBw1rtHbqiEIAtrCPKOf+Aj6/B6cRgu71UHSNNRiDrfVprVcpvRzP4W1sYWkhfIpvh1CZweLd3C++bvYX38BKRHHOH+O5vlr4fDaHKAm47h9g0ghi7FZDj3nPY/gyIOhM+L0cezFm5hKjO7YQVi+wdIjf57ocIHY7hL+3mMIkhxWHuVwqC/kisgT04iDDmhR/O113NwIYiwGioo86PDi0M+Su/RtglYTrbmFlM8T2TNL8qXPIi9fR9szi5jOgtFH3Vyk+OpnCVaXiDS3UOf3QixOYFpIrom3/yTd6eMEkShaeQnSOfJnvsxg/2nwfRr6KG4Q8kg8H449OI4kvbdtLbifSL5vwnVccnEHw9doqwUmq+8QHx9i4vQcudk84w9Nc+ATp9n/iUeZ/7t/gemPPsHkDz/D+PsfYviRw0RHiiQO7MW6fRuaVcS7xjWipiFqEcRYDOebv0tQK4eidZJE0A974dk9JUYfmqf+5jnEuQMhEqqUo/nqGwhTe8gcnse3XWq/9/tMPj5OYmKIztVForkYQRAQ9Hohj+LyRex2n8LzTxMvpYmkYmT2TdNfDstoz3aRBm0Sz72f3naNxtsX6FxdJL5vHuGd7+IZoc6R22wixmJMf/Fv07l2G21yHNHooUR17L6FGI+z+up1pKEhujstlEIO37LDSq3WDwECiQhep4tZ71B7PZQy6a7vkv34x3AaLZAkPMtm++0b2FcuYu1WQ58UPYKWT5Mcy1M+v0SsEKP65gXa6zWkQpHaYg2702Pz3Q38v/lLOH0DLZNAScbvvX7vz3yI2qtvkz0wi2tYJMYKZE6fIpJL010r09msUzg4TWxqjOy+SSYeHgvl999+h85qGaNSD8lowOjp/Yw8vB+nFmqV1W6F0u1236Zxp4KSSoYmR4ASjeD/y3/IyMnZ8KIqbxIEAZKu0d+u4b38dZJH9mO3utS/8vso3Xpo6DQ8TGd9F/kv/G38nfA10XwS9ChuvUFszxTR+VnsSv3eTMzt9cH3kaM6XrcXXm+uG84dUkmUQh5RkSgcnsHc2Q096WUpJIZu74btvojC2utL5B89SfPUh8APkFSZ5vIujuGQOH4Ua+kO3TffYv2FF7E7PWJT43SWN+/NA0oP7mfnX38a7cjR8Jz9AKPWpnHlNvrEKJGhAoHr0VtaCxFZI/lQjqQwSuPWOrGTJxhsllHTSZTSEAQB0vK1sJJeu4Q6Okq+cp1YaxNR15l58Z/QXdvBSeSQd1YQMll6OyGCLWjUcBZvguswePcdnNWVMKElRxgsLYfaXb7Hc7ufwpncixCP0y/MMLhxMyQ4qirO7EGc7W38bhsUFWPyYDg7EUWcVBHj0kX8zTUC10HutxFdi8SV7yKYfa7PfJRAUhDSGaI3z0DgI+MQFfvcWhOJRgLiMRFNe+8nGvcTyfdJ9BttGn0Fw42gBiZeJEZnZRtEMWRrGxZur487MOh9+5shvr3ewO10kdIp5OIQweQccjqFvVPGevD9BLaNnMviHXyA8sN/CjWbQUjn8CwbIRrD3XcSs95By6cRFYXcI6ewz75NfGL4HqfDvXYZqVAMd7aCQCQZxbedezvt5PEjtC6E3mXGXUa8vXwH33FJnTiClIhjtXoUHjiAZ7s4ly9g5MYx2wZ2d3AP5WTsVLG7Bt1rN1EW9uP1ukT370fWIzTfvQySRHdjF9fy8FptrI5N9+wFJFWi9tZFjEqDQT30Ro/kMrimw2CzjNU1wzZJRKH08Q/DnRtYjTaDO2vowwUiCS2U4o/HQifBsSHUQg6z2SU+lCSajZKeGw+9WnLDyJqMpMgoUYV8/Rb5h49hNsL2o2uY4UKVHyLwfdpLG3TLHQLfx+92aN1apXprl361T+PWOv3VTURZwuqaGDduEsmmSE4UiU2M4jsOubkSzVvrOJ0e7aUNAt9Hz0RJnTyK74VE4ubV2zh3JS/a62G7yLNsqtfWufEbv48SD4fHrmmjzUxTf+sCajJOfLxE5+WXSe6dQRgawWwbaL/3G4jJNP2dRqgs/J3v0b61itft4VSquIZJfHwIJRtWJe7AQMmmsR/7EIO1LcThMdIzpZCJf3uF5EiK3fO38Uz7niryH/jbRzKJcBCuiJhrG8S/8WmkZJLC+57ANR3svo29GsJkZT1kzJv1Dr5t0692QZKQYjGMnSrRQor+228jCAK+EZp92X2b7q1lzJ1K2C4VBVzTob9dQ4pFEXc3w+/QCqHfnmnC8ASdm8uYK+s43QHOndsEZjiId8+8hlPeRS4Nh21Q1wItCp4XggG6PTon3h86MEoSrmHh2zb21jbJq9/Fdz2cVhfR6OFlikhmH/PWIrHqMgBSJoO5VUYpr6KMjuG12gStOlpjE6fRwqk18AUJOR7Dv+tD5Ed0BNclsG28ZJb9t38btlcJmnVQIzDoI/s2lq9xbM7m9nqYkyRJoDA58p6uX/cTyfdJRNNJ4ppH3YjSCjKo6zdortZIPvEEqYk8uSPz6E+/L7QbTScwd2sY27v0N8oMFu+A62K++hLBXStb4aufxzdNvE4H9zu/z9Crn8FuNDEuhCJ6nTNnUZavEi1mMGstGjdWKX/7NTrLm3iPf5DmnZABbJSr9C9fxWr18B2Xyo0dds6vEBtKk5oZoXP+EmoqjpYLUUjdtR3UkfAidXZ2EBNJ0j/xkww2dhh66BD4PorRRo7IJCaGkCIKxuoa2lCexFQ46O2MHQrPY2cLQZYQRAHz7Dv4rkfp8BiB55Gfz4fOfcUU0WKG7nYDPRMNdbEuLxErJO75igAEfkDnu69SefMirhm2sNSJSUqPHcPu9GheX6a/vkPt0m3qZ6+GC2s2Sb/WJzK/QGJiCPfdN0iNpfAsm/xcnsW/+Q+on7mE0ezTWd6kt11Hiup0Xn6Z3INH6G6HaCg1FUcsDBEtZhBEgeRoCs/xSJ5+CCmqh6KcjQ797RqxffN4hkFnZRunb4RmVYUszsAiUswz8uhhgsII2ekcyZEU3Z0WickSqakSO5d2UGI60ZEioiyy7+c+iKgo6KcfRdZU7K0t8k8+jPbI4yGbvjOgt7RK99VXQ9TWxi6D69eRNYXU/CSpvTOhHL8WQZ2ZJQiC0Lb2boUZ+AFiLIb3W79Be71G7RsvhXBZwKyHPKQ/8FkB7hILbZyBRWzfAoEfUDo8SuXiHdSJSfq3btN59zyT7ztJ4Ach92erQmdtByUaobfbJnAcEiMZmheuIybi2N0BWj5Nv9wgNh2CNkJzthDkIUoSrukQn5smPj6E0zewdqu4lXK4iWg1URJRlFQS65230IdyuIZ5D84d2DZit4kY1XEHYVKR9QhSJVSBDnodBFFEOnmaWCd0IaUTkiqFuwnFbdSRY6FVMuYALxJD7NTxDBOx10JUFIRUhsAPwHUJssVQD8wPEKzwGvAtG7VTQUrEERUlRHKJEizfQCiNIdy4CIM+XrMZznkyoaz8QExgBwqSECAIYNlg2z6d2nvrkHg/kXyfxKDVodWXWEhtMeqsQDRBciSNu7yI77hY9RbWG9/F7/aITIyj/+API3/8p4l98mfQ3v8hjNU1ogvzCJKENjZCZLSEPLcPYf4g+vwcYjqLmkkhx6MoyThms4e15yjxAwtEsin0XJLylZ3Q3+GVryBHZPTxEdRknEG5jpZNsnFmLWR01wcY9Q6xA/tw7y4KdruPmtDZvbpF692LSBGVzvIm3f2PIvVb1G9u4fX7oR/12deI3B0Apw7MoU9NouTzdFe38b2A+LtfDxfYVBq73UOJ6Sjp8BjjY8XQnvbkPEZzgJZLEX/sMRIjWVKzY5jNXggA+Au/SH1xm9FHD2FUW3Q26yx+/WpIpqt1SR07QO/iZdrX72DWO+iFNEpMw7XccOEppdl46zbdnS6dt98hdvgg3bUdxp48ilHvkJkfw2yZoad5uUP+0ZPYfQt570Gi4yM0z19D1hTGTi8gRXXMq1ex2n3S42kSI1n0TAzrxg2cTo/8vnHa61XKlzdon7+COjMbGmutN/BsF2N7l/ZWG99xsOtN3EtnSU6VaK03SI5mKZ9dRI7HcHuhLLugKHTLXbxmM2TVX77AoN5DikVpv3MewTaxuwPyp0/gmg61G6E5U+bIAtUrq8RHi7Se+0m8fh+zPcA3LdyNNZSoTv1Ojdr1jdBcrZgL/TYAs22gF9KUL60hpxI4Ayv0Wf+RT9KvtGkuh+0ssxlWC/ZWuEnIHJgNVaybdVrLOzSXdtg9c41EKYmaCJNsfKxIam4C1/KQU0n6lTZaJkH32i0KH/sIvY3dcHPQ7VG7vERqIk9yLE8km8QZGKFfSSoNT/wAoizRXd9FisWIlbKh8sK+vSj7D2G3OhD4xPfOkdw3i5zP01taJYjoiJpGZKQEsow+XMBeXcVZvInXbJKbH8Y7+ybC5TPooyWcWo3oSBE5lSRSzCFqWniNJ2L4jTrq6nVen/hZJF3DHJlHHQrnTZFcGgDv5mXUsTECzw19RvwgbO9WthCjMcR8EXluH+L5N/AHBoOh2dAcrNW81+YUrQHB5DxuIKOJFrLoYxgeqYRAZbvznsvI308k3yeRLGQ5WKqhBBamEgdJQk3oiKpKtJhBScaxW106iyvUXnuX7he/gPHpX8N64fMY3/gqclTHWl0N/TeqtdB3Y2OF4OaVECbZrOMNjBDO2BuEO9zyctiXjursXFwPpTu6Fure/TiGjbFVxqg0kPUIg0qTxHACs2WgZ7RQlHBtDb2YwVxeQYooiIpCvBiaW6mJKFomQezst2A7bMsAuJ0uiEIo1/HQwxjrWxira/hjMwzqXRRdQZBkfMchcB0kTaVfrmPXGjgDi+5amdbNVUQtRN3Y7R79N16ns1lHm5vDuMvalR0D3wsov3OD+FgRx3AQFekeW1/IFYnNz5KYGiFazNBerWDUO3S22zRWwtlBbjZUW44vzNI5c/aewm+0mCF69CiCJJL5yIdxBg7Ndy+j6Ar2pfOhzW8iit0z6ayWcXsDtJnpezd5d7tBc7WO2+szKNfprFeIFZL3iI1/0G75A9ixM7CQFJHenY2QsV1vUbm0QryYoLvTIlZM0by5SnIyRvPODvWLN0mUEjSuLNHd2EUdH0fPRNl94yKpk0cZvPM2xQ88g1Or4fQNEsNprHY/3HRkYnTWdsi+/tsIkoQckXF7feSpGdRi7q7OmMmgXEdUVYy1DVzDQo7IdNd30TNRWleXUKIRXMuj8+nfuCfK6Fn2Pc6HFAutbD3DwjEc/IOnkDUFq2vRLXdwDDu0MRAF3L6BnMuFHi2LKyi6ihhRSR7ej7+6hJZNYvdtREVGlCV8xw3bgLMzxCZGw7mObaO0Q/XqSCqO1w+vE9+0cLa3odsKr5tHn2GwvIq1U8GpVFGScfxIOG/0DYMgmUWQw4pASibC2ePAQkqnkHKFkG/i++FsMp0JjaZ8H98Y3JPlJ5HiRPB2+P3a4axJVFWUYhESKURdx23UEQsltgrHQq05ywQ9ChEtlJk3B0iZDIgCkhu2h6XhUQCc6QP40QRivcxmL8vAC4//gQOhOr0ov/fL/v1E8n0SnWqDgathCxpi4N17vPr2JTrrFcpnrtNer9JardLdaTGotsMdXqMTzhoGBoEf4DTbWK1wsfbaYe9eiunYtUa4y4/F6O80GDp9GLotejcWkaI6qdFU2H+fyGPfvE40n8SzbDzLQYnppGZHmXzqEInhJEOHJohPDKPumaNy8U6I4inl8B2H1EQB/wOfIH7iWNha0KPY5V20lI5vu5jVBnIqTa/cZOuzX8JsdsMZwJd/l/EffAKzbSDoOr5pIWbzaIUsmT/3F5CTocptb7dN4fFTXP/894gPJdGLWSpX1khNFLj9qS+H0OXZPLzxIrMffSw0plrfZfp9x5l4aAo5GmHyL/wMtOpYW9s43R7t1fK9RBfNRtHTGr7rkZ6fZOzUOIIkEd+7h9jcdCj7MTNB9esvMfHQFLuf/U1mnztI5drmXeKbhxTTUdPJu/pkPfof/bN4jQaB79PZbtOv9VFjKr3tWijVEo2g51PMfPhhoqPhYgKQmsiHEjF9k9xcCVEW8a9fIPB9CoemGP2RD5CbD3v2aiJKcd8w4x95+q6pVEB67xSZfdOYM0cQZYmRH3yG/o1bRA8eoPrNl/FNk9yReRJTIwzqPdpf+QrJ6RGUmI5drYdSNUOhxlb3rTP0ltYYPjbF5GN7kX7uf8DY3EHNZwFITxWIpGIMnz5E+uAelJjG+EOzdDbrJMYLTP7pD6Jlk0w8ESYrKR7CqDdfu0JqIo947SyF08co7BshOZK6p9QcnRzFs112XnqTzFQu3ASIAtpkCIfur2ygpuJh5fnkxyj90PO01ht0Nuu0z13C3K2GbP1btzHefD0kvU6FkvWDShNlZjYEaly8TCSXofvCl8IEZ9n4lo1+5ChSs4K9W8Wq1BGq25g7u8iT04hDI4gjEyFZNRrDntqPIEsoe/fTunob4+Yibm+AbxgY61s4nR5ivsjqzLPotTV8y0beXcdptBCjOo13LkKzhqjfhWvXK0xe+0pYVTaaeLlh/FYDb3sTd3MDc/4kUjJJZOki1kPPw6CPqEWQrp9F7LXANNgXX6FjR+laKqu7CpYdkM5GiWXfW4O/P5FEIgjCLwqCcE0QhKuCIHzhrhviXxQEYUkQhEAQhPx/9NyMIAi/KwjCZUEQ3hEE4eDdx8cFQXhFEITrd9/rr/xJnMt7FclClisbCawggifI0O/i9E30QqgPFCumSE8Vyc0Po2eiaJk4kVQMJaaHO7lGJ3Qz3KkiKSEqQ0olESLqXV9zAafVDe1vASmZxKlU0YZyWOVQK6r03COh/EUijmeFA9JIOo6SiNK6vUHk8FEyM0O4po3dbGMtLqJnYsjpFJ2VbbShPEpMI7pyCVwHSY9gLJzCdxyKDx3Cs2yioyUQBQRRpF/rI8oSiQN7kVSZynfPMHR0Fq9RR06ncFaWCRyH6i//MsKpx0gd2Y8gCgyWVvAcn9yf/kQoPghE0olwca6EcGAplWTn1XMhC34kH1rVNvvUrm8w+O53MJZWkFMJtt5eJJKMkts3QXJ2jMRIJuRn7BlFTsSJjxWxy7tU3ziPmMnRLXeovn2J6q1dnIFF7tCesForhbtis9aiu7JFf6sS8m+G02i/+Su0n/xRXNNBz0SJF+OMP3sKvZAmu38a76/+ffSJUQLHRc6kwXUoHF8gNlIgPVVEzyXJnjwYVmS310gcP0rl0gr9i5dQ00l65Rat1Qr9apf2uUuIdyuJzp1NAMRXvkLuxAHMpTsErod5KyTyee//Uwy2K3TXdtAzUSrXNsMF1PUYlOv0b90OpTtWtvGsUBMudfJoqA7wuV9FiqgM1rbIPBFeN8n5aQLHCSunYlj5RRIaUkRl47e/SeLxx1HzWWQ9Qu3Nc6F8yZ1muAm5a1OcOrRAY6UeQscNB1HXUf7MX6W10aJf7ZI5foBoIUX7wjXU+QXiz76P1u0NzGqDWGOdzltn7vrAB8QmR9Enx4gkoxi1NkoqSXLPBKKmUXn6p3EGFoEewzPN0KK6NISoykSH8+HcJJPCXV0maDeR41EiuTTW6ipGrU0QS2IMz+Fv350XmQby5TdDYIUWC7ksAwN1qIA8PIrdHeA7Ds7wNMPtm3xZ/wnkeJTezHHsVofAcYikYgTF0f9b9bJ+4AeRU0mUbAZfVjFW1vHvzmp8USIYm8Vrt9De+XbIgtd1xEQSGjWIaEi+gyj46IqLFoHbi21Mw0FR1fd0/fpjTySCIIwCfxk4GQTBQULzqk8AbwDPAmv/yUv+DnAxCILDwE8C/+zu4y7w14Ig2E9o3fsXBEHY/8dwCn8k0ak2WBgx6DpRLnXmcIvjZA/OIt69oGQt/MP7rk+slCW1b4bEzBjx6TH0UoFINomcjBMt5YgUski6hpjNI6gqci6L1eqipBOIevSeZ7tvmvTXd0Ll1fUafq8HQOWty4hyOKQUZSkc8MkSjW++hPajPxX6m6eTbL8V8jmM9S26Oy3Eh5/C6Zs0Xnmd2itvoj/wEHp5ic7KNv2VTeq3NmnfWgkNtiSB7GwRSVNx63Wi4yOk58bRT56kv7qJU2uAKCIooWmTaA3Y/vYb2P2wJy8pIjv/+tOUL28w+cHTBIFPrJAkORK2eW7/5ncYee7he60Rp9WlsVwnOZoldvgQ+vwequ9cIztbxOoMWHv1Os3ry2y+s0pztUkkn8Xt9pCjeuhrvh0OUAf1AfJdWXtZU3AHoRyHYzhkF8bo7TSIpOLI0Qh6Lhla9i5vo3zmn5KcKDL6xDFqt+uU37gYtjwcF+GX/jbVty/hWzaLn3sRd3Mds9q4h87RCllufPpbqIkojaUyRCL0az3MepvA99FSelhxPLSX2OQonmUz8vyj5B44jDswaN5cZe3rb6EWQo8ZUZGJFjNI3/oisYnRcIefSYQmWREVvZDG7g6InTxB5cJt4iN59KEcsYlhgHCONLCIjIetFD9XQlIVuktrd68VETGiosR0Rn/kA6iZsMJof+flkPuxWrkrmZIiM5UOXT5Hx2heuknv1h0mTs+RPzhF8egsjXevoH79sxT3DRMfStG/vcLOhVXUVAx/dwf/9jVEWUJNxbFefwV8n+yeYdJTReSxcexyqLOVnBllsFmmfmmR5uVbFL756+QOTBMoGkoijlrMwcg48ZkJ1MlJIpOTuN0e3TvruHsO47S6yNN7QpXemVGClUW0+jqDk+8jt3eUztVb+AMDfWoSRIn0/ATR0RJiIokztofk/DSxmQmEc6/hSwofsX8TZe9+AkEkNj1OYNtEZ6cQrAG4LtLkLMHEHoab17FrDcTCEMrSFfSJUZTxCeTSMNHlC3w98iOIehQxl8fKj4f8EwBZxpzYz8XeXlqGhulKbGy7PPN4km7LoFW+Z0r7nsSfVGtLBnRBEGQgCmwHQXAhCILV/8xz9wMvAwRBcBOYEgRhKAiCnSAIzt99vAvcAEb/WI7+jyAUXcMLBJYqibtaWwKDrQrxo4dJP/U4qWeeJnn0ILGxIfSxEnImgxTVIfCRUkkixTxKPh/uXCwbdWISv1bBnT8GfoCajCOPTeA2m0SKeQZ3wjmDkoje82swNrbvaiiFulmeZSPpGlI8gSCKiLKE/cLn6K9tIR97AEmV/sPxRyNs5I+jxO7CafUIXjSJt7ocSorc7flLqhImMS9AL6RDLkIuh3AXzumXt1CTcTzTxGl3UMfHMZoDxO21kDWej2E1u+gZHddykRQRrz/A7RuoqRip2VHsvhWCAu6sYtQ7SJqK9sjjiFLo8+036/Sv3QhfrypEC6lQ9E8MRR9d00UeGSEyPkpkdOTebIOIhu8FaLkUWjISSr/3Qx0o3w174Xbfxqi1iM9M4Fk2cjKBa7l4lkN3s4o8MYmWCrWlpEi4OZAiSvi63ZCnIY+M0duqoaSSSBElZFzfFYRU4xp4HoqukD11hMaNtVDVNhNl9/xtfNNEiqjUXj9L+/JNJF3D6promSjG5g5aLo2gKMT3ziFIEubOLupdO2Hf9XC6/RAplorh10I71kGliZJNI49PMri1iO/64XUyvif0dr/0Lla7h9M3EOdCmLexUyU2N40zPI2oqvh3pXTEJ54Pq4XRImJEJZKIhLa7iRSB54cQ3d0WkWIe3w6vI7vdC50EbRenb4RaaIqCb9nYlTpqIpy3KKkkdtcgNjFMbGwIJAkxouI7LlIi9Fux+1aYvFU1nGMYIQdGiiegvImYSIZWwN0Okh7OFpRWBTkZD2XbRQE5ncI3LQJFI37rbRJ79yDHdHzTxB+ZZH3k4fDz8nkCw0DutxBjMaRcATyPcnwPQr8Nnke0vYWYziDG4wjFYTANxHic8swj9Ap7ELywEsQ08G0LUY8SpLOgqiD8f9n77yDZ8uu+E/xcf2/e9Ka8e/69fu3R3ehuoAEQhqInCJIiRMq7ndHMaBSzip1QbMRsxJrRbIxijSI2ZodyS0oUKdFLICARJAjTQHv/TPfz5asyK33evP7e/ePkyyY3OBMToSaB0fYvoqPrVVVmpbu/3znn61Q+a31THJDjGCVPIYlB06BUIXBq1B2fJFM4GRskiYgSp+MPFmiH78JBkuf5PvAPgB3gEBjmef67/zM3eQv4AoCiKE8Bm8DaH/4FRVG2gMeAl/64O1AU5W8qivKqoiivJtHwP/g5/Ems2A/4za+GbDU9Hq3cQD/axjvuE+/vMfrW83gvvkB0eITeaBCd9PDv3CM4PCad+sQnvfn3vLu7RIMx02vXyNMUY/8W4b6obkcvvkwy8RhcF+56HsfYz30fumNRXhMw0ywVKK42SaOY8qkV8iRlfP0GmmWgWQbFC2fEI+nWNaqnl8jihMJzn8SpuWx+/X8kHHoU1xcpbq2QvvB1FNvCKBcZ/Cf/HbVz61Qeuwwz9fzxG7dxVhbJk5gsCAjbJ0xu3EE1dOyVJeHMDweYrkly6hKtxy5QOS0bu+EYLDx6hqVHNum8dh1nqUUWJUyPupRW6qw99xDTdh+zVKBw/hzx6y+x+OAK48MBvTeuo+iazOZNnWlnyPLjp3BXmiw8sERx0SW8eZOk34fGApXzm5SWygRvvkHjTJ3hnQMq6zLmcpZbuK0Sqq4xOTjBqRUwXEcwF1VlcvMupZU61acek67u97/JwgMrNC6fwmzUMFsNGp/5BPVzK2iWwcoTZwiuX6e8sUg69dFsk+Jzz7H1fZfJkpTljz0MpkVxoUQ6GQsO0+5TWKjh96dMD09wHnoQv+8xPuhhnjpNoVlm4bmPoDsW3St3GN/Z4+hrL6LaNrEXMNppo+rqHJe4bx0Sd06oX1gT/OTqTcL33kVRVAoNF7tWJPrON4SGGsdopjH3sNJMfR5zPPyFf4ZacCgtlWk8dgmjd0hlvcFk9xjNsZi0JzJmu3GNwlIdZ6HGtDthcuseo+1DKo88IBntJyNGBwOsWonW5Q2mR0IeMWYJjVkckz/5CcySw8Hzb3Py1k2CK1fm19fk1jaFT32G6tYC1QtbpB/5pHTjTpFkOCbYESfc0RtvQ5YLplitUDq9BlMZCSdHh6IXuX4bvdkktV2IIg6++gLuo49grq6QXX2T1f4VhtduM7lynTyJYX+b6Z17jF55Df3UWSwC/LVLRO9eI7HLBLduo9o23gsvyINVVBae/2WKL/wbxpV19EqJbOqhbJwhOjwkffcqWfuIZGlTLOk1jXTQx7zxJtlkDL4P4yHV2y9RNcZ0BipbjSmOo3HjXk6lWaJQLX+g+9d3Y7RVA34cOAWsAK6iKH/+f+Ym/x1QncXw/hfAG8AcjVYUpQj8OvB38jwf/XF3kOf5z+d5/kSe50/o5gcLMn2Q6/OftVmxpQokCiUbZHERRdMonN6SCE9NE9D6ZMD0uE80nBB2+8RjTxxbw5igP8bvDPDu7RHevEnYH84r58Tz57x+gPzdd6g/+wROoyxc/NUFrGoJ3RFn1aA3hCyjfP4UuuswePMadq0E5x+isL48vx93tYVy6hy6bQhNUpGxlGrbaAWH2s//PcFG3NL8NpqpS1V53CGZTNFdh+E9ef7peIJeKqKun6Jx+RTpt75KngtLyyw54l6a5VQ++RwAk53DuT4kz3LMiw9Q/St/DXd1geDuPaLBGHelKRYcJYfCmdMYRRdnqUUap6imQeoHQjFeKDG4uYu/d8Tk+ecxz51n6c/9JHqlhF2RPBd3tSWVseNQvbAlz8cyqZxaofzgebRqDd2xxCb/i3+ebDTEXapLzoptMtlrk4wmJAMRsOVZLtYr58+QeD7td+4x2WuTBhHTl14QrYGqkk590nKd5f/NX+X4O2/jNMqU1hcpPfNRTNci8UOmb7+NZmisfOIxkr0dms9+RGi6iopm6tQ/8wkm7TH62QsUf+pnsCoufneE6ZpYzRpmRTpQa2MdVRM1+v3Pjn8ywGmUKT/5EaLRhNoXfoLe1ds4CwLKZ4Me9mJThJadHmkkFfXK554hGY0Y/sE3ALBq8jnQLR3rJ74IWU7hnADfhYbQ07MkI988Rz7rCJ1agTSIUE1DdEtTnywI0QsWdquOFniUn/moxDWHEl6WhRFpJA7QSjgVJ+hqBbO7D4ASC4U79QPSgRSZcbstGpI4QX34SXDLkOXEowma64o4t+Cij7ug66RxSl4s41/8qBRv/SO5b1URLddkjGroYkZaKJGhElgV+d3xifwsy0Wcm2fSUQBoGpX2DchyMs8jLZQlwEpVyNOUzLCh35E8k8Vl0Z6kKVkUCsMrjhglLu/emBCnKvWqxnAQYTsGweSDzST5boy2PgvczfO8k+d5DPwG8Oz/1C/neT7K8/yv5Hn+KIKRtIA7AIqiGMgh8kt5nv/Gn/gj/xNcTrlIlKgoSk6sWTBLTkQ3CHoj4rZssNHhIUF/PFeFh4MJ0difK8QVVRGbB9MgixKxnA4izKooibNYzPi8o55YYY8nRPv7TA5OUHWN4a1dNNedC9QM16H0wHmiXh9vv0M0ngrNsnuIVi5TWKqT3biGqmvEb78hQVZ3d1DdAsbKCpnvo5+9IGMNwyAfDVALLuQ59XMrRIMR9oXzKLqGd3CCU3MxV1dIJlOh/F57h8FNoZhO99skfohRlMyTwe19/DfewCyJfX5hsUaWZEyO+oTXrtL/J/9Y3AGA2PPZf/EGC88+StCfkPT7xFMf/+CYlecexTs4wapXGNxrEwx9rEoRq14h6I0Ir13F+9Y30YolJscj6n/mM/K6RglZEHLy1k2KS1XcpQb+yYA8CJm+d0OeT7NC8Nu/SjKeMLhzyPSwI4SBkzHxxBNSQ+DjHXUZbx8xvXV3Hs6lmTqxF5D4Id2rd4UI8fHP0GtdxPvKl0jjlN6tI6nK60uYronXGeGc3pKQqjs7qEWx5U+9Kf5xl9LmEt6rr1HdqEMwZfyvfxl3qSG5KrZJPBjJhgRknod31MWqlSifWkHRNcKhR//OMaPX3sBuVPG++u8BCPtjJnttwoMj8jgmz3KCngRVRccddr70LbFpiRLC0RT36Wfks2hpxP/2V9FrNUZvX8M/GYrmxRIr/9R2peMxNPnPNvE7A5zTW1JcVSsYBQdvv42SJnR//5s0LqxSXKpS+MQnMZt1NMvErJZgNGDa7uPdvAtpgmYZZLaLVipiterkcUzx7BaoKkajjtJaJH7xmySlOtqlh9CLLlq9jrOySHZ8iDKdkE09qlsLKMcH2Fe/I+PmOMJulCmcPS0HT7GEWa8J0WTvLguDG6h5irHQIqosoVfKoCq4m6vgiCeXWm+SXXyMvdWnhS7vuuhH2/L/hSW0ShXz6K5Y6WTyfuUbZ6V4ay4QL50iL9dYME549okCJ55Fo5KxuenQ70gX+EGu78ZBsgM8rShKQVEUBfgMgm/8sUtRlKqiKPcpBn8d+Gae56PZbf8JcD3P8//bn/ij/hNe/miCosA0c3HiCcHWwyw+dhrv7XewaiX84y6j67cZbx+i6hpOq0phsYZVLVI+vUr54mkqH32CykefoLS5RPEn/yzlB88LxvLoAxitJu6l87gby1QvbmHXioQf+TSKqqB/5BmZozcrMmbwPBI/xK6XUWaW6mFvRPfWMcWVJuO9Dr1vvMDx116UTIrdAw5ffo/pfpuTK/dmGgOL5EiU7Sf/5suYpQLDW7v0X7+Kd+1d2ShMA92xSY+PMaoVymfXaX7sCanUqiXsJ54iGo7FcvyL/wVGqYCiaeQ/9nOouobfn210FZfGRy6jaBqV08tohiZgdZLS/OHvR7MtSuc2CUcBcW8gG0gQYDeq2ItNkvGE4Z50d8NdCf9y16QTVDQVa22NabuPf28bo2By+K//jczr/Ri9UUczJUPDWl2SPAvLxKiU8fsepUcenB2iunhkjaf0bh0JtjM76LOxbLiqIVoM95lnWHpkE7teweuMCftjhvtD6o9eJPzdL9Hcf4v+7UNWP/URGueXGVy5Re+f/3OsisvqJx5h/M71eXRv0pU45u7btyieWsPb72BUy5RPrTB9+20SP6T99h0WvvCjNB67RDj0MB98RFTu9/bwexPKn5Cuz2o1Ka40ZmaSOvqTHyPxQxY/+3GcpmTY/GE8ov7YJey6RAAEQx+9YFH/3PcRDH1O/u1X0ByH0nKV3s0Dgp1dOSCaFWqnF8mznNazjzH5lX+Bsb5B8+GzpHGKWasw3Dlh8No7TO/cQ11aRS8XJaL5eJc8FUFh6cwG2c13iftDrIqL+cjjpL0eVk3GkMntG5QeukRcqKM2WuhrG+j38cWtLdRSmeTWe8TjKfutx0ivv0PyiR/hX9T/t6iPPAlAPuhDmlL+7GcJ9/bI4xi11iBYOU/6hb9GvnGW7MwDJOcfYfipn0G7eBkA3RvyXnYRtVLlnnsZ7+kfFjujCw+I7gTIS1X03hE6MaQpk6d+GAyT9tM/Seehz+E98Cx5t03vke+HKCIf9lE7+9LxJwlKEnGw9TFSdJpuyMRXuX4nw3Vg+8qtD3z/+m5gJC8Bvwa8Drwzeww/ryjK31YUZQ/BP95WFOUfz25yCbiiKMp7wA8C92m+HwP+AvBpRVHenP33Q3+az+WDXKquUbV9klxjqpewO/cY7xyTxgnRaCpAqOej2yZ2o4xRLGAUhW+uFhzyNCVpHxHv7pAlKco7L5P5vqQgjkYSDXpyIgKw0QS7Vcfu7pB/6kdIX3+RYBjAz/6ngMzIw7FUwtFwQp5lTDsDTFcS5MJxKCFBjgVZRuxJ0qLuWACYpYKAgUA26It6eHUBkI7JOSU51GF/jF4sEBweoy2voNVq5Etr4iRrmiQ3r2MvtjB/+AvUXvhNCqeEols4vCnPUVVFDOfYwvm/fFm6r6KN3axSaFVgKLNufXkVq2wz2T2i/tFHCTo9zK1TIrYryegmHEyIg1TsVO7sYSwvE419/Hvbom9RVMJxSDD0Ge6ckIQJnW+8hGpI0qN/bxfNMhm89S6aWyCNUvxbtyXv/ewFypfOoKiqxO0WHSqXz2HVK2SeR/niadylhrx2Panc9WIBVVepPXxeNDm1BsM7ByiDDn5fOrberSO8zgivM2Z6MqL9yjWpqAsWWZzg7bfF4j9MxN04iDAXFzl+/abcp6FjuhbTl18kODzGcG3i966BolDYWiPPMuIb74rdx2iEWS1jVVxUwyB57QUZ3929J268foiqaUQnPQpnNkHX0VyHYGcXp1ZAM3Sy9qE8ljghHgwZ7feJpyH2I4+imQaqZVJ99BJZnJD0+gT9CcHNm4y3D4UMUS6j6hrTzhD3iSfI9oV+q1kmqBqFpTrpaEQ8HBF/9HOYK0tiT/LeNZSLD1E8d4rC2dMizvV9YsOBKJyD1KplEq+eJRvLlNxealEPDlAMHad9lz+f/BPya2+glisojsPxJ/8C0VuvC139oWchDNDDMe7LX0E9OSR2qujegPrdl1G6bZRqDRSFjwz/PXm1xenR65Te/Q6KboA3ZrLxEJgWSuiTlWpUp4eoxSLFzi2ipVMsvvVlmruvUWjfRnFLxJqIFVPPI968BLpOXqqQWEUWejfIUDG1lG4/wzJVPB8aa0sf/P71gd/j/4KV5/n/Ic/zi3meP5jn+V/I8zzM8/wf5nm+lue5nuf5Sp7nf332uy/keX4+z/MLeZ5/Ic/z/uz7z+d5ruR5/nCe54/O/vvyd+P5fBDLLrqMIxuA64N1iAK8zpjyg5con1qhfP4U5b/+n1JYWxJDuJlgCpBktqMOpClhdzBj+agkw/H8/tXVDTF2TFP8dh9UlaTUYPpL/xTj1GmskoX55V8iz3KyOJbcC0+Cc+6PPUorNXHBNTXKl84IVvD006RhhF1xhDpac7HqFeK9PWGtZBl2vUx40icYTqlcPsfex/8yo70u4dBjfO9AMie+9QJHv/cCyduvS/BTuwtZjrezT/SV34LTl8jjmOv/6ttMnn+ekxsCbKdRwvDuAcP37tL+8u9z+6tXybOc8fYRvVtHZJ5H96W36H7tW7hNF6PoMHjtHYyiS3TvLooiLrJuq0SWpJSWinN19PTGTSbtseRVLFQwahWm3Sm104tMe1Osko1VK0k2h23gd2XzqVw8TefFt9BMjdQPcdaWSG69JxV+30O3DXEtKJawHn+S/tXbhMcdpu2eiBqX1vC7I4JOj0KjSD4jF4xee0NGVmefFDt3U5eD5vQilY0mk/aE5qPnsapSdRdXF4i9gMKZLTRDxT/siG5lMiYYBjirsqHUHzgluSIHJ2i2iWLo1B+9KEruLEc1Tby9Y8LekLA/JOgLTTyZeLin1tFsi9G7QuDwTwaE/TGKpnP0By9z9NK1WeiXjEvbz78uRdPFLcLekMHOUHzROkeYJYewN+LmL/8eqqHjH3cxSw7pD/8s/bsd7IpD0hOPKKdRxn/rTZLxBO2RJ4mnPklXMu/1xUXRhYza5HFM2BsRtk8In/8G8UmPdDRCKzj4O/uUrnwD8hz/xk3JBen10W++BeceRKvV0KoVCsN9tHoDxkMy20VRVcE7ak2WXvpVYTfWG1x1Psr08rPod64RHXdA07D6+ySlBnnnSMbVikJ/8SJKmpLaLqlui2q94JLsCeCfFcocnf0EUbGBmkTi9zU4QQs9SGKUOELptskai7QO3pLn47qMSyuSidI/oV0+y7C8RpwbGGpKvapydh1UBVprjQ98//pQ2f49sqYD2YS6folTlRNyt0J5tc7dX/s9bvz2S9z89W+y/3/6+xx+5x0Gd45Iw4g8y9Fscx7nqa+uoZo6Vr2CuraJffoUlCvoZy+QloVfbi62UA0dRdMw2rOUtCxl8wufYe9b71BoVShcOI9VcbEqrox4WkvYtSKKqlA7vYhTc8miiKA/pvuVr1I+vfZHojtVy5QM9ixHMQy8o94cw0nHE5YG14m8iGl3QhpGmE9/XFg+YUL3nVsobgnVMtE3t1AUhTxJSd98md4b11FnWQpJkFJ/4BSaKbGmqq4xPhygGfKRTqOYQqNIFkWkkdBvzaKMZMyZ2Mz7ob/M0eu3UAyd1t/9u5Q2lzjzU59i4ZFT2PUy/Rt7mK6JahgYro2+soJmqhKvGya0Lq2Sz5hummVKwNFjj+Hd25WQsLUm3lEXzXWJB2O67+3hnXic3OzIY+r3Sd69QjQJ6N/YI/YE+FXGA6yKO3cVGN/Zo7hQJOyP5bnmKWmUcOvLr+MuVJh2hoz2urLp2xZGvcZov0fnyl0KCzVuPv03ybOc0qWzmA8+QjIcU1mrEp30KG0uk0yFiKGZBvF4+r7gLRZB4fjWNqquolkm8cSX2OLTW0LBvSyjyPFBj/ojF0nDiMrDF5m8e5PIi2bKfJ/yqRUKm6tC/W26TPfb8/dx8bMfh9VNjKKLqqtEk4hoPJVQtbUFsl/5R/P3XZvl0VsVF2t5EdU0mfz7L2PVKhJNC5x8/QUmu0fEL38b7+Zd/O4IvzsiGk2Y7B4xubuHdvkxEbPWWoTb22KrkqRM9toEd3dQD7d56eG/QzoYoo379B78DMnhPtx9D3/3gDwMUOKIPI4Z3T0gG/R5/M4vUbj1OtnUI+wNie7eIX33KsbOe0zv7hDv7kLgUxrPskveeRnT65J0TmDqERx1KG6/hdrZZ+HwLezd69gnOySDIcn+Hlr3kLjdITvcIx30UaMAZe+2gPNrp6jfe4VsPCIbDljb+w6Ng3dYjHZIcpXeICOMFRQFqvUCzT9ElPkg1ocHyffAUlSVymKDNFO417E4CSqQJdQeOk/khYSjiHAc4XU8Ju0JwTDAOx7gnwyYHvXwj7uij+ieoBccjFYTdAOqDdK9XbL9HbTOAeO3rsDpS7irC2jlEugG5fOnQFG5/S//HUbBxPmZv0h8dMT4oEfQH2OcOYv38sszEZmBWS5S2lxmeP0O9mzenKep+BmpCtVLp9BrVTTHhlpD4oArLpUf+zHWfuBZ/KMO+pvfplAv4LaEuZNdeZ3604+x8OgZuZ+Ci/XgQ8S3RFltteoYp89glguc/cHHcD/9WYpLLubWKdIoYfkzH2XaGVJcLLP20dPYtSLVc+tkScr+H7zOwl/682iWQeOLP0P7nW2C/hh9cRH7N38ef+Cz99WXiH7tFyHLOfzaywTdIZptkqU5q9/3OEFvyMn1PZKDA6lGgSzNicZiXjk9kfzxadcj6xyJTXrFpfrMk4wOhgQ7+1hLwvLSLZ1wHNG7dUT/nRsM3r1HZWsJd7FGYbGGe2odVJXCYo3iKWG5D+61af3n/znl02tiVPny77L/+sFcSNi722WwM8AuW2RBSBYEFBpFVj/9BNF4ytn2tyitNui9eoX07i30UpGFTzyF3+4RT6ZEQzFSbHz0EXTX4eTtW0J/dcQap/rEw5S/7/vQHJvGx56k+fQj9F5+E63goF57DWNplrVerWDVSkzevUXsBSw9cZ7lpy6QJRm969ugaZQ3FihviDtCEkRUN8skJyeEr7yEudBA/3N/g61PXSIY+gT9MdbjT+KsLFJoFGlfP2K6vU91q4VRLortyHDEeLfD8NYuRr2Ks7nO0du7DO51BIBXVaG1F20Ka0sYBbFIAUkdxfcY7xxjNesYS4vYjQqJHzB45U0e/q2/g1Yuk3fb2L/6/yKZTEkGQ0Y7bZTGghgqBiH9e13U5gKEIcOXXhUb+SCSaIRen2w0wO8MGN7YJq8voE/6TBqznB5FZXrQJgslY56pRz71CL/5NeK7d8isAigqyXhCsHqBqNsn7pyQjiekxar4dS0tk9+9Qba/I9kwpTLcfY98+yahXiDLVT51ecjVmzG7+yG2o1OYmaZ+UOvDg+R7YOVZRugFpLnCWiNixemQ6xbT3QPKK1VKyyXKK2Wqm3XcpovbdOcWKYWlOoXVBdzTG6jLa2jPfIo8jMAbw6CLtrwiIqZyjSxOUCcDjFqFYHcfeidM7uwwfuU1dNuQ8c21V9DcAnZFTBfxxhL2VClQOr9F++07WCtLhEMPe7Ehsam7x7hLDaZHXZLJFLVSRdU0pq++gqIqlE6vsf/zv4i/vTfrnjLSOGXh448L8ymM8N67xXj7iGgSEN98j+jdayiWSdQfcviddwiuXKF344D223cYf/XfC/Pp2jUR8m1LpZ9nsrkP7rUZ3t5n2p1IwuQv/wrh0OPkX/4KpeUqk6MBSacNWU51vYqiqtiNKuFgLHYzQ4+wP2bxI+eJ+0MRz+kyn9cMldbHn8CpORiuzdIPforx0ZjmUw+JFuPuDqW/8Z9RWKyRdjtzgWKepDQfPgtAFqeEE6Gl6raJe+4UqqnjLDQ4eeUKWbfD6N6RCAb7Y6ySzfRXfwnr0iUq6w2G125hlUzWnj6LUS3jNl2KCy4rT1+k8/p7TPeOWPr+5wgOheWmHtxjvN9lcjwEVWFw7Rad518l8UO8gxMKyy2mvSnjazdw1pYJhj55ljG+tU08meLfuguDLmkY0X/pdY6+/grhUOijyWhM0u0RDAVzKF06L9X/eDoXA4bjAL/vMXnvNsN7RwS9EaWNRdIwZu3p8+itlvi6jSdMf/4fojs2SSjFifft52m/fAV3uY6iKqRhJFk4Dfl3POtC/L6HurAkrLE0J0vFBl5RFZIwofTAeeLhSFh5x12UQUfMC6ce5Dl6o07S7+NsrBIOJgT9sTgitNsobokskpwX1bak2BkNSKwSWSBZMPEsOyX2AvIwmnepieeTTf25M0W+c1virk/uSBc47gtN2PNQTQMyIbvEEw9F10gLZbIwIvF87M42uutIVDDQa54n8zyY2fkrhiHiWdOSpMcgxNdKZDloasqjl3TObIkrQzANPtA97MOD5Lu87le4wcRjtTRgEurYmUdmOUTjKdUzq5z+b/4r1j71KI1L66x+4hFWfuDjuOtLlC5fJIsSyDLCwzZ57wTlxtto9TqoKpgW+bDPa4/8ZyjeiMqzH4XAJ514Qg0+EVC3f/uQpSfOs/3tO+RhQHjYxmlWKD/yAMG9HcLBmOrFLfpvvcdof8itf/X7VLaWGN3a5fDVGxTXF7FadbI44fj1m6BqjLYPmR73MZcW0SpVvM4YoyjMJOXiI8TTCP/e7ryjSf2ALEkZ7g9RTZN4NEHfOoNqmYTjkMnuMePDkTjsjqZYRRNFUQWbaPcFA+hPaX3scSbtCZPjIctPXUC3dCbHIwHI9/pMu2MWHj7N4OptRtuHtB67QPPBLczlZQrLTVpPP0Jxtclor8vxaze4+3tvk2c5C4+eIR2NcFslOs+/ytJjW4wPetz5F18izzImt7eFwdbuc/h//vtSGX/rDQzHELPGG3cxlhYxXZNCsyCb/0qT0X/y3/LeP//3HL52h6OXr6PqGophEPsxJ69dxXBtVn9ErGcmL71C87knScOYy3/+kwTdEakf4LbKrDx1gd1vXQPAOx6w+9tfI/UD7FqRpNMh9mPKaw20egO7UZFNVhMb9/trcK9N743r6Lao6asfe4p44tN7b0fm9IbO8Tu7RF5EcaVBFgSYKyv0r95m2puibJzm4He/Te3iFsHQZ+8bb+EdnOCdeIL1ZDmRF0n3PHMDMMpF9v/t11A+/xcIugMmx0OimZIfIPUD+tt9nIUG9VMNiqeFqHH8jVcpnDvDZP+E0qowyaIb7xENRjTONqmdaqGZulDlvQjWJa1y0p7QuykakurpJeJ2m+L6ItlkwnT3UKr9KEZ3LNytden2yzWKl86TRbGEb338CZJOB/ve2yiWSWWtRp7nZP0uzkKNZDSisL5C8ZOflBGm51F5+CLlM2ukozG5qqFs35ADqdum9NAl1KL422VBgGqa2ItN9OVVjJtvkfgSy5zt3UP95A9gXrqMWnBo3X2JuDcgry9AsSw57mlKNujB+YdQXZeTqIam5JxMS4w8FcfKiaOM9t39D3Qf+/Ag+S6v+66zAHmu0B+raHmCPhC2zXj3mPGv/gq9d27Svb5L751bDF57B/+wg39vW4Jzpj7x1CfzPKlKVrbI+12S/T2SwZDHul8h2b5LsrcDmkY8lopLKxWJPQFU956/CkD3tat0rtyl+94+k2s3yJOUk2u79K7cxuuMiIMUr+NhLy/itYekcUZwMiALAgGevYjozm0ZG+Q509v3CHb3qG7USaa+GN5pGuXVGokfUj2/IZYdZ7eYdic4VQdtdQ1roUFSXWC8fUTzwjKlzSUWHliiv93HLBdYeuw0Rq1C84FNzJKDXXGobrW49k+/gmYIQeDO777F4kPr1M8u0bvTx3AM9l89ZOdbV3GXGgz3BmilInd/723CvT3M1RUG79ygsLIgNh/9KYPbI6aHHeIf/6v0r9ycaTXGFE9v0L7Wxm2VCEcRyTRkfDiS2w18jr/xCt6JR/10C3elhWabpIMh1a0F1p4+S3FJaK/Vf/rfMDqYUF6p4venND/3SfwHP87ysw/idcaoukZw9x7ls+sY5SLhzi4oCu1XronH12TK0Tt7HL95m5NrPayKy+hgIHkm99r07xyj2ha104votkH3my9S+PhzVM6uU724haJpnLx9i+JCkUKzPMcm8ixn/OobFNcW0G0DRdOwFpqE40hwI9NAKzhEZx+huNYiT3OUyYjx0YiwN0TVVUYHY8kziSUnpfzgBcaHI9yVJvFEDDvN06fxTjziX/p5MQkt2cLIarp4nTGFzVUaZ5po1QrHV4/Q1tZZfOYRjILF+J3rwmJs1RkfjRjd2Ren31ncMiB2NhUHZTpGs0zqpxpUNlpgmKKD2TvGPntGhINBhGrbuEsNnFaV4LhDYW2JfPsWg9ffwZypwZNuF9WdjYZmf0fRNNT1U2RRTDScEBx38L79PFathGIYMhK7vYexsUnqlFAsW0LXGgsk3R69Z76AZpmoxRInz30RgGhnG+pNrGYNq1ZBXd3AOLpHdrSPXqmS6xJ7PG1uEl67SnJyQhbHqKUK6uE2SsFlEDiYWsJW8YhpkHNnN8ObhOjW/8pNGz9c/9NrFBX4+Kl9rGhCVijjPvOMaB5mVFerJKyuLEnnVNvimXXslSVUTUNbXCQ+OkbdvzvP/FZtC9WfoFWqwvLSNNIgktHE7BArrdRJ44wsTokmwcxXSyVPU9TZB063TZJAVMpm0UQtFeVxWDrReCqH0sRHM1Q0t4BRsEBR8LuSIHdyU8YsZqlA/ubLErVaLpLFCeYpoWN6J+LzlO7voRVL6Cf7ZEnK4F6H4GQg45M4JRpNQVUJ2yeolpANYj/GblYJBiHBMMSuOMTTGLNSJPYC4mnKyY0TrIpJNInE7tsx8O7soBkq1sOPkpyckPghB8+/jVGwhPo6FmC7+PLvzCzMVTRTk79taOI/NkmoPngOo2CIU3PTFY2JpVF94Az6J78fZ6FB3B8y2juhf+uQo7f3iKchfmeAVTIxSw6xHzN6+VUK777E4XeuMO1NmRwNmB51mWwfkqcp0XAyT17MswxVk8dglWzspiUjtTj7I+QHxbQY7nTwuyPSMMb/zvMYj3+U0a1dprsH89jewmINfUbe0CxTYgpOBhQWaqSTMcqpcyRBQvt6W3zELj6I8e6r4poQZ+B7JGEi2SaqyvjedI4JhUOP0ZX38AchiqIS9KXruPMLv43pmjPdS0z3dof29WNhn5Vs9IUlpl2JlQYYfvPbjG9tY7g2aRhTvbjF4MYOsR+TZxlBf4JVsnBXmuiuMAlN1yS8+o4oyIFw6BEtn5H8D4CZ20IaJRhLS0JXP7WBauhE/SGqW0Q1dYxWQ+Ktpz4kCVlX6PSFVkXoxLt3xXMrTrCa9TmpRXzkCui2Sdo+kpjeSk10N5aDVnAof/mfCouuVKX6O/9IHLs1jaxYlaySZh1GA7LOMapTYPLQJ1DGkgbpHrw3H3flWU68cYFs6pG1VtgonWCoct1eXIto1DT277RJZozPD2p9eJB8l5flOvOvXSOkkE/IFZXe4iVQVAoLdYprCzjNCu6K2LQbBQuzVkHRNMaf+hnU9VMSwFNbIPVD4ZVPxuibW+QPPSVeQQUBpxmPUE1D5su9AeXNZcpn18UGfZjgNMosPHaO5uVNyo8/gqJrNC+u0vzYExQaRZIgoXVhUbQpM71JYaEm4ygvwG2V0CpVKhtNNFPHKFhEowmjbY/S5Quopi6z6hnzbLJ7DGFA2JG8jvHhiNT3iU+Eytl46CzTnuAe3ds9Nj95kcnRgKAreSyT3SMUVcE78Rje3qe0XCSexpTWWiw/ssLJ1W1G+z00SyWepjz4sx+jullnvH3I5g89w+DuMRf+2o8TvvM2qR9iuDZ+f0p5TdTeZl2nsFgjPulRf/AM7koT07WIRxNWHl1htN9Hs1SyMKK0VKby6IMsPHyaQrNEZaNJ98130fyxuAQPxqRRSjgOCcdCmQbY+sR5ujeP0QyVaOiBojDc64slSiSaC787Yrx9KB1omLD6458VcD+Oufhzn2H5536KjWdOMbglI4skiHEXKpiuhVJvEk+F5eeuNMVhQNWYHPVxllrUz60waU+YHvfFyjzLCfpjmp//EcKhN7eQT29cm42nYqxaBU6OUCybwb02WZqT9KXrsyouWZKSJTm1c+ukUYZVcZkc9sjTnGg0IRhOSYIYfxBQ3Vqg/tSjqLqG15ZDaXRb8l386+/Su9MnHk1Yemh5lrI4xjvuU/3Mp1BtC7/v4VQdCksNNFOn9fBpFEXFajUFU+lP8dt98Xzb6TE+HKBP+gTbu5gVF1QNRZ/hC4bB5KBL6nlYiy3i8ZTx5ecof+xZoqO2xFirqoyH4xit4GBWS1J09PoymlQV9GYT5+wZEZwGAYptU33yUeLeQIq8wBeH7raYNsaDkeAtvkfUG6JVK0w/+0XU7pFkDB0ek3RPSCceeXOR4v41yDNSPyQtVuC5P4O+vgmAPupIhzQdEWQWWa5yELQwtJRqKafS/GB9tuDDg+S7vv5w5OUoskkVnalVpXnvFaJr74ivTpYLlpJls5yDkMnOIdFgjPVr/wPB66+il4oou3dwzp8ljwS4TA/2UK+9Rj6ZEN6+xfj1NwEwigUBAwsOmmOhL6/KeKhpUT67zvDWrvh47e+jOQ6Twx6jK9dZ+OhDc3rt4MotAQnTnMnBCVkUzSjDRfzbd4inIbpjSVWmKBQWbeKjY8a7Qgs2XUvYU45FuC0golWyMQpSWRmNOqPTT2KsrFBdr2JXHCqrJZjZpt8HL92VFnarjm5pMuaoODh1B911CIY+pmuJxsVQqZ+pcPPfviK5IM0qx9+W1+Pa//s3GW8fMtk9wlmoo+oalUcfFBxj0cGsVcShNo7RfvSL8xz42I8pLpbRbZ3Oq9cY7EpQWDz1sWslGp/7FMHQB0XFqJQxSgXsioNVsijUbYKhWNBnSUp1oy4/qxaJNy9iuhZO1ZYwqyTFKFhysFWK2BWHkz/4zqzrCrn9G9/k8Jd+jeHOCeF45jVWtIU0MA7IOkeUlqsi5DsS0FztHc1p3JODE/Ism9ugxH5MGkYMf/erFBbEM0y1bcJ2F6tkUlkrkQYB0eER6AZWycZ0dbIgpLhQmm+m7pqF8+gjWGWTwiwgS7c18b2aYYOlpRLlS2cYvnlFXHsXHGqbVbz2UMajqkJx0UXRNbq3BdNzl+oUWlUm33lBGEuZdFSKqlBaa/Heb73K3gvvMnxXDEDvd2f6uUu4rRKV9QbKjqRHZlGC/9orKLqGZhkkBwdops745jaDd25QPLWG+8q/4+Qrv0cWx5DljLcP0es19EYTRdPY+cYVyHL0cpnxtpAkut9+hf6LrwHSJYzeukb7a9/BbDXwKmukrRWC7hCcAqPX30LRNaYHbXHzdiymN25j/84vkrZWJSExTdHrDZLJlPjN18j2tolXz6KaOqnlor/zIunxobwOvifZ9Uf7+IlFkJos2V38WKc/Uqi1itgzGvUHtT48SL6H1hs3TYZZhUApQBQQjyb47T7Toy5BT7jw9zUR4dCTefDBCdOjLtPdA5JuFyp10HUUwyAdTwSET5MZ6ySG5iJqwcFplFELDqkvlEWjIJub+uDjTLsTwqGHf9hBLRVlw+uPyaKI4qI7Z/WIVYZK5IWk4wmVhy7MAnwS8jSbbxbuqXVWHlsT9X2YoLlifBgOPZzFhggaz56hvDKbZ2sayaUnUMiIj45oPnyWxuOXOP3TnyXoT1j6M59As0z0goW52MLc3KS8UgVFwa441DZreAcdgqFP9cwq1bOrWGWTc1/8DKO9iRwAzz7D+GiEbulMT6by2PwQa2VJAPIkxioXcFsuYXdAnmdM9tpY118iHEsU7rQrefKmqxMMfeJpjHfUpX9LLujcLZMlGdGrL8qYUNOwa0UAalsNklDm671bRyx839NyCK4tgaJQWatSXKxgVwpo1vtVvtWo4tRcvM6IpSfOo5kGo/0Rk/YYf+DjtiTgy6m5MzGpQtzp0vr4E1gVl2gSCDnj5k2ql06TeD5eZ4zpWoS9IfFEChvNFPaa+fkvEg4nUrFHMW7LZeuzj81FsUw9ag+cRrd0VNPEKhfQHBtFVWmcbZD3exgFQ3zHGmWKiy6FzVV0S0e3DernVgmPOwT9MappsvHsOTZ/9ONkiYxdreVF1p4+Lxt+z0dRFQo/9KOUL54W8ePNmyLinBVZetHF70l8bzj05hb8qq5CHFK/sEbzBz5NnsTvFwSTqThSt6pEvT52o0waxnJ/rZYo4D1hOSmznB5lYZng7GOipxrOom6bTfFDs01xhRjLCFZRFWIvIBwHBE9+juv5A0wrq6RhTF4okkxDjNloOJ96mPUaaRhJN6MJPqUoKtsf+RnyPJuZVQZ06hfQiy5KJk7LyVBijJlIUBZJgqXF+ImBSch22+RLv3YF09Cwix/Sf/+jXc9cnPLl12qkuQaWONyGQ09sSUZTYi9At815xXffrltcekekQYj/2iskDz2DubEpZnCAWq1jVEs4CzUmyxdEza1ror5VFYY7Hax6Rebbz38Du+JgzBxVlWJ5rlpPRhNWnzqHZqg4zSq1i1s4tQLuQoV4LBz7PMvQC1JZK7qGWS2TxbHYutRrMm7Z2GS4I0wi/7iLUSlDNFPpJ6mY/j3/u5R23sbY3GLn628TnfS4+S9/l+r5DY6/+i0mBydY1RL7X31JmGbjAL83kc3Aixgf9LFKNu2375D4UinvfuU7WBWT4kKRwe9/fb7BlJaLWDVxPE56gj9Exx0M16ZxfgWzUiLxfIyiQ/c7r5PGYgtjVxyC/pg0ykStXjRlsxj6coEfSULh+N4B070jxrvHMjYa+hiuQ3GhSGmlThIm3PiFLwtQv3eEdvUVGTF++llql8/QePYj+N0Rk+Mh+uYp3OUmhmPI69qsots6qqaI0r7iUlqS991wbayS2Mf0XnmLcOjJ+7q8yHjnmNGtHVTDmH+e2u9si3DTNbGqRYprLaa//AsM7nWIjo/RHRun5nLwwjXC/hjNtkj6fVRDJ57GpFNfbOCPuqRRwtLjZ8k8jzzL6N8T88dCQw7S+wLH4b0j4skUu1bCu7dL0J+w/9WX0G0Dp1ZA2ThN+517xJ6PVTZlRPbbv0n3tasUFmqMd45nHaqBVasw2T2iuOhQqBckeCyI59ie//bbHL12i4Nf+x3U5gKGa2MvNtAdC0U30AuOOAdPQxRNxWlWGL76Jprr4jTKc0sZu1Yk3bmLOWpDluHUHFAVsqEISTXLRHcswQOTFEXTMEuOuD585yus2seU3nsRzTJQJiO5TamIZhrkQYBWLmMUXYxyEaOzS9QfksUxGy/8c/Sii1EqgqKyvCO575o/QXMLaI4luEoQoFeExVXRR0SJhp8X0DT46T//IFmeEwXhB7p3fXiQfA8tTU351MM+J2EFb/k81mJLRk61EnatKKrzpTpOs0JpY1ESEleaFBZr8uGtCGho3nqLu4/8FMrpC9ib6/ybhb8lPlaf+0mK772IYuhz6mhwMiDPcvrvicrdOzzBXapT2lwSoF03WPm5n8JulLGWWuRZxsJTD2IvtTDqVVoPn6b+0UcBGN/dp3JmDb1UxKyWsRdbpH/mp4n7QzpXdpjc2aH24DnSpXWCoVTP086A0Z/5i0xv32FyLLhLPJoQnvTJjvaJbt1k2p3iHZwwaXt0r8jvjY9GTI+6jI9G5L7P+FCcAQZ3jpj2puKNpSqMj0b4nQGqrjLYGbDx9BZWxSUJBKMobSxy4W/8BGQZRtHh5K2bTHvicOwst8izXA7o7ojsL/yXtK8fUt2o4/c9lp+5jFVxBZNZqVNZrZAl2XzzFqGmRjTxZ4QJ0UFEk4juzSOKq03K509JNzAKSOOU8V6H+KTH5LBHfHgIWcbk6nvyPLOc0bdfwKhVSOMMvyP6lFOfukBlo8nW5x7H744orbWw62V02xQzSMtkuHPCtDuhtLlE+sQnAJieiIXO4uNnBewOEznwHTHTdLY2Ge2dkKW5UIlnHmn97QHxNMQ4dZrUk841DlKxNKmU8NpDFFWhf3OXeDAUXMST7jkY+py8cgWnVRVcwY+xG1Uqn/4U0SSgd6fD+GhEoVmiuNIku/kuXkc0K5U1GY8N7rUFZH74oXkIV57lWBvrRGOfzedECFk+tYJuG/KzekWiF7ry2chKIgDVT53FqJRRHOnOnY1V6URsk9LTT4nL9qUn+OYXflGKN9el9ulPkE191MmAPE1ZuLwmVu9BiFmWTb7+xEPUPvMpOXwKDuWHL1N//AHiwZAEA8IAq1KEPMe9fIk8TSmsLgjrMgwwahWsRx4DRSWNE/kcTsaYFx9Ae/RJ1IKDEksctto7In38OfSt01IYOAXU9VMolo2ZSyf14s4Ka42ISiEl8OO5k8YHtT48SL6HVntSJM40hoFFpmho61ti/Z6kUjXqGpO9DuFQxHepH6I5EhVqVVz00+exlheJj4/ZPHpRxE+axo+N/hnZeILx0lfJwwB1YUkAQdch8UOcmovfn2K6wrTyjnoEJwP6V29DnuG98B3i8RR/90BEU6qCaplMbooIa/zOddIwkhl+q0GepoT9IfkjH5X8dkC3Rf/h3dtFG5ygWzqt555C1TUab3xlrgkxCub8+Waeh3/cxa5Ygr+UTCbtMXbFkY1vZruithbRLF28mIIYwxGcJRyHori2TLIkQzNVwtGU6Ylkk6RRgvPxT7H9r/8dk8MeyTQUhlAgDrbB8QlJEDHePiQcB1i//vNEk4jK2XXBqbYPcVrSEUw7g7kIrrzWIOgNSUcjDEfwAMN1KK4vApDGGWmUMN7t0L9yE7vi4LZcDMck9mPIM/Isxz/qMNk5ZLwnsail5SrDnRNQFRmrFSziiUc0FtuSg+9cwSwVcLbWAXAWG/N0xzzL53Yv5r1r8rgtnTSMMMpFNFOnuFCisLKAZuokfsD0lvhnFRdKGLUKSnMJsySjPFXX6J+XrHaj5ApGkqRMD9qomoLpWqi6mCAaBel60ihB1RTCcUDxzCaqLh5neqVM+PabciiUbJyqg1URppREKLuYlaJ0F35IGiWUT60weuU1Ec2qktEe3L2HbhsMd06IhhMSPxTlt21gPfI4IIxDq2SjHu8J6WDQFZC7WEa1TNRZjoyia0S3bkp+yXTE93/zb6MXHBRDJ93bRS044h7BrIvOsznDUdE1lFKZrH0oLte2sC3D447EHGdjKEgUAoUieRwJOG5bKJYtDtdxTHawQ+64aIaONsOp4uYa6rgvqYiahmKZEEWY3QPyYV/cum0HxgPQDRLFIM/h0vKIJFPJUQj8+APfuz48SL6H1shXuXfisFYeUDy+QfjOW3hHPYY7Jwx3TujdOGC412d80GOy12aye8T0qEs8nsgHKA5RLVvsrI/3yHyfZDggbx+Seh5h5wRFUUFRcFcXMFpNNMuksFBDURUMx6C0sUjsx0w7Q4LhFHSZbwf9Mf7JEPfSBQ6/9Rbq2ibj/S7tN2+TJRnecR93pcngnRsABN0RensXdIPJ7jFrn35COoT9LkQB5dUanW+9THGlSdLtYZ/aoLLRotAoCaC8uiQXiqqw9dnHcH7iZ9j6vsvols7q578fRVUkzXGhCIHPwqVlCksNOZjOLUlSoWPQurRC9fIZERVeWqZ3p4uqKdibYqHS/fXfZHw0IvIi9IJFGmdYJRPVKTC414Y8JwkkX8M/ES+vo1feJY0zqfKPetS2JJ0wmgTzDTQaT0mnPnatiNMoUzi9gXP2DLpjYRQEoJ72poRDj9Jai/VPP45VcSWOuCS3AUSZrquUVyo0n3yQaBKgr28S+zHDnRPRgdw4YnI0YP+lQ8pf/Fm6L7/N4et3UFSF0X5PTCdbJcobi2jFAllrFaNYoNASYWL3rRtUN+o0HzqNf9ihtNYi9gKMsmhL3MUqysNPkh3s4LSqbHz8Au5SndqNb4sFyQ/+DJW1Gs5CjXDoUT29jLtYxa6V0B9/GqdWoLZZl+/NiA+Dd24IXXvo493dFeV2o8KpP/s5Tv3FHyeLY6ZHPbKpz6m//VdJw4hwHIiepSRxzlmS4T7zDMlU6N7RaELl7Drjo5Ewr/wA1TRwW2WmL7+Is1Bn9alzLD33GHkSE40mZJ6Icxl0xcjx6nVKp9ewG1XiwYjS6TWU7RsEJ6I5Sr0pkzs7aOtb5FYBrVQUpX3BkZwdQFEUxq++gXfrHnarjuo4TG/fYXrUxTx9mmLQJVmU7q638TjR/oHY1g/HIiwsuGKq2h/gNzawWnWshSacexDl1W+Q7O0IjuhWJegKSLdvz9TxM9ftyRh0nZO4TpiolIwpL76d0R2pREGM4dgf6N714UHyPbTW6z4XFkcYSoLiewxu7s4YW+9rAiRbXJkD2XmWzcYvEcnuNtPbd6RC88boFeGg53E8B+zyJCa8dhXz9Gkyz6O0tYKiKhQXJYtE/dQP4tRljm2VbJLqgmRsqCqKpjJ+64oAy/VlGXlECVa9TBImYqXt+agFRzqK3glZqUYSxGRRJBWqrkm+tKoy2hdKpl6roWga8YzBZrSacPlxVMfBWWoRdvvw0texGlWKi2WCmzelmt1cpXFpg+mNm2If7gsI7izUqJ1dprxWp/H04/I66Cqtj0lVWt5YYPTWNZyaK75YJRu74lA8f1own1YJKrU5G0i6IVtm6lVHLPdnr3008ediP1XXcBplAadVVTJIVhcorC6gNhfwb9yisNSgvFKhcX4Zq2RhlQsUH7xE2BGdhLtYQyuXqVw8jebY6I5FcaVJcW2B8Y27GAXJ6jYcmf/fTyMEiMcp6tVXCYY+0+6Uye4xaZyR5xmljUU0x0JzXdTAY7x9KF1KrSI6mfVF2m/eJhpPcR+6jGbqmA8+glkuMO0MSb79B+RxPNvwq7jnToE3kfTOO29IJ3H5sjyWn/qr6K7DtDMg/NYfyCH+zMOUH75MGqfotik+buUi3Vui3bGXF7GXF/Deu8XOr3xJns80JOwN6f3Wv2F4ry32++UCdq3I4NY+7toiaVm6ruJKE6PgoHz8c5JcqatY9YrgDK7N9LiPffYMxU9+EsU0UYplwS9ME82xRMwXBGJNoolQUi+6eJ/7WfI4nmfhpFMZU2ZOURhWdaEcGwsLwqwqFshzSTvM8xytWgHDIpuZYr5x4S+jptIl6kWXRDXmnzOArFiFJEavVlBti1zV0Go11IKLX1kmHU9g9vtBUUbNeRjIGLVYQrUtyFLRldgFBoGDokCQWmyumVy9PiFNMsyZDu2DWt+1g0RRFE1RlDcURfnS7N+nFEV5SVGUW4qi/Kv7YVaKomwqivL7iqK8rSjK1xVFWftD97GhKMrvKopyXVGUa7Ps9v/VLk3JKRozOnCaMu16uMt1Sis1ymsNKhtNaqcXKa81cZfq2I0KRsFCs2bWCFNhV6V+QBYE5HmGYloSGWrbaK4jM+12H7KcdOqjPvkxVMOg/tglGS3duUL9iQexygUKCzViu0zxzLo45hYsCWnSFJSXv45Tc7ErYv2tWzp5JOMt0pTCkiTOJa+9ICrkO+Ju6y7XIUuJp6KHSIOAX2j81wT3doTuqShyce/dEVv8z/wU3RuHRN0+/au3BZBu9+YBXIWzpwi6I6KhRzQJiDzJW3F+4otCRb5zj2BnF6tk03/9KoVGAff0BvE0pHZhA83UaV5YpvnYBdRKlaWnLlFea5DUl7Arkr3uri5Q2ljEPb0xM17URMRYsmfdh09ppY7bKlHcWkHVNdH7LCxgPPYk5vmL5IM+eZ5hnb/A6meepPiDP0J1a4HS1grJiXR8iqpQeeJRyHKxuckyNNvE/JGfIugOib2A0kqd8Oo71LaaQopYaFFZq1JoljDrOslgiF1xUDWFaDylUH/fmTgLI4KdfaIrbxH0JWfGuPiABHM59lxJj6Libq7iv/IyyVQYUNOj7lz0dvzaDZT1U2RhgFYsgO/L7TSh0Bq/+6/RbKE3j2YHlmrbZP6UNErnbCkUlelxgO5YaM0mqm0z3jlmuDsQB2tdJfYCpidj0fas1gWDQKjX+sOPox1uA2A1qlirS/DC16ifWcBplLEuXESvVSVXPk0hifG+/TzT23Ib1dCFiLKwQDyazK/DLIpIF9awzp2j8srvoDoF3McfE8+6LBM6dOgLRpHEuEt1lHKFPE0wtk6JmFBVMQoOqmmJ+NCxcBZqPLb762SqhpJnWOurFP0TtIJDHoZoBYe4WCcLApKLjwst3x+gGCZYNu6xBFKpBQcMCzWXAyP1PHl9N86iFgUnVdwSUXONohlj6Rm3ulWW6wnBNCaO4j9yeH0Q67vZkfyX/NFkxP8r8H/P8/ws0Af+2uz7/wD4xTzPHwb+j8Df/0O3+UXgv8/z/BLwFND+E3/Uf4IrSHQUclQktzkJE8oPP4CiqhQ3l3HXl6g8dpnKY5fRi+5MpyH0wPtzYhA6Yx4nRAdH82pFMXT0UpEsCEmCCOJQrBu+/QeYCw2ikx6VjRbh7j7kOXZdRivO7Tf50sP/LYXVBQH0bROnVmB60MZdbbHw5AP43ZHoHHRDdCHtEwoPP4yiqoQnfcyKK8aU4wB3Y3U+W9YtnTxJ+Yvt/5Z47JElKU6jTOZ5xMfHkOcUb7wsCvqZcHN8NBLr+DhjvHPM9MbtmaV+No+oBYi+/Bv4J4NZjn2Ebpv43RGV9QbTe3vCfjN0OSBWF8Q48u0rJFOfJIhQ332D+kPnANCKBYwf/knShyQPvLhYkUTEikthsUY08bEqLvWHz4OiUlxfFB+l5iKZ7ZL3TkhHI6zFFtmgR3jcYfKVL8n7Bkzu7mEWbcxSgXTQJ09iet95VZ7H0EN5+et47SGaZVDcWiUeT6me36D11GWiwyNazz5G7ZGLVDZKJFN/lk1fIPZjKltLkvB43CeNE8LBmHgylY3YsYjry4JHGDpZmmPXK8T7e+hbp+V3PV+6Hz9EMcWOJJ6GKMcHwg5a24BSWQKx7tzGrBSZHp5grkjWSTgOUHWV6e17hIft2XsUYddK8+fvnt4gOTqU/HoEQ7LOnBX8A+aODtUHzsjnaOgJRXvntrjpOhbJZAqKQjKZUv/ooxTWlmhf+jSqU8AoybUStztkswz5rN8VyxPbIbnwKFkYSRdgGOilItreHfLRgHQ0gsaCmDsuLAsjsV6RCzbPyOMEZ22J9PAA1bbJSxXUghh6GtUSWDbtjScFPN9Yh+mYVLcIi02is48wtWvotRp5EqOVikyKgqPp4y7R+gVS3QZVJWsuQ5pKR1mugu1g+EOUxgKkKWqtwe+an5fHCmCY/OLRZ8lyyHOYBgq6mnH2XAV/4uP/oYPzg1jflYNk1lX8MPCPZ/9WgE8jyYkAvwB8fvb1A8DXZl//AfDjs9s8AOh5nn8VIM/zSZ7n0z+Nx/8ntXqeQZiZaEpK7rjolo53/QaToz6Dd+/RffsW7a+/RPeFNxjd2RPsojcSrrwiTqe6I200QDyakIxFWZunKWq1JqI6UwfHRa9ViYYTlAsPM7i5S+Wxy6RBgHfrnthN9EaknTafn/x/5P51jcJyk9JaiyxKCE4GpFN/7hembZ3GLBXk7x7soViyAcQTn8KC5KFM7uyAZWOWHAqNIrrrEB0eopqCG7hPPkEeJwKAKgrEIYVGEev8BQoLMm4yiq7oV8bTWSWvYpbErVhRVREjdodiZ2KZ6AU5hBRVEVqyqmCUCozuHuB83+cY3trl+LUbRMMJR6/eZHI0ID7podeEDZdOpgS/8cuQ52RJSuXs+hwLuX+4jvc6aJceYrp/hPUxYevE715F6+wTbO+SRRHZo8+iaDqDm3tMO0PGex0mu0ekUYyz1MLZWsffPZRo1aM+mmMTjqZ42/ukUYpdrzDdO8IoFehduwtpSnB8guoWiTpdWhcWyZNUcJvTi2iGJEhG5x8V1piikGcZ5ozdZ9UrGHeuCIV4YZFCvYC11BJs5VvPY1VLZEkmWIom6m/t6U9Ip5am5HECukF2fEhhZYGo28deXiBLUl579G9TaBTRDA3TteZFjukK8aG0tYJaKlJYfH9Wn0w8CUtrSejYfeC/en4Du2KjXn5UkhX9WJhaQUhQW8FZbKBaJkm3h+ZY8nrHCQs7r0DBxahWcBbELdiqV7AXG2TeVDb2QCYAqmHA2csywjpzCXSD6OgYRTdIixX823fIVQ291cRcXibXdXLDlMRDIPU8KJZhfxtFNzAbNTFiXN6kMt5Hby3ISErVGFot2oUtzM4u28kWSq2OoktBmKOgFlyUQQ/dG3BYvgCaxiuNHyGzXfTVNfJqnbxQQgun+EtnUXSDePUsn7BfYLD6EKga6AZ/buMFbh27TGONjWbIONBxHJVwGvwRj78PYn23OpL/B/C/A+4/mwYwyPN81vOyB6zOvn4L+MLs658ASoqiNIDzwEBRlN+Yjcj+e0VRtD/ujymK8jcVRXlVUZRXk2j4J/B0/sOXoqq8eS1mEttkqGROSZTLMyFUGiVEXih2D72JiASHHtHEn2MLeZpiVqT1VzRN7Nr9gHTGXiEVzYmzUBcV7KmL6K6DOhDx3uita6RBROwFskkPRfiUGyZhdwCAubpC6aFLGKUCQX9C/70dzKKwqAh8rEaVLMmI+0OUhWWc5RZpGGNvrOLUXIL+GFQNd6VF9cwqerksgsTFFo3Lp8h74p+FIl5fo4c+zcJHHyKvNHAff4zSUhmzWZd0xFjwId2xcLbWcdZFBa/N2DPVB0X5azTrwp7RNTTbxH38sblLQPr6iyRBzLQrFZp3Iq+tomuM3rlOaWuFeDRhvNtByVKyNMeoSUcSDj0me22qF8Vwkr27hP0x3H1XEv4OjsH3CHpDVENHu/qKgKRhMqfbxp7QQBVdI3j802RpSjKeiOhN08R6JIikSCgLsGs9/qSYFN7aFcv2/X38do/i6gJWq044mlK5eBqnISaM6kt/IJ3kcgvDdfjtx/+BCD8Ng3BnF7NZh0qd1kNbqMtr6KtrBP0Jxmd+EFVXKWyu4rSqYDtoR7sUl+uzz6xC8Nabkl1SrRAOPbRKFcO1eeLdf0zjEQlI023RvKiWSXG1KTTaUhGl4LJwaYHxe3fQl5bJwoji1gorT50j6PQk58QVgWr93Crcvi50V13DLBfI0xTn9ptYly5hnT0jMQkFR6zbwwgmI0hTFF3DvnQJvbWAatvodWEWji8/B5qGsXsTo1aht/QAxkKLxK2QNRbl8DV01NAnixOU8YDk3CNMLz+LkufkVoF4YWN+vc2vZU3DWGihFkuklovV3ZOOAkDT6EQNFry7EAY8EL9GWltAKcp1W/TaUG+BZUGeszy+CcBHJr8PwP5DP0RUXSZxKyhJhDVqo5XLkKWY0z5Dowl2gcwtoyURD6/2GU9VFCXnlTeF5Rh/wD5b8F04SBRF+RGgnef5a/8Lb/J3gU8qivIG8ElgH0gBHXhu9vMngdPAX/7j7iDP85/P8/yJPM+f0M3Kf+Az+JNZTrlIs2nixzqTxCUzbNGOLDepbLQorbUoNMQew3RNobWa+hzAvn/Baa4rQidDF6oukKUpqlMg6Ul8rf3Io/i7h4SVRezNddLDA8mEn4YzanFGnr5fsShJPE9kpNqQ+1gUoC+NEgxXqspkbwe9ITGeqq7x+vpPoa+uoTtigFhYqqOoKrnjYtSrTH/6b6HMOobJJ74gArdeH7XgSpZFEFJ+6/dFi3D7OoQBi598Am3zlDi4IpuZaurCWCmVWfncMyR+iFF0SMcToqGHWq7OkxTNZh3/nStzEkMy9ec6BM3UyVNxvjVPnQbA2Nwki2MZBR0I3Tmd+qiGLrn2QSyakSxHaYhrMGmKWS0TjX3yWBwF9HoDf2efyfUbogLXpVLXTJ3iR5+Uv/UHv4VRLJD6gVBwp76817YpyYF90Wdk27fJElHFB0NfaKOqirW2TDKZyueiVMQsFSRp0fPE6qS1gFkt8aMv/R3qD4rj7XjnWPyb2oe4Dz/IePMRsuFA3vjXnhfsI01xn34GwoBoZ1sKmMNDtEoVv90jT1L87T3JFOn3JRRs0COZeJhlAam94wFZHAsgripkQQiGOT/sstaqbNymZHjkWU66LvktUX9I4fQGk5t3UWYGlZohQWpoGt1zHyO6cwfVMolOepiVInqxAHkGSUyepGSVBtHZR4j7QzGg1DSsYACmTTYeoj3wCNX+XaJHPoHRO0Q9OURzbLIgJNdFYIhuEDo1zGkfgimZZmDs3ZKcmmoFkgSlUgPTJFs7Q7a0gdnehiwlqK9BvQlJwqLZQcnl+tJjnzsLH4NSFaVcRc1iouoiuVshLtbRw7HkjQQeahywdPw2V+ynie0y5BlKHIBbxGjvoGQpK923iRorDJrniA2HptZBUyGMNS6ed0iSnNj/YLNI4LvTkXwM+DFFUe4Bv4KMtP6fQFVRFH32O2vIgUGe5wezrPbHgP/97HsDpGt5M8/zO7NO5reAx/8Un8cHuvIsY6UlgPtbe1UADNdB/8jTFNaWKD71BK0f+DTNxy5QPb9JeWsJd6UpgsSVBezNdfRGHa1URHdsVHemjK1VMIoFqNRklmrqZAe7xJ6P3dtDcUsko5E4yFbcuXpeswyx2dA1iCWLIh5Pyfa28e9tk/o+RsGa01Q1UycLI9LhQGwiSkUe8r5NdOeObGajsViQVFyUYZdkOMb9zf8RsgxzfZ3KzRfpX78rUaqVGsrMIyncP2C8fUgWRoT37jG6coP4vevSSWkK2uywnNw7IOm0Of7GK0TDCZpl0ru+LZvU4prYZfgx2sWHGe8eo7sOZqmAXnQpX9jCdE15vWaaBxyX8oMX6H/rRdHqOAZ5IG62WRC87/W1WJt1ZTb5oCsHW7WOomuyMc4qzSwM8DsDgv4YsyRK7NJaC6dZJTs6IOoP8faOMSplVENee5Bs8sLKAoqq4ncGuEsNgoMjccadie30pWWseplgd38WMlYn2j8QuvbmKqotCu7BK2+iV8r4x100tyCU2qHH9EBsdEYvvYr9e/+a6KiNXSsSdgcSrnXcJblzg6R7QjwYMTkWq/jkogSTaY4lvlEgtNqhR+pNGd7eJxpNUXUNv++ReAK+a4ZU77njCoVZVVFPxFZmur1P98YBZrmI1t6TDsQy8Xf2mXaGorcwdIliXl6FQhFfK+Ltt9HcAvF4irW1hb55inj1LBgmqeeRXX8Lc/c94olHFoRopSJm90AMTVUVDu6hn+xj33tbRpiTsWCKUURQXcZo1MmKVQrdbaG1T0aocUg2GsDKFmqlKqPYcGalEkd4tXUIAzLbxRq3yZwSJDFOPOau86AQatwWjfSYXNV49dxfQY1DlDxH8YZEVolpaRnimQo9TdEmA86oN7EmJyhpipLnkCTgT8l0E2PQRkkTvt1/EC2LMbIQx8rIUGiWU/IPFmOfrz/1gyTP87+X5/lanudbwBeBr+V5/nMI/vFTs1/7S8BvAyiK0lQU5f7j/HvAP519/Qpy+LRm//40cO1P4Sn8iaxw6pOkYOkJS7UEJRGr8/D5bzC4fof+H3wL7/U3RKV7/jzRn/1bGD/8kzg/+KPEn/4JGVtdeJQsCNAcC2otsa4+dwlzXeJbVdsWrvzOvggc+yfkowHA+4CqqmC36tj1CpULW+RJStxcxayW8bsjwqMOfrtP6vnojkX940+JaMsyUQwD/7Aj4Hi9geYNiEcTqRS7faLRFHdzleTokLDbxzvoCJumUic7acu4ZzgSMD7L0evS3dwfMfjtPtPOAL/dlcPC1KVSzDKSIGJ60GZ8NJo/jyRMZKQ1kIz0PMtROhJRa1QrEjnsFtC3zuC2RHTn1AqYrkl05S3SkfibFU5t4C7WIMuxSpZ0PCXRqRT+3F8i9iMKzZK4yZYKZKMBqedLBEBrFc0yCPePZPSiaxhFB6tWwr18CXuphXd3dyY0FTqtudjCaVYwKyXsloSUqZpCFicYn/9zAFQ2mkQTidQN3ruBUavQeeceiibGjsPb+wJMt0/Q3IKYLg4nBIfHqLpK/6335riFd9xHXdkgGvuM7x0IpXdzFbNWERp3HOPd3RMj0DCa2fJkGO0dIVloGlmcCD43+3nU7RN54Vw0mme52OB7kXR+cUxmu0RehFUtwkyDcf/AN2oV0uNjUWobBtFwMo9TmK9gSnLjGmtXfkc6ytnnBcMAw8Q4vEt6eEDQHRD3h+SjgYgaJ56A1IMuRBFKqUy0f0B20pZc9amwoNRGE7KMXFFRTp1H7eyjTgbge9IBe3J4Kt0jiGciP02HJIbd25TuvAZ5hppEaO091H4b0hQj8VnOdiEOGZlNyv17KNMxH3nzH6J3D9DHXdB03JO7xLpFOhrJ381SSBPKnVto/TaEPsSRdF6qKrebjDAObvNg6xA99gl0F8fMmIYy3tI0qCw2PvD963tJR/JfA/+Voii3EMzkn8y+/yngPUVRbgCLwP8FIM/zFBlr/b6iKO8ACvCP/rQf9Ae1siTlqJNjqCkNZ4oaBbKJT33iaUjsBfgnQ/yjDuGNG5S/8auYu++h3r2O/drvEx130A/uknpTmdfer7TiCMpVyYJOUhRdDgzddcinnlA2XRerLJiH7lhY66voxQLGAw+RpynGyT5Gs07khTLD90MUXZtnoph1wQxECxKI7qXWRMlk/KIa7x9S2qWHyMOIeBqK6jrLyY/3hYNvGwTdgahy84x8eQOtKPRV1bZJo3jugpyGElOrzR6DqLx9VE2ZeSIZGI6B05KKX7dNYQwdHUlXZJkYS4uQ5/hvvC4YQJZTaBQxXZN4MmVy7wCAyeOfo7C6IBYVRUfccw0xHcy/9qX5qCrxfOxmVaKOAaPowK2r6I41U/4rWDMmkt2okge+gNZpShJEZEk2/7dmm+iNBnqlTDLx5mNM69ab6AUHd3WBNIzED+uoi2oYYjuzMiNCDKdi0jiekkWSQ6PqGn5ngObYwrxSFXEc8CLJBkcEkEarIdYhp07PCQVJEM0DrzRTl0OyfYhVrwh+MCM8pH4ows4wQjO0eW6KZurz90R3LNJgVnnPAPBg8bS8t3mO4Rii15gVRfcPp/smlHLB5ET7B8SDMfHONmapAG4JzTLxr14nufUe6eGBWJJMQ3lds0zSGcOIpL5EOhyAZYsNSRiRByHp1JeuIsuJ1i/I53va55WFz5ONRzD1JEJhRidWdIPwzh3pCrKUrCV58OloRNbtiIfcZEQ+HklyIWBEHu60QxYENLwd9O4BBD5J5wQCH2U6JiuUUcd9Kr275JGYYzLLdFfHffA9ObBSITygGyjjoYzyph7Lo/dQ44BeXEdXM0ZTFT+S7b5c/4/MRj7P86/nef4js6/v5Hn+VJ7nZ/M8/+k8z8PZ938tz/NzeZ6fz/P8r9///uxnX83z/OE8zx/K8/wv53n+waNIf0pLMwwZ1Sg5ppagTiX3WlGU94V8QBYlkm3ROSG6d49wd5/ouEMy8Yj390gmnjBbtrfJ4phsf4f03h2y8ZDguCPsoVnEaR4G5KunUC8/SuXCFrEfUdpcJl9cJx5PSN69IofD7ZsoM8quWZsJFy0Tq15hev1d9Meflo5kVpmapQK9jcdRvJGYzLUacyW60j9B0bX5ppTnGclgKAZz5zeJJz5prwuKitJro114kNLGIkrBnY/SrHpFmE7NCtaCWHmXLpwmTzNKy1Vxy11fxV2qY37uR0iGI9zlJlbJxts5xKyWhSWjCwg83j6idPEs6dSnemELu1aSpLvxFKNgUbr6LcyVFeLuQGiys4yQNErw9ttCWU5SETd+/PvQWgtorkNhdQn/7g72YlNm+xUX98JZqXI/9SNER8ckE29uUaLqKlkU4e/si7GmZaGW5KK3ayWK64uE29sYLdFc5FmO8+zHCYceWRAQDEPBltKUNEpxt9ZFGBdGKLpBYaY8zyJh7hmlInatJI7Sb7wkHUWSojZaQlse9DFK95lc6hxQLq81xORzMMR+6GHJ5bAM3Avn5HA7f3rO9jIKwm4rLlYwqyUqp1bkb4YRmS6hU8bCAvbJDppjYZYcKhtN/OMuUX8o5oOzz0sSJqCoMlZUFeLRhDzPmO4dYVZLEIWY9QqD2/sMb2yTjEYCvM9sYhTDmNG+DRKrSHDYJly/SHp0OL8O8yQlCwOi42PMrlB69UmPp67+D6KCHw0JjyXvA0VBcRzG20dysKga6uE2WDZRf0jS7ZH5U3JvTNLrEx21wXbQwwnkGdlkghGMSPd2yace8Xgih8NoiNrZJx/00fwxeZaTTT2wbNJuh7x3IkWgqgm3t1CU2009SWxMU+zjO+jDE/zEQFVgpRbz3r2MMMwplBw+6PW91JH8//UyHYutZRk1+IkFUShVnS1Anz67yAzXFjsGw5AOY1ahqYYxB32zOCaZaUmyOBZqYpIIxhHMgLYskwTDxgbqZID6kWcwHBNrdQXleJdo6BEPxiiWSTIRcNV0LfRabX57rVSUg61YQzX12ePQsZo16ndfhjBAr5RQl1YxykWsZo3kcB+tUp07zt6v3tViCf3Jj8nhEiegKqSdNrlmYJ07B4qKs7KIs1DD2liXEd9CE3V5TWy7B6KzKG0uYRQdOk9+XsSCX/0SimEIc6dWJBxOiMee3H+/TzIci65mdRPyDOPBR9ALFnkuTq9mSUgK4c6uvK5+OGfDxb5syNrMkTnxQ9R+m8n5p9DLJfSlZUmPdAuYtQpWowaGBaqK1b5HNktcdLY2cRplYZtlGfF4Sp5n5IEv9NVKmcLqAvbly3LA6gbRLEQpev1VMT8cyIYzurVLFsUCzs+cjBXLRHEkoyXPcqKxdCt6ozFzSVAkCVBX0Uyd+PYt1KMdCaoqFtBcF71goVomiq5RPrcpuqUkhdnhoqiq+EfpGumlj6CaOoWlBmbFFWp2vYzeqGM0qhilAmQZSpYK9hQGMOqjFxzsxSalzWUSX4gfaBpmsz7r2oT5ZVbcufecZkt3FY8mEPjo5RLB0CcaC5NRmRVgiqKiFCUTxmgIqB2Pp8SmSzKezEazuvh7hZEUZIe74roQhaT9vhwysdxOdQrkhRJoGuFopjowLaKDA9AN0iAi9UPpVNJU4rDHHnm5jpLETF3RLuWaTjKezKOB0Q3yNCXtdcmTmNy0UQxdrt9yk2zqy+EURZLsmGVkVkFeQ4S5qZimHCq+R8MakaQKZTvia7/5GoNRgm78seTW/6D14UHyPbJMx6JoJShKzm6/ALnYj6iGgVkuYLg2zlILa6klo4eSUEZV00QrOMJSQVhMeZrOQniyeZcAMj67v3llcQKahrtzhWT7Hlx9XbIyVIXM84QaG0qGNVlO2BtKpOgMmL8ftqXoGmZ3X3QGho7h2piLi+QnYrGtFUtMl8/jbG1irq+L7uSUjAxUQ5hJiiG6FrXf/iN2MKnnoU5HJMunyIMpwWd+GmtjHf+iCAP1Rh18D73oMt4+xKqVcB55FKPg0Hrx10nDCO/gBKPZJPUD3PWleZ5LHgSknkc0EFddpX8iyu3xQJwCkhT7fhxwEBINRhLvO5Yo4mgSkCWZjLKSFMMVCnR89w6F176K2mhBsSwJh0GIsbGJtbkBYYCqaSR3RKWsFwvgOBTWVwSwn41gsigRHKHcQHULhN//RZh6aEWhvSaej+HahP0hmqkTzQRmfl/yyg3HmLGfMvSlZSiWicfTGRU3wVluiQFhlKDbxpxmbrgO0XAsQjwQMVwQYFXFfkMzdEaf+Vmy2aiOniRZ5llGenQo3dX119AsE2tjncL6MtZCc55HHncHoKiohoE2PBEzx4k3L0zM8xcxl5fJknSOr2QPPikF0ozEYdalmDFKRVGFpymxF5AnsXRTieTeqLb9voZI14hXzggt/iPPkWkWSRDhdu6Q3f+cqyqa65IFgXSd3pTo/KOQiMVPnueQzpT5bhG/sTFz502FQZYmJBPpFPJUjByzGXaSxdLFBrUVyHO+fPCYdFmmK1RlRZEux3akW5nZvE9qm/Oicb/+8CzrJyVPUoLGBuS5aFqiSMZ0eQZ2QTqUKMRQYsJERVcTPvuFJ3jvrX1EtvfBrg8Pku+RpWoaqpKjqwnrtSno+pziabfqwlIqOOhbZ4QbP8ufzlPJO9BKok7WZhnmiq5JVW3bklWtC12YGV32fn51fPsmYfuEqC15EVkQzD/EaRihukU0V1x1Sz/2efyD43m6YnTSwygXSYtVQLLBixfPkU09kn5/DqBaXhcsm2zQn0WAimLaLBWIBmP0eoOsfQjjEXk663QCSfrL3Arpt36PdDAk/Wf/kKTbw7n1OuE4INzdx7t6HdXQ55boaW2BLI4ZvHlN5uV9j3RLDq7UEysPo1Qg7vaIRxOiSSBstYMDjGaT6M4dUUoHEcXnnsOoVWaVaIK10BBjxhm7TTPldU+jhMLWmugqOj2x4DBMGHTJ05TgqEPW7wpWNfMUExDcQbv8GL1vvMDk7p6M7MJI/r4vzgPKzi2iozbqr/1jpjduSkeoKqCqIrJTFOxaiSSIMIsmqiY/00wdq14RunW1RXzjXaLxlPLmstCxP/FD0mUlKeW1JoCMo5bl63Q8wXjgIYLjE7FHX15GK5exFpoUfuvn57qQPH0fAI8HQ8ytLZJuD1XTyNbOoNcb6I0603aPpNMmnvqE3T5Go0reOZK/G0XkM0V21jkinczeyyhBLVfJvi0aCkVVUBeWiYcjiat99jPE/eH7KYgz8oBm6miGKgmgRbE10WwL4/bb+O0+ystfZ694EfIcZSp/SzyqMlTbkuJGl6x1473X3/85oOjG3A4m0R1hUhkaeRCANxECgy4EAc22ZzoWGQurho5zdIvMtPnp4u/I80ml+1YdCQRDN+YOwGrBRcnl0MiiiI3978hjmHWBoTWzQ5m5B4s/XCYHysy8cZo5tAcaQWJSKas88NjaHynWPqj14UHyPbKSMCbJFHQlpW4OwS5I+65p6KUiqm2TDMdkxwfEvQHJcEyepPO0tMz3ZeOZ+SFp9vuKYdW2UTRdKJWWKYdWwYE8J+oPSWNJLQz7Y9SCKyZ1rszg0XSMRl1Cgl75tlS7JXE9jceeHF6dfamUkhjFsohOREOQVVtSJd69TnjnDtPtffRqhbxzSORFGCV3Xt0lPTl4siRFKUiVplomuW5I1xDHklt+W3JTIi8i7A8J++O5WNLvDNB2b83HImZDKlfl2uuYjRreURezVKBweks0D6EYSbpLDdKpj1KuzMWbeZaTz14nRVUEXN84RRpn2MuL5FmGU3OJTnqCYVXr6LZJFou9fdY5IhuPpHsZT4mOO8Q33iXt92c56JGMJicD/O6IaUeotmkQYbfq8jroBuH+gaQYHpyQBhF5nKAYJma5iNmsi2bCsSRmuGzNcAnpju5bdeS3r+MfdVB1DfvUhsQJpxGJ56PbJu7G8vujSdvGalTl8aniIzYX2zku+to60WA0C0czUIrFuYmooiqCE8xwGnXQYXLlOnG7Q+wFcjgVC+JgvHWGPJJRrGqajJcukY4nJP0BqSeUYc3UibYeIOwNhWgws0rxDkS0agzaRKMJRtHBKMl4J+t2hHlXdGSsO5kK7mPbRIdHxJ5PcNzFUSVzBk2oxHmcyBRgNmbSHQutWiFud8C00RpCDr3/mjL1KHZuQZpgFm1Sb0qexBjFApntSoR1pSTXkDkLuqoUYdgnMyz0SU9YlJEnXZNlS6cwG2eqbgGKZdyTu6T+TH0/Eodi6Z4USu2bQqIIfZRSmVyTa58wALcMhsHOsM7OXkh7bJGm0GzcV1h8sOvDg+R7ZHnDEXmuoJJhKz5JsSaspGJBNjlDdBrZZEIaBKTBfQfafN42q7Y1M4xT5iFXeZahlcsiwFpqSYdiSiwqikLi+SiKgnn2nIwScglyMsuyQZDEKCsbAqzvt6VKKxfFKdULhAV2sDc3ioyPjojHHqkfkthFoXweHJFMPIlTXVknD4J50FOeZSK+mkzJRwOpqAyTLBYHVO3grozhVJXYj5gcDcgbS8R+LMB8GBENJ+iWTjT28W/fmbsAaAVHMj56fZQnnyP2AgpLQn1UFFUEiqUCzkMPkszcARI/mM+rla5Yt6mWie7YMHML6Hzy58iznMJSg3SmOicO58JGgKTbE3W/JmPEeOwRHJ8QnfQIx4E8xsGIZPsu4VjwlvvvpbF1SrpRVSHsCcU0GE6lu4hCMC3ss2dQmwtYa2tkSYpZLVFcrFD9yENizhlnTLf3KSw1iGcHru5YpP0+9mMfQZk50BqlgqTrWaIdyuMY/ewF0QRde4t4GqLaFpnngeMSrZ6dmy4qlgmG+X7xUnBk1NhsShV9fIg/s9GJ/ZgsSnDOnJYY2cbK+5/PSpli5xbJ1BeMaDSZxwuTZ/ON3SpLBLXfm2AstMg7h6RRgt2oYlTKpFOfdDyhsFDDaVbIYxk15VmOYlvEo8k8x2ahd2MupFUtc85sSybT+XNJ18+Sej5pqSbaJk1DaYh7QB6GqL6ME61aSa5RRcVcXiYp1jAqZbTlmTmHYaKVivKYw4DYKqEks+s1CdFbTelgAaKQvFhFbS6QuWXUwHt/jBgG6M0mSqWGYhio3ghMW2K5V86gxCGKpgstutwQLZQdUSjofOulCUkKjq184IaN8OFB8j2zsiRFVzMUcrQ8IXQbmCUHrVwm7PTIw0hmrmEk8/PZ2EudCbQURUGtVOXQUFS0Rkv8sQwDpSaWFurisgCKhiG27rYtlatpkPe7wtA6PJzRhAXMzKYememgFZw5bVi1LZLBUCr6UnEGWMcCUo4mwmgKI4yh4CTRLI0t8UMBAWcV7v2OIC6J023cOZkLDAGUcpW0NxP5zdTb0SQQC4s4JU8zcQEOpYPKklScjZED1t8/wijMLLzvXBW8oFRkeucemiP+T/ZiA+JI8rUDf8ZqSmahQy7peILqOHMGHMDCi79OluboBQfdkb+b+b4whwDNMgRcHU2kS0lS8lxA7mi2mYFoJqQjFMPJ+4FW/CHgNJ6GQoFNMnTXkbGj7ZD7vmw+pTKJH6JZJnajLHTq2VzeOx5gLi1KZR4lqKYu3VsUELl1VMsUl96DI9mo6xXSYFZMxAlRX6KTVacgbL9CCfPeNRRVJZ76KKZJ3u+hmua8g7rvJ6WoCnFPkhTl/cgE+C5KZK3y2rdQnPfZQ+rJ4dziJPXFEdhu1TFvv4PuOhI2paniWh0lxGcelngEVcFoNeW6CAKyKJJ0zuX7IWLJvGMSEoJ89oxhW0wbo1kHOlPVCwPNRNENcs0gzzOG9dMw6KIYOv3TT80sVhKh3s46/SyOwbKJzz6EkqXotRrx0ikZQZsWWrmM2hA3iMAsCSZiGOSqDssb82sCIHWKZMUqahJxX0F4fzyWrp0mL1Vnr3VKZrsQRaSmC2kizyVNRVRpuyw6PTZWNL7v2SJJkqNrkMz2jg9yfXiQfA8tQ8vIUcgUDSMcC01VUQmHE6LZKCsNI7I0nVcVmmNJ/odtky5vopTKApjP+Oz3jRPRNLEyT9O5/Qj1hbnR4/jdW9i1EmF3QJ7L5q9qklKo+pP5+EgvumRTf8ZeylEM8/3HFSfk+R+yVpnx5tMwlvkv4rqqOgVJ5wtEnNaunhe2jx9iVlwJtFJU6VCiCN110CpVCTRKc4x711G0PzTnVRTMcmEGGvtzzcX9Kly1TMLdfXTbFDxoOJkHAmVhRLy3R+wJGyYaT4mngqUEK+dFV5Dn+N2RZEEAwfbunPqrzUD2zPNkE88yjJJLFiXyWCzpEDVDl7FXEM3GQGKomPghmqFiOOIvppo60d6eEBqCAHI5sBRVEZvxGT4wefcmBD7x7VukUULQHRANPSbv3pSRlaUT+5EchIYhAs0ZgSK68R7WuI1Zr0mn2B2hmibm2XNy6OzeI0/SOaECXRftjuWSDQeopk488VEsWzLbLZM8y0jGEzBNkvaxmChOfVGtz7zP9GJBqOSqQnDQRqk2hEV23BHWUZaJuSGIY2+lRNLrYi8vzh///Q1XfeN51IIrJIfxZF6s5FkugkN9ljioiPtBFghJQncs6UQmIxltxZF0I4AyY51pM4Be70iKohVPyMbyGlWPrpMMB7PXxQBTPv+Kos6tSjRvAKqCsX9L8oBsV6J4ux0Uw8DTKqLbUVQSq4gy6svha5lgGKhJJAJEbywdn6ah2BZYNlq/jRIFM8dvjXSWi2JvX5FrQdclbdQbgG5gEVB1E2pOSJLkZBnE4X1Lww9ufXiQfI8sw7HRVTlIQmyMcU+YMCNRaieeBOqkfig6hGwmXsvymTOrhhJH5J4IEZU0mVMfs5M2WDZJt0sWyKgiT1K2T38Gw5VDyO8MKGyuzg0gw6Enm8rs4vU7AzTLQHMFIL8PcKaD/twOJE/TmRJ5BvpPPZnpqwp6sTDDEGIoV0XMl6aS0JiMJTdb13AWGuSFEqplEnflIDKbdfLWMu5SHcMxyEZDCfjSVPGsKtpolvg23Xf/dWqudDymjtFqkMXiGBv0BVxVZvRj/7hLGoREngjSwnEoB5xtYl1/CYBkPCEaT+cjr3AwllyU7oioN5QUxcmUeDZG0QoOqqlLpzQLRNKLs4MrTjBdGSNlSQozrMWuCQvPqpaIBmOxnPHF00vRNXm+hi40124b/0RGXv5RB/KcsD9mcjyUzgqEJm4JtVQrFrAqRdIgQtU0uf/JEO3UWcKhMPQUyyQv12UkNSNb6I54gWEY8vMZ20cEljEYJsloItYgQNgfQpoSD8biUxVJp3g/n0NvLYhPma5J4ubqBdI4JTgZwIwgkqyewSjKIZKOJ6STKWpzQXCvcSCbqanj7x6Kl1W9Qtg+IQ1j6b41SaeM+0O0chl9Fg6WBeJG4DTKWK26WJdEkZiDxvEsorYgTLD7FPcoQi8VcXpi1aLYNhzcI+4ORIPklMgLRRI/QHMdYWv1eyhpTDaZSNFULJG4FdLJmHQwRHFL5Cgkrnj+TQtNuT4B1XEEG50MBCsJA9JCeVYsuuRumezoQMwoVYW8UCIxpfDKuh1R1RuGgO3BVMgDeYqtpxhaRq8X4IcQTMM/6hDwAawPD5LvkeXOMI041xnFJZTAEzv20YgsEQuQOa0XyHPRi6RBINzyIEA92Cbt96WVH3RAUckmY9LRGApFAebDaF6Nr3Tfxl5syKgqiMX2ejZ2SYJYDAnjmKCxIYpn10FttIg9XzQchgQpqYZOlmRzJo9qGliNKnkYkPq+ZIloEvak2ja5aaGZxlyBXh5sY2xuYdSrGBcfICk10ByL1PMFTLz0CJnt4j7+GMWlKnmWzUOlFE3DrJZRNY3iuVOijyhIPrqiaaiaBqcvoRecuROx7liywdomsRfMHn8qgUIzZ16zXCRud2RW7vlEXjQH4RM/JI0lX8U/GaBoKonnz2xYhPljlIrSndRrwqBaXxUwPUoEEC+JFgJVpbyxIAC4KZTZNJQuLAsjsVyZWauQ5cTTkOj4WEZGJXHcBWE4SfaHhtUS4L+4LNbpeqOJuyGUWs2xyGLRJ8T1ZenEEknXS999W76edUDm6so86EpzXbTQQ60IHpFnmWSCzwwAVV0jnvhk45EA7bZocYprkhyoagreA8/KwahppGFEotukUSrCW1Mqb33QxlpbRq9UiUcT6Rjv3RWwPkrBMLErDkF/zJ3l5zA3NueHp14qSredpEKprdQxqqU59mMuL2OvLqGff4A8iqTDKZZnYLwFmi7amsVVGUnZDvriIqo/RnVdFLtAOhoRT33QdYLaCqlbFdftxcW5XUmuzZT5Ux+KZYJCgywIZTxYbVLIxoKTaBpTvTTvetViiaxQFtV6lkkAnF2WA6bg4jc2RHMyA9+jcovEkAMs830y0xaRolsU/UqekysqupoRpyovfeVVRuOUwPuPw7Txw/XHLN3QiVOVNNPYHpQgTYgmgYgIZzhAlmTvdyCKgGZ5kpIGoYCjo9GMk66STyYC0PtyeGS2O+efKwUX1dAx2juoDz0xZ9wk3Z4A4LMZ6v3MgmFxee6We/fBnyANY/yP/gCKqs7ZT/c1KvmsyjYuPSissomHWSnNq1y1tYgykTFENsNi1NBncP5ZtGKJsLWJNh3JvDqVkUFmFdCGoleonN8UfYBtzKsqvVgQAsHSKoW1JRGttRoz80kTtXuIeeYs2mwmb9UrpJ6PcZ8aWhJiwXzEoSqYiy2yMMJYXSObdSLqjAmXJfftNmRjN0uFWbCWhIuprouxvDx/vpqpE595GN02JWzq8jnMZh3DFRdba+l9RhCG0Eythcb7GM6sAxXgOSPqiQtwUqrPDy/xFptZqywtk2cZ5c9+VlhyrRWMhRaaaczp4e21xzG2r7/vQbYoyv08z1FOnSPPcoaP/4B8OO9HuU6GTM8/id6ozymwWZygmCKYzVPB8FRDyBxpEGGf2pqNlRQK7dvzGX6e5bjdbQHhkxRsR97PYU80EbXGTEsSEHYHpLNAKrJsnvi4NnmXF879TcEXHQvFceZYGqoiFbkrB3aeprC6idZaICuURG+RZQQLp+YFSa4boCqMly6g2DZxc1XcrtOUbO0M6Dp5PPuMazrPh8+IC6+qEp95UCJuLZukWJvhFBm54zK2m/NrKiovYEdjsQ/SdZx0FjCVpSJGNEzx7ZpZt4DQ6jEsDgtn5X5m4+PUsPGNGakmSeX3dUMOEwBNI0UjzVWGgcmnf+oZhsOYJI7/o8kj+XD9/6w0TQkSnSjTJTdA02dCK580FhGUmOWlqKaBOtsU7ouVUFXBJ2aHQp4mczaNomtiAqmoc+ttxTDAn6Ie75JnGWbRmYVezRxl7fftJBbvfEc8mcZTNr/x80J9fenfyUhEUYUNE8vmmkw8EbcNujKq8KUSY5ZsR+CT9bukkQDAiiYbUuX1f0e4f4B19x3U3pFYZxs6eRKj370OU4/o1k38g2OUSm3+WpDnpH6I5roE77w937QmN+/KeKdcJDk6BEURNfjMOTZLU3FGdh1J0XNkgzUced6cvoRmW1AUxblm6pL7MFv3D19FVXGWW6imeEiJ4toQCqehkzWW5PW8/ur74yxNQ92QEDDVMhlcvS2YlGUT3bs7pxorqjLPzoi82SGnqXMNjr5/e64JMFzpIhRFYfT6W3LYv/iC4Daqhnd9xlKaPe7FN74ko8dZgRC0tuYi1twqkEYJ1Xe/RRrFogvq9WEywh4corSWRYWfCvNOqTcxSi6KJjYqRk3GNokfMr1x832zxaM9sQ4JBCRXA48knBEbHFdwmThhur1P5hRRTWPGSJRDRDM1CIWpB5CpGs/c+Scy3qyWSEdSgOgFSyi1wz753GQyhcMd0uNjuHUVEDcIc3gkXXIUkVmO0H0VRSx5xl04OQJNo986P3/tFF2DNOEZ51UJu3IsjLtXZcRXqZFpgs3cx3P8vDA/XI1ghBH76PEUTAszns41YQRTlCiQa7lYFh+8JBCmXp6x4t2YUZalS7QHh/QQa3pF12aHkyEdjWGS6SYJBn6sMZpqLC+auEUd3Xif0PJBrQ8Pku+RlaUpcaqS5SqNpjWvKrIZ6Jln2fzr+7oGGSOJyFCZAdSqoc8+8KpcELPvKUksVfssX+K+NiDt9SDL55uMaupSpc8cfVVDh6lgImkYz3GLuNeXSNpZzgf8f9v782DbsvQuDPx9a609nelOb8x8OdRcKtWkqpQaSSCBJGQxWAIsHMJYjbpxi24bG8J0YKAjMO62I4xNY9zY4FAj2QpLDd0hwGChAVlSo5YQslKlKtWkGrJyqPfyTXc69wx7Wmt9/ce39jr3ZmVVJryX+e6rt34RL969555hnX322Wut7/sNcnF1oaFs9/dlBTcolJUSY8L5MXwteRNgqYt7k8MvlrDrWrbtnTDUVCaTmg9fJFe3aI6WgFJxJQ4gKJML2FWNNliFtPOViMKmE3Dbwd18WSac3ESlv6qqsJK2UEa+CjqINdX6RB67f0s0C1UWRV7yXilqHfRMJhuVS9+Iuw5YiAMAdQ3Yc3QEAIDu1h3ZZQVrlW6xhm16IOSjDDkyw+rdh0UESHpC3jrksxH8chGsZpSUDbW4GrRHC7D3IgI8OYFqhUSgskyYfFrDHR7GnQwAFMc3gbDDUzeEcs3LJbz1ouauW6BvoQ5vwxdCbACLc4LdvSJ9sTwDlQX0WHa/3jp0ofQGANz36FfNZmIJLDVlNFjrSNQYFO0qM3KehPNZZxroujARKazLHfDJsXxmowp+XYO09OfUqIIPfRAOzCe/WsHVNfxqHYkNanEkO/fewueSBWP6Wmi1i2MhUSiNnVshFVxryUJhRlkfQTkrO6TgBMBZDt2vo6BxMC4lI4s31dYgb4V+bQyIfaTic9cJU0trcCY7EnI2srCy5iTY/QSBY7PCsh8JW8tkgBe3CvThOXQGzwqtVVCKUeTAqNLRxv9+Ik0k5wSr4wXmaw3rFSZjBTfZihdvQHKsB70I+0A9nU6QX7ksF8zZFGo6EZ45EWgcqKjbWzAXLgBdI5nUZQluG1ldVyN0+4dg22Py1idBmVAZmRnVhW0UF3ehJ2PweoXq4rbEvr68L7XdWwdoF7ITGMpuZHRMWGxu3YXa3g0XkyXMdIJ20aK7K1kkwyqRtEY73oNbrdAv1nDLhQjLmhb55YtSK3Yu1uNXdxfA4kR0F4H+6/seajpDv6qxvn0EeI/1wRJ6XIGefCt8b1HfuIV2vpQylHXSO2HG6G1Pwdd1oJdqlFuSyW1feA7Pfcu/i/aLN5A/JkaDGE+jN5UpDIppierCFuy7P4T88kXkuzvSd9nfR3/njphU3r0J23RoD45l4jcaq5fvQt16KRpdrvZX6FfiBNwv1ij2ttE/9znoyRhuuUC/XMG24magc7m4zj7wXrjjOaoL2yCtMH7rk2KL0vQ4uXEEbx1Wd+ZYvbwPHN5Bc7SErgroyRimKsVOvhqF0CwNXH9e3JyVQnf9urgz1+tYxuvXtZRJ9++AbCu+YdbCVCXWs8fEQXp7CnXtabh3vF80HE0fo5ABANainS/FviQzsXSTT0fSV2hkp9GvGqjVCfJdUWpnowq6yMRCZr0SjVCRYevkOvqDQ5SXL8BcfRx90IAUF3ahn3yLWP0shc4NL2LD7nAOuxC7/mx3B/7gLvRsBlc3aEa76JdrmG4FHk3hDw9gTxZw4xnUzRekrDabIZsJU8osDpCtD5Ht7qA/PJbzFJK3rsZj6MkU6DsUJN83PZuBVnMob6FsKyp2MNSFS+BiJD54zRo820GzdQUwBqoLThO2h1keibPBeCK7n9UJxlkNeCc9nK4VyvJ6BT+aoStnqH2J/WOFWeVR5ozJiFCUmwXR/cKDSEh8goh+kYg+RUSfJKI/E27fJaKfI6LPhf93XvG4ryciS0Tfe+q2/yI8x6eJ6P9Bb4SJzJsE23a4ve9hvUKRA+30Uigz+Y3zb7j4Dlt7hAlDZUbU63uX4B97C5gZ9rG3gJsWfPEqXnrm+wBm6CeeFjpi14GvPgm/I1bkvu2gt7eE2bK9JT2OnS3RnEwmgHMoLl8M0bBCr7V1C9va6A0FINbfbSuiL3vlqdBH6aGefKvUvFc1XN1sSkNaSw152HWFXgr3PZr3/y4xHMwLcTgFYFsLH0oyw+uS0eBWmCh93cv7b3ro8Qj+uc+IpmFVC4tqJg1ZVeRCO33n+0OJRkW2GWUZ+qM53vZLf0sMHgNRAFpKEKQUlFHIpxWqa1fgTAk12xbvL0BIEss18r0d2MOD2EcykzGKaYl+1ciODbLrkD6BB9fS+Dbvfq8o0bd3wL30yjjU+wFpbLcvSQ785APvlVLcu96PfFKKn9OJHAvXiSOxPTgMAkcFdfUash1p0vOFy1JeywzswYEQAzKDfrlGX3egLIN3LP93VspEfQ86PkR2cU8ubrMJZp/954AiFNeuAscHUH0rPmFO/LFkZ+GD7Y/sQnRuwupeobq8B/IuWOiHUtf8CPqt75Dd1t62qNfHlSwyrIcpc2TXPwu3qpE/+RSO3/XN8F0P7lqYa0/g6KkPS2+w7eS1gwedrVu4upHy4mQCDueb763sHrwXxuPJIXzXwa1qtNNL8LVcsHHlGsy2lO6oraEXR6BcejboO1C9AjU11HgiYXJdi5FdgHb2QJeuAm0L1TegwaQRQPPE18Dnhajr+w6H1z6I+fiqTDS2jZb1aBv4J98ODowvdB1GKphT7l4QMaOWrJdm6wp6U+GkrTAZMXLj4BnIMyD/aphIAFgAf46Z3wPgdwD494joPQD+AoCfZ+Z3APj58DsAIGSx/1UA//TUbd8ESVt8P4D3QuJ2v/XNehNvBA6PejADW2MPT3pTbskk2GiTxeBDyUPovsws5RRSErbjPbrRjliWMOPqYeCYayPlA+dgx1topsHfqLewB4dygQ+cf7AX3cTQ9Au27976aNrIniM/f5gUTkPXyzjmdu9aVLIPqvZhpeqUiaWioWnInlEs94U6mhn40TTen1/xeJVloncxZ09nVY3QHx7HcQmjqoQej4JupYG+/pwcg9D4ByA59c6hPziMTqwuWGiw50h3VUaDe4tifht+MZdj5b1c0NjHshp7lsZvHtTjniP1dCgnDe8LAH7l0r8pq/Ogdh78rCjL4/Fv7kqJEZ0EoKn9m0KNDjuI6K7s/YZEMIw7MJvs7KLEMgeigZpMYs/t9PsEybk3lJ64WUuPLZTGeC1GkWoyhTs8gDq8LT5vevMZieYoizu6IVdG+kA7MpGEcqfKjFi57z0u+pnxOMQpbI6VygxQ1zKmtkHeSwmNewvkBXZe/I14jgLBnZhUJEmAKDphc/jfWJlUiH1gTknMQV3I4goA6gtPbz4zZ8XQcXDUdk7KSuG7JueDQ+Ya6VkEzQd5mdQHsaHpVpJ0GPBF/ySm9V0p6TFvduXewRVj8NBMHzRbJPHVYI5j67MRtOuQaY9JGT43JhBhcx25j3gQCYk3mfkj4ecFgE8DeBzA9wD40XC3HwXwh0497N8H8PcB3Dn9VABKADmAAkAG4PYbOfY3EtO9HdhediSXpzXK5d140chGBUyZQedZNFtk5+CWa/R396UPcTwHju7Cvfg8XNth9MVPSl37zk3oj/+aWFu/8HmhCrcdsi9+DnfGb4HKDeyqRv3ybdGqrFbw1kv068v7QDkC5Tm6w6NwsRedRpwgDsW+XRnxWBoM85RR4Bc+G/ssxfMfl/CrgWlV5uID5RwyJ9GnxW5Y6RWS8c6f+AjUltArT/beCl0V0qsIkw7p8FxbUzEM3J7J3yEXebCX0KdRBV3Kbsns7IDf/QGoPBdl+Re/CFVVUexm6xbN/rEo44NKvrlxC/XdY6Br4HpZDXNQWK9euglcfx7tdcm06JaNMJ9IVv92uY40Z8pMDNg6zW6SYCwFtmJL/82f+K9lPPVKaLSeoTN5r6Jiz3By/QCUZTj+yMeRjSrYG9cxurwjlvgQrUc+lonIhV0klEL/3OfkwseMvphAlzmykZhEYvcSsqDOBwDuOuhMbUp/gQbsjo5gDw4Ba2GXa/ig97C3b6O5cQv25o34GQw2JN4xaGsnEhKU2YRY0ZNv3VyAvcfoyh7s8Rz59c/K65pM6O7Wyy4m19KIX69ApFC/8CJGn/gVcRKua7gXn4cNwsdh0lKZiSFopAjQBv2du6DMwJ4soEJjW1clqJce39AEv0NXZeJ0DqZfywLLZHLhbmp0dw5CqdTHsDj0bZhYemTdGlgtoU5Czk7XwOsM6Fp4ZWBe/Iz0akIT/f13/ykmNz8TPwfSOpbNshufh2okFgKksHKjM707Dor5opmjWt7BpeIAO6MWndVYiQPNV5+NPBE9DeDrAPwagMvMPCTM3IKkIYKIHgfwhwH87dOPZeZfhcTz3gz/fpaZP/1lXucHiehZInrWdvM34q3cM/KqwPZODmagMj1Uuz6VCidNVjVciPRmRTI0jrnv4esarpZaO5aS4ubrNdxqLSrYxTLaUPuTY+w1N6ALEQnGXsxarMddI+UYePnyuroNzeUsiBEVdCZNb52buGOiEMI17BIoNKT94kREdUNIF5GUwpxD1Z1AjUWERoqAXL7wNnxhueugfR/ZU6R1TCUEIFTTuoGZTuT4hNWrWyyFWZbnUWGO8QR6dRLt9V3dgvIiiANlcrBBuDdclG0tgkU4B9+7QEjgaNAYtQWdqPuJSNhxq2VkHKnciJbAurCj81K2K3KYQp/R1diQe+9XEvk67Nb8ehVZewPjrZ0vZTx9j3w2getl8aFyIzG4SsE7JxMJABvKbgCQrw6lXzQw/4Zae7gAcycqfL+u5QJrNKgUfYtdrsAsuSyDdY8donjXdfwMslERz3EeTZGNCpkUh92k0ZEOPixO8gu7UpI6mQc7nxa+s5KQaTI5j4YcnrAQcicnUuK0TsaxWm2EumG3PNC3h9e24bPnvo+mlaYqRFDYSmmPSKFSTWhme+THt2UiDsFW8B62buTxpKRsnOVyn04mbOV7cLOOQkKyPdjkMhGrXEKr2kYmLq2h1ieyIwLASt4DWPKDeHECdHLMoTVOupGUwNp6Y7OiNUy7hGprFFwjVxadIzQtwzOg9f2/7D+wiYSIJpBdxp9l5pPTf2OhWQx7vb8B4D/i094b8vi3A/gaANcgO5pvI6Lf9Wqvxcw/xMzPMPMzJt+6v2/kPqEcl7i4p+FBqHQjZm29FdO/MKFk4xLlhW3k2zOxcQhbdQo8ed80cKtatCXHc1Ep17X4X5VjdMcLMVdsO9jDI5SrfWkUrlv0K2ELtceLmAXRr9sojupXNYppidGVXZjJGLrIYEq5oGWTsbB4AGSTEfLpCPnuFvqggC8v7sIez1HtSaPSTMbQuUH5mIT7TO5+AfadX4f2d/7rUKMKPNsBKSW2F04uqOO7X0B+9SpGF2TFnI/FUXW4oHSLNdT7PoxydwbKMpRbFdo7+yLS29pGeVl0FP1jb4P97KdkJRomS9q9EPs90gdq4jEdnrtfywrT9V68lazE43bLGu3+IbqTNdzRkZgc5hl0VaJ76cUYsZvv7qA7PIqhUgBgLl6C2t7BaG8iueUA8u0puv3AjDs4BI2n4oM1LdDfPYhlwb7uhfRwsJISmnMonngc/bpFMclR7Gyh3J2JkaR1KHam4L5He7xAezgXx+DFoaRADl5R8yO4r/16MaksDNy6Ftr38UIElVUFd+1t0kM5WYK7LooB+3WNZl+8tbrjRVwwjJ96PF64bz/x9Rg/eVVSEwPtWxkFd/PlTR6HUtCXrojx5/wY2fZUzuFa4qbp4mWUOyLmo1zMELvFGt3+IXRZwve9uEIfL4RoMhHbEzWqoGYSCT1klPSLNejyYxJIVpawWYX88cdA9UrYc7Nt6KrAXvsyMJ2B+w44uIN+sRZWV2BP9SshsqAohRk23hZm2OJEMts7mejs0ZE8zjsspo8BfYvj7KLscJq19MCqsdCWT2TB60Yz8TRzDshLYYetV1LKrsbYKlZAUQEnx0A1lvji2TbM6hiqXqDqFsi1xclK4YvX16gbhvpqmUiIKINMIj/OzP8g3HybiK6Gv1/Fpoz1DIC/R0QvAPheAH+LiP4QZJfyL5h5ycxLAD8N4BvfvHdxf6GNRlhgQ0FqopHeGurepJRYjWxNoaoqsoBUvtmlxDq2G0SFUuflLI8eXaKQHxxcS7ALDdBCRGQxBtezZE57afJn4xL5zpYEHOUGphAaZKQVA9CViAVVZoIugcVO2zqYUSFOs4OX0ZaEQtFqjue3PoTx7c+LZ9hotnkPtpdVc7MCdvbEN6nrXhE/LFoBtZZVKZT4K7mh0VqOoEJey2L6WHBTzmL9nEsZDweh1nC84/HzDNeHz8IxzGQE7zbHaPAZ810H7xhKC/XTrWphsymCGo9k99LZWN7hnQtizV7mov4HhDobeiWuFRrnYFVy2vFZ+gleGFBVJdqDRkpv2UjCzobSEilCNqpkjIGwoYsshqcNvSG2PZrRXqQ1D6w613ag7T1QUcJr2b24IXgr+EwNOwZ2Icwp9LkGvysAeLm/Gp2oyehoe+6bRjI8wk7V3rguTMA+vLf4HWDYrYuS1mhkIhko4q7tNj2uIIxV0634+sMkBaXi+ee6XlxyB0GnKcVAsReLf4zGIn7ta7lYOwe24vYgFN0c0CY6A6Ao5dhkVRD/yvlP3oqQsbex77UwIlo87mSCR8gx8SaPrwPv0Zez0I9icCa7pyFOl6sxpmoh78s5+LySCkIuOSiwPZTvocijt8DBnSUkz+6roEcSmFU/DODTzPzXT/3pHwP4E+HnPwHgHwEAM7+FmZ9m5qcB/ASAf5eZ/ycALwH4ViIyYWL6Vki/5aGE0grDQoGII8d+qMV764L1hGQjqO3d4OmUy5clbMMjwoQyrNh9VsaGIVtRuHNgIXFQTpvJKIr8hsf6tpEvAISmSXkuauFs88UfPI4ACQBSQfA0TGJ6axuAsLr0ZAq9vYUhp8E7B6yWeNvdX4a//gJUVaEbCWHPWy9xo0MTcxh/20EZtbkADhHD11+E73rJytAqMoS4HEtJpMwwN3vxAh0PVbigDZPvQLWmV+hVhPmzeT+ATCyDzoNPKYZJa7Gk90OpSVyIXS/6GNJaGrdhrIOx4nBsSKlIhzVjmRSG333Xh0Y6h4u1ZFnYY1nFFtMyfh751gRQCmbYdYTPZbCtYec2iXnOYfrix0BZFl2YSZGcE534XJnlYWxYR6+3UKpjNyx8ggrfC2GDjIbShLfzZzbHI1yIhxIh6yx+nu2+sMzYOlAp7yVO7qEkSlkGlKNNAuEpbVQUII4nUFUlOhKlhJhAMqnH81Pp+LNXBj8z/j6gC0yuaiKLJttEZwi4DSmATSHnEbOESuViC+N1FgkxAEA2aEG8F/U8wmLRM4g4fk/gAtFk+BnAcnRRSlrOCrOLh+PuYcfbURnPzsGVYwyJiQjPodiBwGAG2nWLvuevmtLWNwP4fkgp6qPh3+8H8J8D+L1E9DkA3xF+/0r4CQDPAfg4gI8B+Bgz/89v4LjfcAwxAQQJlBpic/tafK+6+UrKHuyByQzqymPQW2JPnV25EprKpVyUcqG4qvEYushhsyquBH0v4rfb2++GPTqKFyT6ut8RV+k6F82CX63ga8nCGL/rHVh+/kXwU+8UM0JFQj0N9yeTSca10dGC3DUdfL2GKqSP4Z98O/CYBEv116/LCm5+DPXcp9BevwnuLX4Tz5yp0w8Xgf5znxGjxPlCiAhhwrLLNcCM5edfQHModehh9S0eVRb97dsoL+5i6qSBTuOpTEaKoFpxyxUnXrkodvMlsnGJfhUcbDUBo6moty9ehtIUe0PDhWuYfIbjK/5Q0suw82MppXVisW+2t1Ae3wTv30K3qINjbYbF+363mDRWhTgEOIfy2mNC0Q19Ktf2yMe52OEAYgZoNNY396Ezhcm1S+j2pWxVfOBDUsZ67wfFTj+IJovHroiVh2f0wSEYkMRMVRanmuJyEW8//5ysdG+8uIkDblr5nIpyQ8cmEjV8L95f889/MdKWp7c/g/b6zUjM6EY7skjqe7CS/HVuWqxe3pf+hSKQyaC3tjfn5XOfEJfg2RTIcrS37sZzEN7H/hMA4PhAVuqButzfuSNssm2haYMZ2Y3Pi8B1XSPvlvjXPv2fgVsR0C4vvl0WbF2N9c41cLAfAgB0rRgvVmPR2Vx4HHa6ByKC6evNxOEcyPWyyGAWnUeW4/L8swB7PIXn5X1muTgMN0IgGBhzZb+MOxBXjOO1gnuLn3a/D0W3FGqwIth8DPIOtF6KoPkUEwwAnnirWPGY7KtgImHmX2ZmYub3M/MHw7+fYuYDZv52Zn4HM38HMx++ymN/gJl/IvzsmPlPMfPXMPN7mPk/fLPfy/0Ee8apzYBMJMEkEJCVr+t69IsV7N074Ns35M5e6I/+8hNSM64KUVjnwpaiPBfaqevEWiWohVWW4Z+98NSGugjg1pUPxp+lsR2ooEOztijRzle4deWDsTSkiyzuFAaWi+/6cCFQslI6noMyI4wmEkNJbx36xVJWsl0Ht1rB1g38aoWvyT8rz6fojAq/XyzR1x1818deAQDRNmiFblHH/AvXidGhzpTUvJfSSwAQs7GHzHn0coEe8iqkVCLN/eF5lNFC3wTAIfBqYGBtPkMPpUmowm5j4UKKxMAvwNYt1HQGtTiEX63QLpqg/ieM5i8HlfhGgU9D6S2owL2VTHawlGT647lYkgdbflMV6JcruM7i5bd9C1RZYnXxrZvPtcyhdvakbBLs2YdmsVtLIqJc3DZWGna5khJneB+klJSPjI6f+0AKkQ/Fw3WSpU4hbI3qVTR5JEXoCyEHwDPItrLI6TpxQAhlNe46YLYdCQeDG7aqJOTK1m1glMmi6/SY3clJcFEQCvQQnDXkvQAAr1dQoXxn+lp6i0HLclhckbF6h2W5F2OtJfDNwusCnJfSvzy+I7uqLAPZ7sx3O6rbg9KddQbdLABSKHpxakCWRUEiTLBBYY9ytR/TG4ENhRsAnrn0PBRLCYtCgx3sgXoNDp5tTAoMAjPEHsUQ9H12/gWSsv3cgJkx6AwZBM6KM6sr9j6mu9n5QjQOx0fwTQs3P0Y3vSA6kvFYyl3VKLCCStmptCuptVelXPCKHN/1xCc2Kz9FePxzv7hhVFXBiI9ZcqmLHP5Y0v1yJ/bmthVlc9zR5IV4FvUWdt1GdpNdrqWZWbfQqxP4wwN466VpCdGx+KaVunjTYLIU8t7AJqJMbGDsqg6OxBa2tXF1OOw8+rWIJAGgr3uhKpc50NRij7K1DeMlG4WLUQgEU0DbCqWXOZIGvJVI4UGFrXONfrwjE0VwWJZm/+biOfzsgxHisHInpYSKHWDrFnzhCrBewYf0wH4tAUv6znXoSmzxfeiVgDmWjQbyRT6p5H1rQneyjMcxHwtduF+38L3F5dsfgyoLTG58CmQkr95UBfzOJTCpWELToYTk6mbj0aY378u1HdC1Evs6vGf2wWa+iHTsYdKNFimrdpOJ0zWRHcie0WST+B6pEaaXbzshPgTdCXctuotPyPlgtGThNB0wnQG1LByymfhySYyBiZ+DWyzFhTe4Afu2E5fq9UpYdUTgug4TWA+ynexuw4SxtGOh8XqPjkq5SBsT6LgWTCR9EiJgLuteVeRQfbvRmgRzyOF4khPnZdXKhGx6+S4hL4MNTQfkBVReiIh4fSLlXS/6k6EHCPbYPXlRXsM5ICuga4lI4LaVMhdJtpFnBesYVaWhFWR3fZ+RJpJzAmcdVmsP5wnMBF9U8aI2rHqHlXK/EIt5N5cYUztfoLz9BclHn22LqHA0lkYlKejJFKpZQY8q6FAz1qMKs8WNUG+XCwrfvR2FbNnWTEKmQj3cjCvY4zn6dYvdu58Ri3rrJIch1MMpF9rjoL4fGqG2bqAKSWNEvYJbrSPrCQg9m74XI8emhVkeybirQi4OeQ4oLdb2rdSohyY2gBjF2tcdXOdib0NXpWhV2kYuhKMxRut96KqCK8eREoteVrUcXGQB2dGY2SyoqDPk4wIuK6Ezhf5YbD/yLaHKqqCPIa2DhYmPKYXDjnJgbwFAv25x68n/DTiEKvV1H/s2/vgQZjoJLgFBkd11GHyxTJmLz9OupCGSInQna6GCB0KEq5vY2NeHt6HGY/Cdm0If395CNp3AZwWy5iTa8OjJCDBGdlPBWTpSbI3Y36OXizERRQNKXZVAKfkrOs8i8WIgKLjOijAPkCS/4OLr+x5W5ZHEgGBW6Fv5DNl78cvqOnx++kykv7s6LDhme/CdBHVlF/dkcrSScgggBqUNAWxCce9iXABIypqym5WJT/XtxhY/y3BJ3Yqam2l/KJ/l0Bv0Dsr18DoIOtcrYWhNJqKAB4KA1W92E5mRElVegawcB7Kd6GRKSeFEF4SohTTMVVvLztRzyBja7Liy+hhMQdhYVkJIYekr9tWWnE/KwLNCb4EiJxgDqK8GQWLCq8M7j5OFhWeCh5IcgizDaZfZobzl2h6ubsSKY12L2eHdW+C6Bu9ekgnEZFDTLVlRjcagtoaaTKKDLVUVzGoeKcakSHQL4UJgrlxFvrOhSmfbW8E6o4eaH8iYrdSqZfXthbUSGFSuszEZz7WhhttaCetZ1/JeWpnEhovg8IVXjehPzGQsHP9qBORF7HsMzKrBzC/G0Fof6/TeOphRJT5OfS+TFhGy41uSNkcUJw3uOmTTEdgz8unQiPXQFy+BPQu9uSqQ1XOQJomZDZTezc6EYm/jdCM6Mu+ci5O0bS0uv/ybwnqKrs5erEjqGmrvQkgd5JA1sY4NeB2OaXnlYrS371dNZHrlsw07zFsHrFegsTjjmlEFffVxmIsXoNo1zPpE2GBdD7O1Lc4Hg6Ny12/inI0sGmD7aM+jQ1/CjCpwWUEXQsfWmYmWKN462NZFmix33aYh31sYH1T/imK5yQcmGHuGmm2D2w7vPPyVTWmrlT6TneyEc83DveeZaBQ5aEWISCaOrgeY424EEHIGtJhdDsFr3kr+x7BjIkWYru9IaQ3AaC2WNmLTLk4Pym1KWD5khGB7L5ayTk8iQ/wDvIPNxGgRkLIXFTnYFMEixoWJpJCdRrf5bMnbWEZkzzLJKJmc/HgWRZ3c92iKLSl36hy911AkE4lWBLr/80iaSM4LnHNYLTusW0LnM9yZvV1M9ooMxbREVmWhsSuajm5RozteoJsv0R4t0N26jf5oDpofQG3vgg/von7bB2EPDsGrhcR2ArjzzHeHLPccanEYL56kNXzTIJuMkI0rIM/xhe/8P8fyxsm3/lF08yX6OugNVmIBzu/+QGT28HQrCBqFaZbt7YpgrG5hj47kQt93cHUDpUliZ80p9tTAiFlKrKl+/4dlNXbpKpDJCt31skOyrQ20Z9HSVB/++pitocZjuN6jeMvTGL39rUFIaMHzI+DlL4pS++g2Rk88hn5dw61WGH/g/QCA8TMflrGEC5y3DtU7347q4jayOy8hq7LoaGtCkl557TFpvOc5Rlf25HiE3sowubF10e23X7fwn/wIYG24MIYdXTmCW66B8WxzXPICdi6fXTYuI03Ydx3sSo51M6/RzRfRYqZfCQ24r8Pq/8JVdEdzZE89JeK1cgRVL0HLY0k77Cy6d30IKGQSdIslXNuLlsJoZJMxBjucfrEW2/bdHcAziiceh6+mKC7toXzsElSRo7ggOiD5rDY0ar9awXUi/usXa0yXtyKLy9d17Nd4x/CO8ctv/z/Cdx30Fz4ZBaXDriK/+1Isn6mP/ArMtSekDHrxShTdisdZENqGxw3HDkUVySxihCqlI9f1sSxV7b8o3m9EKI5eDr2RPop0dVdD9VJC9Osa5B363auxnOUbKYvJDi/svLyHcsGu31mxYyGCqheBttwH914ji8Cu21ihAJHqC4jXV2tk4bO49A4RNQZW13T+RTHg1BXWfY69bcIobAy/KixSEr48ZrMCXU/ovMHYCZVT50LFjC6tCF9KezajxNYSbuWPDqKIz/S1aBsWwvxwJwvMQv+B21ZyDBTJ6jKsnFQmOSf2+kt450f/x6gM3vntX5LJwnH8krJneFMEUoDkWACBMupY+jPhby6oqSnoCwb6qgq2EJs+g3xZKTPYf+wDACD8eNuf2p3JF4GyjeVKt/fY5kBWY6kDT2bBBlxekxtp5rvlGlivoB+/BhuEhvN3fiNIEW6851+Lz29ffhneMbC1G5u0UjaTi5M9lJ2Zmm3H8ki2vSUXRufOXECGrBClKV6sefDFGjypwoWN796MjCxoI3YqwS1g2HHVN+8KC6yXlb+rJemxW6zjc3rrRCSnxXQR5Qh89xbsnVsb/6ZwbPKXPr0p94TypO9FYzLY40cCATb9E2QF9PoEZndPdjWeoatwkR4unlYMHKXWL5+563ppDsvBidTX4fnZe3zT0T+Uzy1MMnGXBYhKPKC9ux9X4368FbNuhrKi7FBlLPE7lBWbiSWUIQe/r+GzHNTlUEp2TKSAupby32BbEjRW7BnKdshuPi/PP+wuwuPZSdYKtIbpVpE2zCoQClbBl45IYnabTbTzAFbiYBBv914YnopQNPPYiwEgufHew5OC9YQy9zCaIzNU3+dMkjSRnBNorTEea6wbRt3nGK/uhkzzbPNvyLsIug+5sPuYfOidE5VssGHPDm5I76GuRby2XKF8WRhRvpa6OhmhXQ5fKpUZ6HGF/uAY3Y0bUnPWGvbGdXmcE42LDxkk2f6N2Jy1VSibDY3GwQbFc1jdqqjfGPoTZHTMagCwqVeXJS59+hc2q6e2AWkVPadIKSEUhJJH9qlf3zR6ZxIxi3qF9u7+Rl/QdaL+bxpws8b/8tj/IdbQtz79y0I4+PWfiBNWdyhUYb5zU6i4ocwxkAv6kH0CDrTTvofeFvv/DRWV4/s63Zi3qzqKR0kHQ8Khn3I8h13JxZODHmXIn3GBHNEcLeJK2jtxOzZljmZen+lv8HRLVr0AcHQgtjFhhyMHJaTt3b4tSvPMxEUCWwedmY2uhDmWFDlQTtG3kttx5cmoCxqyOOK54IYLtpwzYo3joZtVPAfY+8hSHJrB6tZL8rhgDBpzZIwWTyvIBN0eLeDnx3KazC4FinUf3+LwnRn6WSAFX1Rg56UE1nRxnOLDJYQJWTiE86/vZIfaNvK3LJeyVBB1D85iwgAAUUNJREFUApBS09FQ9nWbpFGS1NEovGwk4wTOgZWGb1qxUBl6lc1a3t9Q9guBdGxyuW8IIAMA4zpAaeSL/c371VoowN6BmaSsZRhEgLXBKHLoD94npInknEBphaoknCw85o0kqflOWFHKaOgyj+aIA05buPthMmkayZFoO2B+FFerQLh4zY/kZO06WT2GC9RGdKegSqGPdodzCePJsqAL4bCi9rF5zMcH0gwHMJ8+DmAzSXDbQof+gV1JmQSBCqrzU06wWssqVmvpAXgWa+7bN+VL0TdAU4t5ZfDYIkWgySQ2Ybtbt6GMgs417ERy0v38GO2RXDRlpR3KEJ0Fdx2+49aPSO/Ee9ibN0Bao7t5K+4QuvkKShP6/X1Z6btNxO6Q0cGe4efHoXErTdGoUs+NTLxADKsaHGxt3YZmuYIpTEgclB2iW63C8Q3uyG0vau5TWpJmXp9Zdbu2E93Lut005QE0e0/G88UeHkhzf7GSEo0xkUZtT05kZ5gHy/iwWFEhM2UIPONwsR1YaH65BC+X6KYX4JcLoWY3jTxOKZhCy2sB0qhXwghk70GdTBAqM4G6a+IFHwDs0VH0RBtYi8Nx5U4SP4dgMLeQ3c1yJHEHLog2lVFxQte5iSaifTmLZSzfh2AzK/RvIrVpfA87LytCV24DYaAoY8lpIAxQs4I7WWy+m2HHB7XxZvNZCdU1olL3Hs6U4isWkj2hNbhpxJGYPaB0NGqN9x12JFrDOMk1UeuT0LuRCRn1emP0qBwy7UEE9H3Q46QdyVcnTGaQGcJqZXGylhxz13YSzhQaukN5K674TyN88V3bSQBRLxGpCCcwIBckv9hQRQGxNBHl8OYiofJcPJMWa6iiBOV5pOrKE4Vmuib4xTIY/Sn8+tG7AVIiZtMEX6/FAjykI0rKYBmb0rGclUnKoAqeSACATHoDlGUS2NM2MOMK2ShMRJkCb1+Mpbn2cC4xuYWBXp+IpfpyGScAoeCKPbx3Ti4IX3xxQxcOTKz++CRegPpVHf52gnaxsScB5OLhgt5huIi5toOdHwtJwHNs5pNS8edY6+9sPN5ZlSEbFeLlREK17dcyYVAjdNdsMgKUivqcbrWp+QPCMstmEwnACq9HSuF/qX8XOKQB9scLEYC2oQ6fFeEiquXzDTtIf6qkYkZiu2GqAkOUAAC4sEtw6xq+XqO8/QW447kQQdZ11I6YMpMLtA4MKaXET80z0DWi8zFZWDwU8YIPAG65jkaMQ19MjmF2Kn7XoFsFjYhSYoJoZdIhRVKqDTt5XeQwowpU5FiPLgSCgwmZKRnQiw6H2cP1Fr5rZZEUyoCDzsX3Fn40ixNJjCBo1pERNuzoANmReCcUZFdNgK6BLyrAM/p8LCXpTliOZLKwc25lcWeCNkUp9HlQ8seSmYbp1tKcb9Zx0qMsk3Mp3C/XDlqJun1d+zM71vuFNJGcE5AiFDmQ5wqzkROraetgphP5cpVlSPHblHY2j1XxC+47G1ctfi3lE8l0l7q0D1TSuDUOhn9DTXzA4GyLPAeNxpGqqzIdG5SyMq1BU5kEfnf5K/KcwdLDr+vgrSSrvnw6Ao+mUFkmjeMyD262ObB7Qazygwo6xs6OKgns6TrkF3ZRbo0izdaOt8T+YzJGt2yQTyrkkwrq6I7oLNoO7aKRFXKgjsbmr3PoDo/gusB8WoueoF81sUQ2ZIvHKFwguOuqjZrdSdluuHDY+SI24c24iq+nx6KAzoJPlLebFWs+KZFvT+Oq1HeShCkpeFLCyi+IGtt1oo9xwW4FkLwabx2yi2I+SVohn46gc43vzH8BHOJnB2qr63oJ0SqqqMEZ4m31qAp5LyELJ5wfZjLe6GJIRf2Rb8NF7/Au7LoW/6pVDVWNoDMlupahtDWIRIfPuJMdChW5lFmrCoO1PCCTlQqGhaf95ootCVtj9lE06ltxbM5dHdhiNvb7BtW+GVdiK5RluKOuxglEzkEDWNEYIezu4cSiRU6Y0DQPY2lnl0DOySRhwy6gFdo1Ky0Lu1N5IfAe3jnU40tA38EWEzB7rIttUfb3ITUyz4MvV2A0FuWG/agkwz5OUFpDuU7Eh52UuAARsIonVyg/q41NynzegllK6fcTaSI5J9BaocgYWzODC+NGqJadlZQ8zyFPoYy7kmFnErPZI0V4MyH4WNP3QJZJP6Xvz77ubCblMMdSAiMVTRBtE7b2k1lkwuhMRYqvzo08phpDZQbV/gvwfQ+zvRVMBlvgwmWYUr7s5d4MrhzHer+sLK3YuE+2ZXc0lAyC9kONJ6Ii7nuYp9+G6sJWfP9mcQB4Dx3yRIrtCfJpBX98iHxayQ6h6eGWa3Eqbk8FPLFHf7KMq3oXrONdULdL2mIXLUnkAq3FRt5sgr3Yb6z8vXPoFyvQxcsAsEnSUxRV9WZcyYqbOUb+VrsT5Bd25QLiWXpdA+trJWPUl68KyWGwXGltLAMN8bv89LvCij5Dvj1FVuUojl6GzcfQo0qSKjMjxor1eqMFKrJIINDjDWECAFQ1EqrubLrxbwuiS9DQRJadrquldOjaDjQaR9NI7uWYDg4EQ1MftpdSZbBYwXQbIEI+kR2LazrJYwmT7rCSLi7uyv09i25maMIrgnGBBGK9aFvGVXQiNrMZVCn+WNYbuN5FexddlkAnOz/xTBNSCU1mwUEi0HjD7uj56r2iF1Gn+jtdFxdtpxv98h0UF4rP4d2Ac2jLbQDAbXslLipUWQoh4lSj3udVFHRq18VJRD4cA2U7+DxQhUP8AkbjSAQAAKPk/LSOcP0L+/DD2O4j0kSSkJCQkHBPSBPJOUKZM2YTwiRby2qCGRhPI1MmZoprdeZf7DWYsKUetr6DuprFonpolkY3VEh/Yihr2LqVmnHwUxpKJ266E0s5KiiGh599b4FmLXXoo33Jf798NbJ/2r1rsfxQPvE4iH3cqudbEymjFAXUwS1ZDQ6N2bqWVe90S6zke4vlta9FdfWiMM0yBTq4E/UerrOoHruMYncLfrlENpuEfBEHG4KZbGDnDMerX4tmAUrFFS07LyUGoqCSDyaE1gmbx4UoWLehMA/9qeEYDuI6/bg0ukkp0EjKOfnOltjvA0G1bzC5dgl6a1t2kKfq7rIjkTArrIQu7Hop73CwsTeF2Pl7x2KLAQlnUoUkUGK1QFvMxJ6/60X8FjQOKrCmspH0SuBkdyhjDj5mXSsi0b2LGESRgxsvgLhb8E0j6vHOSlO8rKAzhWwi5SopB0ppz9frmPo3EDDgPfqdy+G8GMfjQ3kh5dmwGyGjkT31tIyPRYjqei9mjEbHyNpYDp5OxNbfaOidnWimeFHLuTOU03RVgG0Ps7cby7/sHPx2cN8dylRhLGO9lvNyKBEpCjn1Ljr8hi/f5kfPuFQIPd9q+Q785ktbkXWpygJcjuMxhdZw1RRUSYm0aE9kXMN7pBCSpTM5RkXQGE134y6KoWDIgUGwDrjxmRfEPPI+70rSRHKOUBqHUckolVzY2XsJsTllST2YKeo8iyWeIUZVBfrk0CwdsiKISJxbgVjLj5TY5TIKBF1nhS0VGrp+qBPH5/PIqgw2+BdlVSb55PMjsaiYH8O1HY7f+U3S/+h65Cd3kU0lv2P59b8/qNYzuLpFsSf1YRQl/P4d+RIHI0cfkhrhrHx5ncP4N39emD/D2E+ESeZWa7jeAR/+ZujpJKY5Rr1N3SCbTSIlVGVZaGpvVMzyf+gLhGbvwGgaNAgyGXNM/RtSDQeImrqHuy1aHbt7ZfP8IW0wu3Bh4+fV91B5jvzyRbj5sVy4OklY9E4uvi5M6t3Nm1JL90LZHiYynRvkkxJKE7IvfEKGOa7QnywlQKsdSAJi8z4ov33TAIvjeH9pfrdxIh9s5N3JQuzrS2m6k6LI8ouTTeivees3Fu6hj0VEccLw1smFf7GUz4c9dK6BTnp6R9tvASlCubcdS4ekddTb6ExDhxRBhHNdiA0b/YRXm9q/noygdvbkdTIDlJVETTctRu2xvOeZ9LOG8Ch17elYYoRnrIaMds9nJoUr889IydWEctLgZmCd2MjjlNbmlKDw4slz4ujcnYBI4VvediPeR1Uj6ftFWriGM6W8X8/Q7SqeZ0Awg2QZF5GCDwuJZvtqmHA8GARFYr3UdsDXfON7wR7wZ3MC7xkPKtjqR4joDhF94tRtu0T0c0T0ufD/Trj9jxPRbxHRx4nonxPRB17xXJqIfpOIfvLNfh/3G0XmMMo9MjplvXAs6nPuQ9BPbqT2G3QlA/2ViGJcaKQAhtU6KeHND2DPkbLbHx7BNn20n1CTqfw/CLfaBmq+Lw3Z1iIf51FnYEr58rmTE7lArCRJcOvWbwtd1DnQwS2Y7S2w95j+xs+A1ovQ1K5hnngqejHZ4znUxSsSr8uiombPwMk8riLbl29hdeOOjLX3cEtZrffHJzKeFz8j5o9BgQ1go7HY3orcfhXieiVS9+wkAhIWmLC7OBAZTl2oHEtDFtiwssKxEk+qPiYc6s9/Ijw3wc6P5X47e5E0IavQEvVLN9DdORDNTzj2Q9196Os0B8exTk+KIkU5qzJkgdzQ37krTKnpBN3xAvn2DPAOZX0UmWUq1Nt9Z+EXJ8LwGi7GbSMK7XBOsXOSrtlbSe1jDlTgTUY4FIWLrD9FjWagFdJCv5JMlsE7LN8Rq51hMtWZhluKHmdn/qL0Va5c3hzvro3PqXMDlWXov/CcLAa83zgPh4urU5sYXj2bgbd3RQ9TleCTuWTMNw2yTi7KzYUnEdMZvUe3fflMH7Goj2RiGEgrob+TLfZlR2JyDC7Xw+fjTRH1TfBeUgvDbipfHoDZi92O0dju726OpRFackRWgLxQypl93EHGaoLtQd5BdRL921fbAABrNt91ACAwHBPqlnH5sSn8oAe6j3hQO5L/AcB3veK2vwDg55n5HQB+PvwOAM8D+FZmfh+A/xuAH3rF4/4MHuJAqwHMjEI75MbB+D400FUMK3KtWIuQllWZyrPIiVfD7iTf2JoPK75BXOeqabTA9tYJG4old2Pg0XvrgG0JftJF8EdqGvDRgVzUOot8UsKGktBgSW+XQvN161pW+defh86MrFCPj6AvXgIA1C9+UVS7JFYYn3jXvyUX9ywX+qbWwa58o1Ox8+NIO20P51jfFW2L6yxcyEBvg2VJ/dwX0O4fwXcWzdEiGk763kJNZ2HlLCZ9VBYx33w4XoP+IhtVZxTWQJhoetkpqkxySLKZNNAH/ysdnJC7Y9EStDdelscpBTuX2GGcHEerFG8lI315/Q6awzmi11iWxTENYVbdfCXZ65mOAWZKE4rZCPmWGFD28xPoTEHPZmjnq3gu5Osj9CdLafwOu4i+F281Ixoe+axroe6S0Ha9Fa2M6yxcEPyRInGYPnXcNqUnFXdKqFfQmYpRvMPEYa4+Dlc3QqwIF2U7XwDske1fl+cdGuvBOmX4DEwpMQnN7f3YgOagt1F5YF/5jacZ7V4ErZdwvYUuC9ijI3k/dQttZaf20UwcDdjJ6j5/4VORkQgA+f51sMnjCn9o3Kta3CJsVkX2Ggdbf5uPzohs4YUgoXR4HACzPgG0RtnONzuXYYcxZJ4Uhaj/20bo0X0XXJZD2mNQ86t2DeQ5FuNLgFIYnch5R8FCnsDwntD3jNk07LbdV8FEwsy/BOCVeSPfA+BHw88/CuAPhfv+c2Y+Crf/C0hGOwCAiK4B+AMA/s4bOd43A94zjLLItIf2fcgjUehDaJNrOqEWOrehNRa5TCLhxDqdVDjkhQxceltM4knI3oOmsvKR8KU++kJ5kwcX2SqK+NxiKbXtcPsgEBvYQq5uoEYVXC1BTvbgIK6a3HIFv3sFpBSagxNZxTkH2/R472/9iIyRWd7b3dvSY2DeJBQu13Gr368aNHOx3R4CkcAc9R7N/jHa4yW8c8EqJKwQB8PB3ssK2TmoagTxeQrlrCKLGphsexrFb9EsMVOb7JZwXPPLEhQ0RLfqoI/oV00cDyCrZbuq5XPY34fSOu56aLaF1d2FjDeYNw49pMFag5SKOSvxAp5J6ajYFqdgXWRBDS8q6HbRyIRGCmotz09KnISHsqWr27hgIKWi6l8ZHXcQNtjRDzsanWeg2damLxcV7BSPJSkVvLMUmnmwSw8izZN3f3OMGx50D13YUeLkOIpLAUDpoPoOept8S6Jv2/kqXkztch01Iuwcim4RRIgKducy+OhAdn6jCv38JHyPGpCTxdOHm38m8c1N6BPevh1pxgCA+RFsFlb4TmzqlRGqL5xDm01EeNqKQBJKwWpJCVWlWMETs3xPcyN6DwDUriUIrpPJHCRsyLw+js4APJqKB1cbxIl9GyYoE1lv8sXogLyEVcFIc343ssVOgwgYVQRmRt92X/L3e8F56pFcZuab4edbAC6/yn3+JCSbfcDfAPDnAXzFgh8R/SARPUtEz9pufj/GmpCQkJAQcJ4mkggWWsIZWgER/R7IRPIfhd//IIA7zPwbr+P5foiZn2HmZ0y+9Vp3fyBgzzDko3gIWR4YUkFE1kr4kWvF82ewE1Eh9Glogqo8iwwvAMH2wqDLJzBlFncqvH1RrEHqdmOv7T3UwW1xV93dgs7EEdit68iOEd7+WS3KUMcfHFbtch2ZY65poZbHEsC0WEsj0zn0dYf+5ZflCfpOVopHR1H46INLrF1vShv9ukVz0oJMJjqK0ITtVrLlb+crtCey4msXrfg+BZ8liRSW9+vaTjK2vYjf2DOy6XgT/HTpsgja9CaXQ+cmWoXbWlbttHsBAIQN5DnqRvq1CB+7xTr2YPqV7KT6+UlcQXvrwZMZ6uMG3UpKI9466FEVS5LspeluWyuamaC81pmEdpUXd+E7i2xUoF+30JkSr66ml9hhIqCtJVQszyIjj4O1uqlKEZUOFjKdGDXqqjzVRBfmGyAWL/bSE7GcN+yeSOszJblh99atQu78SPo4s8/9C9HI5JK5wZ6j0aRfr6DLHM3+sex4q0LcCMKusLy4CzUWm3y2Ihbtl1JC00FvUqwOkFU5dKahmhXcyYm83ngcPnvpNZK30JlGduclqNzE8fbzE9mxGtnZ+fVKLNkD00mVpeziuhbMHifZnrDmQryy0hqeJEp4EKEi9Ij0qBKjVBITSMpzqL4JcRFilqnrpZRes0yie5saHHqSsFa+82Up5S8r4VroO6AoMavvyO+r5YaQAJLyFjGKnFDkG4LE/cR5mkhuE9FVAAj/3xn+QETvh5SvvoeZD8LN3wzgu4noBQB/D8C3EdGPvblDvn9gZmjloCmUY7ISusxPRcdKI9au6k3TVb/CLiWY7pGiTbxpsDzpTAVdlXG73c8uhOcNxn9BaOXuymHPLl2MDXi7rpFvTWOp6GzZR1hNfqil9w62buLk4vsefLgfrCxaaVoGhk93FHaHTQi6OlnGvApm8QFzdRPZMra1sI1c6AY7+WE8ppDnHy5cthVPreFCPhgVdku5qNotobPmk2rj2psZ6PEY/tLjcN2GaaSMloz0Ri7U/aqBKQzcy2JkSReuSAkjTCx9HRrk83UUirrOgopcSpUAsslIWGHWol108ZgCgBqPojklgPh4BOsTmVy0EC62ZnIxLfKoNu/nJ7CtjZMqOhFmxgsmbfokZjaRvHitRaXei6fU0P8aFOWu6WI56XDvHZHpNQQtiV+akA+UUeHiJ1b2pDX0VEqr9vpLclEOYUzecfQd800jLgVDX2VUxYlMGY38He+EqkYSBLYSB91+3UoTflRJL2R5HFwTMqiD29Jct06YgsHSxlthIiqjgfmR0NNDRokNZVLSwXOrabDIQsa7F/V9Nq4ivfZ2sxv6SS70agyME2sV2trZfDXLQkKvotmlXPzJWvGjy6S8Ru1aHpsZ3N15h9ipdOIHB/ayyCgreQ5nz5g/FqtwaWxDymWYSDwUMu0l2Or+Cto35+wb87T/SvjHAP5E+PlPAPhHAEBETwL4BwC+n5k/O9yZmf8iM19j5qcBfB+AX2Dmf/vNHXJCQkJCwoOi//5dAL8K4F1EdJ2I/iSA/xzA7yWizwH4jvA7APxlAHsA/hYRfZSInn0QY34zoOGhSLjfrpqINmOIPnUhs73phXHT9xthknORyTOYMKqyjM0/KnJ40lJeCE3m7GQfYI752NFX6vBIVprlSFZaIWVOT4SjPoQmAad1Fk4YW93GHFIsPhR8Z4UeXObia0UqWlAMTWm0Ur6wdbPZcnsPXZVnVupi27LZDcU89M6KBUonHktEFIRxp+xOFqtge9JLBklAPhVvKX3xkmgJ+h7q9vWwClawrTRYB+8unatQJtJobtySJ6mDaDALTsfBl0uOaciV78X7ya7bWAbz1gHHB+hX/ZlSgxptWFHRDn5o8E9HUc+RjSu4+Qm6ZSO7tE4ICv3JUkpGq06YQLYPVih5tM0ZjqfZ2YFd1VK66/uNZgbAEBUb7UKUZKpc/OKzyAb7l4F+m2UwE8mB2Tj2snxeoVSjixztgZStXN3Aj4RJN5T1uO1gZtO4C9fbW6JTChZBPN6K43aLJShogUxhIn0Xa9HP6CKHPxFdk9jR9Gd23/BOzu/1SnY+wXpm0BbpMhe6tnMwOGVJPxoj397YxVwsj5GNqygg1EWOrFtBjSrYS09svtuTMdSFS9HRF7YHygrkeujxWDzF+l52E2UBVZY4cjvAmfwRll3NdEu+28wifmRxUtb1MlgcSfkXJoNnBcfDjgTQb9AV/0Gxtv4YM19l5izsKn6YmQ+Y+duZ+R3M/B3MfBju++8w8w4zfzD8e+ZVnu//y8x/8M1/J/cXijw0MZzK0Iz2zuSEDEZ0kvrWRfO24Z9sdR30eCQ117D9JSKZVNgj29kCTcQEkg5uRe4/ILVsUsISI0Wwd27Jlr8XA8EhaGmoZw/5EANrx67rjT9QqK2rLBPvr6YRD6wghBzuZ5tuU09nid4dgpsAYUG5zkaDSfaSAx6DiILPmOt9zOwePKpc78NFRqig/UqcZm0jJUJzeEt8m3a35L3lOVQ1QjdfoHv5ZXnOQpxhTZmj2J5EjUe/bpFVOer9QM2+dVNKQPu3xGMsTLR93cfy4vA5Di4CalvUx25+DFdvkh+V0YA2m7yWU+Z6pDXyXZmAlCZk0xHqOwfS5+qsTKKKYo/GtlbClIImxlSFXDCHyYkZNJlIeajMz3iGvTJUyVu/yQu/dR36ytVw0m4cEvRsuok5YC9lzsZKX67toKsC/WIdzzNXTeMiBghK/0tXYrKjuvxYUGELTdt+/CPw65UsQkL5y4X+kG9Cr2+9QnlxF/mkFFeA0M/jut4kcELEfLrIpZy2NZWSnhHPMaIQaRzEkNNmk/WBaozs4oXhC4u99maMaSaTQY8q6L6GKkqsth7ffLenM6yekhROaNHocF7KOLa3QGVYNForC4nRGG9bfRSw4fwPx1nt7MFtXdjQuLNS/r5agtpQyrQheCvL4aHgWYmVfMgkoVdhdN0rXtdEQkS/i4j0K2770H0fTUJCQkLCQ4fXuyP5WQC/QESXTt320Gs3zhNOrxKsynC3eAJ6VMlKMKxoh5wF11kJEArN0aHRx9ZBT6bCpCnKkG+gJeUQgNq7AN7aAwD4wZIjPH9fiz15vxT+f3vnANm4lNJUZ9HPJdq0XUgZarAuHwKbXChLDUrwaM0dxIXFbmDL5fmmJBayMDiUWyIbbEhRDBbmZ/yKHMsqG6Io1yFwKd+aiN9U76OFh206YaoFhbgyWhq1nQUfH0h5aG9XjuHtm6DJBO3RAu2+MLxMmcH1HrrIUOxuga2DKQxsK6W0+khWx93+oXwuR0fiwzXsPlp3pjTFwVGZFMXjYOcLuHpTThrszAfWnQ4BVYMeKH/ssai6N9tbaI8WUvKs22iJH3PKQwY4c4jzDTtECnY68D7Y2vQhUCzs/KzbOCVH9piI8dg5uKMj9I+/Xe57aneoqlHUkgCyi2HPoCyHXYj/ma3boI+qQU7O3b7uo7+UvXgtltfuvu2boqhU5Qb1rbtRz9KHhMnoXrwSUaqv18iuXkU2mwSRYCBkrM8mR5J3MKNCypW7e/KagwuxImlqhx1YWQcZW0hR9G97D6CkGV/WB8i3pvKcmYEaj6HbNWAMZrd+W3bgwUFb942UtYyJ0cLwHnzpcajJVHbj7CXaeWsHxfHNsztDRegfexvWW4/FkqnNKtEbrRZn7HBACshyMBOsN8iUg9Fnvkr3Fa93IvkMgP8SwD8jom8Kt93//VECiBg956h9eaasAYTSTrDMlkyQPv4snkQ9sHcpUivJCAWQAiUR5Qh2IkwSF3LcAcTegc6zmMDXzZcw4yqydrrjRSwNAdgwmoJaXsblI0vKWyehSJCSRSwHFGUU9A19CO662AcSU0CpeavxJL6+jDM8dyNlKpWZKIos9rbDMfLxdfu6Rz4upNzUWenT9DIZ+8VSKKLjMVzbia1JJYyhdi4TRBbyRExVCpvLib+Y6yQ7oluK/Ud3soTrHfoTEW4O5RPbyEQ5WKiw7aXcZTSwOAmCvxrebuJlTVVI3T5MIGZUReGkygz6t7wnsqn05avolo2w2YKRJoCNBb3jUxd6KXMO/RUywsDq7x5EgWBk4TkH13SxpBSZgUbcCvqTJbKXnwufRfCFsw7cdRsjz3AOeMdigbNcQc9msW9l6xZmKRfooU/HnmFuvxTfx97NT8jFOzD42qMF7HIlvavA9HLB1j9a4tQ14ByyrVlIrPSShxPovdG00/axB+kvBY3zsOAyGqqqZAGmFHS9SdnEaiHGkFkGGAPTLGNEAJSGms5AVnpTtH8rJiRCKZQvfQrQJhqokhNB7acf/y7x/AoGoP3OZfR7j4NWJ6GnogJjTqMrZ5LPHui9TbElfZF1LSUtIFrW+LyU64nXMMpDq01m+/3G6w3uZWb+SSL6DID/NxH9CF6h80hISEhIeDTxenckBADM/DkA3xL+vf+NGtSjiNPRl7Uv8Zh/KVpXn9aKeMcSTBScVoet7xBJunzs3eKjRUr46KG57ZQB5odQfRA4Nm1crSqjYBsrNhtBb9CvxDF30JcMyYEx7jTsBAbvoYGfPzSJAWyS8ACQEdEVj2dglkY2exZrC7sRDg4Z7spocQW2G+fj4RgNZSpd5LJrcgxzVRqb7Bh6OolsrmxcxvFJkFYgLdTCVBoEa92x2Ld0qzbqGPLpSJ5vXMEuxMY9lrvyTEoy4dh462FXdbQCAQLTKugRBj8m24iXlp0fS6mybs68NzMZw6/rqOMYVrtZlYOKHNkdWbG73uP4nd8kjCfPojPqfTyOOlORbRU/r5DuBwx+YRrt0Vx2hsEVeDiPNk7J5lQksugl+uUa7ubLUUQHSIiaOzmJ9jVR+OoYyAv0qwZUSqlWh6AzLI7PaFUAwN18OVrlq1svheMoZbVmLj5ZpjAxqhiQnc9gk+PbDt3t2xLna0P8gtmYX0a3bOegy1LKsLn8j+yUuHIylXTQzEB1tZT9tASN0Rc+LW7aeSFGisGUEdoA4ymo78RW/2QOMhlYG2C9gj+4K7ueLJcaU7BLeefRP4edBq2KUiDvsB5fjM7fFKoKMBnGNz6N7PiWEFK0xqG5LDvFrouJiAhu05yXyKhH7zUUSWb7fdYhRryuHQkzf92pn5cA/s2g70hISEhIeMTxFScSIvqb+MolrP/g/g7n0QaDwEw46UZ4a7svSldFZ/6x95t/wbZBGrFiHHdUPYbJaAx4J013rcF9D8sZ7MEhzNah9DTaLjatB7psNq5grx+ISrrpoELoD4hgmw461+hWbbT4sI3QdXWRy6rcMYpS8lL6VQM1nUTaYnfzptSyg6J+cJfVVRmNCWWHEmw2ilwsILzfNNcHI8imgylEK2PCbc1b3gel/5E8djyWfk7rUO5Mo+29ziUAatgJ6NygPzzehDEtT8J7klM+DwQBPR5h9cJ16cVMS9RHgSLdWsmOb0K8a29RXr4Qxzqo4ym40bq2E+uVIocLimux8BcLFngPM5vCHs/lvXoPFXZ12UiMAN3L1+Pub7y4ibutDTTlDZV7eK+nYapCjkPotqpMYo67o4U49gZHBK0M+iG6NnxOfaB7UxYIAusW/fEcqsijaaJvJVPElHIuDOFfAMSKp+nAjdjdZKNK+iJraZCz2+hURMckOys3PxbLkUAbj9Tt4Pgw7Ehc24Od38Qrr2qY6SSQDDRQ5pH2rDKxoocNvaq2g9m/EajkKu6IUZSAMbJT60WLQjoEjbUdsmtvkfv1HdxyFXo5gTThHbhpxa5+MoHLCmAxlxyWJyr4QuKM0bZAVsDcehF+55LsJEjBHNzEmBncNkEtLzsjmAw4uCMhadoAWY7nji/hbUb0XkMnnZRoSbzOkFGHzmkQGIqkjcJvQMf9tXYkp8V//wmA//i+jyAhISEh4aHGV5xImHmwdQcR/dnTvyfcXyhFcCyr69snJQyW6II5ILChYcr/6pUPhipL+LbD4zd+DZjMZMUVMxsaEBh2sYRZzMOKpY/Gd2LB7YPY7SWYqhBxWybskqHunVU5lneWIKVgygzdQnIcBstxYTgVEhylCDSeCquLFOo7R9C5wa3tr8EFyAq5XzXQZRHV1mJNn4FtLzuVRqzgZbUldX/SFFa+mRjjhR5CefsLG6rtqUS+fG8H6+u3YqTuoIgXwaRBd7KMvQN3chL7HqQI+WOPAQD0ZIpuvhKL+XEZ1d6uG/6XnZPrLLLLl8/0u4bgMWXEy8q2TrzPlkeyO+otKCNkVfCsyosgOB0ouWF3NBX2lj2ex9fOXvqMrNarLPayhp1rVmVyvEj+FVuTyGICINGyzokBovfRBSHuLsPzCXMv2O0HIZ1zDv1ihbKUsZpKaLSu7cK50stuFgBpySZxbQcbXBPMZATXOfBgFuk20a/9yTKc7xRDtoSiLsaVQ9+rma8DA02F3bKByoSp1c5XKILyXeUGCibQjjVMmYknWBT6EfhIdumwwlwcWHYwGdRUvktsHagsYOcL9CdL0HQPul5AHd2RXRkFW/f1CijknHZNi6wo4bMCqGuJfC5G8EUlzemQb+OPD6HCuQJjgPkRjFIikswyUFmAtAFnOfzJCTQg467GeNfOy8BRHiIVAu3XmMjgyl2DzilQ8PBr2jeGI/Uvo2xPLK2EhISEhC/BeTJtfOThw47k8ERBtXVcNQOyWjGFJPMN6YlEwd1Xa1BYAarDW7DblyRrvapAmXgoVX4Ju6rBIaFwyJcmRTAhg9zsbMuuYDyONffBtsP1LmaVK03i6aUk6dBMpOYrduwjiZIN4i1diGdRc7RAVmXoOQORQjaR4KzBwysmO+YG3HXQVQWu67Bq3/QtdKbi7ggA8PhTcuxu3QgaFII7ORG9R++RXbq40Vc0XRyn73qptS/r2KuQ7HcfrEYU+FKwuJjOov9TFlhZA3OKvViBxJ3O1afi7lE+NxVZN6630SvstBNtNtXiQuw51uCHXo1bLsT5dnsG7q3oJUJvzB0eRKbWAJ2J7iMPx3dYXee7G9+qaIdeFtGOhG0vgVsjeZzYiXjxzwrvQXQkcqxsLSFLvrMYkh1t3YakQi8r+eG8Xoposl8s5TOfChtwsN2J8byk0C03LDbf202PZBDl9hbFzjSKFnWm0K06ec3ciOizbiVpUxF0WSKbTqJ+RqIXMsDZkMKp4FcrOU59J4LQYPMOUvAXroq7LnuoXHZe/arGnd13opteBKxFvxYRr28acBM+n+CHh2oMZ0qxcGk7sDFiawJsWGerNfjkWBx7TQa3XACLufQGSUGNxqCiAEjB1TV824jP2GgLO+1tcFbIznVIzgzjJO+QuRbeB/0VA23H8G+AmOS1mu0LbHYiIyI6Gf4E0ZbMXv2RCQkJCQmPCl6rRzJ9swaSkJCQkPBwIpW2zgm8Z3iWptiVXSc+RKH8IsI2JRTQIABUuQmNXLHnpq0daSYvlzjeeYtQAcsKCNvecX0g9M+uwxBGNdBus1CaAgJ1dHsLQyIbIGI2b4VeqbRQVU0lY3FNBx0sxdkz8q0psq2ZCOpWC0ltzAzaRQNTFbh28kmQ0Sh2toTaGNyIASEU6EzCl9R0EksfPoQkAQBpaZhnwSdpfeltAAAXkgdJKdj5AqYUogC2duHaHkpTdN4FEEkC4jgsVhtuVUeHYZ0p0O0vQmUiBOtrOW7mVGlreM98qlSg5vswhd64tWaSWKlzI75lvZcSSHCi9dYhG2exid8fi0Awpk4ullCZkQb1ug5UZjkWdr4402AHQnPfKOTTSuzVixIInmLDa7L3oDyHnow3IWXBQVqPRyJKDO9rcJNWwVJlGLPrxGHWddKIdn2w7ddaSqJ7YsunNMHXtZQMV7XQofMi2recLgMCOOPxBZZy1SCCHcaeX9iNx1wF+3z2XtyynYveY8pIqc7s7sQS7UDFhpfSmgrnm84M0DYx+ZHbBrA9nn/8W6WJ7RmoKvi+h2t7HPU7OJ48JiWy4J/GXQceBJq9BKv50QxeZ1Lqsk7Eiiq4KA9WJk0Dt1rJd6as4Nc1uJUERtJavLeqEeDFhZtDGmM9u4KyOYIvKnjnpGSthLrMfS8pkG4TG8AMdL3f0LLvI87VREJELxDRx0/njhDRHyWiTxKRJ6JnTt339xLRb4T7/wYRfduDG3lCQkLCo4tzNZEE/J5X5I58AsAfAfBLr7jfPoB/nZnfB0lU/B/fxDG+IbCsQGBsV51QDp2LORvK6BghasoMOjMho91AVwW6K2+JgqmF3hELhbwEigJgj3wteei+7yOlmJ2DzhSy2QSkFezBoYjTdi8CQMz9GFZp2WSMIb88NpDbHurqE5GSrLe3kF24IAaJiyV0VUAVObpVh2JrjHx+G6Q1sgu7Mo5y06gnRYBS0igsR5EW7ELO+7BTGGjGbl1j/NxHoDTBBfNAnUmIVT4Ozfj1KtJDu2Vzxo1XnRYTWg9bN5FgoHOD/tZtuX/bwHUuCtrkCb50VUdKwd24HowOg8vsKfq260Q4Z4MT7UCxzceywwMQ6chDc79frOVY1i1c04TVdzCFDDnqQ4OdFEEZofDm2zNxPh6NpWncNHFFz54llnk62+Td9EIwUFvbkc69eV/iPDxQh11/yijUs+SXhEb4kJPR7D0JpQkq07LC9j7G4nLXxtcc3IIH59shDExnQSCodXQRHj43PQkVdyW59dG2ZyKhX7aVXYLKc9ktP/5U3JGwdXB1G84nEYf6rhPH6K7b7Ei6DugaPH3nV+N3BeVI8nmsw9vrj2HcHUumzEA4aNrQIN8Ih7vJHsg7ISU4B1UvQX4T1jYcB7+uQXkOX47FvqgTU0ooQnfhGng0AXXtRkisNH6j+yB0u4LLgy2PNvK9H43l83EO2vcwyoOZ4DzBaIJ/AILEBw5m/jTwpWEszPybp379JICKiApmbpGQkJCQ8KbhvO1IGMA/DaWqH/yXeNy/AeAjX24SIaIfJKJniehZ283vy0ATEhISEgTnbSL5ncz8IQC/D8C/R0Tf8loPIKKvBfBXAfypL3cfZv4hZn6GmZ8x+db9G+19hvMaRIzSdFEroItNBGq+NYEu8uh6a0bh39YM17feJ5qRrsPl9fOSV6CUNNsBmNUx2EnTcCi9SDlJQW9tQ2lCezgXnUrg3A+q6kEzosfSwI3OtLmomFePvSvG46pqBL76pJTkmgaqqqBKyV4vLuyAFsei9J7OQFrFEKvB5XQIwgI2oUlRq2AddB5KaEUGu67hbt2U+/R9LLtJpro0NP1iHrNIulUnAU/hvQNDFkZQqAfHW/YeWZWhO5rDFMG51W5KOUN4l9Kiyj7d6O4Oj05pRyRDJOoFhhzz0NQfUEwlUpmZg67Fx3KNazuYcYX24ChmjkSn3LaL71kZcTzQRQ5T5jCTEfJxAYzGAJHkrSA0rJ2Tz3Y82byfoBvBdPsM+cKt1rEMCD+47Q6BVVnIQx+a+LxR4q8OpPGvKXqdDQFaQzgV2AcdFEWvNddLuTU2xoOOBED0mnMnokIgreU8aIU0YnZ24jhc24OKHHThCpZX3iX3N0HLUzeiDbEOqqpidg7bHnpUSQO874G6hr7xPEDh+JRjKeFZh3x+C9XJLXkbzkl5rxe3CGgDhOO8mFyB6dfyd8/AegVlw3pXUTx+ru1AeY5+JEFrMdCKFOpqF260BbSNkCJCRsnXTJ4HdQ1sHly2jQGbDL4KgXDeQTkLoxkMgnXAqFJRg3M/ca4mEma+Ef6/A+AfAviGr3R/IroW7ve/Zebn3vgRJiQkJCS8EudmIiGiMRFNh58BfCek0f7l7r8N4J8A+AvM/CtvyiATEhISEr4E52YiAXAZwC8T0ccA/K8A/gkz/wwR/WEiug7gGwH8EyL62XD/Pw3g7QD+cqALf/QVmfIPHQbWVqbO5jQPrJB8Z2tjVjiqoLdm0OMx1N4FPH3jl8QavO1QLPdle902YBMsH5YnkRkzcOkHixQxs9No5yH3+u4ticAN1t66LEKpy0PnBtmogGuaqC8Zv/CxDRuqbUAnh8imo7BdL6BGY8k5394CL09ARQ6/XAjTKxhHbqxYAlc+GDYO2fAIpogD40wZDVc3sCcnZ0pVpjCxREVKBQ2DsN8GO5CYKx/igQEE08U+lHlY7NNXDUyh4es1vONovDi81yE8SmdhTLlBv1xLhG+WxRLNoIOJWe5Nf2bMxVQMLAFErUvMX+8sstkEzdES9pR1us6UaHiGMlBgOpkyFyt+UsjGpRgJAmgPB1OKIT9eSjDecWTCDSXUQXcBiIkiey9lrL6PjwcQSn3+lKbGxzA2vX8zlNuCxXzUzJSwy3V8HjlWQxSxCwaROppdQqmoexiYge3+YTxvs3EF30tks7/6dHxeH8pWi2tfi+kXP44hatiuW/SrJo5bTWdS7h1VYukzHsUSna/XcMdHcWyuHG8sZlYnMKvjzet1NpbwJCs9HAdvofo2Mt7QNpLdHo4fvId3wnhTeYF1tRsZXmIrT5gcvQhbzoC22ZTItMbu8fMg18NqKT3DZPA6gxtvS+mRRaeiA2ur6wllQbBvQGnr3LC2mPkLAD7wKrf/Q0j56pW3/6cA/tM3YWgJCQkJCV8B52lHkpCQkJDwECJNJOcI1gdGEm1YKj4IoEQwFtxLjYaaTKAuXoaezWCvPA11+7qkITonOdJEQNdEURdCGh1IbEhUlokFgyK45QKmMNFWwh4cxnINKRVKYQp2XSMf59BVKSUYJWUnd/NGZIK51Qr25esw21tSKmEPzLYkBa/t4FcrqDyHO55LmSq4rAKSxjewYrgWEdtQhjpjXRIYPrbp0S/WZ/JZTJlJfnnXi6jNSbmk2J6Kq6+mKIJzbRdFgQDiMQYkL8U2nVixBLEjhexvnQ3MMSPiyFLy6HVm0C9FJKgyIwwzUnBtB3eqjHb6dUgRTGFiTvyQOnna8dbsbKOZr2PpCZCcj0GoqkK6oeTYZ9GJttgag4+PAKXQLdaR9eStMIywXoloMJQLXdsB9Qr09Ds35+SqlnMqM+C+OzNuMln8LAZwGBOfzEM+utqIHq1DsbuFfl1DaRnLcN5ILokLJU4Vnx/YlNKGz76bi4swZUbyUhxD5xl+YfJH4jiktDXCaP4y+O7teC67tpNzdygRBfGt3hLnayrLWIbyTSsMs8EtW5soNES9kn9BfChiUynBRndfzxjVh1B9GwW3vm1AfbAtMVmwX/HwXQ/kOazKIiuPwvdCH+/DKy0iyaFEpjTM4gDkHJwyct+iBJscTm8EpcQeOmSR1C1QFYDt739we5pIEhISEhLuCWkiSUhISEi4J6SJJCEhISHhnpAmknMCpQjOi428AkuPQymhuLZi0d0dzUOGtYPKC7idS0Cew8zvws2PAe+F0tt3gHNA24C8k8esV1ITDql5Kjcbdfd8ISaFdQ9lFPqTpRgzKgJpBd/bYIa4RjYqkE1GsRcAAP3hcax1+6ZFt38oxnrew69rGSeAbv9QzOmyDP1iKRTjU3V/M66kl9BbuMGQMIxz0zcIlFonauBB3a20vH5WZWDPomI/ZYdePH4FLqjFTSFkxX7diq17oJd662IufDapwM6hmIoltxgQZkFBL7X6IWd9MPpTWQbX9nC9gyrLTd+o7WKva+hTkB56UATXe7SLQP8dFO29qJfBDLW1jXbRwnUb+rIyGuw8TGHiMdK5hi4lv9uuazme8+P4XlW26Tmwc+D1KvZWgJAguV7BjrdiTb9ft5KZbjJw18X7kgrZ4KFHcMYM0whlOqtCD4U3hovZlcvRdn34fE1hIh0dgDwuHB8MPQkgvna/auTYZhl0WQQHiAzffvx3w+sEk8fxBPrOdbjlIr6e6yT3XZwjPPrZBaHZBtt7yvI4Xt80YowZ8tPPoOukvxf6c+zku8fOwRfVho7enIDc5hznvgeFrHZk+ebzYAZMhqo7kZ/DdxUAsFpA2zaaXcqB06D1Qs4PDt/xvII1JbRtRFlPBKZNXvvJwiEznHokCQkJCQnnD2kiSUhISEi4J6SJJCEhISHhnpAmknME5wnMJDVNpaG0RreUMCPb9GgOTsSKoW7h2wb68Da4ruFv3YBbreG7TiI3bQ80tfDObQ9oDd800VZCZRl0WUbXVrtcIauyqEvoFmvoXKxVlNFwq1p6KOsW+XQEszWTiNpQ0+5OliCjoTOxA+nmq2jl4VYrtFOpPzeH8xhANehQOFikAEA2ncT69hCzq4yOIVJDr0QZFexNnIRWZSoGSJlKaub9uoUpNgFT3Qd+l8S7usH9WEVLi6H3ctqCJRuJK2w+HYGZ47GT+yiJPg49knxShihagm06uM5BjarYi/GhLu96B53r2EcQ594M3bIR2xSSCORBOxMjaNsGfd3DdTYGWMWArzLoRqxDVknNvV+30u/wjP5EnHZta+MxkkExuG2iHQkg/QPftdCfehbARnfhrdTgue1i70JlBtDmVM+Eop5HZQbcdTBlfkZ3AgD9u5+Jx5mUuCMPupzhPZtStFK+62IcNADoXMbar9vwmQeHZ8cSDHbrenwdbx14vAV/fAjftNHOxXU2Oj4DEC2GUlhceVd8HSISa6I6HEdI/4j8prfAtpc+SXCEdp1E6bJzsMU06j1U1wB+83rcW2DomUSdjGhJoDWK9iQ+lrSc+9zUULaNUcnxsW0Ic3PyubhiBKdz6HoZLVoGjZYij/39BkYz+u5ssNb9QJpIEhISEhLuCWkiSUhISEi4J6SJJCEhISHhnnBuJhIieoKIfpGIPkVEnySiPxNu/ytEdOOUVfzvP/WY9xPRr4b7f5yIygf3Du4djgkMAoGBkHbn2g6ul8S8brGGazv0qxpusYS/cwvu5AT26BhuVYsnlPeAd2LD3vdA3wFEwf5cgbJM6tKjKtZt+1UT9RdZlcHWUlOmTDQK/XIlvZK2g6kKqO0d2KaDDXqAfllDh/uydbB1Kyl2gz/X6hCkScZfN2DnpOZMYk2PUPc3e3sAELzF+ugdBQRL+KD3UJn0c7z1YBdsx4scOtPS2wHQrTrRwoQ6dPniJ6Qf4jZeThtfKx9t3Qc/JxNSAovtKQCE59Kxvq/zLOokstlk498VPisaT2MPJdbPPcOU0htRRR57BM1Ji77uY69jeC7SGiCCPTqCay1c70FabXQknpGP840nV5nBd1aSFHuLfrmCXdVhDDYmWw6fu2/lGIlXl+iFYC26W3c2KYyhFwUi+K6L+iKdG8CYeLxJ61N9HxO1HYD0HIbeRX7zObFMNyoe1+E5htgCUxXi+bZcxduAoP8hgm1t7En5TnoYpirhjudR1+Edw45m8HUt2o2gZ/GOQyxBsKbfvw1ShDYbS1qnlV4SBY8031vRQ/U29upioqRzgMlCn83L81sHr4fjzGf6KvIm/aZHIk8WbhbtmOrqzf20BtiLjsn1Z44FTAb0LaA1jG1BRsMWE3hloNp1fG6vNLwnKPL4+K9+FloBXd19mSvQvzrOjY08AAvgzzHzR0LA1W8Q0c+Fv/1XzPzXTt+ZiAyAHwPw/cz8MSLaA/AK1VBCQkJCwhuNczORMPNNADfDzwsi+jSAx7/CQ74TwG8x88fCYw7e+FEmJCQkJLwS56a0dRpE9DSArwPwa+GmP01Ev0VEP0JEO+G2dwJgIvpZIvoIEf35r/B8P0hEzxLRs7abv7GDT0hISHjEcO4mEiKaAPj7AP4sM58A+NsA3gbgg5Ady/893NUA+J0A/nj4/w8T0be/2nMy8w8x8zPM/IzJt97gd5CQkJDwaOFcTSRElEEmkR9n5n8AAMx8m5kdi8Lm/wngG8LdrwP4JWbeZ+Y1gJ8C8KEHMe6EhISERxnnZiIhIgLwwwA+zcx//dTtV0/d7Q8D+ET4+WcBvI+IRqHx/q0APvVmjfeNgPcEzwoEBithIgmziOE6i3bRoF+3sHULu1zBHs/hViv0J0thmASlNryXhMHeivqWWdLviEB5DtIaejqJLBPbdJE5Y0p5TUmgy6CyDP26japuMhq8dwW2tYF9o+HaXpTt+cZVt5+fQGkNW7cwx3dEMb8St14OiYEU3G2F1aNAV69tEhGdk3HmwtQBEFMSVW4Ca8tFlpMqi+hkq4yCba2wqgphNXUvvCDK9oGtY3R02h1ceV3vYtqhKkthZO1tg7QWh9qQQKkzBZUbmDKDzhTy3R1R9QeH377ugckMpgzKZefh+sDaCs+jqxLKKOjcoF0IM4+Mhnd8Sj0uY3GLJfrGgb2HzjOQ3nxts3EFQJTrushh6xbdStTo3aIWB4Fw7HSRR+YRFIH7ProHA8LQYu/RHZ/E57fthq3EfQ9d5lBGiZJcSzqjMhoqjIuMlr95D10GV+Q82zzfF18MLsuB4RWeb2A5KaORjeXY2FUN31koLZ//oML31kdF/fD+VJHDrVYgoshMc1kF34R0QqODk4MPDKvAXFucAKSwe/cz4nAcnCDIaPi+DwwvJ47BAaQC25A9oHR0pgYk/VK5jZIdg8IciO8RzJFdCa3BHG7XRpTwIXWStBEHAueE/eU2DDBvcnBv5Trh5PvZ5RMQszA1h/spA8cKhhz2ru5BEaNtWpjgWH2/cG6a7QC+GcD3A/g4EX003PaXAPwxIvogAAbwAoA/BQDMfEREfx3Ar4e//RQz/5M3ecwJCQkJjzzOzUTCzL8MgF7lTz/1FR7zYxAKcEJCQkLCA8K5KW0lJCQkJDycSBNJQkJCQsI9IU0kCQkJCQn3hDSRnBMQEawnWC+sLZCCrgphR1knHk5NL3nmIZPErmvYVQ1XN/B9L8ysAN92wkyxffQKEiZWDsoy0NZOyMPmyL4afI5sG3Iv8hy6KoSVFbLF2TrUu9fgOmGy6NzANh1UlglbR4kXkl3Vwq7qLLCYwxQGtpFMDbZnfYMovLad7ETPK7ZOMrkDu+R0zoTKMiD4JrGX3HJVVYHRI5kqtnHIRkW4XaG5ewgAcJ0wX3Rm4G3wk+p99K7KqlxYQoqgMgOzswPKDLJREcemAjNJ55n4bl25GnyuengrDB4/niEf5zHvZHitfJzDlDl0GK8ZV+hXPXzvoEK2xcByUkUOnWfBO0ueQxfZmQyQYmscWH0O2bgURl9g+vXrFq4V1yDvGJRlMe9FZRnYyWOG4z8wj7plE9lt3m4y09k5mKoAKQVdlYA2MGN5HyozgVEmufFkdPzsdPAVI0XoD45Dvryw10xVQGc6Mpp0ppBNx4BScG0P71z09xr+yTkgjCZXN/FY2LqVcyCw87zOgs8WxWMb8zwC3LqWv88PQHkOdg6qLAGiwGKT/HRvHVhtjvuQ+T54bbneyfes66G7Vcx9BylAmc3vQ/YIIN9Ns2G0QRuQ60950BGYhcHIdLZ9zFkOdhacl1A2eN7pAsQhjwgA2MPpHL1T0OTw5NsvQhHQLNfI7jNrK00kCQkJCQn3hDSRJCQkJCTcE9JEkpCQkJBwT0gTSUJCQkLCPSFNJAkJCQkJ94Q0kSQkJCQk3BPSRJKQkJCQcE9IE8k5gvOAYw1FHkwENR6LLiHw4m0bNCSdlSz3poPrrehLrHDYYx5314lbaMiWZuvEbbcagbSG374Yn3vQD5AiZONy8/toDF2VIZtdXHld28HYJjrv6iIPWeIa+XQUc8dd20OVJVzXg5saptBx/L4P/HylorOvMhrm4OYmv9szVFlEB9xB6+A6D1XkQQ/hoyZBVSPo4AosTsUyNlRjkFLol3V83kFHER1brYPSFDLVs+DuynEsqqqQT0fh8aI5MZMxAEBnCvXT74OpivC+PFzn4XUWnXmHvHb2jHKrQjYdQY3HMIVBNhmhXzjJks+NPH/IUFd5DpUb+aw7ea/ZdBw1LwCQbc/ia5jwWUU9yKqF6/qoWyC9eRzlonHJZyPoTN6nd/I3W7fx59O6C28dzKiCzhTMdAIQwUzG4gCcZdCF6H7MqAL0KR3JqIoOvv1yJdqfMgeUkscbHT9PnRuY6USco5tOXIRzE7PNldFR9wP20ZWXnYPv+pjZzl4ctCVvXlyJh+PC3gOe5VxtGnFbrlfAaAw4B1VVQDiP2UvGOjsHb4qgh5HvApgBvdGtIGS563YdNFoerE3Un8RjOWhKug6ss/j5+LwE2Md8eaLN5ZmV2XxnAHhTAM7B5RXI9fH4aN8HjQuDmNGZCk2voOCxtSWfR32yjFqk+4U0kSQkJCQk3BPO1UQSonTvENEnTt32XxLRb4eo3X9IRNvh9oyIfpSIPk5Enyaiv/jABp6QkJDwCONcTSQA/gcA3/WK234OwHuZ+f0APgtgmDD+KICCmd8H4MMA/lTIek9ISEhIeBNxriYSZv4lAIevuO2fMvMQT/YvAFwb/gRgHNIRKwAdgBMkJCQkJLypOFcTyevA/x7AT4effwLACsBNAC8B+GvMfPhqDyKiHySiZ4noWdvN35yRJiQkJDwieGgmEiL6vwCwAH483PQNAByAxwC8BcCfI6K3vtpjmfmHmPkZZn7G5FtvyngTEhISHhU8FBMJEf0AgD8I4I9z9GPGvwXgZ5i5Z+Y7AH4FwDMPaIgJCQkJjyzO/URCRN8F4M8D+G5mXp/600sAvi3cZwzgdwD47Td/hAkJCQmPNs7VREJEfxfArwJ4FxFdJ6I/CeC/ATAF8HNE9FEi+u/C3f9bABMi+iSAXwfw3zPzbz2QgSckJCQ8wjAPegCnwcx/7FVu/uEvc98lhAKckJCQkPAAca52JI86nCe0TkvULgA1nkQbkCFuV/4XexLfW/jORisHdmIBAaXAgy2HcxIVOvwtLwFFaHYeAyB2EYN1hM7E+iPGq45n0FUF14eoVc9wnYVZHsH1Hq73MKNCbEmMRjabQIUIW9f10KMK7Dy46ySK1jqxb+g3Vi5ikyIWFlgci61GaIOpahSsUVS0ixB7ExMtR4boW4zGYgHixFKDPcOMCvBsFzpTsHULANHOQhV5tAHxjqPtyBAly85Blzl8XUNtbaPYnm5e32iYbSFtDDYqWTgOErvqofr2lK3Kxmak2Boj39kCbe9AGQWzNYOr5TOmTGJXY7xwWUgkcGfhrTyH2ZqCgqUIKYXswgX5DB1Dj6t4ngBDTO6paFlF8bhTKfYt5d72KVsRec5oO3LKhgYQGxI9nYCUgtnZAZSGnk2hy1xsUvIMqsihylKsbYIli9neCjG5KsYAq8yAiKDHoxhhLMczg54F25dezu2s2sTRDpHLymiwc3Gs3roY3zycF550sEKhMBYfHz/Ah8ej68DjmRyfySx+buxZYp2tQ5+Pz4wBAFjps8fIM8h2m99NBjaD7U845zl8n2wPzjaRt74cg5iDRU+47/A8+uyan418T7pqG+ScREOzh3I2Pj8ANGqMRS3XlLLcXO61ThYpCQkJCQnnCGkiSUhISEi4J6SJJCEhISHhnpAmkoSEhISEe0KaSBISEhIS7glpIklISEhIuCekiSQhISEh4Z6QJpKEhISEhHtCmkgSEhISEu4JaSJJSEhISLgnpIkkISEhIeGekCaShISEhIR7wkMzkRDRNhH9BBH9NhF9moi+8dTf/hwRMRFdeJBjTEhISHgUca5s5F8D/zUkEfF7iSgHMAIAInoCwHdCgq4SEhISEt5kPBQ7EiLaAvAtCNkkzNwx83H4838FSVDkV390QkJCQsIbiYdiIgHwFgB3Afz3RPSbRPR3iGhMRN8D4AYzf+wBj+++wHugdyrmkWC2fSZPQrIuXMwnGXJIwJtsjnjfIX+EPTjkE5AicF6CtMZ8dCXmKMg/D2U09GSTodFvX4IaVTFHYXhd1a7D7x6mKiSDQWuY3R3JQvEe7DzUaCw/WwdTmPg6ZzIyAEARiEiyP7JT2RNVFXIsCAgZEN4xyGRnHk5aA0UFZTS8ddC5kXyOzKDdvgpSCt5uMhrY+5hpMryvIWNiyBcBe+jMgNsO/uLjKK5eOvWCBHXl8XDMFIrjmzAhC0SOvQfZDtlsEl9v+De6tIvs8WvoLz0JZTTUxcvgXvJEKGREqCIHKYIqy5g9wr0cO3PpCtSQJUEEPP7UJpclz2NmDYB4jmyGreIxxGgMsEd+7Vp87+wZ0DrmtLzyc2LP0LOZnEdXrgFKQV28Al3kIKOhtJYskrIAjInPS489CQqZJ8N4lJH3MGSPDOeYygxoNA65Ij5+JjGzJJxfMROEN1kp3noQqfg4r0w8P16ZQxIzQdiH/J4e/ZZ8xnbvsTPPPdy3LiSDZngvwJBHcvY7St7Fn73JwTp71eMJz/B6cy735UwuAkp96bFXcryIwvdAZWDvMa8uA96BSEGxk7H6zbiXfoxb+x4ERp4BRBzewyuOxz3iYZlIDIAPAfjbzPx1AFYA/gqAvwTgL7/Wg4noB4noWSJ61nbzN3SgCQkJCY8aHpaJ5DqA68z8a+H3n4BMLG8B8DEiegHANQAfIaIrr3wwM/8QMz/DzM+YfOvNGnNCQkLCI4GHYiJh5lsAvkhE7wo3fTuAjzDzJWZ+mpmfhkw2Hwr3TUhISEh4k/Awsbb+fQA/HhhbXwDwv3vA40lISEhIwEM0kTDzRwE88xX+/vSbNpiEhISEhIiHorSVkJCQkHB+kSaShISEhIR7QppIEhISEhLuCWkiSUhISEi4J6SJJCEhISHhnpAmkoSEhISEe0KaSBISEhIS7glpIklISEhIuCekiSQhISEh4Z6QJpJzBu839s6cl9HSe/gfwBn788Ga/fTtX/qkLPbU2NhRW2SveleVZfH5mtHel1i2s+dgW+9P3V9eV43G0eaavQfMxjiBlIJ3fGbsp0FKAd6Dgr04AMBkAL32KUqKwKetwgebb6WwGF86Y0nOw3FUX/q87H20cmfPYuHuHK5f+XqoS1fOjLm79FT8WdnujP19eAKoIv+S18i2p/jc+78PN/Y+IMdk5xK8fYW19/CelY7W7wP8hatxfADw/BO/Z3MctD57X/dlzgdAji2Au1/3+7/kNYZj9aooSpAiHD7+fgCA3b0i4yUlVv9aA1rL5xmO8cevfffm/fGp96pUfL74HobnCO+Rmc/Ytp+531cYJ3sPJhUjFIbn+9L7bW6rq13AM1Zbj7/q/VpVfYXXG85rD5yOSiAF/nLnMPv4fQQAa8ov//ykX/G7HLNb3SbegNiD+OwxaV2GF58/AcHH7+YbgTSRJCQkJCTcE9JEkpCQkJBwT0gTSUJCQkLCPeGhn0iI6LuI6DNE9Hki+gsPejwJCQkJjxoe6omEiDSA/xbA7wPwHgB/jIje82BHlZCQkPBo4aGeSAB8A4DPM/MXmLkD8PcAfM8DHlNCQkLCI4WHfSJ5HMAXT/1+Pdx2BkT0g0T0LBE9a7v5mza4hISEhEcBD/tE8rrAzD/EzM8w8zMm33rQw0lISEj4qsLDPpHcAPDEqd+vhdsSEhISEt4kPOwTya8DeAcRvYWIcgDfB+AfP+AxJSQkJDxSMK99l/MLZrZE9KcB/CwADeBHmPmTD3hYCQkJCY8UHuqJBACY+acA/NSDHkdCQkLCo4qHvbSVkJCQkPCAkSaShISEhIR7AjF/Bavpr0IQ0QLAZx70OF4HLgDYf9CDeA08DGMEHo5xPgxjBB6OcT4MYwQevnE+xcwXX+0OD32P5F8Bn2HmZx70IF4LRPTseR/nwzBG4OEY58MwRuDhGOfDMEbgq2ucqbSVkJCQkHBPSBNJQkJCQsI94VGcSH7oQQ/gdeJhGOfDMEbg4RjnwzBG4OEY58MwRuCraJyPXLM9ISEhIeH+4lHckSQkJCQk3EekiSQhISEh4Z7wSE0k5y2W97XGQ0Q/QER3ieij4d+/8yDG+UoQ0Y8Q0R0i+sSDHsuA1xoTEf1uIpqfOpZ/+c0e46uBiJ4gol8kok8R0SeJ6M88DGM6j8eTiEoi+l+J6GNh3P/JwzCm8/o9BySFloh+k4h+8ivekZkfiX8QU8fnALwVQA7gYwDec57HA+AHAPw3D/rYvcrYvwXAhwB84kGP5fWOCcDvBvCTD3qcrzKuqwA+FH6eAvjsgzwvX++YzuPxBEAAJuHnDMCvAfgd531M5/V7Hsb2HwL4f73WZ/0o7UjOWyzveRvP6wYz/xKAwwc9jtM4j2N6PWDmm8z8kfDzAsCn8Sopn4/6mF4PWLAMv2bh3wNlE53HMb1eENE1AH8AwN95rfs+ShPJ64rlfRPxesfzbxDRbxHRTxDRE6/y94TXj28MJYafJqKvfdCDeSWI6GkAXwdZtZ4LvMaYzt3xDKWYjwK4A+DnmPmBH8vXOabz+D3/GwD+PAD/Wnd8lCaShxH/M4Cnmfn9AH4OwI8+4PE8zPgIxCvoAwD+JoD/6cEO5yyIaALg7wP4s8x88qDHA7zmmM7l8WRmx8wfhKSlfgMRvfcBD+n1jOncfc+J6A8CuMPMv/F67v8oTSTnLZb3NcfDzAfM3IZf/w6AD79JY/uqAzOfDCUGlgybjIguPOBhAQCIKINcsH+cmf/Bgx4P8NpjOs/HEwCY+RjALwL4rgc8lIgvN6Zz+j3/ZgDfTUQvQMru30ZEP/bl7vwoTSTnLZb3NcdDRFdP/frdkFp1wr8CiOgKEVH4+Rsg5/7Bgx0VEMb0wwA+zcx//UGPB3h9YzqPx5OILhLRdvi5AvB7Afz2eR/TefyeM/NfZOZrzPw05Nr0C8z8b3+5+z8y7r98zmJ5v9x4iOj/CuBZZv7HAP4DIvpuABbSSP6BBzXe0yCivwth7VwgousA/mNm/uHzNiZIYxPM/N8B+F4A/ycisgBqAN/HgZbygPHNAL4fwMdDHR0A/lJY5T8ovOqYADwJnOvjeRXAjxKRhkxs/x9m/sq01Qc0pofhe/4vg2SRkpCQkJBwT3iUSlsJCQkJCW8A0kSSkJCQkHBPSBNJQkJCQsI9IU0kCQkJCQn3hDSRJCQkJCTcE9JEkpDwBoGI9k45ut4iohvh5yUR/a0HPb6EhPuFRP9NSHgTQER/BcCSmf/agx5LQsL9RtqRJCS8yQhZHj8Zfv4rRPSjRPT/I6IXieiPENF/QUQfJ6KfCVYlIKIPE9E/I6LfIKKffYUaOiHhgSJNJAkJDx5vA/BtEHuMHwPwi8z8Pohi/A+EyeRvAvheZv4wgB8B8J89qMEmJLwSj4xFSkLCOcZPM3NPRB+H2OX8TLj94wCeBvAuAO8F8HPB3koDuPkAxpmQ8KpIE0lCwoNHCwDM7ImoP+VZ5SHfUQLwSWb+xgc1wISEr4RU2kpIOP/4DICLRPSNgFi8n5cgqYQEIE0kCQnnHiGK+XsB/FUi+hiAjwL4pgc6qISEU0j034SEhISEe0LakSQkJCQk3BPSRJKQkJCQcE9IE0lCQkJCwj0hTSQJCQkJCfeENJEkJCQkJNwT0kSSkJCQkHBPSBNJQkJCQsI94f8PCUilKUkwNCwAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ta_spec=torchaudio.functional.amplitude_to_DB(ta_fft, amin = 1e-10,multiplier = 20.0 ,db_multiplier=0.0,top_db = 80.0)\n",
"librosa.display.specshow(ta_spec.numpy()[0], sr=ta_sr1, x_axis='time', y_axis='log');"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[[-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" ...,\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731]],\n",
"\n",
" [[-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" ...,\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731],\n",
" [-57.7731, -57.7731, -57.7731, ..., -57.7731, -57.7731, -57.7731]]],\n",
" dtype=torch.float64)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ta_spec"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"数值是一样的,所以这些操作计算的结果都是相同的,只不过两个包使用的默认参数不一样。但是通过我们手动更改参数,可以让两个框架的操作对齐"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## mel频谱图\n",
"人类听觉的感知频率范围是有限的。 在低频差异方面要胜于高频。 人耳能听到的频率范围是20-20000Hz,但人耳对Hz这种标度单位并不是线性感知。例如把音调频率从1000Hz的提高到2000Hz,耳朵只能觉察到频率提高了一点点,所以1937年,Stevens,Volkmann和Newmann提出了一个音高单位,以使相等的音高距离听起来相等,也就是说,在该标度下,如果两段语音的频率相差两倍,则人耳可以感知到的音调大概也相差两倍。这个音高的单位被称为 梅尔(mel)音阶。\n",
"\n",
"mel谱图是频率转换为mel标度的谱图,也是说mel谱图可以理解为最能够体现人类听觉的度量"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lr_mel_spect = librosa.feature.melspectrogram(y=lr_wav1, sr=lr_sr1, n_fft=2048, hop_length=1024,pad_mode=\"reflect\",norm=None,htk=True)\n",
"librosa.display.specshow(lr_mel_spect[0], y_axis='mel', fmax=8000, x_axis='time');"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 8.9339514e-09, 1.2936969e-08, 3.9514028e-10],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 3.7917246e-08, 2.7249355e-08, 8.3850388e-10],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 2.0807610e-08, 9.8033590e-09, 8.6576452e-10],\n",
" ...,\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 6.7404324e-07, 3.6466133e-07, 7.1999473e-08],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 8.6658480e-07, 4.1472936e-07, 6.8754339e-08],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 1.0687064e-06, 4.5527995e-07, 6.9893922e-08]],\n",
"\n",
" [[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 2.4467861e-08, 5.2969065e-09, 6.0955654e-09],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 7.7898292e-09, 1.0969227e-08, 1.2203558e-08],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 8.1455331e-09, 5.7137801e-09, 1.3891558e-08],\n",
" ...,\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 6.3500852e-07, 4.4330326e-07, 1.2374748e-07],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 8.8433467e-07, 4.7816485e-07, 1.2946117e-07],\n",
" [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ...,\n",
" 8.0419159e-07, 3.4943295e-07, 9.6064610e-08]]], dtype=float32)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_mel_spect"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mel_spectrogram = torchaudio.transforms.MelSpectrogram(sample_rate=ta_sr1, \n",
" n_fft=2048, \n",
" hop_length=1024,\n",
" pad_mode='reflect',\n",
" norm=None,\n",
" mel_scale=\"htk\",\n",
" )\n",
"ta_mel_spect=mel_spectrogram(ta_wav1)\n",
"librosa.display.specshow(ta_mel_spect.numpy()[0], y_axis='mel', fmax=8000, x_axis='time');"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([0.0000e+00, 0.0000e+00, 0.0000e+00, 7.3726e-08, 2.0400e-06])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ta_mel_spect[0,0,15:20]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.3725730e-08,\n",
" 2.0399643e-06], dtype=float32)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_mel_spect[0,0,15:20]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"通过设置相同的参数,返回的结果也相同"
]
}
],
"metadata": {
"interpreter": {
"hash": "cc9b28e5e54830f7629a82c4e1a390eef4bd63e44731133b0f1a274f4d402c04"
},
"kernelspec": {
"display_name": "Python 3.7.12 ('cv10')",
"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": "3.7.12"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}