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@thomasbrandon
Last active June 29, 2021 21:31
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PyTorch implementation of scipy.signal.resample and scipy.signal.resample_poly
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PyTorch Resampling (based on scipy)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import scipy, scipy.signal\n",
"from scipy import fftpack\n",
"import numpy as np\n",
"import torch\n",
"import matplotlib.pyplot as plt\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def specgram(sig, Fs, NFFT=256, figsize=(15,3), ax=None):\n",
" if ax is None: ax = plt.figure(figsize=figsize).gca()\n",
" _,_,_,im = ax.specgram(sig, scale='dB', Fs=Fs, NFFT=NFFT)\n",
" plt.colorbar(im, ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Q = 48000\n",
"P = 44100\n",
"\n",
"offset = 2000\n",
"instfreq = np.exp(np.linspace(np.log(offset+100), np.log(offset+23900), 96000))-offset\n",
"deltaphase = 2*np.pi*instfreq/Q\n",
"cphase = np.cumsum(deltaphase)\n",
"sweep = np.sin(cphase)\n",
"specgram(sweep, P)\n",
"sweep_t = torch.tensor(sweep, dtype=torch.float32)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## scipy.signal.resample"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def resample_torch(x, num, dim=-1):\n",
" dim = (x.dim() + dim) if dim < 0 else dim\n",
" X = torch.rfft(x, 1, onesided=False)\n",
" Nx = X.shape[dim]\n",
" #print(f\"x: {x.dtype}{x.shape}, X: {X.dtype}{X.shape}, Nx: {Nx}\")\n",
"\n",
" sl = [slice(None)] * X.ndimension()\n",
" newshape = list(X.shape)\n",
" newshape[dim] = num\n",
" #print(f\"sl: {sl}, newshape: {newshape}\")\n",
"\n",
" N = int(np.minimum(num, Nx))\n",
" Y = torch.zeros(newshape, dtype=X.dtype, device=X.device)\n",
" #print(f\"N: {N}, Y:{Y.dtype}{Y.shape}\")\n",
"\n",
" sl[dim] = slice(0, (N + 1) // 2)\n",
" Y[sl] = X[sl]\n",
" #print(f\"Y[{sl}] = X[{sl}]\")\n",
" sl[dim] = slice(-(N - 1) // 2, None)\n",
" Y[sl] = X[sl]\n",
" #print(f\"Y[{sl}] = X[{sl}]\")\n",
"\n",
" if N % 2 == 0: # special treatment if low number of points is even. So far we have set Y[-N/2]=X[-N/2]\n",
" if N < Nx: # if downsampling\n",
" sl[dim] = slice(N//2, N//2+1,None) # select the component at frequency N/2\n",
" Y[sl] += X[sl] # add the component of X at N/2\n",
" #print(f'Downsample: Y[{sl} += X[{sl}]')\n",
" elif N < num: # if upsampling\n",
" sl[dim] = slice(num-N//2,num-N//2+1,None) # select the component at frequency -N/2\n",
" Y[sl] /= 2 # halve the component at -N/2\n",
" #s = f'Y[{sl}] // 2'\n",
" temp = Y[sl]\n",
" sl[dim] = slice(N//2,N//2+1,None) # select the component at +N/2\n",
" Y[sl] = temp # set that equal to the component at -N/2\n",
" #print(f'Upsample: Y[{sl}] = {s}')\n",
" \n",
" y = torch.irfft(Y, 1, onesided=False) * (float(num) / float(Nx))\n",
" return y"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# TODO: Investigate difference here\n",
"sig_t = torch.tensor(sweep, dtype=torch.float32, device='cpu')[None,:]\n",
"for num in [11025, 22050, 44100, 54000, 19200]:\n",
" fft_t = resample_torch(sig_t, num)\n",
" np.testing.assert_allclose(fft_t[0,:].numpy(), scipy.signal.resample(sweep, num), err_msg=str(num))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3roHPoXiOjbTO6UNNsGxxU0E2+eKHzPdRnzjqj6E5M+XadW4FeOFfyY5hsoWeAogAmBzN0ksFQPLQPDmpPb5IviTPHrwhIiKfPEiRQj+u7zsAyRUFJC+sHhURka+uHpdXVzkgubFRQLJR0y012drAlwSO+QAkMNMjUy72wyoAJO3H9nT6AEnPub7jEoj0L7ShZpWDzw+p+7TM/h0Cl3tqrvQu8cb8DW56IgVWhU/OdTtch7MDTKLI+oz01aOzC0xERHahZI6cyEIg/jgaYzqRQvLm2UgWH1yu22uLNlmT3pHjfl/fRPJNo9CYMAhymFSOUmR9Jal5wSgCNKBLy5idaDjCUGzrDB2pf9YGPbtG36ZwkDoNZh0Rg6ZgTs/lIMhzUrZ2yMHX/BE60lMGUZ69/47a8ECPXSfmH0z/kpy/ra8AMLe13MPtYmtIO1g4X3NfMP+kWQLgKDROPX5C3T6x9o0DTvRJ0+0ZMSi0AnkdKAffEi5nQXlm+XkvGEHJaNL17j1ctvb+DwUqjiSvdtzVjLomwzxNtbZqfXK+CK0mK5+U7P4CleaH9k703dtzW9EHAgseAGJQkJVz2qhKW50gGAVgI9AQKSxwGy44vz8UeWVKzQg7sXOeGETXQo6a0pckBySXD5KG5LsOknP79y4SIPkejap21CSJxKsGSB4WEZEvLZOj+8vLhwtAcqJOXiebtJBKQJIDk7DlXx2MpynBYBmYMAPaC0zyh3vH0bW8+73ypwUV++qu9Ole0b5APS7Qo3vdCJaVNjyq+dE2DGLtP78P1Xk08H+PQds7SqHI83PW6OwCk5g2sSLEqVLBnDofnkxjAiaKJW68IMnJM5LZCgKKeMwuM3Rcn93Pkutdpzw7mtIH03N8NnIiXBUABb/qkY4QsUX0HpTraDUmKvXfHuRSsKJPzrwwkAOzyhF0ME+4XphZeULNXQdIbImZKcaVXy9Mj5iBdNbb+hC7qBancLog00D1mO9ZGTbxKz7WYOACqkhtWnQjblNPO469tg4dih11dzEeh4lkh2lQMDUPzYMSm58NBQt5I6coK2Xfh5bzmH2X+uaqxsR7H2APiA2VHFJfXDDRXZ+1tobOe6GOrNRXrC1l4PVCbHoAK8oSsOC6owGGHOxwucD14ATymzCAafp/mya2GhCrO12bUrJM/M4mACbp1wMkTywQbQvO7QpI5mljPWqSverr2yQ1+aICkheXKSfJy8t0/Pb6qAAky02elwThfy2vCwMRAyg6RnJyt2l2Tbj4fA/4qACQdw2gnILuOLKV8/7fNTjoY/a9tpmXqOxNLnAjgQbLPTwBcjZnjqzEfTZcDoLXM8TnRxFZ36PQzfeLzi4wGWmkkUYaaaSRRhpppJFEJAGT73iNSQjhGRH5dRF5UhJ+/HSM8VdCCI+IyP8oIs+KyNdE5N+LMb4VkkjpV0Tk3xSR2yLy52OMv691/biI/Kda9V+LMf6anv/nROTviMihpEgA/1GM+8MKBEmImLUcfapckR7pMqHxZtuRgpOAztp06i5MwCh+vpf/wIj9OSyxWPqFQ3RvaFtHqlBISFmDBEm/HrOjOWsCirwHEGypxN9Muzrajc1RLu2GZgN+FyaN2HTFMW0d0Li0SfNC1gc2TWoHh3rzPqI9hG/dTUOZ+M/RtHX9UlJftA1nXvg5eD5QbTjcfFEhH0j3Wds80QIq1hfIWwu0fjEGTcIsG+RcYc3eQLW3SOdd0D7DebIWZMET9LCGZDsfoL2p9NElpy8sxbR3g6TgkcRr1tehWg9Q02lU8jqqztchfx+L+xzNyHDfC62mu6c5G2Y0FbRTN3XJJW/sQ8fQxI4vx/42Cif4QhvD5fjX6QubcCGkr/mJ4HdXmGxNyJdkQuZfc/UlQVhgT1MC0y34kkBTcr7QlKRcJNCUfGOZkiV2zbdub5LaGpoSy+S+yTUmhaaETLegKeF91nd6p/3E+zZ3jwdqNk7t9O7Q3fiLeEFtXLpLrc0+06191/e16WrgJT9fa6P4Jmg5+yawT19fJZ4JMdXpapz7NG8PKCWNifcBPBs0RGOyEZG/HGP8/RDCBRH5vRDCPxSRPy8i/1uM8ZdCCD8jIj8jIn9FRP4NEXlO//2giPyqiPygApm/KiLfL2nufi+E8LkY41ta5idF5LclAZMfFpF/UOtY2IkLEuzlcBKsFfaPHbMec2wkk6wiOhaIXrDWGT5nxN2oXHA6JtMnS/ZF1DWZQZ1TxzmYNzb2r2AGuvBj4PvhVUUb50YZbPiFdMuC+WYm3UxcnOSY6yNi6BxgZ2ZWMPvxzNg44lOnHou6dYGuYbief4UHNp0PCjue47mZGZreZ1G5Lup9PbttCxpz5t8eHZmDma/IPO9LpHWI+szPI+TljTwmtVuE3o1iDPzxor4bACbgZ+U8JpT6WDDke8p6dGpzMZja2Nj6AXTbgNNez7Uaucz7wPs8HxXvexdFChNYIxKe1EBVAfioD94a4Ou9Y7Br9M4wYCkACu9Fefk2qhajfgVnZmobs/MWhasDSERSDhIAEQMmSChpwCT9zvQXiRIPp+ljd9HykvQDkn9mnoALAMkbBEheOHm/iLSA5OrqnIjk/iQr/ZAYINmlAW12Tn4SCmDiAhLH6b1qyiX91/eWqVBNmHJqh/IhIILq9iLPndrvwWP+HfNqE7x13nvXoZxlKJSLqyDaFwrTdgY0HCQoOMfdfjj8YRH8x5vHM2nKFWRb2NOeLaoCkxjjqyLyqv59I4TwxyLytIh8SkR+SIv9moj8liRg8ikR+XXVePx2COGhEMJlLfsPY4xXRUQU3PxwCOG3RORijPEf6flfF5E/LTVgEkVk1/PisOBq3X+9IWY4TjoMnvmO6EeLED1rRjzAYn0jpssiWXGWb3rh2yzOer4DNjjRWRGOVfLrzPhhLJy8UAicWXnyl4EWx8LprlBhe48BMvoYRdIAFWGAiRHG9Q37fRgAyT9almWc/RY4gltsx7mjiF5eWFEjBrYViQtoR9odZEAPqlmAdHl9Lr+/11Z6KOPmAQrno95mDc+KDfr4M5l2jPtYI/4A04fZZZAr13sZdQahxIN6jLJLPP9TqrDyoe4eDw1L62pC+HqNTjNv3nkHFPnPhECB17an7Si0F3v6wX2S/J4aQGnXFz4C/MHhvuGDg/JazLK5A5Dkv5MQC80IA5EJAZKjqQINTZjoa0jS9fNNSoIIQPKHmhyRAckbq/MiInJjnfuTrLcTWekHBIAEviU7RBNknxFKoOgBkvbXHlT2ey80Jaf1DXH9NJ37agEV+py4XcdyLCMHoLh9ZHL2B4u66bznGf/Awrjad4CemRfFlEPvW9u4f5WXKyKH4hvagyL4ntb6QK/X/Cd7hOAPKkV5b2hMjEIIz4rIPysi/4+IPKGgRWKMr4YQHtdiT4vINzu3XdFz+85f6Tnf1/5PStKsyPTSw6fp+kgjjTTSSCONNNJII30HU5DtewWYhBDOi8j/JCL/cYzxevDFh30X4h2cL0/G+GkR+bSIyMHTzyRtPJkFteEG9TxrM0gjAHOr0Ak9bCFJ2XyHtC2QcgeOVQ9Jv0khUrmd2ppDSl6YyCB6EiWDQz8m2t52FgrJUhuFS8vAfIrGj/wY6ENDmhSEs91MckkVS91b7UbezuwE81lqZTw/C4TGPX4kPRRX6kOSV87/UkhiiAp/j27VtF5KqQxJvSvhW9nEv1Vb5yIrk1BBS7FHElhIgipS9KppEs8fmboVGiyWwpPkrCvxQ7cn63y8tWfbVp63CQ1d0bZ3/xCq3VOT4DvzUtVWsOTQM6/o3OeZcgwOuVvReBRdYEG1IyXtPgdXY4fT9v73axfKcMD92jZPg92WIy1FZwyFRgTkaEiq2h/0xfxB6H4zT9ExQVMCDQkiaenv1JIi7lyTLfiQzHTzPpgklTISJT42T+F9PU3JJdWUvLVNvifQlHzx5BkRaTUl31qm8zdZUwItyXZiJlvQlGzUp8Sicekvm2wVmpIirDhpWpx9sRa6NisDcjTFrmnSKSXlnmaA+8rROpvuN6WiHS9M3fh9pLG4CYG9+/ZooNgKhcPJsz8giMt7Fig8P2ytUUT3BL80y9eYxG6C5Jzv4W8pm43hO41yzWaANuoBoSgia2EzibNFg4BJCGEmCZT89zHG/1lPfyuEcFm1JZdF5HU9f0VEnunc/n4ReUXP/xCd/y09//6e8vV+7ULL+DT5RlaQZ+LQZcCpDL8oFmbVHBj7uYCGnd4Z4DgMuvmkzNqXISvfuR9ArDB3Iofz4Di1F8dk0sQMur2w7FAu+XW7vxlgHsWMncfoecQgk58fgFzsPGPJ59OzTy8+BJErpz6gvoqzu603ZnC4P2yeJuI7v3OSSKY9zGRPdeWH2auWP2LdepxnODjkLvURZo1lJwae38PQuwDhlB+iWkjd2th7GfuB4Keg05ZHHzyfKQIqZVhcKfrKJnDmU3anfWfgAnBf8w/pSgsK4IA66F42D7P3He9/zH9trLRoAPJ3eflGAUpDviVNJ1s7fEwAROZN7twO060L0/RyPLZIgMQyt1cAyR+oiRYAyddOUuLEb+v566tUHskSNzEHIdsYZKvAZKvzguMdAQsvk3uRh6wCSNzEqkLlO9f37lPdvoX82AvZO9Tfwwtva2uF9+3u/WxKXfPV4zrpmJn4oq+n4Zsq/que/wabVhffbXoOli6Bkzdzn7W8gY+OWRYSGrepBmLepgMSWxN47cM0DN5D7zfFGGTdl1TsDNGQqFxBRP62iPxxjPGXO5c+JyI/LiK/pL9/r3P+p0MIn5Xk/H5NwcsXROQ/DyHAButfE5GfjTFeDSHcCCH885JMxP6ciPxX1Z4rkCgYO89BnTYdMHm2iCc9EgCKTGVVOS8IJ31r4LMCe1uOaMUSBnsZ8vr2JYND2wbQYt5WNIlBf595UwHA2ZLjPWspcD8k2bgPzu/rC6HY1HgeAVxMA0VO3NhMprdifj/qYwlKzvO7dqO9GahZYiTOMZ/nj01f3VmnqLwjvWNgGEPpIG9VO1FPOLJaba8qc6lQvV79/IHpI6cOrxy/v/ZuEZBm7YP17bTMb18fvXHXmH5m0D0gWDVCb/9snGdc0z4UTfB5qo4wfE+fJSvQBSEFWOF7uQ1vLHSfLzQgoVTluWVRzngvKYCW7kVeX8lpPVAErVZdrBoD00LmQIQ1JchFMmt2PZoRJExMmy0AyfvmyZfkA4s3RaTPuX0YIPnWMjm9Q0NyiyJu7bAv43fXSNS/N/At0eMdPp6mKcGvTk+Rs4oAiaMRcIHIwPNZGww8HAFPny/I3jZ4rTggrO8dZX+KgldwAIqnpfGsCDxhTHGev1uxh8eyZ6Zrm3LLud/hbd54C0AcQYOtBX3XSJOyM9/I9n58N1qQk5e1vpjljGTlbB628dSCqvtFUeQ73/ldRP5FEfkxEfliCOGf6LmfkwRIfiOE8BMi8g0R+Xf12uclhQp+SVK44H9fREQByC+IyO9ouf8MjvAi8h9KGy74H8iAiFwikqQhkOBreFVjsCEtn9NiJ6lxl1mbHufVb7VOfuk5ihabZhXMUuXlb8178vM7Nu+xAuXGYdocRxKCPk9v69g84MGMtX2Y0x8ItbtO37YiXK5lFW+6LzX1hT4EOwNR7b3d8hwWEPfDtK2+8eXPp9D2dPrAjAoYih05MJvDnaORKkIhoiEHSHuq9+7zxHpD5DXrC7/FNTDlnGe1vq1D/nDv+ShWP/a1j7jDXPZF0dtX3ppzGNCsmPOeFlQDJNwmjln6PtBzNY8i1d9G1bwOh6ZlcLpQOS7mEWsmY+hDb1nQ4Mhq3hqogKPq8+nMZ23d2bigEbGJzBkcy58IIEMAZacLNeiLHqaqGaFkiFM97ob8hVM7TLUATC7MksnWo7PktP7swRsiUiZKRLStoYDk+jqVh4bkeK2aEmhBIPQC+IgtAGkBiZYxoEGAgyXS9wiQ1Jzhs3sd5+qinFdnxUnbyOuDAxZC7GwRbOaF74wTPcvrM6dRMM0/W3vgNK47+3QMoXQct6TEugZo728TRUs/oW8MSPRwqqbenMyZtUK2x3XP0/ej1d7E7F7mLTggj6tRegApSpD1qbP6Plg0JCrX/yXuJ1j+lZ7yUUR+yqiRqBwAACAASURBVKnrMyLymZ7zvysi31Pry0gjjTTSSCONNNJII43UT1tP+HVG6EzDqhBb0yH4VgBlc1IzoPogucquq1GAhoTJnrHjbG3kmPEU9qGE4i08q4W70+ZwLLnmJIZSq+DmSIEEAOZm8PsgwYin3eH62AmZHdv7nGGtapaYYpw8PywNwnmM0XKBUAPsD+NIOULHdM4kIp4k36Q5dJnHS1owJh5bNbxrT79Y/Vz0hbUBNQm049/iXq/4CAWRutaBJFOFyYA11t9nT0tUXb+4vXPd3bsrWpihmpPCbMo59rQiXe1aMU9D+yD9dbvz7mglhKWRPeWtaE9QhP428k5489H6wTkmHmZSSOJzdp5vYtm220au+UBd7beANCQU7rfwNdFEJnGSGjITLviPUHLEw+naNCUWBlh/H1FNCXxJPrF4WUTuXFPytvqS3FonNTp8SFbk0M603TWtAnMHjQkehmS/1bDAXnnJr1d9THgvjJ06nffQ/W7zdx7fUgS1qWi7vRQGQlL6Pir8Mfh7RM7ZrfYA2omQHyM5ccjPe2NurTVifl+Mxbw0sPjYch36a07pOe/FbZqZFRzOtTysOzyFsz2eTX68m7WaDzNBJ14D1hOe6XDmN1P7tj0g9J7QmDzQtBPZHPQzp5ZlfEYfp0C7UmczwYYz06R3t57glz5vvmDuiUnfWhQuve6pYb3NlRnRnhcDL5jNg2PP7vkBMKPBeWGKTRkJGhd53/qAUW+m+m6d2sbyAjbLvJzNG8bgRMzyTHEKRh7q6h6TpB2ZkbnMD/UFa6ZtU88PVP0W0b8YtHafp8PgcfLQtnKqs8aI18h7jnvqtGAITlnX3NH5aA/2HXGY/O79RUSaClXH4Fzn6H5tB6gfPe0MBk9eX04JaDwQUfpg5Ix618eE15uZWEzye3yTLWVgeILs3dDrMC3isVC57DwnQCSgYU1SAsQYe+rqlGMn9sBj175OJPctmU/TZrSY5skRDyZruaD5SC5Mc9Ot98+TBTR8SZ6fpTo4USJH26oBkhP1JdlwhC3tOy+pGENr1kVO77HwLQFji5tDXhkDFKFj/vYxkGHQ0VdfPy/uBzLB95wifRbMLE1MzR+kqLdvDywmm+po8vkrnLrNh1avw/wKP9SH8tua12fgIzpMe6duM+HC8SoHJN0AOVmbeh9MtM2UmIJmTOiba/UQNztZdcy20X065ro4OMDWAS4PMkV5b/iYPNB06WtpZb35iSTKbyVfOaOJF7NA5x3JNBbxmrP84gXR63Ak5+Rx3scfi98YbdIcsJSDN6PCHyaUUh92JvSklebPQfczI+lRuynnDEqf34Y9C/Qb0gvaZFUwKGtkXXeAh+frU9jV0zNvOXgdQ3eM9iHrF8ec1ona1bw4DJ9r34wNssPUegx04R+D8k646yJqCvniuJGZZP/5GHrwwLos03uvE2jCJFunTNToMuh76qgBD7vMjDeXr0W2qoGJvv5g3+LO0TPn48B119ZzTaPlAZtQL1P42jAV9/VLhT3Q2dsnrw1yoLJ3hQCJaU4KrYwWDzkgYY2JARIFIhgLNCML+82TJJ6bruTSLDk9PjZL0bY+ME++JJ9YpKCVH9c99+gOAcnNlYYBVkCy2mi0LYu01egYdMi8PqN0gEkOSCInUHQ0Im5C4JoGhbUZxkBTe0EKjUjxrXQokJ8BCNGfCsEhfCLX+XUEwTE/TYAG0iTEEFofEONT8jI2BtKomAN4R7ORXaexN8STtDxNfgwLie7+DEBiwWtoj8c9nPaAyXxHifewxNXgA6AJIVAF6k2crGPje/meArhw5FVHuPogU9KYfIdH5XpQCY5iN5/Kvbi90LRt3OqYletKVgrmCIuRXhBzftcNyhzsaRHbIndUu/bBVqYLOUaK6EvO5tytw0ysmGmie+Y3UmVLclRDG8gpsroUsnqKmOHQ0NCHpOnkrfCYG5bWIMs5fzBQbqoarOVD/W160jTX8boHg5g0l4EbrteYdSJsrkUXiIkyiRaNoS8imxdZBeaMrbliP9XWX036Xmjb9gllCma0/7odepJSHFP+F0/aXtTfjzfTdedj4wEOvl605RHPoxe5re8+5z0erEnxxu+cLzQjNBmtFsRpLzuXr8siYzT9DtWkcDulNoeANso30TQcoGjgBwAkrwPAA0ySARcMaZIDkqlpTHJgYl3W8wez9DFhQIJIWw/NbpuG5IOLBEg+Nn9VRLqAJH37AEj+YJWABzK31wDJbXVuX2/avCRdslwk2Nt57jpjM36a1WX0SDwtumvS5ZRjIOK+D533xgve4VHh+GyCHXDSzn2kzeBj5DMLpBkIMfZ8v6kMaWFKc7FcAAtibQUEPROzLMnrXasVg2liALo6HzSbezI7NisC8AwEXAqTLD1WZWGhcQJxeZsL4mLR/mRVClh4nBxO2bQyJ+hDunGzCK485UGj90S44JFGGmmkkUYaaaSRRhrpwaYo8t7J/P6g0vQkwfYT2LxwtlCymTSpMtsth1aQAh+T9cVctGJqz1V7T3bdy0yq112bdkgzIElhZM6S7h5yna4BnMk3pLDv1D6sD1WTwhonVpkjHPMBVPc6BvhqhB4Je2BJUvo1NTLlgUG59VHeZ5YqFZoumGw5SSC7woTCHt6bY09bQNKfNqZ6fzUs8TIBrePs2c3r6AlB2I/K63OhxVCCps4kzI4WYpCPCs+T4zDvEmsrrc8kuff2XU+Dsodck6xCEu9UWtHeeHlMBgUr4HVZ0WrVnlGp7enXjHjvGJMJuMMeTZLbttMXvq/QtGAv1+NagsVuuaKNfm1OEf53G7LigTQlbNI1QaZ3+GfodZw/UJ+Sc/AjmbWaEhGRx+c35INquvX8ImlKPjpLL9MipI3tddWUfFE1JTDd+uYJMren81eXRyIiclt9SaApWa7T5x8mW5tNk41xu+UHV6oIML7ISb/MVCvf83G95szuWQu0Dtf5bfuc4ot3h5Wv5JhfEK8r0k4UmhGTxufaDjMxVmk8LC262hE2b7LhkKO952dZaIUwbzCTsnxlqikh/w1cn95MN27AL6D9br63Lf2yJpjyjHDfuY876mNhqg2rDs1rtj4XsvZhObBSbc/0uPweW8LFWT6uhsYC3gH80uxW3Mt/PUg0mnLdb4oiqwv9X8zWZliP2VYT5cxZvl2cxgjT5uBFvnIsCIoXsTQvy/vIpmGcmyRzUEOd7FBWYY4KdSj1eXFDgd6jk+x8UQ+pp81OdFaWbfkEYvC073Dc9xg4LzGVxyyhnPqMmu8Kq28zu/iikvy3aMsxNRBSeW/QJoEmq8apn0HWPuqaz/Xey+sYam2KmuL5ZXhmgX1z5wVNqM1z1WfE85cZyJC3FXXO29/MqTgooKibbRLy21zQUAMZPcecjKxgsKltf76dxh2ndg80FSZdPXWU7xCkGqiDAIYzlqqJF0fUsl/aV4KUplwAEBxVi3xFAjjhRpl3TZTI0bVmlJ8EBOYf0bfOzTTSlgISRNp6cnFNREQ+PP+2fGz+LRER+cgsbe4AJK9uks/JF1cpV/ELy6dFpAQkMN3yAIk5t+vvDtG3YL7GYKNPakMBCPA9KpzbHcBRmHo5gARUMO5O+b5Xs8yKrs+ezHgLczGKllmYcnWARbePzJC3QW3SL5hk83edlfunMczErHOeDfYZKfwxyPyJI5Ba9Cr6JhuQQfTTw1CUNSwKq3pqixl6Fux6PqKe4NIAyQ71KVBRvg3m6uvDYHXOb6ZzSxU22/zxXkJ+M+Cr1ufD4CApDwKNzu/3mbAomdktNi4cOgBlN23rmKjGhDcSjwlype7YXCgJn7epYjMwW004mc1Rf3s9Ul19ztJ5J9MPNoXNUX+fV+ea7NhmiZlT2kT6eDtmkAtnQbs3/4oUfi1OxCqPL/SYY7YzHeIQDSoEy31Rs2QAA+056tL8Ff4gfX3TY2j4PPI0S63dMj+8/r7WHNRFSklmYXJe4fXtPicZnwHgiiZmiObAU4Aw0136VcTe8sWxx1gXfWIpfnseLTWUCbq9t7+tYgxO0x4ILbQTtDbK9qMPSHgf8EAVOZyXALt/noqQ3dYuA5VYlAlUhxf21z4vlLmdM7YDeJjGxXxY0nVkbb+oSRLfN08g4+nF2yIi8uHF6yIi8tHZ6/KRWfIFmemmfkUByQsDAQn7kjAg2ahvCRzVAVAwB5G0HTFAo6LXuz4mcHonjUkBMBzA4TnJF9c9QML7p9B5kcLywHzrsDwsO3jOI3B0R04Y2JAjOkftsuTG0JSoPygS5RoP0yF8pxEqt9V0UBsk4TeGG2kBtA/mW3opZ8zZx6JwBtfzG7WkKPw2u+O7nR97wAyRroromPZc8j7DioM1KQCM6Bv8Qrp8FOo4Uf/Uo2+r4PWhVMl02f/MoVHB9d3mDPmYjBqTkUYaaaSRRhpppJFGGul+UxSR3VlS7/TQmQcmlkiRVJdeBI42MRGfl8IMp/ZsY4+pgEhbj0Xr2sbecl7Eq96wtkJ+HdQW/FNciXxAn/SQJU2ojqJBFdJfAHFHZR66amxH+lVKmPslrYVNKpGnKfGice1bG17CPlfS70j+vPvNEgTSsXOknRhgquRJbKDl8rSErvbQk1gzsbaM6+0cu3lgnDo9LdDkJBeBetoelzzJ/h4tmadB8cq3VZOEf2A9g8ph/XA0noqWxjfZyi+zyVZv7o/ObztX/pjNPIq0DW7YX9Zw1DRO6OOWBuMkWOxqQ8xEC53FPaQJ4fC/CIdrviJafkqaEoQBnoY8Ohc0KzDdemyRa0o+snhNREQ+MU8akw9MD6XRXn7DNCUpytaXlpdF5M41Jev1RMekUbeg7djmayWSjwm0Ptkr5JhsmS9JTVPiaUb4++SVk/x6rxad33nri64FiuTJ1hScGNCWF2kvrDzlwsC+ujnI+45ok+xb0T0HE6QN5Q2bpkjSrfYB1hWkrUFfENGSrTdgjVGYXeE6aV5E2nmKNOesxSk0SXADhjZINUeIBGpaCh0zfEXQF1gamilYAy1IavDk0kSvt88P5l3QlBw/kipBigLwaDZ/pB3LEk2eFY3JGJXrASC2QiH1adexTETa2OLrfJXFSakWHdp2wSShTdhzcjhhYkZrZt/QqJuTc+hhppjprACUohy+z6v8mMvvKM43O/zb3O2kNMdxnlWNeXXPM7CjD4GbAGvenme7/8HO2s55DusIQh8tMWUBmKl8H8Pn7DXzm7g5L+ABt7bRvM97Q+t2ru9jqItxTPrHW6MdOYYyeY7pnjlleT76nXLGP9QMzWO8i3ev0m5s/C56dRTCD6rb83PxygU67wYCCPvuobYHvtcFEClAE84DNOhp8hvpApOGNuvW1ArAhH6tDf2BT4kmRpwSIEH437kiyan+4hiA5AOLlCTx+YOUtf35+ZsiIvL05Mj69o1Nso15Yf2YiIi8ePKUiIi8vHxIRES+rRndr68Tx3vL8SVBOGDzJUEyxE2+IcRNvnG2plz6btl+Wj5Azl/SXgBjh+P8twjF6+xJIDY9KvKh0Lc3xNgKvhzCXgOhUWEaSHsaM+vwgSgCopC/QiHUQx/pO9a9toK5F7VhuULInwXfb/A3myOMLb/flvWaztP8Lq4peIIz+CyYeZQJhcGfUOJEuCiZGZrxQ1r39VQPEiyzj+/sJni2vK+cVPv4kVQAzu8w/Zqs2me0vKg+XgB6WgbgEMdF3i2AMAmn/obdL4oiIzC5nxRizmSKdIGIHsPBlxO0kR1ks5KOo3xepxEzdg6jxwyM5eHgLPXUF3a223lMXXezJpBTMNrsq9CzCXbJ8qE4/gXmUI7cI54UoWmveY7jkfpezEuFsfOkZFbcC1bQYydrRRzpmuu07j1LZ36HZmnvu9+Tkq/ON9nxaffPnZPHhCmQY1OvdmQo80nHhSCBkz5W9lkXTNkx1df9zgxllJ3yzNR7fbMeeFq2Pc20eYoIGNQAQ6VvNdBZewdjz7Mv5uPUgKS2zlgjohJtzt7OwCZI4fwOX7FgGpNcwwHNiTHzUwYi/QkSAUQOVTR7QX1Knj1ApC0AkrdEROSyApKdzt6fbE7kS6vHRUTkpeWTIlICkrdX6Z4bqiE5dn1J+gEJa0hMA4XvDvuYAGTsUzuSj0kLMPK6ij2btRHOPsyMNX9j7N3CfhJDGR2LwE9DWdJdfxYl+DIAeBRaBTDkBAYYsFDamMTA03jwveUkugwgWOsAB3EAGhA7+BdWGXoeoAAgoduuaTK6/e78unsGgUiArvb+qGNJxxYUh74RDFoBwtgvJDahXW96C1vY4MLBW7vsmPlFgJ2zQWEMF3y/qXCaY8Y79Jc3R/KuGpfrwiG9WBwRy5XqYuPyNDC08bVah35GsTVDay8UQIzC/xXzQdIaoRC9nFG2bSj9QNrhAZ7uB8U2EnJac4GWw5m52cMrztgIJR0pIkDfO+tqmHB+nZ8vwl3ys+Ss87jMgRQwBn4T+fY9+yKSZLmezt6HAnwINnIyfbGuWF/3b85970EtUIR1MfIfxYX8uEdi39eOp83su6d+nr5yFWbeAyyuc3xPP3Ct1bSx1qC/rsJEi8p5oL19R71598YQJVQk02Xd3IdcO2FO8Ab2cwDC+0AbQYs0Joig1cQiSeAO9yCa1iQHJBPTnChA0UbnClDgzG4JEtVUywCJcpbvVwDy/MEVERH55Py6iIg8PkkgYx1TfS+t0/0vrC7L11dJUwJAclWlQdfVZOt4kzZvZG73nNt3W/zq+w0AwsCEtR4c6hfXu/uDgZb8ODhApHi9yeyploBx6LFF0grSam3JJAuCv0YIuABYsCM5Qu6rSZYx/fytwBC6UTQ77bIpsWVZn7XAIHD0MSoLQl/A5KNuaAYwRgg2oFGx8Lm384kGENkwI94p1tC30Asy05BTP0DBudfS4G49MdU+7HQMCpg9qwWtDt8r8ENrmDIb8MRcxGK9AWAsoPWhSF/FNxC8xHF0BUoPGo0ak5FGGmmkkUYaaaSRRhrpvlOUYAKUs0pnHpiwXWNNGNeqJHPtQ9hKoblob6ZfkvJ4ZiRFiNjKMfsnsHlLpl5kTUnFr4JNvlwpr+MEXmhvMHYveVLfOZbmOloBlvYWiReZnL6tj5q8rwO0D15IXJaG7UgaVpincUJANO1IXVhCVlvP3bKQloFOG662qtHDIcyryJ+jr96amR634QUXKOqraAb4YfvlOm1UNBie9sHzDSvFwvmvf19/uyL9Wr6+vvraMTJzIm1vNi93+Os54Bd5Rni+i7ZJK2ahe6kc6oOUGZJu8htpfUx2pgmxJrH/6wvO4X+nfQ7f0iZIZE3JpVnySr6k3smXZ8m5Hb4kn1Q7lYcnSfuxjEn8/OI6bfpfWiXH9q+vHpPXlpdEpNWUXFsl8Tg0JfAlWalmZK2akQ37lHiakm3+8JFE0nxJKCeJOTuzH0mnTOkEX/kt6sl/a87ybGpbBJqJ3TDAeVchebe9ndYRa+xNE6+O5xxa1/JtsImW3o+w7lsLMKPz2tkj7Vu/yO+FOTgnSJ7ezt8p1LmhcmzqBTJNLO+3pDWCGW8MwdrCOCZkssbbG/oCh/OblxOTAZOrzUG60cIHUwWYz+ma5yBoH2NWf5sXLbSWC1rXhZfTe3v7fdOsz2z63+auaZ/RWeH1Yxw1Jg8OEWgAFaYjOJ7lL27Ytdc4I6tHHgPoWqPgmF4Crs+1oujZzDkZUUEMUCpUi/pTmHDtYyB5PE4famPwfEIKR16qD9E5IjHS3WPX5M8DnXTdNeXa8fac943HUJhy0XUJ5XoBmTqeTbmcj3jxjD1GWfLzVVV23/3UJlv7eOusOPZM7dxjbrinvAeKuO3KvPDxUGDogoru8wCTjSRwRZ25WZNrLumNlfKUlCAhv6+NtEV7ZKevxXi4b41TjgBI8exPacplPlEd/xHOTwK/i6CLm6NscaLEid53fp64UE6Q+Kj+PqWmWx+bp6ztH58n7u1So1nYd+n4j5WZ+tIq5SS5skqRtl5fXZC31+pDstYoW5tkRwtgslITrhaQpLEAkACImFO7AY6Q//K3c8cPPT8f+fn11U0Y1DPN8oKFuMR7FR4xIlz1CFk4GmPx/aV1aqZVAAdkwlX0WY85PwcLZ5BDhDOm472Y34jmv3H4xk7v0WdK0aM4mEoRFMDMqSS7vzVzxnylE8b8I8mznrc5WANcRBuvRd1yni3Gi0SSEKwCQHAErAn5iuDY8p8A4GgfAYjm19Lgbz6VA55mU0ZGPX40j9xleUswv/RMu/zhGcElIiLvmMYkhPDzIvIXROTbeurnYoyf12s/KyI/IWkn+Usxxi/caTtnHpiYPSFtNrzx8aoCyu6LdAVkviEuynV0rkSX8sCRUYWp6AMLBYhhzchApojHhM3D+Druqqd9wPnOZjO0Dy544nlh8urXeiwpFI+lM88eAPH4WdexbyD5YaydemO9DOxj24J6q2PzzGSR2Pj+2lj7jm0dKvM47e9bbd6qWoXK/Z6QwFv3vW04dRaSfsmPC1cLbtNb57zmQufaQM1TkZyweJb0MnCfvPl1A4J0F6jXp0rdfJ6icEWKkFVE3wKj2OQhelF+2wEmUwIaO/MpScccZWvWEMesz4ETJCJj+zOzFG3rOc3a/nFlVo+a5BdybZfE7X+8SiADGhIAkjfWyefk2vqwACQnACQKRKApaX1Jcud2AwlbWrAIfQzgovNjx1Yu/cBfpPUj6VmEFY3JXl8v6TCAHGoXxYuww3mBLXwienxNLCmh+keaszqWGfkwclZ0+FVyxnLrG7pC094mAky/0G6w/wbKLS+1Ea8QRYrng7UUDTHvnPSRwwxzUkNXGKj1nX8lTc76gq65840bzKa9Of0goheY/vktBf/6uznKQRd4scWNXW/fz30rDerk4Ul2ff1keqDnXk+Dg8ZkOw8GQFC2dfrvF+ZZ2GBY4nT3x4HC3ftN70KCxb8ZY/zr3RMhhOdF5EdE5BMi8pSI/GYI4btjjENFDhmdeWDCL5iXmZxpR6Huuotuu+CdR396ULRID8NnH1g6zRJrvk5RKzg0r1HfmFiT4ZABD14u2idWYfJ1kGvq1Nf+HQaI4HmqmZUVzZIK3qjzkatqmmrAwxHMMz9TMJhcjaNJ6a6Z2r0eM15jBNuIT/31220kCeS+dvti99j76CCNQj2YfoqAB878tO85MeRF58tTLvNeu9dj5vl6bQ15qlEwglK+A7W6fef1yv0hf+/bnCL9+0DxLjZR3Ehh0MawKRf6TIDEy5FiEbRIhYzYFtCGwIHdokh1HNstPwn4WHroHGXrQMW7ADkANgj7C0Dy3CIBkedmSZD4kVnavBchcZJvbZMJ1xdVC/LCSdKQvLpOju1vQTuiyS5ubeaFhmRJgGS7yzUklpcEQISBCQiPRc/bY9vkD7cw2bLF2LPhMmhxgIotCSe/CQva2m8ifZeonIX/7+kagAZMsPj7zbm7YFYL0yswujCnglbD9kP9Tned2PvaQ+jexdu5szfC5sZGZHkxlQHwOHwzNXL7femZm0kWzJlUELgjQLKl/CTW9/N4F4OWz+cVWgx8a24+lQbT/abAsX56nMZhzudK4FsgMDOQpPO4PkoFDGTpXn/0ugIPDf/LJne3H0v3Nar9WFxXQUTEc9H3oROdq9WE0Pqhug/fSJ24/oFFNi8Hqo1ZXpz4vMIDRlGCbNie8J2nT4nIZ2OMSxH5kxDCSyLyAyLyj+6ksjMy1SONNNJII4000kgjjTTSPtpJcP/dA/rpEMI/DSF8JoTwsJ57WkS+2SlzRc/dEZ19jQlRzYSDQ9llSYIAMp1cEyxRYUGn2xdyUC8krtxXNtvg+3dtX4eaErZ92W9is5v1n7fryITqma/1mXzUwipXpMCHGmP85LFKAkHWBMzz64UmK4hvwsKCv5qEmpsi7YLrk+KMwU7veb410yA+9uYfcfmLeum+ImlkT9/ZqZrj5Ff9NpS2lJ/o1MSagJ55rZuL6b04HKgZKYTGjgahZjLWbc8LZ+2+O0PXraM5KbUe3D6X67bp1AFHczLBMs0HaUba+3JNiplsQbuDYk6SROQomTY7c2o3HxO9F2GBOfzvgWpOFir2PTdNYvFnD1JCxI8evCIiIh+bpfwkH5gmk62ZqnFe3yafky+uUnb2F07eLyIiV1bpew4NyU3VjpjZ1nYmyy35kOB3h3DAcG7PndxlywtQsl+YZtm7ivlDAjzHHItNwfLY8JJR4RfpfOuKfZHOtxpR9DmvwCT/y3zNda0OWol9+sU4zaSLQuxCG2ESf+UH+HhCSZphjQCTIpgc4Xtu+czUTAtaEcsVEkUuXEmdPVbtwK3L6hMBx3r6bqPvh9fU/OmAni35orAPBef1gO9JY34wudZouwgdU6kma8vMyvSZzGGSddhkfUe52SYfA8IHs8UI2rv4zXU2Nxjb6gj2+zoXV1OFqwuNrRckIUYfwMdA27M6nzQl0JLNtDzmbXFt28mt9WBTjCLr/RqTx0IIv9s5/nSM8dM4CCH8pog82XPffyIivyoivyBpxfyCiPwNEfkPpP9rdscTduaBCTM+oMIOlPJ8FKZcnTLmNMkOnqibTbkqzKUx+w4TzCY65lQGR74BplxuVC4uN3X6ckpy1Zpk2iQirXMqt8kfH2aE9ff4kbyxwsTDccr2ok1lpk8eo1x7pSrMes30qOxU5XzoARYeUzp0OwAfs8j76KWjaPOlUAVdBrTwbt9ftzemZuOUG8qAD1jXLlCu3UdNFOWLMeXz5pom9r0XHsihtvzr/WZRbT4dMP38LJ2xNLQ32nFsAUkRhSsvGwiIlFG7wODE/D5LeqigAvuK5CZcMLuyXCSIsDXZmVM7Z4CfaVmOsnVOuUcAkstzjbLlJEgEXdkkU68XFIC8sEzCw2+eJF8SOLYfqz3LiYKQky3MtqayVOf2lQETMt0yEy6dXweYBM5HopTl8BIxgVsg53izMMT5ht8AEQ8EVQELrywzDAAAIABJREFUfUMLE1je2+l+mOiYE/guf9ckijTK1FuOkJgfg4dbqRkV5sFMs2AWRabWMBliEACzKx4TQBScs9n5W0LLnGOvPbiaC1DND+N6bg528hDATl7eQBEAB/mewO8D8wpzKEE9CiowZ4dXt7LWc8xzILpWG9Er33vgr4J5gLM6+oxf/gagbZiVHbytwO+hNLiDt7bZfQCEk1W0vqAs1rxln7cs9pL11UAlopod93zbHlAaEC74jRjj97v3x/ivDmknhPC3ROTv6+EVEXmmc/n9IvLKkHr66MwDE0PX+K7SxsWRMYx6Nk4sQpZK2PU9+3L3uhea2AM6Rl5f6Xp/5/I+uPc6XJcnJR/swI7jbt8rTFPNNwLnsal6G0MtmaZHIfaAoRpgq4EDfPQ4QZbzoXZ9CITO7+kTf+CqvhN0DEnh7WIC8ZtLzYz2GYIGp0ylLyCPeR+qcfGBDIOrziNhAFEBQwW5oCD0nXb7bD4WEso9gaJoleOi89woeE4nIlHho1IDLN1fXj5WJ14KZeRMY5LXHcjJnRMkFpoQmkjzA1HwYbzvVCNtTTfm1D4NueYEPiXnKezvw9PkG/LELPmSfGyRomw9P78hImWCxG9s0n1fWqfkiC+ePCUiIl87eVRERK6uUuhfAJHVLgcfkHSut5NWM4KEiexTAl8kBiTsG+IlLSSn+GaTH7vRFLvneZ05wMTVnODZM0Ah34c+wCHSCiYt9C+q7ez9nCCRk9pirz54s/Un6NbNQhIOE8yAxUv2yPs0+880m9YxHjxIm/hPy2qbSwUQADCmfdH7cX5xVa0NHgKjjXlN5QFsQPjWoh4DB9rH5cWJldloH5HBHnwOsqiDuQcQu3k5TRwHKLI2iE9i53cAl5VqOS69lN616x86zMZ0/uU0GbefnLVZ5RHxSwHboc7LwdVU9ubT0JjkD2+z6ICts4FLJIrI5h1yiAkhXI4xvqqHf0ZE/lD//pyI/N0Qwi9Lcn5/TkT+8Z22c+aBidAL6zLD+GVmteu0zZsotQHysp4ztaCIPsAeiKCNzhtDJulHXRQBxOt79ZikStEp586Rw3R1y3ggwLvV1M1OfcUz5es1sNWhAqg4VdcAoIEpZiDp2RvfR2MonmeXkeZxeRGbautYjzdFVvH+wWFMzGhn8+sArxqgdUGUQ552zSVuX6QXpAy519P4cd+4fCEk8eq183G4pojbdsuD2e8/72lOWvMsZ86a2AGjMf911osBMAIegZzkg2eiZVG4Urk2olbu/A6bkVmzMwBi+UoUUFjY33kCIpfnCYhcniWNyHfNXxcRke/RMMGXmjwPyUvrVO+X18kC4qvLx0VE5BtLDf+7vCAiIjc10hZABvq42uUO7avtRNYeIOFwwOTkHig/SaH5oD3HHilMmCmPSQlQus8z/1CYmZgHSJz9zu43LY4y2NAuMKfC9ZMgA+Ah7KTM4G5hkSWr+9bjk6xvXghjzr7OuS/wvcJ+yblDIFRoTZaUET8QmSO07iS/BlMk05zoeRam8v0tIMGY8/owzxbq2Jy+cxCAcmEbO6AlZuOENgcaIwASPCs4km8tVUM/8IBp2+FVNWt7JH/4MLcCIIHWDJqxG88k9ce5b21keUm1JwCH2hcAwOsfTPZ9C+0bTLs4nPBuGvayNg8a7d45T/3/MoTwfZKe6tdE5C+KiMQY/yiE8Bsi8oKIbETkp+40IpfIdwIwGWmkkUYaaaSRRhpppPc4xRjeMY1JjPHH9lz7RRH5xXvRzpkHJmYrTVoM15bVM+nq1OFm/+65p5dYQAiYHnMphyfdPNWaYomp5xTPEmbOsgrJC9laelLdUzmDe1oBrsMzceEx1STNp5jHah+orlLTQVJhMjE4renSvvJDtQkFkUkRO2PXAkW05maht1xvf0+pKandXzprs11KpV6vn/uusabD0+rwu+XU441l77o2syavDGkwWMOBE3z/UGd6UNHnXCsSQufV8cL+skaE9sPWN4TKKZU+JE1WnrO1i0nIVQo8XZsPyZycGaApeXqRNCQfnqewv9+l4X+/W6W8yEdyc5ciRry4Tn348iqZbH1znTQkyNr+xjKZer29TPfBoT3SIjKzLf1dbxtzdkcYYPiSmAkXJ0pEndCYNPR+QxMA3wD6BrTajUDH9JspTEJ/GY/IH4P9CDiDe5tYcP/7zlogSM+75TwNCGdFL9IAYKlvYnadfUd3rOXRY0j0+RjlLFv7QWj7oH6uZr50IZfkN5TR3JzcVfPhmaPzGDaHer9+G5YXMN95+TaFQjC/lA2FLMazOngbTu/5OoKJHId+bh30VdNyDMfzdAHtLSkcMObx3Cvpnb51WTUlr7Vhhy1hJHKpmOYJH3TV0qimhEMbw0RudntXBF54UClKu4+cVTrTwKTPdKS3jJSApM/0y7WpZRrK+DKz6330B5bfy5hiQ3ciihVtoClmuCt+GVXmuIeRtmF5UckqfTx8M3XqGFG5aP75A1uY0HG9Q95ZvtWZF7cNh1wGs9L+qUBJDcAR2QcSyUq5TfA/Htjqqd81peRcHU5d9mEdaG7l+ggx37QPTO0rM6Btrm+vKWbPffv8Z4ocIKcEPRwpazdhbjRnZltARC8p96NbntowBpjs2s2HBGNDgj8z1QIAaXrvm5BT+4QAyYwc3Kcdx3Y4tR9q8oS5ciIAJB9VH5KPKTD50DSZeiDKFvKRvLBO57+8SqZbr6iT+5vrZOJ1VX+va7mbq2TCtXUWF4DKupOTBACkMOEyZ3dwdHio6cfMoWjxs4lw62OSA8gylwgYTG03lu9k8AAKjZejcPGaL/w1ttSWgYT0y5G1bMj6qZgsRTYal4BzIwGbwo8jkBm0ARCta0tJ+rgc1wvfCzwHM3nSPjPYCLt2rbeO9zkwszxkzCQDHJFzPMyuIkXTRGSwNlpVOq8xHgqTuG7ULgAS5B8BGDr8dprA1cU8AeJU18vsVm6OhnWHsU6XACB5NDMAR+R02dCYjh+fZ3Oz03Znx7GT+T3VBQf9NsJWDiaxPtmfJWyDnBXnd5F3LvP7u0VnGpiI9IAD56Nv/BBpRfrqKu2v+9vwwgDbkscx7EGdteJKWj0K/kfEiwZV2ORTOZ4fl1lzAMy+96Dmj+H6c+iJ44cdJOEBPgIoXF8fIPL64NrsgxzAAge86x86yOunqGkGrqjPBTjoadueKWWp9TQgTK2jKV1w5qnqFxLE9/ehOthitzrP+9rs1uM13NN3VxNSRK8grZh3bHXTQyTw7ydBpHp76yAtRPFbATCghn6JsSt+O5qRvvZD00bAYXDTfu3bsqmSvK9FuF/yFYEPCUL7bnY5EFlM4UuituzQqOiqOD9bmlP7pSmc21M4Xy/K1kQ3Sg77+6Vl0pC8vk7H11T0fG2tvytNlLhOTBMibG2VyZ8Q4AOfuetoTrYUdatwdjdfEDCdYMIwoZhnLWcPTZ8lZ1ln30kXbEhJfM7zNaHyHL4WDKOFliUJvymFVLPPPnhcbnPYjpPBjDm3I/wvpxDQPsGngf0+LIqU5Oc5ZC/IzuttHFmrW2fL/KdjhN6FZN8AGUUbNed19dOwSGDHebhc1sSU4XRTfZiz2e1Wa4G/DTzqPQjjCw1HoPDL5tivgAL1YPyNrtvpyS4bC/xktrMmOw9wtj7C/ekYmpnuOE1LA+0OwMut/Jlbsk2PQToDFOWdM+V6t+jMA5ORRhpppJFGGmmkkUZ6z1N8D2hMQgifEZF/W0RejzF+j577eRH5CyLybS32czHGz+u1nxWRn5Akg/tLMcYv6PkfFpFfkSQ3++9ijL+k5z8kIp8VkUdE5PdF5MdijKtTjwTPgSW2ntZD8vOZkJLDKxZidP2hON6npjuVDnfAO0thPTtartMNYcxtOFL6Xol+px+9Y6q1Qb8m0fcS+3kaEBJAu330+rmnL2UbuRkU6Nqzi/77HMFL3fcitm2wdJxuduty1pvZD1eez46THhYaBil9GWj+inXDzwrXm/5jo8q+y1rLveZaXoxo7/2sHBfrjTvnajt6ynl7AOpmU6tCq8NtQHIoveUKrUfR5z2mXZR/hMP+2i2cYNGicrEPSS6ihw8JTLmgfZhPVWOiEbcO1MYEkWnmev6R+W15fJbC/CL8bxttK51/TMP/bmNq4xuWjySF+33hJOUjeXWVfEhuaRIg5CO5oVG3LFGiakqWG0oOG/M5ASNhv7vQ5idxfoXzk7ApFzRUpLUwRRV95zw/zTL0r/ajV/VM99J53lPMTG+VS7QnJ/k6hQQffYbtP5tb2ZihDdqU42sjfeUaDJg9WWQr5Y5Yg9JQ0sE27G3+TbWITjom+DtAis/mVN22LNKUaiw4rC++BQdvpwKIPgX/C8sNst5l59vvf/rlyGFsPoXzaH9+a9dqVXR+ENFqpSZYMH+Ctsc0VVo3EiBCE4LxIz9Ku8epxrTJ+2QaFp1vhPjF3EET0yVODG3jnudrAHTuW5zM8eww+lHeGz4mf0dE/msR+XU6/zdjjH+9eyKE8LyI/IiIfEJSLOPfDCF8t17+b0TkT0lKxPI7IYTPxRhfEJH/Quv6bAjhv5UEan516AAGMyzMwDsARkRKh/pKHV4+DmMmPLMnehkYXHgMdRZT22HK67bnHlKj+x0aBMgtRCHVDaoxfLh9oF6P57+adTxjTp0+4jI/K8zjUB8TK0997QEg6XrYW13Wl8I0CMcOYGFQQPa2Xt/azTlm5bL6nbDHbZ+yKlzgV4TUJR7MAxxFO92+ZfXFslANxDDI4mPrXAUU1AIddOvFOc/539kj3HmpBN4wXzXrA7ixHHREAiGhEy44NHzNepeqaiic75R8RdQ0i6V+7EOC6wdqwsXZ2hvdoC+q4fzTi7fkg/OUof1ZzdT+/EzDBVP436+u0++X1yns74vLyyLSJkhExval5SNJC7YFJJo4ca3Z2/W3DZGc51GJHUCSfpu6szubcNlvulyAAw4PbGZUxLTSfm1PgQFK9tGkuhgs8dZEZmSW+FfLc8JEW4ZqdsXJcw2oIDRwZ52XQg5l/olhhskWAIoNDYBmnfeBwwODYTfTL5iKSQ5kWsfq/HwMwZh5cwifo48hO29mTg/ngBd9gtlUy3jnkp8JgSsDa5IDEZQ3p/FZMFMr5PhAH/BMAQz42xjn+fiRKPH4kUl2HzLFs4kWjjG/QNhTyz2ipl6o56hpgR6y0vM7ACGI9h3zfOuJtMAQsvjkocmpfQ/vFw1IsPjAU5XlizH+nyGEZwfW9ykR+WyMcSkifxJCeElEfkCvvRRj/KqISAjhsyLyqRDCH4vIvywiP6plfk1Efl5OAUyMCWXmgMGBI/0x6uNTuI6icacuvu75bTDTRu0VuUT2tXGP1mE1uWNtLvquDwQ5Xm6UwgeC77vD9vrKFr44zDjTM28sGzptwuwobiBAf/c+VKfPNWa7uKm/D0ybI28i83YKAM4F98yrq41x6qg5hjP/UzTr1LOvTW7L1Xw4a4Knu8b8e3PU9XUxnxKvz0PAjUiPU3utHg9c9Y+hCVG2BEQsQzv5mLDGJKjGpAUeau++y5l39iEBM39u1p+tfaEc5JOLpB356OJVeU4ByYdnifFYBHVOpyhbX1knIPL1VUqUCECCfCRIiAitDIAJgMrakiOqJHujTrRFcsh84rsRuCJynTiAhPONGAhwBEH86rl+glVH9p4Pk6cpIWJfRnM4x35K0bc4pwgYbiSFBYGB5/5M1iKRNBqcuwOAgyNZcfJCAJgWSKRj+IqgXk5EGygKF5jg1flUznJeNa2z9oFqFRDw5fCNdAyAAebdImM1ADupL4ffToNaXZpmfYLWBtoJA0fI8K5AEFoQzMnJpXT96NtbA424F34aJwowDLBZbhTJ5gsO+qsZnmUexcuek313+ucT9UDzcunLyQ/s+kfOaTlx12WbYBbzlwO11lcHATjCPeOx3g3avod9TH46hPDnROR3ReQvxxjfEpGnReS3O2Wu6DkRkW/S+R8UkUdF5O0Y46anfEEhhJ8UkZ8UEZleTFFQXIksMxXEcPd9mF1miI5dxsOjymbNGpgqIOqrw2PEhjLp/M1hBv2U9XX7UTj90nmPmSw0HxXGuRiD92721GNmY45ZngeaiuSP2HwdgFdoTJx+nCYASDW8tUfumiGwhXI8JnbE7vaJ2nC1DU7X7jY8cLm2esY09J0Z+k7xmEj7VWuvTXKo57uaUU8rRhQ9x/MCWJAGJBc6djQj+XGg+rvnmemGZiQgezec2PU8pHrNFJqSPLrWlky3YKqFUL8w+bo4S6CCs7U/oo7tzy1eExGR5+dvytPk1P6GOrW/oFG0vrpKGpIiypZmbH/rREM8EcHZFE7uK/1F1nY4sk8UPeDY3gMTAiujtAvZ390yHC2LEyi2wIQ2Ur7fYdoKZRyVi31L0AEz3nJl81zO7O6B+vkNZXoP8nYYPABUdLOtW3haPdVGyQrZPYUZE7Kv67sBUy8wyCcPNdl9BkTYOV7rW17U9hDS2IRcLbA4fjTXQrBmpA0nrHVPc4CxU+ANLQQcyw9fS40u5ho56xzARD7G1iE9HR9co8iYXdL+m6naOv/F9a22CYCG37VFvsqrRdvzm7m5mjnRW4SyVO7ac+kdNWHJOsqFr6c94fblQ+1DPk78WohjirwGgHf8vtmdm+y/yxRjm6j1rNKd9v5XReS7ROT7RORVEfkber7vk92ji6ie76UY46djjN8fY/z+6dG50/V4pJFGGmmkkUYaaaSRvmMpmXJ5/84C3ZHGJMb4LfwdQvhbIvL39fCKiDzTKfp+EXlF/+47/4aIPBRCmKrWpFt+YGeGFSuSJvVJWD2JZlFZXqdnT1JIjQfSIC3QHa4vCwM4tG2cp7kxv9Q9c8ZSa1cT5B1XJNNVDYp3X6eca7Ll1MVCSI6fb+XYvpbuq6rF+uZkqOTeue5prHYWztqRrvP9QzUNfWW8PhYS/fx+1yyKf3l+7WXd06+hdRdaHxYtE/HCx/0TaCMcLVD3F/dQ/pDIdVsd/NLpL9/PGhjyHzK/ENxHDu1b0qw0HY0Jwvxy+F/UbU7ueha+JfAdwS/umnXykIi0PiT4yCI54uV5Mtm6PEshf5+dw48kaUUem5w3p/Yr5tSeNCMvavjfNzbJ+Z3D/yIfCcL/moO+/nKCRNaUIMTvDvMMLQevy45fiWmxKqZctgQo0aIF5ig+SFmx8p1xNCj7wgXXFJp8r71DHD5dDzmMMIjzluB+mA2ZU/OirZB9QaHJQEjdxY3cjIdNuqbsiA+neDXzsZwhRzB3Suvz9uOI444xpT/OvZY6z6F/m23pf9E6w0vWR3P65/nQB4GcIfDfwJivf+hQ70/H0HLAT2OtGhRol2bXkTukdTi/8M2ljm+ejRt9nZ5IVodpIXQ9WrAB8mPh7wvMyaAp4QSVR69vtJ5JNhdm2hiC3H5KNSWqrYJv0lT9VGA2dvzINJsX9PHm062N4Bnh6SXK2deY3BEwCSFcjjG+qod/RkT+UP/+nIj83RDCL0tyfn9ORP6xpKX2nEbgelmSg/yPxhhjCOH/EJF/R1Jkrh8Xkb93qs6wyYcDVGoO6tnGOpBR5kghXh+GmlmVzKvUyfmIuPyuNz8Dmfkq9b0P3rPxmEUaQ2GqVOurs9FZO0PeWTL9cZ+dM4ahbftmPeX93vpwHZ4ppv8d76vevPPYpOddIIajcFr3nnltXhwqlve++irP0Dv21ob33rbrl4AMOeWW/eiMpgLgWo4Ov/0g00y0KKlhhClNQ4Oh+9iUq42gtSt8S8wkq4HZkjJNk9wmYqYO6HPkIzHn9Zgdc3LEqXJjTy/eFhGRjyySvAzZ2j8yS/d3Hdu/vkng5kur3KkdmdqPNfQcR9kCIDlWJ/YyQpg67G5zgGJJEfELUGo2c2Tu02fKVQAPvdUDKCDG5gYOQn95vs+rr/tCOGZihfM7O9Tzd8vziyEG3IvqBT8HyzbeAS5sPguTKphkAaBMKEs4CG1YZCftA/xcYPYE06VbT2g+j5s5YLHs6mr6xRG0trOO/8mF/B6LlnUrf3cK/wvtG0y/Wj+Z9NsFQSJtBK1NJymhiEij7cGkDGNpNsHyicB3xFzIdP5QJ0e8Qh0TTaQ4Oda+KnjivC6WjR3mZG+lBjG/uI/XTtdMkE22YPp28GbaQ04enWXzY+ZnSm2whXB2UplE6Te3PEM0JFzw/yAiPyQij4UQrojIXxWRHwohfJ+kpfA1EfmLIiIxxj8KIfyGiLwgIhsR+akY41br+WkR+YIkF8jPxBj/SJv4KyLy2RDCXxOR/1dE/vbdDGiwj0VPOZcpqrThRWwKzvUq8HH60auVqEXyQl9oI28zx/JghvWxGg2tr6/7tFXd0xzNi8Gkd5/XtveBDp2DoU4d5oycN14HGHkn2r5X2s/6SufcPmqxIrIVo3E9dBz1uQuuw/QQUO8d83lzzq5w+3Rf1RdqAODzwSc9I+fZRl5g3ntdA8bd8oWzOtdN64oSITKwaDUkdN143hxw7DjCFvmWdLUjuDaxc3m0LdQ5p6hac3VqBwCBZmSlXNR5BSScHPGScjYfPUhK9o+pY/sHpklKimztXcf2r6yTZgRO7V8/Tr9vq2YEfSqjbOW+I+nz1gISbKfm7N7J4J5OtIBDpLPmhKh7wQsLXGH627r0ugM0ODwwqHjT9gm/aCBDnd9bcBXbuqTj46fXIeGGbwmytM9uAmCn6yv120A5gIjdrE1OiD0FQGRnztapDgs3e5wPAo71Fv52DRCUO5AfaYjZ5cMaIlrDAcN/YakO5NAo4LnBN2V9LhSJDeE7Mr+Wg6hISQrNmV37hizppjGhrWl2U7WSDbQRkv2CuZ/AMR1O4cdR1hen+XwpWALgg+P+SjUduI5nBWd1kIEpPY+oX9iUMP8MYNpoaHmfMUez222WeiR9ROb35cMzLYtIX+rHdjU9wxsfWOh4EY2szhc+KBTlPeD8HmP8sz2nXfAQY/xFEfnFnvOfF5HP95z/qrSRu05H4RSLpcL03w0VDJv3ATglmfM33uNOvVUJfm18XvlavTgk9Xhvv/YxsEP6SvcVDvlD+0z3DTE74zYGa5qYsfbK8Xnmv/sAkzMOz8TKi7rTgqH++11ETfxRAQJCeZGBQPSuMzE4KhhzXpD5+Zp2be/775iBufcYkN4PSHywSsd9DvqeGZ0LnsDw5YCirU+ZLGhMADxQnaMZAcgIdH8TogQAESe6VkPhfkFbHQwACYDITkP3PqSABKZayEFiIX81B8mjTe6YjmztL6xSJK2vrB6XNzbpb+QheX2ZTLdOVEOC0K4AJsca9tec2TUfic0HhT7u5iERkY45Fn4JQAJQEsOeNCb5uTI8MK73o5xi260BFb6BQQT6Rss8r6RSN3UO+yQDFFyfKBPfajXyY/RJsaqF+gVjP1nG1rkaQECBBxhgM/OZ5oywaQQg9GvQdg5IwHDffnKW1WMaGW3f8ncg50jifU1DcPD2VmY3UqPH79O6DqA9wDgVeCFcso7/8M3cQRxMPofWtflT8yfWlIBxbyiE/MFbqe+3Hm9ZRozPonBpXTDRYt4AuWoe/YNkbPPmv5C0lW0ELMnqmVA2O8viDhPFph90dEHvwVUFbhcIJEG7SyGfMe8An0U6gDNBZ8eXxKMx8/tII4000kgjjTTSSCN9BxAEI2eVzj4wYSkxXS6kQHRfUa57zZNODu2TVe60dcq+7/MfqY2zaPMOM5lWQ/Du00Z4VjmVrkBF7HdqYDso3hlDzf+i0E6w1oHurErqh/pE7Vufp6Xa9A0M48whkPvmuzAprIb5rWgnBmsfuF7nuHPeM7Mr3l+uy9Uwcd8c7U7l/va+WGpECpOs/sXvhftlDUwtOzv7lrTnU7luUsTJZGp/i5Rhf9lky9rSPkBTgoSIU7XNgKYEPiTQlHx0luqFD8k6WQ3LlU0Sn7+4Ttnav6R+JG9tzplT+9VVEs9eXyWn9rUu7qmK1RH+F/lKVps8H8l2olJhHQM0JmbCRb4lpilh8yx6P2J3o+GyIDPhyhdq8Zo7Gg+7DLNeya9Hp7zrc9JXls4XoVbNL0bXFe0bFgZXtRfYV9pwwHoMMx6EBybHdQlt26gbGpLNASUnpCR8kKK3viLpmLOGQ/OC79T5K6nzcJy2hItw3t5AY4OxpOPlxUZWF3TApgnKJ3ZDGiG0eXw0zeqyRIukfYBWAvMHs6j5NXXYV63PeXVwv/7sgbbbmootYJr2EDQj8IfJutr6zliI3vR743ufSGNbYr6xV7UO9iKtL0rY5tqx5QXkdtHkh4/ABEzr0zlZHzUyf3ujdSDQAJ49tGPpd3EjDxeMPlgOtfnZ8TH5TggXfPaBiUfOJlyYAXXpLkFmryP9aajCZGVM2EDA5VGbxGg/Q1gwfkPH1tPHoQyw8DFjAMfmn+stTLf2IZZTgqWiHDMYrk/A/nb2+c2481Vh5m3UdMyMN5fz+ujV31d2MHDg8pWAB4V/B7/XPNZeQEQTWutrYR4Veo+Leji5oddO07OuLSpW//jYN6R1XqdyRRQuAh67/HqbgySdZj8RXO8mRWyja6m9tgIRPAP4lsBky/xYdEIQXQt5SC7pL/KQwIfk/dNkA4PkiLd3qb6XNqndr66fFBGRLy8TA/TyMkXeWu2m5tR+U53ab67UnkZpSzlW1gpMNuQzAgACAjPvZWsPTi6SImJW9z5+UXkxM7Nf25ttQ+wv6Ak/2Gk+u5/3aM+xHuuQAYmTPNcCy+h1S9Kn5y15nwIWAwnEyO9mwZyy0SeYaiFLvPVJf81RXNvo+ix0j82Uq8mPwdxzZncAETObUiZ4eaFjPoV1NM3rNAAGf5gZ+kSmSWv0scmugyY25rzcdq591rk6fmKe3Q/zqvmNneVaAbOPPs6XuS8PHOcZNMJvxoDxLAcDWCvbRQ5UOD/M5lweBQ3gaXFDfVzONebvs6X8JEbaFkwAURcyvwPoTY937nsG/4MWAAAgAElEQVTzINIZ6movnVlgEsGoeQzO3QDGoUwUO2k79VSzLN8NDWX8qC+uRL7WN4dh7PPfKBzva8yod+xlo2dynLv98lJ/JmA62WHc69tpn23l+eWavH5A5mpTnE248APxkkEOBSidaW/DJ+d9dUF7bdwOwAhckbcOCVT0+W9UgVfV+d0r33+90HrsK2fvLcBPLMt0qooEONoxxew2IQ3ILuT1N03/MbQhwY5bgAJ/C46uBTqcJq4I0bWgnZiRZgThfj8wuyoipQ+Jlxzxm6ohubJKWdqRrR3aEZHWd+SWApPlJv8Exmnu1M5hf3cI+2tajPxDsys0I0K/BFh4r+uCEA7/S74lfhSumB/XiJZjqRkB2CjrLV5nB0wVPokAcJN8/XL4dQMTi7weaACYcW+Z33Q8PYnttSIKVj9DbFG24NOgbcKZncGPOeAfwLk9ZufNX0HHjizq0MSg3OLaro1kZX3WcVLEMPiAYLxoc0Lam61pALQvyzzylTnDw09DGXT4VsyvIeN8G2krTiZZG0EdxFeqycC8IuTxqvDxyX17DGxpXyHs50AAIHu2Nif6rh7m7YRdRw5jAJeAK2nYVhc10tcZ5uyjhDboxhmlMwtMRhpppJFGGmmkkUYaaaSWzi6sSvQdB0yqUl4mliJLj9SVzlcjy9J1T7JlqkxP8u1JUge0WTt/ah+TmnS+ovUQ6VOjkui+0rYnFXcjY9GD6tUKVcZT9e0g+2VXMwUBqhMyuTRX05/O+X1mXr2/dL26fr214mkxSJEgIbbSLacvQ7VoRT6cgWNsj2lC95X3NB5u3Xd4TGvD17x0JLgU3tfzHTEJfZEIMT9ukw6wyZZKL6l8Q/k6LH9Hx7cknd/KYpYePjQjB8g3oveen+Zhfxe6WB6ZJs3HRw9StJ5np2+KSJmHBD4kL1tyxKQh+YrmJHlrk8q9sU6Rtt5YpWOYbU3DzjQmy62GdN0gnCqeeTpv4X+LfCS5xqOwptLyhS+JY44VmYXo3ueacqUf9p1gqvqMcN97voX9BdFAV0NC43TI8ouwRJpfOfiUqMYAJl02JmgpzueDtyhUFmq29Q2AVsFMg0iLAx8QSOKxV1u4YYS71chXrY+EZPXiPYYZ1PIiEqlofRrNChoCaA5WFxr7m7ULh99KKiKYWEELg3DAOzXR2s40pC4SNC7y+UFf4BeD/Rp5U3hu1qYFESsf9dkhEhiSMi40z8jqEsIJ5xoMzDPOw4fEkjfqmJCTBuGV+fmYJoY0NNBwTRFC+VxjdULTBM0Tt8k+Tuy3ul00Axi/B4RiZ/85o3T2gYmzmbI2e0jW6irjN/A8m60MBksVxtuGGk7fJ67bEgk5zHvhl0HlvLwpve07wMK9h/01vA3BmeeaudDe4AGVZ1rU5ZlB7Quj7PSh73puypX/Rj4vdJ7JmXcGS32Ao3viNO+J6wRfAQyu8zvXS8eFqdO+OasBkeq65XXKbecmHMUxmVu1oKMFGe25vG4cm3yhyTc8dnZvKKlhMGCiJiAEVAA4mqbfoX06hblWa7a1VhMPABM4s290gcGH5PFZMs16ZJoABjK0f3SWAMn7KQ+J50Py4klyagcQWaqNx41N8j2BYztC/s6brTm1L9V3ZK0JE6OOB+vHwv9anpIcaOC4ifnmE6kch/htkyXqb2HL1fllZp8AiTmQ83r1EAYDHDpfWIDxemcQ0qloqKN8m0cr/bIgg5nYZkV9oz1+hsR4+gsTJZhJbeehAHBmxmRJGBUAv6zMv4aMBfAAg2wO6QAuyj2B2W0kBxpwCoeZFPqIUL4wxzr/Snpfbj8xs5DC5pwN53YFJBAonjyM/Bv5noI6kYTwQE2x2DwNoAkMegsaUv2La3rdfFVaMDWx8L45mDl5VNsEYNGQxBB6LDSLPMzNtocwjcsB3MFV3TcOZtlcYF8E2DrQXC07+OpchIkZQEf7bA7eSA4+J+9L84hnt9AwyABgEzO7C1m5o1eW0qw9m/0Hj2KNwXjA6WwDkyClpNkDA333eucGMvfu/afsA2+2g3Nm9F2jtpnBw6Fl0q0wgG6feeX0zqe+5IKNur/Pdyw9p3qKYw8AddorfRaI+aYPJtdVl37v77s7/z08hQcEvDZrUdCGar+sDwOew+LtaH/39cnK7qkjnc/rqfpAVQIilO3E4hr3yddgclveMd1HAKUEfvl9IZT3MuAogJgeNuY0nwMQUKNABEBjRxoT1ozMp61mpPvbTYqIjyEACfKPQPsCH5IPKhB5RoHI87PENDw8SQBjq8k/aj4kXz9Jx3BoRz4UJEW8rdnaAULipI3vb4kQNcqWJY4kYLIlTQn7iCCDu/HsMf91HdftcfCLztel9W+jOhpobwBeTcBAINVpyiNX0FOAjVCimco3rBVoad/hYwLndm0TEmx2+rZ1rww4GGlL9qcMNPwaun3BPdCcWGJA9TO48UxaL5ZtXrUEkNSzbwryZ0zMbwMe+5K1Y5Gg1H8D0aTgvD29hchRU5nd1IARGuGOkwaCYYafy1wdvWdaBxIHmuAR24BqVLBGjh9RgYMlMxQdo15/NAdPre9OkIVphhDpCvfq3KvGBN8L9BGaFQY07DeDMeC5XdAIYbeeTJpPAEkkcASwsd9O1LSgwoybzxxkfTRgdpR/1KANw3xAO3PyyFx207PhtxFlDBd838mVkuM6Pugk4bfv+L7ndyfgZg8NZpgHrH/ut5ts0K3A6YPXDoMoclL0yve2WbEpGKxd8ObRG9udvKve+E8LImuAZcjzOCWQ4L64yeU5Yh3XW/wSI97pu5kOMMPMfaFjI9Mq9NdT9HEg+OpzSHclw0xVJ3XqC0fA4nXvRGwrtCNdjQmbaNk94KIgMtUfnOcwvxRVq83OrgxPEW2r1IyIiByoycg5BSFH07Xd88g8AYrH1Wn9SMXeH9HoWs9pdK0PTqd6PTmnc7jfF9YpK/tXNbrWtW3SpJip1jIBlg05eiJZIrK1rxVcNCGaUzvC/5pGZLfLjjnKFjuzcwZ3EJtwcUhfNySe8PXQalWwTFCnC3ZYIta/OTmvXKcPVB/f122mIn3zBDrNmt5r8IP4ruhlDgsMMx+OjIV62gSL7T4CszHUhahStx/LpeSIyARJv0UGoz6iPCT56yMFvlrQGOnL87yP+oPwtgAdt54+sL7efhwhw9IPQNDh1dQ3OJxDA4LkjXGiiQERKSy9Imaihb5ZOGEhBv1Qza/UfNI0WjpnNt/raHUyaJzeyh82NAwAKlhPF76WBBE3PnSodabLmE8ERABgWZ+fap9yYBn0nYUGCuVVYSqz450sH1GQo6AHkdDUqtSo1OTla396e2vtP/AUZTTlGmmkkUYaaaSRRhpppJEeADojGMqj73hgUpVod4VLJGV1y9ak4UUnhp0vBF21dvuokLxTZSSIPq3vg5WrmGVl50zkx2qeSpuV51C7r5oMsq9uLlNZP9VQ0LU+OwLTvlwirlkTKy6cvhfXHf8hJre9nj5Cstaa8e2vw03AWCkP80DW7hQaEq6379gJwVtoOISvO/c7GhaTvJIWo5ibjtlWoD4F6puF+5Vcc8IJEuG8bkOgnCMwXZpSDhIkGOyabImIbHXhd5Mi7nQATy/eFpF9YX9VUqqmINd2SUPy0jq19bX1U+lYNSWvry6IiMhaRdZvr9P915bp17RA+gufkuUajuwqeW2ibMlHZLfRX/UH2OGZwGeENSZkVhWLxIGBftOPF0a3oM750oQLbej1rWRU+LvV2nKo8DUpNCpabt852hy4r2Y6tMyLo22YUbHmpCu5FxELa2smS0jOB+3IcmsSfjhwr87lzusw6br9PkjmUzn4qZiDvbaB8rMbqsWYQ3uR6r3+gWRyBFMvDkuM88HMtNL9B29t22SBapY003tuPzbN6mhMk5TqRjjlzQK+JJLVg3LmX6PS/1uPwxdFx3ouN7MCQSty+MZWTh6eZOdQF0zTWp+QVDec5G9rW8vHUmcxj+tz+QZr8TksFLTu9fpc8DzN5G6K+UVf2wWMZw4NiT1TaH3ITM/6QHVvHpq2a+2BpzBqTO4rdZng8lQ6H+i8l3sk9JStPNu63XvluFbO++2+Q55tvVOn6xdZG7vnsDBg/VfBz2kiKJ3mPqcfex3Kvb5WTIZq9ZWgoHK+D5w6fXPN7czBdj8w9Jh+LsftsV+OhJah8IEI/TIZ897fNtuTRH72HvDZ1271/esHENV8JQx0KFliAVwIdISmfRKceb012cpf5KgPHUw6nNwBTPDMNpq53HxMkLeATLbW09yh/Uh/UT/8SB6d3ZIj5TKf0wztH1aTrQ/rVwbRteBD8iqia60viUjrQ/ItPYYPyU31GQFZckT1IZnBHE1/kRQRv6DNtunxHYFzO0y5lKkCcMFDh+2cAZL+PafwLeHs7OYkL1QQhx1A49Whpz1zWo9qUbmq5ffcHyplOAEgysHsxjK9oxx8SgBUYFYV+88DqBiAUZOu9dHEspuD6WYmFIxx6xOSzltSQcr8DnOq23BIJ0AIxnh9CAd1NZfS+jaa7wQABT4Ym6Om9bugaFooi/fU/DpgBoUM72SuZuZRFu1LzaHgsA9wdJgz6BbFyqJWpd/lpYmds/nUNuH3Asd5mFghehYDiwkFLjAHfAJynADz4Oo2q0e3IHupAPQm6ygP/0ESklz/eNpT4OwPEzYAD9wDky/2f5nd3smZyVoYZXR+PzNUe06nYLCr/hynZJC5+KA15aqC+utys3kXDJzDvDIPWoTJxebSGZQDgoq6PcI8cdSoYTjEZ2r3AJMCf1X2IjdhpaOtqfqe7KPiWfWJLjvnC0ek/NfV+oDp54htRdK+sj7+SA+JhtdLg+cJfdWPWA2ggzrJC913oWjbASKYFwrZ27alTEGgvpLGxDKhd/1JrKx+rMl3BM7ploXeNB+IqqWMCGVu35BmBHQ4y0P9bqe5ZgRABIwOtCNPzK7JU9OkIXl+nn6fmPRH1/r6JrX55XUK8/viMkXXurlNXOq1jfqSkA8J+g7n9hNoRNQxfwL/ETi2U3b2TVMCE+Hwv6QZ8cP+4pjetcLHxCkvdN6O00+IofN3/svRuQowJHn5AgN5gKPH8b63XHdvdPbJYotCXyb5DZD82306JkRTMr8OZT6RtT2SpNvC2yJLOxj5WTCmnRMaWuQlPQYTb3VuY14nMr+fAzjQdxJhbo8BSPJ6oKUAASi1PhWq0Vm0z5yl/wjFa+F7kfAQ4ZT1Pjjim4P5Fud1HzjJtTXbgxwsnXstveeri6liBhHNOrZ+GAcxq9uSOep8wLcHYAjz3T6rPGpZQ74mGNPyYj6fABdHr6f9BE7x2Ge7/kVvf/KhrC4jPQYIgmbJ1sQs78OZChcsMpCJfHDpTAOTGHqYei7ETNg+ptZjZphp3dOfbrmC8avdh+a8b9eeflSjIDFAOSVY4PkbnI19T5+47lofaved2ml+iACEgFgVdHptMRPv3Th0jvquURmOZFN1bufzXjkaQ1tfbE0wKqApMoCgygrtRGFOpb+V52L1eGZTWZ+cPnAkLM4lYuVzwNF2AvflfTeQUJhpte0AzOwovC/nK2nNzZRJAhBBVK1JbkuDnCNednYAEXZof3SWfg+Ui+jmHvnQLJW91OyPrvXKOplofX2VnNuRoR10S7lPmGqBoBFBDpKVOrc3tkaU4UO29g1s4gDimhZHAEAUmhCKslUJ+1uYTDCDzqZcXI7Xf/e371ynTmgZqnvxaQW9Tl+L79Kesl6dYPZ5XjhITevcrsdYCrQfc5CMc6+mdXmiUaeadTSmW5ef9WVCoKg1D0vH20neB0TVMk2VlrNM7zoG1jocvIWcInBET+WQHwXhiGe3o4EY4GbUefNpzV8CoKJhgNdqftZqdfq1P9Z3k6SJllfQpaDqxjML60sfxSZYnQYwSBOF8XBUske+eF1ERE6ePNL5yU2/oFmaXwewSfUjG7tFYFMcMr2dBy84eUhN4t5uNVwcWhuaEgsKgGcGUKnzgWdjYHUdS6HCg0xnqKt9dKaByUgjjTTSSCONNNJII40kCZSMPib3l1hLMZg86Wjn79I8Rxth+2JPUg8JaqESya+zf4jXfl97hYM5d2agNLzmWF2Ycpl9c7/0uLctp003jK0nLa9pkE6hCYh0ja0ZPLM9tn5wzYK8tk97PsTyZKUtqNRrpm+19Xaa4A9eMICyjn6NipdIkJ+DZ7rF717Zx4741xtPkStkTx3d8o030f3lTUOikld2WG86GpOGfuE7ApOtHYXM5USICPvL9cCZnbOzX9Tf83r9yXmSdj6lZlow2/qYHl+eHJrJ1jImUfSVTarjSxT294aabL22uigibYb2qYo3T1Qjckt9SNC3iWpgVpYccZJdL7K17/IcJbvdrvQd4fC/vNd44X75G8AbAoX6NeJ66Hzm8F44v+fHgfwwCnIdCp0+Cfqgpz01beezFfmco+Vxta6mZci7DG0vh3E1R2vVALTainT8/7P3pqG2ZMt5YKzMPZzhnlt3qFtz1as3lGZhg4UsuulGjY0smwbZBhn7j2QjEDYy7Z+2sUBGthv9FaZb+NE8JP1oywKjlsBSq2WBcENbbr12G1qy9PTmV3PduvOZ9pSrf6z4YuX6VsbJfatUqnvkHXDIk5kr15S5M+NbEV/EyfPTonw3CbYSb+476nK0MitCOTy49cAqcaaJA3OCxNSp+cOyL+yGBh4H+mZWICViX/lGSjga1eVRYraIgK/BiRGze5nyVHRlH9YEyPRE829cB2k+HZ/fS7/Ns1slb8ssBUhMaS5OOka4V01EZg+Rl2RS9GFNLmzgw2BMx68mSyrcpPbfW2lf0/7iKeKEqYVpou5psFbi/iCsM3NVIGEjcqBtLHQezGK3kWKLeYY72eyevhdnGgp60rO+XAKpgnJcMrn0wMRkTMG7AIiM1gGhi7blOnwU7n6V28nYBY9JFK+vp/YfM+mhd6y4dksQ5dbrlefv8hCgcUDOqKeCB1y84w7nwuOqDLU1Rnq38TE51gPCHGWqarf8wPJzX4B6l7Q+AkSsLb6Oj2/XV3cRoNdO7ao1DIL8fCO8T4ADYrgFH+wMPETy/IM/Enr7lgReXbKMO6J1wGXL8poEHNdM7Xp+n0jrU3U+BzCZdWkf2dlvaQQtdtl6eZIibH1mmsr33bbubdK1X1By+jfWL4qIyJfOU6b2e2vkK0kf+/cX6dr76rK1p25lS3X6X6ir1qYtOSQrS46YtmvtSwPQAWCik9KovtN1oYq2FSjqVjQfLd14ira3NRelsv7KHQv9EFq86pXzeBooY0rjYRgsV71LRj8SIzJw/bafESYwh9KDMHMlqBwL3IJmj1JnADKM1K1zYgka26xU58hS6R+4e0EJRzK9xdX0/Jw8WyYrBFcFuVTATbFIT+rShPlfI4v6qQaUeICxpQIPP6WAfJHBBfqCd7clSlQxnoaBLJwo5wluYwAF4HEcv5AAyeE76vJ2M41xqgR8uIRa9nosmuD0KhogYB0AC2HggICkjnsE5R9g8lTn9+hrJW+NI5Axn2aifCMjv1uiyxJEtYto49u7syrmBQ+ucUtW+u6AG9/BpOjT+bXWnr1LITuOycco/bn/gC/dYZ9zp53R6Eb0EiGl02vbzXw+1u5gpSOnxxRoT8mlPrnc+95YRy0+I8Bh63pYnL5bM/0v99h8eCucY/fMCafsK8zexPYG4bTl9SFHdikVa16A3cYSMnR+8NnwwiePbbnNKiTvyLah38jY9T3w4AERBh6dA1wClauBSSiPExDhJIgAD23bWZegIGTuiAIPirbV6hbckf0Zomkti7oh1yykTRJYRl6apazsz02SNlUT2jWrulpH3lovLCHi68sUTevuOgGPNxbXRSRnaIccr5NWhQztkJUBE010F8uxryw5YpodI7IDpGHfkiDGXJ5J7cYxoeMGNBhgDJ83qc6Lc16flepH1SvngJ8KYztKfAVoRiQ4fXatII9ZRqS3iq7j5+hbTUmFypGZUJ+Wx+o8IkB1pkinrWJj2UyDHLyfKkVCxfUL0+Jaa1sjWR3cVu7HNQ13ezv9dgAKzm6VSfswpiogjIqFAD6nsWg5ZBvv30fja1zNEab6ElYAYlKMH8EBAA5gFTIeh3JHMDZ8r8HjQPQtWGCuvJnGfvzSzI5n/oUuEMzxOyvHvbzqhAGGJV9Pnz+bbhYsJAgOYGOa4jqtByGhKZywBSPY5HnGzxOWNNyDvfdTZesrpZUGwBbzM7+/trYe2yvn45LovxM+rIQQflBE/rGIfKuIfHeM8fO9c/9QRH5ERDYi8j/EGH9dj3+/iPy0JN+A/yXG+FNj7YzQsneyk53sZCc72clOdrKTnTz5ogsw3t+Hk98Vkb8qIv+uaDGEbxORvy4i3y4i3y8i/3MIoQ0htCLyP4nIXxSRbxORv6FlL5TLbTER8VdcyZxdr4rWVbll+by1FYcLcpeq0Loj9Y7lcLhg9dy7xo3K9ZjLAFV0rjHrxUXnxuoaqfuxo3k9Tp/pmioql628a53UJ144raJRcZ+3uZ+jZckyMhZmmUM80xi4/sriNNDX7JIG60LZaOR5GPlN2L7jbjaWS8SLyhVCbxw0HnPNGhhf/7xxRciiyVYJTobYcIQt8EWQhwNuW03XyxUjRZnJpAz3u1H3JUSugoVkMZ0U+9OAutMq8jPqsnXQpPOfmr8nIiKvTpLFxIu0BbetL2oyw9dXL8gXzhH2Vy0hXVpl9cL+IhHiubpscR6StVpG+HHcwLqxBpdEV6x1/i0XCawhcEHsmnxPKZxv7bI1bPmo+BdepB6Up2rz9cOXFVYRry8Yvz43lVXGEc+C4u17n4YiDDEPkMtS3+BuA7H8JmoJgStN5p6U84xVcdQDdx5rb9PvXFohP1OLBZIIwiWLQ+GePpOex4YsIUiYiHLgnsA6A6uGuY9RqNlOn8vJmebf0FV6jPXgdhr84qnWrkVIYuOp6DTAbWx6nK4BV2T2IO1PTvS4htBFYkG4WXFELXZrnppbmvK8XiitmRKzNcbCL1sEMVgupJinsxulmglXNjRufJZzhHMuLSV4xiyssyayhLsb7pdF3FKXsfU82DcQkdHQl8kp3MO0LeRt0edreqwcHfT9slhLIB+RxSTG+Psive96lh8QkV+IMS5E5KshhC+JyHfruS/FGL+i1/2Clv3PF7VzeYEJKecVb2BEmR3M67El0PAUaleh8+xSnoL5OD8CrmPYi6QuNkIoZxnlcdh+dM+NcUw8foen7LukeeqLlzCwzyeP/DGuFOPyuD+WixVl73p3fvv9cXhCLtdkUu674Lyqh+bNu07K/RhiVpbs2Xfmw64tzfqZIE77fLOb8uM2xi2pf++xAhrZdavsO4fxhWJtvA7jhoSyPup6Q25XRmSfxOJ8P/cIgxzjjkzKRIgb7TTOIxFiF89FJHNH5qoBHrXp+Cfnt0VE5LlJykfybdPkuvU05SDpu2yJiLltvblKoX7vrQ/l6xT2d6kaipuhfZU0D7hmLdsyMeJagQe7uOXkiCUQCToHlZuWKjoxhirML7zphLgmJpUrV3naJ7dDm0obCxXNAMiTWAMEe6S1TuNOwP2peqls2daWUgAS3a+q9kANlHTVc5l8zKR3CJRVznkBJRgKN4fotfwnvbwbaANk+E5Bj5G2ycUISQ0hcIs6e7pUVufKzwBvBq5Npuxq35AZHgr02U3lavRcwcDLQHZ1LLzkkMOp7OkzZXJHAJUHn06/NfBoQCjnvqBNXA+S+PIpVdzPy/k0MNE7BoAHdzv0sdPfMdpGPpPpsdY5LT9IxuuwPCh6Gs8MkegtEzzm/24aKwALfijtMmagd1CCUHNdo8Sc+TksH/b++C+FXNzdp0MIn+/tfzbG+NkP2eKLIvLbvf039JiIyOt0/M+OVXZ5gYnKKAHdW6m287keD2B8YOvXttc52nBtQajLuYDsglXt/ultwdWYDN6HEZDDXd4e/OACqpfO+3OTz3tAdfSes7XhMUFYlTtjm3ZdIDFcvM4pQgW958u7b1Uixrp/flSu7QCbWaBo326uB3TYUlOVK/dDE2sg4pTNQKSsm7Oxd7TP0lJuERDZg+6DQ7G0/U3uPnFH9jQPCSwhiDIFAjm4I/v6xX1mmiwjT00SQHl5miwin9btJ/Rjf8WxjIDQ/ub6hbSv1hFYRY43c7l9nq5FzhRYSBBdiyODIbrWmkjtyENiJPZOV7pDeTwnR9TjAdG5AApKsBGj1Mq6mzhRhrfC+8NgwB4hy7fB13svsV59Xh+2XD9zpRqLA2iq6zA3+ffB3BLXAE/zkcndaZsTBZbKJ6wRB3fU2nDI5OVYllM+CZTn5ZXGVtShjC+n5c1ADg/wM/bVggElHcM2jogqqbBSNMvU5vHLe0U5ACDk68AYGyJaw8oTmwxIWoqoiPmYnJQkHBx/8Kn9ok5LQAluim4MhCHzu/Zlo7lejOCtm31V+qHgT047AxywnFi0susl0OIIYx1rm3qvYdWxiGvKNUEfAeQ2ZImyaGdIOqnX9SOysUUu30tYz3QxQ+ft6lfS++70eQV4t9MD+uiV2Wg+uidGYm8hZVjejzF+l3cyhPBvReS5gVP/KMb4y95lwz0ZpIuMorxLDUySe0updLkjrhTCC27ciIL8uC5HYwpltT9Glh9oa1vwxC+6asbGXLtGxl6BgboFv86xtra9rrq+fMk/DoiCjEbN2nJevOzpoxasMNA2P/s0XnykbAwjffP77izdDtS7tSWO22ipjcZp04AIltPEKVcDkXK/ni9zH8H88bX4yFHfhkjrIlJZTFo6n4ns+oFuMiARSQq+RfLSzpqL1qx00YIgzC+iarX6lf7M3jsiIvKihvl9TYHLzWZfy6XBITv725u0/QOyjLy/OhIRqawjZ5upPFimug6n6VoADkTXwpOPeYClBBYQS4yIJIeVRUSVKFhCDHAQAHEiYcUuVB4Q7a0AACAASURBVIAkZ2b3tmW5Ck/QvikEFF3Ky87OP+pC0XcAQ1bM0patDK6MvYjHQAXa7Zfz3ocOiGLXLh4DAAX2p3CzUusCXJs6WvGfaaQsJPfreoo5FGOU5VC8Rq7WnxJCy0KRtpDEINYfAPTMrI1CdKyrfYSg1UUFDS88v5N+o5t5+r0sj7IlJVt8tP+UtLC7CSuEaJ0aDlxBEEIZY2wH72p4YHVTgzJvlih1GYOLEyKTwRq3uFp+RGITLGGlkf8BWvTeWNJGZHSHNWuv7JuBLwCUU3yntTwirmGsSCqJMMGLMgkiJIdWzmXQNsZt49K64ZZ28pICvEkJekKJB598GVW6Lrg0xj//AS57Q0Re7u2/JCJv6f/ecVcuCwbcyU52spOd7GQnO9nJTnZygYTo/31E8isi8tdDCPMQwidF5DUR+b9F5HdE5LUQwidDCDNJBPlfGavsUltMthFeHa8JwNjGC1bmP9jd9Feih+urXY+GV6jLvtE+k568tnkiPIuHtzpO1VT1yABo98pSW5HKey42Li/kcSwtPB98XIUJ4p6lY9QaNmKdqLa97lVhpUfqrF2vnJs6Nm+eBQWHjcgefW4IWTo8awW7Zo26m5FVI7r7aWtWkN7v3awS5KoV2TXLLCRlvpGWwtTiPFbyUT9yimxiGep3onk4QGSHi9O8XVccE3BH1jGtusJla6pLejenJyKSEyHemqTwv98yfV9ERJ5v0yrvQXOofUl9eG+TrvviKq0Yvrm+JSI5B0nfZUtEzG2rn3vkVDkjbOVB2F8ISO6wqGzIUoJtB3I7XDiMQ4IVW1hMpGivylEyZIWoLCV0XOg86oQbH9qivCeVSxO9MNn1qZLe9a6bFFshNs75kbbGyO2PY2HZ+hNJY8lE6XLicR6r4ViNh8VlX1fPz6+lZwsuRxtNiAf3rBhqnoTdEbLWmEuVkdV15V6vBw9jva+cKCLP41bbCr6NUZ8VfXbuf1PK52P5N9RysDps7BpzgzoFp4ZI/uAZzeGClfZnx+XzePrctOgj3KHQR/QZlhe4Z7G13fKhPFzL/tvrYhx7ei8wzilxczpK/sgJEfffS++yR5/YK/oOzspC73GnLmR4HyA/kfGNNvVDCOvK/nvJHHam3Bw8C8Z3QV/hhmbBAmDBix/KCvHHKlE+sszvIYS/IiL/XERuici/CSH8pxjjX4gx/l4I4RclkdrXIvJjMaYPXQjh74rIr0sKF/y5GOPvjbVzuYFJiDXQcMuO7G9zbkQ5qsvp1nnRb8tvGHSPGumjWweKuWFh6LqqfihtTgd4zBf0qZo3r0veWJwuVHyZChD2JpTLOro7K9yVYu2CheFnxe8jHYeEWCv5/XNDdVBULkhu2+u7U98WOUoqUOm4ro1HEKM+VK5YpRLh/QZrNzQFFyHKmsntlasW9rvB8wA7lk0dpHUGJgAg6qK10Y8GXLamyhcBf2Q1SZNxMFlaXWgDQAQkduQdOdB00q/OEgBBVK1PKEn+apOUCLhsHXeJ/P76OtX/xVUCIq+vUg6SB5oMcchlS0TMbWvdc9s6X2qyNsvErkqQAhNzkdPpNRI78pEYpwQgAUCj5JBEAhEGRPg3DPeLvosX/fCqVwi/g+jx8RIuDiVIFJFxVzHvGxF7dXDf0BcDJt5LyxG6fmvhuQj9PvFLpixrbbblPkDB+XUo+Wmf3aigQObs68j9AfCg5PhTKr+KRtLGPVodln2rSNVaJ7soISHg4DxIDaKg5B6oUry4Ph1sD3PQrPM71oDZYRnxC16M/O5lsjrATsB80vwBPACI5D7pO4wTYGq95zenEm5Mi3Fi7q3v+jzChcsiiAEUYN5AFdsriegYa9B3U9D3xJWvJ/7H8au4geW7H7lJTp5P7TQh2r1cHaUHCs/ClbfSxOCewv0M82j3spd75qNR9T8i+YhAVIzxl0Tkl5xz/0xE/tnA8V8VkV99nHYuNzAR8cEBn/f2VRJfZeCYDLxzt1W0UX6MNMzXj9U/VM8QIBgoa31vCe1w204XPYsKK6RhqL9j98qJfLVVVvSifoyJlFZvXvvXUOe2BhAjYNUn9gPojde39fNgyvzFbVZKP1/vlb/otzZq6aC2PEtHQ/sowNwTAhdjkbS6fr0ENDgDO3NIAgGPGnCoH3NbKtCwEEBhjxRRyyOyX5kuLLwvyjJ3BOF9kQjxm6cJqOSoWsnCsVIrzdvrYxER+cLqKREReWd9TUREvrpIwOTRJq1aLlQzZEI7rDkny/Txn2g/ll0rSwUgK3BEdBxmEQGvjSwlHQESS5BoFpEesBCRaARqOo7fkkXcwvWpfIp2gf/HtqUya5YUCsZQAxICPl7YTucFG7boa7W+MpJg0ZPqJ+mAMm9hLcSB74HXFqwVjkVq7376Z3klVYjM7p3xP/S3CBIzeFnnuA4KfKn0x1YsISB4GmYRIe6IkaZViZ/fh4acNo1G8bLoUdoWrBrdRDPJgyei1509PS2OMxEb9Xdt5jowSAKxG5aliWaTR+JA1AlAktvSPp6BWwGydzpvkd3W5UsdoAJzcfS1BAo2exN59HJ6pxy+nd5X5xgfLBlaFfgZsHigb5Y0U8eWOT35nomIxKdK9XR5PbUb+Teo9211JZW/8kZapDl+aW5tFpYPyRnv8WwgaheDxUtDeCf5qBIs/nHJKDAJIXxORP57EXkvxvgdeuyGiPwrEXlVRL4mIn8txngvJJ+OnxaRvyQipyLyN2OM/1Gv+WER+XGt9p/GGH9Oj/8ZEflZEdmXhKr+XozbLecPK5g4OVJ2QOF0AQfVYadHgMso0BlT2LcBCyPKeqVus9JPdVerjk47Lsl5YH9sPuxw1SYvGfLxYRDhyZB1zbO4VVYEMm1Xyr9zHSvmbhSvygWq7r8HuBjUmIJmSr9+CLjS6lmIg8d960ekcrEXHtgBMwRcQnWcr4/Fec6yzoCGgcjGO9/EGoiwxYRI6ZyxHXWCxL7elOR1AAwAErhqoW8AIufTabEPuTY9M8vIU5ri+aXZXRHJLlqvaVStl1qtw4mq9XUFDV9bJ9esryyeEZHsovX6ecrOvlYfDuSc9wjtZ2od2dMxrbtGVitE1SozthswgYUE946ARsfkdT6PIA9MSHdAQXbXCrngloDEhPOR9OsauL56fCs3K3rBjgGUgbpdQvkFAOJxxIi+3neph0a2rht1aF85GtfiKBVol3QZlE5ketes4FitNyI1CM/an/kDuHY1pnyj7maFfBnaB3I1glLKoXbNqmB5N8p7aNnV1QVs704aJHJhoO9V6PkmP88APbOHCBs8KcYHQII69zRaGcjdNha6ZyCB4yWHchjD6hAWJ323deVDtrym2dkPmkwgV8tJXuzUK3SeIz2ffSuWSLYoGckdkdrgtqe/MdSHEL856paOCCAKkdieSv2aP9jYMfsd6jsFrmrdtJwvczNbICdKjyT/mL+jj1UuU18HZBs8+LOSMjn25R+IyG/GGF8Tkd/UfZGU3fE1/ftREfkZEQMyPyEpfvF3i8hPhBCu6zU/o2VxHbe1k53sZCc72clOdrKTnezkAgkxATDv7zLIqMUkxvjvQgiv0uEfEJHv1f9/TkR+S0T+vh7/ebV4/HYI4VoI4Xkt+xsxxrsiIiGE3xCR7w8h/JaIXI0x/ns9/vMi8pdF5Ne2HgEtkvlEaGc1eLDOeHGhLe+tgdYtV/Ify+fXsaJ4pPVtXd48q9DWblnB+V8GxocVd6FGeaXeaWOMZ/M4fbRpG7MUeft83Ds/YlGp2vXup/QsIX3yea9snRSSLS6lNWK0L85vqb8/zkOha7F63vLx8rpA1ppAFhabnsqVC1aO0orUNN24haTtlZUc1hcWkraXoV0ku3TB7Qmr63DDgsVk2pRJENfzxPfg3CPPzR5aIsSXZ8kyUnNHtgv3e3t9VURE3lqm9aB3llelL3c0OzsT14dctkRyqN+FWkc2XSMd5yGBC5aF/cVNKzkomCdYTHA8kCuXPZZVqF+ykFCoXpPYu5bqNDI7WzKsTS1nbiRkOZHh8o9LPO+3W/0cH5cU4lhORq0c9O6xeayMPaH3rRxuq7oX8NJLC/CWdA+r7baKToR15lBghR9Z09cUinYzbe069GWhbmLTU/RJf9/IOg9tSMt3tMKPdxtI8Zxp3Fy71G0K/AXLFK+WEfA6ILCObGatzRMsIuBdwFKC7PSWI2Uf48XY9Pi8fFYC5XJpYN3Vto9f1N+5Zjxn96rVQWtzZfOwKD9OEWGT8c62/CxqBXoEXku5v9QkrhXPw/KSYF5h3Sk/2i3Ka72bXq4bWEbAPWLuEvq4h4SU1xGNIdchku7RZUqy+CfelcuRZ2OMb4uIxBjfDiE8o8dflDrL44sjx98YOL6dBN8Vx5Na8e79mCrl3FHQeN8hEXOb9XUX93EUTAzV6SjWMVKxx+W9OPsV+Oqdr/kSobxGyvOR83F4faDrGJVW7mlOH4t2UAV/hFVqcra3z8o/lRMur/tbEMutL9Rnl/8ydo9HrvfcqRhUFPsNneOfEJPYcc/a8nyVKNFB4DnZYelzY2DDwMfA+REgEgiIGKcEW3BFFHBsCIhAod5XALJn2djTcSayP6P8kUYH+5m9d4w78tokcUM87sgdjar1B8rsfUejav2hJkLc6MNwe5nykNzX6FuNPvCPlns61tINbbFKn4iF+s/DlQtZ2dcGTIJ06qe+7krFKxqXpESdkfOR4LoKaOC9oM9GFwbLZS8pKLX0oyvymEgpDEToh2puY3q40sfpuhpU0HX8choCH861lYy9w0d9XIf3q/W5AfARvcZRFtHwkJcDnAdVDKH8Z+K0XmYRsrQ644GUSipI8JaA0HgjUtQrkl2sQPxeKt8Cyj8WeDBuuPXYeBEJC7wMAGdy8wWXBcpwJuprPwAeFGRl17Cul19M50Hna3FtUowHeTjg9oTbgDoBVOy9ShndMc9nt5CFNwlI4pwYFIT02aONRboyF2L6LkyPkSOljBiG85aN/RCcH20D90HvcXb3Kx/AibpZ7d1Oiy8nL6Z3l2Vr1+3yqLHIXgBquKc8z6ur5bjXBOy2VjCfFLk8GGpQ/qjJ70O3L36A48OVh/Cjkty+ZHLt+uDVoyva1Rej34DX8PD+6L2vrvuQT8uAIs1b12KisvUKvnPdGP/GundRX/m4My1VXxmHcD1Oey6IGLq2Gy5bc2ouBiCjz5LHwbB26cMcongcEdeC4ThqVvPq8UKonbHs7SFIJp+PgiaAgLRfZU1n8jtFXsLKPof0DcwbIYtJAUYYiEzAEVEgMimBSDspuSLTVn3HFYiA/M5cEVhGYAkBGLg5O9ahpn58cn47HW/T8W+e3pFnLbxvyR150CVQ89VVavNr62dFROT1ZYqqBRL718/SPsDP3WWKtnW8TsBmpseRnX0ey3A8ywHLiIiYdQQRxjZdUwEQI60TSd2MCZyZ3Y6nLSwmtlBJKw5jFpM6JHBdh08wL5VUj79Rk+WpHk5+6F0vaLffV6dvBMSqd+/YZ4bnYOS6CqD0rB8ucR7Xmm9/+bu2FX0CAVCAofxjVR0keOMraJb2lsIIczSlzSzkSF30PrQwwdR3q+MMfAsp9rsbUMxL0Jqz2avyq6AAY9qjLOogtIPwH7ockhiEeZCyWXI427TPCRktKpdmVZ+qJeTspi40KCgD76WblhYngCebu1nuo0Uta4d/SwAcsASB/A6QhL6jLRuTglGMmUFmR6GONy+kdxiCD2zA8VFgtDxqrA1LnovQzhT9zLg5ug+LFBZLN7NGLkzK/SRJlEtvMfmgMQfeVRct0e17etzL/njR8ZcGjg9KjPGzMcbvijF+V3t4+AG7vpOd7GQnO9nJTnayk538CZR4wd8lkA9qMfkVEflhEfkp3f5y7/jfDSH8giSi+wN19fp1Efkfe4T37xORfxhjvBtCeBRC+B4R+Q8i8kOSkrdsL7xKvCUvhDkpQ6vo1T10Vqge2wpB9dvqsvnRh6LeyghyEXBnpDxiTYDYfLjWhtJC0JFr02CkrGrVf7jualwOH8gNUVxdT1uhenoV8b3E6haP23O1cp8RdnNy+3Rx/f2t+b/zPXUipFX3js77VhvnOLtpVWOMW7tyVX2DywGV4/3I55kn4lhehty1xiwk7KrF+UZmE3BFSgvJlemi2L86Weg2WTkONDzQ89P7IiJycwILSVrfeXmicfvVSiIyzh15Y5nyjTxYJxctDveLPsFScrZOK7JrNVkt1sOfAo60BQsJu211XWMh0DoLF6yVmOUjbXErIrlasQXFVv0sKybtu1aP0nqRkyH2Bla9xMuytZUilAdGLCXY4n1SW0qcl3jvJzXmuuWF3nXFO8+/0c1wsepDtIWSY65A6pbDLkKthWVNlarhzlbysfrO+SXMhUkFrjlYEd+7p4k/j9qKkwBXK7gKcU6u/Tv52n6bkSwEiNzUrGAB0WdBV/4PbqcGTp+bFe2ADwPpW4ssjK1aOBAV6vDNxDU7fnnPyoqINBYuWX9bWhfmrVXrxpqtENoFWBRwz2en4LuEotzBu+m9c/zSLIc0bsvfJebT8sZo29f+c3JHffjNTxXzAwuJPRuwuChXBPcBH4c6MqbO5wEsJTpn6uY2pNPtv18myYRbGidUbG2eovX5UnFMLk9XB2WbcMH/UhJ5/ekQwhuSomv9lIj8YgjhR0TkGyLyg1r8VyWFCv6SpHDBf0tERAHIP5GUnl5E5CdBhBeRvyM5XPCvyeMQ30UGlFxHCXP2+8pyBQC8Ovj48Ddua3GBByvBvYojlR3lRXJd8A8d64tXj7ePesJQ2eGZ+cAkdrre22aw5YMnSEPhKllZr92gLu4rh+IdAyxj7lJDfaoyTdI9HnV1q7giVJxAgdC8os9NE7NLFruTQYEjEruF9SWuSIBPeVNqX1AcQTzv1D8D+5xrJBA/pA9GxoFImW9kTkBkMZ0U+5wEEftPTxPwuD5JPBDwRl7VbOyf0vauNknpAJF9FTfy/ibV9YVVAiDvbYa5I+8qmX2xmei16fgD5Y7AfQyA5EyztONDDJetluabCe3g0cShHCQGTAgIEODIHPhQblnZJ1csTm5ojzVdB6nC6PavrZR6eslWwITb0uMMSISOO+Bh3N2q33Y5P6zcu7kWPqhy4rxnK35Mr6zrBobQrgo48H5lMjsEgAQKM7KKn2vo3itvagbvW8gNooq1dgqE7LOnMycDuT+Mh6JuOqsrpcsRQvMCkCAsLnJ8ZMCmzzG4EkpAhyKN44ubZdZ1kN5xv6CA793X/hw0BjjMnUnBDwCJvVaVRwFlHWDBuBTkTjZTl6ylhmW2cME6XxjD9FHqQKPgCYo75jtsMvhpKecUlPsVKf3rT6d3E+Y9J3WUYn4yjzP17USz1iMr/VLrhZuV5XohYj/G3K6ilcX4zm7NivmzsvqcVtympmzj0sgl6y7LNlG5/oZz6s8NlI0i8mNOPZ8Tkc8NHP+8iHzHWD8G6xxTxvviKWcDL1lvRciUdk9RdkCPt63a2RZcDLRhvvTw52blfHihbwslt9QCWDmt+jY0Bm/cYwpzBTovaGNInDFd9Nzs3VMffjfCFR33AIgTKWsMwLjAeeAclP7IWoF9vbhtKuedr0AY1zdcf2hyn2DJyCTfWA6Bye1k6YDy2hCQQX0NAZmG6nMJ7D0wMgZEZpMy8eH+dFXsI+cHgMhajyMb+54uBb6kEbVenNwTEZHXtPx1BSLTkD6W4I+8r0T2r6xn8vrqBREReX2VLCKnGs7I444w8RwAZK5cFewjUSIEwGNFjviwjACQWGQtKJz9pIh4xxDHpOZ6DAOSymKyoR8HW1C4PjwcF3JMBo7JgNLtAA/+SdSZ4Mu+8WqwKw7A6YtnIeEV/+q6OLwd7QNv+VsSBspQmxDMAwQKNJRyKMqIrATFEQo6OA9QkPE+np2U14M7AeDTLqLs3U7Whkevpt9IbMtIVuBd5IztGF8oyk10xXz2gCI46bzwSj0DRlgUwInAA2pA6aCxcaNNWB9sPg4RqSrVsK8EcHBE8CycX099AVhaHab9+T1kYdfs7SdlVIdznQsLNkAKebOOljOFeStou6XkjAAsxt1BNLMjXVRSANiZpUWKPm0oa71ZalSMe4I+wuuh6UUr682xiMgUEcEOy3sPsIibhzZXR222mD3pEgfeFZdMLnfm91Dr9GMRnSpwMVCOV9pHo0S5Craj7HvXUfvbKPu8X/dVlUwtUCn3W4IFDxx4YCsMHHtcIOf1wXcBw9YDWQPtUpHzGxQepgIm6IPztX9cAOK6cuF4rU3UgIEUtS3BlEdQryJnOVnVwxCAofkI9HEOI8kMG6qbgQkGiZX9Rl2REKoXgCRH0krljcDeZgI7AxFkYN9TDeJwVgKRqxTWF1nZh6JpifRJ7MlCcqtNoGIeEj+Oiexv6Jf1i6tEZL+zviJvr1Jm9nurpFStdFkRLlpXZ+nah2oZYUEiRICqJVlAAOjWajFZt+UXLXJyRNxsto50oUdWLx+sQIDDHlTXapE2o8RzFruubLd/fUVqp2s9gDH2oa+Ufvw012VDNgPOWOx11ANRY6DGEtE5pHarkl+HW9afKyi3xTue3z14dwDAKnkdAAWuWGf6vsWC0EYV7Ol5V9QDBREABPvLw1KBtKhTXb7uwWcOimFgpR3Ebij/87upc8hsDotJDmWctgAkS3URu/KWKv9wiwKg0fKw2EAR52hVp8+Awd6zcJArF8RcrtSKACUd4MAsJ+aKhW26brNX1gd3NGRph5hFgTKmS8xgBdYqCAAWrF0YC+4pQCRcoixiGD4BCDaAZI9nJVCENWNDSRH5WUNghBAzSLGQwvqaXChwY0sT+mLWmEuo4Ae5nP3uy+UGJjvZyU52spOd7GQnO9nJTpJsu9jwhMrlBya8Ak03JHrlZKDcSBluYyyErtvHLc/z4t3gyhYd9AmTZEVwrBWVFcLpY02KH2iHLR0N7TvWHbfPdBxWIJeYzguIbEnoX6OCFZXKMuIRzLcgrRdjYfcrPs/9anrbSGW9e0S+v1JZTmjrkdm9vpglpSzWhCgbWD60bvMsAvG5Snw4bEFpKIkhBCv2LVlActJDspBc4K4FVy1YSGBVAFF8qUuasJC02mdYSDbT5HL1mfm7qVybMrd98zS5bnGoX4hHZL+/SZaUL50ni0knQe4s07UnG7h7pfF73BFOkJhdtEpLCVy+sPrZUVJEkzUsIz0uiYjdzyIpIoXvZfK7Hecwv9hlzonrAsbHUQNZOYx43lsN3dL6EqhNj2PikfQC94HOj0nf+DjmWuW5crG7Gb9i3DgxHvmdJQ580qgtI7knY6NZTDLfQy0fFKbWLCHgSugq+b4mwut0td4Ss6J57RDqWVxrZHqiK+26Kp5X8suP3umzs+JauJWZZWWvHC2sM3DhOnhP82o8Dx5DOVYjzVu+Dj3cs2pkcnq5gm+cELXigMw+e0DvRx0bXJMmZ7DmzIrrkMtloYkc26XWq25auC9sMYlNsDKWoFKfF9xDtA0uCoINwAUOlhaNAWL1LJRH1NIzUieH1LHqtDY0R/0+w90MoZnNJU45J+0CyS9L/g/EcqosLxH5Pe4sJh+vDL1Yt1T+K0XcOTZ0IH8Hyy+EB4LGXJO4/VoxLBXxwT7hmz2l8yNtu33w+uRth/pVKd3el1DH5yUldEFTqYBv3dd+fwiAePPnAlxnHjySu9fHyu2KwUUY0AIIiJhSwMfhVkVtVi5adLx27YrFfqC+hl6CReN6lC7MA4kP9VoAi6aM+AJFmxXuiZZfIdvygKuWiMgEuUdAYFfwsdeuzFVrWyByXVNGI9/IUZPKfcss7b/QKkGXgMgipnZub1I7X1il6DS3NffIlxbPFuW/cXbD+nx/maJsnSupHfMArsj+JG3PNapWS9qnuWh1JSCBaxbKF1yRvgB4sDuWRdZq8nECHpGUetSRs6frNtA+HjcGMOSyVCnuVA/j71gAE+elPuZOJmW54JDlbS6gOFc+T6XQKy1tx/rifeu2FBds8f1BeQI6xefIGSa/70CCh+Jr7xjtC9ycjr6hSv4LmukcyQrVZWlDWdlRn3FNVBneu7vpJTDUOjSvBiJ3wQ2qtUzlZZ8AZODyhb60RkBPx89vTIu+ISs9OBlwN5vfW+lYpv2pks0smPK7JNcqzC/GCWUd0aVYoZ49gqsX3MbKZ8mA4Sm9oHVh7uymztH9VA8ywq+OJvaNnN9XJV8jgjFHZ7JKdWu6Jstaj3tumeAPmAxfurFhnpeIyAay/KTUu2YaOGHTA5Ag2kPyIq/2nXKuLDURJfYnJ6lT57dmcmnymIhsvQDypMrlBiYivoI89vLm70SQ3pfMQSjevqPMjyvK9PYebW/oi1BuvQgt3BePfzAGIsaI/Bdaj9yVexnZssZN5x1rRg0KoFDnethyYRmDuW9sGfHaasq+1vU48z1i9RkCfDn0LnWKkxS6bUtRjoEHdFBTXisA0xX1NE3skc/Rt1Lx9aJnNRP92Ov+hrkjUGx0CDM9vtYPb056SJG0iLC+rzySK9OFARGE88U4b6olBEDklVmKnnVVl30R1vcF/TBeCft6vVonNBs7Imp9ZZ183N9cvygiIm9oEsRz/cKDyL6vS4h3FofWR4T3BTcEwMQyss/U392iapVfpI5I7RuKprWGvzdxRnIFaRP7lhHJ4CD2lOdAgAQPkBddy7gnHJnDuc4nWgMQcT1luSHehscNKa6Ri8L+Yqt9tj7JsDivsqq+i86x8s9AYmQsVT38LXRWW6t3+xbKj80bXhV6jSXsQ/JBjb6FVXaQ3LGqzuGAQai2kLH7ZX0W9WveyErDyXIdeYWevgFNWVe2oJSr6lh9XwOIvL3U8wl9QemFJQURoU6fUesnZSOfHXemjCMZI0jraIutB4trJdnfrBQKvkTHiIUeAB9YkRA5y0C/1o/fpkXt08zzYZMBBQBAnXw4HUdkNAAOAkB8xQAAIABJREFUfFsP3y5D9i6Oyvuw3ivHbOGV7XktQRb6AzBqCTEX0bhMaNuivd3ZFPMB3pDxiHT+ijFeIlyys5h8TIJvjKsIOy9dxgBDip+nml/oUjV0gQeaquscQHTB9S4woPwivruUo+Q7Y8iE6eEvKxOqJQz0bcu2tu2TtU0r+rX7lTOvA8fiZKBMrw0mvdfHnb6PuF+5IHYAELnRsiw7OgEJh6zuWkKsb3S+Leupc4d0VXjeSA9gE+pr+ltYQqIq93DRsr5rfQAgE7VSZCDCkbTKfRDYr04WBkRuqUXkpo78E/MEROCa9doUFpFUfiisr4jIvV40LRGxiFrvrJOF5N46AY73V8miAiX/ziIBlyvTNJYHPSI7MrIj4zqAG1yzkH8E+zGWXyQADctDQiR2s4RQ1nYICO2WxZ0tJnivdiG/WihccI6uVZ7PJGoCORD2xaz2y22gH9MgsGF3MBZPua/AUNklj0xv7ihjSvzA9fbzI6W+6suHVUKc+irvUmon9t1LndebzYMulreLsi5zuaKIVtkVLlJfUgFzbTILQnE6k73nwe7BwXtwA0v7RkIHSR1hey23RwY3Ij0CPqJA7ZfXnz89K/qKDOQnz5VkehdQhgxWAJo478jmgJRvIvtbXg4FAyD0rxXgmLXovbRocvZ8WlQB0DH3KIAE7Q9I4u15ZxYgkN0D3EP3y9+d1Ulg6OT5HHpYpI6YxRYrC+HbACyV59EuLDbos0iez8lJamz//VQGljcAF4w358vRhZxpBmijLvtPikA5vsRyaYHJTnayk53sZCc72clOdrKTLDuLyccpQXqr5LTSR4gx8gkyB8Ygj72SP8YJsbY5F4NTLy8MirN/ERq2jOxOG76b08X7PG9j58tjI32Rss28LVdK3OtGCOgXhi2murqW+lxxPXDca7O0pNSudqUVoiael9YLDtE72CZzTJikbnXqGJm30Zbnh1y0RPoWmDIUb+HKRWF/0Sm4z5lrFuUXaS3xoZIRwSWBJQXcEz0OC8lGs6TDInI6mRX7HOIXcmv2SK6peREWkqMmlX1tphnYtW9sIUGY33ubZFH5urpRfXmVkh7e3yQLCLKxIwv7Q83K/lDdsyCPViCypznJuUfWZhHBbBpXZD3MGaleFRTCt+M8JZSXJFIelGz9GLZW9HOPmOGOLSMd7VtBPe64ImWDHfpQWgbzIHU7Yr0o6rRzGBf9hvjnuymP5/wl3ku87BO3X4ULpna53xdJlRG7KuDsO/VXBGCnXIgD3ya6xvKNPNLjuvrdUoZyni+sYKOcJ1gRB5nbEhPqs3Xj/3pL7v5XyXK5UQuHZSbXe2qkaeOidMV5hPntuwilfX3XgeQ+Rb3pOKweh+8kM9GZWlTQHqwQGPvyamMWJKzUIyHiXLkeRkLX9+kCJHgdPywAWPGPk/Jmou8nr2hOF34+SaEFxwQWrW4SrA9wO6v4LUiKqTwVs+YcsEUlbRtwdpBL5LC0irXHOmZ9bcI9EO0s4a6Gn3KL67MrICxGsH7ZvTfeUEn+h6x7/KBRq+cTJJepr0NyuYFJX/ADIxP7kItRr1ihR7tuXtaG/kDINagCGo4iPgY4KqXCU+h7fXGBhVOpzxEZABYDnbPyY5yIgXPjgI774l3PwO/i9jygWBzGvfWAnVfnWNsQJ7t64Pkkvkd2zYtV3YFcuDwCvQEOh0/ELl0eQb2h8w2BpibE7JJFGcTXWtmUXL046/oU102QbV1J7Po167TzAB5QmMeACHgjVyfp/Cfm77tA5EqTvoDToB8zAiJvqbL/xdUzIpKByNcXTxd9fGeRMh53emPONglwHK/mOl+p3lMFIlP94vZzjyzNRUs/0gBoDneEf76RyOscdctyfcBlyy4kJYK4JoNuVgxIWNlmZZ6Z0gN5R8rBUH10nDkS7JIU+32s6uAPCLXprEDWY6M2Hc5f1XfaD13dV3cVdARojLZNfTZeyBbX8+uQuwAFENEO24U+Z20JKCBwj5rfU7I1cmIgUd6pNwlSnMe8v//fvGiuQoiqZfwU9BGBHwiwBNWOjNdCEZ2w2II24a62Iteizbwt6sFYcn6UtH/49tL4J5ycEADu8I30zjp+Zb8cQy+poEh2f5o+TO/FhZZHgsXZAz1+Y17UD3CQuUAlKItNvnfghABEYf5wz/hhmFIENrRlOVd0PhBcAGLuWOfl/MGlzFzuyMVsetpZWXYTwzNu7mB7CBKQ9sFbQRb7diXDetiTKFF8V9VLIpcXmITeHx/3yg/tG0KJbln3fT/yoNr31yNn8/6IQn1hHzzFmvpiTW+pULtRpDyQ0QdvBCQqy1HlxHxxW1U5byxufbQsF0MNghyCvncPqzE45PY6mWEJHtiSEgYsNYHaYquKEXW13IY4IWOWEAYeqBeEdSi3ON9adnXwQzbStppJtx1+MxrZnaJnMWm9VfK7ZWHXLwmUfkTSQp+9SFoAIp+cJ/Bx2KQP8muz90aBCBIfvqUKyRcUiDzcJC3ryxpNC4kV+9G0RETuaTZ29PFcQ/oitC/mb6lWkcUkbRHSd7lpZbUuf9CwRuTwvboFR4QTUhow6UXP6kmkBzM64IA5JoaJ2SpSXFuCm8zviMXxeoV+uA+ZQzLcTo7ahYq43oFrZaBMUafQGGhL35EKqPB3xmnfJd/3zpn/P+2PWTjcusdAEy5Du6T8biVYFMG1eJx1PjkRIKwISIBn7zS1SmxMqS9BBHgGUHZBHj+/McmZ28/KCcgheMt3rUWwguju4RvpfbDWDPIAIsg2b9G6AEC0nsW1Us3CeST92+j15zemrk6B+Tl7bq+oAx8WDrcMfsvp82V5WI0WmuwV0b9g/QFAAbDhkL0pbG5qev/ttFBz71uPijo4GSaePwu3bL8pAhpaHgkpj34vWbKPv+1m0RdcPzlVa47OL7LcY0wIHCCSnzuEq87cJrIgU3Z3PHfr+eXhmATZTnV8kuXyApOd7GQnO9nJTnayk53sZCcmO2DyMUoMF7gFsSUEK36wHAytztOqduXVZPvDK/2j7lFjK/+u5YTKxbrNzGGgol5fnDbdKF5jVp2hvo6NZ8w6A8EKvgzPY17kJCuHlaPr+sW88fOWuSGOhSUvQHO54eurSFlOu6GJds4sHChacUxKa0wVRYtdsshKY0kNHUtK27OQpOtS8WnbVedYhhIdiuRoWvsTjSKjDzKSH+5pObgiwUIy12VczjWCEL99C4lI6a41ZiH5oiY+fNQlN4g/PH8u9V2XaWEhORwI8yuSXbZgJQJfZKE5SSxnwZoibK10xW/T5kSI4APBtQsuCGw56chS5eUhwWkLjTp83h6ti1y4sOUXIAx0VZJBz/KBTnH5kX0+fsGWXhHDuU56kqNDjbTp9GHMunARf4MtHezK5UXPGpNA83wRJ6doh13jQl22qsOpCy5Klk9DLR3nSManEZyQlA+r4uxGhDwcWCVHfccvaLLEsy6H5YVblLr17N3V5Ht75Yr9vuYfAS8BSfpOXtrXNnQs+kzAQgAuCly+4KbGvAW0g4fDIkKddXJ+I7VpOT5gZdBNq/wX8Cpy6OK0NRcwhBdm64TOD6xIOA9rEnKSmLtbLMcY29zGw0+n6IK4d7hXSH4JsRDHTt/s22c8rnTi4Xc+XfQZ5WGpsnb0euMr4RXWZetOs4alTcsiuhn9tjSPrQksR+tpcK1ZT6TsXLk+Run73Vfnyu2FfA2cZ2WbFNptQg1v1faIYj7KRRn6GDAwGQEOVVLCqnIeO5Td4XaqHCEDAOVCEvrQ8VHeS9mnCizQi49J4tL1r8GL1wEUTCg3sOT0uQIsWr6qh9spQULXI5NXOAuuVFK66TD3g3OL2EfOcdGykL7aNic9hKI9xBeBSxa4Ipwg0VyzKOv6wTS9isAVgcsWlP59LQdehmVf1wlF0sPDJoGCsRC/m9gZEHl3k+r8g+UtEclABBnYW20TQORI3cNun6cP82ae+CuPViWp/VRD/WJODHgg9C9c7ij5YdfL0p65IwR8K8Ahxb4JAwts8TyOZlnX+hk0XKD0u1wSfrUYGMB5+n3SGPi6ClSMvahjdBXmyv2My/GiBnZp33X94vOe4t4/PgZ6Rr4LHu8jFyjrsT7TWK35gfC23Ld6HvT3r0onk9qZBN9SmNoNcmFQOGAGaZMFuCX6vMKdaB5Mybcs9HoOif04YAwACXKC5MzsCnCUUI15yzlZYnHcrgN3QoEK3K6ChaJFv6THySmVeACHhpNAavkcQlevW6CtMpv6eq8cA8AEstezAAiCkB46kYN30zv2/EbJh4GbmAE2bRNjaFflmACOQNwHdwfupUgSaaAUY9Z7j3kUmu9+WOeG5icPTDekc1iSSOL4tEEuj7If63fBZZPLDUxE8kPpnK7zb5THh8uWdXvlqohgDAKoj3x99WEhUFBZOy7oQ/5x8tep3PrRtIb7WtVj+851vXI1/8Krm17oY33yxlzNFykoBFzCZqiuso7KAjISVavifaA6AiBMOK+sG1Bae+9ejyMC7SgaAAH3owQkVd4Rh8xu1o4W+/phjwAwJXG9zxcBWRuWEfAvglonhhIdimSC+NE0Kf1Q2g818cFTkwQiYK34hFpEDhSIIPv6s5pw8UqYaz0ZiIiUVhG2iHhA5FATMGYgkubh4SKBnZkuVzKJfaFzASsP5gZAZIN7TET2Tlf3Nl0GJg09H5G5I8hP0pbPnRDp3YAIAWxxLCo158JR3PvX8SvIU9KRd8cAidfGMHBhvvoFr8te30Y+GFaOtp4Vx1HirVjrnN9GcWAARsDBgAe/V7358UDSmIXKAy69hR1e/baqApTvcsK8hIlsQbF8GqpQI0rU2Q3NQzErld1B0GQPRlnWVuJp/CCvN+CmLBClq7wOUaYsuSFW/LUczs+RkZwSKh68o5EEn5/bmDA+BmrgU2TCtw5X7/3Bu2ppPtBFjSsl0IClZXGk86YTBRCGuQFxHOUNmGBOREQwD9Pyd2n3kCwjFl1rWYJH455QnhiMCVHNUL8R0hVQol5we4wkjwhb11uZK+/k9BlYqYtpqe4Zc5fmD5XzeL6x/l8G2YUL/jhl6OUDcV6uFVDpK68MNLhuD3C49nhqe7hU78vjABxut6vPVUkFR/rqEdHD2NjZ0uL1Y6jNMXDjgKpRsOUFF3DBE1ZwJIMUxzLiWWUqAHIBQCvrKbWECoBU/QGQ6SpSeg7JqxYNAw7leVhGYPnIgGNTXqd9MUvIFJaR0o8F9VjELIT6bTayh2habRlNa6pJCAFMrsySss9Z12/NjlN5/TI8NUmuWc9NHohIP+nhHREReVbJ9vuUfX2MwH7SzceByCIBkZU+YMfLpEDAyoOwvueztLVs7JMyGzvesivKuh4MmAyDjE3XZACSqsiLJo6LVpWkUKWyjDTldVXWdk+R5g/eECDxyOsARwCrJa6uFGh7V1flHHDkyFC52rozfNz2nUUVG72j/I8qCNU857lzx+cAj6pvw3iv7isf35QnGFheSAL2+kJ1GJCg96WFy51DuU3H9++UCnvOxq6/A0T5OsWzFe24uS1pH8xyoVYCdtcL5PI1f6C/06tl25tZeT1W5XWtxUCpKeYWpSvtH780L9uPUVoFQRgndJHzp9V/CdOFKBjIsn5LA2qoco97CKsDEi8iMhaUbFgpALYO30zv55MX5sWcWajks07Ob5WWYbSJkMJ7FlFNgZmG9UWEr6hDAdjEfO5pMkgAl+MXZzoGBYbrcsywtKDvsHwhstve/Y2cK4AFoR5k96jX9BNHivTI//oMYJ7Pnp1LN3FeAk+ibLPw8QTL5QYmO9nJTnayk53sZCc72clO0qLGzmLy8UlBfmcZs1aMrXBfdM3IvptTxMrRkhVdN8bFKB66La0HZhHBSqnXxpZjzJaTC6wZlbXFMbe742ZLEtVDffGI6XWIXjX5Hkt1L8wVhl2zPOsLh+ocSogo2RrR0flqS+5V0rN+DCU0HGqDXazM9crI6rpq1sBCsinaxvWwtMxwntphvsjBZFnlFUGYX5DZQVqH69Yt5Yog2eFLs7tpvy0tJZ+aPhQRkaebtIo2DylkJywkK7XIPKxyjSTeyEmXVvn6BHa2kIC8DgvJI7WQwFXrZKnJG6dpe74qyewI+wuXrZVukR90Ta5dmMdIHBMxC0rIZWHRoNVttoSw9aF2SaIKjPy+5XVjxPW+eFYI78U4Yr2oLCVOexfVW7mHjQnnfaFXmGfx4FDIFR+G3+n8SYhSzYNXZ27bGYNDcvcsLlVCW5K+S1c1D2TlCuZmqvuUP4KtGNm3Px2H1QLhb5kMfvBOKtipO1BO+pfLsQsQJ/5ryYoAFyJYAkBIz5wStXgi7LWRu+FiVI6JuRA25jOs4qf6J+fRVvgx3iXC2cbyGlhSlnt43nQMom2Aq4KEk8i1gvDMcN1SNzQkcjx+WZO9EoE/6A1c7zWZvA6XNbUygAdjlijtE+bLXL/Qxw7Pho7lqUmxb8kkwdE5ziGg0wF9T07Iuva+usg9MzMrCvoK1y19VWeuLfgpq7LNs1v6zn93Ic36cmj7QXbA5OOXUYL0cHn8MIsw/o5yzoChMoFXijUpsx5pcGTrketDHL9mFHi418MUXu7XPBC+ngfXEwYS1TzQPHmAQ+i8gbGyfgMT9gGNg8eX13qYh/KG5ONlXyrgQVwUBiDW5QqIaHnsKwjIWdVLt6sCmHAeEW088xFKYMFk9WBZ10sXLQMccNGiyFkGfPStZ8T1mW41opaIyFPKFZnr1wJkdpDWryh3BFnXwRV5ZZKAySeUU/KUApGD5krRVwCRe5tEPH9Llf4vLhPwOOnSdcg1AtewN86ui0gCIxUQsSha6seurlrIJr9A9KxNGT0LpHZkYwcgwf1Yw2XLImepcoAAB+SW1QcmlrkdH1gipXe0z3lIAh8njknsynI1EJFyCxkitlfAgl+k5e7WrkpeeQMq5bvpQpcjUvJHyew47vA4WBEfFS/nyoXXlLujpHbnOj7ukeXdfQJGQ6/6sfGAvI264P6EyFWZj1Aqv4h4BZecMwUXZ89Mi/os6zjARBuq5HogfgNAWA4PgCBz1YI7VTk2KNjIm3GuOVcs98e0LMdkbyi9+7dTXyezXjQvvOJX5WQbFwLRt5AFHcq7js2y2jtJHFEOY8wgo7yZUNQBbMTG3gN04AchctUcPDe9BPwibdvuvQVCQLm0BXiyvC94TrX8yYt7xVzgWeHs9CDlb2ahl2UegFe/fXj+9Hhn5P7y+cT+6TMz6aY7V64/Lrm8wCT0/sT/iLlgoqov+ko7CZO0xzgpHCTGK+dxIdgqETZ1H0zot8Mr/e7KvwfwvL5VXAw02L+W2raM6+HC8/XyodcnB9CQZYT7CHCw2YsVaIpkuRjjhowBEPvQOFnYjahOQCUDFgUhbZejZeEDC/CCKE9tCUCWFrq3BCjbWkIQwhehei1Lu761QVw/naUPwbXpmQGRG7MEGI7ac+1yqhtAZC+kr9KnNXrWSwqGjswiUgKRRUzlH3RJq3hdkxR+efVC6oN+qcEbARD56ulN65tIyRthIHKuAOO0TX1YEhBZrxmIKNGUkhxukEka+zrf2OeQtExkD31g0g0/wxWfg4GHOOWq47qFos6AxCtPEoa4JmOkavqJRdofAy5VPVJuq/IxjI7Ds9pk0MPop7y8Iqo7Uls7LgCCpKBB8bUuOEl1vQU2T3J0LvpYOiAsdr33mSmAA/2XrIQyH8B4AiAdW9I9rlcV60mpOJpSq/wNKNJQVrtpMIUZYm2rVcJAEoAEVtWJrG6WalXmLUs9wJKCISPu4zpVoDkyFBTwg3fTO+34xZn12zgOmGsAD+XU7CkoOnk+TRTmEWPtzCKg8wpeJaKgGX9GwdF52R5AFObAQgI/6owrgwzvmI/995V7p3yYiPHqvFnW+dvp23D/26+JiMiV19M3olPOzobuvSXPpMSVeCYQKhrtIOhAu4ymOzDoXFzVeVQ+DKxkXvS3vgXziZfY/w1fTrm8wESkACYsNdF6eFus/Dsgp/5SOnW6bZVft8rVixTwrcPqDrSRs4A7aMgUcG6b6mMgx32mapm4HoP44KUCOcN9MGtWRX4vlX83a3pX1stgoZvmF3ZNNi8ByMZzvWrLOjlUL+5Dw5YQctnK59N+dsfK/TAgMikBh5GoVbHNFpLN4NazhGBrlpB5+mByCF8AE3bLujk7tvC9z6rr1a1J2h61qSxI67f0g5mzrlOoXQUgd3X79XVy3XpznYDIo00iu391cUuvR26R60Xf7qpVBNJ3z2IgAtesPSWvw/LBFhEDImYhUQACCwlctui4WUocxbrKoh4zMLFnmoCGWQVJuWe3pyrcL/3OXWuE0H4XnPL9V9EFSvaFx4dfLmwhcPVrp97A5/t18jxUwG+4Ke/6auvMcw10/D7mA8P7lhV9Tqdxr1vad2TUemOBE3rHvHlA31ZSCJTY+X2sjkO51fMUJQlE8aOvpt/zw09pkAsCC7ZKr+8VrJ43m1wGblBLdT06h8uWggD0AYotxBRuJZhb5DBkjCeQxcRpgAWLBmYfJG3vqBcSWYd1+mxqC1YZtLn/jWRxvv+d14o69m6n9+TZM+khAFgyAv4cix6lcg/XromSv+EudfKcvpctyEBjY4Y1Cn0FiMEW7l+4tyiHiGGL154q6j57dl5ch2cgu1npPO2X88jb/F1X0HF3beMGYF0T2f/sZpk13oIOwLWLdIjLIltbcB+33hB+UET+sYh8q4h8d4zx83r8VRH5fRH5ghb97Rjj39Zzf0ZEflZE9kXkV0Xk78VYfQULudzAZCc72clOdrKTnexkJzvZiYiML0J8CPldEfmrIvIvBs59Ocb4pweO/4yI/KiI/LYkYPL9IvJrFzVyqYFJyQu5eGmryho+sPqUQ+biWKjKDO57VgYcdjgmtbWClu2cvnZtv6zTl8q/gRp3rRgjS4Rm5XCOh6FrnDINzXfFMYEZopyAwBYW4oFUXBOzfpTnu4lkFyqzjODaso5AiRfHLSNY0W4GyzPRfEmhfdnCMmk3RlZvJqVFpNW24AoEjghW9uGyhazq00naZxctzEHlojU7k75MQpltHXyRV2Z3LMHhC9N7IiLy6iSF/73RXBzW97jTpIWb1KevrNOq2u11cs26s0kuWO+trhZ9efM8rRwiEeP756ULGHKNcIjf08lsCwsJuWp1pYUE/A9YSIwPEsv7YWGAKaRvB24E8UBCvx4nvwiT3wPV7ZHXLWQvWVBCz0pzoXiWgThUht41TCRnngdfN9IHt/wFa3He63GsrcqNia9/3BVKh1RftSs9KwLdK1jL2JVrjCsyJm7emYuuwbwQyZ2TD4paJc6eVovGumykcqvS8rCUMDfFrBy0mm75Pd5YWOhbWEpwDcpwlvXpadkGQu0aAf2ktLzAJQy3FJniYWFBjhHwYVrKqg43o3YZrS2M80wTTJob32f0/UfWsuVTqW7kOwEBHRanPYRbPiqJ/eD27D+CG9ZM69XzOq8W6ngabJwNPSdwL7NEi8TT4N8SrBkIkby4RrlXkChxVv74ONv9BG5sOo+wWG3mjdWNeczXal3wUjG371CUgxVo786qF0b7EshH1NUY4++LSJ1WwpEQwvMicjXG+O91/+dF5C/Ln2RgIiFWblB1GfyDB7EsXyRevAC0DB5HzdX311PIR8CECzJK6aZ+H/nDwOcr07sHiiIdh9JvnDxvLH1fBN1wZCvB3Ouu55LlcGzcetkti8Zq9Wk1cRJNGWdXLna1qrOoQ5lvijqZI9JJye8A30CsfMn74FwirYGQrnLvmjZlXetWkxsq4FjRPrtoAYAgYhZ4IHCDWqsz9o1p8gmGu9Se+mcggtZUGZnfNH1PXlBQ9JTDFeHoWbf1o/XFVeKCwEXrrdV13U/AYqFawu3lkY491cPZ1wFE4H5mQGRd80YYiJgrFhIgKkBgINJx9Cwo++S6xdnY7ToVe6qJyG7J07oMTHyOCFA2HfeiaJF7zygf5CIAIhnoDPE3RhVkHoNHCB8BAdu3I/U4eFGJ6hjlJvKrnsDDGCjw+h5iD4DgnQ5lyhS14b6PidtH3cLNJV9QluuDMpse4nyYAkjKHLdtEZWgTCohHRGekHfCMnJreXADwGNY7yOJhWg9qdz507Oe2xeAh/JaJqUi2x1homkMcBki4r7VqwLXrlMFIPu303uyWWpfGwUmUPIB2vQdOL+3ktNnS2Cwact70Z6X84SbgcSLxr8Ayf0knQdQQbJIADnMBSJdXXk9vfsffeKg6GM/KaVxPZCAEvfqeqlOMpUUAQxw/fSkJK1z0k0DQKty3muyfTlHyIeyujIx8MPBKwBIbJ73yn3+LSyvTSz3yRMvvXeHI0+HED7f2/9sjPGzfwQtfzKE8P+KyEMR+fEY4/8pIi+KyBu9Mm/osQvlkgMTyS8Rfpd6HxRPES/ODddZ10VfJUYoztaLtmXhbQXlhr/wcdLbpzL2Eev4PNrYDixV8+cSzXUDkNCvgMdJvJZAW56XKtmglPucFJF5IR2R3xHxCsrUehJ7UbC0zrasI5PT+bhuFUBA+cT51vgfTVFPS8AEAGSlVgyE9DWi+STvexwRyEo/tAAgG923pIYKRK4iuaFGzoIAmMASsq/1vDJPvJCrTfpoIZTvp6YJmPT5IswVYdL6WwoCvrxK0bPONdsWuCKQe6v0YTzT6FobvWf3lvs6xjT2Ywrpe7pUIDJ3Imn1wEgNRMgi4lg8hsL6Du1bNvZOV1SJ38Fhc9n60Vek64zs2oYpxAAoZZ1ZmSSAYj+pgTYH9se2xSvKATFjgGKUeyIEXDyFfAtgUvFW6BXu1sXHR3SVjgEgg6yxdqTH08BzQ4Clemd74x/7vqE9KOAElPOzkdvPi3FlHR4g40hKEKzcmzVDlc35I5CVQWoH50HPK3lbdLWdCeyxzcpljvilCrUCBMswjr7TCn/BVxHJEbMVYwr1AAAgAElEQVRYuUUoXq0OSRHbpYYAVhDASfwsSeLTU6sLAMSy02vRzIFI+xZti6xqxhl5mE6AsxKIy4P5wvb0hf1iTNVC56wHELT/Rk5fDPc5AzApznPUMou2NcUYpOgDrD8bcB3Py/bx7Jzf1ApiDT5RhoMrYAsLCYcNblZRanLgkylBes/wsLwfY/wu9/oQ/q2IPDdw6h/FGH/ZuextEXklxnhHOSX/Wwjh22X4DTk6kZcbmOxkJzvZyU52spOd7GQnOxGRcUvtRRJj/PMf4JqFiCz0//8nhPBlEfkmSRaSl3pFXxKRt8bqu7zAJPT++LhUC4LV+YoHMuCCJLSSf2EyQRlYgTKTMOyCzhKVYzFwLS7tBWUaWh7j45RDob5ueAyBxmirdVWI396lnKSwKVeIOKeHOO5Udp6MXMYLIf4Hu4Ll/fJ8bGOuC5aRliwk5LrFbXOSQ1g8eDanZlkpLSZmGaFcI+CJwEoyn6zNfWmmYXz3J2XIG0R7gWUEfYTFxFy09oZdtLB9aZYsJDPdf3WaQvy+pLlFbpibVs0X8aJpvb5K7yZYSP7wLC3IHCg35PXz69qHNP4T9VU4w/KZyqNlctXqwINRV62DadoiyaEX4rdvJWELSUdRtWBlWJPFpCM3qcq1i3gh5upVhf6lZXpake4KVy56orBLUbLGEixmLkr5mxmKstWXwmVrSAqLCb+EnTqt77E87Voptqt3K9emMesCuUJUPMGqnuF7OEpiueh+4Z5iQX9FZQLtCx0fc88b6VNlwSZOS4hSuetY1yjvhkXdIu6CNan15Bwi5cQZ3wAr2rqPULFYEQffw9yGzqNsNHkgytgKvPFfyj7s3UkTvbg2LcbL1gNYw9bGqdBvwqqck8xTKC3c2XUJHJU8ZksISDlQGr0ZnK/F+A/IaaW5Uda3SguLWR3UFaxZa30Pu+I8u1WZK1fbSFCtEVYZS5zI7xJyLz36erK0P/h0+ias2tKagXlYz3sPWK8vHC7brEZ63lzDrvV4NNqnw7fLyGpwBVwdprLGP0KyTL1VFl75sBlNPPrESJTalf8jlhDCLRG5G2PchBA+JSKvichXYox3QwiPQgjfIyL/QUR+SET++Vh9lxeYiJQvfQ8UQCnlAvydDVIDBFbux0DO1pwSUuaJv+EDE7wcLihDvpTjfdSNBzysj+WXp3IjqEL65muZS+L2icjwlUsWijucEgYTnTF7pThu17exRzYvQRAnJ1y35bUAIMYLgP+yXhdJgfM4Jh5RnXOJzNu1uWjtW0LDZTFPkKuayXyuQAaZzZ+eJiK656KFkL6f0iSHz+n3IYf0HeeLMFcEpPW3l9e0DoT1TVnXke/k3jJ9rJAp/lyBxbkCE4zxTPOX4D4sKPs6Jz28yF2LgYiR1ikUb0duUgZEqvM6MRXvg182+p6hcpFAxmDeDZfcvmU5++kQQOnK45WLlrf+MKBIQ0ZX7cbqpnrc0Lxcn11Y96Pyvh3pog/UqE/ctENMf1w+iEhW7nUdQZR2dcG9derx7g9fNzBvhfTL0fOH96cl9oPLDAE2Cyl7FZnaUXn658ob6Z0F4jq74MDVC4rj3l0lfSMfBTLHH+YPInMjjEOyKgd+/IIuvDwsQ+5CWBG34xP+zen3SJVEuHYhb8n5jbTfT0yYx1nOS+bFKLAAKV3HBJc2cEkgllgQQJHAkmWMXwLQpfemubkpwDt8d23tWeABJCsE+XyvVD4O3knjBP/n+OUygIG5SZkLl/bV4XkAdBpvBN9/LQeXvD73B+BxqTljmPRueVoUZEVy/+5a5wf+pMsHeM9sIyGEvyIJWNwSkX8TQvhPMca/ICL/rYj8ZAhhLSIbEfnbMca7etnfkRwu+NdkhPgucqmBiRLfva8ZxN4V/PUbAB2s3HtAxPbHgIdTn1seL0znC4KxtPlHycp5lfSRrRZSvpT5S20fFrNioGsEojxLSW+OOAJV7kN5niNicZ8Dr+4aXyMdX1P5zOPAl4ePq7Q5mzpzSthS4nFDYAHZ6HwDgPALDQDEvuOq0QCAgA8CCwlAyN5EP2aTpQGRo3n6aB8pRwRWBlhUbilHZKVv/qcmCTi8ML2fxqJaxKdm76XjGlUrW0KS5tOG8kMDa4jxRXTZ7cur57W9ibyxTIDjXDUIkNbfXaRoMgBF75+n/CKN9v1Ykx1i3AAkABzInYLcI8jpsmKLiJP0cMgqUgMRAA/eL8lfHXFBmBtSZ2OXohwvBlTABd/lvrLvWgvQ9uOVY8vKmMUk1zO8P6T8U9MXRp7apk1+XXrXVfyYD9HGaFvO/I0FFqvaHbgfUFIt0dxecWW+hr4vOVEiNVURgMt6qkUpbofLx4HPLgEVfbWYogvlc6GWjskZlP90fKV8gYev7hXX4SfI0b5yn0tF3qwgbSZnMxBhLgRnFIf1ADJTvsb5dXBGSgXaeDAKEgA4QMYG9wGWmG5Kv0nJ/AqAoiUR8i0i2FEZ+Qor/+gLIoxBWgA14mOAFwLLE4MwKPlnN/V+nUe7FpYJfo4w3yfPp+8DggB0kzISW8cRsOa4p2Xf0SdE2AqUZwagAlYP9KddRWn0HmM+5mop6cwypJWgLwBLSNi5lwHwh3GP+mOVKGMckw9edYy/JCK/NHD8X4vIv3au+byIfMfjtPOhgEkI4Wsi8kgSQlrHGL8rhHBDRP6ViLwqIl8Tkb8WY7wX0pLyT4vIXxKRUxH5mzHG/6j1/LCI/LhW+09jjD+3XQekehkPlhnYzwTs3q+KyrokdQYKbJWh66rIYaMAhfbZCtL0+lpZNrivTp8ZeFhSQj3fltcZYInD17HFpB/KuQImAAGOxYMtH1E7hY9TS6ChqQjruK6cE3PHwtAmsQjHK5KjYLXkWrXeDLtgdUpOD5sSWEA4mzoEyisUcezDYpIjZqUbcTRdyJGyAZd76Wd7U5dQkW39mpZFtCxEz7rVpiSHryowqZMbDltCjjtNUrhJ+xzC90SzrX/5/BkRSW5Z7yxSGbiVgbR+RxMdXtXQwyCtY5ywhGAemKy+ISCCiGNV0kOKpAUQwe5ZXS95YY6iNbzPFpNIiq8BkQ2d5xC+hpdxXArheqULPfDDhXnLL6+0GSOYB+6bB4TcbS7ngRuPlF2Fpd06MWOpUI5igH59uIbbdtqo3KaqussTrOSuyWKwrboQQ17ttZDmeIXQuku+SMs7EXn4OPpkeBmk5mVZH7ZQYkE2Dl3/O8GNpQ2sO3AZmp4BoKCc/j4pw3hTvi5NmUVo3RyhSfumK/4ItW2RmjqRpWYov/q19P589Mpcy0rRtq2W809Nj0N5t3mjFX8cn93XpIgKRABIAiXr4/ubrBH6zpmWE2rHD2l8BliU5P6MgiYFMJgvDMpI77Da6mkLPoDEltPyN3bt/0vfjnvfea1yq0MgA7TFlpA4Kd3JOIoWFvFwz+f30neLQx5bdnZYEC2YQHkc4Z/Pr7c5NLPK4npZ1sImaxsNJaAsIrNdEvK7yMB7/5IJv9o+iPx3McY/3WP5/wMR+c0Y42si8pu6LyLyFyX5nb0mKdnKz4iIKJD5CRH5syLy3SLyEyGE638E/drJTnayk53sZCc72clO/ouQIAm4e3+XQT4KV64fEJHv1f9/TkR+S0T+vh7/eU1F/9shhGuafOV7ReQ34I8WQvgNSZkh/+VoS71V+VGI6FkpirrYYsFlnPPONpO+veuH6/NyjBgPpB04V+UKGW4jVC5Yw+cRkpgJ41jd6Vw+iNiYa0uI1kXWFiOQc50N+BrKD5iU5StiOrllCRHZWyLFh0lXkc7hstUSKX1ClhC4ZkHYMmLWG12ph2XE5klvMhPVwbEAUR1yY3oi1zXzFywk4IgctWklcC+kNj49vS0iIs9qm085ZHUIXLSONbRvDumbLCMgrN9epxwi99aHxfV9vshd5YpAYDl5pK5acN06U24I8ovARQvWhZUlM9RVMxzfsKuWWlBg5VgPh/gd4o14FpGtLSRYBTdXLimO9y0fxZb9hi6yMLCLltC+0zZzRWpLwMVL+J6lxecphKqs22cuV9U13Pa23Ad2PRpszyOGO5aROozwxWPx3NdcywlZO5pN3xowbEUwMX4QGqE60Wa4eN+qK+NNmGCFfGgejRsxK8ehtDZbRV8oEf3wvTS4zO9AYkF8M9WCrO5TSMiIFfBAVoqJrp4jkR6kWedVcCQhxDV7dzXfk1pCQAiHZchCyOrxfS0PrkhO7liuroPPYKvuOna4fiGHyMFtrU9dw9bzkF3eZuVcm+uaWVfSFlYX5OFgdzzj1UwwZp3Pm2UiR5TD3NiYtP6H33KtGFP/WvB4OPQuEk3C4rH/fhrv8ikkjVRrhVprwCGBy1Y3nRRzwHwbswaZZ4R+I9RC1k2C9R8JJkGsP3g3fXfPb8y0Lq0Klj5K8NmsLpMrV/zIXLn+uOTDApMoIv9HSJrev9AkLc/GGN8WEYkxvh1CeEbLvigir/euRaIV7/h2Msox8RT18ocsQVwSuh8tywMqzlccvyNyu6oADHMtqN7Y5noDt83+wcwxgXLkuWLF8oUkpOxbjjgH6OD0uokGBIyMTvPCwKIhgnmOeKU+pAxMCJThuBHT0Vk73hX1t21nxzJA0chXkxwNSyQrxhB2zQIAAQ9k2ZXciAONoDWLJWmeieoAHXDTQlb1p6fH8vQkuWS189T/VxWAvKwckqfUz/ogpJct5xRhF6331UXra46LFnKLwCUMuUUerveLvvb5Isfrsk0IgMe8daJn6fzhnhoAAeDQ+aoiaa0BJkpCuuUacXgjm01TnzOgQZwS4oAM5huRrCxVHBQXHMh4OWZ8s7Ip5f5FrlapLTrelQrJNi5bxZbbHzjm5bjg12c1FhYPuIyV65Wv2h4BYN52bN7dqDgjn6sh1+Tsg+9c4/k9jNyjPrdh6Hjl+gVlRxVAy9EiPV99Eg3KJ/qKkr1juN+U7j0ceQkcC0SdsoR4iJqk183ul7wP448gP8ckz+XiqZIwjoSAppwv8H3N14rkzO1wyaoTJOq0kLsZFGgo3ivKiH52U91VlTNx9MbK8o3ka8t5sT7qPZgYF6Ip+oAx2D0EyJqXxzn3Ch6GyaKcZ7jeTc+i/d8aV0cKYTcoyPnNMp8LXOwsYaK5CJbZ7ltyO4PwGMFXAv+m2cTsJkbJMU+enxf7BhJvlBni8VKenGwujbVBRMbfkU+4fFhg8l/HGN9S8PEbIYQ/uKDs0Ls4XnC8riCEH5XkBibtjWtS8EJcYEL7Duk71eWBFgYgpOwDMHgAhsLkugBmCCz1rrdEhE3vGgYvQ9Gxen2FuBYPPZ8tJqT844Xm8kHQj/45WC7K8TPRPLfVFX0yQDdVQMG8EOUboB5YPzZopy0BCwBTO+mKcLwiIktViAFUAEBsxZ24IeijB0CWChZgAVnR25WJ6gfq4P3C7F4ai76dn5vcl5cVmIAjcqCZhDm7+kbNAj5Z/TltU7OpqyXk/dVR0eY3zpJHJcATQvg+MqJ6mptHyhc5mCyNKwJB0sZztZDsTYajZyEju41BlXUAlERjE9mAUwLOCEXdckP2DoT8rYAIrkEnHItJtTqO5Jqcbb0ipJO1wirgcvm4R1b3tl5ULe94HelqYFW8V97PQF/XPQpevP3hV5hfztuyRWCLj7VXlsMFjxroEQLZ4S3kioe3fSXIFGdNOKfrAuPD8b6JND+V9YhW3c06gXIIZSshR2jCCj6iZuHduyrrWluGbS2viiNW8rHyz0BFygiyedEAq/FKsD59LnUABOxuGqrwwIyEOYwwfmzgjCKTu3fPM2+jlE0PHKX6yxsCEIF5Pb85qZ99rZuBgllSmECv+9MHCIfbFGNsYBkB9wecElUELKKVbmD1OLulQUcWnWymqU6QzgGK0LcMEEorWNeW9xb702U5aEtoSdG5AE4RlYvnD2OdP1BQe621tldX9LsOIAeApm2eKCC0xIr2G0j/nN+cFtaiJ1qi5PDRl1Q+FDCJMb6l2/dCCL8kiSPybgjhebWWPC8i72nxN0Tk5d7lSLTyhmTXLxz/Lae9z4rIZ0VE5q++FEtXLqeTfPwCIrq5SnE+Db6WrAY1+GEgUW45Kk+V56MqV+7HNgMyjnxlbRtAiP1Lc91kMWGLB3KDNEYcL4GLuITz3Ed2uUIUrRVbOMxiUgKVyvLhENORNR0ysZwjJTCaa304Pp2uq/C8izb9JPanGhUL4UxUAFC2BSBrBU03Z8dFPVDYPzFPOUIABq61yVLy6iQBk1s6xith6rpiIbv6IwUgt1U5/8o6uVjd3ySLBiJl/eF5AiZwAXugms7dZSqHyFl3F6XLFtyuEEELc3Gm2dbP51MDGjZOsoDgfEeAAnXBQrIhCwnuGUfSErOYlMq/H9IXYKOpgYgBlbDVfqWsE4gYtUJQu4PuRR7woGtdNzIuV11XvgfHLArV8aH2qj47feLyY/sMNEjcvhV1kcI7BjR4fvld71wPJcraedwvbRALE2zPHUVMGrvnVYZ4T8hTwAAJuYhh2484aO5lbEnvRcUSyUAB5y0aF3IgWUQmvY4ycM8elYo2CkIpZjczWCEmi1iFsQVR/BzZ4qEo6/bgfbhYUUZ4jBWgC1na4WqHTOgggWs59A2uSkz+nvaihlWAFq+WCQCdzsdD/V491Q6Wz9aHVH5+v7QIACzN1eIUFQyY65xaN1rNh9K3Ellgh3lT1GX5lygUMTK04wHDvORAB7GYJ3ZDmuJZ0TE2vdwiqXNStIP71i6ihWY+0RDQZpF7UOY8ySBc+xTLvvA9e+LlcuOSD05+DyEchhCO8L+IfJ+I/K6I/IqI/LAW+2ERQQr7XxGRHwpJvkdEHqjL16+LyPeFEK4r6f379NhOdrKTnexkJzvZyU52spMtJXTR/bsM8mEsJs+KyC9puN2JiPyvMcb/PYTwOyLyiyGEHxGRb4jID2r5X5UUKvhLksIF/y0REc0M+U9E5He03E/2ErNcLGHA2gCxVbZhK8Wgu5RnTaEVu0xGZ0tIKC9nzohjWancrSr+B48lVuOB+1NoS6xZncdKtMPPyK5Y5RhhdbDOOblDbGW66YXibcqVosCWEsoVYhYNcskKU7hwETG94evSashEx4oQwFNz5VILymRjlhJYRmCmhmsXyOkWHljr3NYystHzr2g2dfA1DptU76c0q/otXXrMRPW59jXfTy+M7+uaxPB1ddGCteHtVXLFOgUjVeXNs0RkRHLDE+WF3Fsmy8lK5wAhfWfaN+QWOSd3rT5fZLmhVUa9J2vOL2Lkdl3xZMuIlSstIHFTWlLGkx7CQkJWj6FzVdnymir7uWdBGclzUhOpsWVrSHBdsTzXrcoSMmatqfrglPNW5dkSo/3uH6vcxVSa0tD5eGF/t+krdyDGLaw3fM91l1xovOvz/aJvSdWOd50e6LK1gTONc1e9eRvNpYI2KfO5uV/RN9JWxsFjaDK5mHkp/XH060BbIF+jLazwT09KK4RlIm9LfoZxU0AshysZXMvUujE57YzbAW4D+gRLBYjes5PsAjQ4JvBbaF4wB2dqvcAYcB6WEqzoL49KaxpczPbubyprFfgSsDCBv9KoJcMSKK7KNpGN/vCtNDGdvtNhEVkoQX/6EBnRwa0oLTPIzdK39gQNzWwcG7yTMQ51y4M15/xaOf+cv8XmVe+1EfHhorUPzojuH+A9mrbzh2Ughahz1q6iBSqANWa60nmEa5feE7aaWVLHE1iKZIsX1JMjl4ao78gHBiYxxq+IyJ8aOH5HRP7cwPEoIj/m1PU5EfncY3eiABNeGdonl6e+gp8J4CXgCD1lW2QIMPC2/MpUEbMIiDAxPRIo4O2mIL+XwMLGAGXIcbXyXLHsawWOScUDAQAqrzMiepuvr8jtUFjoOADIkoAJwABctxoFJjPihRi/QAVgA3yQqWZP31f3q4l+EY4ncyOrA4BAwJ9gcjpkWwDCkbKeVgB0rVGXMSWqt6HMngaeyHGX3K3ud2t5VzkeX1y+kMrow31/kxim31ikrOvgqdxZJVcsJDlEIkZObggXrZNVya4FYR3nV6oF4HgGHakfi/XEgAYEHgYokxMdqisGsq5zDhG4ZKE8nl/KTxKIU2IZzb1IWn2wQMBijEMSqDz/ZCrXmi3dq1hzLz4q1rdYXkN1uG49Y32EjGm33P5QP7zxjTVFQMLlojgAZ6y9oTLjHJEt6+R7TcerZIXsXnVB/VDa3bwkIwDNrhvhx7AybAAEn0rtx0QDBYLjIqH3qQOPgFyqWuKYQPbul8otIlatLcJV+ZsDQDHuCPWxVcW9Walyq5Gdzp6emJINTgSiNtlCoo4bSvv6mZJ8bQDQCPjMrSiBBuZgrokVF5rhHYAErnCH7ysvRtuLbVbCoZwjHwkEHJ7FNfAsyvkxTgoUbnW3Atji+/Ho1f3iukwc1/boWVnvBUuaadynFZR3fadTPhNscR5uVABPmEf0ee9u+n6d35zpmPGMIF9KW/QZbm3H6q6FeqbHGwNHljVe+4A+I2fK4upwZImp1r2+Nb003lEhyqWxjHhyeTO/h96fd16kegtnkCC67Sn9FbAo66oiYDHIoTZyJCuUoy4C7zAXpQIuXVFe2phXJemcXYPVCAIWXoJEWCugEHrAw5Ij2vmSiG7XD4TizfMjxXGOiAWZUp0TipTFWdMz/0NXifTtu6fABMdhATidzQyQwAIC5R11Mzkd1hYGIFN1QM6helNbACDzoNFWKFIWE9URsvcdVdi/snpaRFKkrCqhoQIQWEReP00WkqfnCTSBM7JUQIFQxMc9srpItoScrBQk6f0AIZ2THeI47ls/2/qaLCaoCxYNO09hfA1YBAATGTxfh/iV4rhZTJxIWgUYqRS74bJbJ/4jsvt4pCspylX5u+JAHQySKnBTih31LAE8BlM0R+pzruvXzW1V1zrKvLvUz30fAzIXzG8VNYvvGdfl7ZNYhCAlqq/KuBSu9Wioz2aNwG+BIidZXZ5DNrVVgSHMH90HJuxrjIycUFCV224SJRIhmMP4WgjepS48wNiKT6JxUbBanvaxKo7kfVgd5zkxK8TV8r0zOcmr6Ci7tFVyfb9dKYEJVslNqaeITpZ1XdvaU2BxpuT4vTv6XdH9yb6GMrds6+VNB48Dc7bab0wJP/pGeoCOX94rrs1WhrQFdwRhkqEH4F5ZUkJ63o3XoYr6vobTtUABxMsBYJk/6CoOCaJr4V4ZALlf8lUMHBg3BQ9g2iBJ5nqv5H1AjOeh0wjuyemzyh/R4wCYy6O2ipyG5Ivgp5w+o988BYLoIyxFFontMmV+F/kvm/z+sUuItSsXrxo5UaoqF68m9iwmuuHvI0eiAvAgkONaRBjAkEXFzP9kkcnWilwv8jE0BCw28HvaDJ83BZCI5gw8+DwDD3a/AsiAQthMYuVyBcG1sHwAgHiWD8hsVgISzpoeDZiUxw9n6Wt3ZNYPXQWZt3JjluJYXtd4lgjPe6BfyOc1WzqAx6GCAc8CkgHIxZGyAEDuOER1AKGvLxIw6XpqHVyxAKZgEbm7SJaTCQCIWkAATDBfC8cSAjesCogglwjlFll3CE4Q9HhjZSCmb8GyQcp/zrKuLl2krVZAZGM/NhHpWUwq8OCAif7xxwUi7hYfP7quitJVWh+2csNylGzfEkJ1svB1OO4o+VuR3b02Ro57IMADNlU5p34rP4RvxvrglOP5qQIckCC0rzef1oy3sBbFyNZQiM9ukpsuuRoBBLjBAQDiocOTRYVXwBHxSqgdi7zVhJ57Ew0EdZGL1ZU39R10HaGq9PsDQrVF7Yq6X0ZgAgl7elyCBNSPXBlnt1InD95byvmNMqoWlFUoxnAxgjJuIYeNcK7XzcvoUyfPly6y6wOgJt3fLy0Bh28msLFQS4CBBrggtVmhfPTKXlFXew4donyHrA9LAr+FUT5hd6tUHrlboHA3ZClBX1dsuVIQsrjaZKsLInlR+GTLnTIF6NGIl1dLYGhAcFGWXx+V99RI9Ao2OYSyWLm0hcWmXcQckhjAbpPnut/3CcJYH5S/MVjwJufiL4I/adL/blxSudzAZCc72clOdrKTnexkJzvZiYhcHpK7J5camIQmDrhX6dZZNausGL3rrKiR1rUMrBNs4fDC+1Z5OagcuWGZm5U+TBu6vsrz0eOYVDwOje+7IWsLc0DCiCsWXLVci4hDQEfPmnZjdcL1CkkIQUbH8aku26za0hy/RxYTdsnClrOpX52mlSmE5IXFAGRvuEDtt0t5Zqa5QSaP9JrUt2ttsqC8Ok1xGEBOP9rSNcsL4fu6JjN8R7cQENUfbfa03jQnby1yOeRfgWUEso4lWR3zgpwiGD/mZ+G4aK1wXEMm52SGsJgEOl4S0tebtpessPzhMTeESepWni0u/fC+/euqsK+ldSKaBaGsZ9iViy0daVPzVdjyQSvKnhVD+LxjKUF7Ie+710h53AvtWrlTcfZ5zwKyjWWk3/5AuVFrBPXNdXNy6vUSN3qclH5/slsNVeJYODjugdcnexaY2D/W56H68HghdK769pvvPlyspsNtVNwU7jsPHe1Nyn3PqtYuomV6B+F7dVReBMvR3r3SKgFXI+S2wsp0dvEqLSTgUMByYGFyybUrJx5M7T16aW6eCMhvgWuWeKUwh+EQSR3TeXAYEGrXuCc67wgvjNV2ENWZ5H3yYmkFgaUEfZ8+6qwO9BGuRzmnB1kX4Cam8wVXJLihYf7m98Fnmek8lfMGqxCsPLCKrLXL/Yz0llCR5twscZSPDZ/InMumKepsLUkkfTO03r17Gt4Z8088LVho1pQDZzPL70+UWR1RBAkV40apmOUIY2sumRGi8gu+XHJ5gUlIf5y/o/KfZfcpKY/HHngAUIiUMdxIcjjMpHRy1WJCecU1QZcJVORs6+gjE89zvR3VYUkDkdtjr9yvXbHK8y0xeVvlc3jAYzJBvQ4/ZLqxvCFwvbJkhJPyODgfeDmgj0xIP9C97Z8AACAASURBVJqn/SM9fqh+AiCmQ1m9oVnTodzDteklTVr4lOYK6aSR5yYPRETk5Uly2ULekIOQbsYYOR2uWacKRO7qS/P19VUREXlz9Xxx3ft6/N1V2jJRHRGykEvk3jKBkCZES+KYo2XpuPWpPtMkhuCMAJhw1npEyPJdtMpIWZZbpDquH/AeX2RD5HcQRs2Vy7KqY5+ABCUhEwYuBBYCXc8EdS+SVsqqjjakKBsd4GDigIMP7ApG9RYKtgsYMD4HYDjbCuhAGBR4fXPB1hbuXqz0O8p7JVsCHFd65wOPYwC0FMdJCaq4ORxMgHEfAxoHD1n/mBzf7xKRiRkQcz6JSrivPEZ8MymhIp/Hdd0sK4+am7UCRQBTK8rtYRwRdTmynB8KQKAoY6ymxOuHz6J2zcqJXB8C+Khivoo2l+gDkjGCaI7znAARLm2IYHX4RlrwOn1BF480GMDCXJSgaOvi1LXSJYmjVWEM/USWHLnKvokNwJO6sJGCzQkr7Tod0lrdznBfUA94G5PTUvlvbb61Xri1raLsK7cGLnKQ7MqleouOz3KiwMWLIqdFAoiIJAZXOYvMhj5synmz36L+A47J6kpT3dtYfn6ynogobgoApycaQKdNfVjvhUvlyrXjmHxsEtVigrerlNsSU9ibEMp+XrJJmybkKFJAmxb9ao26SiBSRcIiMGTAA9GmWvjTS3neiOlaH/M/QHDXoTRtJxFkbLN46IoUFL45E8svtniA77E18NB9TlAImQ2E4kVbbPngLOqe5eN8nh5XAI+ryjAFxwLXvzJXYnpI9X9SV2xenaXQvM8pMLnRiBwEZE+vw/OK+ABkzAICAPL2Mh0Hd+WhLkHdXiYOCngiIKqfKpiwkL3KE2lCzGF71wAgGs0FlpBVutYsIUQ4x/OztSVEj3OIX4uURRaEzabJFg4ozqY1lUAkk9bLKFyGuKHQWX1SXGe/b4seQyv3bkjfXN8oEHGU+shtCZWXsnylANpYynqGsru7lhBu0wFLLidlDPAIny+PjJLEe8dckrp37bZAgzvJYGuLPnnnt47axcfxfNKYXauQMzdhnZVw5jzYiv2srNOI5ByFi7kk1Dbfn7zyXdZXRdiKIt0UfUyHkLkdfUcEr+mxKny6Og5QcPTFtDB0908li7Ep96wYa58Q5pUjiYFUbxGx1DoSNtGI4TPlNpw8X/IrwOHBirvNJ77TWJE/mhZtQMEGGEDYWiZpWySxGUCXjg3nwXGZN9YHI9or9yM/V6XFCdaGKhEg3UsLf3tcotb9t9M39Oy5vWJOFuCcLEok3o/4ZNaaVT4nkucLiQ4b4nVUVkiAqRYgd1KUb3T+0HfMkUUDA6B5e1nU1zyIBirxfDDYNm6OPqfze1gkLef50snlxiWXGZjsZCc72clOdrKTnexkJzuBhM4zm14OudTApB9Jy9ypeCWK3K5ghejIyiE9i4lZLrBv7bElQ7daNwIG1byP0n2K3bBwvcCyQvVzAsG2bW3VGi5aZjmBOXqGtj1XLHVzGrOIUGheyFytHuCJVCF6ZyvLGwKXrLUuP3CUrEPdIlQvXJM8l6zn5mmVjXkhCN376hSWEXX90lWmg0bDOEpaHulbR7yoWbd1nl9fp0hY762PinkYs4y8u0jnwW95pMfvL0ueCCwjZ5S8EPtNiLJW/tACLlvTsuxqpRwRtaggrC8sJha613PRWpNlxNytSn6I5RjhXCFdqML0cjQt5mtEsrpUIU3NssKuW2QRYA4Jrxaz5WAwXPBwXVuHC6b9yqXGs1p49Q6dq6w31NbYir/XVmV9cMp5Y+0dJyO1mxPEm59tLVGRzrObVuV+FbM7BtxItg4B6o1hxHLiWma4Xt5vsmVkTaFbOVnh/9/et8VcllxnrTr3/9L37un29MzYgxgjkrwEBQNPSXCiWAjFL4EkKIiIkAiE8wJCieUXBIoERICQiBAWQkiIYMwDZAQOJkFGCogBW4qxNIYJ4/F4pufa3dPd0/2f/1z22cVDrW/tXV/tOuf0OP1fpuuTfu1/32rXrl1n7/pqrW8tWEISSwl+l2wp4T7DXgbYDosB5fOoWy5lrlXf6DbgIqTaE9MwqFsOQssePBvej2duhPcm3Heg07B7d/R+QNVX+IbGlpq2nqFxUYOlAjP0qJO+3/R1CgvAYg/f2NjkZC5YcMeAZkXdqxD5CjG7YGGZ635YTKBpaYffhctRX607HloavdRSZ/bRnggXDO0OrAmjB4hgpd+Ms3H7we0KlhK4SwFN2Gsdc+jzWO30ZHp1HJWBdrXwvzQGM2vaCHWuo/0I3Qu3VFsnq4a5aqnuBsfjd2ChfVtRvob3NWy0tUMc2hhuddBAoT9Xo1603qv8qbFCOO+LK9dxwkkzeLcQu/zhoDwfCZlokYDUpSomJinh0GVCKFS3gRC8ur8ylyx9wZHwHANAR8JzvBhR5+VgZQnr4KI1ImLRG4FYxCF5ASYkOeKBciemEwnnzQbhJQDygRC9wEErRwiSFIJwwAUJg3UM5rEEnhoF4fmuZkn/qH5AnhwErcj1QRCuX9QvZypMpyQCCmRQP6xncr8O93VT7fKvLhG2d1frHK55UwnJLXWmhjYEBOStWSAmyCECAgKhOiczvK86ESR7BAHB0nKJtNywYOo2TQgRCNN+kOvVirKsgwxU5EZV8/Yk6WFov5r1Ii03rURkDvKHc1kUT+5NJs4mFzAmKiz6pkjbqUA9Ob/1P1/DKofttCNHFnI+/FmdC1+n4/zcsYKypXs9Q2S2JktUXlou+yR1lRm7xvD+bFhgrrP1pfRSa8ED7tYz71V07Cay2KH5iC6V6wOZ4+yyuWasW4NwR0s6NxmsU3vlggJ06ViiOtE6XHKMZLTEynwNztmR5Ik4F+syMKhE8j24AU1uQ/sQ5+OwAfY4HnAPp9je3FxbrC8istC5JSN2RPQanQu+33oNfJdVQ2KTJL1Yq7Lci7UlOB8DadyzQ0hkdU/bf+1Q5md2tb3iHyravnFFCutwVYLYv8+hjhFEgBI2ggzBVczCOivJGr8fHycIWjBw5nqGRIeme9HQvND5JBoyEG2E4D2MSSTqALerwTy+59E9DTt8LhbBc2LLJudLmnuk6Teoo4/ORRhr6/Otfrz1JMZJQBG/Hw9Cpva60V9wDhISeTMxYV1IICb0MoCFg6wtfdJnVFZWN6EAqr5VTveDNOhsBCZgMokH8RkY9Grpa1m55IT9oZat+3PEYzKADmQ98WAh+mwYZ0zvioQF4nEBXwvUX98k18eBYCACFoBs6bB8XO0HHcYZnU3aVheCyFjTWiNk6fa3NVTMq8urMtNpsqWGuHlrGSwjU53eQc6TO1X4YNyaB7KTWkDCVBasOiAgEKpDRwNhuulEBrEuBNvxPBeUZV2kyaKOfUBN2dUTEXsPYnU9vo4Jh6cs6pxDhLURbDHxda/1fzxgcInFRBdsMeFBGNWll7l2PtJVXJ+uPCYtFoVKxefmiAaqamQq3p+zYmwc/APeWdmO6rTWytK1P0dYMqdvO7DuJkzxQTmLSZJgcctrmzibB9b8zNd8m626GzweTFQ8pB2Z9mSywNadTeSq3Rcs+zZE7WS5wEx9miAxLivR5BCJykUK46UJzVvnW74Wsr54qhtIzGqsVnPVA8zPa4AO023ETv3IfbH/hkYa1PwksHJgwI1Z+FWSB8UlWemRZR4DaUeDftNt4NlRP+PcKpw40ATWIDQgTQcol37LioOnd6z95hfUuo9s6LeXen+96Fom2VMigrqbtkTrMCSdS3MPqFtsvcHz4KADwwe1WXN6+A4pudl9O044aflZ9LuNhIvDKaKcjaI6mGh+iTrGz3J6tUl2GO4ZlpW4IY101N4CHqC/LXfj3DPQTSGh54DyxWDubTD3+XftSYMXkWIxOT60rRyNtSMeXKQRrWDt0M7bIhuwcAhZQtrXE2lFwCKi4mj/gK0UA0TGCuuc+dxliA3IBWbRV97ZoJSzoMOqMlKLSWPRIFcrPS9HPBajeXQeEw/MfJ/R7V1uV08Mg6vV1eE93afCMn1xPD0MIvUn++G483p/21o+NkXGeluTFb66iCNjzVQ1+tr8km1DvW/qdNqBEpMzKrC/qzZ0EBC2gOQIyKEK0mej2CICd6z5UJeZkL1VK8qVBQcgVyz0G1/FYvfaLB746MeDfLaENCF9Y0sIC9p9zi2rfaydo4WTS1bWbcqQmbblwT65nSRhkHJEpRWKN0mWR1nPjWhkiEp+ucYSsmbZHhBuFJlnRO7G75gExV4UHeXReZsIUOs6zPOy1hzbwNemds4M4jcJ1ze6n4nIRGfmD68MOo/NDUo3AeShSUJH+6kuawMD0Db7/dKg3+e+4kxIsEqubnx8zsJlImcM9AeucYmr6WD8XLWuQ3PpCksMvOEiBJMUrBVGEhDZSQmJDcAXcePMz+lAm8mbb8qCixDqgDC0KxKlI2QubgVuZU1Y3LAcKVl48FQ8wLaEjBjc6yDR7g3EmtyF6kHLSuOabaGdNCTxmTg8PQb/PYsgpoQNonXMyGodmjbQAnQ37hkECC51Td3127Ij0tuNy4B7nhES3L+2KywfCNVbUyQ1ziDfp4SLeNZ4jrjX5R7Ik27XtgMZE9eUcahhkmEJgksXgiRUSpgHh/pe0OhkZ18L3//3PzppgkKcArhiMSkoKCgoKCgoKCgoOF54kSJ+PyaoWL1Jegj/FMwih1XWhcCaUcMa0tKcwEIB94mqH08vcmheWEQGmLmG2Y8sHQCOA6OHpQRWD2gBGmF6rP8wi0ndkxnt45C8O6OwntOAIOleziICIJ8GW0TGOk2BkL0fGYU8IAjR+9RoIFdUA/KMakIualmpGD24Q7FLFgBNyNSHsu/XYf09nU6CMP2mCtEhhr+nFpNvza6IiMiFwVTLC/f+xuy8heCF8P49FaVDB4PwyxCnNzlE1BydsYzANSubzHAVC9UryiHCSxGRHoXprerYYiKVi/abRYRcuthFC8i5brGgPckt0j4/l29kFZeZTV6I7gf3yKyFhM/rthystV5sa8nI6TI2rGeF94p8XTvK5mVmVjsrEMhNoG1hXegqz6w67fNydeK6wDKMmdCMlcbxeQrWFWWtSmSN8K3/p5cz058P2R5J3WFs5NCom6xFHddjH3rzdyctRNKv0D5UB742awDMYkIhZ5t2DBswAz4fuSQXhV1Ty4ZrjLlMW6I7fb+dj7UjAM/oN3H/A1hPYNYMH/etuu+a/zm3B5IJLmJXLDw7iyWAcLaWuC9shy7G6grLEvr1blgOTZOhlgb9FMNygPKkZSHlZ4DcKRg7wJIxuQUXr7g/m0uSunyvRnAzc7Q9tjpgv1n+VLsCreBq6GSkVgfoftgCBw2K7JClHloSdc4wfZC9wuP2gGUEsNDQWme0hf0+tN37K1i+XGMdU0sQnhnad3E2tqLBxQ19nRNSngp46XjhnC6cWmLiRN2vQDjwQ6NRBPZbcj/K92HuV72mLCSF6xMxGVCkKpAcEBjOog6dgAnt1ScS12Y3rJX++MdKTNjdCu5DtXcyUxcgzoLOka9yGpBNrlg7qkTb1eVHhoF4QIi+HIXrQx8Ct6wruv9Mz5kWZOhUN0FZ0gEQjzm5ZN1TE+/bKkR/dflU1H7QhdwyYXpw+YKIfqppiW9MA3FZTOLufm8xaXKrKGl6UHVHx4LLVpNDZD0BMcJRxQQEYnZsNwIC9yzdvhzEZEJEpHKU0BCDfny0Exet+LiaXa+ImGQjZ/FxNjCMP56+LX7PEAqr87rBePs8JjhZoXr3Mq+JaNftA7pcWZnd569LRthVTlddG3LjomOTaFyMzP1/t9G7Nh4vHfdJ232SzbF7NYfsPfP+LUjGQ7dfjmhgv5EIPS5HQDZcz1WNrmWk+gC44ZhLCZNUJiS5e6P2YZG9udIgbwpct3Qwp69IGcx8404Dly64KdkAOyyRlwmZ2yFkHt8O35/7z+5F18DIpBmI0z34uK72LUYelZYOybQlGqkK0bMwwB3BnccGpaLH63YMsBGNzOG88M1YqAAd7YXBbiPujt8PnKm8TRAtcaQO2k2sPojfmygTLlfmhW4Z2+N2M5cwEEPSVED/gQSLloCxh+N0wvNWJe8/M9Fr+mhp/QkJFPXai534Wg1pVcKmBBHXRN0tIpgSRwQVsPbkzxLuUQnNYCYyUxe/B9fVNU33oV1BFjmaW7+V6R7Hb3rvnCSUqFzHiLaVo08h/fBbMeKC0LtKFpBUzkLy9uskpG6lCRExeztco/kQaTQpnPG8hpAKM9l6bbZ21D0Qk5iwgHRAWN1z3gbAnAWdI18hgd+l0QNtHX0RkcUDOhAjHvp2OaPC82cGIULWlUSIHl4W6/Qgm8To7+kg/7Xqgq7va13D/vt10HW8OrusdYeVI7QHsqY3wvRAlpB48Y5Gxhr1YqJ4fzmRoW4DQbDoWGoBwX4jHNCGjLYlIGQBQYjerFBdP/6kExFp+g80HiAgpqOCxYR1HhnBOEfIwoClSZwo0fFJ9vWugTb+Z4tGNkoWD+rpo8ODzNzAOllmyEKL8GQHmXQsW4YcEbXsYD3RvXCdtyA0ufukR5ePnrXd/gS54x8CuXbZRG42RuHKbHfcNl38xwaH66/dDPT0n914dteuyRonrCKhWzxmS8/jyFutexjdDyvzc/FvohH/uu6yKYxwYvGj9uFnnFg/qF1t5nrskizxdg7pLODbf6iWqv5c37eX9+Nr0D1gcLtzU8Xyqk0RIk/2nPBus4AB3mbHQeyQGXx2Sd/Re/HMPzQTsGiwpcU0EUpILMSv6TokOt76XBIxK2zHAH1+rteQIrayZLQnFphA6wghfhNeOB7kg2RxAksEGTDRPJ7fOG7f2YVxYzk7jO/XiCsieIHIQfyvoXsXGpENxA/3sPOOhtr/AxrOf65jNURYgzWMEjruvaE6kGfjJJHt5IhJGGkkh6xQpo/uE30F1sFq7B4+KuBxwYvI6hSxqA6cWmLinJdBf9UiHvGDwGCDw+JiZmUFK0cr3C4IgREIRH0YNseIpK5VOB7Z0hPC4eMZbBCZJvN5fN19HfTC2gGrBtyNxr2VHQtLx/4gFq+DgDw5DpaOyypEh6tVzuJxqWXxENmOeIR7isnHzFcyVZeruzrofnMVLBuvL69rHfXlqyTonWUIuQuiwZnd3zg839keLEwHgVvoeQeLMFsyHeqsiZ43rwaWGwQAsbDlICYaiQsWCMey2wJS23kxAantuJiApDlEmq8c3A9zrlhCUbU4M7vPiNrNSyIRjsfHsQCds6mLdwnRaFy5JDo3SyQkt1/0WlzXeD35djxEKN68+J3LolFUQmzi2c20nO71rjbIhvftGnRvgwwJszp+wPNdqz2zXgRUd0/9bhOpsjrSYDipC4cp7aiPRZPaQCo5h0KOaGyqQ64uzWCXD2wGyOb6MokHtvywOJQuu7o1EfLidXbHanK9YDCn7wEEmGlZbPD/CiL3MP9lA+ex5pxggbkJvrVsDFIt8pf1DSUBZ5HBO+4r9pPU6yeZymuRwUwnn3ZiiwiLtLO/NZF4v14TLktWLqJD0S3YYFdJBtzYzPWr1c4LtUCNkX8D7nsOg379Lt8KlZ8rocAMObezkR/kIRnHLl8TzXSOe0AY53qgfY2ie3nnkjC+uNG9m0os1KJi/Uvvf/R+GBvM1X2vpshfsyuaH0W5p2WO1+c0ArE5A/YbFgfXlZBABI+M8KNeY3XRbQsiHCMNggFh/vC+hiRGGOVWf8q+K04c/JqX8OnAqSUmBQUFBQUFBQUFBQUtFPH78cC54FoFt6kFheYFX4SVY0CWFcwm91sWlSE5ssLCMdCcIGPSfAzo+BHtZ8G5aUSU6ufcsGy/WkEuqVUELkzzemD/X1eLyDm1fCAk7/VREJxfG4T913V5URMDwiIy2dIiApgeBG5ZHlaRsP/mSt2ultdMZA4gaeErhypGp/wmtxfh2hCgz0fIMRJmL2ARQftAgM7CdFiqKr3+4ULds8ZhCbH4rBokOiBYRhbkmrXMuGbhuJqSGCKQQZ24ZsXbV2RBSUL5YntrG1tAap3etZlQWEbI4tGlCQknYvoS2yU6jl23cpoMH2VTj60LiTWCXbwAmoVLxO0bBOXrXLfiuvv11pT2MjeTmqnDRsuIZPZ3bd9gPdhUZqIpIQ3ARner3PUyoWYjsLsSHdOLX49bWyXSme2MnWdNW3GW9Nw5TY6E9dfg9oTFIPvchLaz9WPh8+FJM+fUma855wZqfou6H5aUOl6ayxG5EcENbjRf2Yy9hfW9FLsemVBZy7LwwWptsBl50yXoDDe5HgF4HpzkEd8EJGh0lQq0Lw9lotaF1WikZesxsGojBLHOqvfRjnrpyW3k3Qg7dt6NtSUQVg/ua66Vj4TvF8LfDtTS1IRCJouDYnxvJbPz8UNvkhfG22F94bq387eEe9QTfHONsL8X3RO7wq3MWgcrmZa3qM260iMt0/2nwvd3iPDKZA1cnNNgAdCeII+MBSwQvQeJ7g1Z7A8vxR2cQ+LuvqvWDril9Zq+DS8Cc92CzkctKBDcw20M7yaEFbYgDqcBXkTqU1TfDpxeYiJeRv2VDSyR4Ry6KDwXkImB63b5QgSscb8y1yrGeMIRrlLNh4jI7iiYFHOC8yEdn3PDwoAbIm5EvNrrNcct1P3pY8ObIiJybYBcIKpLcXDFAuFQU+UHJB73tUEb4hFyg8y8vmxID/La/JL0Ba5nSiDUfwJi9GpHTbXaPnDJarKlqzlZ33DT5SjaPtI3I3QhLExf1nFuEM6qXq16NljH54+JRaoN6XceV1cxAcF2S1pIrlmczDC33XKH1I3bQxIVC9G5SJRuBMO26zqRhGZgsoHAAAn5aG3PDNr5A5n1vU9IEB23QdicJS4dy1R30e2qlRzHovaa9tP2bd3W1roK8LU3xdTf9ruUc6EjJMPydRNymWfM7jcbkxayuxrO2zRg32I7NBDZ+6VB+sYoWlSO5Uu40O8+nu6NI3D5XuoOBpcqy9dAkaqaAV18nvncoxx0c3O10Wtzv18RITEXOgx+e0YkUBbuu6J8JBAbW6JF6Dagz1jClQsDZkTMAsFBpUB0+McWFpUO2KsJXJKcTK/FAnFLXqgaifl5rdMofh8CKx2IW3bwizgfuhnNsXItjuBkJNXImBIS5BTZjd2KFvs9e7YQhPeG6CBhwdnorY5a97G6Zi139celzxT30Pz2XLTO2e6tvBl/PESWuxLdJ2AkSfsA6zWwBCwXDZ6d1gEkAHWyuva6z8N2kCwjU7303WyJJrWuAyPI+v1GQsY3w1jr4MkwZql2TpHGRLxInfElPSU4tcSk57yMB5XpOSrVgyxoMIv9ED6zlQMRsHYHiw4LRyhrb6wRrpRAnB8FATgymB8i2/ckvJiQFRwaCYi09zRKFCwkOWvHTGd2zvbCdaD/uNgL5Z3v1bKrg/KJRrwaiM4GuUlne0EDsi3xeK26GrbrOuo2rZVcLC5qeRp2WC0x0IO8NTtrGhCEHD5UwgAx+oSSQsLyAQIypaSQIB5m9dKXSSJMX3VbOZak36jqXhNeshdrPmCdSAgIaUEaAhKXbdaNqhet2/ZMlvVcyN44FC+2haUNUomQJGL1TLQtCze8YdCfEJr4+6DEJLZMGPHjURGQWEjWX9syoW+I7sVJEdPyXF5InxGtN2UwIcsQjYzWIbGocD1ag/5cZC/P+zMD5OQeMwQxQeYrzHqF7HW7ttGx/Xg+ZvO9KDj8a1JHbvd2e6L+JB7eiKR/ZZY66MRMq/202FqBJVuebLDVhDqt42TV2QSIyTJTdi5yFqJNJeGJddH47jez6TP1xTdChchI0MUM498KBuc2EF51DxS58iARi7OwjMTicA6va7P1K58kZUS/McsFiBsCFtTx/bLlCDB9DXQdKAdka0b6min6hibzQ+Snlm6mIXBx/8G7FtdosqpLVAa0EjnLEvedyXtxIAAjBVpnaC3aYYpNxG/kSL+hRERwLxYBSy0kiOpm+g0FyT0TyxLa2yxbWlfUEUJ/SzpZNe2CsMf4fdba/xBBrbEq6pjiEhJ66rWdy09OnDR4OfUWE351FRQUFBQUFBQUFBScRtR1/u+7gHPuV51z/9c59w3n3L9zzp1v7fusc+5l59xLzrkfa23/lG572Tn3y9tc59RaTJwL1pAm8lU3nYXbFVtMbJZ+GOj7/nAu+3osXIvm6mw63YElJFg2zg9h4dCIDmoZgYbk2igkFkQkrJFaG1Y6vbFSPgg3rCf6IZTJObWp5/QfvTWJCLuiYomIRca6r+0Di8jr6op1oBYQtoi8tQz9bao2dLiVwULy1uycroe6nB3Mo/W7i11zScM2uFghStaDUbiWWZ4oVC+iaAHQcwx6cbddkrsVdCGIflaTHgRhn1ernkWa4eSFHLaXXbMqsqAkEbEy2z1vp+sKWWTalpQ0ypbOtLHrQBKSV6LzDDTj77ju7NpE1g92+RLvsrO3OV2KWVaQUDEzM5111RIcl7NuZMoTsvRE58TtlNSBDt+o+0jK9XR9audWOeaKkCnDFttoPrrquikS0QeYeNv2nFV3WqON7cluLMl5GYuC85K4MW1y5TIdTGa2NJfbYKIz+gvVDGTDPdMMf9PP8xoTS4JnIVBjVxe7FlvHyDoJFyNLdInfNf384f2MWXQLPTtxZrnAvpXEM/P7b+v3SN1sYK1ANCS4GJkFQF/t0G0cXAvfgtW5WFMBly/Mxq8QopasaP2lyPi9WBMCFyybkUf7kObJ9CsUPQrHw6oBq4RFuDJ3sng/LChOQ0+jfLR/f+7NAjTWkMaIkoVnyFoHPDO2YkCvYTloYA0zy5X2z7Nx5CtErWJ3KVi23Kpp8/n52IUYoYphLTTXt3MoU6JrmRvfIv5x4F4q/bD1zZ0sjmaGBI9mIbGkkNqX+i6xupg2Z0jXpj6PZ4d3zfj91enJDeK98FQNZwAAGTdJREFUyOqRuXL9loh81ntfOef+roh8VkR+yTn3PSLyUyLyvSLypIj8tnPu43rOr4nIj4rIDRH5qnPuee/9N9dd5NQSk76rZX84t8EviAbrEiAwhztR4n41DoPf88PDxPVqTs6618Yh18dl1XNMSL351Cjk+nhyCOF5OB4hePV91OGGpdqHTAJCoJ2IcK7E40AJyT39ytzUbOevakheBojIG/MLWmY4j4nHO/OQRR3uV8iHApHhHRWiV/T1RILHg+VIFnqfeBYI3wuXK9N8OE5OGK/b/UOYTjG6F5RLpErcrGKSYVKNlisXcshsCttrLltZAgJxe/wSZc2IERAeBSRJDsWO520NaaGBbkJAqEw6DqQg627FeTjWuXzl3ErMZ5/roEsMFG1/PPBOiAcvBcdl9ncRlMz9JANcdjfjwWimPTgjtGHD4L9zsJtr+w7Cta6srRMs5rCm3bmorNuZudl0H5+E2qUugwGCS/rp+nKja5CGJBcMwHQwm0gPtTMSu9lhuGfq3kkddX9/3kqGtxf3/SYfBt0DuVNxuNZkgE2/RU6oCHcsE6aDoKgbzOh+3ZAVHQy29RIiLb9/vRfLr6H7MZg0PcEgrlMixNdnD7cqhHetduNJrKYcL9V+nKdkRWGYbaB9Dm49OjF4RzUkCDGr7mScsXxoWpNBdByHW56TsN2+DSCIc0n61+h+XDe7P3NRius0mEPjg4cftkOwDyJoBOiujiOUAI5IC2SJM0E+3l/ZszOyRMkI8UyR0HIG0TuSGz6IZ1twb/a+zOQU4bDW3P6VaS1B0hrXQSPj1Mf5FYJ23H1HJ1XPNOTn9IQLlnSS6/etWP+fW6sviMhP6P+fFpEveO/nIvJt59zLIvIJ3fey9/4VERHn3Bf02A8nMemJlzODuWUonyvxgGWE83yAmBjp0LdS28pxcRAsFyAcsHBcHweicR2Eox8Ix8V+IDK70KIgc7tlOoe4O2gquiwd4TqxtQMEBPqPA/0RvafOxm+vzsrri0tRXQFEvkIyQmg/2hG9RETemp/Ta4d2OhyEskE87i2DdQYZzwG064HqQSptIxA+EJVZNZAVOY2iPdmyAc3IHDk/lnHuELw7oM/A+SChSFjJupCa9B8maIefae1soMD5RXIi9ISAUKZzMy7AumBEoxdvZwsKkNGcSCviFZ/LCQCTaFsbyEI2j4Tw8S6zv7l+SiCo7GRgHe9nn+okupcJcHNEhUhUbtDvOwhAMrKmOtE6HZYcz8haAhKrCJau+VijjIzmJKlLbr8N6ulaufM2HPdQoDJsVncbwivSmtWkwSvt50haXUQvsTARbCYaOpjc/VPfaMhDvD0XqS3pchiIj0R6K5wcH9NoEjDw7a5T9tniN9SP11k0ZhYT3Isev6O6hNXQNWJ2WEx0bg3JIRsxd3wvjgevF+OZe9OOwAqkzxTi+p5mA4cWgGFJ/Q6bRrB8Jau48UHk2toZkRZ5sjwkmf5E9wTNA0gFC9AbjQR++Eoqpivx/TjHBwgGBtiIUgaLRx+D8glFrCJrWq0WJkSdwnYMvEEu0O5NHwLpCKuHl/r2jHZvItoZyga5lOgeEpG7XQMEmwgxonpp4ktodppAC9peM/Qt0uPY8Y22xJ4REk7CqoI+TgklLa/JQZMDxzLOn3j4o0qw+BdF5N/o/9clEBXghm4TEXmdtv+xTQWfWmIy6NVycXRgA2/M9IOAABCY7yuJYLeq6xpC9unhbbNwnNcyNxMOzVC6gXDUcA2rlURlrB23a7hZXQv71bqBpIgzH94Od6o9+c4sEJMro/tal3CNKcjLLFg8ILTfU1crzoZe01cPFg8I0WHVgGUKQnRsB7EZ93Xdwub27X+Iqy3BpBIFEI8+xOhwm6rgehUTlxUlKewjOkxCJnqd23E+yvO1E48QzUheiJcbW05yBAT3yK5cGFSAmHCkLMxu6n5HrkzY3k5q2LiBaRlZooB/aH/GktJM3eUG+/FpCSloX5fJE1k+kuSFNMu7yQKyafCaJRtd4YaprnxNu0SG3HDzJRaTTDjcre9xi2tsEqnbOpZsTfguLf6dBCfnVkfQPKqt87a7JgZ2qx3uz7j89gOIJhQuEVoQBExyZ4gMZ5nmjPJJX+GmyTzf3qI9gNbfEpII0sx9ImKnifmclcxCqSazyDGbgtUI9wZrSH/RmknXmXaPCPBICKh13Lmtk21Xwg99dKhu0AgZaxYs33mtXh0PnPvksgXXrwdPahAYWJt2nNRDPQdJ9XRQ39NB6/QaZvSpPZDhHNm/yfUKx1mdcM1+/LzYCoSQvQgBDJLhe87qaFYEShook7gsEA70IwzSYUUwAT6J362v6AZYjeoBWfr1vYw+53tNn4c1rHGNk+hcJEJsk0OU0Qafh3sycjmNAx3g92/l8QTSoLVd96GtQWbgbpa4kdGzrsYDq8umyYwTAy/i/Vpictk597XW+ue995/HinPut0XkWsd5n/Pe/4Ye8zkRqUTkX+G07pp0vjk3vulPLTEpKCgoKCgoKCgoKGhhvcXklvf+B3I7vfc/su5k59xfEJE/LSKf9N58G26IyNOtw54SkTf1/9z2LE4tMRm5Sp4a3ZFd1W/0lXbPauTtCLQeoXYv9YNLV2MNCeVMWtaQbS0hQFvzISKy1KlsFpzfVSvGm1UIsfv2MrhRsRsWQvPeWAT9B2b8oX0xN6tqx3KBwGKB0LywiNydqwZEZ4sgQDcNiLpo4RpwxYJFBPoOhOid9mOXLmyHG9VkQCF6V03bce6YOhOKt6KQuhCrjzADQi5bFVlizGWLQ/baeTA169K7RjZAlpFc2F5Mz7CLlyMLBywemF3iEL6OxO9Jwo4u60biBibdwLn9UJjlBoGLS87aQPcYXTuqW7y7cb9yG+dCOFSpzXKz1SCnKcnVWdYfZ9dva1j4mnaMbsajWcXr5nqF9dw9J+2aOS6nA2ldu2tfVHYGG/Ua8aR8amnZ1L7rrp08U13Vpb7WkromliYCrBM54XmTjwO/tdZOsojkctDguB3VGcwv4qLd1+xRH2GRPecMyeqXWtYP02ucie/DNB8IJ0zaEXt38dedXI6a5+K1PJQfvydse1sLofeI+8JstqN3zNByhfQ79+e1PbHLDcAWRHMlu6qWEm3fvrp6zc717dgmP4bqX7ROsBBBvG2/c7JC7LxX6X4X1RHtCRc71paxvgPXtT6DrlU13ybUCfldLFkjQuRCd6FlmBZFLQGcJ6bpV9iu6zDCw82N332sO+8502WaZQQWNG37yd1VdJ+TB7COqYcErBIIfGBanHB+oykhS9UyXsf1ce9wc+v55h7xrGFdtMSTZhGK+1nzzucXwvZW2GOH9/KoMr875z4lIr8kIj/ovW9nyH5eRH7dOfcPJIjfnxOR/yWh4Z5zzj0rIm9IEMj/uU3XObXEZLc3lz+y8205r8TkjP5CJ/qDHuuoAQLznmxOMJhzvWLCAT3V3ZbmQ0RM9wFSxGTpVnVGRETenAdSkXPDekvdsIwk6PkgJoerodw+DK5YyK2SS0bIgAB9uoxdr3YGw+h86D8sA/og7ioQsOP4RpgeC9BFRGZ67NDcpTC4V4KBF4ke34jVY9ermnQg9rwymos0Z0is8xDvmrF2EokqLtNAugwbAxHxwDXNJYRE7zY4AKGxwZaWqwkbpTVI4Fj2SV0zbiGGjFg4u86gAfzajFOZsozAQXC/4kqvx6aBZJoTJHbLaBOjiKS0Qe90+PrXmuzM1jmSGNWFXQ421nkbPCQRS4hZxpXL85fgIQhIcg43a66ZyeXIhLaeT8xcLkcSaPC/rn1zZWBgMr0cu8owuWqSEMZkgEXDnAwuSwhbA8LKcn2EbfpqTdzH2oPGdh2am6QlQb2cm4Gd3lMzWMM7K6zbAHHsZO/tONs2ymhH7hJpCaMpQeCKc9H043cZ5/rYuaURts7p92cQ3/P5V8LNHF4J37/hobd680AXxAKRxazuSqZMU6IPG+5AlntF2x8DcdNn4BOgz+/wyjBqA9wTzm+TiCaKlD6DKcTsSuzQ3/r6LdSHisE816UhS/HAGzB3KSUP/YWOOSi/hw3kexIceKRxSZtpElGQQRCOJrKdfqf7yMhORBqug+b6Fpa7iOimCSxxL5aXxqJvSXRdbB9O61Y76CXgaon+dRi/HFBni4qm/Xp0cIqicomIf3RRuf6xiIxF5LdceG4veO//svf+RefcFyWI2isR+aveh5l759xnROTLEp7wP/fev7jpIieGmCgT+0cSKv/PvPd/Z93xe07kE2MvPQlaiE3WDU4w2CQa1KSGvjYLx30lAjnCwaF176ngHLqP8wMNJ0zJHG8vAimCtQMYUBSw9+bB+RqDWQj0QVQWdV/uzzQZ4U5MQHAsJyMc6BIEAmQBuo75KCYasDpURDj6+oZCNnVPx8MK4r1LrAo9bTf8vO0aWlYfxEU1JpVZTFZajtAyLh8Dykbn0Yu2e7J+tANXJEEs6BpAElWKBpdWTBVrT9gy4EA8WEtijYOXNT5UrrG2VN1lcp2SdR6kMrnKLXnwtm4gvaGsJgmZrkN0aHWiqtr5MdFLLEp8PJVnaFsjMnoVJiwWRlRzl1rWcErIllSFBwH4yNNxXI+24L3XIlLt9abQ7mvz+QAGXahcLlv4o0DyLNjXnAfzdB5Ot+R9O7kLSXyCtNZp0LhzSyMqXY2fCgZPEFsvztNTw7MEsdO+MLkbD6SZkGStQVZeU+kkLDJec5jEoHePWT5AnDncMF4p0ELs67tbBeuc7BCJ8GxyBTqFXnNv0yd04k8HvhyRCoNxfk/25/GAG8djPycERPvNNeQv6tpoBMKBD65r+Hsb0DcBTpYWxjcmJBCre2qfJtu63r8+Y5Auvxt3YI6OhuezojnC4X3VmCAUsANJa/5vfpfaT2/rmOMJErmDMOjmGYWn5okIT+9dnGfRpyof7cfzq/TdN5z6JJw02qO3AGGNtSDLfeg0WvcpjYVqfDcOHY2QxwjvjPaaXwjrjQ4pvi6A57QY9joCbMTE2CxUIGim32JrjpNTYzXx/pGJ3733f3DNvl8RkV/p2P4lEfnSw1znRBAT51xfHjLWsRMnQ9fPRrSa2VJnvvRXhDweN1fBreqNZXCbGrpVIox/T0Pv/t5B0AFdHYf8JHDBur8Kv1ZYB94+DBaRw1H4ZQz0TQXh+d1luPb783DegxGytesPWL8kd2fhOJCJ2XAYXaf2PTmchhcwXm5wvdrR7PUVuUmBkJiL1kJnIdidikLtskVE+vpSnYfzIWzn69S1aywiOpAeDRDvLyYUy4V+bCb61YZYvYrDDbNFJCEmHJ0qEwErIhs08OXcHMnYPEOKeib21uPnSkyofMBmVFf0ssMLdKkfy1GL8fDHJjcoTUwnVPaW4mRGEp71oU4Oi94cs5U+Wt+6mA3v202uTdFAPUPg+BpwUcCYEh87Gxhn2mX4IL7AtiF92/VKis4Qr/S47jolxGbT9+th+kiurtl+Gq+ahYm7LcrFwLzbGJxmpcd2DPads7IHavbuLbsrlxtYc/4TfqZwu7LJEIzh2UUmNxFirje+iQ61F5fJYVPb2eK7tifWG4nX2cIEC/7oIG4DdqtydQgfK9LkEcGxqMPkjg4qdcA8voPKxBMNaA+I2KfqmpVE68OAUuuAwekIg30dYM9NeF0n5BGkBhaRJgCCROs8CYX2XVi2eyVjU20DDMhNHB/Oq/twu8LsgsTXg3Vk5puIVbimfnYhNG+efUwE0Uc4c/tILSHcN5rvjy5BCMdwGdPJ0GEvPm7lzaqFZ4r2mtzS0M07seXIfmP0fkA0r4pIgEVy24uvjd+Dfc+1bYZTtdot4rDQ1dgZuTbyRCGJQZKyVl1YnE6RtUREJO/nfTpwIoiJhHjHDx3ruKCgoKCgoKCgoKBAxHv/KF25jgQnhZhcl4eMdTz3K/nW8oEsdArg9SoIyv/fIlg3Jup/wQLzG4tgKYHu451FcNf6xu0n5ZMfeUlEGpete1WYEv36zRCO+Y9eDdt3VED/nWkoC0kc71HSQYTUfWYv5D95X3ODWOZzDckLfQiE6W+8FlzCLj8ZwhdP1bJiVgsRca+Ga83VtIsyURZC7c7UPQrb4eI1OwzHQ88x2yfNCJIVQmNCOUP8O6Hu9aWFXi/OQVK3EgJWOpOxVLN9rRYUS4g4VbczddkS3b+a635kYVX3qJWGNIS1piYtCcqt1ergli5ar6q4vNapzYyJ7qur+FqNaN1FZZgAUtf3v6O+uhd0Ns7cr3QGZqEzhrqs4U9exUvMJrnKWRn9Oe4zroP5omOyRPeb6xfPJNfd55s+Bo1i7lNaTEXHtaw/jurvbT0cMzjUU9Wd4tKL4aJvXaS66vEmEKUZPnNxwhL3yus4L1k2OUJ6ZIFydK2Ruucszuk9hDgastyP26OpUzyjx+Xx0s7HspXJ2JLhkTCc7yfZjuMX8Xa491g2avi7j+P2T+rMzwMz2INmu48nwxu3PSoD+TP6VDdYmJpkeqIH6LVQLs4bx+db6FrNoTE/T7PyVXM/SXJCakcsd24hz8Ygag9Ybew8fT8M1cowUdeb5b6+Z6ndPf0k+dmP368brcdU358Ir0wWJNRpQLkuEpuZPjPL0I2EghRMAHWDi83B1VjPsaMz4/XQ2YwyZuj3bgSNR++/fV1ERA4/HXKsmRVBZ+AHGi54MI9/t/1paPjdd8P6TPOUQAsAtx24/SDB4kBnzXe/FX6cd7//st02jtl9I3Scg6eD6zXc+Thz+FitNtUkdLDz3wiJk+9974X4PAt4QOWwtgztSq55OH+goXpH9xbWqc3i8b72o73QjyD0dtDLQFtyJx6I1gO1UN3UwDk7+o3Vb+rS9DLheAsrPIq/uWe/PdPjB3YPK70PWLF230VK97BA6GFYf4b3VKu7F8Y/9rsn7Y/VnfKfoN/tvR6e7fSp8PwmN0NBq0ksqh/fXWo5PUsciX37r4ZcdbWGAV5p/hdolkb31GtGv7vLXfaHPB2wQDenFM4nDurHUAnn/oyI/Jj3/i/p+p8XkU9473+RjvsFEfkFXf1DIvLSkVa04KTjsojcOu5KFJxIlL5R0IXSLwpyKH2joI2Peu+vHHclNsE5958k9N0cbnnvP3VU9fkgOCkWk3UxkA2aBObzvL2gQETEOfe1dfG5Cx5flL5R0IXSLwpyKH2j4DTipJOObbA+lNXR4auisY6dcyMJsY6fP+Y6FRQUFBQUFBQUFBQcEU6ExcR7X32QWMcFBQUFBQUFBQUFBR8OnAhiIvLBYh0XFBCKm19BDqVvFHSh9IuCHErfKCg4BpwI8XtBQUFBQUFBQUFBweONk6IxKSgoKCgoKCgoKCh4jFGIScGpg3PuU865l5xzLzvnfrlj/19zzn3TOfcN59x/cc599DjqWXD02NQ3Wsf9hHPOO+dK1J3HANv0C+fcn9X3xovOuV8/6joWHA+2+J4845z7inPud/Wb8qeOo54FBY8LiitXwamCc64vIr8nIj8qIcz0V0Xkp73332wd88Mi8j+991Pn3F8RkR/y3v/ksVS44MiwTd/Q486IyH8UkZGIfMZ7/7WjrmvB0WHLd8ZzIvJFEfmT3vs7zrknvPfvHkuFC44MW/aNz4vI73rv/4lz7ntE5Eve+48dR30LCh4HFItJwWnDJ0TkZe/9K977hYh8QUQ+3T7Ae/8V7/1UV1+QkBen4MOPjX1D8bdF5O+JyOwoK1dwbNimX/y8iPya9/6OiEghJY8NtukbXkTO6v/npCPHWkFBwe8fCjEpOG24LiKvt9Zv6LYcfk5EfvOR1qjgpGBj33DOfb+IPO29/w9HWbGCY8U274yPi8jHnXP/3Tn3gnPu1CcpK9gK2/SNvykiP+OcuyEhcugvHk3VCgoeT5yYcMEFBVvCdWzr9Ed0zv2MiPyAiPzgI61RwUnB2r7hnOuJyD8UkZ89qgoVnAhs884YiMhzIvJDEiysv+Oc+z7v/d1HXLeC48U2feOnReRfeO//vnPuT4jIv9S+UT/66hUUPH4oFpOC04YbIvJ0a/0p6TCtO+d+REQ+JyI/7r2fH1HdCo4Xm/rGGRH5PhH5r865V0Xkj4vI80UA/6HHNu+MGyLyG977pff+2yLykgSiUvDhxjZ94+ck6I/Ee/8/RGQiIpePpHYFBY8hCjEpOG34qog855x71jk3EpGfEpHn2weou84/lUBKiq/444O1fcN7f897f9l7/zEVr74goY8U8fuHGxvfGSLy70Xkh0VEnHOXJbh2vXKktSw4DmzTN14TkU+KiDjn/rAEYnLzSGtZUPAYoRCTglMF730lIp8RkS+LyP8RkS967190zv0t59yP62G/KiL7IvJvnXNfd87xh6bgQ4gt+0bBY4Yt+8WXReS2c+6bIvIVEfkb3vvbx1PjgqPCln3jr4vIzzvn/reI/GsR+VlfwpkWFDwylHDBBQUFBQUFBQUFBQXHjmIxKSgoKCgoKCgoKCg4dhRiUlBQUFBQUFBQUFBw7CjEpKCgoKCgoKCgoKDg2FGISUFBQUFBQUFBQUHBsaMQk4KCgoKCgoKCgoKCY0chJgUFBQUFBQUFBQUFx45CTAoKCgoKCgoKCgoKjh2FmBQUFBQUFBQUFBQUHDv+P51gqyd2SNsDAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"specgram(resample_torch(sweep_t[None,:], P)[0,:] * 30, Fs=P)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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kMLCp0r8rPXWX+u6+XbJ2KKttzBkBo+lkLbA6EFk1OlhgAviXl7yjp75EGMB0gwdPXYVUQFCi+PoGXrkP3/ZYAQ8dwveGFXeWYzBGeHYxz7CvrSrWXhcZ38qua2hkFViyHi1ieWwzkP+IZJJO4qdt6Xz9vqzQC2/5HofrIddLvsckg3ZO/bUaHAtWFC+rxHaEqFcCn8m9p/bkHvvua5E1VtRZD1rIuQ/5hWcdEW++94G6+OaHfuLLL8oSBQKrK4aKdaM/uUxbSRlN5rTxXIEPKR6K8hnJMjpvxbHc+UX7+RcGK6HJfUnmU657Djwlc2vH8/1LSr3KxvCWAYodJJtQmJWsErKtjNvQjvf7dLzpqgGHkAALLdVz7blwlh/eLsjqsWg6ta5Lo1hOuFZNCZA86LNtPeJjSASQvPfIWTUu+ICbV32A+5MekDyzehsAF09yw1tIAiBpxSLiVAvJtiWxJCsCJGsCIikw8SfHlhLE7WF35DuXAA31G6i8/3YMSCYpupsqmtsq//tQcPelNO8T6LSHA0wAs7eaMadFBw1MbGfSh1FTrPm4fCgGylqvzNMHjhU3RXFhxc+wW4tQiHeO+SbgglbpEzmGcxBPdRVdKLHuIJojdGOlVj6OsqKvgbLhhAFAyEeduljq58lnq0Q3sBoM+wdZWYjSCySjLMuKfPJuC2CGWCsfwHCPQM+KTC1ZlUT0JcnM12J4bprbWQIUYrCTyNxE3dJnJbkGBJCZH8uTk41JA/U5XhhigPx1TWgX7+VNefArSaw89LgminMCJjacv0Kmvt3GhxmAUPuYS5N2q9PzqvvCm+QBVo4n15FAwwAcqBYThUdyWAEkhq+jpxD07i+CzB/SC5OlJHLlGlhPXFufSng4RujYmzqPTBzkXgIkX3f0MoAxQOLUBAEkknHrentXACQnUo/EF1KUfUkH3FtKYkASUjkHYBL/SDQg0gOW6BL04CP3zGwZ9N4fHz+8a4vKJJ57G3+Aiu4ugYSW0OMckgWwOsT7NaCigd8Y85gx5l8ZY75gjPk9Y8xf8+0PGGN+2Rjzh357v283xph/YIz5ojHmd4wx/8mA10d8/z80xnxk0P7HjTH/wY/5B8ZMXdebaaaZZppppplmmmmmO5csgNZbTXJ/h0A1FpM1gL9urf13xpgrAH7LGPPLAP48gF+11v6kMeaHAPwQgB8E8KcBvM//fQuATwD4FmPMAwB+FMD74a7dbxljPm2tfdX3+SiAz8GlKPsQgF8aE8paHyBHq9+84t+7tpPVgdyJYPr/Ay7iFXpyn2KXmmTlOqSYVY4X+CZWjIF8yZycipfnoJUktv7wHLxy2lsUiA+lYw2WhcFqRXDVUhZAxTKUuH37pzNxS0ssJzHfxOoTHJRFRhO3D+VGHSXPEZNiEQhuVFI/IpcKGkgC1mEH55kkaaC5CqRa/kQUzXJSWOl2Kbf9TrDUbfYi1CxXYVdbUqkN6Mj1qxV1qrVmY8tLKqPh34DiolWyCBRjepKlf8VSNZwnkcmmfUZkLLlZqe5oqhUjnU+zbLAM7MK1oGrqhiwvWowJF1xkaw7XGhnus8sWx5iwa9cFiSlpxIXL1ScRS4mkAWZLyXuWvkCjt5Rc71x/sZQ8tXoQAPD8+l4ACO5br7cXB5aSuHK7FH2UOiUtpQNmC0lw3eokJs2TYiFRLSNjVpFN3b012taysk3/87AivkuLxGnwRUY/rCQ7ZhI+Z+QsJodRDFKjIjCx1j4H4Dn//+vGmC8AuArgwwA+6Lv9DIBfgwMmHwbws9ZpfZ8zxtxnjHmn7/vL1tpXAMCDmw8ZY34NwD3W2l/37T8L4M+gAEyccCZ1l2LlnhVv0P5QcZ/6gmKln9tF2VVcYxJbche3J0r+iAIagIP2PCqmb7VfyaVJAtApGDkEKduycimkXadOns6g7LJ2mudXPD5sl+cj54KGzV9kqkhcUFGuHwFsu5jwFlQDiTyVAExJ6VeTPijzDJtKgG/q5SXld/K4qr4xkN2WNgZRpldgN/0mJoHgU2NTqF1zP3NKv8n2CWQxfrwQB8NxGtze7+tAhYGEBhiE2MVKphKXrABgqL+Q8A8ggirEa/VOGtOlNU4gYMa9ZI8IoJQAyWMeiDAguatx7lgCSL7kk44wIOEA95NumQCTpII71SXpgQnFkgggqQUixdiSwfHkGPK0dbB7bb9TABXbKtE7VMJ3/Q1NaB+AgT9525UFOVWyMGi3znZytjQpxsQY824A/zGA3wDwDg9aYK19zhjzdt/tKoBnBsOu+bax9muZ9iJZCz2WoqSUZpUoWpkvKYfKXH0wtz8cvl4KP9YZ1NgJBdCgtzokBe40WZWXtRpIzaLI8bHCbYr1hnlykHygENzthy/jccWXRQEIjQ4lC5tGquVEe86UFe/wjMjwCe8VzRK18fcg+MUrz0Dt/jbEVp2pcyWKOP0GTe45nQa80piRGEQYvo6VFoEqmmi1qa2zWpQlE/Reoo0fQ7r3asA5B5gr/JqmGznfeGwKUFi2GGAwgOnH5YGHxJYEC0mwlPTFENkyciSFEn17vy8V3F2Q+xUfnLcpIPmj1UMAUkByo3XBfr11ZBH+X5OFZG3jwoldAB7w++OAxIZFOn8hNSBSCmgf7p+2xWQqbaJgb6mU7wQ07AMY7JPvFN7hM2Sw2w/c/sjiDrCYCBljLgP4eQD/g7X2tZEwkNwBu0F7ToaPwrl8YfHgvSWRZ5pppplmmmmmmWaa6Q4hg/ZOACbGmCM4UPJPrbX/u29+wRjzTm8teSeAr/r2awAeGwx/FMCzvv2D1P5rvv3RTP+ErLVPAHgCAC6891EbZ+XiFWtaIdVWUoZWCFqkLeY9ZwsGr6pJ7MTSRt1VfryfZAfLd3dzkUyaXzen7C3JwuNpAZqni6wRlau6Qfbj+HBwc2rj/knWo9J1HVlVs0a5NyX3p12R5oU15b0ydWWJ3XvYn6y09Fw1x8jDugsi16KydScjSKVbk6Gf+WTLR8E9Sr1GuXEa76mubcyWM1gV2rPzc192vSpYPmrrk6T3g+Zh2QfjEwsG8eZ4DtXVqjLGxFI7W1ikaGIuxoRdtrT9uxrnunXZZ9+SuiRaLIlYSm50zrISXLfWLuuWWEpeXd8NoC+amFhHbBP+D8csZd3yL1auU2LDd8hfp4KlJLGQjFlGhv1yx4rtW77sJ67GT6GNLRy7eg/v432+V8vIjj7cA/3wvJMFsAIHqR4WFYGJz5D1TwB8wVr7U4NDnwbwEQA/6be/OGj/mDHmU3DB79c9ePksgL8t2bsA/CkAP2ytfcUY87ox5lvhXMS+D8A/LEpu3V9S22JT8+uQV3DlGmdV0r2Cks4dWInQXraaO1amT+KeVFDWiy5IPIxAQh8g7RV7DuAfkYHdpEJtD6aguJU0uIkUuZvJNg8udRbxOXB7z18eEpNMnZ0/I6IqV/EBjBXF4slt6jY1xjJR5hn0aO0xJYkPtv3ejIxPFN8teEXHK4FIFBeigppx4dQA8dFRegcGGVwTIpqvEmD0+3lAkab7ZUBjsuN7UJHOwzwsraxoQMQWjqsV3in4fUExJr0rV+ymtWzaBIBcCOmAY9ctASZTAckXfcp3ASRfWblPMwMSqU0i7lnirtVZE1xGEkBCLlpq4cQu3lYDEg2I5H4WY6BlChV1izo2k8DFtp+88whI9hxzsuUaTUzhE3sYblyA+22tkuw5h0U1FpP/DMCfA/AfjDG/7dv+Bhwg+TljzPcD+DKA7/LHPgPgOwB8EcBNAH8BADwA+TiA3/T9flwC4QH8FQA/DeASXNB7OfAdgAt+9/9W9AV0TDCkRN8rPZPSkVa5h4HgWSqAB/X3m5O5NjircrFXVQQTE0nMNxKtUhFrQoV4Us5lVZKU1qAkcNwAkwJost0Lyni1tSvMoQA/FoKtExusgCfKvybsVMBRev7GrBK7wpK114NX0yecazUQqb0nlXNrSn52nPYYbSqTNl6xPtRk1jLUlmTlKoIpbY7x45olJgd4OOsWWzQSwKHIxsc5QL3v30THlwv3UThOgAiDkDbEkBwTILnLB7cLILl34eqN1AKSJ/1CEAOSl1auPonEkrzZxjVKBFxJpM6qW/RtvPV9Woot4QruaeyjBlQQ0yaWkxJpj+euAceUd+Km78+dAZLdKeQ7BQxD2gffutffuSQLvPWD3621/wb6Z/1PZPpbAD+g8PokgE9m2j8P4JtKsqTjkC/oN4WGTxyz0BQMzRKS8I6nmPwbH+vPp62uxFMzfSCSccr15Ay1ulLadwzFGXlw+Ka4410I2FcUk9J9IQrKRgAH3CHllQCxXdMu7z33Sa6PAnpq+VUq1kna4Zwsu/qwEUCxpBim/Td4H6iKb/wDTjJdJT+yeMvKb7VkZjAXH1KmTN30ROa8sp4yHlf+E8uLifnHB0nWUGjSxu3Ub6xAYu4cQupeFpn7IU0DzPdSy7IV7jS5ZHG639Ry4i0mnvHCK+oLxVIyTPnLlpKLjbOQXPbB7fcuXND6w8uvAagHJE/6bFsMSF5bi8uWs5CIpUSsIh35ra9tE4CIWEqSoHd/GXoXLgYq8QtYBSSaO+4m75uJAKQIOGp/0KcBSML47d67+7A67I32wD9ZwO72M88+yMJgZSfltTp3dNjSzzTTTDPNNNNMM80000wA+piuQ6WDBybVLkxMY+i3ti5EMiy2EBQTI0x1pcmIE4K3d+RS2C+0ZlbDh8dDgy5bLangPnGnmnY/JlHpnvJKdCn/qnY9klgSWe0tn4TuTkbLvEVLXnxv+Z6q13kbKrmFhf383EXXrKm/pbFzVJ796v6Ke1RJplFrhiZS6TEsxRdpsqpxH54vG+XMsE/GijLgWXIf086Rj/OZaTVHhsfZoiGVkNkaw8HsfT0S168jly0umCjjxHIQUv4u2qjfMcePhP1VaJPtlWApca5bDx85S8l7l84j+vGle5HWxpKwpeRNqU/SxrVJ1sqHrLOmt5jYPu4EQBJbEiwkMjgYlEx0XLWUJJYROq5R7ic11TKya4vIJMvJZh+3nb3CD8Byshc3q8pX+Hmk2WJy1jSIMVGJlC/teNRXCSSvVSIDWFALq40ODz+KKTEmvStS7Oqi8S7Nnc5ZUnAq2zLteqVxRabat8SUF9auXbn4cpXOgeefIEfx2a7lWQJdGv/hfuExmfwV0UCCBgLoeFX8yFRfy8nnQFvteG4eWuwoylCaY2qsjuV2cW0qvVgHLKUPx+AVY07ifklAOrTjiPoN50tjSXxfCkpXY07ElYvmSLaIgUoANn4eiRu5sIi3l3zcyIVmHWJJxHXrPgEky+sAgMeXLqbkvUfO5Yort3O2rWduu+0rPrhdAEkfU3LkZY2rtzO4EnLApAn/D/v2rlwxUAHt68HtiksX6DiTBmAGtDEA2fZ46Ff/ct9a6T7r8Rk6iFiT5B7tS+jdk8UdEGNybsm6vySV7C6en5JypRHJkFbQpmkY6ExRXDTlXuvXL6HGQnI/7dwT2ZV2RYwsTxlT+xuqVboMfdTU/gMZ1BV1ujel99Wmz0ypfaCkJn2mPvOTLQElZXZEsa+1PkxVmCePZyW1AFZG5t64nbvxudBzHI0Pj3Z6Hvl2r7xzXEzCb1xGlXIxLGpMCLLtCUu2UrBlj/pxIo5pwe8EPAqABMrxNM1vG5+DyOgt2rJ/TIHtx2Qdubw4GVhIXKFEASTv9paSx5fOwqEBEimU+Ky3kJQAyW0Kcr/tLScSyN5kfjByjAEI4wkOftcBiAJIdglEtN/9KQOPSQr6OQEYhxV7sv0qY+9NsKsVy/2Ts5i89bNynW9SFcPCU88KuE09YkLXSqUpbZ+4qlkaPzausq/hFz4fr5GrhmoYJYBiIo+S4lfz4iNlqlgPo3LubSn7zGlzlsCken03fAhG+ZVuyvgcWkD0rhJHVCni297bbebWWFWDqPGORRkSpT4GNlrQvVP607aoL9X+YPewUqC/6qoVjiv9BtYRLZsWyx6yaHngsUYctC79FpmK7cPxAZiIFd7vBkuJByJci+TK4lZI/yvB7Y8tXwOwO0DyxtptxTIiQERoTdYQzb0N6LNvMVDhoPcyAOHtZoAkAiNTgUgRoIz/iCYr76cIUHYCLPYFKPYYF7HteXP8568AACAASURBVO/NyrMHulPSBc8000wzzTTTTDPNNNNM55gscGdUfj+3VLFA28eH+N0x5Ju4Kymr59qqL7nWhKKE2or2hhTJJee3q+ew4P6UWMVr3NEKq96py5tYL0YlTfgn+4k1bYTvVGtNaXxphUV7ljZ4WGpXcyZb/li2KatGtS5cU/mp+9weT5wrOFh0oVRlycumWiNUy1TeKpEdp1mGS9eh8OLTXL60avcc4J7jq1ZgN/F+crqaK5bimiXEVdg5fmQ4fqHI1pTS/yKWeZkUSIzHBauCuEEtYj5SHFG2Yim5d+niSO5b3MRVH0MilpJ3LS8BAI6MWw19tXV9n1y7z/hTPg3wppYS2efA/RAfQvEyw//lPHkMB70nsSVCU2uAjFlIMsezbfu2jOzTclIrwx7m1Hntx+KxV2vFKVqrTov26cpljPkxAP8dgBd909+w1n7GH/thAN8PoAXwV621n910nsMGJsDm2ahG3aI25MnjFYUuyXglygFPbOL+o0H3BReZEqUyxbJtHBCd7cNKUx3roky1CnQG2NXPXdk/GTcRcFSBJ/9cdPF+0rEEOLalET6clCG9Z5XXRVPE1f7TvyJJvAZll0riz0mpT+ZWfuf1QfaDf6W+QwnkELDQlH+WISmGqIuSnXeYlcvSdQzbZvyeaLEhasC6Eg+SunK5/oumSwK4ZX+RjIl5iS+WAJDEhYuqtDMAkvSdUqdEgtxDHIkHJG9b9NXbH/P/P7olIHlt7cZLLMmtAER81i0PJqSi+8KfS0uuXOKOlnvuk2xcStB7vSuXAjSmAhI7ciy0nxIAmfBK2lgZ3xqo7A5c7N39aR/8DwR8lGjPwe9/z1r7d4YNxphvAPDdAL4RwCMAfsUY8/XW2jbHoESHDUysKRbGY6U+WUAcKrPayv62SumuaAqYqrUAbLIaDiRvHUtKyTRetOX2DSkoc5vIsPE9n6h8VvMdOaZkpquOl9GObwFgzLbXj/dLshXPLQOGA/5QFgY0VtteV605Y0kIivI6L4PGo5ZK2bfUooc0PqoAr4KiuD0o/QlYoPEESDTLCl+THHDJFV0EMhYTJVZEDXofVGx34/I/SrGQ3LOMiyQ+5K0ivZXkJq4u7gIALIxTMl5qXRD8k2sXY/LMymXZqg1uZ0Byu3VARMCDABTRadj6Eaw+/hJ2gzvMld9tsvUdiwBlIiApWUGylpP8D3JrALK/NZPNFeYdfYf2AjL2BQJ2yHdT9egs6YyC3z8M4FPW2hMAXzLGfBHABwD8+ibMDtsRbaaZZppppplmmmmmmWaChUv5rf3tgD5mjPkdY8wnjTH3+7arAJ4Z9Lnm2zaiw7aYALuDVibjWVSwMpStNfFh1V1qRCa1nVaA9Zon01yIkpWBcK6Kq0fFkkJSpJBkKxbPU2Ri/unEyjhTaKuhqa5ZtePH5NFW3jt+0OrGlWVTDvMzMTZPWOUm0UpjE/eoPN+SjDtZ6pt4/bTnXP2JFuI/AKBZy4p9Yc6MBWO4b5RnRLeMmNF+WRnAc8s/eVer0I/4JRmzlPESY6K5coUYlEwfySa1EB6Ij4ur1trn+xULSSiU6C0jYimRAomcNnjhzZqXly6W5IGls368w6f+fVcokugsKG9f3BUsJV/1lpKnvKVEXLdeWN0HoBxLollKxHVLrByrNl5lbakWSere1hO7cHXyebLcT/6hbcIwf3wjS8lUC8lpW0Y2sqBsZwnZiQXkACweTJteNbPF2NOmiqxcDxpjPj/Yf8Ja+4TsGGN+BcDDmXE/AuATAD4Od5c+DuDvAviLyF+eje/kwQOT6iKEiosNV2uP+mq8SpQoRSUtKkhTOD7GQ3F5Ec4lV6vg01Ax19j4KH6joHxb7qfwLM2p7Sv8q97pLHvpnmoxFJpsNG4bF7jk8hVBDz0rJSCzhXuaXh/G7yp6Bsuiglvmq/2W6FyNsbrrVuk3kuEVyzAORAI7uk9J/8EChLZoUnIrK8aOcLxAMl7+yYOJIR8+H65HogESITXNbzM+XnPhamj8sukCkOA5F0rsSAAoEODhXpBcIPGI6pIc+fGylbTAEksigOTdRy+57dLFnLytuSvI9tzaxZg87WNEvrx+AEA9IAnB7QogYeAhcTCNb28JbCxDoHtKwYXL77MrV+q6pbQrVAQkSXvKbzIQOQsAsiHg2Jmr1S5BwZ4Axl4Awh7B0GmTBUrA5CVr7fvV8dZ+W808xph/DOD/9LvXADw2OPwogGdr+OTo4IGJOLwmAeIaJhhTIEvKpda/QCXLis5f4ZOVYaLMiuhF4DIVLIyNIZ7FrFG1VFIMMyAqsWbVkvpRI9Sw6QrXQC7NatUttgC0ublUxKPwj64njZ0K8qcuNEyl3LgC2NGLOkI5kO9XrnSuI8TuyCvQyfUkZV0BcImlg0FV0i8/Xt2PjuUBhgZuDI3TAEoa5B6P1+uc9O3MY2E9IPHKeCnGZOn7Hy9iIDKs2D7cCjCRIHcBJF935JLaPL50MScPLhzIaD3/59qbeHrtQMpX1s5b4sX1PQCA660DKiGGpHOWlL5QolNKbsm+AkhWXbwKtW4l+N1G/YRCPROkpMeYINqvtkaER4YBjNI/7McPZvYntyEQKb5ypr6SJnwTNv40nkfA4mnvFohdyHyQgMXsLV2wMead1trn/O53Avhd//+nAfwzY8xPwQW/vw/Av910nsMGJnZnsV2OaDGnZH1I0o2yElqrZE0lM+BRwiWbKqe1ijrJEWVhKlk0SjwLx4tgQgkKj3lNBHYkw8b9tWcsA5pKPMLiSMmaUN0+3n0SgEzOhzVaZQXexv+EXbYgaIsJilUjsgyoSn40NJVNjquLHyybxqgEVAZzLfMAQpOtBILUF6cKCvJ8xwLLNdkaVfY8cEksJtR/QSBC2y6bLgCOwHtwDEizbDV0D/vK7TEACYUSFw6gSMHEuxrnuvXQ8nUAQ0Di5rnfA5KVT17zXOtcuZ5aXw5B7S+3lwEAr3oLyeuts5C82caA5BZtS4CEgUfbxZaTJNNWo79QA26gsUmHZEC+n2ohUfmNAJJdA5Ha199E5WQj8LGt4rwDxXtvAGOfoOAgAUcdWRQtJtvQ/2SM+WY/zVMA/hIAWGt/zxjzcwB+H8AawA9smpELOHRgMtNMM80000wzzTTTTDPBwqQLA7vibe2fGzn2EwB+YhfzHD4wqXU9qulXdMlgV5cNZSv10zw6xpZUsm41I8e1uQvXaWtXr2GfqcaKomuRsnrO8+YOFywX1e545Ml0KgsztVbbwgq+ZinQAqZz8QiWj6nWBK1duXCbvmcrxpXjXMbdoyxd1jTug6yQqimGLa4DK8QinpNlUIP9NbcqGi9CqT9vNg5n+KWy5S0cyXFyzUpctYiPWDcknS1bTsTa0XkGS+921cD2vP35riXmZBHzlvS/R8KLroxWIFFctq74NMAP+Fok7z5ywe3v9V/cyz6WRCwlX167/s94d63n1/cGS8l179IllhKJIRFLSXDhavOxJBLULpaQYDlp3Vauc0vpgVtKty53L6f0JK5cYRB9OGpdspjUcSOWEu4/0XBcGqfJoNGpWkR29OHZqXq7r4/hPtzMDtiiYu1eLSanQm8dYBLee/4jVnhZ5OM1aLupLCqw4PZxzbzKZWairKV36F6A9rbgcSrfwvHoHHc1N9/72hdb6doMXZpqzifHqqR4J8+rAmDUfhWAedPjteMUxXssqLsERHSAGwOIUkhabSYtjT8AWCWOSAt+L8aO2LhfX/l9HMhoxQtjgKIAjSbPk8cxkNELJwogyR9v6Pii6YKrllBw7fIbLcuWKPVyPAUibvvA0gERKZT42NLFlLxn6RSFuxrnfnViHaB5eu1cvp5Z3wsAeH4tge2XAxDheiQnPpj9TXLZktgSzXXLEjDpQt2SLmpngMLuWWNZuXg/KT6qvaw0F66zACRbApHJSu0pApYZaGxIFgfl/rUvi8lp0cEDk8nXf8qKful4WAzS3nwTZSpabEbGlBTcWpkSsLChlciMyRQrXmna2fGV/VqZis/GLp6FpD+titOKtMpXu94Vc4U4t9J1UVbba+cpWoFyCgtbG2q/EHwZtGdi28WESKY8k+LPk5X4oK1r1gmFjbxPBqeqZsUqWB+KxI8jz5PIVgATA+tOaZsothNjRXgrinWa6pcybWViTDofbC7FA7UsW0yS9pcLJD68vA4AeMTHlDy+dEDkgnEg4mbngMiX1o7/Mz7T1lfXVwAA19s+jkQAyU0f3C6A5MQDj7X/4a9tDERku1aABseSIAAVASCIxgkFgJK5HmphxTCWBkzNssXjPJli/0zfkT41czJVK71TFNuzAh67VL73rMjvxapxQOBDozMqsLhTOnhgoj2dxRoLpOhYY2G0n3VJUVb694u1lQNrwUaGsmmPc7xrZdiQRt/hEy1GRSopqeo9r3j71AI9rVvtC067BlMuSTPxbcpTBZxIijVTAhZGpmAXuImyJSBIfXbG+YBOKUrOUAAiqmzCWlXWuWFcqU/3M8Cm0cYoMiZbBjZxe28x8dMxoCQZ09oig2MicoV1JTdnWockBhjBEkJ8FpRRS5Rl6bc0bRLUziuLnGVLeEkdEgEs9/s6JAJIHjnyFdu9peTRpcucdWScgnCjcxaVJz3OecpXbZdMW693Yh1x25vtcQAit7UtuW71FhNKA9zlQYNYTIxYTFqylCCmsaxcvVUlcxDQgYgn9bsVgEclIMnwH7WmZOdU3gu7BiAbKMHnAnjsSXnfC9AQ2pT3AQIVC4N1NwOTmWaaaaaZZppppplmmumMiWPiDo3eesCk5Hcxcr+KK8YTeE0ZX7R2jM1HbcUUuoUpJrs/aW5YU6hW1oluO72L04S5S5Y2rR/358NbPivGpCv0bAXoY0mUe6Kda+m3Ivw7ZSVx7L7wKjm5OfWWlYL1oeCGVlM9XZWN9nUe0yws5WrsumiuwyD4nceSbLVpfROLiXY8OZf8cR4P6IUQg+VD7jnzpn0Ogu8tJZTK1xOn/JXg91ClvelCULvIwHETnP6X65Hc5WNLxEKSq9ju+LuXz6utK6j49NqtYP7R6iEAwIvedUssJSedd/Vqe7ctqU9y4i0jJ4qFRGoWsCtXR5YRtg6J65avGYmOLSbKdiwLO9cv0dIBF/dVy0odn+xjXLLmaHOVaIf9ztwiskMLwd4sIOfRsnKOyNo+zuxQ6fCBCSsutd5BNW+AgvKZgABNhk3dULj/UKnr/W/ycydzmah7OmdB0Z7qmmMGPFnzK92rXYF9dnHi+zGcRwVYrL0Sade/9r6Qdmr42cpdcG7atpYSy6op6KyRTAF8laRmAKPjlvf5diXtcYdR0SuV9CSwVwMRlWCXM2RF/Bvuo4xV4ztowCIvo+b6xQHtucD0ErCQ4+xGpblyCXgIVdkJkBjqp8WYHDd9bRIJam/oYZa+nGXrYuP2pR6JBLdLxfb3+ort9w8qtgPAS61z9Xpy7cDFU6sHAfRV2yWw/cS6T/CtLg5sX3eLHpBImxJTsqZK7ZJtSyjJlCXt5OLVx5gwIBE+btvIb2jwXMuxFMz4DgqQKNcr8XOpx+PdKkCyaczIjoHKRq/IcwA8dg44zjHQ2Kt72Z5on+mCT4veOsBEPZ5XAEf5aIrEFKV8E5oKrjaaowSKGExM5b/DvlNlqAVRk2RkjbfueTJcWmgX91LhkejH/K2n65IozrUf0rXwj1e8+3kTW80I4CPZknHUf1M+FVQMGGflniycRSsCgSWedwxsTA12Vy8nWSVAmaxaOpdkq8w73JYqr3OMSBCFYkgEJLTe6sDjuDq7kFhDuP1o4fhcWKxDjIhYVQTUSGwJZ9nitL/vWjpLyXuO3Bz3NnHF9q8GC4mLMfmyD26XYomS+lfAhgSpylbiR1bdAqsARGIAEraapUSp2M6Z1xiY2DYGMFy1vc9wlwLnBKQz8YLNpv0UoJP8hLMAZaJl5CyByKYK8XlSxPet1O+Bv/4sHI6ib9G/Gw6VDh+YMBVWXJOq7WM8aufa9nhBZqGsuwsryrWgJnxkurwsyTw0H7fn9scsFNvQLgGidv02JcIvardgGRnn0++P3Xva1iZAKFlzgqz+N5NYTDJKc4KSCnMnMsagMnRLgEppoSH+IWiK9fjYSiKAoY3WQAYfHyqQwYKhpNpVLRwK7z6TFfUnpZWrsyeZsDJ89XokeTCzoOtW6rfk7FuIAY8c7zNpuc/bsV2H9mNyzTrydUTEUiJZtsQy8tDCBbdf9UHujy+dsJcbBzykDsk1X4fk2dYBj6+sHRARC4lUbb/ha5C0EJDhAIn4hIsLxkm3CMd6IJLPvsX1SQLI9FchsV6I9Txk63LnYNeVrlxJiq3hMQIxJaVfARpB0trjzDdqix/m4s97y+OTP3NTXjfnAXjsC3DsEchsfN4HBEiG1M3AZKaZZppppplmmmmmmWY6S7LWzBaTM6dduRxtA4x5NZeLTSWrvRvyz7Ulq90F2YrLuhVz75uqrTOKhaC0Sj92TuR2oy60FK6Ld02vp+ScMxPswjUtN1yMZsFFK8+wk7dFhRyqQUNxOyv1K1lY9FTfMk96XdmCoRcrpGbt+SS+SVFDVSYep9/7ssxspciKmFhguH/Rhcu3D+NHtHolWiFEoYZcuMTyIe5RQuJ+1RdOXET9e2uIH+f3xbJyoVnjLp8GWFy65Ni9S+eCxel/r4b0v87SIfVIuEDis4OK7UCfBvgVbym57l27pCiikKxsiqUhuG91ixDcnlpO8nVKQn0SqejeiAXOz9VJu0+nTK5c8rLT4kRCTNDIKnIwcBCv6pXniTEl5fbB733q2Mrj1a/fU7CM7MwVa5fWiz1ZQnbqdia0bSKEc0AW/bvhUOmwgYlR3Jv8seFWzVaVU25VxZaUm10piiRjScnaCYgq9lNAQQkQ5ZS2kpJZckGqJeJjlfoedqDcJS5VBaCXBFXz3LLbmmy7KnPSntmW7okmC7tHsfJJ8TBaQLld5vuN0kSgJyxDUep8t2JciHY7+w79ERV4jIwZ7a+AhVLMSZ63AkDUfvF+OM79Akhw7ZbmUWuKjLQLL3GtYlcsmUMAiLgvLbQ5/N1bFmJMGJBIkcTGK/RHg8D2uxYOSFzwKwcXfeCUABIJan/UZ9l6xyJfj+TptZNFCiS+3F4G4Cq2A8D11o17be2C3F9fua0AD67BIu5X60HxRAECWixJ4sJFMSbGnzcDjLDPwIR+9wm4QLwfB79Pe3cn4KYEGvI/qf0AktMGIhsovVsryrtQtA8JcAgdqGvWVJqD3w+Vpty3Te9xtVK6xUPEQIACFJN+RT4bzg+ZfgSQ7IqmWn/O4DfaHVfee83aMzpW2S9q43lq1nmgzYqzXSiMc4q2Ek+hrfCnPAv9CuB2tFhhgfTCh/F+D/TyaFaL90izxY2DCgAwkpUryBD31QCbZr0I/Og6FbNxEd9hYLoGXhrqG8ZKrAgBDbGMrH0eW1Fij5vYYiKARMYJIDkmS4lk4LqyuBViSCTL1n0LZyl57OhlAGmWLS3t71Nrl2XrZQ9EbnbOoiLZtmQrKX/FUiJgrKEfqbQHMNI1IaaELSUcxxEyYgkvSgOcBK9LzwBMfHOwsOQtJvxURsHv1JbEmGhAYiLgKP6Mx+JJ9gVEpirSE/pvrKTvSrnfIUjYu9Vhh8r4IVlImCwO35WrKL0x5pPGmK8aY3530PZjxpivGGN+2/99x+DYDxtjvmiM+QNjzLcP2j/k275ojPmhQft7jDG/YYz5Q2PMvzDGHO/yBGeaaaaZZppppplmmuktT9YtXmh/h0A1FpOfBvA/A/hZav971tq/M2wwxnwDgO8G8I0AHgHwK8aYr/eH/xcAfxLANQC/aYz5tLX29wH8j57Xp4wx/yuA7wfwieoz0CwGar8JPNXjhdXuEtqutl5Y2i+Mq5mrtJ+M55XnTWSoXJIKU5FFpMSn1jqkufMNj7HFySjnXTgnrm9Uqj+RcMtZ0xQevQug0o+fJ2rvlsqyJdWZsGGVPZ53lDRZtFspPGlFX71+tK8VoeQBw3Z2seKx/AjU1l9l/uWCi6n1gmNKkqxYyVw8p2L50Cwpns9Y9i1tn+uPcNpf+SiKhUP2JfaEY0yWtqNxPpOW7yergpJR61gpiij79y7eDNm27lu4OiNXF9cBYCT9r+v3FNUjkRiSUBjRW0akQKJYSGR7q40/tZzSOBRDDO5bi2Ap4YxX7MLV0TZx0fKkuXIJ9S6cZElhCw10SjOAaR15X3u5edkKlpZdWkp2ZiGZuOq+0Sr9tiv7O7AM7M26sEclerLMFntzXds1WdwBMSbW2n9tjHl3Jb8PA/iUtfYEwJeMMV8E8AF/7IvW2icBwBjzKQAfNsZ8AcB/CeB7fZ+fAfBjmAJMSlRQ5kYVpU1/F4lSO6IQbzpfoszXDVPjWMgPPJ2vcL1KivyQd6IgF4RXgUYsixYbMc574gVUQGnq9pRv35RyNULYpaieWcyJY0e0e2zJnWgMrCUiaddNlTE/fjRAXJHF9afDxqqTTwce3BLLmsiupv7lcxyAIaWPDiBYxjxQ4f7B3Srhx9tYrpwrF8/BsSKy7Suz94UQ3baNJjkKwMW1D9MAAwiB7QJEpCCjtD+0fA0PLx0QeWT5OgDg0cWR7xOn/32udS5fz/i6I8+s3gagD26/0UrMiK9DEtL8xkURQ7V2vx/ul6Ldi/vWcHWTY0wCQEkKIoL28wAj/LDbuF9fnySWKXHtyrgoqnVMNJcuKPslmgJINP77AiSV53KqAGRHyvRewMeegMdOZT0QMDKkO73A4seMMd8H4PMA/rq19lUAVwF8btDnmm8DgGeo/VsAvA3A16y160z/Otrl9dcUPQ1YlKw0xfk2GxaN01akN52LNaFi//wqfHxsu+uTGKY0KwPPq43LnaN23spbrqi8KnEEyXx0Fr0ya9KjhXvLim4KZPLDOwJRYRwDSSWZwHhNkLwMpXsXEhcUgHJyzhv8FosYR1XqTbTfBwUX+E6werCSr8mmy+raubaIoQxZaX8FsChgY2m6JJaEs2sFy4cHHB0FgvdB7R6g+OPCV2JIlpStQaq0S2B7D1CcJeVtPrPWY0cv4zGffeudFNR+s3NjrrVuDGfZku1LqysAekDSZ9OKCyT2Ww9c2kV0bTQn6mGMSUsxJT0gyVtSUotJzDv5bSQvCOpnM+8gZbhuZakYjMFPgrbqq+U0AMlZAJEzAiC7Veb3qxTvByRtefycUXvgMSabApNPAPg43O36OIC/C+AvIv8bt8i/hu1I/ywZYz4K4KMAsHjgPqWTAhZKCvyUpz2xVmy6BEPj1bS3FQq+dn48thbIyGFS5nWLyxiT8TkYSKiZr7RxygSqhaaGNgaNolhvOJ74jMpea+She5e0L+IVUFa0A8k5kRI7Kg6trqZgqfK3w8+zltYx8GVZY5nHwEhtIURtP+3PfGNZQ7+xedTzyN9TzZIiJKlkhxYPALCeQcnFK2cV0fr0QegxAJFCfcFi4i0cYhnpQrB7nH1LLCLC7/LSARMJbJdq7Vcal0FLAtvfvbyNt1FQ+/XO9X3aJ4B4Vsuy5S0nkmWLac2WkzYPUDiAUs6BwYcdWEwCEPFj5HfZDvq6rXSI+/VpwKH0y55S0RWsZkx/wMuSgKPKl9j4+sR4P21NaOJce7OInAZw8bQTpf4QLB1MZwT4zoKs7d8Zh0obSW+tfcFa21prOwD/GL271jUAjw26Pgrg2ZH2lwDcZ4xZUrs27xPW2vdba9+/uHL3JqLPNNNMM80000wzzTTTW5D0wPdDcfHayGJijHmntfY5v/udACRj16cB/DNjzE/BBb+/D8C/hVukeJ8x5j0AvgIXIP+91lprjPlXAP5rAJ8C8BEAv1gvyMDoolkxEovByIrrZDcmnpOOK6byjS0smRXU6tULug5heCJbHbttKInHUDvSPZxiQao4HPNUDifuTfKP5ovgj5J1QXcVq5BR+pWWlKY+t0IsK3UIj/mEJS01aL1gHUwtHTE/lknjq1kSamSttYioaYRJhiSlr1ZoUFbPB+0hboPqjkyNJUmC1ineg9P/arElYtXIxY3I/wuKEZG0v0Khjom/4FLsUCwh4rIV+vvjHENy0btq3b90AeoS2P7QwtUkedjHkTzukzvc29wd3Mpe8kHtT69djIkEtX+tdZYRSf/L9UjeWF+g6yLWH3eOJ4M6JEBaBHEt19vGlhIheXbWtsnElMh+3DcJak/cqMjsXaDEgqLwHT7/qtvYVEWoZCguBMmPte/LZav6tXhIlpFDSr27D/7jn/dzTRaHbzEpAhNjzD8H8EEADxpjrgH4UQAfNMZ8M9w1eArAXwIAa+3vGWN+DsDvA1gD+AFrXTShMeZjAD4LYAHgk9ba3/NT/CCATxlj/haAfw/gn0w6g22fmFEXpKk2YGW8No6VVU3frpEx9JmorNdev6mKtRko9UXAteFxlonczPRYoR2+ZbRnpOjeEyux6fjcGPgx8X4ZsPCAuN2SW48qAwW/p7E/uhzhWAi0JdmSAfn95JwZAFXeW5fximRTRNDAEuh4TmEb618KSDdRm8Y7fo7GXK3idmT7S0x2NWAZFEFM4k4ou1bfN44RuSixIxLU3sTAJAS3UwyJgIIQ0F6o1r6yLV7wQe3XfCV2zrIlsSJJli2qRyKyiktYUiCRAMmqi+Nl+PoJDeuZBLcuOUaxJFKvJMSWKIAiWTRR3Kn4N2pDf2QpqmNC4KVI/CouAYtSTIk2DhsAkrMAIpv0x/kAIHtT2vcJBg4IaEwmW+EGvyEZY74LLkHVHwPwAWvt5wfHfhguq24L4K9aaz/r2z8E4O/D6f7/m7X2J0vz1GTl+p5MswoerLU/AeAnMu2fAfCZTPuT6F3BtidW8rXjud9jrfJ9ClaF0XknrVy7bXHEtudYI5sKivIKswowdkVDvmxREoVv07lpwULjx/7fGhkzZllK+06i82lW8AAAIABJREFUwuJKKYYionAZ60BgNlsWMAAieTBQojTFb16hr5EpPa6BBaP0i5XR2tiVYTX1UrreBFCQRNzecDA79ROrhloskQDL0rRRIHy8jQsjXmgk+N3NenHpLB+S9jdk1fJnpcWQSJHEdy1fAQA87qu1PzgS2M5B7c+u7gfQF0QUYCCxIjcJkEja32PfL1h/KINWKI7IGbUoVbJc+LEYk7SgomIZUV5WXMk9kGZ8UPnIfD0j7bdik3+U/YmU/HQK+1nx9gVI9ghEzhqA7AV87Bsc7ID/IVlKhCz2Gvz+uwD+LIB/NGzcsFSISodf+b1kdTgtEAHoinbSr7C/0dw7miOxANA5bSJrcUWfttrx6v7K1ykzrgcG+dXFhHXSP+aZAJANFepgzYgOxiuaWtKAhCfJzu3JrdXAbLIKnwGUmvJDCnBxZbWgvFs65+S+TOCrBcrznCVLR+LClYzPgwshrbp6jge3N7xP/RbUzvtasDzXJOGUv0PryILS+XJ2rRDcThYTAQPsqiUndWXhgtjFVUuybD3sXbYeXzp+9y8uR3wlsP1LK8fo+faBJKj9lbWLVZT0vkKcZUtN++tlHGbTGm7bsI1BBW+FhuDDJm1+37d3Sr0S5tVbQrLdykTAZsg3dSMb59Hvs9XGbRILSq3r1h4Ayc4tIxX93lIAZF9K/R747hx0nintL5bEWvsFIPPtn1gqBM6rSqXDByYzzTTTTDPNNNNMM800U1i0OEWaWipklO4cYEKry0k7TNnikVgPaAW7VgaNnzou7VYdQF6UYcNxPD5c36GQyvWZuixTa31IrGYFmYdNmpVgQ8oVIYsaqq+7bG3YUQPKtX3mRYdtqT5J6bczuL/GxjLq6YA1C0AsqxY7osVtlKweUX+lL4+pdWUrxXPw9WwUmYcWlTT4PebJrlx6QcS8lYerswuxZWTospXbHwa/H1OFdkn7e0QxJOKqJXEWEkNy2VtIFr5dLCWS9vdhX7W9L47oAtb7au2uVskzrYsxkeKIX2vvUoPaxfUqBOxbTvsb1yOR6yY0rNgODILdqSq7xKI0FHPCfNoRVy4tyL02voML0CZpgcM/4/xG59vQ0qGR+hM8C0vJji0pG1kpzoNl5IAsIkKH6Jo1lSrSBT9ojPn8YP8Ja+0TsmOM+RUAD2fG/Yi1VktOlXsgLfRSIaN02MDEoF7B25T/cBvaJyr3xeOx4mcVZWy7OWpl2PKCZmRXlf6kbx7AqO9gdVy+Oc+j0K5h1KJs+X0VsNTIpQCLTUmL5xjcufz8CuA0pkK2WjBPYKl3b/LDw+NaByrUWJaRsencdnSf3dVUfiXQ5qkxej0RLTZk0fB550EP9wuF/xJ+47EmPRhZY2niwHDOriX7ffC64yGuW5vGkJxYKYro+j/bxtXah4HtEjMiMSWSZUuobQQMSJYt94mUoHYBKEe+QrwgQnFHC0AEPcBw/GIwoblaDMFIqFdCLlthy+3Ei9+O9YHp465hY1m5ikUci3Nvebym/1RAcpZA5DwAEGC3YGHP4GAvoOvAAE0h+P0la+379bH22zaYUisJgpF2lQ4bmOQoWTWnbeiXWWWeCghKiuKuQZO2cj3aly5ErXKbKK1+mGI1qrI4TLUShKlYsRMFetoF7sEEXxuk16latpi3FnOSyqLx1xV3Pu9eIY7Haoqx+IUWb73fhlPUrBbSb9jOSgtbPhLZNFl5P/8MpOPyEyUgYuQYAw0mLc1vWA1XQYHvX0gXPBynAZAk+L2QlWtJwCOtzu5X8CVzFgWsc4yJWD+GRRGPF1IAMZ9d65IHJGIZOTJxAUVO9/t2H0tSiiGR4ojPr10g+ys+jkQC28U6AvRB7RLMLtve8hQDCgleF0DClhBeD+RYEwYNWqYtIWm31oxUeB8HJAltqdyWYlgiWQJA4c7xbu7zG/c3+XaNX+G42jZhjsnHS/yzPDe7V1sr4wcAPPZq7Tgw4DFGFiZYaE+RJpUKKTF76wGTmWaaaaaZZppppplmugNpXzjLGPOdAP4hgIcA/EtjzG9ba799w1IhKh0+MGEYzXUS1P7TVyZKVoH+uL7qPZy6PpVvRuap7mQqb5JlWytPZIWQf8ZlLbt6KVPRuKQ2SGH8GI1mxxrwrHXN4tiJ6vkHw9TnZON7b/Nb7TekWDei7D8UdFfKFFaUjZuV368eq1Lik8qiWzLisck+Z+XS3K8UNzNuXzSd6lLFFhShBaXsDVYapLyH4xcmn21L2sUaIlYQOS7uWRcW6+D2JK5Z4rKlpf09Mq6fZN2SGBKpQ/LOxbHnE8eQvOwtJU+t3fFnvaXkNe+edb11mbYk49bQKiJWB5FV0v+yRYktHy3FiCRWjBAbwtm44hgTHqfFmLg6JtGhJEtX0TWLs/fZfHtirFBeNDlrSNHzt+TaVatBadaOmn6nbCmZvLI/4aP7VraMnEuLyCFaUmzv5rlz1tb+AoBfUI5NKhUyRocLTAwK2toEPiA+RS2ztl8leND4lfanUFA+N2QyxY2sliW7ZBWvT93XKXHZSvgM+8L3LYob92dR2GVJu17Jvs0ezp4p8eZgalaAkzk0NzGl5opw1NyycgqMeO+UgtHTuWjf8H6+Xw+K4nbd1au/VppyXytjKQ1wAAXqcQIVmXEaqAljpB6JKLQ+ODsHcnJzhWBvH/ye1CKhfQloF4Ay3AogubSIXbakndP+XmkcwJACie9euv73N9NiSCQFsKT4veEByg0f/C7A5EKzDsHpkvb3dkgT7GRk17h1l69HIvuIL2sKVILblRyH3ze54VnQoQa7h4wHfrOrd7O2dpeJMUnAisidvIIqhZvowlXmN5Shvu8mc1Yr1qcBRHalUO9BMd8bANkj6DJ2z8Bpx1QdT3ZO6XCBiRBrcsmqLynkYyBAUyJLT6SyWsvZT/ZJRauDOlBRYgPfWAHU5uXrHH0kJ8rAylcytXZfRrX6CfJU9C1aQAoAZPozZdXJahUSQ/9oFc3VwDnlHIaZuJoVWQ0UWXUAwcfz7UmNhmQeGk/Hc2Ck1pLREDPZt8rxZHwTXxsN2JhB24LiUrT6I1x1XQte5xgTqc4uQGVJMSRDywgAHLc+wL1Zh23nLSKXF7K9Fcn20PJ1AMDVpavQ/pDPrvX40l2Jy83dUf/aGBIJaBeSau0S2L4eFBsLQe3eUiJZtsL16QiYcIFEtpTQj49jSLRMWsFigph6/mlfjVeoeELPXRKQvqmyorwPrDXq7680ttpyUrcWtbklZoO5gwxvJSCyQ6X7IIDHafI+ZbI4k3TBO6XDByZCGkDZhlfpOK0sMygqBjhrVgxSepNVfZvpyzpjohwJD+1NH5+LLrvSnutaADW1vFSZ1Yl5GyuacV9SyvneKiuAyVzEr+xKON4tO5RFKd1LerzUq6icQwoKZJu/r8ZYaAVnJ6/mqsq9tOQBijbPmFWkFFjP1ddTmfi3kwdbJYtJDnQwsBCgECwhIW2tBGPngUjv2hWn9OXq7MeLONUvu3AdB6tIXK39ruZ2CGa/d+nS9T7gXbIuNq6PZNd6xGfXesfCAYcLPpvXyme6eql1xznd7xsegIir1ksrB1Baf+7iMiZA5USsHX4L6EHti05SF7t9zrK1pkKJqitXwfVLqGQxGf7fg5x4K26T4TdXSMWTm8M15GUz9MboAU7/W2PQU+1e5qleua9sz/RL5ijNuS0gmQgAJ33ezgEAuZOAxyFZSQLZ/blynRa9dYDJTDPNNNNMM80000wz3cl0iIBqQHcOMOGV7Jx7EFtANB778s2qZWsyfRVffJVqLQBaO1umRlybuD5GGgNRmFO1/ijjinzHV9dzc/HY2n6JK5HiWtTzIUvN0IKjWtjyLkipFS1vZdCubypc3hIwbO+OWRa2KrDMeRk1l65Uxjx/dpNK57WpbOSKVYxX8fslS4gYM6T/gvpNCX7vj/FcseUkFEIUi4m3kAj1rlzeUuKlY9ctDmiX7XpgKQH6+BGgd9nS0v7e44PZFz6u5WbneFxrHc/nvavWsDAioMeQCMm1uB0C250lZhhorga1i2WE7l1qtYjHM2lFEZlf560ODf34hjEomgtXsE50YtmQC0DPHe8WPg09f99QMn5Y/V2xaT2TcPk1Y3Adm5RfDZWcCYrj66Q7FQvJjhTTvVgMDsDiMtnKdq7IzBaTMyVjEV5V2ktlqhtL4FsxvaYg88et2r2nAIiCwln/0JUCzJNYiRxgcwxIVm3CwXFFQS6SIkMJSBSBxqhLV41gOs+ETSXAqw0Kz/cZn4uzRPXPAF0HUohzLlrDeRJ3qoELk13mgUDCq7SvAJv0usTKmQYOxubVYkL64/H10oPZlfEJn/w258rVZ80SgBEDFNnvFeV8jEmo5O7v2VqKIPqtxF5cqHDZAoDF0vETt637Fjdx0bg+kl3rkYU79g4lu9ZLrYsxeXrtAMSL7QMA+mD2F1b3AkhjSLg4ooAruUahWnsbf97WTReUfQEvK3/dLiDvmsUxJlpdEiEGMBywzrElSeatwTjmxX0Ei5YSUW6tU9E5h0B2Mwx+1xBKvKsCj8rxavv4a2carzEe0bi3DhDZKQA5AODBdJAuWxrZCpfKc06HDUxyVKmc5iwOmg9/7ar5ZFKtHrECOcqClU61Y+UyWGkeTQlWlN+xKZOUvNqKfEkmtcMIEGHRWDn12yCThi0zVoNcew3QiPgk4CDzuCgr/oZkruGd46uBiiRl7+A620V8zbUq58V7q7UrK9qajJrlpTFQ703JkqH3z4OijvqxtSOADIkf8f2XplNBS58W2FtCJEmUjS0fnFWrodiRowBM3DgBIAJQuoVrZ8vIXb5drCNvW9zAQwv3/+NLx+N+soxIdq0XWhcc/8w6zq51yzqA8roviCjpfsVSIjEkYsV5wwe5X8LKXwIbHZf4Eblm665RY0IE2DX0o+F+PJ6f02HwOqAXQywVLRxWfmflP0jYysOcZZVhTuPDnPl+RU3QmuQdYZN/SjLVdVNfF+cQkExWDzZRJzZUQWYAsj/e54pmYHLGxEqS9uBNuU+Vq91qxq8CBlAD00tiST9boehqx5VzSFLsFvnn+Y0qnCXLkcYjUfpLF7gASBQFPdt1Ygf1vmjgodQ/d0gDQUyd9I+3CZ/C9dJcvrLUxOdXAiQMotjywfuabCULyZhVRAMifDztH8vINUbU/gREGrpmQ6uIBkSS4HZ4gOIn760I3jWLqrB3WnX2RQxABAwMLSNAX7V9WHukrzsynl3rxdZZQp5f3wegt4wIiYXktfXFqF3OVdL/3paMWpDr5lMfcyYtASZm0Vd214LZyXLSAxInAwMLXkzRMmcxlbLK2SwvOSgWk8EHYSgczzFR00vmQbwf3r7GqmCHx0wGKhPBRJFfBQ/1lbtry8iUc9hSkd6ZIn4IgMbTTs750AHMgct/+MBkpplmmmmmmWaaaaaZ7nSySAodHxodNDBx6QpLneLVdTUtbKbv5oKVZKlkw1aJIN4EPoplY6oMYcYJfGpjPvSl+sJKfcmyUuju3Pe8pYgPSbuyWlZr8VBdv7T+tAg6nC9NS8t9aNsqsisNeowJb5Or1bcX0gVrQepCDV3XxJqRMGZrhPABtcfboRWk5JrFVpuFwostHkLBvYriPhILSiZ+RHi3HcWO+PZjshII9el+fSzJIraMCF+uzi5FEaUGiRwfumwBfSrgYVFEKYgoaX9f8Gl/r62da9bz3lIiFdqlHom4bIkVJrhq+RgSkVXczji4PVxvv1lTEcQQVzO4RvJ/p9UnKdQQCa5c9FtJ+4O2YpmBly0mLWg+x9N4C5T3gDt1ytYxoQD9dJDbqEZwoo1duE7BUnKeLCR3kmVkL+5YB25hYLJduc95poMGJkBGkatVYhU+2b6aO0qRp1f0Ci4yPUgqMZSv26BfUNjyCrbKQzs8EcAkbj5j/DfFe8SbcZo+rvC1q3gZBeVRc71ghVlxi0qTDOT7Jf2jxrzAKg/x7lFlihXjpL0wfzaOI3HlGp9Tqy+ijeP+rXJfSu5YDujFxzQgwi5avRuV2xegockSgt8RAxsObNdqjwznCBXYF3EhRNF0ZawAkYs+ZkRctgSALD2I0Kqzay5bD/uiiI8unDY8dNu60bmxT6+dDC+29wAAvuILI3J2res+xkSya4kMAkzeDMAjjoNZ+diRVahTIjVc4Pf9ce/qJdeqG2S6Cq5atG0o25bcyZbbi1m3/LbLH5ffkhY87/ryXHGn5sTLfoFdrvw2vOcUd6pSe6gVFMszfOdtX7yxctxUULHN2NMGJBsoxVsr5zMAeWvTHGNyTiintI/1y+a1pV1FOUoCzaf+giZbTvIr2ZvwSE+Ktup4+adSdqP31VO/xnOwsl/iM5w63z9WQIfXU1XCVVRZuA4FSwrLxFaLZFgGOJcyWNkFIlJT8BbnZoU9282RUtW8yINk4LgLFTyJQqlZZFSLSt9PtdrQvhYrogGXfoJ8/5Api+JH+sD1OMXvsC0AFL9d+KQDAn4EiFykbFoBuFh3XKvOLql+3+aByGMhoP2inze2jrzUvhkKIj6/dpaR1ztnKXl25WJJVh5wSByHABKxjEig/do/uLc7eoA9NrhNwGO99P3EYiIxJgQ2WtODixA7olhMhLRK7hJzklpMEPXX3h+qTjzMysWAhPoYDVgUJxm3ZqjEciD97ageDLtSCCfKmOu/N0Ay9Rwn9D83QGSHiv1egMeQDknWXZIFzGwxmWmmmWaaaaaZZpppppnOlsxsMTlTGsJYdWU703fYnuM1Zd5hszZH6RnR+o3JrKw4874Ws6DLEq/g11qiqoseDsdAxtCcpXGKBSm1esgEY8wmWkY0V66CFSJ1exqRSRO10kIUrs8yb20o8S25X/H1H1pDDBV50ywefLw0l2aBKVoxMhaSIGuhbylLl7YVa0ZHdyapLeItJEeL8dojQzoiVy5x2RLrgLiFiVvUZR8DIi5bRyGrl+MjsSIXG2cRubp8FQDwsHfl0jJtidvWM2vH58Xuckj7+0bnLCAnnXPFenUVjxV606f7FZctkUlcsSSWhGlNKX5TV644K5dckw6pKxen82WLCVtWNOsF7/O2/80g285kbcZdjOc6it9dO6tdYGmbHO/d0XpLEnXZ1LLBn4I6w/NhWEpOw0JyJ1lGDsmKcdo0W0zOGRUVTdrNdav8JamuXWp/RZYtfmDVwIOBhqJQq2xY8Wa+FVNPjTFJ41fyMmnjkvszAoCK6ZeT/nkZpqZxToGMNp9NjpWU/h6Y+H3GVIkrmHJclT2jsCvKfdQnJ3tQ7mPeTcIvbrdhPw9ggqzUPgQqtYUPOc1vHwyfD2pfIHN9MKgtkgCVtPaIKOsNnLKuxY6IQi3AQ1y35A0vLltSBPGuxtUSuXrkgMh9jQtU12qQDF22AAS3rRdb56b1tfbu4LIlxRr7Su1xELtQSPvrgcgFvw11SCgdcKhHYuPYEi1QPRfIzrElAkzYZUuo5E7Vx4pw/zxY6Pfziytj4IIrs0vNoGK5kRLQSAaMzx/SD1uTvoMnKvHVr91tvpETAcnOZJoo80YK/LbK+QxA3pp04Nfs8IGJZhmYqCDCVCiyqtI4rb2YtUuZtw9wTxmEufhlW2nxKMrG/JT24TkXWSmyqZaPQnMtuBhad3pApgAGlQedr6a070jpH/LQ65JQu2K9SGJSknk0pV45Pmg3SmyIBhgCEFGC5lOQwHzyK89a5qx+XqueTwmIMM/EYuKBRajyHfhIbZG48N9RE8eUSL9h7RGJIeljR9xWAEjrzQVi+ZAgdtmX2JG7PSCRGJLHllKd3Qegm7JlBBgURfRWkZvdBby0uuLOx8TB6mqFdg9ABGCEfQE2HqhIZjEGIqEWiWTb4hgTsYZICEoUt5HfpjEmiI4L9f0t7cdAJmTQoh+ZXt+kP55k9AqdBK173lpqUAJBPEdJFo1PdE61cS47suZMtZRkPwmbApIdg6hTBSLnGYCcYyU6nOs5ljEhO/JOOBA6XGBiUNZ8MVTGYgVmzMpRTnNLW26vpKTy+QTLS6IQs3KvKI+WZU8U6wJIyMiSHWCHfRhwTXxza0p8yf2KZKlyn9JWC4PirMwlu8qzkVh/lPYxlydVgdCsEKK4KPeWZdAsMFrWqjyvPM+SVSK1tORBlcZPAwlj8xctIjS3VGznlL2yH1L6iiuXvxh9AcA4ha+ADHHL4hS/y6YNc8gKv4CVu5cOYIiLlpAAlQeWN/zcjqe4aD3gXbQe99a0yyZfnf1FX51dUv1+tXWggwPahU66I7zuCyJeIrAklpEL/orK9blNLlvHNgYgXJU9ddWKwUADspAQn3bwTDGAKAEQbtfSBQc9hq0bCT/lfTLop7pwCTN5JylpwTemyuB4V+iX2/IyF+fg1+NURbCm/74AyURZJyn2ZwxEdgpCDki535v157TowOU/XGAy00wzzTTTTDPNNNNMMwU6dGB18MCELSC1MRdZF5xdW7929HQU4z92OlfsmpB2oC3tDqVQkwGEfVqBL7gKabKm7TROdZsaFggbtzipsUm1blXEN3EjKrh6OStZbEFK3MmY1EB0mlKziBTmGbNCBBY0d6PxUFzA5LgV64Pm2pXMY7PtwwD31FUrzyOk9dVct7zr0m3vosV1NzgoPgS9+32JG5HtyrsiXfJxJEMSi0i3dLwldkTiWe716X3f7l237mvEQuJiQx4ILlvOitH6SlzXO3f8aV+07xVfg+TLqwcAALesC1SXgHZx2xJXsVW3wI2169N4a4wE/4tlJBSL9BdaC2IPdUjI4hHGW7KEkEVF3l0hjiTjpsUr+5orV2j31pmGflPF4Hc/zizicX1/3jfZ9qGsffC5b5dAV0v9tPEaJVaMguXExK5nNVR0xdLmqm3X5tmkz44sJYdgIblTLSNCh67IR2QxV34/r1RyuUn7DwHKuELHcQM26a/MrbipJHEyBbeeKcSAIQAPVuikX2hXZE0myJ979GHd8DzS603XPXyI6+apcUVSZSAexX21XZuoDDZK7k2pK1e8z8qDFqCuUcktqzHx/8O+qcy0Twofx4hwYHmNq1b+XHuQkAARCkrXXb3aSCYtqD1UfCcAIgq7Fsh+ofHB4M06FESUOTh2hLNqPby87rYeoDyycLwuN5ej6yEuWy94l61nfLFDKYoombWeW93v53dyCDARty2pPbKyi1CJ/QIBM3HV6gGaByY++EOAhgCSNQEPuV5asDu7Va1DBi0CCdEYRMeENJctNd6D+vV85J98e5qtK5Y111cLYhd/8kTnz7+KUqoFCxyzYlF+mdbKUCB1PF+LMUBXS1sCksnnusm1OQ9A5ACV+bcUABmjAz/PAwYmfsWTV8WT4G/k9zNPaGKZmPg+02oX6gMUmZV+BoMP0FQlmy0DE5XSwCZYqJR2RjxRp/iQFnheL0x+XBrTYoYb6iv/xfci6asGksf7ZeDC/VmOPLn++U5qzUwqdqjFojTUT0uXW4pFGQ1+LwCKUmyILApztXSJG+hBQtyPrRVDeRiIJBXZJabExEHbS8qiddxIbMQiaheFmosiCgDRAtlF2b+yuBXiUwIQodiRdx29AqDPqvXo0vG6v7nkZZYAcdf/VW8ZubZ2r/6XO1cM8SsegNz0gGRl3fFX1ndH80tAulhH5NqsB8DkIll6JLuW9OVYkQAWKEaEY0zkOe1T+Mb9G8qsxVXXs8Hv/hhny9ILJcbvucRYkQTV8/iY9CB401tzQmO26/TUoArAqR4+BFUar00Voy1BQdo/vb61IGfq8Wql9xSByM4U8QNSdPdh/Tk0QLOvAovGmO8C8GMA/hiAD1hrP+/b3w3gCwD+wHf9nLX2L/tjfxzATwO4BOAzAP6ateM+TUVgYoz5JID/CsBXrbXf5NseAPAvALwbwFMA/htr7avGGAPg7wP4DgA3Afx5a+2/82M+AuBverZ/y1r7M5sKPS6wMlRdqc4cr1XWSfHV+xUOK5aXrVzLppwvhgobfVBDh1gRZ5CR9BukkpxeNZ4UX9VqYaid+vmtBqKGinXRXYyC30uWJAZfU7N35dy2+nSdPEc8lt2jWKZEVgUUCDV0DhrYGrpHqS5XPFa2TQw42LqlVVcvBrAr/JZNl/DiCuxcT4QByYKzaTVxNq0ATMRi4tsb2tcC2S8vbiXpfdlF61HvovVQIavWs62T7fnWHZfq7JJV6wW/z6l+c5YRAAGEnHgQsu4WAYCsqWL7KlhC4grt7IrFQe8t1RgRSwoHtwcgkmTGSq0jDHqQjEU0VkjN5kXPM1tW2KVi1FVrpD3u5LfyTHdx89akgIxggZFma4rvQY138VNXUgh5fCLzgQOSswIiB6SA7wUsHND5j9L+zuN3AfxZAP8oc+yPrLXfnGn/BICPAvgcnI7/IQC/NDZJM3bQ0097RkP6IQC/aq19H4Bf9fsA8KcBvM//fdQLJEDmRwF8C4APAPhRY8z9JLSM47lmmmmmmWaaaaaZZpppphEyFjCdUf+2IWvtF6y1f1Du6WUx5p0A7rHW/ro3OPwsgD9TGle0mFhr/7U30wzpwwA+6P//GQC/BuAHffvPegE+Z4y5zwv2QQC/bK19xQv7ywA+ZIz5NRHat4vQo2hqSKXAcD4+WqFcWYlPjhctJPmVZ83akMiurfxn3c+ojadkdzE+/9Kyw0Qrxyb56ksWlWJ8hsaP9nPxH4kLmo3bS3NrtUXUeBDeJ+uG5iaVa9MsHP2AuF8qc37OUixLP38qX0PnkRZMzFs6ZFziRtVINfBmfLzCP1hQMgHsXIE9SQdctJD4Kuzk0iXHhUKQu3eHWvr1IC2Q/cIgfuRu3+ehpas7ctXHlLxj4V7dWuzIKz525Gmf7vdr3mXr5db1f3F9JRon1dmD65z/PYSAdnFx8g/VrVAc0cmx6hYDy0i83tWSy9Yacb8kZgQmO84kFhHEx/18HLCeC2wPT7Li0lUqlAjqn+zLdkNFYFj5PakQ1Z9EAAAgAElEQVTsvnFwe3nOeL4CHzMiU3jVFj7Q+7A2EE22lJyFhWST/rgzLCSzZWQ67cuVq0DvMcb8ewCvAfib1tr/B8BVANcGfa75tlHaNMbkHdba5wDAWvucMebtvv0qgGcyQoy1TxY6UM79StPRSq43Zvg/KauaUlqWsK6jAnjG8I/qQqX1L50TK+2KLCZ8bxUl1m9tNMZGY8eU79xcakYsutmaQs3Kw2hguXYZlQKAZdcsbcsCjO66fRU4xHNrYCc5Jb7OSbsGJvLzjbtyETALcwkwKQScN/Gbtq8d4pTXBblu9eCCAVAPRpaL8QrsfUxJHCNyRNm1OKhdsmmJInwhBLX3BROBPpBdChJKILvMe3X5aqg78piX9R6qyC6xI69JIcTWtXNWrc6DoVfWDpi83l6MrptUZxdZpAaJFtB+4mNUVkc9yFi1cUV2Ic66xfeur8Ye92PA0oR+425VnQJM4sDycaDB7mBJ8Du9JnWAkh+nu3L1in4PluSf/JiUh/yTB1XJudcuJm0S/L5romtQcuHKvvrOCyA5TSByjhXxvQAPoS15m+Fv7xxfw4TGZX3QGPP5wf4T1tonZMcY8ysAHs6M+xFr7S8qPJ8D8C5r7cs+POP/MMZ8I/JviOKV3HXwuybE1PY8c2M+Cuf2hcWD9/rGwfKNJkHERFEMB0MDR0XpVgOeSfmqLShY+25P+OaIcUViMVHOifb1m2DjjtJM85nsBc4r1Fp1ZFbiayOPcpaRqH2sjbLlFNP+KnxUUKlc/1LsSmNskvmnZPHQZSuBpnz/UqYsMzwPP3ZBgEK3bMTHOeMVLwDJCj7z4wD2pOr6wCrCQIQrsHPhQ9kXIMKFErkIopBYRiSAXGJMJJBd6OqRK4J4pXEg47HFySC978Wor8SOvNC6uZ5vHWB5fu0KH96yDlBIVi0BHNdbZ0G52R5H7VKdXc5NSIDJ3Ut3DqtQFDG2eqy7JqT3DbEknhhIJBXctdgQyjalgQW2qPAq/vB3wzEkSbpbevZLoEDlEyacprlPijEROnVwMLhWu1KU6Tqf6ir5toBkqqwT+r+VgMheAQiw03Peu6z7JIuSxeQla+371eHWftvkKa09AXDi//8tY8wfAfh6OGPDo4OujwJ4tsSvJsYkRy94Fy347Vd9+zUAj2WEGGuvFtpa+4S19v3W2vcvrtytdZtppplmmmmmmWaaaaY7j+zI3x7IGPOQMa6QlzHmvXDx4k96z6rXjTHf6pNjfR8AzeoSaFOLyacBfATAT/rtLw7aP2aM+RRcoPt17+r1WQB/exDw/qcA/LC19hVjzOvGmG8F8Bte6H9YK0RVqlvFNUntB1SYDTYjzaUpyWmvuANl3Q+Yp2aWJ8uJVnslWYwrrOQnMg6W71K3J5KF5uBxmuylrFyau1XuXBJrDK00pFm5xq0wZetF3K/he+375WqMJH0VC0dwtUqsFaD9eDyn2k2yfCnWiKHMDVk6+KnR6pHwuMTVi84x8Ol6C8iwn5ZZa2glKVlIuPAhp/kVly2xiAiJi5aQHJcYkovG7UuGrSs+1e9jS+e29WBz7Mf18SNa7MhrnYsVkSxbr3euXbJnSbpfkUEsJW/67cqf+0mX/xRIpi2OH+FMWutukbhmJWl//dil/5GxJSWJNeEYEy9TRxYRdtUSqwhbGDubWjiEEhcuatfiPfi3l9Q5SSwD+fmZhumCe2EU97N9W0xUS4MJ76LkfLTYErb6bjj3Ri5cE2lnlpI7zEJySJYRoYO2kGRoX+djjPlOOB39IQD/0hjz29babwfwnwP4cWPMGkAL4C9LTDmAv4I+8+4voSKGvCZd8D+HC15/0BhzDS671k8C+DljzPcD+DKA7/LdPwOXKviLcOmC/wIAeADycQC/6fv9+DZCR/IFOfkDkX/lBcyRAR+1aWjTeAw6rCnkCmnz6v1GgALr9OwuFQ7k+ZRk4fFph1SukouQ5kbBSr2aNnjih3msnolZm2wfDVQmIEHhqwWq6+Py/IfEVc81WbWYkFJAfuCnHOd5G2MTVypWDrW0vjJOYh762iJuqxWHXCYB7FQk0ffPuWuVgUjsqsX1Rm77AHRJ8ysyadXY7/HtEkvCRRAvmTh+ZGVbXPcuW1J35GtdPnZEgtlXHmBIvIuk+5U3/ZsBmPjYkRDMLkUQYzB74tvFdUvu52oASAAHOiS9L8eYtFRvZI08gOGK7UmBQXpfMBDRXLmGIKNUoVwFJIpLlurCJcClVRR0hc9QwS4WWKTvSwoOJu5zuxqH46c1eh+V56Y0Bo4GlP0sls6T6LQByUZK5DlQpPemzO/x3N5qAESlPZ2ntfYXAPxCpv3nAfy8MubzAL5pyjw1Wbm+Rzn0JzJ9LYAfUPh8EsAnM+2ThQ408pRpSm2ieGeUO916QIo0H1eF0drly0NCsEyj5xnLpgf/02FF8bZ0QFXIk/njLYyts2iN8Cz1Z0CjBtnTuDGAd/R6k+/L14tkTQFIXmb1OrLFgOY1ZlDHhHiwNYEzXZX6cTyHys/wfrw1xibXjaugM68gm3L+bCUSEqCxQjwPF1QU8JGzijAQ4Qrsd/m4CgEiEmchQEQCxAWISD+uxv72hbOMPBSAiJPxHqUI4nVfBPGFtgt1R15cS0V2BywkdkQyeF33ldsZCEpWLTknASQnVI1dsmstuxiYsGWkY4vJILNWqCsigME/vGl7zFu3mMT7hoBICiJov+PjJgFBCDxQaE955SgBEa3WL9vcHx8/HFPpPVsAJKUikGPjwntuR2abkuI4WbGcAFS2BiQTZZt0LudEod6pYr/nc9qJrLwYcAhkcVZZuXZGB1z53VGvwNWtTPXjfPdhf1aCCgCkVLW75P7E+1OrsGcp4K5YwdNcD7QiiEVZJvzqUyWb2kNHHhf3Y8U8nGwBBKjyZNpWV3zqVxKJM1yVUvWWrEQpWIr308xYQEcPN8vA91iTlQPUSxYUBjByPAciOAtWqNjut6XsWUkxQ3JHE8VSgMaiiauth62S0veo6QPYGYiwRYSByD2+mOHlimxaQB/E/vjSzXNvc9GPi4PDb3aO/wut2z7rA9m/1t2FlyWLluKiJW5jklWLidP6CiARQHHSxZm02NqxIkAi4xhMtF0TLB1JumDqK0c116seWMRzlUCBxmdIDGb6rFkm6lHKXKVl5WKrhokzR+vv4Zy1h5UisgQFNyo+zW1BQlEB7+cvBuvnPzf11hyNf8lScg4BySEBkTsOgAgdEgBRyGAGJjPNNNNMM80000wzzTTTeaADB1hvPWCiuihJw/gKd/5gnSUl6Z+M5zk9O20lZ2zlX1kF1wsB0uqa6nKU3+eYBy1lcq4eTMmypMmazsnWB/mHZFT45Nz4ktikY8XaoMo6Ppe21Vyakm3TH2+Qt4ikwe+ed6Url+ai1Z9jng8Hsi9NF/0PAJ2h1XLFDUxcrCQNsFhW+rTAnh/iWhhLCmBfjFhIgN4qctysJ1tIRBaxkHQLJ0suza/rJ6l+4wyCeiC7c896du22rW1w3VtPbnbHEY8QO+JJXLQWdO/EYiKxImuqFdKAgts7SvWbcdly7SY63sEkVpQ+7a+4qsW/oiR1b2jnfbdNYkiA/H6YgOTIxG8wqel/lRVILZheqPExay1ZZCZZNbRA8j2RoeufyDE8h/BNlMFxl56nMtk+rA2Vc5w7S8kZKJOHYG3YqYxMB67AZ8nOFpMzJQNs/tQGhbP/QLCLi8ZZU5xL8ReqKAQWVHBV8zGrTQCtzKGp4CUA1B83SVvfoAALrX9tP0WRTvgwP5s520UeiEwFHnrRQo0v90/BmHZewltcvTRXLLWdjquZswiQ5MBVMpYeq2UCZjygCK5d3gVLMjj5/T6YPgY+Mp6rr2sB7MO4kRIQEbrPFzmU7cPL666/ByKP+nEPZLJpAS6IHUAIZH967cDC6xTILvTC6l5/Tm2oO3Kr88DDa8gcOyKuWg29tUJWLX89ZV9cs+S6rgcAY0jrlgFJPo5k3TVqpfUkVsTzFsBiwr1lVy524ULUj+uUyDOUjvfdI14auCEecjkzgfRD2XtGJDN7hPlt4n2V8M+5kyFP2jeQZJ9M2vjhSdTKuCeqcuEqjWHa8vhkleQUr9lOlPw7CYCkn+HDoEOTl+iggQmgK//hgyJKVxKfwIzSO7lpzIeaxUt2Q78C4KhQuJM4DFKsVYtIwcowNudQNjWOI8ODz1uLMSlZBJKYiiaWhecRWYNymzmnAAQWyvlXnkNiAVH6J0p/UPaRPx4BlFjm0Bd5q4TIkMaaaEAjvp5q8ULEfJZNNwAYcdC7/P5SIEJpfGXbxfsyl1hgpIjh2lst+qKHcUrfsQD2EhARC8gjPmbk7sZZOMbS+gI9ELnRuf7P+gDolztnOZHUvgI2OJD9pdVlL9cJbvjChxJbIteeY0fEYrKkpTKppn47xJbE2bUaDw60qu0CRDTLyRBMlILYtQrtWswJf1w56B3ULU3tS/0GMuoWE24oWUzG57aL/ERVi0yBd7mr61jgyTEqyTaeV5Mn2udVvMpvpvqJLMow8aM8RUGrPW+FzqNlZGcK9Q5l3ruSf47B12nRbDE5IzJmRGlGhZXCb4ccWGELii/xtEEhi3mlMrCSO94vHK4Yp1oRVKsDAQlF2c9WbB+MSwPZbf74mIwl2aRd4ZPwU0FWWY5EWV8o2aGamDdbQDQAolc65y2y44bWuKSWh99vRdGjc1KzZ1X26+fJA5ccoOHsWLwir2XPEstG2CeAEc7V/yYFiEgwdx/AHtcWCbVGRqwiGhCRrFqPedeth3x6YE7rK9m0blgHRF5o3b5k1HqldUDjtda5X1337a2/ExzI/oYPZG+MxZvehUvOW67Dbe+aFVy0BFCQxZSrrPN+4wPx1errZBnRapTE1dXz1oWkQjv1Tyu7j1s3WGHvuJ1AAzAI1k7mYN680mVonNtVvzPSP6AuaqffWNjLgSoGEEzcfFqKX06cEsCYKFthXUznmxmnqgtvIUCytdJ/CABkn9fxwAEJAG8aPmshtqODBSYzzTTTTDPNNNNMM800U0+zxeSMKbEUKKtKuvtQv2K9dbregotSKkuBXYU8yVxN4TjJVJvyeGqQfbZtxLoS91dkUKY2iTXDWxA0q9DgGUmDzdniEcukWT40q0TCP8iY55dYNQbpd5knWy5APvtcG2RBqXe5uGFw7aKUvjw+KYI4KHI4/D+ihubUqq438bgjSv8rsRFa9fU3F86lSSwkV46cFSLnriUWEokZucu7al31FpJ3lCwkPmbkhdbJ8pVWUvs6y4jUHhGXrZvdBb+NA9nf8O5aHD+yNG2wiIjFQlzapODhily1gHXEm+uQtOSqxZaPllL9agHtyfihmxQds1ScMLFKkIWa3aG0GBLmlyzRjlheqlypMrJox7nie7DMNPmBVQuaZxW/UWtByFl1tO/NllaJbVIg79pSch4sJOfJRWu2jJw/2ru73J7psIFJ7uor7jxs9h+N71DcojhAXAU71L/kZpX2z7cHskZ3EyPFOu03/oIfc4/L84vnGQaFpnEWCs/wTx5gaFmnehnyspTiOrLnowA7jUftcdWlSznXJLPW2Jwkaw8k6mTgKurcT9rbjo5TsP2y6QZ1RGjJppM+EozOQeux65aQuGwJ0BFgIjEm3cLNLkBEXLtKcSMPL69vDERe9EBE6o283rmYEYkdEeX+Fe+yJTL3AMUBDwEiIT7EX5OQSWuxCucjJNnJesARx4ZIli2hvrZIX6F9SKaLf7dcoLGj7FvrkaKIHJyuZunyvDmAnOuQaAHnxeKEI2CitjAiAw3Dld9LirhQrT6tuJRFQowBg1GeccdihfjivJXnvgea6sKVFfFOBCQ7kmkvt/wcAxCj/QbOM1moMXGHQocNTDDBylGwUkSKNHUqAQ+WJa2Crsky/hYtgYRhn9BXWaErx4jQ9SlZN5TjuaxcJYW6aGWoteZwO/Vvgr6TglItba+Were3LpQACeJzVZR/dUuFB+PzifvKHVpSTAgHkGuWEDmeABTE/ThFb9g3XV9pnW3JXh8+IotJH7Tus2lRTIkAlQBE/D2TeAxR7hmISEpfLW7k6uJGEYhI4cOX/PYZX139je6K21+9zY9z/Z+9fX80h1RjFzqhIodyfQWYyLUQYLLuFsEyItSYOAh9zZXY6XeaVm7PWxtaypzFVoY0bgS0n1oj2GIiwEOSNAjokXcGW1yY9Krtpf1+W5pD4yEfelbqk6rpvGU8I69faR+xBHCsjEqBV6FfiUrzWZrImsH/JIwWF1MCWXJ9pp5LTf99AZIZiNTRvpX7HfI/ZIuDwWHLD7wFgMlMM80000wzzTTTTDPNNAOTM6WomJ/ax0Y9kniH4E4wZb4ae3FeziqqsJzoVoTKuVVXpPyAxBpBlhk+XiNbOVPV+LbnG++n8RssR7/Kl1hKlLS9bAEpWUYWStyLmg5Y6nuQjLlzTtL4Smpen/LVUDtbPOQ4u2hxfEhDlhGJc5DjaarfduDKFacFbvzKf1/o0FkVOFZELCNHNragXCAXL7GQHHlZ2EIicSNjmbXqLSTOJUsKHzZ++VzqjdzlCypKzRFJ7XujjWNHTrwrl1hMJJ5GrCISTyK1Rk66ZZK+V+45W0LEcrKwsaVKy6IltCZ+qftVnk/elSvfh7NjSb0dLfuWWuSQLZ0DS4jvQPsxxe5ReR5quuDChz6texKJpFgbcowGWzUzGPHWeOyLSvNnxyjflaI1onCdFKpSzM6hpeSsLCQHYRk5j5ap80qzK9fZUo27U36c29qojZTBwthaF6PQrvRjvqXA9OHHM3G1EoVYUd43rcKuy6iDhJKSXXJl02Wg/UGAeM18zcDd4P9v7/tjJUvO6k5193tvfuz88OyOvd61wUYsEWAFIixDEilADMRBBOcPIBARDDhYIEz+SBSBZSQiCBIJSiISCGGFLCACjCMEtpIFYxBIKGKJnUAgdoCsjWHX49md3dmZnZ3Zea+7b+WPqlO36qv6um73637v9U4dabffvbduVd3bPd117vnO99VCtob6OoiaL6YW8rUotEueMxbV1WXoFkmBDMEiaSLBmI1GxfN3xul5nU0JCUkFyciO6UKa371QGDElR8FLIkK3ZFpf+jRoaifBYH9a9fVTxrV7yHtKFqX41YjIXesIBkO1SEQYqkUi8tzUERYSkVCN3X+rMkSL4Wv7XVp9vfP1TWbCyB6qsNtR8IYQI/+PvyckPt0vzevCJKWFZBGScEgilBf+K4dNlUO59DZuG4OgFjOstM+3rU5Asj5EO6VP9Wt0yZ+lhfM5hPF7JQwdzwLLsZPVob71Q35ClnwvjpqQrLSEOQlE5B4iIFtFXOyWzbeArSYmqS9EW9TyL4UsROcPVRfkD2XNfF2veJ6eL+eWbZeySlXOyRQROXflfEJmutK8GGHhU1hI17w6ci5ShYDYr11jjRwE8+3cqPVKpO9lrPQ1pCBifHwslBGpOsj6HvF+zSPCtt0oJShZnRGU5yg9KFnmLNF/TETidnvjWVh8k3CMROavUOhwnBY+pIldekV4/NzopaSfByc3XD/GHX8oVF8f7htZlYhQOXphdjq5f32Rw3my3XmSth+M6mmxxOAXIUGJih0GU3v4LnEv/HRJQrEzlsQDyRg0wwdfEkkEiyCijLpiEqsrSNqgkpVLM81LaOZ3WbVdQ1xgUTN0V8mSctzKP9iffMhlRfvCHMP5oa/FY1fnqikvsl12vnav/Ksp7BMYSiiq7SvnLdX+qMZWcJREZG0L1E0sdDe8eD7R5GvDaOmCjxHLpNOVP3Zhf+GJTz2N73KfVp00pPuHEhTYBYv8UXF33peyoO5/YCX5kmRL6bewqJApd+U5QS1QlA+5yM/Ol2FlCmnoFROPWa6Y1EiOVmRQjq21z14F2ZDhVlQ3xqbLyJI0xI/84lOGWmXhVUJBoRLSExWm7vWEQ4RRkWwE43rItDWLQrKocLg+GZol0/ieEyFZF8aOYOwa1zdDsy6Obyfbr/Vk4YKvvr5XyaR1vXP9xWSkRkSe920lEeH9uO3T+p6duPYkIlSFmMKXZGrWpZmx+N7LcKxplHErFDBUHgCENMCF0CogJxAyM5bWjtAKDy4qSKgpJNW+xX7ZDpBz0AiPdn7eVkUWNpV2Ir8nawimd7XBkE44F7F/GC8b0H/tnqw+nvKzkfct5rKyUrLthOTlREQ2tLjfiCqwpUQkw5Zfx1YTk4aGhoaGhoaGhoYGuAfXTTE5Xsj0trV2mRqShHIp6kDoo7yt+TeGhlfpc1ba2bxNH+qhjBV2LL42I5UlpR/tGks1QuQrn1ZqikYtJGtZlUOaxflv1uyPeuVDCeXSaoLUlBEZ+kXVog9TE0qJEl4Vh2Nl+0R6X5rYe49JOa0vx9JCwHaEIjIRRQ/ZjsrAqUlvXGdIFpUTKiH0YTBUix6SS5MXk+3LkxcAAOeplPgQrocmbqxeIbkvmVOt1ghT/MYGdqmQ0LxOheS2N6/viNAs1iG5S7O6V0buztxxhqlRzdgH27l70Nn0fs9DKFea+reDCSrKxH9qqYxIs7oV+wnteEiYIEO5lLCfOGSrBGtN9sRdGuizB/6VkC0NWihXptrKS7EF9WSgQlSFYvivn1fetjY6dsRPP414vwLCfEzaMN63tLlmze2WOHfTSsnST/RXGO/QqkFTRl52MGjE5PgQEYmFzVRSINst6kPZXzmukQVtjnmYVXk8dKZAFOSiPD2nXwSlBzQfhgZ5TdJrYaPzhxK7GgGRXh3dF5JcWk5QxH57Zp7tq9VU0UKyQniV/0aYKtcyEaFaExFWJX0gcdiVDPvqq6G70Q/MOJmD7JtEYjwwRGtvkmbE6glNalyP/SLMQCVDtAia1ukdCdmzvGn9sg/ZepU33p8LRORs0k8gItaRimfnbhxWX2cxQ4Zr7fjQsJiMSCJC87qswM77lhERFkKcp8SDPpsDUa+EoVyhirtiZJ/Ne6ISiAZfBLmXdUxq5vYu/FPyRKUSykVombOyoohxG6UPrdJ7LUSrX7UvSWhKi2aN3JR7CAdCuzAVjaml5+Xj2OL+cl8ck/e18rs31ENyWFijd76xMdPNaghXYR5Dw8NWxeCF9LYSkXuIgIQ5xQ8KtgHbNNcCtpeYeGhEY+h58S/HcCP90L7T82RxLY1cqISEkFWI4zHVufu+w9PFtG/NiyOJR1AbsjkLQmTyTFNyeaApGzkJKF/LUMVEXkvoZ7fLSY6mgChqg1RGpFeE91MzuWf9i5S9QUmBjTwiKanpxBiTyPMRz7Wvsj5P2sn7E5QQr3pQ/Zh1qReF5OOlyU7YPjVyi+sLPisWq6sTMo0vq64/MHbnnTG7fq5pNqqp96i82Ln+rvkV8ZWZU0LuWjeHT00d8aBa9OnpRQC9UhP7RiQR6T0ibg4H3WIiMl2QTcvdLxY9TD0kUjGRpCAmGZ1YlEqCoW0T/HTmhRORbisGdQnV1xHtG2xir/Rd298fd6/99+yCfmJz+aI+5R+V7/4sTfBg70lZoUJBgco9Hkv+6Mk5yjG1dssSo1JfYlv+TJlsrOFDDMVGFr6r9L/EPFae87qudY33bNP3f6vmuklYwGjS9pZga4mJAZLwK7Vd+M4tL1bjxXCmgCgLX2Lok/4SCcq3SipOungttZXHqB704VLlhXdN8eh/7MvXot33mERohMGK4/WaIMLkLYiODIPK1AzlPo4nXX6Okh1raJ8kB9OufJ9lRfRgVFdUjlBJfTTP9zEUK9QXEQRkTBO7VzgqSggVmZA5ayIyZzHky7cLYVk7fVgWw5IuemJC0zqzZ73GZ8+6qGTPIvatIy63fBatp72KcM0rIretIw9XPfFQicg0rb4eh2dJIhKUj7GoJ+L3k2gEIjJPs2zNunJI1myUHpeQ5wWCYkd9Fi3V6O2JCUO7/PGMiIjzOps+qMhN8LK97DefR51AlBfhQ8zqxX6U8zTCY2B1g7x/za5ACQvLjmvbcr/mgi9ds7KoV7GsUrJs/7KdKY2pXf/AOQw8vopSsuwYNbysiMg2Leq3kLQeNTZ1PcaYHwXw9wAcAPg4gG+z1t7wx94F4O0A5gD+ibX2g37/WwD8GIAxgJ+21v5IbZxKDqeGhoaGhoaGhoaGhm2A6fT/DokPAXiDtfavAvgzAO8CAGPM5wH4RgCfD+AtAP6jMWZsjBkD+AkAfxfA5wH4Jt92IbZWMQGcaiBDivI26bMwrb0xfd2NbiDd1Ezd+XH44+Wxs3Fr6sSk/3TlqXF5pKxCyLz6WihW3r+Yi6IcxJ97TY2Yz9M6Dka0r3pP/Kv0a8jXsehfGn5H4y6r1aGZ3MdiW4ZmyWvO1Qxf5duk164a2k06r8mo6xURKiciFIuhQlRG+GQ/FDUcGKIVUvpO7vrtNBxLVluP/SL0ilzyismDXrW5zzh1Qkvry/oiN/3rlblTMW550/qNzp333Cw1vUuF5Nlpelym+I19I5lCIiuw+xCuLFSLIVwyze88Nbdz/06kgMSwNlUQZU2ROJQrT7UrQ7vKygfRqzBpWE4YXVFK5Hjqg+/YY1LY57bdq/w+lMf1QozLhYBlKX7jzZKBO+6r8uRfXsvSnu9aGJYt/H3cT3UXjS8lp3XPdajiUmin/pyfEKVkpafbJ0Ah2ZjKsMHP+bGHxh0VNjRfa+1vRJuPA/g6//dbAbzXWrsP4M+NMU8AeJM/9oS19hMAYIx5r2/7sUXjbDUxKUH70VsUwlXra0jb+HgeopUu+ocuvLW5Y6xnEJMkaWhGsBBmFW5geQ5cuGeG8xAOVBgrjJFenyQktVc512xOMmSs0t94nHtMZI0PSRwmSqiXJCCsps4FYGZyF+dLf0ioJTLu/SIM0Yr3AUAXCEi6f8+HEPW1RbxZXQnRIrjIn+648y/5cCyGS/XkwxGTXX/ND01u4bLv674RQ6ZOJX1r9UWueAJx214AADznQ7budK6fAzc+Cg8AACAASURBVOu+qp6fnfX9ujFlqNat6ank2mQmrdg3UiMis6ieCBCFZgnDuawlIquxyxCtAL8piUwXtQ9ZtJTvnqF1S6q1PzqU28t2CuEp9ql8XUo/xqoZsFY5buUfta5Cu/J3uxqGtuLiNSVP8nXgqr+2WB+wmF/Yb9y+9pYtSQpM5f4tu7Astt8UITmJRGRNC9SNkJANLZ7XOtdtIyQAnMfkSEb6dgC/5P9+GI6oEE/5fQDwpNj/xbWOt5qYxCpHrZq69FxIVcRAX7Rn40bjx2PxR0X6Nvp2mqKivIpxQ3/j3FvTqxL++jqTnhOIQ/qksOYdkQZ2K65ZU0zifoYazGvKB3+YpYFc3q9AFkxKzkbiW2Y87vIsWKKtVDZ6RaNCQKwwpgfjeZoJKxARQ1LhCYlov2O63iMyTj0iBMfifqbu5XbJrA4AzE029tdGwhEyZfkUvme9kZ1FDh/ySkrvFzmdeUVoWr9jfcV1JXvW1dmF5LxbnSMqJBTETamAeM8I7/ttr7RoKX1j30iViNiUiMiihlNmz1KIyEyk9OVxfh7VKupR6t5wrkIIJHHQTO4aUaHXJN9fXnFKRaEfv65k1Lb7/Vo/8kCZAKn+kUWEhn2F34t0/9Lg+TJYunIt2fno583FhvrrtO5F1DL91YhejbAd1psittdBSI5VGTkmIrJNi/ptIktHCQPUzO8PGGM+Em0/aq19NJxvzG8CeLBw3rutte/3bd4NYAbg56NhJSzKdpHqXd5qYtLQ0NDQ0NDQ0NDQ4FAhbc9aa9+oHbTWfsXCvo15G4CvAfBma8MjnKcAvDZq9hoAV/zf2n4VW01M4qxcqsck/FFuF2e30tL3yr40RYQt6r6N9DwZ4qRlzArtx7EakR7TxpSKhgzFkopIP9fyPZHqRynURMuWJec0NCRLnidT7cr+pAdF+kEmo64euhXS9pa9IVRG+HS894Z4RQW+tgiVEeEzkBm0JiKDFvfvjWeZRyRTTMaub4YxMQ0uPSMyRIspfcchm5cb6/LYKSQM0XqVV1Au+8/dOaXIIdBn06JX5FrIpuVCsJjW9y99fZFTPlvX014x4RzueCVk36ZfUVRI5v5BzO2Z22a4GoscylS/pXCtWqhWlmVLhGrlaX7FNo9DqBBSvV2gcqieD0Ccm7aT52kKSlARFJVBFljUkHhMBodksb04r6LW1LJ2LR5TXO/QuQahQ8jjYTOde5Zad/DTd5P/LdSG5euZDBy81myJ8ReqU0m7Qc0O93R83UrJpua8yjWeBIVkQyrDRhQR4mWgjKiwgCgftjb4DFvfC+BLrbV3okMfAPALxph/C+AhAI8A+B9w35CPGGNeD+BTcAb5f1gbZ6uJyTLQFtaI9stFOsQ52v5aDZBauFTuOSn3H5vI5fUMTV08CvvFcdEe4l7IVL+jUXlu8QJGq9GhXVctJCvrV9QSkQSFZF57X0ej3mMSCIj0gAjCQkgCwhsbaoiwiJ5fIZKAdKIoojSq7wmfCBfcu6NZICJn6BHxhEOGqDFEizVFSFQueK+IFqLFlL4P+ZS+l3yI1p6hXyStLUK/yEs+TOtGN8MVTxxudef9qwu9omk9pPU9cKb1CxP33XbT1xchMWGRwn1RpPAlH6rF7bzooSAi87TWSExGMiJiyyFYJCLSz5F5SAKBEecLYiOXbFkYVlzHhCmGx2looJYuWCMyGVERY0sCohEhrTJ6SkzKc1BrdojzJKpG8wVhUPFxW9inhlTZ8uF8cpXjNWhkq7CwDxGtK46R79fa1/rjhPpdgayIC1n74jK7T+lmNt4S4x85IVnm3pwEAgJsZEF/oglIION6lOKJxObu6Y8D2APwIW9NeNxa+53W2o8aY94HZ2qfAfhua10ctzHmnQA+CJcu+D3W2o/WBtlqYmKgL/YJrZK5porE+7QMVbJvjfQs69/Q2mfHRzbqI50DF+lTcVzzgGjEw1SIhza3XqUoeEiUsfuMWIuVj3DNmv9DaS8zbxE74y43n8tsWKZ8bqaA+MOBgLC9P0wCQpBa9gTEJOeTTDBj1JnRQSAitydu8U8FhN6QkC1r4hQOLpBJPOgdITl4aHwLQK6ETLC4tsidzr3KIocHdoxrc0dIpn4xT9P6s1PXhoUVWeiQc6ESQvIlq6eTANLMzoxkUhGRRQ+DT6TgG5FEpBNEJKsrIr0j/r5IH4hsL4kHP6d9eyTH4zXx0Gxbmi+jZn7vyVBh8V7AQrJRIRq6UTwlCTXvydL1UopjlvdnRXSXXWRWCE0vtCxBFoaSpEV9JMcrRE62U94nY01dtfEI3/3KtWT7rdifzU05fwUclpCcJCJyEgnIRokHsN5F+KbnehSw2FiBRWvtZy849sMAfriw/zEAjy0zzqGIiTHmkwBuwRVUmVlr32iMuQTn1H8dgE8C+AZr7fPG0asfA/DVAO4A+FZr7f/y/bwNwPf7bv+ltfZn62O7H/g8Ta5sl/7YLSIDMiRL9qFty0W7HINkoTPp+forkn5yxcRm868qJmKuGvkJ16SQBE3dKBEfaTrvCYRrw8W+NLlnBMO/kCzJ8KtAYBQVoyc4qb45GXWR+Vxm35oXXwmpgHDOkoCMRMpegovSYFQX2yQhXODfN94PaXvv32UollM2ds3M9+nGYnX1Hb//4si1e5Xv8+JAJUSm8H3ak4LnOllt/RIAF5b17Ox80hfnf3N+OtnWsmdJckDCMfcfGplJa3/mCclupehhITxLjqURD6mgyNdSNi33imQ7EBSkyFLxRmREkh89REuMUTGGh8W7smpQK8SX1AcxzuBQLm3M7EB5rrpJXplbfLhCULK+THq8nhls8eEqLPI5KipPCHU95AK7hjBM3I+qYg3sdMmwv8EY0H7jhGQDc156DhsYU8PGCMgmycLLgYgUsHEyuGGso8Dil1trvzAy03wfgN+y1j4C4Lf8NuAKrDzi/3sHgJ8EAE9kfgAuhdibAPyAMeYVa5hXQ0NDQ0NDQ0NDwz0BA2yywOKRYBOhXG8F8GX+758F8DtwZpm3Avg57+J/3Bhz0Rjzat/2Q9ba6wBgjPkQXOXIX1w8jF1ofl++joeuJshzc9P74r61NMB52txyv1khwlGnhmKNR+VzqS7w6e9IGM2lByV4SEQ/oF9ECaOKr7kWoiZDtbJig/LaxjLsap5sZyFioHG9fK92xvOsfsjuKO2zT9ubKiZDlZGRf3JPJYSGdJq3z4VwrC5pxzAt4sLkTgjJYsjWg5MbAJDtf9iHbF0a0QzP4oa5WR3IQ7Sud24uTOk7td4n4rdvefWDiP0iN8UxgiZ1fuPItL4MySKoeDCki6FvBwzZ8t6bA1H0cC5UjEwFiVQSrc6IXhsESd+L0vy67XK/WQZZxWAepwuue0fKx+UY8jV812TKiHa+3K+Pu6zHJO9AaV9TShY9LayoD9U51NopSox6mpxP4TzjP1ebD4lZXgXKkiesqpwMhegvuyeHUUoOq5AsMYel2q0yhzWMtfY5aDjBiogWeniiYe3GQrmOCoclJhbAbxj36/ZTPhfyq6y1nwYAa+2njTGv9G0fRl5o5eEF+6uIF7+lY6XtfAHdH9eIRy20KrQTMeQhrnZgmJW6gAfH9+OO9AxiWiYxLVOVFopFEiB9IDOQ2MgwLNb54IInLx7IECHNG5J7T9KQrDAnERq2I8KpuF/G9EtysTua99XUQ3astEo6CUgnwvuGEpCJSQ3oUxE2xf0kFXveg3HRZ8wKxQwnL+LiKM2i9WDIluW2terqhDSr3/LFDWWI1tT7QmTmLBrZX5yfSub83PRsmNedeVp3hCARIQGkKV16RAh6RUg8CJICnicN7H0oVzmTVimUS3o7MvO6QkSyTFgiK1fWL2M5BTNZlJVLD9lKx7aCBIXf02poV5k8LBuOVQrlqmbPkqQmXFR5Tj2JUshX+EMhKouuadUFtbrIFcRHzKGeUSs+p/K67Byz7SVD7+Lzh54q5qwSCnl8jYv8jRGSDRCR4w7R2ggJ3tRaeQP9bnso1FYRqQIOS0z+prX2iicfHzLG/MmCtqWvMLtgf96BMe+ACwPDzuXzfl95QU6IotYLDeb5E/7yuRrx0NrJdMBqJfLIOL6oXUyutD6044F4ZCQgzYAliUkgNkh9Ilr/JVVnLDwlkoAExUQQmmAsFyl1JfEhYSFp4FN0nhcIDM3i43kgEiQgfEIvCxzKAneSgIzgFveymjoLCMpihoQ0qtMczpS9xP3j2wWPyK6fa9kjQiXklveIXPf3kWZ1zkUqIbz/z0zdvzGqN0zhK43qVEPujPdD1iyJkCVrzOxZO8l+Lv5J8KQnhJ+VQDx8auTpAkUE0ElC7N+Y28WKiZYJi5CKSf389N7Ec0r2W5OrMBpRSbvUiUU2B/1JfbxfS+lbzsaldDVw8a+fL+aueVIWoJ//4jn0Jwzbv7aCjBG0VM56HyuOXe1XvvIHzRYIxXJzXlWFWGbhuC2EZKXF8EkiIFtEPIitJyAlWMDMt/vCDkVMrLVX/OszxphfgfOIPG2MebVXS14N4BnfXCvA8hT60C/u/x1lvEcBPAoAZx95tY1Jh/aVrIVFlQiLJA5qSJVCPGqEY2TSys8aUTHZefn+2piE7CO+3vh4uCbfTEvBG4iNzGIlVIqxsVnIFRfrQwmJVEB2J2l7WTU9hGjRyD5OSVdQR6KUvBORnndPpOmVtUIIqYBwTpKA7HkDOmuGEEH18Eb1kb+z51lV3afsveBT/p4yEzUUS1ZXv9m57Su+Svpt6wgGzepPHtzvr8GFgFEJYcrekDlr6ra5cCdpy2qJRGFZ+yIka+SvU6bxpdIh0/gS0pjOtMuyCnuvmNDAXl7AZxm27CicK/saSkSyECxFrdCqrUNpxw46u4RyoY4NZb94oh+OQxxH8bg2fnXfgjkPrX1R7S8jDV5xia+1uuhUFtiZElKes4iQ0/tXx+2Ph6/uNfOOwfVQ5DwqBDTBmsnSsqFbxYWncs7LmYicaAJykolHINyHnsrRYtvmK7Cy+d0Yc9YYc45/A/gqAP8HrtDK23yztwF4v//7AwC+xTh8CYCbPuTrgwC+yhjzCm96/yq/r6GhoaGhoaGhoaFhIExn1f+2AYdRTF4F4Fd8kZUJgF+w1v66MebDAN5njHk7gL8E8PW+/WNwqYKfgEsX/G0AYK29boz5IQAf9u1+kEb4GmKPieY1yZSC6Nz4tRzK5V5ljLOmcNTGGFpYUG7L8Kxx5DEZizCmcZhzev3SA6JVWeejgYn0mEhFJEvV61URz3Un465wbpdcl6wdwirnMiSr80/JZXtZNZ0IRQtFKBfVD6okp8azoIxQAZmN6RVx+6mA7Jg0na1URqZeKZDKiC/8jgd3nFF9xxvyqUpoRvVSLZE+RMtdR6iu7se+5kOyqHCwpgjDyYinp67KOosbMkRLpvSlMsL7TjUkK3IYVVvfF54Qzj+uuO62RVpfPyYluU6GckFWZ/fnzcsqh1RISul0tVCrXjlBsa+sT0A5Xt7Pd1QzsiM6LvuQyofmd1HN6xgGLU1w3q4U0qWco3k/xHnZ/mzQYUpMPte+M9OV7+fKGBoitoz6ET5Yh51bZXvV86yJpKGyApedG17Ln4XMW1K7j8tgU0rJJhSS41ZGTrLCInCi1aBjwtYpPAIrExNr7ScAfEFh/3MA3lzYbwF8t9LXewC8Z6kJGLcwkov5vk9T3K8W/UO8iE+PQTtHkIOZSePhZUiSljFLtteySAXyEREVGS7G175uS9qHDMWqEY8QXiWIh5aVaxRVUA+hWqLmR1bMsBKS1fntvUkabiWrphMkNOzvlCcfp1kp3fd3dnKQ1Q1heBKJgzSnE6sSkAs+nO3MQKM6a4ncsdOCR8QRCYZiXfWEg2PemJ/x92fsp+ium8UNCRIOmTmLtUV4j0JtERK+UASxry0is2uFpAlRxXUgN62HUC7Wq5ShWv49mwlPiZZZqycZDAlL28fGcklENOLBV+k3ykK5Kj6QWg2S4iJfbIfj2R8CCjlYhmiUz1fGGwCNgGTH1Q7WMCdtgRzmsPj40hmsYl/Gwvnk+5jiM3zN1Rbth4W4tCzELiZXGnlZlfxoU1ryWk3hPg7u8ziIyBL9HmqMNYy5kT4WYCOL7C1fuC+CsdgaZUTDdld+L6gcElnhwAX+EU0R4UJEPunXlJOMSChjSp8GjedaPzER6p++lufMH1bp25CV2zXioV1jTDziuctq6654YUo8uqDWpPs15UMWNSQR2ROZs1g1nU/ZZdHCU+OU0JBk7E8mQfmgwZv3k4t7aU4nJAHZ9X0+NHHV1C/55kMJiEzZe8On7L3iycVdezrziHCOVESkEkLPCIkJr5vFDWWVdRKRiayq7l9nIVMW/SJujnG1dekVIdGYClN78JAIgiHB9mPLzG6pUqD5PdSUvnzAa02diGgKiaZSBLXHnyeedNeKIJYyZNWUi6Ekp6akaNvaOP1+/xr+J/Yt6lsSOnXRXlnUZ+0XbFdI0bKL0qySPMnEmha3cV/q/amOUVGuhs4p3Dsb5iXfGtmFNuVNkYIhHpQjG7uGFT4DK2Nd69Q1rnc3/lR/Df0nCt4WrfXvafP7ccLAkZL+yX96vONiXp6nqRERyeEPAFPidj4TUJahilmmfN95muGeSMSvUs2QqXyprGgm+HH0LzojCCQ5IpvRsoqHrC0iiceuqIguw652xnkqXgQlw23vkZj4V6l8SOM5lQ+OFTJgiR9a7ifO7zjSQRLCMK0OJlRPP+dfeS5T5L7SEw2a0+sKCDNblRfaJCB3QziWu/arPmzqxvyCn5s7/+rMbcfEiASE10PiQSWEZJOhWDzO+0kCsh8Uj5SA7HF/yIDVE494/+4oVSsOukkgLxJS2ZBpfElajbJ4nwsCEzJpCUWE0MlET4i08CaN9MjjQ8eSNUhqYVlJvxoRkGRGIUHyvKHG5WzBXUNpsauRnGpfSkNJKmT3tTlH+2UoV962ooisCnXu4trihVCHzWLgQl2GWbnQuMK8CxCRwtkYg/cr2AghWXVsDQPaHTsB2QbiscE197aHQAHYOhJVwtYSk4aGhoaGhoaGhoYGYntM7hq2mpgYLAjNQqpKZCl8xXlxWFgX2mJhH5qJvVZ/JNT6EGFY1qYKiRZONR51QcXp26SqjB525lWKcernkIpIqBliyoqInGPmBxnPstCrUcWMvjdKn7bTmE6cmaS+D/pCCFlNndifpMZ0qh47Zo77vfLBgoZURlhN/UG/f6g3JIypKCPXvHH8OW9MJ2hUv905lWPXpxm+5v0kgO4RodrAEC3eH5rUpRJFTwiVk5koZtjXFkmrrwc/iE2N67EaIpULfthnwrQuTerSY0IE/4dQG/twqbrJvXi80EbzhNQUkVKaX7cfol3STEfUYJH/JDklG7M8Vs2/UatBEg5LxSZpPFApkUqACO3SJ8nj/N5c3Dxuz7by6X/NlK2a1TPFoBIqtgwYdsv7JOYQ1MVNP+ZV79UiFWKN92FBP8ehlKwzTG9Qf2sY49DnFXBPKCLLKscnBYcxAZ4AbDUxicOvsqxcA0lDvH8cQo7cSzC1z9P6IwxF0ooaZhXPu9TUzt8XubgPUxfekn68vn0IB2Mb9uUD3Xf3pv7cNDQrzFHUGMlCsYRRPYRjhcKDqbGd5IMhOrvjeeiTrzLbFkOqgidEeEW0kCwSkvtCxqy5H9udRwIyDqFk7vhlH5Z1buTCtjqMcMkTkwfHjoicM/XsWDEkAbnlCcjTCgG50bn+rs9cBi1pVGeGrDN+Pjej8CzeP5rUpZcmricC5ISCn78D4RnpQ7R85ixPCEMo10SEbIkih7HvQxIB/lvSvCFqTRCUz5N1SmQBQi2LVWlcbexSocO07+Rwv50RlcWkolokMdqnZtnSxpZ9iYVi3WCukIQKMVq4T5xrxDXIgrZ6P+xAthNzFr8J8TUbSYqyQSuHB5OhJfuP3qcQ/tSlh5bu06Nat2ToWkYQw+TP2mJfIyzi/HX5NYaY4E80ETlmArJW8rHhtfI2zXWjsM1jcmwwxhcaREoO5KIiS7XLLEEhgxb8q1WVC+kBkdsq2RFzC3PpZPpbb/ImIRKEh4pCnPqX85dV0MOif4dqRLo/KB7CcF4jHtKIvisM5buZ4XzaZ88SpnOa0amIcHFOUPng4pxKQa98pL6QA18JnVXYpTEdk+fd/mBMd+OfG41xyrhzNQIizelDFRCNgLC6OlPzklyRgJBMUAWhT2SMPpkAlQ6+8j2N0/a6vlJlg59HEoswln/PZArfXNXwConIpBUXQwwKBxVL/29JekxCRixhhocwwWsek95wvhzBIeJFqub5kB4RDdoiXyc4ZTJVJC4L5p1sK8RFz8pVnHKVROXt+Ud9TvnJ5b7W/bAvEJ94Z7fkHAtr8WT7sJ6UBfPIul63CqEu6qUaxP39tvZerewN0ea45HmHISTrIiKbNMMf6pwI27CY34gys93r9jq2/Pq2lpg0NDQ0NDQ0NDQ0NPQw3aYzZmwWW01M4hS/Jton2wB6Wt04bW44V9QTCX2JsCkZaiWVFJkmdyLi5GV/jLnWMmKFUKjxPDxp1sbanaSKh/SA7I4HKiJCGSGYIUs7fnZykBUv5NzOMSQreEX2k+sjLo1vAyiFZL0AIPeFMGXvq3x41v1j198Z47NSeX/IjjkFCS1t7y2/v8+aVVZGrs3cfnpT6BV5duo8Ikzh++LcjX1zdjrph+FXVEGoGnF7bCx24e5x8IIExSMtWhg8IsI7wvc4KB5C+chqi9hUKeH7t8gvwja50lFWIbTwKULLZKUpJNWaIdH5NYVkaOpdVfnI5lZuL681fkReO6dvOKzvw6oRmrqT7isPooZkadtyv+xe84PI9kkbt1ML5ZIKUDX8SZmr7n0oh5lJGGv6cygiLivKaPfhsE9T43skrjdPCZ1uZt4e0U49Ls+v9a8cX6rvgecNPn9gP2s7B2tUGzbwBH4rPCrhc7k9EoSxtoVyHReYLliGUxGyzof0mEifyMjYvhgcU+qK0K28dgdreoyzvtKxfDu/QO5GJjl/Irwt0nieeUzMPPTV+zVSYnFqIozl0gMiwqz4yjm/JFLzSiM6F8WnSS6EH+Ts+CDsk1XSL+64xTYX61zMyz5IQE4Zn953chMAgi/ksj/vok9bu+fDsvY88dB8IXEF9TueiNz0q9Gr3utx2xMOpu2lB4SvDM2SBGQ6ce8LvSIyhe8dH/p12x8n2erDs9Kq6gzLikkbvSCymCEJyVQhFoFgiBAtWftD2y/JRmlbhmqNPDnsBOmx4lxJOAhpfu9CumCNiKT9LPJ1aKFatTCm4emDIea2mHwV96skSZw71PtRaR+aqeeX+1tMVCqDZPuV8zJCIm5wZY7JxWjkZiiUMKelz9dWZ9GiX52iRthWJCJqIUU5THLvhr4HyqCD57b4vIXHt4mILPk5OknEY+OpdjfR/3av33VsEZEqYWuJCZCqHFqNkKzCufCYxAb0sPD3/WuG8diEHr+OBRGRhEMqJlLtoGIiiyLSiB4rJgddqoTsaMUIszojbuxTQhGRxON0qJaeqh4Ejc88LjNhTXfGgXhQ2eCTeql8nB+l55KIUPm46O/DGU8Aa76QMAfrCylSBfHbN/x9vjI7hwN7FkBPQJ7xWbDuWkcQmB2L3pDrM9ee11YlIN6ozvtHZeTFme9fKXLI95NkIybeVECmombIdJ4SkJmigMy7shIyF0qI5gvJiY0bf25HWZtAXhRlQ1NMQga7bHEP0U+6jdCufDwmI0MVEdW/IkiR+gRfzF1XWtLXuI3so7otFs5aXZJa/7X9xbZDD2RzNOV2y/Y34JyspSRsy85FzmnwNejjhH/y8uutokwt6+3JCEmtfbxffN7kk2Wt56UzZWlzWYEQrTr2uk3wy7Q/9KJ/TevUbfCkrLN/I58ubQMsgKaYHA8MqHKk2aPkQicnF769X6Txi3MEG/XhSU1QKvo2cZ+TSMEA8tS7knBIcrAbTOGe2Ix74hH3z3YkPlM7woRpa0UVdM7x9CTNeCVDrQLxUBQPEg+eJ43oBPeXMmGxavpFH5JFMzpJwINjR0wukdyYVPnYMVQVlKJ9ijGdmbGu+8X+1SjlLgBM4fr71PRSMMxz3jSrs5o6r48hWC/MTiXtJQHRqqmTkByIoob5q0zZ61cltifEJAxsy8/dNCMigqBUlBB5PFuQk8AoC/k40xXbjHlMITdqEUP/qqUH1rJMVVMAR+01gpCRHGDxttLeivC1oVm6+u34+lDEqov5VbNyqedZLP2kfugih2OGlPDVBWJFURnQhUowsr4PSaa0exa/91pb2RU/V/LGrkz0lHZx+uKBi/zBIVwC2nnLEJJjJyKbJCAniXBsAdGQ2KYQrWWw7ddVftTc0NDQ0NDQ0NDQ0LBFsEDX6f8dAsaYHzXG/Ikx5o+MMb9ijLno97/OGPOSMeYP/X//KTrni4wxf2yMecIY8++N0RLD99hexcT7S+IUug5MA2z9ln8VnhLpMZmM5mFfZxarLUyl29f6cE+mGRa2GwoG0lvixuATatYaoVJC1YOhOcH/MS77P06PDe6Od5K2VDymXl04MznwbcuKCFPvaqFYBL0U0ojOGiT0h9D3wTCs6eQF3D9y51xmet9QpDA1o49Ag/fikCy+Sl/INR9mdaO76PvzaoZ1KsaTB/f7a3TzYEjZs9NzmbGeaXypmITihV4xYfpevidUQm770KyzE3c/qIDcFX4QKiEhZe883U/VYir8HgBwYEShwy79rM/mZYVkLhQUqhlx36X9fOYiiybKlMBEZ02h7ohv25X7ttG5MTjisuFVuQrSh27J/Usb5weqDTXfR98OSbvieVl4mNhWanVor5kCkk1qQDhUdGLSb1A0hqkt6lPvmjqkTWmZh4QDL3PtYVGrQOtyxYeiNS9JPk75fXOKnsn3Leq7opzIMSSWDd0q9jO074HnDT4+FZ7TxAAAHMNJREFUdJxD9L2WsdY4/sb7KmCtakFF0TuRsFjyy3ApfAjAu6y1M2PMvwLwLgDf64993Fr7hYVzfhLAOwA8DuAxAG8B8GuLBtlaYgK4ECrp86DM3Ps4RJgVyUcwrvfnh8xWfiHGRT9DCDJCotT82BHtRp6ITEep+ViGYTEk7PYo9R9IYgL05nRZBX3qF5/MfHUfCwcK4sFFJetoyFAsEg8SjcyIzlojnphcHnk/SeQHGeoFqYVk3fSE7VOzNCMW5/Dc3IVf0ZhOskRy8emDC+7e7KQhYTfnp/vaKv56GZpFEzpDvbLQrLEMzRon2/sKIdkXoVvSqN4XP5z5/f2cSWilF6SvFWKS/TJES4ZqyYWerBGiVk1fsH9otixtzIDgMZGhXHKhDbGdEhGiFD6lzUkLtdKO12p81NovGkfrg99Jqnck+yPd7o8vnrv0EBxqUcFzRTRUf1wQmkXG8EVzURfDZsAcKn1rOOz9kedHi/6ls3EJDCZLQ0O5uFiD/jnLQrCUOQwlA4ciJMsSkeMiICt8dk6E92RDa+CNhiNtE9FYAZvKymWt/Y1o83EAX7dwHsa8GsB5a+3v+e2fA/D38XIlJsZ7QnqfR2o0lx4TmdlKpvCdmC4rMkifhSx0KD0fobK2KGYoPSXdOF0YSuLB/WeD2uHJhycdXESPsYsDr3iQeHBhLTNfnVOIB/uiipApHt6Hcda4setGdD0TFomHZka/NVD5+NT0FckceS0kJCxSyMxY+56Y3PD7pc/m9mwvvKckdC/N07S9PM7tu3NRxHA+SfbLzFhURiQBoVG9JyIpeZCqCNAnbJCEIygmWhFDhZBIJUR6STQiklVfj+YjxwyFTwcWQuzCQqTcXiMeWhHEIT6SZYlD3YA+TJ3QMoolDZU+jHZ8yUWVOvclYW2+SKqlNjaF9yKZoyQPga/wvpGcVeZsZUfqOjk/p3BusrksOZJQ1RCTCVDhlIo6Yfjvt0bsanMT44Xt8PCvREAW9zE4HXCNkAxRRkS7TRGRTWTnOnbCscZ17cb9Dhvovvi52xYyYwHMj6SOybcD+KVo+/XGmD8A8AKA77fW/i6AhwE8FbV5yu9biO0lJsaTiRBOlRrN+YUvVYygmIgK6HujWZ5S1z+53xmxzTy0BfIUxbviuFwIE1wQUu2Q7fhUncepapBM7Jh5qHMhU+4ybIcm9Qe80nG/N6LTgD71+8/5jFglxcO1Z9jV4hS8RBx2tU/lwxOT637xfnXuFAwSD5KgG/Oz/jVVPg6sux/PTM8n94PXyDArmRmLigkzYJ0dO4LD922/m2ThSPtdqmzsBeLgiYQIvZoKojEVyse0KxOQgyxzVrmq+jwmJqM0FCtb1NfS/IrtPDVvSngytUILE/Ln26Qt0nM65VzRXgubyvqrhAtV1YzCGFrlcU21kGNmP1zRAi6e61DykKYLTvuorlzE/cmzdVWe8GsLyAHjq3PNtpXz1I7lqyQ0S6gWmpFeWfBa5bg6x6HIxjP5sYFCkkRWuX1ZzqmxN6p2nYV4tlEnFllfQ+dSbr90GuFFYx4xATnKkK4TTTQ2uOBfF8HbqlAu2NqX6QPGmI9E249aax/lhjHmNwE8WDjv3dba9/s27wYwA/Dz/tinAXyGtfY5Y8wXAfhVY8zno/ytU72bW0tMGhoaGhoaGhoaGhoiLDa5P2utfaN20Fr7FYtONsa8DcDXAHiztY4BWWv3Aez7v/+nMebjAD4HTiF5TXT6awBcqU1/a4mJC+WaZz4PCaoRE2FED+FU415x2VUUDi31LhUM4tRkce0PgmqNDMMigk8khGG5cCvW1DgYTbJaIFQXqIhw//0sRkgDur/+ZUKx0rmlRnSqIre9KhL7QTqR9I3FCJ+cXnJz8WqNDMl6nrVCaFb3pJvV0vnkP/hCunLKXr7Hd7xi8tLEvcbhWTKcaV9US8+9IWVl5EAUMQwm9syQLmuEKH4Q+kSiSupjWdgwzN17T+ap2b1WQ2QuQsGk38OK8wlNsSmdS2gqjVZlnSm7tQKBmmph5baitMTmd/0a0m15XN9O55rtV9oV51NRb2qompFXhbjfSbG9JfvItg8dWiPnVhhDhIWtOtahCy0qMHHoyOC8ymxf2T/wMyHVj6xZNMesa+2+KE+gVaVlHUrJkgrJulSeI0n9e8jP2yaM4uvGRtSKrVJAloQLXdhI18aYt8CZ3b/UWnsn2n8ZwHVr7dwY81kAHgHwCWvtdWPMLWPMlwD4fQDfAuA/1MbZYmLiQqu4CKUfRILhWbLWCMH9p8dTNfTq7M6+b5MazXdEn2dFBixpOO89Im4hKcOwZDsayxmGRW8FAMx33Bc/a4Fc5Jg+89WeJxg98XCL+sMSj1t+8fq0N5zftcyslfpBrk4vhPtCQtWb0Z2HZLpzy98P144hWSQgzKjGxTl9Hrx/vS9kJ3ndl+FXIjyL/c3sCN3cJGPJkK2pJ5nBG6IQkHnmDZEZsMbJ8bC451xkP4Xq6t3IFNuQ/y1ahMf7Ca1eR7WdQnRcHZO0TXjtOPfFi372OTwrl+hHWez2hCW+DvlaDrXSiEepz7ShslsJsyoSGu26tCEGhm6ppEudY9pvPeFj1Bm7CotYLURIzFm9gZXxlEVr8t4b/djCMQ4L+T5qNUesziOq90kjKEOPa8SGh8MXRex1Sl+r3hCFgAwmJEsSFXVf6dxK++p5S/azctsCDk001vi531j40wZJxco+pBMFC3TlB/VrwI8D2APwIZ/193Fr7XcC+FsAftAYMwMwB/Cd1trr/pzvAvAzAE7Dmd4XGt+BLSYmI2OdL8Q/NZ/KYFePXaFuZCpHlJJXKhxcAN/niQkJScnzAQAvecM5CYdUBGTRPk3toP+DxvPLPlXvOf+k/4wxOJWl3F2c+Yo4LPHg9jWfIYvkgOoF/SBPTy+EfXyPghl9ejo5h6SAqXg15SMQExIepMUMZWre4O9gal6hThzMxyH5QZ4dS6mirhCQqXKcikmsfAB6VfW5OB4b16mE1LJjSbN7lrpXLKxl8ULpE8nIA8kFUpRS8HbZglioL0K1yRbGYtsqY/ft0mvKlIV4v6q+yDnYZL9cuakKipJBLJ90eTsusKi3HaacEEunih2K0hNqba5DTdlDz6vObYl7tKwCki2kl3s/BvV92C5r74M2Z+1tMtEfGUsvf74y87uARkg0wjGIiIj921Vo8XgJxjapFEcy120iJhYbU0ystZ+t7P9lAL+sHPsIgDcsM87WEpOGhoaGhoaGhoaGhgiHLKR43NhaYmJgsTfqw6+YpYpP0/nkWWa+GovCircn7un8ufHdTDE55X0Yd3adN4GeByomsefD9en6vjxxIUrnRvSGzP0c06dJtTAsZsTaMbv+Na3DEUOm5K15QK56RWTqFQ5NEeG2zJD17PQcgLweChWUF+d7fXaxsdtHxYiKyB3v+YizZLnjbj9D54g+RW9X3C9T+HJuMvyKcUIzOw6Zk2ZmWGiW9IxwDFlbpO+nHKqVKSKin0xhsSZSPtI+ZU2LoaFXHIuqkXz4SSwTyqV6PbSsXGIsTX1QlRftuNJvHJKkhYnJR9RUiPq+ZN8YBM27koWhxf0p9y1XcbRBxbb8vVrnE/4atLCpcLyiLMl2y4Z6xah0EZoNvL9UotaW5rWklg09NwvFSi9WS0im9aeqHF3eZmholhqytapSUlNihrYpYV2KSRhviRNW/DydxMKKG89stc7+RV/GHl64PDJYC8w3Fsp1JNhaYjIyFqfH0z4cyH/qXxK/vNJgPhJ1PF6a7Ph2d7PQKy7CCabevehrguyKsLADXz+DhvNLvr9zfuF31hOOPe/7INEYGoZF8jHDPBCPu6IWyM2OKXnPF3roicYzIhRLEg8a0Ekm9n2leZIrhl1NbUqWuH17vhf8OySNXEgz5Io1Q3ozOosWMvQqvf8MyZqYdL8M2ZpKn4dI0Ut01mAGej/8vSWxEGl7A3EIC2ERujVXUvOqBMQk48RzSsZN/BvlRb3m0yDmSvhTp/STh0HZZLtmGi+2kQRCjim2Vb+HDI9KZliY06I5hn2yjXsNPopa6ItGmjISMHSSC34COzm22KyFIon9mlF/cDjWornWCIQ2VoW4qCl8a+eXjqmLVYUkZQuWzYTGGVtfyA0lGLWUx4PDq8QBMzcDiMfi+1gjMttRx2Tok4lhzVyfw9sedqyNjB9jiwjJws/Ipq9jndh07ZgNY2uJyRgdzo3vBv8CX3eMWzBzAUi/hyzKV1I5pMJBvNITkste4ZCE45RfwdD3QcIxNNOVpnZMvefkjjcy3fJf8tfnp/CMrwUi58rMV1d8MULel6DuKIrH/iglHjSgS3JAkJiE6uMi29n+fIK5V4D6AoBlM7r0d8gihvSgcHvX35+RLFoofSGSPHTpXGfdqP9bFC+UCki+X1E+BLHQTO5SQaHqMe/Scfj1Mo+LF2o+Dg9tMa5l3VL9GOL83nMCtX2uoqTn5LVX/GdkbJN2cux+UVUmLOFwtnAvE52ixyS7jykhM+IznmWmEjAKiVIN+qX7LxaVS//eiL6NvD/K/Voa0bxUT83ABWCWVUsbq0JghoxrJGnPFtrK/agRv2WxgFxlU+CxijJSHUvbr3Uj/pnEiklN+dBeSd43mpVLaXNowjHwvV5qkb/i5+e4iczG+oqwUcVl4EOA7YA9qgKLG8P2EhPT4cL4Tl/xnClkTZpZSxrMmQGKC/BX+grql8cvrJ1wELHSASBTO+74L8AbfuF9deZIAwsPBlN8VIjwytRltrrkjfHSYP/szIVq7fn7QcM9FY2bvsp6WHCLrGZMwUsyMBExi1Q3uEBnkoFZpHZoCQm4KKcZnfcxFC2kWd1vU1EJxQnnVJpssj8Pv0rJAfdPosVaODZKCUipqrkbQxxHuX0gKkrVdblfZqGSKXptQTHhGCwAyif8suo6oaXqDdtK2FCfutck7fq59f3JBXQWclVRPHKyJPrpxLYyjqa4pAtoFBHeE5NetxFjFLoUHcmxlWtWVJC4wKLaR41I1BZjA8nCSr/L6tw1VqkoTUtCKgQZ+QDqoVxywaxh6JP7ZVF670PnA99z5RoHF42sfLaGhHL1Umh5/8qhXxD7UT5eujaVcKxrcboJwrJk32s7T2CbTPHA+gjbVhETC1jbiElDQ0NDQ0NDQ0NDw3GjKSbHgx0zx4M7N5PaHgBwYPkU3odojZ0RnQbzM6w5QoN5eB2vTQmZ+v0yBe/1zvX/nBKGRf/H1ak7Tm8G1R6qQne6PVzdd23gIqqCEhQUER+KRUN/MILTAzJLQ95kfRcqJUzROxFz5X6qECwqOY3DqGyakICQxQWpcWWpeqm4+H9jfeHAVBnRfBm8hqw2yChVO+JzZFFCmc5XS4crlYC52J+l8O3SdvLelEK8tLG0uiNGHM/T/vLaUvN7qXBicr4ybmkMCY7Zby8ZOlQNO5M7xGZ872x6jhrSxe/4UbodviYyFcMfH3ptC55gZx6GTm+bzoHqQ3q+/1rs3zseX/ZtOMzT3hALJN8c8SrG6j0/Wv/Lh5AZ7fd7qHpTC39aFuHf7oC+Vn2C3w2bbLg38rPBt2+We0mMyEVuhDKibdcUkuVN77E0qrUp7z9q5WSVz8xJCt3apnolq87VxOEAJx3Wtqxcx4VdM8Nn7TyLcz5U6aya0YphP8MKDALDCccd/2V83RcG1HwfJEusbP70zLXTw7DO+Xn4ECdvPCfudLu4MXV93TfZ99fn/tVwsU3iId9hWZRwKkKxYo9I/LrrPTkkGQeywnkI4Ur3A8A+0pCsuMBhPGaY4zwtcjiaTJN2MiSLPhDpvZDhV5LYxONKAqIt5qVPI6sBIrNrydAvQS54rWbs7g2/+2Q4lrWmj4IQ9UgktDApGYY2FLVK50POIYKnZOQ/r/P03+PCuiNAFMqlDVyeayAf0UK9SkTG+Tnxthkx1EuZi/ht0NtJ8hBty8V8za9SgZlLouO3xwN/dbVooqI/ZrW5FUOvFs2ltn9RRwp5DAvnyhTCXEcrrlo2sEDUIsD60LbKHAaSrNEUKZFCRNolEZGv/ImUoWDa3EI7hcxy6oNCufJ9Wttlji+96F2i/UkhItsUyrWWqvbbGMoFwLasXOuBL3X/Y3DLgZ+21v7IovanjcHn7uxgBOd1GGowX+T3uOs/yDXCIVPr3vGG8yenlwD0aYXHYmVy0xOTZw5cRqzxrhuPBnyShuc96SBIXAJR6Sa4OXVze2DPzUHGxZN47IzSavMscnjbe0QydUF4Jw6EYX3i53Jnlp7fqx191XXpvzjlr0cu0vu+Uy8Js3ft+iKYWuFAoicL9JakPg+ZYSs+X01TK4vp8RqQLpjld+DBzHtWRLaucP48JU1hEcz7OU+JSZyVaz4XY2MYqpmsKmqEvIZS/zUSw+sekaR25X+36jXJOSoLEfV4adEvu5DXEMjTPN2ezBf2k5EApf+FC+ls/rKv8tha++GZwhQitAq090KC96vysG9otqp+fDGPuK38/ZZP4ofeX7Pk/dIIXnR8UylfVZVIoJZ4bXLX4kC8t6N5uh2IiJfFeb+lctJ7TsrsquoxGUA2jr3A4tD+DtF3P8aaPjzboKwQm5zrOv89bhrWtlCudcAYMwbwEwC+EsBTAD5sjPmAtfZj6jkw2DHjakaraVA33Kfqll9o3/Bk4trcZa/aMbPMGH/LG8T/4uABAMArJk7hOOUrspOQTEWmq2lHdcGNzXCqW57ovDBzrxcmjsBQ7SAxoRpCkhHCpKIMUTcP0qxZXNyf9mPJTFUTk6bSJbHgYv3Czl3EmIoq6VNRA+Sl2U4yRxn6FJ97x5OgXa8KSGLBvs5OfF9ChZHozy8TFZkBS1ZTj5EtnGUNC0H4tLlIBeVgNin2T8znTDPsr3FnlrSnkrLH/fGYQrXJ54SFxw+NQygm85knXH5RPz/w78lZnrfilIYufhNiolyHfIrOOZ7221N/fE+MLZAteiWUcKuF5Kly7/On5Wl7zwfBqZE82cnx/+qOpvU2g7DEPRvNlAMDiUmmRhz/bayi+rlkO6qTvH3iNo7vIlc0SED8uXxP+doTE5u0W7fpfVj9Eu3JRHm3OraGE0hYDjWmhg2lpj3OLFwSg0IrTxKa+X0teBOAJ6y1nwAAY8x7AbwVgEpMGhoaGhoaGhoaGhocrLUtlGtNeBjAk9H2UwC+eNEJUzvHp2cvgg/Zrvmn8k/OXDjVjn90I83xV2cX/fnuifQ17+f4kxdfjb9x4QkAvdLBmiB/fOthAMAXnHdT3DfuCf+nD1yI1xlfofyWV0KCEuDn9NDeDQB97Q/6P6igMMyKc/rj514NAPjsi8+6fiY7yXEA+POn7wcAPHL+muvbKyAj/+Tz7oym9ZQ50wNy68DNgSrC/ikqJKkBXaYL5rVded5d+/3nbiftWIOks6b3nXj14MzkIBmT59zad3Nh2BnDoO5MXV/ndnwaYfouRD2SYG6fp+mEQ5V23x/Pj4+HJ51eUeoVi1HSRxhL7Gefndh/+xknAYzOus9fVjBx6tvPRKV4hnj5J9nTnX4/1RWeG/w93C9UGG+7Cn3a4IlIw894rZ24j7KyfPC2zNNws6D+jEfZ/IOCxifzB+697Hbdv8+dq+5zOz9/149h0rHEfeET/uBN4TZVBrFtxRx5fD43sPN0rBBFIvaPX/RzOefncNff79PzpD3E3II6IY6H+89/mnwyTY+FP6+bj6Lr5TGem/YZKsSH6xZ9+f2TaXp8xO0djin6F3OT6k4XXVsIceOjTnF94Vw+NZ+n79GF/+e2X3g90mvzCJ55eS/Ee2vE/aYqMu/6OfC+TG57hTOEIPGctJ0WDhbmYlIFIIQmcY68NdKvlF0T2+X7INrGhQ6TdiHMND2OuQ8dnhpxngwt5Hm+N6GYxKZ4eX8mXnj30cwYzdyBnTvudbzvX6d+jBDixftnxTbS/Tb9bJmsuBJEu/4xdx82xgwQWIg+rEy8mvR+hvbScOzbWf9qppo8F4F9+GLNZt/9flim8+ccxn4tME/fJONDeGR7M/Pt/Ks97X5zzUvOo4pd9wVg/W8t58rt+Z993A17/yUw64c5537jZp/4pDv2uY+kc77l1gbGz8Xe5yJB+J7ZUXpf7F0/F77XZ9z6yPq59Z9Lvn/+Wu+4D505S0kb/T3x96V72q2TzK77vTHn70vu2+wvnkzGGD/yWcl9mb7iNEaz7VEhrGZA3RIYuyEZbqlJGPP1AP6OtfYf++1/BOBN1trvEe3eAeAdfvOvAPjTI51ow0nHAwCePe5JNJxItM9GQwntc9GgoX02GmJ8prX28nFPogZjzK/DfXY1PGutfctRzWcVnBTF5CkAr422XwPgimxkrX0UwKNHNamG7YIx5iPW2jce9zwaTh7aZ6OhhPa5aNDQPhsN24iTTjqGYFjBjs3jwwAeMca83hizC+AbAXzgmOfU0NDQ0NDQ0NDQ0HBEOBGKibV2Zox5J4APwiVOfY+19qPHPK2GhoaGhoaGhoaGhiPCiSAmAGCtfQzAY8c9j4atRgvza9DQPhsNJbTPRYOG9tloaDgGnAjze0NDQ0NDQ0NDQ0PDvY2T4jFpaGhoaGhoaGhoaLiH0YhJw9bBGPMWY8yfGmOeMMZ8X+H4PzXGfMwY80fGmN8yxnzmccyz4ehR+2xE7b7OGGONMS3rzj2AIZ8LY8w3+O+NjxpjfuGo59hwPBjwe/IZxpjfNsb8gf9N+erjmGdDw72CFsrVsFUwrhLinwH4Srg00x8G8E3W2o9Fbb4cwO9ba+8YY74LwJdZa//BsUy44cgw5LPh250D8N8A7AJ4p7X2I0c914ajw8DvjEcAvA/A37bWPm+MeaW19pljmXDDkWHgZ+NRAH9grf1JY8znAXjMWvu645hvQ8O9gKaYNGwb3gTgCWvtJ6y1BwDeC+CtcQNr7W9ba+/4zcfh6uI0vPxR/Wx4/BCAfw3g7lFOruHYMORz8R0AfsJa+zwANFJyz2DIZ8MCOO//voBCjbWGhob1oRGThm3DwwCejLaf8vs0vB3Ar210Rg0nBdXPhjHmrwF4rbX2vx7lxBqOFUO+Mz4HwOcYY/67MeZxY8zWFylrGIQhn41/AeCbjTFPwWUO/Z6jmVpDw72JE5MuuKFhIExhXzEe0RjzzQDeCOBLNzqjhpOChZ8NY8wIwL8D8K1HNaGGE4Eh3xkTAI8A+DI4hfV3jTFvsNbe2PDcGo4XQz4b3wTgZ6y1/8YY89cB/Gf/2eg2P72GhnsPTTFp2DY8BeC10fZrUJDWjTFfAeDdAL7WWrt/RHNrOF7UPhvnALwBwO8YYz4J4EsAfKAZ4F/2GPKd8RSA91trp9baPwfwp3BEpeHljSGfjbfD+Y9grf09AKcAPHAks2touAfRiEnDtuHDAB4xxrzeGLML4BsBfCBu4MN1fgqOlLRY8XsHCz8b1tqb1toHrLWv8+bVx+E+I838/vJG9TsDwK8C+HIAMMY8ABfa9YkjnWXDcWDIZ+MvAbwZAIwxnwtHTK4d6SwbGu4hNGLSsFWw1s4AvBPABwH8XwDvs9Z+1Bjzg8aYr/XNfhTAfQD+izHmD40x8oem4WWIgZ+NhnsMAz8XHwTwnDHmYwB+G8A/t9Y+dzwzbjgqDPxs/DMA32GM+d8AfhHAt9qWzrShYWNo6YIbGhoaGhoaGhoaGo4dTTFpaGhoaGhoaGhoaDh2NGLS0NDQ0NDQ0NDQ0HDsaMSkoaGhoaGhoaGhoeHY0YhJQ0NDQ0NDQ0NDQ8OxoxGThoaGhoaGhoaGhoZjRyMmDQ0NDQ0NDQ0NDQ3HjkZMGhoaGhoaGhoaGhqOHY2YNDQ0NDQ0NDQ0NDQcO/4/02zpplHBQj4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"specgram(scipy.signal.resample(sweep, P) * 30, Fs=P)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## scipy.signal.resample_poly"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal._upfirdn import upfirdn as sp_upfirdn\n",
"from scipy.signal import resample_poly as sp_resample_poly, firwin as sp_firwin\n",
"import torch.nn.functional as F"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The filter scipy uses is very large:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((960001,), dtype('float64'))"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# From sp_resample_poly: Design a linear-phase low-pass FIR filter\n",
"max_rate = max(P, Q)\n",
"f_c = 1. / max_rate # cutoff of FIR filter (rel. to Nyquist)\n",
"half_len = 10 * max_rate # reasonable cutoff for our sinc-like function\n",
"orig_wfilt = sp_firwin(2 * half_len + 1, f_c, window=('kaiser', 5.0))\n",
"orig_wfilt.shape, orig_wfilt.dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So We'll use this modified FIR filter instead of the scipy default. Not only is it much smaller, but it's also apparently betterthan the original."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# From http://signalsprocessed.blogspot.com/2017/05/resampling-in-python-electric-bugaloo.html\n",
"def resample_poly_filter(up, down, beta=5.0, L=16001, window=('kaiser', 5.0)):\n",
" \n",
" # *** this block STOLEN FROM scipy.signal.resample_poly ***\n",
" # Determine our up and down factors\n",
" # Use a rational approximation to save computation time on really long\n",
" # signals\n",
" g_ = math.gcd(up, down)\n",
" up //= g_\n",
" down //= g_\n",
" max_rate = max(up, down)\n",
"\n",
" sfact = np.sqrt(1+(beta/np.pi)**2)\n",
" \n",
" # generate first filter attempt: with 6dB attenuation at f_c.\n",
" filt = sp_firwin(L, 1/max_rate, window=window)\n",
" \n",
" N_FFT = 2**19\n",
" NBINS = N_FFT/2+1\n",
" paddedfilt = np.zeros(N_FFT)\n",
" paddedfilt[:L] = filt\n",
" ffilt = np.fft.rfft(paddedfilt)\n",
" \n",
" # now find the minimum between f_c and f_c+sqrt(1+(beta/pi)^2)/L\n",
" bot = int(np.floor(NBINS/max_rate))\n",
" top = int(np.ceil(NBINS*(1/max_rate + 2*sfact/L)))\n",
" firstnull = (np.argmin(np.abs(ffilt[bot:top])) + bot)/NBINS\n",
" \n",
" # generate the proper shifted filter\n",
" filt2 = sp_firwin(L, -firstnull+2/max_rate, window=window)\n",
" \n",
" return filt2\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65537,)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wfilt = resample_poly_filter(P, Q, L=2**16+1)\n",
"wfilt.shape"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([65537]), torch.float32)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wfilt_t = torch.tensor(wfilt, dtype=torch.float32)\n",
"wfilt_t.shape, wfilt_t.dtype"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"to_t = lambda a: torch.tensor(a, dtype=torch.float32)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The heart of scipy's `poly_resample` is the `upfirdn` method in `scipy.signal._upfirdn`, with the cython implmentation in `scipy.signal._upfirdn_apply` doing the actual work. The `resample_poly` method creates the FIR filter if you pass a window function (which we won't do, passing in our own filter instead), and does some trimming of the results of `upfirdn`, I gather this is needed to make the FIR work correctly across various input lengths and up/down ratios. Here we copy those setup bits bits and create a `resample_poly` that will use an `upfirdn` function we provide so we can test various implementations. We also copy over the `scipy.signal._upfirdn_apply._out_len` method (converting from cython) which we'll need."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def ufd_out_len(n_h, n_in, up, down):\n",
" nt = n_in + (n_h + (-n_h % up)) // up - 1\n",
" nt *= up\n",
" need = nt // down\n",
" if nt % down > 0: need += 1\n",
" return need\n",
"\n",
"# Preprocessing from scipy's resample_poly\n",
"def resample_poly_pre(x, up, down, filt):\n",
" g_ = math.gcd(up, down)\n",
" up //= g_\n",
" down //= g_\n",
" if up == down == 1:\n",
" return x\n",
" n_x = x.shape[-1]\n",
" n_out = n_x * up\n",
" n_out = n_out // down + bool(n_out % down)\n",
" \n",
" if filt.ndimension() != 1: raise ValueError(\"Filter should be a 1d tensor\")\n",
" n_filt = len(filt)\n",
" half_len = (n_filt-1) // 2\n",
" h = filt * up\n",
" \n",
" # Zero-pad filter to put output samples at center\n",
" n_pre_pad = (down - half_len % down)\n",
" n_post_pad = 0\n",
" n_pre_remove = (half_len + n_pre_pad) // down\n",
" # We should rarely need to do this given our filter lengths...\n",
" while ufd_out_len(n_filt + n_pre_pad + n_post_pad, n_x, up, down) < n_out + n_pre_remove:\n",
" n_post_pad += 1\n",
" h = F.pad(h, (n_pre_pad, n_post_pad))\n",
" n_pre_remove_end = n_pre_remove + n_out\n",
" remove = slice(n_pre_remove,n_pre_remove_end)\n",
" return h,x,up,down,remove\n",
"\n",
"# And a resample_poly that takes an upfirdn to use.\n",
"def resample_poly(x, up, down, filt, upfirdn_func):\n",
" h,x,up,down,remove = resample_poly_pre(x, up, down, filt)\n",
" y = upfirdn_func(h, x, up, down)\n",
" return y[...,remove]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"L = 4\n",
"tst1 = np.arange(1,9)\n",
"cf1 = np.arange(4,8)\n",
"tst1_t = torch.tensor(tst1, dtype=torch.float32)\n",
"cf1_t = torch.tensor(cf1, dtype=torch.float32)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Zero-stuffing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Out first implementation of `upfirdn` will implement interpolation (the `upfir` bit) through zero-stuffing (inserting `up-1` zeros between each sample) and then filtering (i.e. convolving). If we then downsample (select every `down`-th sample) the output of this we have the full `upfirdn` function in scipy."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def upfir_zs(h, x, up): # Zero-padding version\n",
" # Zero stuff x\n",
" n_h = h.shape[0]\n",
" n_x = x.shape[-1]\n",
" x_zp = torch.zeros(n_x * up, dtype=x.dtype)\n",
" x_zp.view(-1, up)[:,0] = x\n",
"\n",
" # FIR via Conv1d\n",
" x_zp_c = x_zp[None,None,...] # Add batch and channel dimensions\n",
" h_c = h.flip(0)[None,None,...] # Reversse coefficients and add out/in channel dimensions\n",
" pad = n_h-1\n",
" y = F.conv1d(x_zp_c, h_c, padding=pad)\n",
" \n",
" n_out = ufd_out_len(n_h, n_x, up, 1)\n",
" return y[0,0,:n_out]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All good!\n"
]
}
],
"source": [
"for n_cf in range(4,9):\n",
" cf = np.arange(n_cf,n_cf*2 + 1)\n",
" for n_x in range(1, 28, 3):\n",
" x = np.arange(1, n_x+1)\n",
" for up in range(2,10):\n",
" y = sp_upfirdn(cf, x, up, 1)\n",
" y_t = upfir_zs(to_t(cf), to_t(x), up)\n",
" np.testing.assert_allclose(y, y_t.numpy(), err_msg=f'up={up}')\n",
"print('All good!')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def upfirdn_zs(h, x, up, down): # Zero-padding version\n",
" y = upfir_zs(h, x, up)\n",
" return y[::down]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All good!\n"
]
}
],
"source": [
"for n_cf in range(4,9):\n",
" cf = np.arange(n_cf,n_cf*2 + 1)\n",
" for n_x in range(1, 28, 3):\n",
" x = np.arange(1, n_x+1)\n",
" for up in range(2,10):\n",
" for down in range(1,10):\n",
" y = sp_upfirdn(cf, x, up, down)\n",
" y_t = upfirdn_zs(to_t(cf), to_t(x), up, down)\n",
" np.testing.assert_allclose(y, y_t.numpy(), err_msg=f'up={up}, down={down}, n_cf={n_cf}, n_x={n_x}')\n",
"print('All good!')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([96000]), torch.float32)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sig_t = torch.tensor(sweep, dtype=torch.float32)\n",
"sig_t.shape, sig_t.dtype"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([65569]), torch.Size([96000]), 147, 160)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h_t,x_t,up,down,_ = resample_poly_pre(sig_t, P, Q, wfilt_t)\n",
"h_t.shape, x_t.shape, up, down"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65569, 96000, 14112000)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n_h = h_t.shape[0]\n",
"n_x = x_t.shape[-1]\n",
"n_h, n_x, n_x * up\n",
"#x_zp = torch.zeros(n_x * up, dtype=x.dtype)\n",
"#x_zp.view(-1, up)[:,0] = x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This crashes pytorch, don't think it likes convolving 14M input with 65K kernel"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#upfirdn_zs(h_t, x_t, up, down)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Polyphase"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we perform polyphase interpolation. Instead of zero-stuffing we instead use the trick outlined in http://dspguru.com/dsp/faqs/multirate/interpolation/. Here we divide our `n_h` tap filter into `up` separate `n_h/up` filters, each one being a different phase. We apply each one to the entire input, and then interleave their outputs. This gives equivalent output to applying the original filter to the zero-stuffed input but with fewer computations and less memory.\n",
"\n",
"Broken down:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"up,n_h,n_x = 4,16,8\n",
"h_a = np.arange(1 ,n_h+1)*10\n",
"x_a = np.arange(n_x)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, 120, 130,\n",
" 140, 150, 160]), array([0, 1, 2, 3, 4, 5, 6, 7]))"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h_a, x_a"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((44,), array([ 0., 0., 0., 0., 10., 20., 30., 40., 70.,\n",
" 100., 130., 160., 220., 280., 340., 400., 500., 600.,\n",
" 700., 800., 780., 920., 1060., 1200., 1060., 1240., 1420.,\n",
" 1600., 1340., 1560., 1780., 2000., 1540., 1720., 1900., 2080.,\n",
" 1410., 1540., 1670., 1800., 910., 980., 1050., 1120.]))"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_a = sp_upfirdn(h_a, x_a, up, 1)\n",
"y_a.shape, y_a"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([ 10., 20., 30., 40., 50., 60., 70., 80., 90., 100., 110., 120.,\n",
" 130., 140., 150., 160.]), tensor([0., 1., 2., 3., 4., 5., 6., 7.]))"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h,x = [torch.tensor(a, dtype=torch.float32) for a in [h_a,x_a]]\n",
"h,x"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(16, 8, torch.Size([16]))"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n_h,n_x = len(h), len(x)\n",
"h_pad = F.pad(h, (0, -n_h % up)) # Pad to multiple of up\n",
"n_h, n_x, h_pad.shape"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([ 10., 20., 30., 40., 50., 60., 70., 80., 90., 100., 110., 120.,\n",
" 130., 140., 150., 160.])"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h_pad"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([1, 1, 4, 4]), 4)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n_h_pp = len(h_pad)//up\n",
"h_pp = h_pad.view(1, 1, n_h_pp, -1).transpose(0,1).flip(2)\n",
"h_pp.shape, n_h_pp"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[tensor([[[130., 90., 50., 10.]]]),\n",
" tensor([[[140., 100., 60., 20.]]]),\n",
" tensor([[[150., 110., 70., 30.]]]),\n",
" tensor([[[160., 120., 80., 40.]]])]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[h_pp[...,i] for i in range(up)]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8, 11)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#n_y_pp = ufd_out_len(n_h, n_x, up, down) # Length of a single phases output\n",
"n_y_pp = n_x + n_h_pp-1\n",
"n_x, n_y_pp"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([11, 4]), torch.Size([11]))"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_pp = torch.zeros(n_y_pp * up).view(-1,up)\n",
"y_pp.shape, y_pp[:,0].shape"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([11, 4]), tensor([[ 0., 0., 0., 0.],\n",
" [ 10., 20., 30., 40.],\n",
" [ 70., 100., 130., 160.],\n",
" [ 220., 280., 340., 400.],\n",
" [ 500., 600., 700., 800.],\n",
" [ 780., 920., 1060., 1200.],\n",
" [1060., 1240., 1420., 1600.],\n",
" [1340., 1560., 1780., 2000.],\n",
" [1540., 1720., 1900., 2080.],\n",
" [1410., 1540., 1670., 1800.],\n",
" [ 910., 980., 1050., 1120.]]))"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"for i in range(up):\n",
" y_pp[:,i] = F.conv1d(x[None,None,:], h_pp[...,i], padding=n_h_pp-1)\n",
"y_pp.shape, y_pp"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([ 0., 0., 0., 0., 10., 20., 30., 40., 70., 100.,\n",
" 130., 160., 220., 280., 340., 400., 500., 600., 700., 800.,\n",
" 780., 920., 1060., 1200., 1060., 1240., 1420., 1600., 1340., 1560.,\n",
" 1780., 2000., 1540., 1720., 1900., 2080., 1410., 1540., 1670., 1800.,\n",
" 910., 980., 1050., 1120.])"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = y_pp.view(-1)\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(y.numpy(), y_a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That code, all together:"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"def upfir_conv(h, x, up):\n",
" n_h,n_x = len(h),len(x)\n",
" h_pad = F.pad(h, (0, -n_h % up)) # Pad to multiple of up\n",
" n_h_pp = len(h_pad) // up # number of taps per phase\n",
" h_pp = h_pad.view(1, 1, n_h_pp, -1).transpose(0,1).flip(2) # Filters per phase\n",
" n_y_pp = n_x + n_h_pp-1 # Outputs per phase\n",
" y_pp = torch.zeros(n_y_pp * up).view(-1,up)\n",
" for i in range(up): # Apply phases\n",
" y_pp[:,i] = F.conv1d(x[None,None,:], h_pp[...,i], padding=n_h_pp-1)\n",
" y = y_pp.view(-1) # Interleave outputs\n",
" return y"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([44]),\n",
" tensor([ 0., 0., 0., 0., 10., 20., 30., 40., 70., 100.,\n",
" 130., 160., 220., 280., 340., 400., 500., 600., 700., 800.,\n",
" 780., 920., 1060., 1200., 1060., 1240., 1420., 1600., 1340., 1560.,\n",
" 1780., 2000., 1540., 1720., 1900., 2080., 1410., 1540., 1670., 1800.,\n",
" 910., 980., 1050., 1120.]))"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = upfir_conv(to_t(h_a), to_t(x_a), up)\n",
"y.shape, y"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(y.numpy(), y_a)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All good!\n"
]
}
],
"source": [
"for n_h in range(3, 9):\n",
" h = np.arange(1 ,n_h+1)*10\n",
" for n_x in range(2, 52, 7):\n",
" x = np.arange(n_x)\n",
" for up in range(2,10):\n",
" s = f\"up={up}, n_h={n_h}, n_x={n_x}\"\n",
" #for down in range(1,10):\n",
" y = sp_upfirdn(h, x, up, 1)\n",
" try:\n",
" y_t = upfir_conv(to_t(h), to_t(x), up) #, down)\n",
" except Exception as exc:\n",
" print(f\"{s}: Exception {exc}\")\n",
" continue\n",
" np.testing.assert_allclose(y, y_t.numpy(), err_msg=s)\n",
"print('All good!')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"def upfirdn_conv(h, x, up, down):\n",
" y = upfir_conv(h, x, up)\n",
" return y[...,::down]"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((20,), array([ 0., 0., 20., 60., 120., 240., 400., 600., 900.,\n",
" 1260., 1500., 1700., 2200., 2160., 1920., 2280., 1740., 980.,\n",
" 1120., 0.]))"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"up, down = 3,2\n",
"y_a = sp_upfirdn(h_a, x_a, up, down)\n",
"y_a.shape, y_a"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([20]),\n",
" tensor([ 0., 0., 20., 60., 120., 240., 400., 600., 900., 1260.,\n",
" 1500., 1700., 2200., 2160., 1920., 2280., 1740., 980., 1120., 0.]))"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = upfirdn_conv(to_t(h_a), to_t(x_a), up, down)\n",
"y.shape, y"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(y.numpy(), y_a)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All good!\n"
]
}
],
"source": [
"for n_h in range(3, 9):\n",
" h = np.arange(1 ,n_h+1)*10\n",
" for n_x in range(2, 52, 7):\n",
" x = np.arange(n_x)\n",
" for up in range(2,10):\n",
" s = f\"up={up}, down={down}, n_h={n_h}, n_x={n_x}\"\n",
" for down in range(1,10):\n",
" y = sp_upfirdn(h, x, up, down)\n",
" try:\n",
" y_t = upfirdn_conv(to_t(h), to_t(x), up, down)\n",
" except Exception as exc:\n",
" print(f\"{s}: Exception {exc}\")\n",
" continue\n",
" np.testing.assert_allclose(y, y_t.numpy(), err_msg=s)\n",
"print('All good!')"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([88200])\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y = resample_poly(sweep_t, P, Q, wfilt_t, upfirdn_conv)\n",
"print(y.shape)\n",
"specgram(y.numpy()*30, Fs=P)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(88200,)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y_a = sp_resample_poly(sweep, P, Q, window=wfilt)\n",
"print(y_a.shape)\n",
"specgram(y_a*30, Fs=P)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"ename": "AssertionError",
"evalue": "\nNot equal to tolerance rtol=1e-07, atol=0\n\n(mismatch 51.30612244897959%)\n x: array([ 0.012801, 0.027505, 0.041481, ..., -0.193291, 0.232561,\n -0.293211], dtype=float32)\n y: array([ 0.012801, 0.027505, 0.041481, ..., -0.193291, 0.232561,\n -0.293211])",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-60-2904afc1b2a2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# TODO: Check this is just calculation error, not bug\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtesting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massert_allclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/.conda/envs/fastai_audio-dev/lib/python3.7/site-packages/numpy/testing/_private/utils.py\u001b[0m in \u001b[0;36massert_allclose\u001b[0;34m(actual, desired, rtol, atol, equal_nan, err_msg, verbose)\u001b[0m\n\u001b[1;32m 1450\u001b[0m \u001b[0mheader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Not equal to tolerance rtol=%g, atol=%g'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mrtol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0matol\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1451\u001b[0m assert_array_compare(compare, actual, desired, err_msg=str(err_msg),\n\u001b[0;32m-> 1452\u001b[0;31m verbose=verbose, header=header, equal_nan=equal_nan)\n\u001b[0m\u001b[1;32m 1453\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1454\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.conda/envs/fastai_audio-dev/lib/python3.7/site-packages/numpy/testing/_private/utils.py\u001b[0m in \u001b[0;36massert_array_compare\u001b[0;34m(comparison, x, y, err_msg, verbose, header, precision, equal_nan, equal_inf)\u001b[0m\n\u001b[1;32m 787\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheader\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheader\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 788\u001b[0m names=('x', 'y'), precision=precision)\n\u001b[0;32m--> 789\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 790\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 791\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtraceback\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAssertionError\u001b[0m: \nNot equal to tolerance rtol=1e-07, atol=0\n\n(mismatch 51.30612244897959%)\n x: array([ 0.012801, 0.027505, 0.041481, ..., -0.193291, 0.232561,\n -0.293211], dtype=float32)\n y: array([ 0.012801, 0.027505, 0.041481, ..., -0.193291, 0.232561,\n -0.293211])"
]
}
],
"source": [
"# TODO: Check this is just calculation error, not bug\n",
"np.testing.assert_allclose(y.numpy(), y_a)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1.1749612726097425e-06, 8.254097168143291e-08)"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"diffs = np.abs(y.numpy() - y_a)\n",
"diffs.max(), diffs.mean()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1.0, 1.759182941034847e-05)"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rel_diffs = diffs / y_a\n",
"rel_diffs.max(), rel_diffs.mean()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2367 mismatching samples, 2.7%\n"
]
}
],
"source": [
"mm = (~np.isclose(y.numpy(), y_a)).sum()\n",
"print(f\"{mm} mismatching samples, {mm/len(y_a):.1%}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So those results look reasonable, looks like there might be a slight error given it's not `allclose`. But not obviously wrong in spectrogram."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### upfirdn_dot\n",
"\n",
"As can be seen in the performance section below this performs terribly. I think the issue is we are convolving our ~64K tap filter with all of the input samples. Then we discard all but `1/up` of these results when we downsample. That's `159/160` that we discard in the 48000->44100 example we used. So, instead of using torch's `conv1d`, let's do that ourselves."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"def upfirdn_dot(h, x, up, down):\n",
" n_h,n_x = len(h), len(x)\n",
" # Split filter into up phases, padding so even lengths, coefficients in each phase should be reversed\n",
" hpad = F.pad(h, (0, -n_h%up))\n",
" n_hpp = len(hpad)//up\n",
" hpp = hpad.view(n_hpp, -1).t().flip(1)\n",
" # Create padded input\n",
" xpad = F.pad(x, (n_hpp-1,n_hpp-1))\n",
" # Create output array and fill it\n",
" n_y = ufd_out_len(n_h, n_x, up, down)\n",
" y = torch.zeros(n_y, dtype=x.dtype, device=x.device)\n",
" for i_y in range(n_y):\n",
" i_x = i_y * down // up # Input idx at which to filter\n",
" i_hpp = (i_y * down) % up # Filter phase to use - i_y*down gives non-downsampled index\n",
" #print(f\"y[{i_y:>2}] = h_pp[{i_hpp}] . xpad[{i_x:>2}:{i_x+n_hpp:>2}]\")\n",
" # Apply FIR to sample by calculating dot product\n",
" y[i_y] = hpp[i_hpp,:].dot(xpad[i_x:i_x+n_hpp])\n",
" return y"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([88200])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"y = resample_poly(sweep_t, P, Q, wfilt_t, upfirdn_dot)\n",
"print(y.shape)\n",
"specgram(y.numpy()*30, Fs=P)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Performance"
]
},
{
"cell_type": "code",
"execution_count": 442,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'GeForce RTX 2070'"
]
},
"execution_count": 442,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.get_device_name('cuda:0')"
]
},
{
"cell_type": "code",
"execution_count": 444,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"model name\t: AMD Ryzen 5 2600 Six-Core Processor\n"
]
}
],
"source": [
"!cat /proc/cpuinfo | grep 'model name' | uniq"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### resample\n",
"\n",
"#### CPU (real-world)\n",
"\n",
"I tested performance of the above `resample_torch` implementation, performed on CPU, on the entire urbansound8k dataset. This is 6.7Gb containing 8732 wav files, mostly 4 seconds each, though some are shorter. It's stored on a 250Gb Samsung 970 Evo Plus NVMe. Various sample rates:\n",
"```\n",
"44100.0 5370\n",
"48000.0 2502\n",
"96000.0 610\n",
"24000.0 82\n",
"16000.0 45\n",
"22050.0 44\n",
"11025.0 39\n",
"192000.0 17\n",
"8000.0 12\n",
"11024.0 7\n",
"32000.0 4\n",
"```\n",
"\n",
"Here's the resuls. pt_resample is the implementation above, ta_load is torchaudio.load, all resample results include loading the file and resampling everything to 22050Hz. I ran `sync && echo 3 > /proc/sys/vm/drop_caches` before each to clear caches which seemed to work.\n",
"```\n",
"Processing 8732 files with 5743M samples:\n",
"ta_load: 13.9s total; mean: 1.59ms; std: 1.364ms; max: 27.7ms\n",
"sp_resample: 1694.2s total; mean: 194.03ms; std: 2015.948ms; max: 91911.7ms\n",
"sp_resample_poly: 75.4s total; mean: 8.64ms; std: 4.568ms; max: 60.4ms\n",
"sp_decimate2: 75.4s total; mean: 8.63ms; std: 4.440ms; max: 46.1ms\n",
"pt_resample: 43.7s total; mean: 5.01ms; std: 2.703ms; max: 46.2ms\n",
"```\n",
"\n",
"Note that while scipy is using one core (~90% utilisation in top), PyTorch uses all cores (~580% utilisation). So this is a fair bit slower than SciPy's `resample_poly` when adjusting for this, but obviously a whole lot faster than SciPy's `resample`.\n",
"\n",
"#### GPU (synthetic)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"48000->44100: 0.342ms +/- 0.0067ms; 7.128us/KSamp\n",
"48000->22050: 0.342ms +/- 0.0036ms; 7.125us/KSamp\n",
"44100->22050: 0.340ms +/- 0.0281ms; 7.704us/KSamp\n",
"22050->16000: 0.292ms +/- 0.0026ms; 13.239us/KSamp\n"
]
}
],
"source": [
"n_rep = 1000\n",
"for from_sr,to_sr in [(48000,44100), (48000,22050),(44100,22050),(22050,16000)]:\n",
" times = [None]*n_rep\n",
" n_from = 4*from_sr # 4 seconds\n",
" n_to = 4*to_sr\n",
" for i in range(n_rep):\n",
" sig = torch.rand(1, n_from, dtype=torch.float32, device='cpu')\n",
" start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
" start.record()\n",
" sig_g = sig.to(device='cuda:0')\n",
" y_g = resample_torch(sig_g, n_to)\n",
" done.record()\n",
" done.synchronize()\n",
" times[i] = start.elapsed_time(done)\n",
" del sig\n",
" times = np.array(times)\n",
" print(f\"{from_sr}->{to_sr}: {times.mean():>2.3f}ms +/- {times.std():>1.4f}ms; {times.mean()/from_sr*1000*1000:>2.3f}us/KSamp\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And allowing operations across items to overlap:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"48000->44100: 0.225s; 225.322us/item; 4.694us/KSamp\n",
"48000->22050: 0.225s; 224.782us/item; 4.683us/KSamp\n",
"44100->22050: 0.228s; 228.145us/item; 5.173us/KSamp\n",
"22050->16000: 0.222s; 222.457us/item; 10.089us/KSamp\n"
]
}
],
"source": [
"n_rep = 1000\n",
"for from_sr,to_sr in [(48000,44100), (48000,22050),(44100,22050),(22050,16000)]:\n",
" n_from = 4*from_sr # 4 seconds\n",
" n_to = 4*to_sr\n",
" start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
" start.record()\n",
" for i in range(n_rep):\n",
" sig_g = torch.rand(n_from, dtype=torch.float32, device='cuda:0')\n",
" y_g = resample_torch(sig_g, n_to)\n",
" done.record()\n",
" done.synchronize()\n",
" t = start.elapsed_time(done)\n",
" print(f\"{from_sr}->{to_sr}: {t/1000:.3f}s; {t/n_rep*1000:2.3f}us/item; {t/n_rep*1000/from_sr*1000:2.3f}us/KSamp\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So pretty fast."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### resample_poly - convolution\n",
"\n",
"Just synthetic tests here, so all the caveats."
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.06 s ± 5.42 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit resample_poly(sweep_t, P, Q, wfilt_t, upfirdn_conv)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([96000])"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sweep_t.shape"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"32 ms ± 47.4 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"%timeit sp_resample_poly(sweep_t, P, Q, window=wfilt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So not great on CPU, and that's with pytorch using multiple threads versus scipy which only uses one. What about GPU."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"Q,P=48000,16000\n",
"wf_t = torch.tensor(resample_poly_filter(P, Q, L=49153), dtype=torch.float32)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Copy filer: 0.875ms; Copy signal: 0.360ms; Resample: 448.299ms\n"
]
}
],
"source": [
"evts = [torch.cuda.Event(enable_timing=True) for _ in range(4)]\n",
"start,cp_filt,cp_sig,done = evts\n",
"start.record()\n",
"wfilt_g = wf_t.to(device='cuda:0')\n",
"cp_filt.wait()\n",
"cp_filt.record()\n",
"sig_g = sweep_t.to(device='cuda:0')\n",
"cp_sig.wait()\n",
"cp_sig.record()\n",
"y_g = resample_poly(sig_g, P, Q, wfilt_g, upfirdn_conv)\n",
"done.record()\n",
"done.synchronize()\n",
"cp_filt_t,cp_sig_t,rs_t = [evts[i].elapsed_time(evts[i+1]) for i in range(len(evts)-1)]\n",
"print(f\"Copy filer: {cp_filt_t:4.3f}ms; Copy signal: {cp_sig_t:4.3f}ms; Resample: {rs_t:4.3f}ms\")\n",
"del sig_g, wfilt_g"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"179.8ms +/- 9.918ms\n"
]
}
],
"source": [
"n_rep = 50\n",
"times = [None]*n_rep\n",
"wfilt_g = wf_t.to(device='cuda:0')\n",
"for i in range(n_rep):\n",
" sig = torch.rand(4*Q, dtype=torch.float32, device='cpu')\n",
" start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
" start.record()\n",
" sig_g = sig.to(device='cuda:0')\n",
" y_g = resample_poly(sig_g, P, Q, wfilt_g, upfirdn_conv)\n",
" done.record()\n",
" done.synchronize()\n",
" times[i] = start.elapsed_time(done)\n",
"times = np.array(times)\n",
"print(f\"{times.mean():3.1f}ms +/- {times.std():.3f}ms\")"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.532s; 106.418ms/item\n"
]
}
],
"source": [
"n_rep = 5\n",
"wfilt_g = wf_t.to(device='cuda:0')\n",
"start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
"start.record()\n",
"for i in range(n_rep):\n",
" sig_g = torch.rand(96000, dtype=torch.float32, device='cuda:0')\n",
" y_g = resample_poly(sig_g, P, Q, wfilt_g, upfirdn_conv)\n",
"done.record()\n",
"done.synchronize()\n",
"t = start.elapsed_time(done)\n",
"print(f\"{t/1000:.3f}s; {t/n_rep:.3f}ms/item\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, it doesn't perform very well. We might get faster than this by using some explicit parallelism through `torch.cuda.streams` (or I think multiple threads get around some stream synchronisation issues so doing this in a databunch with `num_workers>1` might help.\n",
"\n",
"Think this might be inherent to the way of implementing it. We convolve our 96000 input samples with a ~65000 sample kernel. That's a lot of FLOPs. We then throw out 159/160 samples (decimating by down), so a lot of wasted calculations. I think that scipy's `resample_poly` doesn't calculate those unneeded samples (but I'm not quite sure). We can't do this with our `torch.nn.conv1d` implementation. Note we can't use stride as we possibly could in a non-polyphase implementation as we need to stride over the interleaved results, not each phases output, and given we reduce our `up`/`down`s to minimise our `up` there is no common factor of `up` and `down`.\n",
"\n",
"On the filter:"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.260s; 52.055ms/item\n"
]
}
],
"source": [
"wf_t = torch.tensor(resample_poly_filter(P, Q, L=8001), dtype=torch.float32)\n",
"n_rep = 5\n",
"wfilt_g = wf_t.to(device='cuda:0')\n",
"start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
"start.record()\n",
"for i in range(n_rep):\n",
" sig_g = torch.rand(96000, dtype=torch.float32, device='cuda:0')\n",
" y_g = resample_poly(sig_g, P, Q, wfilt_g, upfirdn_conv)\n",
"done.record()\n",
"done.synchronize()\n",
"t = start.elapsed_time(done)\n",
"print(f\"{t/1000:.3f}s; {t/n_rep:.3f}ms/item\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A fair bit better, but still slower than convolution."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### resample_poly - dot product\n",
"\n",
"Removing the uneeded calculations:"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.27 s ± 10.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit resample_poly(sweep_t, P, Q, wfilt_t, upfirdn_dot)"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([96000])"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sweep_t.shape"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.51 s ± 180 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit sp_resample_poly(sweep, P, Q, window=wfilt)"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"wf_t = torch.tensor(resample_poly_filter(P, Q, L=1001), dtype=torch.float32)"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5272.7ms +/- 78.641ms\n"
]
}
],
"source": [
"n_rep = 5\n",
"times = [None]*n_rep\n",
"wfilt_g = wf_t.to(device='cuda:0')\n",
"sig = torch.rand(96000, dtype=torch.float32, device='cuda:0')\n",
"for i in range(n_rep):\n",
" start,done = [torch.cuda.Event(enable_timing=True) for _ in range(2)]\n",
" start.record()\n",
" y_g = resample_poly(sig_g, P, Q, wfilt_g, upfirdn_dot)\n",
" done.record()\n",
" done.synchronize()\n",
" times[i] = start.elapsed_time(done)\n",
"times = np.array(times)\n",
"print(f\"{times.mean():3.1f}ms +/- {times.std():.3f}ms\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ouch, a whole lot worse. Think the sheer number of kernels we use destoys performance. "
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"_CudaDeviceProperties(name='GeForce RTX 2070', major=7, minor=5, total_memory=7979MB, multi_processor_count=36)"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.get_device_properties('cuda:0')"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(8)"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.arange(3).dot(torch.arange(1,4))"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(65537,)"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filter selection\n"
]
},
{
"cell_type": "code",
"execution_count": 379,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(147.0, 160.0, (65537,))"
]
},
"execution_count": 379,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Q,P=48000,44100\n",
"up = P/math.gcd(P,Q)\n",
"down = Q/math.gcd(P,Q)\n",
"N = 64*1024 + 1\n",
"wfilt = resample_poly_filter(P, Q, L=2**16+1)\n",
"wfilt_t = torch.tensor(wfilt, dtype=torch.float32)\n",
"up,down,wfilt.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Original scipy"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NG0TAVzs53/LjAeNxBdtHrL5zj/HxEmZhYUfKypNs+oRpIeNY34tBFh3teWuTF5sYqG+S0Sbn6E8lyjCuCJN6LVPfhko8yeMxoX3JGJYSEQht0aXJl43j2Z9uc2g+wyq4jBfp5jmHhswhbXNPforSGc8wY/GM15sIMFCtgypTAWwJw6m4j+cwMb9QjEhgxNpKJInLWk8GctRIRncV4FtRaCkw+nOJALS3EbtzA7eTzRS6NqOZKU9UXodGoxcoc9R4QnQMO5a5aAeoAlUmtUmR0FFlBgNuK4rN6sMR63drUFBFJ+jzqtKT+nX1ocd4bGT8WBTFWMkxuwsq0RA1OOdQp3kEhxnADEoIhkbpgGlBWfEzE2v/yJwbTu2eI4ctQPosYCC0JkfjogOamwDjGZu3KoDSPTPalwGhM+iuA/pTCzsw7AQMJ0aigBWwfipaT30nHtbQijHnW0KjEcZYE3wrXv8Et8lwHXVGJIXU+GKMmVHGcPVJwOaJhR2A428P2F1WGE5MNgyTfDceWDwLuH/HAYE1SqJjuJPPq03EtJA1N5zKOYYj2uv/BPuhtB6ieMJDK3OhXjP6M1mT4zGh2opc9h2Jlz0w2huZG/2pEYNMo0+h4TwmDIBrMWAQATpCjgbkOehlX9teFuOiuZdzTEvKRvTx3/wmNn/hB7PMDY3Je8NwajKEx3dq2BDj+JsDxqMOw6nIFDMCfgksP4zYqUHptkBsgO55BJPKHlMiT0lZlbnBGBox/pz2yeYdkucDMJwDTOrg8QQzyV5hxyKz2Mpv7SARm1hJpPrlD9dYfUe8jcOZCJjhIkXbGVH7NVYyJinq47YKX+1ECY8Qub29sDLWST5q1Kt9yejPUZ5V+zP7bZJzQT+YlpT3HzsWYzZHYFnXBMncHk9ZxmAZVI6pB9UTKBDMQLA9wQ4kUaeZkyZF35qXGgXuGNNJRLQMioSxjSBPiM4Up0Nf5luBaGpfWYbtCdNR0cPYyngD6nRToybP4YYBy0ATAAKWRz3ayqOrJry7usHT9hZfbq/QmAk1eQQ22MQGv7V7gm+tL+BMwAf3pzhpenzYnWLpBvzg4hneq17iveoKj8yAR/YeX65f4O36Mb5RP8HNtMDEBswEayJuVy0W1YTRW1jDGCcH+kxc/henMRgTf3dYF4BLIvo7s/c/x8w/N3v/We78P7T25honECGYLHYKpMoKcjeyA7wr7x96bcUTX96PR+rVSR6vCuDlDCqBWa6DnmdkmilbNIuuEChIroRfuALJmIDh2AhkZhAFyW0CxlOnTgXF8EfxdvjKqFInNzGeNQidgR0ibA/4pYHbRL0ewy8t3C7qRkyo1kEgS44wraxuRMkLGDEeWTGKzjp5Qg/UtxOGC/F41vcBsSJMS9FkKAJV0E2klvtK3lSBTRHcNujmwDBTxHi5AFtCezWJ4bR08At5Bt8aVDvxmLqdCFUAWQFlR3tK0NxDs39cEdoCi9DfMRSDLAISAAbdCcbjkhNBERjObMYXy/wq17Yjg33xTseK0L3wAAHbS4dqq/AYK8fWdxNuf+wt+EbG2Q1pThGqrTz3cFaJsjQBmx88Rn3rwVYhS/cRFafIifyGjRi3oSK0NwG+NXu4YgoCvRmOTIYBBY1m7C5MVtISnIqtKCtgWQcbjbxlgyKtlbr0P8/GIhkiOfcD8jopc+BkJALNrWyQCVPNRvHGTpSQ7ioUyE4vHnG/tHlthtrki88jaxQAMgA7I3MFKN5snStTZ8T47QjxbAa7U8U1OqC/lEnVXyArXwleM4dwAsgeb+OLDJf7FiWhulM5RAUXPoeKyDxIBi/t4fJvfrCG65Mhqw4AL88k+RsAM6E/s6i2YsQtPxlx96UGdpJI3GoExpXJRth4JIpocytQK0CgLkBaGwohTUYkzxQIBshCHDReI7qR4XrsQdUE7sb6HKL0mEkUj9DI2PjK5CgDFBI4ntgcseleBGwfWbTXHsOxbE2iVEo0or8Q+CSbEhkczmY5ZQAQFA8/g8FVa1FGfStKfnsj17G93H99H1HdB5gzq0anLRBbXZ++lYiQmRjrpw6xFqV6+9gU2UTiyJhWhOYmYvvIikzuqEBs0zPpmOa8LBL4njh9gHGpHnkdu3ElUMo0bsnorTYRwzGhvgOqjVyruWPcfdlkeKPAgzk7JdjJ+9CKI4+87Gtupw6cShwari9rjAlY/9kvF8UZD2QElz5nB9S3Mlev/lSXI/tp3JYfRazfNWivOEeiQksZQpjzLljkF7viUBlODaaVGAj8SO/BcJYTycA2I6Fay15uJqCaQcPkwKLcp/0WRuC2q08Echwa4Oibsk/4hfzWdyyGELFEqVkgU3aU9eE2BBskspL7aiav2EFRDQLZSpDR9H8eqU2t2rAaS0UuCaRZjJtYiUESOkas475BonqJGQzcPWH5EbB9i3D2DyLuv0Sv6EZpTbuNvPcLoHlu4ReMsJRzcxPh1RikQLj/ipEoo8qPPZgsiRyJTqGaOp/qG8buCYvcJtbnkb6NXQAco15MqGuPr5y/xNPuFhfVBis7YGFlM12HFvehxfPxCN/anGMIDp/er3DUDnh5t8DQOex8JcbG1OHr9m38Uye/jbfcDU7tFksa8aPNB/hq/Qlu4gIfTuc4dj1ejktM0eKk3uUclN1YwbwhxgnwuZGTF8z8Zz7j+w8AvDd7/y6Aj/4g7ut3095Y44S8KAPATEgCebPce/86O3Cu7CZFZK74zs7D8+Md9hffvM0+mxs0r8LDihdVjBm5KEVbDB09X4ZLAUBUaMRMeaIINIYwKkyi3kT0nRPv/TYi1hZsgHEpEZloCb61CJcOVrHDvrXoL2RD9gDGoyYLx/7MZUOGSXGyUd4LtMVmjG+1DhhPHPzSor71gsuvHWwfZOOpDeDFILNjhBk5P099B4UdicLWfTIgNhbbxxWqnSpVLApNtILLDXWJfAAQI+wBPIfn3f/AcwwUONHnN9ofVwa2Twpmpo82e50A4P7dDnZQg/JYfttdsY4LFB4mEZbQyk3uLit5PkfoK4tQAe2NKCTRSuQsRamGs7J0k0IAAP0jW557vg7SIzw09B58vwerUmV6bpCn3JrmlrG7kDnntshRGolWilKdvM2+payIA6JQhZrgFaK0+shj88RJngeLt9l4Oc53BtNKninMEuwFn67QGAb80mI4lrkeK4WhWVVsUpTggULy2vyyZFQlZUcVLzPzcKe+aW45z8EEhUlKQ32vr5titAHlPgBIxCJB4ZbFsTFAZMEc3oYoEBczJeMYYGMQa+Dl1xq9PuH+XZvhRgLtINT3orTuLk2OGtR34hGuN2JQ+IXmCdxEbB+lqAfn3Jk9WB4Jbj/j+HXObJ4YJEKK7SNZGznPy7jcf2mN2q2c00TGeGQQLkWub544hJYwLSHKUIKsERCXZe4CCimJ6bgUKWdUG6C5C9idl2gAIMr+tHRwW1HOKQDbRwb9WS1wrJ4xHlmNGmtOADOmFWH3yO7Jm/6irI2kYIZajCGrUW3fEVYfSD7G8XdGbJ5WGFciRxNUka1Eo3ePVcZ45OgBqWNAjDKT+y9WMrbDic1zoj8XyNb6bQO3Rs6rcjtgdynXm5b6+wZgox5vI/cwVgBFyrBO4yVfIjqgveYiN4BXXsdK1ubiecBd6zCeUJYF9o5zrkr7nLF+x4jMqAnzfDa3k2hRjgIMwHQkCnhoSgSDLZd7YHUSRIiBMAHVVoyjBMENzQxy+sDhkB9hBiPtT03JAao0UqVRl/Y5YTyVHBV2yDlCoWFAo6nGE8YTgdKxkWWejXII7Dq0Mi7TktSAR4Y6zfcvQOYCzea77+SY/qLkZnAT98ckEqg3GiHRtdET+guZp8mo3iMDSH+YGfcsc6+KBDMawMizpjwQdgx/GoFAYGtRbYqxPT+f5BiVvSpWMvaic8nDhYVAz6qTAU3jcbna4MniHt+/eIGFHVHpYluHFu/3Z3h/c4adFznzYr1EZQO2W/EsT9saGwBhluieWm08vq99ie9vnuH762c4MiNOzYB37C3+ZPMBfm33FZxWW1k7JiIy4X5oYMybYZwwgGluEf/u268A+CoRfQXAhwD+FQD/2h/Arf2u2htrnBzaoR3aoR3aoR3aoR3aoR2aNAYQfh8svMzsiegvAfhFiG3988z89/+Abu97bm+scWIC0D0XPLlRfHSy2JOHtr0NwjCiLDH1WqAxyZMNIHvjkwcQpN74FKIESoJWvrh+TsgQle/G2AWghI71fDMjfi9PNp0T2A/xzpPwp5l7JLORnFC+3z7a/Hnvbc6NkeuQwm40JMsCVWAj3s5pSag24u1cfDzg9gc6gY4AqG88tm+J+yk6CTXvLp14xjuD+l6iJolCOFYJhiOwjupuQlg4gXgoxShbys/HriRRuinCryq49YTFM/n94m4SHHtN6D7awa9qjKcFLkfMOcl90siNX1r4ljRRFXvMODmJWyEDKWqWvLrzvJf52PMD71Ia/4cRCQCg1ez5jEBpKAJbTSQ23sJtBZeMqLj3c8GPC0QIGM7tbP49dPe9Zq7Nwup7zE06f5KXOzVJuuVCw0niVU+0j24nUKHhzGZ4YagI1SbANwq9mRiL5yFHP9jKcdNCokBux7mfKQD9iXjwjRJCDCeSkOsbjcQMDDtw9nrPI4ol7wjABnAKDRyPnDD5pPGk2bqd9VOSEYZnfTRLRE+sdNVG2blq8WpX25hJKiSapOsmSA5Txsg7SRwGc5ZLCTsPiLe0P6PstYxuPyH41UT6cs+JgCB56MXbLF5hr1Gv9poVQlHm3biivQhYygnKOVBbiWBSlPt1W6C99phWBr4p0R4hU5Dr24nRnxSCCV+JZ3RaSX/ldbMUr/Z0XOZiep7xSLzeiRAkRzT1WdJ15zTBdgtlAUTODTMTsHghUZJ6I+QP0UmuClNhvLMTw92JnMv5VlZyN8aVsClNK0L/SBPOFfLL9lUWtJSLlZKfzSCyZ/VxkMR1jeKaIOvAjoDbTIiuzmNRbTnni1kWJj52AiflNFeVNdCvAL9KEQJgagUW1F5H7C4NqjXnpO9qI9fsXjCGEwPjo+ZFMJobOW/3IuL+PZu98PPoYpJrwQHbJzLHxxOCHQW2ZiZkVqwkaxKEbP22rFm7k+exI2NQhjO3lchVYktrrlnXNyN0lNnLfCc5MmwVlpojPNr3oawDMxGaK+mj7krYw4iVxW+SJHSKwNF3PK5/qCrjF5HXCEUIYQghsyim4+xOIjsUADjNYdtKzoaML2E8FriXyB1GrGSdpCiKX0nUwoxyzc3bJjMq2hE54X/eoi3RQq95kIm+t38UpX/qNBH190qsYTRi4raUIbaZgcumCKP0eYKWhQeRpRxdns0NAFh9G1i/R7CDxbRicK0RG8sIZxPCMQGB4O4TdKHsKwkuL5Fu5AgRO4ArBi88qtbj+x9f4bLd4LjqsbQDDDG2ocY21ridOny0OcFmqnGz7RAjwbmA3bbBVHnE0WJ0DrSz8NahB2AM4xYtIhO+Y88wBYvbVYcPhjPcLBd4r77ChdlgYSacU4+fWP4m/tGuxXN/jN+snmIdGmx9jd/ew/R/cRuDMf0+U0SY+RcA/MIfzB393toba5xQBJr7gPb5iN3jBvU6wm0FBiKUkkDzYsR0InSYxkBgThXBXGvS74wWlE1apKRMPyJwu5cB45FBtJQTgdkCzZ1sgk6ZXfpTyspfEu4UC7Qkai5CTl6DJrgNIqizYTRLTk3KyhzquJdXkd7P8y0gx0cCyJVj5waQVwjYGPVLgiSZA3nj3jxdiGJzLKxa20cWqbYFBUJ/rvS/QcL/gx4Hppx/MYel2N2E8bxWRXAGF0lwlwTfYMAMUYwbiCJSX49gZxBrg+ouYPvOQskHRImNCYJBsnHWtx4A4LYRzXWA7yTXZlrZzCaUfj+uRDFuridsn9RZIR9XJdlTkhYLM09okZOTkyFLqRYCihLtF9hTJgFRJgVHzYieslFEEbh7z4py1zCqNWHoxEhxW2A8g1I6KhNLJwqRKNCyySTKWbcTLLsdJOmzfRkEanPpJOdokvyL1ccT+jOXFc6U71JtI+wgrGd2ZCFpGJXZTOdQaB7QCXcGJ9/qcf+uQIyMZ1RXQpMMAtobUR4TnaBv5scAACAASURBVHFogbEupBDzvI4hQSAY2bg2k8ybPJ9GWU8p7ybJBDsxONVcQFHI2WgSeqJbVfKG5lbIKnwjdKftdYCZhJXI7SJCZdG9DJiWkqjv9bntICxhxotyaYJs+CnPp75n2D7CjAbT0ohDRJXy+l6UsvZaZEhoCeRZCT6KIQOgUD678j4o1CfWAsWZ49Q3HeV6AYnsAxDDv71hjJpcmyiEq3WA70xWqAFkAo2Hhp1AMAmLZ6PkS6EY+s2tKHEJBhQagW4wae6KOgcoytgnMgRvxUBO56IwT0CXhPU5g1l7K4nzzV2E7SPu33UZ+pVyc+ZYzkS84QYxTNZvC/xyWuk6NAKnYscZ5jRvYkhIJ6QaFWYSljHfEpafRjQ3skf41mB3btHcx31nlb72y2oGxy3EDs19RH8ibF7NXcywrpS/kpwXFGXMozoOJE9MDMRpWeR3ql0S6kTcUaizE3RoXBl1UomjqL4T6Fpi6UswqHSPFBXKp0a4wP4ZzQ1j8zZlI8rtlKrXEoyPe30wdwIBYmwzCetdaDnTjcPMmKGyA4FgdT7XdwS3FiMsNIV5LBGxpBpZ8AX+FTqTXz+8l+iA5QvG/YpkTR2X3Du/EDmaoGZ5nqqMSbTX9Z1cU3KgOMPmYiX3ECsh7LE9ZSMyO7ZmcyQbBbM9fTwFQq2sWzWDXSwGCRPIE+zaoL6V+6epkAW5nfxPczn1fWLYIiQDsIw3sA+XnsPIYyWeneX7wP2XCejFaTWdKeWiYaCO8JcRmAzqK5tZDVmJhCgC45H0y/YtRlwG1McDTlY7nHdbvLO4RWcnGIrYhRrv787w6fYIN9sOlQtY74RZq9/V4EhwtUcYDZgdOBCCt6CBEFuDYCzgIsbJYZosblyLYZI8lJuhwxAcvu7exkW1wdfaj/GWu8Xb7h7v2DXeshv8QPUcN7GDIcav2TfEOGFgejMQaJ/Z3ljjhEkE7LhsszAalcVIkmwB/5Vub5H5zu1FJkSREBxl9tARAAN49UxuNVE2ee7SppfYV6KjXGCIgngXxyNCyhdZaB2L0Mrv2mth8CKWRMCUDA4WT6YoOnIR34jB010JW9HUSdTHDsWTmiIf6R6Tgp4SRuVhy3fzZ58zAs8jAkyQJGMCKGFfGfmAOdMSAI1cFIVyxyYrfwmfv377RDZKS5qwrzkytz4n6gOSeMvOCpe+JUxHDrY2sFvRslJ0Rgq7iXEhuG1CKgDHzpR8BAC+MzNvmPaxIyw/7LF57DAawrhqskExHhF4RiVbImlqTJiiIKY+zgWpuHR7UgSEHUeOTwm9zJpAuVVljYqRQp4yOQNb5a/X6/qEuYcogNPx3GAoGyoA0Eo2wu3jssxdTxmjf31U4/jbHuORwbgiVDvG8bcHbN+qhSnoWpSuUKvns4+6vgiBNWlXI1fjinD/XpfnT65hkr1wM+XgYZtFduZzZv7fBDVMkqKqxf3qe1Gu6zvZsH1nMp1y8no3t8KOl4gIKDLaK4/d40r6hmUduoGxu7SgaJU2WhLpt4/ECFl9e8DtVxcIjYUdjUScdB1MnbAzNbcRw4nBcGKBY5tzcTSHE74rhtJwnJRezs6Q1UcBuzPzasFB7Tu/EMrSXvN9EjZ83q+Z0GNPZglWPinY46lVgg6VPZrgbodEs0zFqOayDvaiiDNcvMx3oQW2Q4RfGPQn4pm3A9C91FwDTe7Njhc/U1yAnDSdnpuY9iJbw7nTPAIDOwi72nhM2F2kmiFiDB+9P+LqRxvJzVDmveTZ3sv7SV2b5FkUbzgFaC0Yuadqw9lwiholStGC7WMn8kWVyr0ipbM5H2oZ16hz3TeE5l4ILBKV+XBqYHupBeEXhPaqUOkKJbg8Z9KTUnSBEoNeo32qxmG11f0IyBEn2cuEfUm849I3zQ3DPyVJrI+U15tfIdMaA8Dp73is37KSv6PR4VHlUGKeEzlHef9NxACAyLtYA/2ljoXW3JjP9yQHE6PU8mPGcEoaFVIqYkg+1aiRspTnlq43XxPJ2ZTnLhEIxdmR8sbchvX3hPFUojvzmjvJkUkoct146ScxlgjNjSbRL0nyZk6kGCA7wGsEgybkZ5tH35kAWDEo/JIlSbzRPJu0JU0GNIlR4rbKfLdRY5sAN83mc7LVZ4ZVGq+9goi6NiiUorpzuZLHKK2d0iUSRbq1arxoRAcAW8b41iRhXSbY3gk9cUOIXZR7ezxguRxxvtziuOmxcCOG6LAJNdZTg6vdApuhxjBUGK9bVKc9/OBgq4g4yDWDsUAgRH04howfDCOOFtZFhEAIvcPQVhhHi81YozeyLxpiPKuPcDUt0RiPnzz+DTyy9ziiCSdG/v78ya/ifzY7vBmNEF670b5Z7c01TiwKXaYmCBqvjDKNKK6shQujLjKjFWsT5WJzq+HXhsBVqXWRlAancI1cBwKyeftOVmaObqRFHrVOxkzJGo4lFJ422OHIZAiN1PcoNMWhplzsyvUMa8QDPZzYXPBv+WmU+zUKC7BAvQ6YOkl4l7onIoiPfvse23eXYCOFr1KoOJ0reVEzr31dlJk5E49EgIo0It6HZBUvzmx8Zp4YYrEb2Clt7ZHAetwuYnfp0NzGfK0U0WJD2F049dxZEEtIPm0i0UILu5EkcU7FQEpMVGChJPWtKAuYbcQgYP10kTez8TVeovxsMyNkD7o1e3Yzd6roJm135Te212KVBmhfagLkWBKScyK3k8janJWFZwroHlPOzJjMRoDbuw2wKnrJEE1GcjrgxY+6/Gx9JNy/12ae+91jt0f/yMZmSFCifH6dh3ivzQ2PWd/MYWd5fSRDZOTCXqOGQ6rnk+eVBRCAaWm1FgqjWntQcMDSaDFG8XpOCyOkCkuj0AjCcC4KZajEqy4bO2XGuZSoG2rK43b9I4sMi4sWmE5K1MYo/a3vxFtdaJLl2HGV6n8o9a0Dqg2K8av9tzs3SDCZJFNMKEw3bit9sfpQNF87MaYuFflU44coU3XOFX+oYhpmDIWktLzTqpAM2B4YToHmJmZ5Z4IkXFMEbr8idUPqezH0QwMtCion3V26zIi2+iRgOLYYjgjLj6QIX/tCFPf2JmLzRDrQLyhXip7fN1sAViPBrPM3e1NKBJNiIT4AAfdfFqvqIUwTQJbFsm4pR+ZS4UJh22ONDieqZ5F7vhXnEHFimqIsu1OUQhj7ZkohyRiOJzZHUKMlHH88Yf2203GT50+1K9JaScUkKRaWOeOV0EBl4HhEpYYKVLYEUeD9gmYV3uUa9b38prsSyFW1EWOXtebHcCZzACznaF7KtZpbqSdz/44UyK3vGItnEddfswXGZwoLIrhEwYRVirPDgi3vRZoFQiUGsUCS5LP6nnOk1W05Fx82o+x/yShK9W3S3sU1wWyK903kv0yCMseKoZFe+wWhumeEJZQym7KTKEHO0hj4rkRZbK/1ZyqhJ26uGXYQUofuY/ncr+ReYq3J9Jyi/ozumTo7Fc4WKy7REwJoNNkB6jZqmOxk3vqF9Ediuoy2kAWJkUZ7a4CNsJclwzKze6HsK9mpOxvXTCii/cQp9AKAHcPuJDIUaxICg45hbxzCQvb38fsG8GCA8wHLbkRlA26ul+jqCYYYU7C4Dgs8u19hu21gbETwFmE0QCSY3sAPDrxzCOTF6KkYHJL1T0JBDOlH4yLipsrPhtEgBJl0IRKGqQYnnYEJY7AYo0NkQmcn/Ej3Ed6rrnBhdnhiR3QpDP0FbwwpvfCmN/N5BxDRe0T0fxLRbxDR3yeif08/PyeiXyKi39L/Z/o5EdFfIaJvENGvE9Gfnp3rZ/T43yKin5l9/mNE9Pf0N3+FiN78nj20Qzu0Qzu0Qzu0Qzu0Q/tDagwgaPTkdX9vSvteIicewH/IzL9GREcAfpWIfgnAvwng/2Dmv0xEPwvgZwH8RwD+RQBf1b8fB/DfAvhxIjoH8J8B+DOQ/vtVIvrrzHytx/xFAH8bkoTzUwD+xmfeFYmn3yaYDEkBNCRvWyTxPijsJGFmiQXr3Z8p3nVJSoUqUJpai0+lxPoEkcjhz4oy3j15skgrFacEx1yQEOo9ZxavvnqB7SAhzfFIMP3N9YT+osLi2QS2BL+QHBcTtLaBE69c83LE9q0G1U7ya8YjwXs21xPM4BBaA7cJsL3g4XdPl1JD5STVDGA0twHDqcCmFi9iTuI1Xosm5qQ5gu2FQKDaeEwr8bCHVqu/TxIPn5aE7rkkn09dwa2nSIV0JrK3SeqZRK10TTj6zoDd47p49hVGkvpvPBJPZRq76AhTJVjf4dTk+gzJ05dpVp14QZtrhl8BNCvSaAdkGtFMbar3KXkLaU4Vp0tKgt4r5qbQj9RnlXrq3BCLBx4CNUqODDdIQcCYEio9o74TOmEzCY1p3Gk9mZ3mbGDefxLRm5ZyTjuK1zZ58FJEIiX/p/B+rmsyj4RUsropSPLm6n1g/SWBG4RWHzzOQvxASQSdBCdOnnJdidxP2Std+jQXvdNCpokiWxKtJaqRonL5eJa8IdtLMcZYzckBdHyieGOtevdiRQLhITlXSpj2jUG1kRwZ3wnszzfq0VYaX9fLmg61eOL9QnLFpoUUH4wVJL/LAm4nUUCuAbaEYGROUmS011LdHCzjExVmZwcUiI1GAe0oHtZqN5M7lVBMp+Ks09Lkgq7idSb4SuqCEDNGpcZtrwspgb0SL78b5L/kgQg9MACEjjCn4GULBCsRAr9M9yEQozS+viOc/daEm++v4HrxuievdbWR/ola78QOMi+HI4lspeKNdiSFWUnxQLcV2OqkUFfjGbszI/UgljMaaINcdyU6zjk1vpYoeIaszuZVno8+ReWEapZYsPgpZyt5wdPxbidycjyiLMMoSr91L6NSzcrcWH4acoFUr0nqzR3vyz9IdP7owwm+rRA0erB97PbkD1sCB9YoDmdobronEBAngb4m0gxA13mQWhvLTwJ25wZeiQjsKDS+Kb9R8P+yV919Sfp8PCHYnaACppVEDlL+SO8oR/Rz9FjleXSE7SP97ShRAN9BIx1y/5noYEa7m3JYbK/V1LUmSXMtv1k881g/TRT1s6KOAE5+x+PmB53krEEhaK3mabHsk0bvJRVSzYQl8+j3PJpGKQetDBixrIfmTlAGg1Ijg6BFa+W45lajNwuJZqVITnPL2F2qV77SxHcv/5uPJOIyHie4p0DIUqQwtNrXUYIe7lomiNvuU+WnqCFb0WmmY0I0AtcLmvOS8nrmiemgEjWZwyklEFIiKGxmQ66/TQUXE0xV8rRmBBh6LBvAbgzCUZA8FCacnq/R1RMqrbY+RYPrSFjvGuzGCkNfwe+c3KPmYwKAXVvElqXCfTCgkYBOLkQmzhY7gwzDECPUEdYyeDCwGk2ZLIOIYS1gSKIlkQk+SPHFra8xRYtfv3kHlQm48y3+rvkSHtd3+HPLr+NNaRI5+dy4wxe+fa5xwswfA/hYX98T0W9Aytv/NICf1MP+BwC/DDFOfhrAX2VmBvC3ieiUiJ7qsb/EzC8BQA2cnyKiXwZwzMz/j37+VwH8y/g84wRF4UmCJmH8k0BMWNDUEvRmUojTvNgisB86n4c2kzBNFXcpAKhlkzUeCAtZSKlAWRJ6Uj1cYEdRGV+CcsmnitUi0IVdandZiQLlIYxVrRQ2NJMkOO+eNFlhm5aS3N29mGB2HvG0kqTvI4f61qPaRJgxwq9EoavvhSxgd2GzEjBnp8qsXboJJTYttsBwWqG5njCeunzf1VqMIyap3G1HlsrrCSqmEdDMrAQ12hRSBjUqh4tKFdoUgqdcmC4xCO39GWFAgT5D1HwIFPk0w1WX/Iv5ZpQK4GX4Gsp3zLNciQeQpJQYC2hYP1eiThu3QACmhRiddhRIiB0ihmObDa5pKQnmi08mDOcO47EUwhQokl6PgP5EflOvI3bnNl83Yb0Tg1fC6SeDKj3PvNZLDtEnWIVuUlyR5BURtM4C580MqtDJ2uB8/aiwlVRALudqpb5SAymvPS5/TJQTjxlAYjRKLGBmLGsNyRnQp/HYVyBE8aDMRJfhOvPGxZiMlfxWqrIzQlUKFYKhxrXOIdaE8iAnSUX3QitKbVR4Q8pNolTJnQj9mUA5mWbJwyy1DZafCpTJjMmI1IrmmwT9KvKGfAS3VmpQtCY/DyCQlmSIpWTn/lzIHZLDwfVcZFeGPOkan41N+j4l6ZIHoMqP0wrSCWu/flu2jKgODKDAK5u7KLkFrdmvP0RyXdsH0JJATALTghCO9OcW9Tpie2lAkXJV8tAiY9zZzXJFKBlPpT/SuBvNowl1UqIoP2eaM+CSlxdmjoVJFfpcb0LnZ95jUBLJp6XApXxnMsNTVIfIqMbkHOaa8iBSQUOKAiWsNrK+KTLu3nMi06+C9hsVNifs30dmUSJRFO2grFgR2TAxQeVflPGMlcB/7Figyb7R/JkGgJE5Y6YE8U1eJVmLblBrdt43CrkKagDHRPahUNR0tBnlpjltr2rUppwnELB4IfWOfJrrlEgL9K3XnESVawkGyjPHSMrFrNac5zaAnDeSrr8H36XStw/zt9gRIjgbvMmQTTmE04rQPRdYXILWuV7qxMxrpiUdI1phQAudrEG/QGasy3vxQGhfyrn8SiqsJ2hvXssPjYH5eyOQ0elIHVkrygMRrTxLymnbq1+EB3tF6osE64LUnWFijEfluPSMOY+MAW4iQsdoz3os2gHLesKiEuaLKVr03mHdN0Ak9FcdUEXQzgKGQZMBt5JgbwaD2DBMTwgnQecBleVsIziSWBv63tgIOIarAmIErJVJQHWAtRFEjNp5DN5iWY+46xt0bkIEobYBBowvr65wWa3RmAlfaz7GiZnwpgB6GITw+aCoL3z7XeWcENGXAfzjAP5fAE/UcAEzf0xEj/WwdwC8P/vZB/rZZ33+wWs+/+ymHt2oLCGJCSt5Z3PybCyLJikM4slQL7eyJ5nAqDbqJVR8d8rpmDrKeSVupx6yWbJvEua+FUEjSYqS55HvQZV08YQmKwcAA6NGJezI2D622fPMtuS7MAkVZn0bMB4LRS4A3L9bY/Uh9jzp/YVTD6ay8JB4frxSP5pJPFH9ie4eUQoxzjfBJOySYr55q0EqsAYA/Xmlx7LgG0mSyJOHLTSlqFw6px0lnybh75PBJIqvYncnyaEJjclRAjDQ3Omw6yZLAahuI8ynjN2ZMOS4jVDe+pb2xj17UzVXIjpJIEzGWVZA8EB5T1Pt88GP5RWXzxKji5wYalSZvDsOJ7VEcWqAz6V4XnTYzxcgAhuztxHsbSD0yoX32wPsaabLBUqyMYv3khgw96R4+aTIIxvHc5aa1IdykEabHsjuTJE7v34EPKgYPwxMRw4FzisMeOlaFAm+q8qanhmN5Zzqkc10xQwiUdBhALeRwU2F5WIr57UT0L2YsHkqBnKiGvet3gMVmnGj1ezT/+Ze6GftjE++3kjysh2QWclYFayouQnDsYxlaMXTCjVg+rNUgV1+t7s02J3XAInyX+0Yw5EaUhB2wGqrymFFmVEu5azFulSBzxG1PMepGJD6ue3LWqjWosAkJiJEeS3UtJKXAAPYbTK2xVM8HBkcf3sUQ7Mx6E+NKqnKDrh0hVVuQfBLYDh1iBVwn6JiyaC2xcu+5yhIUblY2BGTF3ceCTKDRl3mSfwkiclgwu6RnuuYdP+g7ImWCFwpLsskkY/T3xkk30aj5MOpEQYrjV5mIhJdZ3lJqlK7e1RpVE6XjZfokO9sfu56zVIsc0pRwJIjUmnhQmIpNJgiUMOpGHxmAG6/YnNifIRSkqthnWRicyNJ5c21jF2sSSNjABZlvufomsrzqZNICzuAmTRpGxoh4T1l2Q6yxlLSeH0nCe3shHkqKeyxFgHhj4D+3KmiLoafGD4yV9nIuk05ShRkvKelzuWQHGzQSLAYKIk50/WlQvw8Fyi9p8DFcJmtC0D6IRV1JTdzvBnJg+kvCItPGP0jiQBNx5DEctU5JDqleW17aA7SQo1iIYg8pZygHhqG2xCmVXF4EgNuXX6T9uzpqBh5bJQxTeXX3HBP+2BodK1kp5H8NslrMUx4r49SNCcdN1+fbFlICpzQCzcnPS6PN2icR2UCDDF2vsJuqrAdK2zWLeJoUX1awa+kwLPdGPiTgOqOMC7k+nZHmC4CaO0Ay8g8NYbBxKBUkJNZDBvLYoy4COcC+i6iUvYIW0XUzsMQsKgmTMHipO7BTDhrtjBgOBPwfe1LfF/zAj9QPcMju8OCAEsE/n3UDvnDbIw/JpGT1IhoBeB/AfDvM/PdZ1iRr/uCfw+fv+4e/iIE/oVqdfZ5t3xoh3Zoh3Zoh3Zoh3Zoh/bHpBHCHxfjhIgqiGHyPzLz/6off0pETzVq8hTAM/38AwDvzX7+LoCP9POffPD5L+vn777m+FcaM/8cgJ8DgOXFe1zfR2GrWZjMfpWgLonzPiplbfK+ERSWkYr+2QIL8g0BygaTuOOT1x3qMU4sRaR1IXI4lcQ7BQhW1fgCS4qKEQeJB0lqCoj3YvE8YlwZgShVQkcardRk2T6WKEB7HREVg727qAT3SfLeeOD6h8V9ksK9ZhLPGSnmP7PezLx5/aUtrDAzDzwFYF6Acg/axBIyFI+lQnMUCibc7ZzDxwmeAyDTwEYr7ELttUdoCotWgXVJyFhYYyLcFnC7ADNGzTkwAnFZ2XztUInHWsL5AoPrtlEoogGlLdZ7N4T25YjQWOwuneYhFbYdoODXE2Qlw/tSn6T3CS6EMrfmURJi8SpSKIwqIEZ1L3jx6ASeVq1LDRRi9bLXEsoPbYGwxUpcWibs2/IZxsS0B6VK45U8kKm57YxONCp9qMKZrLJkBfXYLp559GdW4RMaEasJy49HbJ9UeS201wFsgO1jm73XCfazh2nGrM9m84603/O6O9I1qXTNfqFMSDq3jQfqTcTUKZ0uCNwRKFqYkTEuja5riQB4ZdCzCtcxE1BthPJ387QUZpsWJe8hNCpDuLAnJWhIeyt1LI4+8BohEK+/bwiLF7Ke2+uo+SsE5wH0Al0bjkv9nwQ5jE5gQa5nLD+ZcP1DdY4GGI1ibS8lctqfS8G96UioSuf0vjKulOfhvOhiGgPSKEiKsiRachl/IBXQXH48Yfu4yudKdTWqDeeIcoq82h65lkhohUY5RZuZFP7ngeFco0JPyvhHq5S2iSo1eWajzGnDGq1juT8KGnFCYXFKWH+KM4pfk2R8qR2T2R3THDTpHmYRD/W6p0J/5CnL9qsfaUWWBY1gBFaGLsxkjMg72zP4tEz1aIFq0qJ8Sm1sPGP5adDImRSYHR3QvoxSVFjn5XBSInlmkuJ5u0uZn+MJ5XU0HSncUiN8biv1OdorgfYkuvaUyzOtZI2akbH8WGDEdhJkwHCiLF8RGE/kvHdfNooeQM7ri7oHmqF46JNMqdaMei1sctNKauCk6NRwSrNzaJSsAkLFkreSUBCDwCLrO0Z9L3C6HPUwwjo1nJcoRarTkvY+inKvqQ7Mwwh0kj8pupciQylnL9Qyv6MDiFKuHTI0LV2jv6D8XX0D7J4IFJQtS3QoXTcgw4PbZ6Q5kionU/SYlDmOCdNRoRlP4zyeRhhPmI4BNpL3Z3vO0Cake6MSDWVdD2meylzVtWf2+yTBf5M+kcYnRbvYlP2SLdA+A/p3A2wX0C0GLJsRtQ0ZKjUEh947PH95jNBbgABz54A2wkwk1MOmyKnQqdJRRWE8cyyX15wRGIASBM5ERIV/pKiJsxG2ligJmoCm8iBijN5iqcxgR1WPyIRH7RoLN+JL3UsszIgTu8VPLH4LRyaiJYKFwQTG+77CJlFffsEbA5hgP/e4L3r7XONEmbP+OwC/wcz/1eyrvw7gZwD8Zf3/v80+/0tE9NcgCfG3asD8IoD/MrF6AfjnAfzHzPySiO6J6M9C4GL/BoD/+nPviyXvwY4RZpSCcWZWeSZhveeflR+XTby5k4RGVr5yWcCy8CgK9Cg0BtMiVZEXYdDeRGwfG1RbEbjbSyNCvFe8bSWwrlQUKhW6211QKXBlgfvGahHGtNgVlxtNhhgMZ7YYC6qsZdy1Cpq5YpxybigZTtpfOWcmJRyrUZZyRJKCypZyUmFWCn3JLUi5M4Ac3730mJZCk2k8UN8HuG0QA4HkeRbfvsX9D59lIyE11k2mxNTLc0ryK8FtAvzCSm2TwIKrrxKNdBorgZyZIMnPaSNmI9Xth3Mpxrm7rKVWhyUYlroU01ISkn1DGW+/R0FqZkJbhfwcqzvHAs+b0GXqWKmAD60YJmwBjvv1UnKlbADtFWPzDnItlPFU+sj2KIU+Y7mPeZ5PmitGk91dXwyS5lYNOYW+tdce667KCc2+JdRrwcsPp5ILIIa7yXDI4bwqz6+GCxtC9yJmGI8obJxzUkKNTMtbbSW5OxlF0RUCiTQnciE1NQoFsij942sI+cM24acZbhOxfeJyYr4dtPYCgGotxuGEouBC664wicEsSDOZX26QXDFA5IfvZD4Rs0BJFiavi2kpCh0gYzJqwUox/AKmIyvU31YUpGpTIF/LZx67cyd900gxxv5CHA0pQXs+tzypU6OjTDW8t15UQXM7UUrNIIYGqMytRCBiJlGs3RBLjggARCG1GE5dMbr1/NGJAfI6aF2Cv/anVcl/SsqrLcfsrRNKRV0l9yDN4WQwUSx5P/U9Y1qJoti9DFJ80yrszqbEaqkFMmrORXIgtFec87KqjcDxEgmIX1Cmp50berk+h66zQYugmiD5AdU9a86EOMcS1fVe3mJSENP4zP9rG04EzJ+KqUph2CIL7SD3mCBJsRJ5IBXaS+6MWwPNTvKaXNT8KhL5sfrY4/qrVZENqnymPmBLUpvnVDaNlDsi/aD5FronHn0nYjwuNLajVlYXCmBRHKdVcQg2NwGDErIkKFboZLwWn4pBvnlqtCq8KL456dsAYcFSe+pUZbzmZ9gJuc5MMmj38gfnyjYerJXZ8OLCLQAAIABJREFUetFpiHGlxjSS4VnmXz53Utpne4LXopexBsZWZOj2nQiuCiQq5e7Ze5OJAOwg5zC+1KfK15jdOwWge0bozyVRnnWvDI0UoBS5zgpp5Tzncx7m/G++ZyWaYsMZgjaHIe7l3hgZFwCICnMNrcg/riNu/rGAo8sN2spLzgZJUvp132HT1+i3NfhaIKqoBH5lt4TYpfot6Q+Ai2BnQHUAe4P+sVcIF2ASTbBhWBMRLMO5iBCAAAPnJKekdgG9C2grqTjfVWKQ+MbiuOnhKKpRMuGHlp/AgvG19iO8525wajxOjEVkg54jnkfCp+EIf2vzQ9jE/wtvQmMmTA+LUL2B7XuJnPwzAP51AH+PiP6ufvafQIyS/4mI/m0A3wHwF/S7XwDwLwH4BoAtgH8LANQI+S8A/Ioe95+n5HgA/w6A/x7CwfA38D0kwzOJ8uR6NRy0Iq1vTY54pAU5rjSfIXGuKwY8JS/HWVV4nnkNKBJ2lyZ7HqQRYCTyACqVaVNLFdblJoE5t3pa/Ol1TuoEykikTc3s/wZAyRfgIiBJldrMIOWLMmB7nnmuZeNLRZ8SRjfhpet1xO7Cwu1YDL5JKoMzSRSnvvXYvF1Lgt2C4MIsJ2dhlO1LjcEI9BcV3C6CPKN5OWD3pRNNpFbFb/5ce0oWwe1Cxho3nw7YPenUa0Nwo9R5SX2VlO5otWNt8p5RVozWb0vifvYGZS9UqXmSxmW+OeTP50bHA+UifcZpvFNjlGRPIFcGBoBqohzpszvdBD3nOgJ+IdGV6l6OD438HqzP6WbXnDVf7c+XpO+PJ+Xg3SWVYxjYPRYtJHmIxSA0WYmJ1qK5D9lTZkLEtJBChyYAzV0iRkhsUDouarD4LvWFHDscG/jWarK1zIXFcyn2mCJS9Tpmdp6kQKV8rfqO94zD6GQc/bndM4TGY8pMd/2FnFcIEtIYEpLX04dSkMx4YQFKSjFbQveyFMpjC9hdFCPtTJPDtfBeMohDKmB4bDWZHMVRsSjJsuNJlZX4FPFKczTJIhBy1BZQlqlJFFby4qVORpjrJeparxkjkCMJfqEK7A45JwY6XrEyymYm45+809UmIjQ2OzVSgrrrgd2ZgZ00KjeW+ZWVWpopjsArERynjiAzaf7XVqIBe+tMZa5X+Tgdy5hMR8B46kpU2IgcyutsZPCJJhhbghlEuU3OmN2lkcTqShRcOzCaG+TIdHOjRSI1ty3n3mlUPqhzwisJynhstbClGESJVWsuVwCUROH5Z1bmih3VYKqBow+iyis516Ae+dR/Vh1EJoh8z7VmUq0bX5LdEeXc9++5LO+qrfRHiiYBcl1xys0Uat1nrBZtTYr67rHIhlBL1L9alz0wNKR5hchRhd2FE8PGzPpAX4/HIh9sLwiH428JE1roUt9AChDOjAFuZA2GDjBejLbjb3LOr0p9DZ3/OTobyuvMUKdjK6x5yFHfVOA1r8dZ1CLnMakTcDoWIyG2EfN6IVBDirT2mu0ll6a9EscDRSXXeJCIr+mbe8YBBXUYTqQJ+QwaZQ8JLcNMhOmY8xylBiBOhDtZ1O0ZbWm95CKY2J+bseL8PFFz+dgyxuMIdozpiXjCaGtRnfeobAAzYTc5xGiw7WtMzzuwYZjBADXD3hv4M/mdSUiUhEqwqqsYiZYFJtg2gG8d7NmA6cygdgEcZV+3LsJbhnNBoikAqirAmYjGedS1x6oase5GHNUDnAqfp90dGuPxXvsShiJ+YvkP8MgMODKEigwAi5ch4Hls8K3pEt8cHmNii6/fP8U4F2pf4MbAH4+EeGb+W3i9SgYA/9xrjmcA/+53OdfPA/j513z+dwD8qc+7l3mLFbB5qt5PFXrbxy4vdGKgxywEnK6VFjwjJ/3+flvadHICOM+URPXgEZXPCxQHOcEzeblolnSVaDCT9zh5wRM8ISX6tS8m7B5X2du4+HTE7lGVoQO2l+TNzK6zE+hJveZ8neEkeYeRYWeAKIrjkQFboQ9NG58dS9Xd7oXHeGxFwdOk4+o+CLSiNugfd2hf9PCLLhsYsREpLDnZnAtShkpYhwDZJK5+dCWRAoX9xMdGq8MXQzKHr2deonlyZunQV9+/Oph4RevPyhXvf5ciF+mYzB6n36WCammjqbYlHJ42wJT8naIezY0oS819wO7cotoKLCLWyMU52SBHHZLyOC9gN99IHz5b9vxp36R+FWVG/vsl7c3nTSxiwkw2G8RTLUUQVx8FbB+Z7LFzO4WGOVGwEvVxf2ZyNDM7dlieJdNYE2UPdCK6cNuYjdUUmQGXuSsMdgxioV42Hlh8MuLuKzWIpT/FgTEbP5r1mymKjM+RuNJt/YUaPlNxPFAoxn+KjtkMdyFNUt4fF+JiIFNUUZH62aT+LYpUTvIlJZBYi2NAophSBG9alCR5JjEehmOJ5iSoZXMjyuhwItGt8ahAhqotsmIsSfuiNF6dVWoQIjO0pQRuYWoTSNi0EEhJaJVhTyuq2xkZiZkY1UYMVlJa1vysLOuCXjJCte/cSbC31Ee+FaXct2U9UgDW71B2ygznVoyYJdC+lAT++l6MF7+UZH7fCYyOqUBxpa9EcWyvJDqbimWaURKzKbBSqSP3jXiPAVb479AR6ltGqP9/9t6k17YkOw/7VkTsvU9z+9fmy8zKYqmSjWRAtGVAhgHbgKSBB/bMc8Me6S8Y8sgzw1OPPPfAAwH21JIBA5xoQNMDC1KxyGKRrKrMfJn5bnua3UWEB99aEfu+qiIFUUXWA+4GHu67zTlnN9Gs5mtcGc+U2WUHd9o0ChlU+fmpJpcXP5px85tBTR75zLZfUJa66fV+b7k+u4Fd0GkjJEMnlUUeAWl5L0ycZF4LxnNe5/EVK+wp5NoRtnup+41B2tyIIpfuJiW1X1aDRZOoto6XrU0mhWxdqeaBMMS4FojCSp3Qjd3NtdPSX1EJLa7seoDwjsmvdbeAKrUbO369/W0AiVLKlrQ2+/r3AD/j0b68PDKw+XrC4VULFkdyQSe4keaJVtSat8B4nlQ9rgbwlgwiUp0zPLiSlEgm1Kt/SQnizVcZ+zeEzblSzHlvbVqs0TQAJbyKRrGCHDLCQXD6p8D99wGZhN2aBMBlDM94byaFxpU9QedSXNX7IyYEgbrmFwXTWRBPuVjJ+Yigilc5C8Y+IGUgRofdYYV58kj7ADggvAvI5xGSBO2dQ/96hh+BWe8XExE15fSUAE4hQ3xCajMkcGHPTUbOQgWvDDTtjGkzI4SIMZDs7vWhtmFG4xO2zYg5OZy2PYZNwLNuj7WfcNIM+J3tlzj3B3zefYWP/Q7PvYdHQETGIUXcJod/vv87OKQW1/MWP94/wzaMeHs8xfyXK+P8WhwZgin/paH9r/3x4V/B0/F0PB1Px9PxdDwdT8fT8XQ8HYiPqrAf5vHBJidLTDPA/1vl2vTvC5l9UZGwCtESs72U+i2VblQexpIUXuRhlx0QAWTOCP2C3JwIkaD0IyEufiCMyvepVHDCbsJ42VKSd+vhR0LT2gdyNuY1q9jdHavH5hXSHCjD6wf6Y2zejpjXHnHlFAoDONXaL14geh4pkFzLtm/1qvADPVWIxSaOmlUoflboE1bvFEe/kkIWntVAzU/8DD+xouT7VPgD87ZhxW/OGC7IHzG+hXV0CHOrldPSGVk880etaeDnuwN43B15v6slQO1UJZRugT1PGwP2DCXyRUFNyiSxEtnuWKU3bPrqNpVOkptywZC7mNFdz9i/aRbdFf7OfFBkBpp9hMwZor40QH0eTQbiTFNR4zO0u/wIhpYdP2vpJTOesKo+d5U8bRXmYsq47EDl+tWgD+Vn9ky08yIr/f2G0JZyvxOhNwYxNNGGcFBp3oVZWncX2e3EAv8eWPmhiILeH/U3qZ3JXLueQrJkdkB7E0GRBMHxZaP+D/yz1U2iIWEnCmeqYySFKllaIEkL6IeNs/IarcAaD4BvAoSOMJVmp5VJq3pK7aDIDDhbT3TOGRcoHDOOV6y4Ox0n5IjwvJfdwHDIWL2b0N47+DFh96ZFagjbWl8T+phadrDSVrsUKvIxb1SCVICjwU4VUreEABbivnVPAtc0Evh5T8KRxF9/5Ll297GIXVhnjuOeJpHHZ+HRulvHTVaOGopp4uZtXT9ipwaRa5LkSxW9rV8pcAFIx3u0f8PzHC6k8JViK2qWydeZv9O84bOA7gV+l5EuKY+eg87DfQZ2vP55BTgTXVDIIQTsTJ1V4ztJGeOFIOwzvv27phHO++bVg8L37Kzcfj9g9U7lqHs+6PG0dioIlXQ67Dkmgnatkue1JU+ie+pAOKNUjlsZeABhR7ny0iQBYV/nWNhzzzm8cpV/ETlBCon8PUSCmSKnFhhb8yzK6J9zvjU7Qr/mNcdOc0+O0HCpUv2HXP1mUDsyNnblCGy+JtczqnBN4W86dlJMQGTScWMQSd+rHLptL8t9RFAgmrbmWQwxngPTeUZstUvaJGAJf9P2pzs4uEFRAzte+6zwNJmB8z+d0KvARJnHrsYvZolAueva6YDg50QAILnc+/6ZEDp9R2nueZvLOgPQXDefZISjIPTAdA7kRZcmOzAKdNXfSmZBPLFNEDh5tWOHwpGQnrPgfr9C6knSifctosuQ0RGquYmIm/ToPWFcIpfrPfDsPoknmT0HdlByk+FdhvMJybFbMvsWXTeXsduGGVPrsW5mzMlBJGPbTmh8xHl3BAC8XO2w8jO+s77GuT+ikYh/tP3XuHAJG+fRoMUhT7hOGW/jGj8cX+HtfI5/tXsDABhiwBe7c1ytD3gYug9GAetX2TkRkf8JwH8JYATwIwD/Tc75Vm1G/jWAP9Q//Rc553/8V/msDzY5AVDIy6bNDUseFmRh2+iWh+E6SzCatBuqY998PiyQsIXBlG6WbsKSqveJkXZtDFv7Phz1NWLqUPRSiI0AV17N0mxB5tfxxD/CKE9bh/Y+Iio5PnZmBuYKgZWBa8Z84hXuQXJ67LySLY3wzvc0XK0FqtPa/RzJumCEvZ7TL8BdFoWUBEjixt0ceVPdlDBv6Bkwr0hEr4ZQqMmJ1M98H25VEovF/VhC6Ezpw5IQSyqcqvzElsmYKfnYNfqxGpdZEDuv65jp7siRAFCUf8x3xhzALbE7XjoNKHU8NfxMN2XsPmk18OXzId42lyTRzUqqnYHQJ4o7RGB1GzGeeBJkQTfq8czRCHPhl1Cen5pXYqgYcENkdTfEmtcAnMllOPKeT1tCfvpnvF4zPzPojMEqZEYhU74Pc7NnF+2rzpFZUIKsEmhlwe5jVccaeb7hwHMOfUYY6n2sEJnloKhf61itm7ZtihWCI0gzk0ZIhR91dwm7jz1N25IGS+cLzo1yRgxqZcGw+dOUc3HqLeA0KNF7NG/q39h9NBUkp+flIjkHkpjgzytbs4RQDk/S/jKJTEHQP28U30+PIuO2TMqxS+9xrPiMFhNIb9byOVpQU4jpHuoXIehuWQg5/emEaeMwnlAkoawZBldbJrX6vF3UIknOBQ9vCVEWFRmYMiAMZMOecEbI43lXeBYKa2wVXtTeZxxfqHljq+N2YrJGPlS97OFKeRwZqmJlt0JhM8qls6JVFn1WjcGx9HkmFqSaQ8Zwxud7eOWKP4x5z2y/TNi/dgUKRghT5X5ZME5lOYPX5aLgaDDaFJjU0+xPsH5H48r+qnIECv9OKrG8wJlS9Q/xR/MzYiLk3ld2fO8w4Yoy3vN7c9DZPUEpwoRjxuom4eA8uU8rI86rH9cLwXC52A8a7h3LAP79z3ATz89N5t1CnxGOWQESilhA4Zd4rjHLrev9wrKpk8kI3P+GY5DvgfkkPoZugfdRJqFC2SRo73TMHlXwpIEmmdU8sb/yBVblVBEzK48nuzoXmTzlqronVbCjzmGU7+3/dl9kon+TJMF0liggEIH5JGHfCrobh+EqFWGw1FRCfG4zHeY3M9bbEV0zo2tmBHV0n5PDMAUchwbjzaqMAdc7pLVJAup5NZlJnK0H5kfiFMLVaCIS6E3iXMYcMrzXr0puHxv6laAhhEskw7Uku/djg3UzIWVB6z0uVke0bsbzbo9tGPH99ddwm4TvtV/ju801rtyMK8dFe0LEdRrxB8NL/PHwGlP2+Ho8xTfjCd4eztD4iDk53Pcdgks4DC3yB9KNyPiVck7+GShkNYvI/wjgvwPN1wHgRznn3/139UEfbHJiG4cRqxzNR8vPSpASCAX9Rcf7iXB6727YhrY8lnhtgGtWf6WbS6x7fuGWZCkBtP1Nf+lg5odATRhYiZQSVAEo2PEUuMDRcV7Vj9S4zdRdqJLEap4lHqI7TXE9F6kBpfz8Iv3+8SgJ0NeUzU6/ivIF7GfEqAuSBpqSswZzgjBb9waL6ZMLAdMCmkd8jsTuTWr4us3XM/avGnZ4VlJI/X6i+pY/Ruw/ajV4sA4G8fGNmjqOJ4LVdUJsKGxglatmx40gNoLUCLZfzdh9Uk0CVzes3FGZyszLpPADYiOIJoWruwmdmoE8CLq7hONzdlz8wE7CvHIIRw6G/tJrt0wwvWTwbgpD95+FktwsuVQl6InsqExbQVqzEnz25xPuP21IivZ08c5OaiVQNzZLsL06RHsNou2abBNsd1RDMrW67KV0nx7xVxaBThGCWAQ+VkywgF8SVXzMeM04G+Z0bap7pdpule8ocMjISSATf1iSah2/FkCnRoqMqiTO7+EyUJnOA2lF/P6yom+VZQuIml01m+vmhXOzcsNKEKymlMtAzwLTubHrtRvB6+6fqXwrdD3LVuzg/G7vc3FPpylc/fyapC0CmcWzKN3CKGVdKoGkfg0HrpebtxQkYKfDk28CJgShV65UnzGcL3IcLfj4Y8S8djUh0jyPnR+S79HxWTQD76XxaMxILvTAcOHKupJa8haMI7R8LvZ9dpwn4cA1czij+lk4oKgpLdW4ytquY9OPTFRCD/RrwXjqsX6X0F+psl98rHIXO0HzQGM9S6zGMzX+U1W7ZicYz7jet3dZFcG0C9Q/DqDtVI4vpPAw3KiCBlsz9hSMp8YXyDi+phlfDrncA3sjdkXqMw67RYdck4PpZFm8oGrh3Ii+vpqeZhOLWbx/eebLvTDZGOS/mChUY9K8oef86Z8Jho1g/XXGdCbImlDmDed+85AhjSCuF/xHTXBHO2fR+9JLKbCEvc6LrhYCsge6d0qgj7WDmVr+vRUYji/ZmR7Pc6noPyqSRfIe3Aysvmbnxg91PcoeOPlpwu3ntZi1VB0r3SCPIhICQeXFyELZEYv4RZQvg1znN+p9Fnsf4xLqMwoHrqdhJ5i3Gf7AX/SvI/yO3bDpJLMTpPc3nI+4ODuQu6EJScqCfg44jg2OxxZx3wCTIOw84jZRKczmucsQJ1rRRe3yhMzOSQDlgJ0m/8p9si4JvH4NqUgCo0noQsS+pSSwl4xdG7FpJoxdwHl7RMqCMQV8tL7D2k/4uLtBIxH/yeaHeOFHnIpDJwFAi12ecJuAL+ZT/GD4CF9OF/ij3Utsw4i7aYWbYYOHoSsJWd83ODQzxtFTGfUDONg5+dWQ93PO/+fi238B4L/6lXwQPuDkxI/Ayc8YIFqV3HwI5jWKgpUtlKZWxYksdXFYVB8eVWygk98W5cXC/D5hzaqG5ohtf2a/t8NpVydt62vCEWz7H7i57j/iC9bfcBHP3vT2UTcL93ij9ROK0hHftyZLv6gTuQz63w9g3odcPCKDJ9TKvxVCIoPgIr06U4qVQW/GdBLgjwk5cBMBgObANx1PffksU3eickoupOfuZkZqHbpvexw+2aDZZYWGaEXZpI/1/sxrh+HMod2nR8IBfkzobhOGc3aR1tcJx+e+bLLra57TUVWfGDQLjs9DCb5jK2Xs9JeuwPZSAwRNyBr1I0iBP/cDgzpLrJJ35feS6HNwvAqYtpSlntfsMDV7SioGJUEbNC8cNcgFCdjL7paJGUhkpRcAHj4hsdn1gISs84XPz+ASVpkFmMhLpnfMvOLfrnexyM2ass20cQgHwEX6eUgGVj8jFDELEIaEwzOP9Q0VeJYEeADFd8ICgEK8NpLmIqGJXuGHsb5eEtDdMqBKQeAdsPt0he4uIrb6YZr4rG4SOwpGsDZoWmKF3pSXjFCcmkrWNuihJZJutsCPEyZqhwxAUZGjog7njkHIkqqbWVCcfE16rEMjGZg1YJVN/bvVNYm0h9ecJ8AiEVxWsG3elg5V7RCY2pJdixszunvCBE19zRKBFIDVNbt0y64xn49g7qpc8vt7oM21ufPFA0MNmosiWFwLVu+YpEsELv5kwv13An0iOnaL3JTLmpcaJj6xE8J+Ttjli61gPCX8NLW8rue/f43r372s1wuDzKUyvvorimrYmm2QJCPEW9Jzd+bQ7NmtmU4EjfqpGEyxfyZFPS02UpTTwoES9IcXvgRp2XPuZsklUW7ua8Ieu5oAm+JZ9sB4wb+/u+Jrs9dKt1Wiba5kdgcksSvCucmx4McMibkIDBjCoKiAJYog2D3hvicVapRrx3mphFU6ZIvuZDhkWJdQEtDdzDi8qP4QfmRm4yLKPZ3e66r2zzhOzDfED0wuJi2w2P7jtABgECyIJiAc+th+yf10uALa+7pnmqDH8VXW+65ogkDX8XKPJips+UFVtzLQXVOUwK57/TU/QxLQP3NFvKWofQkV1pJnIimxQiLLfbRiwqLgZOsXBLX7oDDT7PXP9BwyFsVZTXiKEIcVigLle60jM14qWf1Zj66bigywqW7NyWGMHsMUcP/1CcJ1QLyICPce8ykndHZMOuo/da7XsSmWSLmaiDj1KokK3UqakIQQMTZU35paygGbX0kXZgRNSIIk7FcjzlsGE8+6PbxkxCz4ne2XuPAH/Hb7JV75I175Fl46xJwx5BkPOeH3jp/h7XSOPjX48fE55uzwxf4cF90R+7nFXb9CP4XiKj+PAcMUEOeFksyv+fHXKCX83wL43xbf/4aI/L8A7gH89znn3/urvPkHm5w8HU/H0/F0PB1Px9PxdDwdT8fTwSMDfxk/5rmI/P7i+/9FDc4BACLyzwG8/gWv+yc55/9D/+afgCL3/6v+7ksA38k5vxORvwfgfxeRv5Nzvv+3vY4PNjnJWsk2nHbBVme2jl2sLeHtlxOGi6DkR8A8MOz3ZsBVcOZacXcL6Nj7BNryM61aLcnJ75/nUrIRYGXFoDhG6pszW9pWNTMSoVWvnFu0kLU6YpUrOQJZW9kyAUnJgs0RlWcAlGpUs1O33Y267+5JoD0+p5zw+h1/Z3AbP9DrhNcuRc8eYEUt9FqBUvJh8qr3n1lVpIN8Rj7xrPwm0DRK6nnZfw2Xi7ww/xJgOmP1zfcROHN6r6VUhkyCOTsUJ3Bk8n3cpFWQjeN5wZ5rLp0Gc5QHUKVZHSte9syNl2KfeXzu0N0RbjZthLyDNSukzTEDWm03udrN1wn9pZSOVhZgOPMkfyv+202AdHVcrd9F3H8ayjMkr4FdlyZmDCdS+DapEZqeXbjqNWC4Zq3Qhl0mRMWz4mwVUIoVsHsXO8HckfSf9T6390pmzuTNpEafXzQ+hGDaODT7hNXXAx5+Y412b2OsQoIAOsqbG/u4dcUAczphhXP9bcT+tS+yrQWmMlE+9/CKz3/asqMEEDsdDoLDi4DVXcRwSmnr059MuP+sKZ0qqxZbhVoGjtXTn07Yv6bvSPuQsf52Qn+1aE+C8zgFPtvseB2xY6fOeD/Lqujm2wg3ZxxeBPVzUFnUlp0A60jM5ohs64Res60nwyW9XeAAzITrZHB+dDd0kSaWnRXz1TcZx1eC9jZjdUNeVanKB0LzjF/nh4xxWzs4hZ/TPoa32bysfK2ELO7RHCa0ZsLu47bMMVvnVtpBM6+Y43PHTsMpnxnA9e/ijyfcfN4gqLmt8X2y6Nhsa0eqOVAW2eZSbIGH37ooXVxJdXzPKl4RO63w91wbDJopkdCe9o5woWTdgEY5IKPuEy0UimPdWjXcvCMR/ue60qj3B4BKQ7Pcbe7yyz2HVe9cOEs5ZK186/vofI7Ko/AjH07zwPdZf5Mxrzkfi2eOcXYWXTbrHtp443iof2Adc/MU4nu8dz3vX9+iC1/4ZytXxvFyPV2OJfs8P/AZD5dmzsoOz7zl33e3FNuw7qpJFkfzdbHP1aNwwqzDEKyrkTGdAnGdK3fOcV/ygyvdktRmhB07Yv0VX29k/uU12Nj3x4z8TIrMOE755rETtLuMw2KeLM1lC2pD6vdFjGPRTcmo60Z2oORulNJ5hdPrEDPBrOtGdsB8on4sq4h2M2HVTThdDQXCBAD3fYdxDoRwHTgI268DxisOCN8DszrTs32f6+faZ7vMc/WpjDXnOaa9SxDllzifAO2WBJ/gGn4NTUQTIlZhxr6bcNIO2K9anDYDWj9jTB6vVw84bQZ8trrGxg/YuBH/cPNDnDvBRhp46dDnGXcx4psU8KfTc/zJ+BI/6a9wPW3Ruhk/O5wjuISbwxoiucDXpskjBZLs8+gwR4ekUsYfwvFvAOv6Nuf8H/7S1+f8j/6iF4vIfw3gvwDwD9U6BDnnAcCg//9/RORHAH4TwO//0jf6S44PNzkJ4CImgPEoKsazRrtZgP1Hta2MxQKw/Fl5X/n5nz06dBGMv+xv8i/5v54zcl343cj3sJas/cyI/D5xMViqSJm3gpGdJROLLkZunSsPB1DVF22zF6zuRlRtiy3q/pkvAWB2gv2rxSY7E0M9njKINuLycC4V9qau9tkBoi7x3c2M1Dg6aA8CN6WSvGQNFB9B6BaEZxpOZU04TTGHAeB0SuL/vFpAEFINYODIF2mL87EgO4/mSK5FVo+EQf0Utm+Jqx9O+X1z4HtbULTkGwAon+lnYP1FJGRJ8e7tngaFKQDj1nwfaK44nAHDGeEox2cUM1jdVFiYRCaJyFRfsfufGsHJVxG7j9jLdzOwfTvj8ILO482eAc9wziRgOOdNXY5ZTMrNAAAgAElEQVQBml/yOsYzUeyWCjZMNQDEXPH/OQD9hcPqhvyD4TzAoBTLZH3uBNuv6cmSIBhPHLIjWXI4o8eEQdr6S6eGc6Eo6UCqQpSbCZ8Z1GTPTRlQGJ2Nl/GUwYIlzmFPXtHJFwOOz1tCVLZO1b6A+88aJuQHwoDMp8eS+eGK1/HtZVvmwHAp2L8m/sruD1Wp+GxGTazD0WHauAK1mLdUzDGse/8slKCh4sUXHi/vr0O2XljQlnS/nwVeIU7hCLS3GYc3Amjw7EYp7xc7YP8JfzdckXBs/DcT7DiuRQOxTMNN/XnhCxgvyOajQQcD4YEM+ip0bhn0Ds86NAcKSUhEUVEcTxzhnk6FQ4aM8Zy8r3lFc8A0Arffb1j4EBZW3MRk6vjcYfZ8XbtjseN45WsCpJ5O04bzyc3AHARZn10W44blcs77165wKbLXwEuVzdzAQLa74TiaTrQoM9RAndw/ckimU3qPZGGS1V9wvkrOSLY/CQteqeXrp1MrQDGwe+RVBF3XVH2KRo8873Bg8GzQruwUGpWBhy0TKfMoSQ2Avb6fwrOWY09yfd/YSkmKnBh0UcoY6O7U52WR4BQzPV17LfAWLVLNa/dov7U9yKCoxk0r88TVNcmPdg843IYLHf93XFOmE9tLFHaWaeZovMfhUtf0PTlL+0/4wQZfpBAHA3w3SfFpyp5eKr6nqEF/VU0IC1Fdz914ZNmrX0uEurdL5fQpXNDujwngCBbJjb2nPX+LZfQ+P4Kd5zpOWMDT57JYQ1j4FKRO/WAko3l1RNvOWDUzwsIfpJ8JXerHBv27NdAmyEOgglaTahICQJIU/ggHjyluZeTE/zvl64iNT5/hXMLcMCHxPmEMhHLNmpB0zYxjQ17JHB02zYRVmLDuGpy951ey8hN+a/MVnCT8dvcF3vgHPPMZ545r9pQjdini/xvP8IPhDabscTNv8aP9C8zZ4XZYYxNG3A0rNC7h2Dc4tg2GKWAcA2J0yFngXAYmh3n2wPRehfnX/PhVEeJF5D8HCfD/Wc75sPj5CwDXOecoIt8D8DmAP/mrfNYHm5ykAIynKFyQ7DInjv7/32QgPZKZtWPx/6Latfx9qq9dkuLt799/fcHJa4JA7HYuJEs3sYI2rwW+p1oQACrVgK7afkyIHRf52LE63t6OePhsrbwLBtnZswMQjnR7bw5a5fYkGIc9ZUaHc/eoE2TXVTamqd4bC/5ZbYcanIkSPnNNkiI3BBdJ4N9/1CIMNNBbf7lH/2oDP1lSwa4MOQ8Z89oVc8IUlEOjnS1iylmdNznVJfbZpHHnjjjm9iEhr1CqtM2RZPJp7QqXwNyhN28n3P1GU4K+1S2TADdzQ1zdMaA1boSLWY3GnKqXMeCSJEXtrNy/ZMaStStBLgK5KvNGMJ4I2n1GcyAmPiqW3wL31XXC8crpfa/drv1rX+5D9PX9bUNfYsE3mgzNG1Znt2/ZtZg2dXw2I9/X/sa6YlmAw0tHFZoWSK3Av8voL6VUnF0EHj7xhWMjSXC0qeQYgNkGjfSeGVpePENBkbVu73LhZviRFW4/As0uor/0RcoWi885vOqwecsExe475bv1GSjRt1USs43joJ0iWzIKwVq/xhXv09hZMlDNBt/9eyr7XBaIXLq37/PXytoiqB0JFdCQJFUlS5PgZscxRJNAvv+8MUUz4OKPEsatygW3AhPYyJoYLZWJaHTGzy3PPZP7MZ3VTp6bVHJVFdLW11mDON4HN/Jennwxww8Jw6mx/1ECps0ffovbv/eKp+wfr4l+rIpmEH7WcEbexqzcHKdclrgyM0NNqDOw/Srh8MJx3U9UJTKBAOtKZmECStd5JhzHF1LWDBMUmTdcb63Asvkq4fCaxHUj5Y8nJNUDPC83gcWPjudclP+0e2iKdN1tpmqT7q7zphqbpobPKjWLJNWGhslMZ2jAjMIz89p1jF1VJAtHJsOx4Xg1svS8AaAdczcJ5k+UgzJwfLd3XH9ii7p/CteQaF0J5VYt56mJSWRB2QfLsdgrAO0wDjQEPrxcPUrC2UEB0LEwITPgvAoyCMq9k8ykwjqofuDztM5Kd6OdFOXzmGpX9pTQtcAfuXa/Zu0S+qNxVzSBeVCltBZo33GcTuccC4ZmcIOU980CuExZbpMzXr9LGC9dVYxcrAO+r9c/ni7iFKkywcskbtk1KWafVgzUNSd7Qcq5Fjm0SJIkoztyPo1vJvg1HdO3qxHeJaQsiMlhiA73uzXirkFzHTBdKGFnrmsCHOWJmZBlVYXLyjdhApJVgQueBSRxGSKAM5WvJqMJCVNICCGxe9KQ8O41IVmFGa3ySnIWnLQDTpoBU/J4vbrHyk/4ZH2Dy7CHR8Y/2P4AL3zCRjwaaeDgcJd63KWMr+IGPxje4O10jj86vMTaTzjGBj/bn6N1Efdjhyl5HIYWTYiYR3ZM5ugwTx7Z4siUKascHRA/nMTkV0mIB/A/A+gA/DOhwqxJBv+nAP4HEZnB2v0/zjlf/1U+6INNTp6Op+PpeDqejqfj6Xg6no6n4+ngkQGkv5hz8m//3jl//5f8/J8C+Kf/Lj/rw01OtF07nkGVuliZa+6B4Rmo4DWxYnT+44jDc0cZ1FPBeCZFlSWMqph1BrR3NLBq9hVSsPqWJlIyA1d/OOL+swbtQ8bqesZ4xiqu6fGblHAxMlSc8+brqH4klKJcX0eMp650T5p9LtAtN7Na04AVE0KMPJBz6bCMZx7j6RqS1dzOGcxLVZ4U/tDsIlJLTXyDd42nxDu70WBE6r2iHR4/ZjR7kwMV+GPCoBAFNxGGFI6q498JTOXIMNPRCSQApz8ZMG0DYifoX2/UuIxSutOW3I/+wgHq72LVKBrJCYrksQBYLytyUqphfszFXNCgcuOpwinUQHM8leIbYBACJMWeN65It6YADOfmNcJuk3nX1HuDAuMx2eOocJKoPJBWu0mUP45odjN2H3eq1mJVQ6nqKjomYusfGSyS4+FL5d/+rt3z3rc7Pjs/pKJQ5nLtYMWG53e8cgWSMZ4S8hQ7hXi0vJHtO8Jmml1G7vR8ipeD4fQBOGDfLWSQOy0o5QoDzLlyXGycFViQsGprMAiDUMjMZ+liVXRq1MPATUB7HzGdOEwnqu6mXSHDfGdTiTHIDlAq+csOm6lQ0SNDSrUyduxS7V+zSxfXtfOQXe2iAKx4I7OyH1f5EXLTuni+pyypKSfZH1nnkVwRjrHQZ/iRSlLHK8L9cuDzmtZcK6LOYYPHiULmmn0G+gotSU3tmpgy3rSVAiuLHUpXyd7H+GsAK8fzWqpqVst5M54RdgVRmd4Lk1RD6dBBp+zh8+e1kqv3T/SZhWNC8vzjLEL1nsi/bfe5GEeSa8Dug5s4pto+Y/fGUVI41A6RcRSGc8F4LsX4rt+yUzydoKg7mTpi9sD6y4T+ipLgsREMF3z2ybNz6IcM2bCjwOugR4vrgSy5cJ26O5pLPnzsy/M3c07znsmiXBWDuQjoP6FrQFEW0/kbDlyDBuWn2b6y/paePFk5IgYZPb7gIJdZHnVs+Jms0I9nvM9uFOw/FchUG37dtfrG+Ho+xskram3vgxHE7k0u82jZJTPFs/6qKfAmU9E0mezQc08ZT8kBTQ2w/jph/1ENrPwC8myS0HafxjMgdcC0zRhe2CTTTsVgHS+gu5Yiae57KfuDdSUk6TnpPpM850nYS9kzYpcR17lALg1WN1xyHEsU9FeurhkGcdPBX9Q1XS7eJqLXUSFbi/XEboEhN7RzwR/Y3wNQXhF9WTLcKJhPI/afAO75gDZENE2EdwnD7DHPLWJ0mI4N8uCw+rJBcBnDi1g/Vzsw9pn+KEjnCYhqXisoPiaisC7nMpJPyM7B+4ScBF6VuaYmw/sEtPQqaULEoSGUK6YK4eq7gJN2QOMjrro9Lhr6lnxv/Q2wRvEreeFmXPkODg4JidySFPF7x8/wzXyKKXv82fE5puzw0/0FTpsec/a4Payx6UYcBra6hikgZUGeyCuZJo88k1uS4PiMJkGOUuCVH8Lx16jW9Ss9PtzkJHPjsSDRoCHjeQ1UqVsOfPN3+aD2sngxwLZoy/cBgONLDcaM+JcqpAAAvvr7LZCAw0sB/hYH+LLtbd9LkrKIZUHZzA3WNW/4vZszUpLqIwGaipl7OwMHBiSr26QEfsHcASdK8p/WDIQ3byfMG08YlPoDTNsafNuGE1XS1Mh385ofnIRwrGlDjkb2KhrQePiJcqN+4EbkZiBlJY1mGi4OKgtsydbxRVsI1ymIEuMJhVrdRMwbSucCFQ6QHRAzg30/MjgzzHr2KEmIkd+L+WN8HLACQFqpb4a9b1eTHduAhvNQoBp6E/S+GXxM5WsdN9Gk0KDUEB5k55CC4OSLGYeXoWjYu5gxbT2mrX+E4y9Br69Y+OwEYUjVdC2ZpwOTkOHMFcx/exex/yjQAM8DJ1+Sy0PZYk1+9HpNOjsFwf4jvaa5bjzZA1gLxnMmdMNFxevnxSYlCxVFF8mFKnA/hQJFTSroo6CBbK/+LlKfr0SOZSaCTGppbCdIOj9MKpnk2Vyw6PKLNodFINxcH3B4Q76LjXeDQpqvw+15KOIAhWPhgOHSshi9VqmBpM3rrGPNfuiGGq0Zobd4WDQ1ibbztOAVSSEoGZjOOBGN85FacoeA6n9Eno4r8yDrewGEJ66/JenfApb2QSFGEcVxO0y5SAE3fS5rpCWO46nyKeYqd5ydwp+GaqJpnj7NocKSll4L06knX0zhKtlugzMpbntN/jkYrJHVy+9svjgUwzozmCy/V1GS4/Mq0WrQwOlUsP2SydXmbcTxOeGjzT25WUHXHz9lTL56FRV4TGMStwq19MC4onR07FgQ268Fu49DgfoxcOb7ukmhXAqJM15g/TsG21ZQmLY6v8ZcPbeyrX1SA1LhGDLooknqQlhMK47rA80Aj8/rOI1rQlVyQIFm7T5l8WoJcy4y43Yagjr/bEt8rzhLmJvyivQ5H5+78jntvULTVnpNEUUUAaJQ3q6eqyU05TMdMFwC8zYpR2UBadJ5aQmIRIpFzBtgvABW39TxYmPS3vd9yFlJrD2hcN010L8UwNbXLmM6SbrPM8Fu74H+GaqAga2xlkgo1wa6VtvvlvwuWX624kyzVJ6OzdWk8Km0ysrrypguJpoZhgQcA6R35HFm0KMjtki3KlTRJvh7j9RmDJeJBRSX64kYRMsTwhXXhGmhoa+JNAl5cJCQ4Cw58QmAQ/JMRLIThEDTRDQJbZjRt0xIWh/RdhM2DTGsBuHKWXCl0sAfr27xvHkA1sA/2P4AV27GqfNYSYBDg0Me8ZAivo0NfjS9wk+mK/xsuMTttEHjIr44nMNJwu1xjZQFKQsOfQuRjHEK8C5hnjycy5C9x3zikaJHnniTcxbAJ3iFdX1QyQnwlJz8TR5uZqfDFjVb+I1EvQwKKpZT/8a+Xy5KUv++vHZRvYD+OL93x2Qxp39h8PT+z6yylBcfaj9LVIx59P6a5Bxeh5LcQIDh0lzHGQz2Vx2QlbjbcHNYXZP4vbohl0IS0N1nJSqSvNwcsqrYSOG/0GtAEPpEvP2Jw/qa3Z/VdcT+VWBn4GgdBlc2VMn6XnNGdzuhf9ZUDoOriZF9D0BdizVQnVB8Uto9OTNG5rcOzfGKbsvrd4lcCSW5O703KQgwMQAqxGsN7k0zvnRMlmZstvnnx8/VBsHy+Y7n1SQQAIaLRp+VlJ9R0x/FoyMcWfUNBwY2FjQ3x4Rp7SCrrAGrKwmJqB8AycwZD98JhbiKDFyfN7VKZ+NVz7OqFtXkDQtPAAvil/Mg9HqvdCN0IyqJWN9rGfyHI3k+AIqzenMkl2DesNrbXzFAsQ7heOKw+XouKk3I9JkZzry6avPH3QMT8v7CY/0uqi+NJhrqTWIb/OZmxtf/8TMNPkgERdLnm2s1+xHOf1mdNB5TMtz/Qq1Kr9f3KNyO0LNqLZGJe2qZFEjM2L/2CHu+Lq4fJ0LGeUJ9a47ZhW/JdCJ0EE+AZO10znjEs5m3FSd/0EIAMgPA/pmjcIYGQuHIyribMxxy6Wz5npy2/oLKWeRS0OvFkp/TPx9x81sd2gfOSXrG0BfF96ZepPP9LqO/EHYkNfGEAJgzmn3SbrEloCSrWzA/nEspPMRWsPmGXCkbh/FSH1XUBNsq3qrUePHHEbtPfOGppEbQ3ZAf5aJ2RSd2sXdvvBYCgNH4S1k7DY7jazjn+OX8EPXDUNNDseRKSpKBRJ6C8deMn+NmINzy/c3gddbCSfbsoM0rjlevHjv9s8q96p/RrHC4FIpiLA8hh8hc1ZEBnCjfRgnZ04mgva8+Ks23UjqhRkL3PYqCpFO+33QK3Hzu68+ax/MFQOGelMB6wekR8HVuBPJWz/VEsPkqk9smfM9mn0uBT7IWA60okoDdp0BqE1JrRQp+RXmNQAY1mFSVLZsv7X0uXLh5+96cR52TZT3U63q/q2jzNTVEY/ijwJeOGjt8hzcJbmJHKnVa8FzEIJLqXLdxRN+UjMMrlL2nKIE5wOShoq5h2We4wWG6SMguw51O6qROwnnOgnEMTB48kAcPedvxfbuM5sZhfEZeiURNQpyS/Mt9sZ9xrIqNd1XeQgZVrDp+H5qIDCCEiCgZMTiEQK+UNsxwAuw0KWnaGetmQudnHLsGJ+2Azs+lS7L2Ez7q7vCyvcenzTX+VvMNnvsJL3wHBz6EIU94SAP+YHyOPxleIULw7XSKn/UXOMYGu6nDyk+4HdZofMRhaBDMu2X0GJuAefKYgkeMDuPokddMVERAKIDFC0LETE4CNz+Oy369D/nLpIQ/iOODTU5k5sLeHKgmFNW1uMgDO1ZoWQkRVSzignC8dNzcZm7Ox+eEMMlcK822OC5VSJZwHmCxkPyyRAcoi94yebGK4lIydFltARafbUHkMsnJi/dUcqdVDMdzKa+ZVGbTEhuAi78Fq1QWQYG4YM1F3SAG/aUrMJTh3BVndmuHl8qivlf2VAwxV/HpJOi1VmJp1sWZVX3+LHmSC+1+FSO+GQj7hOnEabVSg3w1fZzWpvzD1xkxNUsuCU+9TkH7ENFf+KK+k0Udz0/k0cabfXUhRq7nU26/QpLMXK3AlhbPXjKfi2282bNK7iaqzli3LxwEA0i4bR+A4wuS15sdN7j+mS8V1uX7PRpfOh4kgcGCQhhCz++tGyCoxEzJuQT6JhU9bV2BNJiqzMmfHdG/7DCeOoVP1Q4WwE6cqXABTExiw8TRzRn7l16Vt9iRskDn8DJgdRvRn3ukRjBuHeaVkqbXACbg8ILzktCiUBSIjqeuGB9Cr+n287ZU2U1G2YiqWa8pKazKDusQGeG/2WdNJDM236QiNDBulWStEsJW3W72SQn6en0bdtHCkd1Dp4pxBh2ZFILI7gCK/HDsanJUgiU976TdptSysl6U6RTmV7tcnBvzmsH4vBFc/esRD580BeYZV1Lka8OBryvu7CvrDqJ0t1IQ7D5h4mP3dDh3NMD9asaDdgyQtGjwTEU+ZgbcFvDMKyE0FCjCCKlTh+5VXUcMduYmYPexK8WYLMDmK85Te8+rfzng+KLBcE642+GFhxsovX185lX2lV0oP3Is95cO+498mZtuJJF+uKCTuyVLpbOmlXlboi1JXXbPwhFlfLupFkOaAwsR80rKnDIDUxrM6trSUMxkOHMYrrQ4o2as/TPhmvBKO7oaJPsBiOamvlNjVhvrTiXpNcBGrCIHNnf5GSjQTcKpMoaLKh9vBYrU8Bmd/HkuwgJmSksJ3sUapHuBdYdFBTMeCc8sgnCZgbvv+XLPxzMgB00uu0TIkl8udvq+kwDJDBK5hmavkLFJBQGgifqVLnzLIowlJYt9etkthD7reuKP9/jseJ4SgdMfs/PkZsG8zqUYMp1kTdYI+Tq81BuwjCNE1zrRsWYOuABVyHSNnc4TlcXWCcP3ZmzPjwgusSuhx3FoMQ4BOQqwa+BGilq4iST+ch8tHvFqOKnXUrpQGYXkDtH/qxoXoB16n5Fchg8JziUIPLxPEAHmkIuB4aqZIQCabqaj+2rAaTtgE0bE7EqXxBISAPi0ucbfX32x6JKsMeQJhzziXRT8ZD7HHw5vcD1v8aPDc5yFAfdzh7eHMwDAfmqxbTz2Y4s2zJjGgD5w4qTRY+4c4ryAcLkM9+CB9Yy4C0BIkN4jr6LONcGUrJj5YSQoGU+dk6fj6Xg6no6n4+l4Op6Op+PpeDp+DY4Mwtg+9OODTU4ks0LvZqA50CDORaC5Y3Xc4DThmMghECD0lGtt93kh56e+CV1t85qBYGqAzTcRh+ce3kyotHpm2Oyrf9Xj+m+vCrl9dc1ODKBdiFE5DL6a+00b/ezAqq9VTgFUs7X8uM37CGZklapl58ZgO1ZMcUBcdvaWT9o6MRnAtnZaAMDF6l9iFSfj0RxfaHkuLTo5medvFXnTjwcAPxHylX3W8+MHFblVsKviUq3qLK/FuksGMckCeDMx078vcCXUa0qNlKo1IiuYbs4YTzy6+6TVao6ReSUFyrT5esL+owZuYtX8/E8HHF61GFRudXVL/sd4ZhVoKZ4WjRLVJdOMK3aC8YLv6yZgLkRfxYobosmxai8dK8DTVuEOUJGHofovIAFhp9VJJaVTnICV4O6W/IL1O5rTtQ/k7UhGIdsvMez0nhHC6MwczQE5833HE8HuszWaXWJHw8apwh2Qge6BUB4/As0+lTFEuJ2DnyjJ2iSFC7a8vnkDHJ+HRTVy0RXKrKKWMbiSAnkhYTgXaWk/sqPQ7HKBGHmt5Dc7VoybXVZ4C8eZcacMGuYioTGhB7LCoQyuM20IoTMpbePE0INBuyMij3hFJKfXOT+vXHmWsalwsdOfRexf+moM6khyN0nU97uqS5Jt1i5RDItunXYfrOL6zb/fFoli84yYttopcRmrW57/oN1Um5eE5NQudFk2hM1OSRndNz12H51U3wo1IzTfoCbl0l0NgxLpFVo3b6E+FPy8YqJrUJ8ZVVxkVAPHS1c7lgLcf6clJFU9lhDYfWSHr3JVINpNUqltM7adN6waH96YlGuu689iLZFYIaAu0svE1n+ZtUM4kZNTTEOTCjTYGrmsvC//ZfKqYisFVkV/EFHelujYVjL5zPXV5K0lV1PCzVfsbLhJxRBEO4jymG9Xir/WxVBBiiwUjyG0rd57E3HYfyyFU8V7oe/v67XlYGa9tWpbjBDB5zFcSOlczCfsLKSWhPPcJH1mi26JwmQlCWQSuEHQ7Grg1V1TAMeeWenO/KL7vXgWUr7PgOM6Mm/YUXCxSntXT6Jc4gP7P7sO7DzMHbB+K+ifM5YIRzVx3KsQzmlGDplkazOwFf2/dehCHYPFmBVAeHVA180ILqEJHIw5C2ISTNFj6BtMdx0kkqRf+G+nKNK/lP/FAsql80O5JuJzaefIAtblXMbsCBsTAWKT4HyCCwKv5ompiehCREwJU/BYNzMygFWY0bhYDBQB4Fm3x2nofw7C9d3mW7zyI06dx0ZINJpyxF3ui19Jyg53cY0f7l+ikYSf7C7xYr3DYW5x0xPGdRzZJemngJTBLkn0RMhNDnFmxyRFhxwFSSWC0+SAkCEHj7wl9M3dNug/IaEr7KTO51/zI+enzsnf6JEdNx26GVP9aTgXyEzcenvPTXc49yUY2G1C2WybPTeP8VQKsTD03LBmXVDdCBwUljKpOVfoq9GXzMD176ywUu8QCKiatNhsASY4wzk319VNVvIhW/erawa82fPv+gv/iAAHVKhV9hpEHbkhxbUUU8YlYVKWjvaLNvqj4z1+wiOI2iLgh1/ssfnxa4AaiE1b3RxmFHjYdOp1kVd37hlwk6C/9I/a59kJ3GJDMkw6kBE7klgtsWt2M47PfD1nCyIW1yGpkojXD5EQsA2hQNPWYVpTfYhO6EpiPgL7jxol/vJ8r3+7KwkIHKgWpec9aVJnAb9xGqgExv8bPM64BkZ8hQNSYsBIXwcpnBtTp5lXFYI0naD45cwblA0srhafm4HDawaZD1sqig2XSxgGz9drIsZzt/FDOEd2hLklT0W7ZkdhguNzxeiHCk8xuFJUZa95I4+hEcsAIYOKd0t4x/LQhD8vxpYRxA0yI1GT+8yAYFZeWeyo7JUFOPkyMtjruOGbEENSWJNB1Qxm5Ud1ptfztuJD6Lm2RE0w2ntCXux17Y7BSWwdXcpf+nLNq2tCSVKg6t/xyhUY1nQiOPkiYv/aIYtg/9KTsH4q9NEYM+f3PqM5kE/gNFC3vWbeCJoHValThSNLXDh5UMm4GSVOfBRUJgBZ+Lnz4pkkG3MkjDeHXAopBTcvDGSPH60X+Phqblg4B5EEeOOHhPvKJTm8cJi3dPw2wYTCyYkkMBd/qBUwXrjCg4mrumbQryhjasw8UDBlM5nVNfBMELuMnQWVy+B3Eagbf8TuN+dGTVL8SM8NUxO0PWXaWhKsb6XB/s8hQHQuLI0NrcBGXgSfpzhO1XBEOR/yB1VQ5FSUrK9vO9MQdv+GyUUOhI1C6AMyngGuBZxCX219tOs2vkh5v1Sv100V6mVrmR8W/BNLYiaFlU3A/Xd8UY6z+2P3ZW4Jd4odkLqM3CzhRovqW+IajAiEvSPBXdfNsFevEsf92Y8sDix5MJZ8TOvqy2IJV/mshWCDQdtsL4ktAC0mhYmkfTNrLYmJ/outIOvPjNeDzOc3dMB0yknT3gmmU03Kn3G82FiH8jpym5nYns4IqxltN6FrZnTNXIZRTA7HscE4Boy7FrJjCOcnIK10I9RC0y9KQqAk9wLlKrAtDoqcocpb6lXimTCa8hYCHd1zEoRALkkG0IUZMQvGOWDdTHDI2DZ0nzcDxbP2WInu+MUQLgC4Sz2uE/DFfIofDL+B6/kEPzq8wNpPGFLAz/YXOG0G3B7WaF3EEAMOQ4uumTBMAd5lTBMXvqQQLpEMGQUpCTALUnJAFOToyFWNAkQmwDxeVJ8AACAASURBVHgIyG1Cvpxovugzjt9ZyNt9AMdT5+Rv8Mie5O7hjAtXf6lqUo4bV39FvHF3ywqw6EIf+oxxK8ROD9XYLnZa+ftqxu5NKIGaJGKV3QgmLquqCmMLsHVKSBZDkX+0RW/aOFgFfdpI2QCYQNHILxwz+ksGgd095XytGyTaWaBRoRDX3xLf78eM1bsJ+4/aR5tO+xDpovwilGqtbSpW+evuE46XTKrW1wmH565UqJemjIUcuHD1Bh4Hn8b7KLKmxl3Q77MTGgZ2UJlnckfoAB0xr9Rt27HSvrrVaqlW1IczBoDH551+thR+AcBKf3NQc7FOMG35TFIImE5Eg1MpfJfxzLEro1K3tqGX6zZcOFCTkBKM4ZFTetZNU1IlAbN6lWtlUqu+zUFd4RUT7kcGzxBKD2enEsa+8oEKAfwRHnpRHdZzMrJ/mSMWqGqXAwDSkqgJQNQU0XgID5c0mJu2AF5VMy7rrNQXogZ6vyjjyDUAsyTDvgI1QJJUExELDF/8wR7f/u4GjTlbJ/IGzIwspZow2jWzo5KKu3wKel3WDdA5yY4Tk9QiZWw8HQ0q5xVw8aMJuzct/JEyy+GQS8W6v3Ks0p9JURuzObD/yKG7YQA2nDt1lrc5l7F/7chLUbUrN7NYkQLXm35FMvm0Bdbv2PkKAzkc85rnzsJIRrfjNW2/HHH/3baIAZi6VJEWXhJ8/YITkOp8teQkdcCcBFMUjJq4NjstyCgvZzoBsvccA5YABnL2qNZHEQQLvHm/mZjw8zJlWoWkbzdaYEcS+uqO7vFLnt+8XTzHZMmWclXW+ZHogAV7JRlZDltNzKjCZeNC0Dwo90iJ6b4nR6cE7ZpskeuUHxUg2BGuc5DrkpQA9hG3YcGJBIDUCvKY4Y/K09F96vSnM24+b8rcnDaCix/NGC7J47OEfftVwv13HVbXNCV2EfCa2PXPdX0Tdli6G3arLJmQxf10WoBbduaaWapghnB8W2JgSZsZdErkVz8w4Vx9CxxfZng1Lpy3VrHPdR0rgxJAEviDg5sFvhf4I98vHMlrK1yNaOtLXVPt/ibPRM26J9Yt5DiwtSw/Skog9ffQhMueN/fMjMNrygVnDypgufp64/eVtTY/nmM25twEdlgaYP21A7YsSg1XifwaAP5ixGYzoAuU/jXDxDl6zNGhHxt2Au4ofuP3jpzFFxEY9UREr9HmgfFHfP2ZFBNF5ZJ4FE6JZMCHWDoKIcTi5m7KW8En5CaiDTRPBIBtMyKB5o7n7RFOMs6bHms/onWxGCh+t/0W3w3v8NxPP9clecg0Ufy/Dr+JITU4pBZ/fHgJJ4mSwG2PlAU3hzWwAQ59i33XYowe4xAoWzwGDD4hzpXgnhRCIjNlgZG0Y5IEuSTCUtYFCIBJgBjYjVpHJnUfSLz/KzZh/Gs7PtjkBAD6Cymkbgt2ojkNa9XZpICzMOid18Dmm4T9iopPx+cOJ19E7D72mNe5QE2sOjVt3CMJUBu8q7vECrxuKkZOJYzMFVhEoxCx2DLI2P6sx+7TFTZfjTi8bunvMGUlCytM7WHG4XUD82/wY10AAV2Ex1oZGi6oiLX6dsK89Zg2DsdnAe0+MZgp7t0ogW0W22xR3Ni7O52ARwucE+bOqXRuwvbPdrj922cFKmSV1Oao7u0KYzFC6HDqSqUaqIE2wMr03AmkBeZ1IEQv8p5d/rDH7ecrehicE0qRVhZMSfG0kZgBJXpOJ6wEW+AdTxUK1HKzNMiFZMANgqia+0wAFsGyA07/PD5yYYcQqgVYooUCa2rvCfmZNqLQLqDdERbWPiSMZwxGk75PUonZHAAonIJBQtZuD8fJ5u2I3Zu2kDsbdZIfT6Wo66y/TUW0IK74DFfXhHTFTjsZDjj7ccTt574G4NCkSsmalIhlIDpvqaZTvD0WCRpQkzk3SyGFmqKRCTRY1dtpsG/qZEGhf+c/mrD/KGD75Yz+GbsH44krY/TmdzaF6F3e385FHp9PgWmgzo9HsEcb746BePfAIgTHp2iwrW7hQWV4TwTH5ySSH1VydjoVnP94xv2nAe1dLu+HXH1tJOcSiEvmeO7uE8Ih4fb7jaoHKWRqTQd0W2v8QO8SN7NzZbC1MGS0DxFzFx49C/PuWN1G7D5uy8+SpxhEQkaYFe6mQbZBdehV4h6pESVNYt24gD95Jqr91QJWp4WGeaXzIfJ8JTHoM5iSJT6lc6heVCWY10JA8gIJGaEnxIdwWRaAmh3XzuGC3xPClEvSZeIPWb1nljBUGwtuqsUgN4NdyhlYf5MRDqCS4cfcyG0Nt86BqSTZWJPMz0mNlOeQGiqAzRtfk464SFRsXGohpXRj9OdZOBYPL12BJbEIUyWvbfzPWuQygRYLzA2SZDBie6btrarFaTGlf8b1al6rxPALqcIcxww/ShkLhEtnTGcLB/MFGsCC8e4h4ZB8uUfTlsniw/c4RyaXNLHIdT5aN+rg4WaFaj3wnO2+m3qdm1C6ugVS6ur3OdRkyRJOSxII03p8zmV9WPwrSa39jf29fkY4cOxla/LYHuAJMV0W/di1tCrl47UHmWO1f8ai3PjxiGYzYt0y0Pcuow1zcXAfxwZzctjdbuDftpjPI7sdlgC3GXGpuqVJSFknNPGAgA7uwiSkwLa0Y5IWsK2cAe8ToiYrwSdIyEV566DKW04yumbGpqHr/Hl3LNX6Z90ejSS8aB9wFfaIa8H32q/xH3Rf/8IuyV3K+Fk8wQ+G72JIDf7l/g28TpKfHc6xCSNu+jWSPpjj0KJrZsyjxzAHjLOnLLBPiNFhnj0tGrQbkiKfhZsEc3RMOKKUr7CChf3McV/MktHeCcbggLGOi1/3I0Mwp6fk5Ol4Op6Op+PpeDqejqfj6Xg6no5fgyN9KJnUX3B8uMmJVkpYDQPiipWBZp8xGdtNQHMmPayK318Q850C4VSHl46QBOsiNKwExpYZt1XQ3AIalYIr0p2xVTL8DcnwRpAMPWVIjdDdXwhiS1OO/ZuWnQO9ju424fjck4ty4kmiXgPIUgiefqwk1bmpXQjzKdm/aStcIROS5iMwntRqj1UyreshMSMr3pm8mwTKkrKjk9es7sdWcPs7Z+huI6ZtQFZIgEusOBonIDUo8ITmQE+EcEyEbFmVrmc1+PCS1WAXc+luuQjc/CbvkZExARRYHf0cSPYeraqXWflzs0p3WoVW6jWXYSNaTbTnauNExxQEuPktXyum9trTxzK+BoOZTlmNzQ7FiHA69ep/4WubWO+78QTq2LXKuyjngC7ww2VTYHTW+UqNdpzW7JT0z3zFVCvEq39BeUSY8EACvv1d3oRHlUM71MkconNIq7c2b4psqpajrfLre0pVi/KhCvxFx7NJd9rY7+4oLw0Ad99rIDFj97F2KR27huSK1Huc9XkbTLCc+6ISahCO5TWxkpqRtHppHZ3sK8TSuijHK75wXnNMHa9c9fppyDOYTvhs7j8LkEjIkRvVAM0pZFA9Zcr3Drj8owEPn3borxzah1xkQ42kz2dKErNBpJbgOMo9A+MJjVDntZTrTq0UuGeR8lb4XdS1wg/83k9VbrzVjm7B2CeKLJRuBFhdjytWhbMTrN6RpJ89uyiAdiTUl4RVbtHuCH9foGNZITPI9Ia5nnF41XGuJygUknMntrwP84qV8/65VetZdaf8KR4dpVMHAEm9mgZ17c6gE7s5xKuIRGy5Po9nNMgtniyOleNHnTr7r425JXxMO0XDhSvnUrhWNlYfnSy7quO5L8+NhpV8DtbJcrnK/C7Xm0fkcrF7JY8MGwuvDCjGrEjkrZEHyE7AcKldc71e647FjgT82Cm/ZdmhfA8ilxrg7rse09nSNLhCt+jlwcq0m2lkZ88qHAWpIbyvcCsju2WxW3xuevz5FWbG9Wg2iXpXjTLLM3PvvdY6au91SsQtukKLTuyy61EI8AvolovA8YW2G3LlrNk4qZ+bCUsUIG8j8tUI1864XI3wLj+SBL4/rjDPhCmlvZo1H2mYyPuhJ+cy4GVxr7H4uX7uow6JcktcrpwSn+FMFtjX8zCSe85AGyJck6oscEtZ4MlHbJoJZ22PMQY87/ZwyDhtBny2usap7/G97i0+Dbd44WacuoDuPQjXdQL+78PnGFKDPgf8+PgCAPCzwwVaRwGAm36N2JJnYxLF0xjo7j56DDP9SvLkkBqHNDnMwZH0rvLMOfLhS4RyS/Sr7lNcP6X+3zqe3uZ7BsKiI/VrfuQMTE+dk7/BQwNFa69a675suqgLjyUyhlkmBpubd/dAs6+kCYlktrPpuZDVDMyXzbt9oAJQbFSXX1vicQXs3nj4ga9t9tXx1wLLcECBP9ki7XsGP+OpZ3DdCcYTX7HVGyXB7shPcTMDqQLxGer1iyUKiZugubZnz2saT6RcZxJgzkKCKYBJMdLTifJjoiAFruBuAsYz8mH6qwbdbcJ4Ru8HyabLD4zOEU9+VFKqOrSPJw7tLqE5pGK8N699gSVkYXKXApOk0BOaEhsh+XixecXWYGiEWoWDPmuFOXR39L7pzx1Wt0wWm71tMjVYXcIDSrC7IBZb0rMMNpYt//K9HpJRRAH0J3VjXfxNIRU7wpyIA+dmfHzRIDXA3gJdhREnI406ADk/2nTrm9fzLYtoBhDqYmsJlSSp5zPX+WHnTs+GOl9aIwK3DADMEb67qdwi9KgeCVKhISkA0KQKQFE/MjhbFsAVIz+wSKAk7dQxeN++jRhOPdo9TTfz8hoXzyYHKdwVmwfZnmEgfj0ceTNSIxjOpHBZAMLZjLdWVLi8mmcK1e/cBLhDJbRKr+o8e5LUgcrjuPnN7pFBHz1cmNARQsTxO56Tr9E81N1vXgPDBc0UDboa+mr0R54HMG2pBEYomXJXHlQcRNcEMwPMnsIExhUAdH0yARDz6giC7jqje6BB47xGURRzI5O64YzQQfN1Aeo4owlr9dtgMCfYrTz6S0c+U5lz6v3SGCa+DulClrYAPVaDP2hS4mb6lbR3mug0ojBfKfDLIg6iUB83skAh0fYLrgvkjWkBIXD82ZwXoHCF3MQYkck3g5bkK0dmGSw+4jZkroXLQDh2okpcGXCa7M9QeKYv75VAWHLhAZZ7rcWBUJPU6bQG20mLIM1Or0fXn1Z5PVYUWn+T0T/nnO6foewrtuZacSh7jpfkc0mYGMTlsl5JEmAG/OjUt4YPO+xqAjxvM704lC80n3It4pjCArKWMboKGS2O8eCzPfki4qiQuOW+b/tKWd+XSZagJgSO92QJ8cJ7rzG+YSmGGF/I02ttUn8WSfp8dDynoPDPLiFeJKzOB3SOnA3v+ADn6DAnQpGGYwPctMibCBnpUZJWiefULCBbScghScaVqW7u4tXdXFD9SrwlJIRsicuQwMTEh4g5BIQQ4SST3K4k95QcujAjNHNR3jquAk7aASkLTpoBL7sdpuzw2eodNm6Ek4TP26/wabjDp8GhkwZQA8Ul0f2H489DuH56uECQiNt+zc+VhMPQwkvGOAYcfQORjDRRgQsT71uMjkpc0RHGlajElSOLfjkKIMJxmLiO5CS8j4XzpPfV9sooyCFhOntvE/8Ajicp4b/hw6m0q7lssxpauRXNgQGFkUmjysuShE3JyXklOF46+AGshOpCHTursAkOz3U1ZWOG1SSnEq8jSoJkBHdb1KxSRaOvGbuPA3HAu4yTn/S4/XxdKvfbLyO2P77D1//RFda3qXRuSAhnUmOB7XAhmjwx+CcZkYtRIbfOwPG5J45eExdTbjLMdw6AqOxodkDWqiUJt4+JoPMGRRXMDxm9KhCt3yXMWmEOB2DzzYTDi6DfZ1YJTx1W7yL6Zx7TNsCPGd19RGoE/aKCaAE3/y+IDkqErhK9FClIOF76xxvRskImwHDqlOTJRMkP/ON5RX6MJDWJ3FSndT8uNlrlxlgAGdtqymmdtHLf7LwXa1hR8LpUWcejYDrj2GjuBdOJbsjbWtG2I7UMfIvEdCFmYkHg5XnUCq+Uzy0/02TD9yiYf2Sq/kR1W/YD742NaSaV9bnbe7mYsX1LA86oXAM3c74EDaZSQxy7dRH9kHF44dHsKDrR3kccn4eijuf0XoqevgVYCIIo/HzKJAsePgnsLD7TcXcdsX/lS2Bl7xM7Vw08Yy4u3DZ/YwNkoWpbwacLCqk9OxRBi+2XI47Pm6Kkl3U8mnS07zmW3JzRn7sq9DDXpJXmluQjZU2omx07fkt+gR8YOKQWpavBDgDHz/brGfffCZhX5FZ1NwwkfY9CHC8d05lVcOtYQZjUmLpgsyMBfzoR5RkwwBlPpIx9JHLqzM2dQ0wT5sDrOf+TEbffb4mPb2vi6ZcqTXovxwuOR5KwpYw/S9JLNVyfk81tr8GEi0xAWDQB/JFJlIvqxG0JsXKuTDo+tYIcgdW3fN7seAHjOYpIhSX0bgbGS2iVn/MS0PUyMLg3Seq04DmkhuO9rD821xYJdC2GCEIfMWRf/3Yib+j+0wCryMcWhYOSFjwxF+u6UDonaymKZ6Kvbx6Ub6HnuHR4t4JdaheBe9YEOVIYxA/6uWr8aTyz6QRqjMvxk7qaTLtJ4PZ8Vr6v/CJ23WqB7uzPEu4/YxcFUANFATZvM/Yfs5uCLIibzH3spcnj8nfdzePr3b/mQ7QipQkhACgiHjbOSqK45M6Ac37ZIWJXoUpUJ6N7OSaQGfoZAqSmtmSs85wFmM4y0iZS3Wo1q5M7TQtjcphmj3FoaPz3/7P3ZrG2ZGl60PevIWIPZ7pz5s2bXWNXD1WNSwjZSAhhIRCIFwsJyWAJkEAYJCxeeADDAy0ZP4AwvICM2sICHqDNmy3UkiVLTDLYpmVbBne7qKp015BZmXc64x4iYq318/D//1qxT2Z1ZVd1NXnpE9LVPWefvWNHrFix4h++QQNkt3dCjrfOc5HvsWeNTAgSo0DP4CyqW+Sb+hY5BnwRSWQnCRJ5kf/NnuF8gfcFKXg4nxFCwRgKos/wqui1CAnMhMIZ6zhi04sU8CJMmIrHfeWUHMc93unPESnj64vv4mm4xpkDVuTRkwQ3YqCY8SoT/pftVzBxwLZ0eG/3EJ4YP9idIlBGcAUXKge8HSMyEzwxpiS8kpw8piyqW6xJCU2ElBy4NB4Jkqukd86a1Ssvx1AAUjDS4pU9M/X3Ktd9VOC3DnldAMcIl0GUvN6AjQGk223ON3B7Y5MTQBYfJoFqMDVZQfaoXQV/kZEWUnVNqvdurs7VnyI2YmB3XTB4SQqWrwtKFOJ2ivqQ13atkSEBeWCU2BIAyvLAT0sAS2A8ifVBmBeEzVsrPX6pFG2fOFx8+QEoA5fq0VIfTFYtIjn2KiepVUZKAOxhqdAtqg9O+V8gGu0BYUTDsG8wsbDj2tFxzFXy04/qLt0Rjr6bsHkroLuSTpEQeGVcqDBungaRoExQeVoVLFDxgUokdCRqNmhjWa/prIJl/gJGLmVSyJ0FpVbF0odyVYLSsUsLp5V0RtgXpEUQRSeVfTavkdwLrCgtqQaiqQa2M3Ude6BZsMqAqb8cdC7QjpsJ4HWDo6Qlt4pce7ZLYDcCkxOd+cULwvapqN24EZiOJcByI9UgpCpg8ayqx4f7tkQHCk8YT+RcQRKs+1H+mVv5XE2LspL7e8LmSZTAX6uI9fxiGwtLIkUFi2qBYDghTKsgSnejCDwsX0lV3jpeeQF016hdgeG0JRrxWq6NkE8JN2/7NtdtzEkEIgBUd3Ijg7OTQsb+vmvvI1XHOqN6Ta27IEIZESYvbuppdl+aV40VOew+Yy0QWCeqqGpP3DK6G4GMmfBFp8cGUpf2DDBzhVPlhSjL5R4YT6NUYKNKlD5QwnlvxYYWmHGU4DQvxf08d6TrjgTSuZPuZLzhWqG2a2/3IxVRCfPT4fwCoakVqcs9gEZKVklbu18kIJ5VqO1edXrJNNEWlTYJQt1EiFft3pQvkPE0p3OXmuv7tKIa6INlPU8LQlm0DlvuCKuXBblXEZBBD2lCTWaGeyLFSxqcWEBbOtSgfTxpSd983O2ZUAPeWdHidtX+AIbINm9F2SxX8422H5PupVHmiamW2TnHm0O3d5Eynx3DHBY1Oz5LsFDHCMgrbs8RL4JF9vwQV3nZwXQk1zVeUjtfFWnpLmc+PZoY0+x45+u+m2SujqfA9efkdb8TdS+vPiE2jmnFiDeE/SMW1SVT65uPsZ3fbJ3+pL8xUBEV0N9tvOp1s7+xzsXZHDOSeQnQ4wEQGOODIhCqvZNutyYmAFCyw5A80i4Ak0O48sgnGfHcI51IMsFRkvaDzo2DQOWCdk4cJNimogG3+qQ4tA6JzR1fQF4SGVHdYoQgXRsfJDHpQsI+RvQxIao62CqOcMQoTDju9hhXHg/6DdZhQKCCZ4sLPO6ucN/f4Evdc7zlt3jbd4gkMIyCgoEnfC8VfC+d4pvjWyjs8Lev38XSTyigCt2yhCS6jM0YEb3HMAUwE4IvAuEKGSURpsnDOQYyIStMsBQnXZBk3RBIUpJl/XTWJYEWDQw5YMWcOYpAO6kcALcn5HVBuJTu5eIFHTzbP+tb+SklJ0T0ywD+NQAv9KV/j5l/Tf/2JwH8qxDg3L/FzH/5J/muNzo5udvutrvtbrvb7ra77W672+62uw1gpp925+Q/Y+b/ZP4CEf0igH8ewFcBPAXwV4joK8ycP2kHn2Z7Y5MTdlJJCjtGASMdSaWWWFry5g4/nnol9lHForPXtr1CwQDUKu140nga07E/qJiMp2jVca3aU2oeGRWCE1oF2fYlX6L4bvs8UEmgdgxzArVBCgyuYedtGvdWwY83rM6+VKVQQcD6w4z9fQd/rlW/USA6BgtavixCAEarGrtJ3lMiYfla5ExLUGnTlUz40snxOK3gh12pfJgSlBjvCSC9DucZJXoldNJBReuTSM1UWAi/Q9tfVq4Oc9MipwIU604EIfHnXsafg0APOAC7x1IaLhHYPA31mlS5U0g1ukL0iD9WMa6b/Tzv3uDWvJBdwCWqv7uxVVvdrOPhB5WjDIT1hxk3Tz3yUirm3YVcx+IhvhD6/bWTpPOqUDuE+WbHn9byQ/WLQDuunR5j7boQquGdEPBdk/VVWGBaSmfE4HK5b/ceUxMlAOT3uAWGU5mb5pS+fehqJzIMDK8eQG4yF3PpFPlRKvzrD8WglIrwiqY11a6Z3RfEwtmq/Ir7rhqaTie+Qt3sM9MxNT8aHVOCGd05+L3AY0rUShsrOV8x+MbfcqkJFwAKOdJ7N6lJpeyPUVbyvqTnauOUg5x32Al00yUACsWyORevpYq9/qBg85ZD2EgHavfg8EEUN9JZGE4d+ku5N/3EKisu3z+eCATKZWBSrtC8auyyiHlYd3k4lfPwIHSvC26exgpXEy6N8AYq18KgZpmqhLUJJUTliRlHyaBwfk+YTpqnSe2MQd43npgssHSabN9+jzpfhhNXq9rzSvj2sXjT1G6x3v/GYTLvqra/xm8oQcaeinSkKvkZ8t79A4eT7yScfyU03w3tYsy7JnIvzxYT0ufMimC+StaxFBES1DWFF3pcKhVMCvGKN+LDUdeZDLiZk3vt8JN2APQ6T8d80Nma832M30GJQBOwfGU8HswgoqRCLozd49ZBqYahev3Gk7ZuQe+telzqOWStDjeqxHFQ6J+uN3kJxGuBw8YbgciKDLyKotQutp7zLZhvXTPtb/bcsWM+uE4K3TLoV5AuJoDa2ZuWjO7CYf9sxHDCcKHAB3kYlUkFSUYnHanzHtxn0N4LBGtwCDtCWhWdP4TpjNEME+1n6RDBuiIEgWwxwMRwgVGYURby3dnI7r6AiJCidEtyEChU8AUILF2KkJGyQ/AiCxyjkNujQhXO+h32PqGA8Hhxg4VP+Jnla5yGLT6/eIVn3Sv8w4v3cUwOPQVEWqKgYMsjtiXjRQn4XjrDe8MTXOcFvrl9jLUf8f72FEdxgCOuvBLrlnQ+Y5giSslISR5shcU0MSUPHj1yLGBfJG4r6lOlnRGXgJxJumpqqFpJ7wzll8y6JtpCo6Qw41FENPpXhP1jmQrh2iNuCONpQdi1e+yzvjGAVH7PYV1/BMCvMvMA4O8T0bcA/EEA/8ePu8M3NjkpAdg9pEp8lIeX4tAVorF56lrwi8NA07wY8mL2mkKH6kNxFmjOSYjyImCGfWYiZw9DMyS0pMbUU2zxruoypA9VJekvLgSmYHAFrvALqkGtwUba56EkfMLiIiEtHfpLSS6IoQEhVdWjOcnbDCDZyYMwbgQ+s3qecPM0Im65fk8JIgIgjtsSGDJkDIqZPAZ9mHTNvI+yJDXZOBNG4kMbEz9KsNlfFUyPHHiiSqCe1gp56NtDyPDMuZ8lEADY3NLnDySDftn3HSQafPgHpztjgiuzt8wCJAsg5LhbkgNWpZmO1KBRlOBqoKRiCntzbWfFq2sg6/cy9t0VgzfinUCFsX0sXINKHs9y7sMZNZ4GBOJTH6hogZYIdzUYIGZ/B4DscesGAWjR5vt0RAfzvnqYZAnu/V7et3/QOE1+4Ka649XpfJI5TczwUzPnQ09VxYuy3E+WDNcAZhT4lFcSuEG1LMCwAK6/zHArJ8EnazKkpOagWP3iUYnzfie8lPHksGVPSZIpnMnvTY1MztEM4vZ6rDYPwUo0PpMHmRuBctTWhrQSSJHB8rJvXBsqMzjWR2Im6nfG85LjEMI+YThxiDfiIj8qdyQtW7I2nFE9biYSg9XHrhYfKDP61/IdRk0xErW5o+8fNNjWTgPnuBXe1vUzUR/rLxn7+yS8Dwi8yKCBxpMChKNg/C9AE5nFLXjVuSRZ8UbhrIyq4GafiTeohHCDU7ksLugGew0awJcO6F/r/ahKjEmNJE0goHiAPLD+qODyC74G3gKfZARQFT0xAQS79n4v884I9udfCQg7MUKMGxzAH+3W4llgLC+iFp2kqKLj4VshwAoQbjqETBUPUNREXo0QDXJWCwNKr5y5fwAAIABJREFUzStL8R4pgRvfwre1XT4kyR4lIOzN8wFN6MOELG7dd36YPVdZoJK7IvwQt6Pqg1M8w7H4Co26Ttszw7xB2FPjbOlxdVfAPirUS9fbeEWYjhlhJ4R6WycoNV8XESnQ/UKSsLlZpj3rQfr6rXWzREkSSlCX90LgvmB4uyAeD6BnBYK2lnEchygQsELA5BAvPUp0yMsCTA7+xiGdZXAswM4LNEyvK+x6FEtGNEExgvtMcUu+hMTx3BcwPBwxcihw6t5eikOCqG6lkOEcowsZ1Gf0MaHzGSlKcnLUjdh3sXJKHBj3uy2mKJP3c4tX6FcTfrb/EO+GC9x36cA80ZKSvz85/FZ6hN8aHwIALtMKL8ZjTOzw/c0ZTrsdLocFMjs4MLbq4TJMESkX5CBO7sxATlbNBTgp0Z2E6J+Th7/x4KNJplwWWBcpz8QI8FQIrAJHBhmtMEcnCR5lh3yU5YUC8UFRXpWJi5B6I1U4/xuy/QhC/EMi+vXZ77/CzL/yO9j9nyCifwnArwP4t5n5HMA7AP7a7D3f19d+7O2NTU4sODR3WlE80QeJa0palijUSpxiDdMSs2BKkxQG/NQerM1VXB6U4jIrREzDJvtByZ8s5mZubA+ZuUqSS8Jtscrd6mXC/p7Xjo4Ea6mXgO3o/QE37/TqJC4BUVDSLGvSYc7xxrFxiTGcioStVCO5Yt7nOOI5l8NPXFWN7O9SHXRNuSkzspNjjNtSK5OViGyLPNASH0sKGGBPSD1qkFHi3AFdgvObd6Q6P9yTRWk8garOmKTkYTJDDCTFgleDx3nyaJUxi7xKO05XWpWtdjY0gXEDVU6BVYzFdRs4+9aIvPTYn3nkRUtCTT6SNDmZ1qjOxGFg5Cik8dQTpiXV7onNCavasQdoAhwzFi8y8sJhf+br9TKpZ2Tp6sRrriT+/poRbzI2T0IVczCivwW+pqxm87aE9h5iqsljNev8hHkDSAwIAoqOWVq2ZNsCdDIpI+vI6L1Ayi0Yj/V3Ft5Ld6OdENjx8MG9WjwhTCZXOs8iNG8kOS5J4qkecwmNDzCtZBzDXjp9uSdMK+laWZBk3LG0loqxBXKGuTceha0tOVr5ta0lm3cI6w8kiExLESAosUkkW+AYlNRtn6tGblvlzOhcdglYvUjYPg56bnLPl45QBm7zrJfjiVuunB+XRYFs6ETRq0QAC/nb9i27oMaH4kNhitzWBet6JHXsjteMbsPYPTBOWguiu1ei8rV57CRAUD5L0YESAQb7ktncyZqMWJW6BqdcOzCVb2Hvz+1aWDEk9036ffOMKsbcAvd4rYp/pgjFIqAx5wlZYeJjapysvEbfBEPCVo4xrYRUbvekM3dytKINGMrjk6SYoPNhp91T5QeRSeouD4PmsNeq/ryY5tt9V7yce1qxCmtI4C7ry2HZl7J+10TwgyQii+ck6ABAOSaStH6Mz2HLJkH5a1TX/WltXSlJBLMaW7Kutdu3SAsQDJ9lHtdOG82C9U8oIllXazpi5VQyFi8J2yesazbD31AVNpG1zAJ+zJ5bcsy2dlhiBAAcGJkA6D5wNoJiQexS60DoNGQWHkROHmkf4F9FuMgoXZG/exx0caRSRJqoSgKSFy0ZMU4JVTd3SALiHKASwKyH70MGQ6pPPhRJTnwWGWDH2C+kK5KL
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