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college-datascience/theorie/LW1-inleiding-Python.ipynb
2019-04-26 14:39:59 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Programmeren in Python 3: een inleiding\n",
"### K. Verbeeck, T. Vermeulen, J. Maervoet\n",
"Data Science (Theory) -- OGI02i"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Deel 1: wat is Python en welke tools zijn er voorhanden?"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Python\n",
"* programmeertaal, °1991 door Guido Van Rossum\n",
"* Filosofie:leesbare en compacte code\n",
" * structuur door indentatie (dus niet door {})\n",
" * dynamisch getypeerd\n",
"\n",
"* multi-paradigm: functioneel, OO, proceduraal\n",
"* referentie-implementatie: CPython\n",
" * open-source command-line **interpreter**\n",
" * compilatie van .py programma's naar bytecode\n",
" * vervolgens uitgevoerd door virtuele machine\n",
"\n",
"<div class=\"alert alert-block alert-danger\">\n",
"<b>Opgelet:</b> wij gebruiken Python 3 (niet compatibel met 2.*.*)\n",
"</div>"
]
},
{
"attachments": {
"ipython.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### IPython\n",
" * Verbeterde interactieve Python shell\n",
" * tab completion, command history, introspection (bv. _docstring_) \n",
" * Kan ingebed worden in en communiceren met andere programma's\n",
" * Kernel: verschillende clients kunnen instructies doorsturen voor evaluatie naar hetzelfde proces\n",
" \n",
"![ipython.png](attachment:ipython.png)"
]
},
{
"attachments": {
"jupy1.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Jupyter Notebook\n",
"* Een interactieve webapplicatie om _notebook_ documenten (.ipynb __[formaat](https://nbformat.readthedocs.io/en/latest/format_description.html#)__) te creëren en te delen\n",
"* Rijke documenten met uitvoerbare (Python-)code, begeleidende tekst, figuren, ... \n",
"* Export naar tal van formaten met nbconvert\n",
"\n",
"![jupy1.png](attachment:jupy1.png)\n"
]
},
{
"attachments": {
"jupy2.png": {
"image/png": 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s4wvGER8KMqzK1xyvqLIw+2tdt8qvOX7Q+2h9PMF0yaew1D7Siv1iI+2PpjmOzj8eNE22vDNnziCRNJaOTrW1YtbM2VZcoUBcW2lS4wd3HEgOFGLPoXM8+sq2Lair9CPjK1NxRw8fQ2VVJZYtW6aQyhEwH1T+jHuZjLIF0NkdQm9vbz72YTQ3wVeFYfqqoMwvwhWZHmvyQUlOPsRF27sxtO2n4NKKKjTz5QmiB6c7vmhOPoTb8OeWPIdUb5taBmM6dNxudTLcakw+DJL6b0w+gMM7n8KAK6TSkHToq4zDOADO50Lu5ZdfRltrK6ZPn5GXxZvyqZsY8kZqqyuckRZyLDxOBKyXwxyYklbIxeIpRKMx1NbVYPrUJpT4MpgzZzaWL1+GObPm48ILF2P6jKmIx2JqclRID+mccRIDvRzFFsFZfHlZ5FnKn/KkiZzoIp00eVYvlvlMukrfbEgoT33kFrrwiF49PV0vpShPn3SmI2FdH+XFTsbrcaKPNMaRl063S/TqdPKKLt1+oenyer4oJfVQcKE8l3klv+RhmDroqFPiyCtp2NO18wufoYUN7h/wNJsk4vh/MggcO7QT997/23PK78vPPYPntu/Hhscewe7du8elgx94jjUfHZeMw/yniwD74Z27D6i+s7uzC6dOnMoPhqdU9cnSF9CXNlbaYD5Lu814trmMI51OjyONccIj7brwSxzbdjqdn8+MFxsY1mkMMy3Giz7pIxjHNKmP8eQTeekjyKunSz7Rr+tjmHHkFftEr/iU488fiLzYIXoYRx2Stq6PMrpuPks6lJc4yuSkZ+ZNeMmn2yp6xQbdlzIS/fIsdgkvddIJn8SLTzlJnzTy0Reabq9eHoKD+CKnPzNdfpgfaTyojONkJx7HiRMnEAwGMXvOLDQ0NaqosbSRvpSxUEAbmL7aru0qsc52SBp2n2lykuOvrENx8VSUl9WgqWGOmtxzjDqSY1p0Fj7uAGKxmHo/+dF/1D9RrgrOrECc7XEWHG09LdF5fa6MNN5sVGbOPDnbrYh9PS8viVwRWTLvO0gUfQPhIi/8cT+qAn6kDh+zviTYhY9NPYx0TxKoMl5EmSkLHy8CKvUZIAhNfE4+Wk6exuqLLxr2hUR4gCFV0Spsh88lnqsb9fX1aG9vBxu/fHv4fNqBd8qpCsxBtDkzFF26n0z0qZWOEl85yiqCQKAcZSWVOSsmVeV18HhPID0UBfLZl46rCw58pcMbLqkYUq7is6LI13vaKV8W5IURGyUPrAsM07F8ObNWceYLSjnSqZdpqHTNLywMky5fQdRLYX79YJh1hg2D2JaTttYR6GUuaUh6ym5VYbMNOGnyNYg6KUOneBnQllWZF8kj7ZWvG+pridhuLrPzi45ui+RPZMQmrlQwTGwlbckj06MdEmeaZmFHXaQRFwv3HByNvOiXLBgU57+DwLkjkIwl0R9qR+9QLzr37sDTLx3EgtVvwhUr5yLRsx+/fegpREoacesN14Ft1/rHH0d71I333HYrguGTiJb7kehpxa7QILZv3oClF1+BVSuWoKujDeuf+j08lTNww7q1KC7N4KlHH8HBM/14y2VXYN/Wx3H/77bhi1/+WyxfONdZ1Tv3Ivyjl+RA6dVXD6CpqVH1lczwwoUL8vftqYhaASnymYNI9lEycDbbf+lLqIdtsrS50icKoKqd1z+qyaTA1n9JG09+NuKq/Tb7O6sfNNt36rZopl1MnzTxrX7T7A/0FRbKS9+i91+SR8kLbdHDkiclK6sVkg8zj+Snk75K8iL2CB6MV2FNj9iv4jQ91Ce2MB/yrNIx+1fpc8VexWT+E71CE/tVWZmdqNhLDMRm8tNucaJHjQVkt4Ipz3QZLzqlTogM+3/ayHjyMh+0g76kITZIHqw8p0feESP27du3F6da2zBt+lRFSiZTSETS2H1oPyL9A1i6dKmwDvOHMrx4aUjRjbzwA3h82MFzXZDv1FO/fQoVlZUoLgoiHA2h93Qv2k4H0dQ4V41ReVHTpHzjT2tsmP1gDJdx9iMTLFOTD05GOAnRHfNEmvJ1oAi0uCJvMU7FjTMfpP3A3H4lvvBJ4dAPuDNo774DwL9I9DD/8MBVaKoDhgZccCGOUGpwGE8+glR6lY5ZUVjRgv4exGXfliZ46NAhNB8+josvXzXi9imKsKKxIPStVJoqReckhLNEusq6yTmFyvMl/eEYvFUVVuVkRYwODqLADix1f7KxApL9nQ/jvufsEp3Hz8MdIzieOUmHwCKXsqOvv0B8QXTM+CyNhmpQbANe9TKZA171IhMf84UTPbRI0qE+qV6il/H2F1FeZvJSVuwgn8iRpqfPZ8pJPBOywmaDRprYRV9NBszGgc90Yr9qPFjWZoOhyxGLYc8qNcM+pUjLN7FRedCWvMkj9vG9opP80gZlm9Y5Ca/Yp6cveacOyZORH7NzGKG+qoSdfw4C40TA5/WhecdOrP/ds/CUVOGxX9+LCt97sfPpX6JlsBTl2IGHACyaBLS0d8OfjmHDcxtR43apdywa6cXGfSdwybIFuPf+x3DWW4zTpqxncD/6Em4srurD4xt3YvncSXhi6x5UJdxI+GuVpUmvG35kbyscp/kO+x85Aux/uT2ZfTH76isvX23dRMms2/tvr7tItcdshFV/ZPZj0v5bA0pt8qHaZPnyLduc7PHmgJt6qIPtN9NgXyX9AsOksx1nu02f25fUeQ1zgMy0lF2afqPDMPipWw1sTR2Mk/Ga6DcGmgYf05FnlUftI57q67W+Vvr+0exXuGrjAekndTrzJv22hbX5EdBuJ3kFY7GRPJQjnT7zYe8TRa+kL/brGIqMWRwW7ka/aaQh+Cl58wMs4+VZ7CDNypfUA9uYQ9Ijr4wtlH156k/Kw7O92bEebbQ73kLV3z+AC5csQtP0Wdj76h7FMnPxPAwk+pBMjn3Xg9ifMBZF7EkNe7700tUWjbe6traeRDJtbN9S5WPF2gLmTwGoMmX9g3G2ozjejVAsexOtLlVWVqImHxz/erlMA7f8YF92pjiUjMNdnt13JtuvxKdCf8M8ZFI9iKdL4PFEMcAT4aO4Us9S9PQnEXCn1Y8ElnuCo0gAXo/P/EFBzuYpx4I0bI1Gg6j0Z+0WZVzC4h55nrEYyfG6W3VKfiQmLY7X3tqvMpNoYwLBJ7dxA4fLmI1KvO6zcrMxTSZS6tYCxvGHYXJcyihMzmxtMYqN27jo1G+NcNtPOqrugeazsfoSB8/n81KAVKpIbdVSh4D4I3WuqMKR5Ra3fnPExNFnbOsi1nS8Oi5DHem44asfoTF+XNHjShuHi1xRI03zRxdJ561uUlYZKTfizbMMchhJNcJsWKOA2o+bUCXrVZcMxEE55kUdgVL7zPlgvFWkG7/dYtrFMxymPd5MNg9ivwdRZRMSbrP2mHLESL3b2Wce4GJ+RZ+kowDhpEYdKI+qvOtxgpOsfikMNUwEa+aXr4uXjZtWXkqO886EkXeVnmkvZRJxN5KpVMGJrdjn+A4C40WgP9SPllPd8Exdhj//s5vw6H//P+ze/FvsDdfjM5/5MKo9vejtiyIZ60HVvmbs2nkUIe9UXFzbh0Ct0UKtuv463HbZSux86Tmc2rUXPYNpfPDOz6D5yAvYtf8YIqV18GaiCA2ksO6mFSiONaCjK46VS+dxo8J4TXb4/4QQ4BdgfjmViYbRd0Ndg88B0+w5C63bMDkA4xiBbatqg93GNhjVvqb4xdZo39kPJX0B1f5LX6j6ItWvugGfISf9mMgZ7bvRRrP9T/J8gXk9OrvNZNoYbEo/yD5Hyaq+1uhn+T/gi6tt7KKPtno8bmWP9H3Uz/6Q/bsaYqW0dHm7kDl+U/ajSPXttEH1Nea4QLeffakaM3B1xPyx5oL2a/0vxze0k4Np2kKdCivzohi9b2PfTxvMm12tcYD0+9K/ExP259b4xBwfEAdlM/HnGJVOys3sr5m24MEyVPhYYwIKGP03YIx9pC/Xx7tW/lUSxviSOmW8oexgmZn1QOVfG/9w2sRJDT808jgCn4mTqhOmTpYjy3+kM8GU5E9DcEyYTnrU2JVjWMC4Ore0tAyRSD/ZRnT8EA7uqOEIR9XD0WcgHr8H3MUjZ0p5q6zX61MrLpwkjPQhnPMPb6YPcV+dqv+sR2oLFses5llmrnSIG8z4cKq1FfVT6hXJG4nwNTAHnlzCMQfNiXi+Ia+oMfy6yxcjEuObnULQPYDSkiFg6hRUt7wPPaX3Ycm8+pyzIHw+FK+Atz9jDSJTJUl121XR7gWITjmQmwCAa10fsWhyS5QiqOUmvugDgOcCi0cCPDSeTCXw4vObFCnfAXRGcNbJCsSCLuR4OPPUmQ5wS1RFVXaFIoffM4RIv8/CDxk/kunCM1a+LHRVk+qVTo/Xq76g6DqNRrTwLV9+15DKo7o8y7xBS8lLOWb8iFqToDhok3Ku7KSMX4mStMWK4+E9jgWydUFsIm80ZZad4jcrFtMQeTJzgsD8JxIoDQwhli5RKlKl/fD0mS+E8It9GT+C7m6D1zWEoKsPkbgfXr8MSrQ6qtIwJne59vOnNWXSZ/KL8fS1POXIaXgo9gzzqOVJwqJb6cliqOc9VToIz2AxvB6PehGV/Sqvum3sNEzcxS76ol/K0mZvVA6hu6Du9HYGbKq0nH/nAYHJ6n5KwF8cRPh4u9pyyr7MVVUKZELo7T6F4qI0us+0YtMTD6GzfAkamxrQ5TPaAF8mCldRJS4IBlFRFoQn2Q+Pv1JZFk6EkRowVtMvmDIN1113HXbt3oUff/9/cNe73mTwxDOoCOS/aeU8ZM9R8UeAwPSpjeqgrL5bgZcf8MAunX4VP89FxvjVOFVitqtafyDtqvhae8vdIqqdtdrs3Hae7bq9v1SJiw4+KL1GH8hxkdH/Zdt/ngWQsUxOXyv2WDrMPkh9cNMGkso2o59NDrng9aWg+p3+YkD6sgL2G/1atn9TWtnvFLDf6pNkjKgyq2Epz1Z6hftNvc+z+nefucuDdqv8m3hb+nLxt9tvPHOsko/PGMMEXRFrXKHMlbzI+EilK1jbxg8qLprFR54L2qfbb/bppgzHoyM5/i4dndtccmhsNM5/jCSTE2d+sJa6xbjR0hR5mXzwOTWUUGMXfrznGWX9vRJ+8Tlf7I8A3r5s+fkyg4iCEy5jQkVehrnykQqF0NXVien15RgMVsBrVGCfGiyqe22NuR+SiMHr86lVjpqikzmH0Yvqa4CFqxAumgNvxqhAHCzyjy7RuBrVLTzzkZ2EVEfeh0ORxWomyYGpOccEkpWYmZ6Dmlo3XmpLgWc+xM3teTPmzTAmF2pmZ9pmxCeUfdwflyrPX7Byc8DWTdvUjC7f/jmuZkS0rWeStvhs7No7QqitvWDEguCsNenS8oUE0hkPuEqRb/uc11euCiXU0a6+dg9EIujsblezZ/68PR2fU8mkeUg+uz1ObOPKCPPvLTcG+0LPlqNuD+DlyoaOPSso70hWuBoYen2iy5BlHTBkhJepcKBg8Cf9fniHjOcsbzbeqBMGL0I+44uFMnR4ehGw/hjpGmEgt34CSb8L3iE2EsZgxW6/0JlE1h49bMjBl0IywcbbSCOLHUOGDfT1/GV1S7yu19DgjRQrvCzMTGyMWDNtE/dcrMlhxGftZh03yiObT6hJWWYolv9ckJGQ899BYFwIdPsyqJvCCzGm4/hLT+OH//ICMGkR3v62dZjseRi/uvuHcMf7MffidZg0ewk6Dp9An78cCyfXIej3gXt+eWOKp7ICaeNzLmbMWYzSgRb8+j/+HlF/DW56x/vhOrsfW7bsRnkAWDR3BiqqKhGNtGP9pma8fd2scdnsMP9pIVBdW6G+nD6/ZTdWzK9DylWiJh+hUC+WL12QFwx7f2cwSftt+Hp7m+VnHNt36Q/5lND6z3zxhna9/8j2aYwz2vd+tt1m2JDItacwTdef1adsVn2r6GGcYd/I6eTjEVnaqusz0s5iZTxn/93BkjUAACAASURBVOu67GEj33ofFvPxo6SBp9Jp9ZMG71jtl/IR37BH7Db8bBmIbrE6ly9ffnVaNu+CDfVkdeaOJQwMsnZxSQgFx4PUpFb2Yn0AapSBstLHB64q0OmTb0XQ/3lKkc4MIDkkm+I5VhhlG7+acKTU+WZRFQqF1M6h5SuW5z9fJYymzzFosiIAb2IIXj8QRgVc6Ed5MI2M16O2landPsmUGs9ydaUv5lY83nSGAzGAvtuVNZy6WbGnrLlaJVO8uAeZ7j6Ux/oQnLkE4dLJxkCLKxCp3L1ePh5mmXcJPLEFONDej8DUKqjdZO4abpK00lJpmvvMKmfPwHWTPooeTwjuLhdqa+uQLHepwdaQsbal7KMMHW2lffFMVO3VU8Q8/zgJ4eRgMMqCHe54Da+xdSr/Cgh/7bGyvGjEyYeuVXBUvjdV8DdKyoo8qKqqRMvxFpw5046ga0j5DIvjDVjs1AtejZmKqPz7EqbtnqFhZaHbMzSUMmbXtvKS9MhrrwtDQ7GceqHrYxm441Gu9CkeO6/oFV9k+Sxhu4zQRYa+8Kg4LT2dR8IiT1/l16zTooN8jJN8ik+6vf4rWjwKuDyWvZKO+MY+yWz9Z50UG4Qnn6/bYE9XbLXziN6gK6GWTPPpdWgOAueCQNPMZaitn6kuwaiv+jT2Hj6BJUtWYNKkKixrugN1O4+p7S+LV1yEdF87Ju88iLKqekyfUa+2PvCXdjMLpsLlL1Lt1UXrbgSK64BZ78f0Obvhr5+F5fNmIhOfhHdPnoozoUEsWHYJJlcG8YlPlqE3Y6ySnovtjsyfDgL8iMgbgfYeOIlkMomqqgosuXBZ3p0J7Pf9fp/VfxAlaUMFsUJtrPBK/8A2WmTFJ48a/IuyPPq1qLzyko69D7DkPEPwukty8mDFMaD1+bpdelj4c2giJ74wab7w677ep2qsVlB4SbDCtjRIJ67ipL+TZ/qWrEm0PwuPlI9uVyFeC2ObPZKuyIkvdHtalh7NTsqIDbq8njfWx9F+s64PFYiebFNj1nTGWI1xu/xo509b1NVY2w912/KFdRvyxVs0l19N6nm5gziOO5mW/Wpridd9WW0xPgobMcWuBLiylnAVI9pvnCOh/XTpaAih3jCC7e3qpi/XwVePyR4XS68YTz/SXoULZrgQSYRR6qtACn5EeXDcnDgIr1KeZxJjKdUClPH7ef5Bq4VmPGeZQRQjhsHc+AKVhsuhVVVVYwJLM8EKckbJQzf5breymEYJ8F5yrpJwiVF3tK1+yvQRJy9Mn46zXQnrOlx+Yw+gTpMwfzimta0FpcVVQlL+eMpE581RYj7o8Xr4tfLmkx8LjTaw7uS82Fq9G4+Nenr55HSaHhY5nZYvnI8msiP5upydj3H+gNs6iGmPd54dBBwEHAT+2BGQvlL/SqznmTdW8sd85ePoSG2qLsewzquH7Xxj4dXl9bDoykcbi16Rt/Pq9LGGdRv08Fjlx8On6y8UFn16vNDo56Pno+kyhcJ2uewqhyGhx+vhfPpGi+dkkdv4uZJXyLHe8jyTODk/wbNPs2fPybklVXjE7+5uR1dXGJywWJMkzxCmTZ0+6sRF3ifRVei9knjxeWVwNBwHFx3ouOX8+PEW9XFAftOO26/OtrfDn4liaCipLjBpbDC2l/Egv3KFwGuqbkF3arri4STE7qyMFviCbOeXdAp9KSY9gnBOJaNM2lMKb0r252W1en0etZ+Se0HlUFo2dvQQt0iFewfUoeKxgm7XGjHOiiuy5I8+XSQcGXECoqeph7NpDJsfWlHc51qc54fDRioTsU+UCK/QxbfH81l4JU73dTmGC00wdRmGRU58nWbn5TNt0CcfQhNeu42F9Op0u458ukbSa5cXXvH1eElXfMbpYZ2XYTp7PFcER7oazxRzPAcBBwEHgT9KBPL3lUZW+SOt3LLNLdBuc4eM3hbr7akeFqB0Xj08Ht7RdOWLF5rd122QON2WfPHCR1/n1ekS1uX1sMTrvq5LwuLrfKOFOdDnioE4PV3Rl49Gfp0u8rov8jptrGH7R3F1HoOn7gs4PS3dLqGLL+Ics43kuOowlpWHfDpig241+ZA4lTa3bxU4BiB89Ed6n3Q+PcxJC8+YeIK527y43aqfB0PMsx/0J9fXq0PpPFdSMZi0nq0JiK5YgKTf6a+AO89qB/l1cPWwrkunS1h8SUfnl7Aex7B7aCgnPeHjF44khtB6uh1F5ZXqIDdv9vK63eqHWOjbHW+g4iFwFhgPqtGeUF+ncUsUfErWLqM/U57nhOhH+3qNw8bm6ofYrWx2FSEyGMKJE1F1b7nYRV2UhZw68rlzDqALn91XcupGiISadHEgKunp9o0UFn4pA+EVuvhCp2/n1eMkrMsxbH+Rhc+uS+TEJ58ezieXL174dL9QWna6LsPwaPHkERvGwiv6hVd8oYsuebb7Eq/LhTt71Nkh3saV8AbgSw5v2KSe2vXp9SoQDKhDZzot3zuj61B1l187sv1HzrtWyB7RYZcvxD8e+0X3WP1Cuilvt0/XmU/ufNjv4J9F2cHfwCJfXVP1U+vf5P3Noje2UCHdSr853tLfb9GaT24i1f/+gV41KDImH9ltU2K/3Ze21U7P95yPV2+T88notPHw6nLnEtbTymf3WHTqOvLxi176+Xjz0YSXW6dEnrp1Xp2eL918tHORyafHTuO2KZnE2uNGehZ76EveqIurcty2xN98Y5sv7+9Y23/h09PmpEat9qlxiV+lx3hlQ8qDMy2nEK+vVB/ZdTkJ299fSYO+cnnGp9HBmHEBVIqrLaLJvICB50qSSXAFhGcDeSVvlAf+tR815DYvuuwWrAJbnES1gMjnQuGR4ihj/yo+kp7RdEkBCx/3y/GgTsBlbIPi2RBeY5aJu9Q5CdJJo9PDpWUlapmWtsg5ET1e+OkPZDLwYngajLNvvyKNzq6XNNqhp8GwTpcw7WeexBcZ3gfNa9n0NHUslbIR/uXj1Wl6OJ8aPV4PC69OKxQeD6+uQ+R0P1+8TrOH7fVQ15UvbJeXuqfTxyNHXuMLUPZ8zXh0qbTUrWvG/ko+S93Qw0JLB8tQFE9a9Y488n7Y3xmRoS98ErbXf4mnr8sVqt/55EWHyOfTNZL9I73flHPH+nNsk/Ts6fA5n33SZgg/fTqhi93iM07C4o9k/58a/nrdEHzo0zn45/ZPgs9I9cep/7mYsR6xv2TfaN9OoypZnn/52l6dpodFXKeNFh4tXnTSH41Xj9flRgvrcnpY5HSaHs4Xr587kXj6o8kxfqx9bz5dhdISXvHttuh0XcdI4bHICI/4I+mTOPLKWFUf1zHe3jbqNIbZPpa4jPGs9G2il20FVyJyJjzm1nQeBWA/I07aFfFJlzB9Otoykn3k4djZmKAZXywUDt4Uujq71SH2gLpGWKlT/2RlhBcu8YcP6bITkDFUoKwqI6QDXyhsl+GzzjtaPHlHqrTDdOkTKR7g8visq8hUmNfW+TPqdiW7LYouV6WljCtgrWvMeHCbusXpz3kOddMuOhmsqgfdHlNebBqmmwKSF0nXTEe3n2w5GJgyOTSVuPGvEF1Y8sWTRqdXbuG3fLHVIuQG8unN5dCeNF2UY/nbt10Jt13vSAN7Oy915NBs6eaUnSRo+jlytji7Xjuv3UZd3OI1bRnGq9lIOb3OSl2yaFIvKaO7fHSzPiqd5pWsVt0nUYtXquRZfNGvPxcK59PHvPBdlfeT7yHl6UazX39X9bAhrfRYmBSi6baSx/YstjFqmC5Tp/BY8WO135Ye9dA5+GfrrWBLXCx8FUrZf8JjxTv4G+CM5Z2w1fc3dP03q4TVlmaryJjae5ETXxNXwXx0naaH7bLD2nM7g71P0uLz6c1H00RygufKO5pcvvh8NBpTiC6Gjide59XDokv3R4u384405rDGZbqQFtbTYljGrzpdsev9mvn+qTYslcgZtypeW/wwmrpFzDBCT0cPW3ab6crkQbWXlNftoSppNyTO1kbwcgT7UQrq4hkQ3SVcReA17fmcNQHJMdTkFBpfmpwtNTSUxuRxIsMoPZyHNYckvOLbX1Sh5wjpD6ZNlKOjvWI3r1INZjI5NPJIGgzLYDOfvNCUYu1fDiYaXQ+K3boOsU3nY1in62E9TqcXGpTb9fJZ7JDweF4w2s50x+r0tHQZ0oelO0Jd0mUZ1vXqYYvvHHVZ8gUCelqSBx0Pe7zUJZ1O1XYc7fHkyUcrYJZFFr1Sx8Q2eRZGve7oYYkXX+SNK4iHlN0Sp/uFdOh0PazLMqzH2cOMH6v9o8lKvPh62jqtkH06D8NjsW0sPPb8SfqShoN/tg0XrAQbedYxE9pYeYRfdIgv8g7+b1z8x9OO6rwMy4BR6oMebw3iJFJrs1mf2CeLvC4negv12TovVYsu6UvypauZkP1YqdnDeNEr/lj06rzyLui6ctI1H4bpzcMkeu26hC6+XZfQRU7wzZOElV+JG02Xha8pYE/LHi966eu8+cpHj9fDooO25XPEXG97+JyPV+h6GeXTx7SJmd3FXC41Lha66OOzhMXXaTo/w7RNbJAJCLdYyQoIr+Pltbu642oIt2QZExAZvHNlQFsByDcjsmj6bMgWtr5ASYpavMzwJMryNR5FM5/z8hfgtXQxoPNIWHw9Xqfp9EJh4RffzsdnOpk92vEUOfFN9hx7TflhWOsyEs6Tzkj4S3IjplcofRGWtO3POj1POKcs88QrdULPky8LD7t99mdNhyUjNLvN43jOwVXXZwvn8NltY8PF6yEDxgtZ8H2z6Rw1HyPgpb50cEN3IZ15bFS8pLNt0ONFh/hGbK5ukz8HB+G3+yYexmE/bZVR+MYQb88X01Xno/RN7KJPfD1PeljiNd/Kh0ljPdb1j4bvaPEKQklPPZjtF8MO/tkVDwf/4fVBr7tm2Kn/5kukv1N6WMdMq1NWW5wnnm2M1Q7Y4i26pCG+aYbePknbMeb230xXb290fSoJSU983T49PFq8jdfKl05nmE50iW+Sx9TH6/KmnKVvhOe89tjLxa7bZp+oV74ep4d1Hbp+k0fK0N5n5cu78I65vMXAQvbki9d4JT3als8eC2dNZqT+Ka8OHR/THksHgObWHnXdrkxAxOR8vre3ryMf3aG9QRDgNW28ok2c/Vnojj8xELDKpx+wwhPDNMeKAgg45VQAmNeJ7OD/OgFdIBkH/wLAnCNZ8BT/HNU4Ym8QBFjOdPo47Q1i+rjNZF5dCeMGLDloPpISVyQSse55TQ9F4fYbh1BGEjpfcekhN9x+86R9AaVj4SkgOpzMK9Dcw39RfDijQSmY9hj1FMQzj3w8BQSy84j8JuWRszOOSY9d6Hw9j2JfQTwKpD9e/mFqRrHHzj8advnsGU3GnoY859MlcefkjzOvY0mjoI1jSEvh4irwvhWSL0QfwdhzxZ8qC8pqdhTkyWeTJpcverw0B/8RyigfmA7++VApSCtYtzUcC/Lk06rJ5YseL+211P/xpkX+gv29ihxnWzaKAQXzNorciNGj4T9avKZclXuh9lvjez2DfxDMRsvAODDjdbeFfmhQ1S1vdFzjz3G9e7Z8jJheoTwVopu6x2WPqYtllvAUDR/bmvGuRCJhTUBseXAeHQQcBBwEHAQcBBwEHAQcBBwEHAQcBM4rArknQ86rakeZg4CDgIOAg4CDgIOAg4CDgIOAg4CDQC4CeX+IMJdl4jy5MkPIuIbfvhXuG1RLX+fya44TJXfM29nOXoRCITQ2Np7TL1NOlLw4djgIOAg4CDgIOAg4CDgIOAj84RA42xvD6a7+nAQqKyvQVDt8nJzDNEEe3jATkMxQF1y+cnCgzn1lrkCFgvBY81E887v1uPSyS7F06dIJAuv4zRiMuPCd//oJOk824zv/+e/jV+BIOAg4CDgIOAg4CDgIOAg4CPxRIxCPx/HEi250D7yKk8fbVF7Xt8aQWDIH14e24LbrFmH5vJkTHoMJPQF5+eWX1a8xcmIx2N+B/k1PWoC6e3bBveIGIFCNSXW16lcZrcg3YCAaH8Sul198A1rumOwg4CDgIOAg4CDgIOAg4CDwh0ZgKOPCoVASm0IduH5hEw4OVaHtuV1AAPDtOYL1NOCp/WhqmopK/9gvXfpD251P/4SdgHClo78/Al9mEIeffhh4dRui7d2YMr8IZw6av6p48AH1vG7VHahqmgEU2KLF2eILL7wIT2kVrlq5CG5fAOlEBntf3YP2M+1YvmI5Jk2aZOFD/pde2qKeL710tbUdavv2bejvH8Dy5ctAnq3btqK7o1vxLVu+DPPnz7d4d+/ejda2ViyYPx+zZs62dDMg9ni9Xiy7bCnOHj+LV3e8ZPH85v6HUFxWhPkL5mPevHkWnVvNtmx+Ae3t7UgmE5g2bTquXnu1lSYZOzo6lF1Mt7amDi9segH93RHc9s5bc/gspU7AQcBBwEHAQcBBwEHAQcBBYMIj4Hdl0HXqNIrbDuLEzFUobtuHE4Fkjt1HjibR2xNBZf3EnoB4vvKVr/xdjuUT5cHlQdO0coSffAbVsT0IBhNwvW05vAMXoHLNauCiEtREQ8ra1OndwIxGeD1FcHmH/+JjT08Pvvm9/8GRPTtw8erVKCkpQX98CA/86pe495770DSzEbNnZycJ5P/aV7+Oo3t3YNlFF6OyshJD6SE8+tBjeOyRx4CUC/f9+hFsfv4FnDxxAtu378SGF19BOhHDggULwInFth3b8P3v/Te6u7qwfMXFCAayv3q5fft2/MvX/hUerxsXLb8M6595Gvf+4jfoDfUiFoth9+EWvPD79crOiy++SOWRW83+5Vv/iaeefhaRcAiHDh3G81t24vCr+zBv7oUoryhRfAcPHsCP7v4VujrO4MUXXsRPf3wv2s6cwVtvuCnHhtGKWW11S7rh8rjUhCmVSiHt8cHjGk1yfPGcCOppqHTcaXhco91JPL50HG4HAQcBBwEHAQcBBwEHgTc6AkOJBHaX16Ho9F50lC7E9GkXwH2sA2Gv8bMW9K9ZVI0ptVUTOqsTegWko/UEqqZWo+TyN8PrKkJdaRncc8oVoHVYg3RDFHAl0H1wN/o3bUPxddlVDB31aDSKZHwInQNhMEzH39yIRCLo6AkhkU7o7IqnOFiMrr4+i+53+xFNeXG8uQX/9aN7cOXatfjwnV9EaXEVDhzZgx/88Of44Q9+hBn15Vh73a1YvGgx6qY34ZWt23H0yKtYuXKV0iWrK5xsNM6ci4ryYlz/1usxddo0/Pt//AiZeASf/8KnUVVVqSY+FOoIhfGTH92DI3t344MfvANXXHml0vXzn/8CD/zqQVRMmo7P/8VHLFvjA2E88duNaJhah//z0Q+plRSmMx7X1dGGu7/zbWzceRyuQClC7acwc/ka3HXH23HZiuUI+AvPRLhE2Hr8CKrK61Bda5zVyZc2z/V840tfwHOvdqk0yMP8z1q+Bp/4yJ9hXkN9PjGH5iDgIOAg4CDgIOAg4CDwJ4PAnvYBHN33KkLV05A+dQYNAA4m58OX3ADf2bphqyDBiggGul+18CmpWWiFJ0pgwk5ACFDd9Aa4Zy5WN1/xizydfguWK2Cc9K9bvAbJBmM1JC+wGT+QGEBVeTmKiowfWuSPqhS5EigJBuBzZ1cnKC88uq50Io4iTxIDsTiuvnItPv3xO61tW9Nn1SM1lMIPvvWvePSp57F01To0NDTgiosW43tbt2DXzl3WBCQcDqPlwC5UVlVi6bxFKglu/1owbzG8xbXweQF92xcZnn/+ZezcuRvve897cdvtt1tm3fWB9+DYibPY+uJGHLtpnbHVy1um4tPxAdx405245dZbzmnrVW9vL7Zu3wNX0RRcfflK9HVOxva9e/G5j6/HX3zhi7jzPbdZdhAbbmsTlwk141tf/jyuftcncPvNbxayWkXypnxw+4zJy1CkX00++gYTuGbNSsWXGEqhbnINqoqy+iwFZsCenj3+tTxzgvhGvk3tteTdkXUQcBBwEHAQcBBwEJhYCPC2q3te7EDbc6cAnLJNNjjmiw0zuH+wBxWBuy16YugbcPlrreeJEJiwExBONAiW/EqiPvGwA8c4T8VkO9l6Lio2tvOE+vrgyQwoOldAopnciYcIJOKAJ2XwCY0+V0DoVi9faE0++MzVEd7C9cCvZ+LI4WPo7G5XX/55LmTO7FnY+tI23HrLOxSttfUktu05hptuuQHzl8xV+vhPxu+DAxG1DUsGwRwQnziyF4NpY+B+6NAhFU8ZngMpCWRw+tQpHDh4UE1ASoMAdXBb2RWXr31Ng2lfsBSX3HAb/vLDxqQn3nMcH/zgp/HjH/wQV6+9CmWuPmzbsg1tp9uQKZ6CZcuWYdaCydi2YQN2He+Ba+NGzJo/G0tnTsWu7Zuxc98xhAbS6prhNVddiQqPsSpz1a2fwN/+xU0WFgyEQx3YsWUDEq5iHDxwEEsuXYMLitI4eWQP9h4+iX5XOa649HIsXjIfrYd3oKt3CG2trTh5qk2du6mfUq8mfpHIABauWo3lK2aiyleMo4f3Y9uW7TgTGsC0pgV409or1CrU2ZNHsWnrLhxvOYHKumlYcfk6LJo1CdxvqTtOfuKxKIrKKnXyOYXj0T6cOtOBRCSN6umTMamqQm13ozIp/7Eopk390ZTKx1j4hYfb3/qj0YJynPSP9N6JnkI+J9sIlqMiUHi1rJDsudL5vjDdioqKMWH4ek44Wd5dXTGUVpQWxPxc8+3IOQg4CDgIOAj8cSLw4o42tLpTaL6oCbNfOa5uu+KB80JuzbQeLKpYlDMv4UVOJTXOBKQQZn9weqCkAimXcVYixiUQQK1oeLy587BkOoqUh3zZLVj8ws8VEDqeCbE7rzuAqfVT0dHegUjEuJf5wgsXY97cWdi65RUcP3EEJWWL8crWbUp02dJlOSo4MfINdcFXUgrwZ+pNF4mE1NmQoXAnHv3lveov4TNWOXyJfoSHXGiYXIGg31jZEbny8nKUlsrTuflMx5PInqkJVDfhCx+8BZ/853vwzNYTOL7hx3h+yx4sX30Fzh54BA8/PAV/+Rcfxa4du3HmdBv8Bw7h4NatGGqvwd9/5e9RM20muLXt4V/eixOdn8af37YSxel+nDi0Bdu3T4HX60PAVYRJF0zGkf278Y1//iqOnB3E1CmTUTOpBuuf/Q0e2XRUpXf80LNY/7v1+Iev/RNevPdufPunT+CytW9WK13f/dZ3UF5dqyZ/nIz96oHH8Jkv/wOuaHLjK1/8O5yJ+TG/vhhPP/RrtLTcgTvecwu++/V/xMYdx5XuY489hMef3oSvffVLOdvAOCA/tmcTdjSH8a533DpmUDm5aTnTjQWLl6G82FjZiYXP4j9+eC86z3TBF/Qi4y/DrbfcjGTvSfjrZ43rCr2uk/vwi2d24873vntcA9vOM8dwoLkNyy+9ctgkgWeOIv0Dr+lq6y0bn4Zv6jKsWzVnzFi9VsaT+zbh+X2duOgtN2LJKAfwjh3aid5YMS5cMHfELYWv1SbKc5K4+bnfY/uhTsyaNwc3vGXdsMnt+UjH0eEg4CDgIOAg8MeDALe090TCmP7KWbgjxkoHJyEnbJtEGuJea2XEXe/D2e4tMI8GT1gwckfeE9bM12ZYdDCFCCpRmui1zoC4vB5rC1Z/MvcH4b3uIkR9xpavZMo4H8KvxbICks8ajyeOeCp3GYxfsS+5/BJs2v4qXnhhE2pr67Bz2y7MWbJc3byVo8dbhIS/FolQC+DJnTlEkm6UFBfjmrdcg6amBhQXlWIwGlF+f8KN6lI3GuYsyFF3Ph4m+QaRCuTW8qmNjXAHStDX0awmYp/63GfxlpvX4v7//Cf894NHUVQUxMc/91F1duT6j3wYt1xzLfZtfQwr1r0Nb3/fXSgN78W3vvqPONnSgXCyBIPuMmx/4pfIhFsRH0qCk8T3fPZTmFPqQSSawOxLrsFff/wDaKz34+VNL+M9X3wH3nHZSjz/6L342j3Po+X4CcTTLlTNWIy7/vxzuGpOOe74wIfR5yrD1/7tJ8jE9uMrX/yKWtno2t+C1t4kPvvXn8NlC6fjp9/5Kh596CE1IDx87CQumDYNH/zYh9FxcDle2HUc3iGjDuhYnuoMY3+LcfMZ6ZyU7NpzQN14VjxpHlYuno3gQAte2NEM1quLFy3Czt8/ih+tb8En/7+5uHahgefvt/wSL+48gS9/4ZOYVuXBPXf/BC++tAlTvb0IHzmBtmOvYurcS7B8dh248rR56y6kvOW4+LIrUOoDjry6B0fazmLqrIWYHu/F9j3H8Ge3J3DixAn0xFJqtajl+HFwK92kRVcrPWpV6eVN6I6X4MpLL4K3pFSdNcJgJw4dPKH0MQ+XzSnHk3d/B22DJSj9WBUigyFMmTIDkyYZB9r4JX//7u3oPNuFxmVrciZpXFHYteV5nD7dhh37jmH52kYMnjyLzYf3IZVMYt6yVXDFI8gEStFYX6NubQN8lu6OY9ux9dAZBEomYcnSJZhUFMfRfdvR3JmAv7IOK5csgj/Ri9279uB01Ivly5YoPVIW+w6fhMdfjnr3AHZs2YrO3iFMmr0CC6eXI9J7GqVVjchEO9DW3Y8Njz6E54+n8KXP/hXqqmPY9spuuIuqsHTJPLUaxZvsjrScRVNjAy6c34jwqX3YeaTL4FkwB22hEBbNnQVvMobW0+2oLC8Cz07tO3ASMxYsVpNIlt3GrYfR2z+I1tOdqKsIoOfUMezacSUuXulctKC/W07YQcBBwEHAQSAXAe7CiJxJYHMiggZkJxnXTg9i+aJ6uJIR8McHe3vD8KUH4K53YX5pP+aWPJejqCL2daQyP3xNuxpyFJ6Hhwk9AVE/PjiOPWuFtoykSgdR6ksAiez5Dm7BygTL1AoIC013XAGJdRuTCa/H2KYl5xbIx0Gd3fX2RXH0xFlUVFejtNRYoSAPD6M3NEzD9le2Y0p9PdrOnMaNN701ZwuXWqzKgwAAIABJREFU6CpFL+IlpepX3S1aaRXqq4uxPeXCohWX4pJLLpGogj4PjdOlUrmTh4ICBSJCgyk0pcM5sX3BEyjN9KtB2fQmNx59dgf27dqB5v2HEEyGMZjxqQsDKvwZTCmtRSDoxcJl87FzXzN+c/d3kOk9iT2nU5h2wRSll3xXXncjbnjrDSgLZNAfd2Fe6WR0nTJ+XOf6a9dh5VLjKuKrVjRh066t+OeNT6Ot7WyOXQsXL8Ki2dPhLXejaWo1huZchpkNfnSfrcSy2XXIDPSorWL94R6sf+RBvPxMGdrak/AGi5HxluKdt9+EH/7iafzzl7+MydMasfLiVSiryJajJJYaCCHjz273O9u8Fxs2vKgG182PPYXQOz6L0PZ7cLQ9gaLaWoQiKaS7etHVnEG4vQdYWGVc4fxsC6645iYrbx/99KfRFerDhgd/ip3NzZh0qg7PbDqA8jvfhR1P3Y097RmU+TM40daFmZP92LjheZQUl+DgkdO46sJa1JR5sXHjMzh84BjmXroO23c+hubTPWqSeGbzPrjfexueffJhtESKUTJ4AnsOn8QNVy7GYOg0Oju78OwTDynefWdfQu9tt6BryIO29jac7O7CkZefxUU3fAByUzUnH89teB6JoQSe3NqCz37qg2oSwMnHxqcexeMbd6KheADN+5vRtPwq/G7Tb9Hc1g1i9+SLx7Ck0Y/+RD0+/q5F+PX9v8WU+RfhtmsvAic2z294Did6M+js2oQ9x8JYcUFEnauaMbkSB4+eQffbbgM692HTkbCarG1/+RV86JOfUb/8Ggu1qXQaV6xBuHUfnnnuFXg9XpzasBk3veP9CB/ZhMuun4K+Y/vxm/WvqPLoD7sRPv0KHv35c2gbqkA5+vDC1j244eIGPPnkk0h7S9F25hSSsV7s3LETMW6JbGlBa+cNaN6/A6EbbsVUXy+e2/gcaqc2qoluaCCFl7ZsQfo9d2Ln0/fhhdMVmBLowrFeFz7ynlvQ+upmhCPbAVws1crxHQQcBBwEHAQcBIYhEB/KoHSKDw37vEivXQRs3o2rVvXjr9+0SK1yiMCbpj+HcPCL4EQjnzs8cBVmuibWL6TnfvrPZ/X/Iq2z9QT4RZQTCzquQuRz/MrYu28Xkn35D6KXpssQSRgTCZ7voOPqRP1k45al/Xv3g7+xQcdB1G+f/C3aO0MI+HPnZ6V+44qzpzZsxpHDxxU///GKXsrwpqhLLlmpzjhIJA+jX7Jsgdqa9eCDj6C4pFSdF5F4y09G1SoNtwzxdz7E0U7ZrvXQ/Q+rL9wSl8/3+jzqJql8ceOlcQtWTUm2inBC+MTPdik1/qGz+NfvP4A+lGPVRauw9vLlqKqfNiyJRLIf9/3sx3jw0fWond6ENW++EYsWLsTkijPIxPrUFrJpC69Vh9Xfct1blD9rVo3SU1VVpWb2fDiw70nc/bOH0BtN4+qrr8a6dVei2BNHmTcNT2k1ommjbsiZhWDC+LqcjKcQjqbgzRi3n5VVVGPF6jVYvvpiXPuma3DzLTdg0ZzpWHzRGnzurz6Lt7/9ZngGz+D+738Tm3YYedUzVWHbfpfxVaA8YKTtCp9CuMeoF1wN40oFv0wsXbEMa29bigubpitVPjdQmgqjvNbIJ4mZEj+SiRTS/nJcdOU6fP5T70B6MIStWzbj7geeRbxuGgYGB7Dx6Sfwm9+9ghkLV+NTn/s83nT1JWri0HFoB/7nu9/GYLAGl881VipmX34LOLGZUpzCA/c/gJ2tQ7jzrjvxoY99CMnTu7Bl5350nO3GQCQC7wXLcOfHP42LavrRPejBjW9eg2XX/BkuWzobb7nlHZg53dg7ynexzJdB2mdMcrc/+xiaT/WofHGFYfPmzViy9nbc9enPYOnypYqe8ZUiGCxS9p/uOoVpdRUIn92uVga4qjj7QuN2Dr/HvGjCV4bIyQM4eWwXjhw6hmkXXo4PfuzjmDm3SZ2Hem5/l5pQMI2K/oNYv3mfSicc6kEylcScmmr1zMlHRSaM3bv3YaAzjs6OLgSKXeoDQiztVatHV13xZvXc2ptW2Nx5x21oPboXrb1GmSZixrZL/h6Rz+eFz+tT57xCvb2YOYkTwefQ0tKCaKAaJ47sx66du1EWzKD14D489PAj2HQ0jL/5xIdw13tuw8qpFfCUVKGqshL9idfvXIwCw/nnIOAg4CDgIPCGQ8Dl4y6XCrW9qnXzbmX/lQtWq4kGVznkjxGFJh+Ms6+ITAQgckfYE8EizYaa2mnofujrOLN/GbyNU+F116Bi7jTw9iS6ZCaKaNsZpHc8oX4V3R1s0qSzQU46ZAUk6M+udvCQ+MKGSXjs4SfUl9Jp06Zh3959aGk5gYqqKvQOJiFbsLgPL5VKq1uzzh7cjn/7+tdx2ZpLUV9fj3379uGhBx9RB7/f9rbbhh1+5QH1xx97Es3tg7jpmuXqBwuz1hmh0soLcGFjBR5/9Sx+9ZMfomHeYixduFwdVF99yXLccP3Vys5Qb8hKF/E+7DtyUv2Gyc233KwUcd8+XSYaRsbFQXfha3CNlAv/r02fUQfHZ2w7AnfkNHa+tBE/ffxlvOkDH8TkwBCOHD2GS66/C1dcOhs/3/57nGo5ppYBM56p6OpPYMu+HWioK8euF7bDXz4F113/VvQd3axWgWrK5yCSBLgCEs+cBvHVD3y7k/2Qsy60cKj5DE6cDeOa96/BqpVL8Ntffg+86YtborgiVeQuxmDSnTNJ5YTVy6UurgaVTsXiOSn8/vntKC32401r1+H3v/gGtr7aow6zP/Tf30Pl3MvVeZDKIjee2/pvOB3L3VJHPeHeXriGjIkon3kovrljCGuWNeHUqSZEvQlcvGIZpi8uQdvxAziy/Vkk6mtQ7k/Dby6oeLwuVE2ehr1btyD8luUIYgi/+fFPwC/nPF+0eO4MtYrECwYCRV5wIjZ/2ixUTQ6gqPQs3Ol+uEpqUFxajFCoF0VDfXCXVOHq5UtxonkX9ndcpW5ZC/mrrTMn7mQErsA0FGV8qK8NIBwDZB0nGAzi4kX1qKytRKDG+ELSE0lhWnEPfN4Aykoq4UpxcmCsqO3euQud06pwsbcBDTt3o9aXPdjGCWGtP4zqqhlqsM2BelfbLtQuuhol3aeBcBqrVq9C6+G9+P7PnsDNN16NJfXmb9gc3optBzpxxTVzkWmtBu/74IoaXcCd/fgQGRxAhY/vYjFCqWLMLM3WcU46Eslj2LaVvx1UhLKyCtSWHUXCF4V7qA9DAzFVhtRZ5BnioigQKAd1Ti33Av1ppFz9Cs+lF12ORDKF1r2b8cjxvXBXTlMrVjMmVahJxFWLZ2HbP38TT7XV4m3v/jN0vdKCk3U16sa7QCCoJisnjg9hqMyHEk8VImkXygZ60TmUxEBv7sqiyqTzz0HAQcBBwEHAQUBDgOOiOQvr0fBQdvtVbVmHxjG2IFdHjJ52bPyvB9eEnoDwZquSmz6Mgcf+B22bjV8K5y+h0/X2Flu/jJ6uXoa6eavgCmQHIoXAi8TckO/OS5cuxR0f+3Pc+7P78Mjj61Fe7MPs6TX40P/5EHbt2qW2WsgWLO7zpuM1vLe/673gofAnnvidunGK9LXrrsLt77wdc+YOnwTxF9KrZ9RisCWMq67O/eVysZMrHbe88/3o6Qnh8Q3bUbGrGbGbY2oCUlE1CXfddZdasVn/zO/x6/sfVGK8GWvO1DpMa5gpalBaVoKGhhmorq6CK5N7MN1iGmMgnCrFq08+gJ2bnlWDfZ79uOWd78QH3n07ioZCmDO5GI/89JvY8IAP6QHjK/jGFw/g8hWLcNH8ydj4q/vAlYi33ngT/u93foW//LjxWyVtZ86ib3A9jh6+UK2AzHRdMMwifinW3ZRFy9Aw+WH85HvfwG9+bKRX7gdeef5ZJIeSqKq/AFXlGXXFb0WRB33+ydZ1v3zmSs7adbeqL9Tf/ea38LO771aH+9/xgTsxfUY9Zsypw3/95EfY+LvHVV4uXLoCl11o/HaLbgfDG594EH/dfQxRTzUqk6fRc7YLL/D3WlqOIr1tDmKVUbS0dSMd60P1/LegsTGI5+7+KXYuWo6may9SezDfdtvNaP7e3fjUZ7+MGv+gWtm5464PoPf4HiSTxgUJRcEgGpoacdXV87D3xSeUGRcuX40l03y47/778InfPwxvzUJ84MYFqG5cjA/cdSseeehh9Tfb3YqtG76N4xvKEfXX4M733omXNz6D737zy2qfaM3sy9WkiSsMvIQhZh5u8wamobI4hUpfJV54+l41ITpxaC9mX36zdZg8E+1F24tH0DzVj1AohJdPHMeSpVWoqr4Ay1Ysxa9//Ss8/9Sjakvi7TfX4lBvL3q2/R7xWAzJ/hRO9peicWYjkpvXY8acxRa8NUWTEYu048XnN6GvK4HOYAhrLr4aOzY+ir/ZtwltB3fhrR/4FG6odOG/v/MtFHnjyNQuxIolxspSRVU1Mr4ynAhlUO5L4+Vte1BcOxm8rOFMpAvtvRl88a+/oiYY9fMvQVPTJDzwyFO4cM6tWFQL/OUXvoRiTwYNS27F4qp+3PvMJnT1GWfAZs+oxsGjR9Db24eugRR279yJtde+AwumV+FwpAjLVyxCM8LY+OqDeOKZ51We3vuJG5E+exDf+tsvwZ+Mo8dXjf6SSgwMRjC90fg9IyvzTsBBwEHAQcBBwEEgDwLzJ/nwprtWo+UF4xKj4upJQPZbeh6JXBK3XzXV5f+dvFzO1/fJlUgU2Nf0+tpRMDVu++EPDSZb2uDu2WVNPHxvbkbtyUVq5aNmlMkHr679v1/+ewRrgvj2P30r58fxuOWq/UwPesPGjHLKlCnqfEZPVxjJdNy6zpO32HzzP+/BfT/5Ef7x//1frLliHTraz6Kvv1ud+ZhxweSCV7Nu374Nf/dP38SM+mp889vfGLZComee6ba2tYBfpWtrK1BTk/0xPtra1RFGx2AERXFja0hRRQD1k6oQKDIGNORR158Cec+Z6GmNFM7Ew2hu60TryTZ1sNzr9aC8rAaTp12gvqpzK07LyTM4cuSo+uX3qRfMwGC0T91iNXfBHHSFOsErh/l7J401Zdh1tBU9vG62sgKVZR41+G9qmINQdzPKqhqtQ8hiU+9QL7pPdaG2pk6VAdM7evwkjh4+hkAwiOkzpqotS/zleGLFvykzGtUqCg9iFxWVK51cBeFtT66yOnWwmAexjx3ar2ypqpuG2U3T1c1RPH9w8PBxtJ9pV4edefCYh6TtjvJHm08iGQnBW1qFyvJJ6pA2r0TmLV7pYBmmVpXi+PHj8AYr1eSmtjSI482vDstn99njOHG8RdkyZ/ZCTGm4AOm+driClQj6XTjb2YvaqgrEzvTiQGerMmX6zDmoKwaaW5rR3J7A3IbpmDGlGM0nw2hqnI54LIkD+1/EsVc2oH/KlVjaVKkuP+BWQN68tftgC1iW1EO7ukJh+Cv9cA0MoahyMiLdvfD4fQj6kgqPisnTkBoMoXbqLOumLOrZf7QVpd4MYvCjfOoCdQaDBgqOqWgPPEXVaFjQgHh7F0519qr3xItBBIun4qXf3Ys9oXL85ac/ZOllGfNMzf5OF6YUl8IXGEBXexf2v7pf5f3lbQex6uaP4O2XzVLvCDGvmdqUU07rH/wxTkRKcO3Vq9HV1Ql4y1AZHISnYgZcsSG0nz2JiqIqVNfXoazIhdOnj6Ns0kyU9sew94yBzew5C1FW5MHx1lb0tIZQOaUWk+ono+vMIfRGUiofbpcfMxobEe7tRMTdj5m1s9RNV5Tp6uxGZX0DmmZMUXjyBrx0JIPqCyaj5+Q2PLevC29+1/uslR97HXOeHQQcBBwEHAQcBHQEuNV/MGkcFfD1nx623YqTDN1NrlmN4jJz0pHxwe0vmlAH0GnrhJ6A8FzGlg1PqC0Sb167GkMDPWrblYAc9NaM+Psfwve7R36Nf/zad3HNlSvxpX/42ogTAJHJ53/72/+Oe+75uZqA3PjWG/OxDKN1d7fjX7/679i5ayf+6m/+Ctdee80wHofgIHA+EUiFz2Lbrj1oWrBq2MTufKZzrroO7X4F997/KK563+dw7cLclS67Tm5he+jxZ9E/5FJniN7zrreriaSdT545qdu5txlLVq4akU/4X2+fv23DibjTDrzeyDvpOQg4CDgI/HEgwF84H+m8B3OptlxNwF8/10tgQm/BCgY88JRUq2tmub0qEKiAPx62ZnL8YprdGa5nywh3dHTgpc0v4b77HlJXx669/tx+FVw0J11j39LEL+9Hmg/j+//1fWx8bjPe/753Ys2aK0SV4zsI/MEQ4NbFS6560x9M/2tV3LR4KT7ftGhMv1kyZ+U6/MWFl4/5xwVrJjdhXXWjtf3utdp6vuVXrF57vlU6+hwEHAQcBBwEHAQUAu3dd6C+5qfZ1Y8JjMuEnoDwXMSV69aoXxoXDDkRkUmH3HgkcbrPQ82/+M3jePCXv0Z9XRU++bE7cemlq3WWcYU5oeAd/rxFyf6jf/kUcQvS975/D3a+vB3vfvdt+PBHPn7OKy/59Ds0B4E3KgJ+tx9+HuAZo2M7MEnuAB6DjH5l9hjYHRYHAQcBBwEHAQeBNwwCpdWz0b7XmGjYjebkg6sfxfaICfg8obdgvVa8ePaj5XgLGpsaMW+e8VsSr0UnzxZ0n2nGrHmLwIPhIznuhX/qdxsUy3XXX+dMPkYCy4lzEHAQcBBwEHAQcBBwEHAQGBMC3AGUTvRhsL8jZzsWJx+coKSHomO6mGlMif2BmP6oJyB/IMwctQ4CDgIOAg4CDgIOAg4CDgIOAg4C54hA9lfmzlGBI+Yg4CDgIOAg4CDgIOAg4CDgIOAg4CAwVgScCchYkXL4HAQcBBwEHAQcBBwEHAQcBBwEHAReMwJe/m6E4xwEHAQcBBwEHAQcBBwEHAQcBBwEHAReDwTUGRBOQnjTjDh5Fn+s9LHyFdJrl+fvgFSUZ8/yi5z4dn77cyE+O51yI9HscfIs/rmmS3m6fNjbdRZ6Hoku9olv5z0fdOp8I9tP28eCA3+I0u0LgD8G5E35cq55HYs8cRI+8e3lYX8uxFeIfq7yum2iQ6cVSu980JnORKg/VvlmXPAm01b5WvQC5T5R7H+9ymuk94U20Em9EN8kj0ofK18hvecqr9ssOnRaofTOB53pTIT6f675faPbP1J9Hm/5Egs6kRPfJI9KHytfIb3nKq/bLDp0WqH0zged6Yyn/ut25bM1H+182FmonozXfrstYq+dzltXk56EugHWHifP4tt1FKKTj3F0Y8G8kJ5C9LHaoctP6EPovElKfuFbMuf4DgIOAg4CDgIOAg4CDgIOAg4CDgJjRyDfBGTs0uefc2KfAXFnV2XOf9YdjQ4CDgIOAg4CDgIOAg4CDgIOAg4CrzcCE3oCEounXm88nPQcBBwEHAQcBBwEHAQcBBwEJigC/JIvX/MnqIkT1ix9+9X/tpETegISDHj+t/Fx0ncQcBBwEHAQcBBwEHAQcBCYIAiEw2Hs2rVrgljzxjFDzrJMFIu9E8WQvHakeWBm9G1Y/EXIs71RIBGH1x1A0gMEPD5YExiXHwG/K28S54PIg6pdkRgCiCOVCiDhDaCqogh+V8ZS3zcYR8AVRzwTQHnx6HmyBMcYoA390ZR1aJ/PveEYPH6fRRujqvPKph84Oq+Kz5MyHvbqCnUqbaw71bUVwzQTy0Qa8Ln9SKSHcg5wDWMeJ4G64zE3isp8SpJ4xWIxVFQMt2Ocqq1Dj+OVK8Svl6V8fQqa71VvfxJIRRAsrsjBR5cppPf1phPzpDeo3k+2HYORQQSCFdbBc7FH8jiRvhiJbY7vIOAg4CDwp4xANBrLyT7b60gkBFemKO8YTGdmux8bysDlc6mD3nrcWMJKPhZDuD+GQLA0Z4w1Up/X0dEBf2UFKv0jjwHtfU/vUO//z96bR8d93fehn9kwM1gHIEACJEGCqyhKFEXtsrU6dixHdrwkbWzXbuzkNUuX5DXJ6+npH2kSp807OW3TtC99eXVzkrZO0saOIzuKLC/aTEqiFoqbKO4EQYAEQCyDZYDZZ9753N98Zi5+mAFAACIp+XfPAe693/vd7/3dufd3lx9mhjNoX9ex4Fh2fHQS8akRBAMhxFo75uhFu8R3KTZeD5zAb/7mb/7W9RC0HBkzyTwiYWdgthB9MRvH9//227g4PIPBoV6MXR1BMgNk0tMYG5xAOpNFLNa0EIsVlY2P9uOZp7+LoeFRXB7qN3o0tLSjtd5ZwUmP9+JU7xjC6SH0Ds1iTUsdLl8ZQiwWW5Fcm5g6HD1+EtFYJxojQVy9fBEHjp5GfDqBNW1tCIeu/1wzNTmMg28cQWvXZkSCK5sAnr9wDsFww6rawU7k8Bv78dLBE7jSfxH9l3qRCkTQ1d5quxaZzCz2HziIxnABbxw+jjUbtqzYHgnITPbj4JG30ba2C8XZMby0/yCGU3XYsn6NUJYVj40N4cyZc2hY07UquhbTkzh05G0kZ7Nob2vAWy/9Hd7sS2FrdzdGr1zEm6/+EKm8H/lQA2KNzs119O+5E8fgDzYiWh9Z1I7hS+cwmiyW6RclWAYC7Th78h0kpnNoW9MC9h0vvXIYgaaWOXKp+4WjL6P/6iTWr1+/DEkeiecBzwOeBzwPvBseSCWu4vJYBhu72hEMOmObY2/ux5tvvYPh0UEce/sUUPBjfWf7HPEcgPddugi/r4jTb7+FmUIj2mONc3CWlPEFMH7pbXzz6efQ0LGuPGYYG+7FhYuX0draWtZL/M6fPozXjlxA25r2Ob81KrfjvvPHcWloBuFQDonELCZG43jxxecRCm7Gus6ojWrSvJ3z7WNv4/XXD+LKhTMYGBxBX+95rGlvR0NDQxk/n3eONchn5YIblLj+o9JrMLS8grEITSYxjUwmh5337sOG5iCSyakyRf/4RbSEg+hMTmFg8CoKuQC2bVlvrlQtI60wkU+MIxKJYNe++9EadXa11TXPYmz4MkYnMpiJX8GlCSC2sxv+iB8njh7C4dNXce9H23FHZ6VxrFANxAd7caWrG+tiW3Hp7DEAreiqb0QhCPBK49HB0whG2szEhw9iS6wDqZkRs2rDN/+cPQeamtESXtlkQXZMjQ5geGgI49NZpIYvIZEDprJ+7O7ZgDqkcOGys/LQ1NqBta0tmIxfxdDVOMIt7ehqbURqdhKj8SkgO40XD57BltuK+NA9O8R+xfHwheM4/PZ53PXYJ7E5VoeL597C5fPvYP269fBlphCPx9G6thMtxXGMjY4i0d2GSxNF3LtiyRUGiSwwPDKOkaF+XDpzHNPpBjy8vRt8S9/b349cNo/Orm5EQjnjm1w+i6bGZiSTSUxMTKA+2owdO7eAA+ah/ksYis+gc/Mt8E1cxujIGLZXRK0olQ1FMRu/gqmUD2s7GtDXexF9KGDy7p24fKUfE5kg1ja2oT4cBAf5p08Pw1ecxPGLceyJJeFvLqLvZB8amxoQ9Dega/N65BNxXLnSi1ykCx0NUbzy8gHEQxvxmZ98GL6ZSVy8NGja6ubNm1eku5t4arQf/vZmA2bfMTURd/TOjOLCwASQr0N7ewTTWR+m4AcncxOTCdN2W1ta0NO5ssmhWx8v73nA84DnAc8DS/dAIhlBqJgsE5hdCukc2rq2YPfWHlw5cwBvHz4IfySE23ZuM6vd7Mf7zp7E/iO9uOPOO9E4E8fFk0eRmhhGV9cmrF3bWh6D+H116OhZj5ZiCpeGJsyuhEi4GZt7usoyp3N+rO1ox207NoITj5HhLIbGBzE6mTa/wZHZq+Y3rGXdRnRGczh6/Dzyubz5rbncfxWj44OIxNahp7MV3FK2du1a89s5MplGIRHH6MhVxEeCZuxx3xP3o6mxAVlcNeO6shKlRP/ZEzh15BB6du3B9u2bkc/7cfjVl3Dghz/Ek0/++JzbZG+mFf2begKCJW7BYh1wIDfBgcVMwAxaUhNXkUKdqR5/ahqvvtaPXC6H/Mw4Bsa34YP33z1ni5S7Qq81z20zidEBpIIhdHV1IT00agZUoZZ2ZCdHzcCqEL+EsbizLSs+MYl8YhbA6kxA2mJt2Li2GRPxCXDF5cK4D7t2tpkHom0ihtfffB35TB6RyFUEgkGkMkls2LYbuYEjBvfxRz9ocDbd9fiqTYoaYlEzMStMXcKL+19EpKUDo5MpFBLjyCXiuDg4buqqLjaF4vpmvPz6Efga1yCf7sOWns0YvXgMAxMFrOtowHR8yAy4JzLpRZcvl1J3HLD3XexDS8cm7NveYUham+7ChuERJIZP4uT5ywj5Q3in9wq2drUhFvUjh3o0h0aQSqbREl78jf5S9CBOXW4SL333aRTru/ChJ59EZwtw6LWXMTKRMXV19vxZdK3rxJHDR4y+3TGf8R0nvfFkHoVwFDODJzEyPApOFC4Mjhudw5EIcokC9yMuVZWaeHX+Omza0oNjvRM4d+ESmjq6sTGZx3R8xMhd273NtD0yGIj34ezFq8ZnfSM+bEvN4vDzr6IvXkRXfR4TyQLuytyH8cFzGJlJI+S/ikvRVgxPpBCqH8Nw70W8+tYJNNY3oik8hGg0ajrnmspdY0Ei60Pv2X4EkQL7ifhMHon8KHpfvYDprB+B3BT6L7ehOQL4UtPmR4sT1XXrO3Hs6hjG9j2Au/feco1SPXTPA54HPA94HlgVD/gyho17MO3LTiNU2t3UHC7izLGjQKAJW9cU8eaB/ZhGC7LpHCY4/pqZwEB8HDOJaZy9OIx79+7BhVMHMZXyI+LLoO9SG9oa/Th+6pIZp1Bgync/btncaV74NQULKISaER+4hINvnTD68KVgQ2uXGUO803sRGdRj6OIZDHduwnRiBvnGDRi8dBEjI6PI53IYfOc8Ejs3IR6fxMMPP4TJgXN4/fQgOtZ0IJUaMnrMxAcxMVxAXWkXQabomzd2Pdd7FbF13bhz333lLVoPPPJ3KsrhAAAgAElEQVQonvrWd8yL921bnRduVJIvn91+M8rfgH839SF0LPEa3lwxiWw2h8zECOLxCYyn8phJJjCezCMajWB88AIunDxsBt2B3DSef+0y4pOV2fNK/M7GwMA30pdGpk3DuhxP4GJvL9C6Gffd80HcvnMTYjFnTz/foO/YsR27dqzH1u65y4Mr0cMXbkHbxi2YGb+CV49dQqCuAU0bGjE5MYH4YB9Ov3MahUgzZuODuDwwgFS2DpOD/Ri4OoWhsTgGLpwwsM2tlQ8/rkQf0eZzWZOsqwti7wMP4faeNvOw+XPT5q1CtuCUj0+dQe/FPtSDK0aDOHfyCIbis+i6cw8efuhD2NLTg7u3b1yVyQcVKvqcyWl9z0aoDjNwJhXnTp3D8JUho9/502cxNDiEmWxlVSgSXXj/pmxfasxJMWUHiyn4ctPITcXx5muHzISLZVfOnkLvwDhS7Rtw9wcfQ/OaLBqaG/DQw/djc6sPg72nzUrO5WyrmWSOD5w3kxC2/WDj6j3i3DLI+jl39jw2b9mLrR0hnDtz3vhma2cXMNGHq71nzYRk57578dBDt+GW9REU4324MJzBY48/ijv37TNuGRiP4+DJftPmLveexOUrA1gXi2DrLTvQHquDLz1t3nBxsjxbWPkEyq6Ltsw4AonLpq/gDwZDvC+OE++cwEwigYn4JPouXsSV8Rk0RwpmIti2cZtph7u7m9A3MlVuMzZfL+15wPOA5wHPA+++B/hSioFnOBl8hRRmkwmcONeHw28dxkC2FT13PYKtbUW8+U4/rqSHMBtux749W7GnpxV3bIkh0NCKrbffhUcfvhv5zAxOnTqGd1IRPPjoY9h3+1ZMj/TjwnDWTCgI4wu/2RRfGjvjh8mJSfMbxR0AqWzB0H1gTzfWhGdwqfciLgyMGdzLVy7jSnwWe3ZtQueO9ehsdV4612HWvBDny1hORhRmpmYQKs6iobERPT096N79AWzZ0oYGf2ksZZ0tFg15xVpj5ckH4U2NzovVxPSM0Ex8s0w+qMxNvQLCa3itD7TPcaKdSeWiZinszgceRSzqA1dOTsT70BwqgPXKWWgx1IjuDd2oz9XjrgYfVmsQqYPm3PP3+Ic+gGg+jWSggCOD/Xw80BKLIT7YBF8uYbZ0tDYGzBvdSN38fXy2TctJb+hcj2NvHcWFvnPoufdJrAk0IVAXMCtBTaEiNnU0wRfbjEm0oC0awNk3nsNw+63Y1erH64dP45Z9963a9ivpP4GY2UbEN+bcupK9HMCVER86urbh/o4opuOTGOg9hnxHN2IdG7F2yw7zII2MjSAQbcW2WBtiTUHz8E9GKrN48V9JzAH1hSOvIL55qxn8Dlx8B5x8cLLR3t6B2++4zciti3WYtyRc5WJY7RWQyPqdeOKuBzF8+i08f+AwfuzeHWhr8KOlawu2djpnoMItYQRSBWxpr8Ppyx0INxTR2LQOjaEiJnM5BIMhNMVacMvaTUbncMQP9yG9lfiKtFxly/lO4VRvDnc++Ci2oAVHv/sSYjsfQqwlgHywGdlMEpmsD/WRetQ3NSOVHTBi6/1Fs/SMmUkgUId6XxaxSABtG7agu7MFs8UQMsPnkYxG0BCpxwP7diOR85mtXpyYrta2p0lfEZmGVnSv34O7dm9CdvoKcPBN8M0Z29vGLbuA3LTZvjaLOvM2jJOgWGMLoo1BNK6LYOzC6k6IVlovHr3nAc8Dngd+FD1gvhaOOhT9EdRHG9G9fSPuvXMnGpoi5i1/usOHC997HSeevoy2Oz+BWEuj+X2fQosZm/laY4hF6hGry5kV+4b4DCLhCLKNbcj4omgIZcCxGscKHOBzNYUvLHnhUEusBWO9BexsTCIS8huc6cZWjA3kEMsNINDQhp4tPWYXQ2vHeuRjU1g3EcDUyCXzMnzHho3IpJ2JB8cW/OrEWHIYM0Fniy+3eAUjQTRHMvAVW8zva6065jjzbO9F7Nq1q3yBzdkLZ5BPxs2OnFp0Nxp+U09AuO99KSESTCKbyyNc70O4LoxiunI7AgdhnV2daAvN4NDZEWwIxVFs6EG0jm+GK7dULUXOQjgDAwN46ZlnzYA/3LAWm1rr0Xf4HTz1racwOjwIbNyCzaU37IHiDEYGR3Do+LlVPdMQbW5FrLUF569m8MGOJoT9jn2xlrXY3LPZvLmuKyYR23IHejZ14dSRZuzuXIf10Tz6Th9Hz/bbFzLxmstmJpJoyI0hGOoxM/zJdBGFYBOaglNm68vZiSL82SnEM1Hs7t5o3jjwDEZmNoUN3d3lLT1creAM/8xrL2PzEx9ZtUnS9j13mDfdX/vG09jeHkJqcgQdtz2KvU0JvHn4DN58/RCSxRD2dKxBJlQ0A3s6YbUmr3JoKJs0g/P7HtyHie+8gLNnzyHWsxdjg72YjUcQYAcYjSCXS5izIaJLFWH8mYl14QOtPux//WWcTmwxbbC9aY3Z5rZaW7Aok6ts7ZHd2Lh+HK3NUazp2gv/y8dNR14XrDN13LVhB3zJKzjw4ks4gmkMZGPYtusubF8fx4Hnvm+WoSdSedz/8COYGLqEkXNvgSeBtu/YhqlwEFdPHsfJyL04c/KC+UHwZWfQHF2dbYq0oaXoMz5rbQqY2+jUVazp2opNExM4d+Yd82PEt2WbzR0RBUxOTOH04bNmMlSYuIR7PrRr3hK46sSLPQ94HvA84Hng+niAW4MVQuEgYg2xOTdZRlo3YF9bGP9zeAd+/Y5N5mxhdmYC50+dQ1O4iLWl+2ZmZ2ewfff9aLnyPH7wzN+a8SQnHe0da8zOltlsyqxKjGWcITPHJOYMSH0Kaztuw5HDr+Gr33oGkdHLZpv0ltv3YezwGZw6ecrspNi8aSumRn3mlT/PFo5dHcPMTBaDl69g+86o2Zr+jWf2I5AYQXMrz5kE0BhtALd5HbtwEnwJyt0Q6Ngoc+fEG2+5C329f4Nnv/OsmfRw3Hvq5Ens233bvO3LN9MWLF82W1rDmmPOzZHhwemW5sW3BPEGgMR4ck7DSyenkMoGUefLINBQj2K2iKGhIfAQb0dn96pehcsDUP1XhozTyD9Q34qutjbMTE1VrkSLxcArS6lTUzSA0fikuTK42rWvK/E+7Z5MFZ2zFb6iOVhOGYTzED4P2G7ctM68HeChb16bGvLD6MNDUKsZVC98G8ED5S2ta83+Q65ssV5mZ+PmkH7Hmk5Td7pCjoeseQ3tzHQKDc3NZlmRN2pNpX2Idaxb1cFfcnoCl64MG7O5xNq1qcfw53V5PIQeDLZjy6Y2TCeT5lpn2hGNrZ4OXEKeTowY31AJ1tPMTNG8wWF7zaQLWLuuzUx+dD0vOxAGLqWaiwPqQqZNsQ2y/bU2dxh6+nkpz49htsR/9Fcy7Ss/a5Svt02sI1/EudltYrjfXDrQ1LgGgUAa594+jtnwGtSnx3DyyjQ+9rGfQCycmdMmqQJt7uzsNNcp8uA320J7a8e8K3KXqO48NJ794bYrTqZ0HTafA9M2S8+IrjDkJRi81vHYG6+at08bbu/AGj9X6tpWtQ3OU9IDeB7wPOB5wPNATQ/wEPfZ8yfxyAcfKf828LcpG4iW+3US5yeH8dabL6O/2I3PfPhec3aD/f/EVBLR5hjaG7mrImM+oxBriZqX17z8JOiPYktPN6aKGYTTSUSbYuYiH/4maAvT2UPP460Lk/jYkz9hDo+TJ39/G9s2oqPBh+nEpJHTGCmgae1WFFOTKOQK5sp3Xv3PbfsM2k42nZgyv3f8HIAZM6VS5nefB9T50voHL7yOju131XxpzfHy4bfeMC9VIw3N2HvLbdh5646yfyjrZpp8UJ+begJysznLtBbvn+cBzwPX5AFO0N945YfmTA8nUQt1otfE+Dogc8Jy5q0DKLTvNocPr4NIT4TnAc8Dngc8DyzgAd46dfzkJXzgkQcX/I4HJwn7ewt48sMPmW3WC7C85qKr5w/hhTfO4Z777sa2rat132R1NXiFL3dl3PrYxxe9JGihcbP98rK6pOsL9SYg19ffnjTPAz+yHjArJHXROVcCvlecUe3mkfeK7p6engc8D3geeD95gCsgb584jI8+8dEFzXq3B9zvNn/bOMry1Tkf0LXh15K+nvouRS9vArIUL3k4ngc8D3ge8DzgecDzgOcBzwM33APcbjQRH8FqfyPqhhv2LivACYi2kL3LopbE/qaegHBPH/feecHzgOcBzwOeBzwPeB7wPOB5wPOA54HleYBnTs3NYdbh/eVxWh2q1ftIwOroM4eL/124qnaOAC/jecDzgOcBzwOeBzwPeB7wPOB54H3ugWwhYy5kulnMvKknICtxEg++LhYWw9EH6shHH7xx8yTOYnxsGuHyhqilhLk6VGwiH/GqxcemrYUjHrXsc9MJ3w1fLL8UXWwey5GzVJql6rJUftT7WnCr4S+F3sZZrP3YuPKrXcdL9YFoq+lsl1VLV9NhJXiilR22DZRVS14tuPi5+QjO2C6z4bXStqxroV0q7nL523S1dHfDF6NZTOeFyhfjTV0WwlmojLRu2Wwzi9G47bd5qM25ccRTsbu8Wn45uMuhqSbbDRNfxe7yavnl4C6HpppsN0x8FbvLq+Wr4VaD2bTv93LbVjstuxXbZbXSy8FdDk0t+TZcfBXbZXaazzr/3HjKK7ZpaqWXg7scmlry30vwm3oLFislm0sjXQwjlE+CKyK8WpRXofFjg4QzMMs8r7g1ZfxYXAmPH3epVl4LLr5hXxr2l9gLmaS54o1wW45RwCWbMCO/9B0TG9/I9aVRyEXhrysY8oXwxd/xgX8OjXjZ/G09bf1r6UP+5CP/SqFa+PJrubz0tfpynrZb9VDLn7XwqT/ruVw/JYVq4csH9I+p50XwxV/8ynSuOjTl4QDm4Fv5anLFk34XfdmOGvzlb8bEVT2Iv+pQeXe7qcVfcOlv5JSeGfP4lPws+WXdXfVHPtKpkKm0v6XgSwfKqIUvP1HPTLFu7vNb5flx+0n6C17t+ZTscl3b+pTaL+XzCkf6RjqRp/xHGK+O1qqseBJnTnu3ebNwCc+H6CXL8GT/VcV+1kE2UIDpn5bIX3bbdkl/lbn7T9VdmUZtR/1iwenDgBnHJ672TVuABkfXFfTP0qOWfrXKbV/STSbIhoD1rAX9c+tPOLJTpGofrv6/7B/Ve6kTkn9Jrvpl2ujr4mFwatS3x9+pgFr+XC3/mL4tmDRjClOF89qzH/73cfm77d+blr/V/8/p2+3nuFa6Sv98sz3f7AfN75rV53hnQJw+Zcn/+fbJ3rfGmWowl4I/FC6tTGRK6bSJ+XaYH6ipvLWqlFMo6cQjW3C+p0C4A+OkgKsT/MCNQ8cyToZywQiKmVT5EI99oEf8SOcP+SAd5uM4/KU7cY3sQgbBfAhcIlMDEa3bfme27MgRTi39qY98Rx1r6S8+ismPaQbpU8smfg1eOlXT3/Yr7WYgL9te20am6RfpIt8Hc4Wyf+RvU5clXvKlEVD6Jx7M2jKMDqYdVepD9tl4lEP7pK/qlrozTd1kk2TZ9EyrHQnX5iUatz1qv9X8WdGdH9ystNMyf+v5sPXXR5tsWUbXoL/8XQvpQxl2Wr5x/Mh2Uav9Oc8l8RhUd2oj9vMm/jbvElnV58f2q3ib9l1Df+I7dVSpA/GXr6QD4dSDQb5Xvdk4olcdqn5sn8rnTt2zv3H6A7u9k4/4KiZMOouHu0zPsnBzJdtpD30hfWz+stWhcfoxPktu39h4tj2OHZW+kHxUZ9LTwa/wlJ42rfjLd2754kn+DLJJ9VCmt55bu/2L3pYp/8ke9uH67aAMlTMtGyjP5mvj2fiqK5bXCja+cKrBqpV5/OWVSmz7bjX8I35qH+rLJfH9Xi47Fcte5lfDv+Kr+GbjL70UV+tDVFYttu1ReTVYtbKbwb/S60bFN/UKyI1yiifX84DnAc8Dngc8D3ge8DzgecDzgOeBd8cDN/0ZEM4SGRjzLYXSilXOfLVyQ1Djn01rp21enM0qCMd5Myfo/Fg0wieGnRYF9XXjcgZuB7dNzFM++amsGv+5ZY4NpHHrYfgUMnPgNp4jTysctmaVNG2QPDd/WzeWue1VeYV+vm1L4S++Fa3mplQu/dyxjV1LT+HYtEqrjLENk1zCKzZW2rSNK1rC2A5MXGVfqi3LTlf4p8tv89VWKzwr7dmR4eSVJg/RiDfzapeKWUbcisxKG3F4zM0Tnzq4/eHIreBW9KzAjKzSc8FyBvFxngXHBsIEl56KDVGNf+LJWGmiyg47Lf42Xg22ZTBpbD+VC0oJ8WIsfZk2fjf1UWkPwpXfyGIh/oan1c8Qn7pU00f2qv4lS3m33nZeOKKx7RCeW6Z0E43w7Nguc9MTzy4XHfFUT4LZMWncdO68Lcv419Uv2/y8tOcBzwOeBzwPXLsHbuoVEN71nE4lkJzNIxjgRmIn5PJ5k4jWR5CcTZXLCCeeypnmjp9Yx7ryFhMSjo9OIlfgoCVk6Etsy7TiIZniSzymmxrr0bgmNo9nMukMhNz4bv52XjxtWblsFk0ttK1it5unbCOOgq238PnlafLSmXzBGTPIh0zbOjj8Q8imswaPfgxHGtHSXG/y/Mf6SUwmynkm3PylE8uq8QeymE5MIehvKPtfOgnfFlCLv+SwbtraW8okHDzMTKcwnZgt8xduGamkm807Wh9AMpkEitzi5OhulxNm68kyG89kLDr4MohGo6YehFuLXrTuuLFlrv/TySkMDc+AvHP5LIKBkCHJZXxAILP0vEUrmeKBfF1VXsQry8s7bYT5OXqU+BJm4zNt45nC0j/JFS8DztchWFc0NMzbcpUWD5svebHtr127VsVzYraNRCKO1GzlPYzqRm1PdW4TChYKV/oPtpemaCuiTU4dEJ/8Jycny88eYaK15dhpG4f89fxJvuiVd8cqd/O08YRDWLW0YNlQAL6U80KE9rmff/ajfK4Y9Ey5/SZekmXjqv2T9/RkCq2tLeVnlxOA6fFBJKaL8/oN8rT5SLYbxjz7P7adoD9a01bDzGWDrTfL2f8F/eGyfqLxYs8Dngc8D3geWJ4Hgssjuz5U+Uy25uBhqRpwEJCcGAZiziSEeU4+ag1KlsLXDFzGJso/Rnrbt6G7+kBnKTyFo0HLSvSbywsrsnUur0mgNAHhG0NOPlbDZspoaWkpnzWRzOXEHBTRhzq3wgEgeduTkqXyJa9ouLjib9GQT0NDw4q/AH716lWkwwFjm2kn0ykz+eDEBqEYwkgjjTCCeSAQSINzRw6actE0wqGIMZvlgUISvmKLg4NwmY7wvD86J+8rRpELoEQT5bliFH0VvFyhAF8xVsbhQI8yGKgPQxqObvl82NAG/f4yjOWEG33LurSUdJhvk8NPOjvfCJqrd6ys63Rx1kwi6bdqzxMnpo1NrVizxtHXKLvMf85zG0c40mLOBK3mc7xMlVadjH4sRKPm7AjtYz/atWmNOTOzUmHhyCzY3yskxiYQrGvG5p7KCw+VXUs8NjaE+ro1cyaG10Jv4/I55ksX+yWMXe6lPQ94HvA84Hlg6R64qScgWlFYujnzMXkrAQdJPHjI11i8jWE1grOC4nAq8pC8WVFZDc6L85iMXy0PLpczsKYE/pDyB98MJvN+M1AN1IVq/rj66jiAnTRbN3igmIdd+YZ21YLx38oHghwsp2YnEQ6vfDJIXsm0D9GmlVlJPua2oZWxmUPNwfPkxAz8vgCSSCJWqgozCQmEkeNExO9MRHIBZyrAiUk4kEa+GJ0z4OcEwOkIKpMPw8cfNZMZpkVDJdKIlnXRhAV51h0nH87EgzzznOwE0oZHOsBbyjhBisLHCZIviXSJvz35IJ2D50wypBvbqeQafUp4VIS60TbKM7SlSZSU5Aqb++29ytgfhFfe7Aw7M9kLRlCHoulnzAqaBL0PYq6i8uC4HXSxgQ1bjTTbRMQlazl82T7t2waXw0M01Al5tvCVTYrEz4s9D3ge8Dzwo+yBm3oCoqV2u4L45q33dB8mk3EDjkQiyOWy6O7eVPUtZyjvRyrvL99UhPzcLUM2b6bJ/9SpU4jFYti8ebO72MlXmWxw8FErcLXA/cNdC3cx+OnTp/GD7z+HxsYG1AXCuO+D92Db1u1VybQK4C7km8yn//ovEJ/Jo7293fC5dKUPrZEAfvaX/ll59cCmMxM43g3jc/bgw1eH5Oy4jVI1zckSAnO3DlVD5FWV4cq4dh4KdR4cHMSuXbuq6lcm4ChpkXkRJ1+8rln+OXumFy2xhnntxwzbKzv/yiLOXziHS1enUO/LIhh0EHK5vElv37F73iSOfMIBZwWizMRKnD97CaPjgwayfftmNDa2lnWz0OYkOeEtFDPw+6JmaxcH6gp8qDlgdyYEzkCeZZwEOBMFYTqrD5wgUUezcmEN7CtYlZQmCIZfacWCMPGgN+w8087ALWzkc6JA3GDemTRo8lGRUEmJ1llRcSZHkgsjyOEt2cTjxEsTlGh9GtOTPiRmZ9DaXHm7XpGA8rW/Nmy5adrCW+Y4o+EVumZlqgYznpno7e9HYnoGnZtvwbrY/PZRTE8iAwfO6xRnZ+PI+xoMR05umhpii67sJacdu8ORINKpyWWv5ulMhNsc9pd6jtxlfX19GB0dQXt7R+2+tETE53HGWgFhXUZq9KmUyQl4Q5PjG6YXehFTB94WV3k+3HqSH4O5QpPPQq0ZaaBxVduLWw8v73nA84DngR8lD9zUExDtJ7YrZOByP559/jt45eXX0N4QwKOPP4qLQ2NoX7MGj33osXmDcfP2i2MxhUAjkK09CRkaGsK/+/1/jzv37cU/+/XfqAy4Rc/Y/DDyR60SnAFf5ewBS/jDtn//AUxNxLF5Sw/uvvueMgG3BjFwe5Adav74AeDA94XnX8C5c2fxS7/8S+jvH8Cbrx9CNlFAqNGPjRu65/14VnsLG4/H8cKBt5DO5LB122ZEIxGcO3ve5D/1ucl5A3FHP+cshHTly8lq9aNyxtT3a//jz9HT04PPfu6z83SzcfX9Fhtmp//iL/4Sh46cwm/95q/Pq2Mbz6RZxwuEg6/sB+v5Y5/8FFrqI/j2t79pJmI/+6WfnUNlBsB1c2czrDfa9P3vPodYq7MFaLbg4GQmR/C7v/cVPPbYo/P4zAFYmaefeRrPfe85ZNJZ5FgfO7cgHI7giQ99DLvu2Glhljaiz4WU9rdXtjDxwEHvyaO4cuUyMsEWrO3ejNtu2YamYNG8mc8E6sBJOAd4hGWQwdiFt1Fo3IDOrm5EIjkUcnWYzlXedBO3vCphVjGcbV6EMWgCUJ54BNLO/MDaWsWORhM6M3corY6Qt7aM2RMOM4kwFJUJFMsZJJcrHkY3rtDkw4iPDSGRmMb2rZsMntP2feBLCjMJMtDKPwc2f+DPrTbxqRHksnkEQwETF9M+84wR5vfVYcfOLRVGpRS3vLWUBq+cUNcKnJTvf+prOD1WhD+bQKHjNvzUxx9HT+eaOSQjA+dw+Owo6jCLfLAZI4MjmB4fQDyVR6SlA7tvvR0fefS+OTTuzFS8D0feOY/2jjXIJeLY98iPV+/T3ISuPK/trRZC/rn9gnCOHj2K//rHX0Vf3yVs3rwJf+9n/h62bOlB16aeqvL5HQY7sGZT6VDV1Sn+Bhz44cvo7OwE0lMYis/i45/4KNas6bRZmDTbFidx7ukHX2iwLx0dHUMq5fxAFENN8GWnTV/w2OOPzZs0+YIBs7JVa34yT7gH8DzgecDzgOeBmh6o/StZk+TGFkxl/WiNxRDKTmN0psn8EO8wbwI7cOy1A/MH4a7VCg5003PnDsYgThY4uDx79hyuDl3FwMAA+nvPor21GS2ti2/n4V55d+BKyqFDb2LXLbvww+/9HRpCzWZQqTeD/LHbtvv+eW/M3XyY5w/mU9/8FgLBIG655RZsWr8OJ44fx8GDBw06D1s+8OADpsymr/YWlgMohBpw5cIJDI3EsefWbfjgQx/A5YHLeP3N1/Hxn/i4zcKktYJDPy00SRLhqWNn8Ed/+mc48OJzaF230axS/fQXfx4t4crAVriMzdtHG1BK6wwHJwxX+3vNYFBvLKvqwdOiZpWrsk3Cvc2Gvvr6X/014hMT+PznP4dEImEGHW7x3JKWLh2gVhmzo5NpzKTS8M9mMT05joZI2OSJk07Nb1wcoPNDavZbWL5RPv7WG/jbv34a9z14D+65916cP3sWf/rn38TAxfO48847sQuuCYi5SaAyYDYHbP1RBJqdiQAHbcNHXsGr7/Rh+85taEpexenDw2aitD5awPEzfQg0tuKOHevBjVtnLgxjfPACzp4+jy13NiIWDeAgB6tdPdi+pdvxYwBmVcEM/mkHD+uWVjG0msIJAcvtiQgH9/wj3JQjbNKkJ9z4RNutAmEzYSHcnlBIFgs1CSJMOEZGacVlemYC3/nOs2Zi+bnPfRY9m7rMCsR0fgrFJA/lz5+UGpvI0BXeOvKmGez7I2xLGYCTtlII+fIYHLoKf/DH50yE1Rb1fLCfmYjbbz7EAbi4/29xqG8aH//Ek4g1BvDM1/4URw+G0PWxJ3Di8CsYSzfgjr13YPJ8P05dHEc0PY59dz6KjXu7kb44gz97+RI++9htaG/rNP3L9PQMdu+9E2tbW5CaHMY7J9/BeKKAO+6+B+GpBAYG+hGORDB67jiSxTrMtnbgg7tuRZM/gyOHXjG4a29/AJvasshMZHA5nkBrS8ucCZGe/4oVMOdr/GvnP89c8X3qmR/g6JFjuPf+u9HY0Ig/+eqfGNKf/0c/P2+CbvNUmnXTUF9qcAKWto6+fewEjpy8ABw5gqgvi4K/CZt7evDgg/NXDqs9e2T3wksv4z//4R8Zzrft3o1MMIyzxw6Xn+NIQzO612+as3LNFSknVPqWEsCLPA94HvA84HngGj3wnpuARNM58MfhJz/7BfBNPsNte/aYt+z/6y8vmkmEfeCUe+9hluAdzxMWw48AACAASURBVNQ6A8KViq//5dcRn5rCWCaCo6cu4bd//99ifWwd/sVv/MsFl/jJudoZkO4NPejZ3GNuYplKAy+//kOki86ghBOpTWu7500+NLh2tK387++/ZAbJd+67E431rXhu/wH0nT1hfngJu9h7ERMTExWCBVL+YB7BcJ3zY5tKY/dtn8BnPvs5fOdbT+GdNw4iM5vCZ376p6ty0EDLOQNSFQXc0sTJx+GDBwwCVwb+6i+/YdKf/5mfrroNhF/btgfoROZb1K8/9V08cO9uQ1vX3IZTJ0/hqaeeQktzC778c1+ePxniID0yd7DpXl3hG/Gp2Sy++dSzSKdTtf2WTyBobW2iElzpCpZWRQrpGaMX/3ESwpAtzN/qw4kB/HNXurhV58UXXsLazg588ef+oTnI29XVZSZFo2N70b1pQ5m3EoHA/LfQvOGnfNi8kMaJsQnE1nXjxx5+CLOZFNaMzqKQyuLp/fuRyPmRTZ9HPLEPrbkBHDo9gra6WfRfnUTdlQGMXrqAqzOzaOo9icnsk7h9mzPxNvqbZQtnGxUnFCZrr2KUVjg0UWDMwA5GMNnBvFY9lOZqhiYwbnwORg2fQGXlhTAzuCzJYNufLLX//sv95k07JfOWrERxYt6klLpwAoPSFqeybum0mXy0dbSaVQPBFQ/0X0Y2lzVbpwSzYz0fhFWb/Ocnh/Hq5Sz2PPQT5RXRz//TGCZm8jh24O/w+skhBAJ+XLrYi40xP5raN6Fhxqn3nbfuwGjDNNYdHcWObbtw9M3nceTwMRRCjTh0bgSf/tQ+vPXUt3B+LGu2Ux69GMdDe7rR2NiEXC6H42f70ZaLITV5EHUjg2hr9OPI4aPmhc7pb5zGhx++F8888wziwQ349Kc/iR7bsCrpavYR7fCxQ3hj/0vYccc+fOnLX0LLuo34k//8H/H0M9/Da68dxIMPPjDvuc0Us+asnsQ4K8qVybbgzz7zt/ja//4WYvVBfPxTn8bMaB+eff51/Jc/+v8Minv1ke3MHdjH9l8ZMf1fU0sb7nvkcXz4sQfw3ae+jm9/94eYiE/g4oUzzkcd7bWTKpNYN28v73nA84DnAc8DS/PA3HXvpdFcN6yqZ0CKScSa6rHr1l3Yt3sbGhobcSU+Y86F8EyEO4R9aXPAugyvcQYkGAyivimKcEML6gNp1PuzaPLVm+1J7slFtUlMtTMg3Jf8xEcfN1tA1q1bZ1TgRGFkZBRd9Y1z3qCW9Vsgwbd8e/fuNVeLHnzjHdQ1deD22283W2f4htMdak1miJdLV743EmlaY7Yibdi4EQ1r1uP42yfMm1U3PzvPrRfmhbwNLKW/+Td/hd7Tb+MTn3rSrH7wDePuPbfiqb97Hq8dOlqFgt8mqLxlFkJjUwMuDZ7CH/8//xUnTvchMzWO//bf/zee/94LZnBnD/ZEYwbpxfmTAJWbOD2FYKTerF4cevMo0hOjaA6XzrZYiBzkOoPUCtAcuvZVfBdo7DKFqWCbiUP+uVu2CCSfaoEDnZa13eVbhHhdNCdov/KPf7Fq2zCrbNaKHs8+mStuQ5XB+FTah+aObiOOum5obUSw7wDiMwU88vhjePT2dlx6+xX09vZh2y078OiHHsXeLa0Yu9yLExcuGbozfcM4OXDOpDn5sPV35zWB0OoFB3zC1yRDthO3Gr5ZySgdVietBo3EZV7l4mPzN5MjwJzZ+sI//Af4+Z/7Bdy6a5fhwS1YugKYvNyhGow4XPngSmMhUURz0xozgOd2O65W5HNZNDU65zBsfnrWFNtldjqXn0Ui40fR77QXltXXtyI3Hce3vvktnBkC/JkEzh47goGRSUSToxidziDo2wF+9VwhPnYBb719AXs/8nl84e9/EoHEZbzxdy/gwuVxfPiJT+HD/+DTyI2dx4UzvYaE/dva7h144mM/gfv27sTRI0eQ9dWjGGo0k15u6zxxts/gcvvp7k3tElWOubjo/l6G296r8Ul8/et/jaFpP2bGR0xfl5+NY3w8bibp+196Gc9+59nyd0jKzDmR9FfsY9t1Vg0rGLxtkFvsuELI7aO7dm7FhvUbMDk+jisDAxVEK6VJqgUC+y6uPvOlAfuBxjDMdqu9DzwMX7ixvApi0yjtfpkhuBd7HvA84HnA88C1eeCmXgGpdsaAb6+5HYd/HDDz7niuhLx26jjyyfi8QTFXQAIBLZ3ztWf1MyB8K3fH7Xfi7PlT+N3/+w+xffM6/Mtf+ycI1XeYb34AlQFqtW1c1c6A8LDzs999wayAcHvT9h3bzWSkqanRrIRwL7h7e1e1QbWqdHhkHDywfO78Sey5ZTM+/Ph9aIytN8V8w+kOC/HiCkg5ZKdN8oP3P4I77tiDw28dBrd1VAvcOlQ+iF4NAcCHP/xjeOyxx8wb5O++8Do6Nm3FP/rSz5jtbbt331qViod23YGH63/9l38V/+4P/hhvH33LDBiSeR9+9gs/jb//U593o5t8njd6Ldaqw83gqsyO7dvwC7/48/jBD34ADtzdgYOXgOutJ698TVuTJU5WCzkgkhuHPzx/YOrmqXzID9y+53b88KX9ZnsdV+2K2QKujIyitbmj6s1bZiJsraTwzbb5DkY2bc4SsUY3NOVx9NIE/A9HEZi9gh+88Dpm4tPwNWzEhrVr4E+34Ie5XkwhiJ72jWhf24JAQxuaZkaBhgD27tqGzlgDOjZuR0tDM1DMgDegccXGZ24l4uHxEHKBLHj7G+3IFgBfKIqmvPOM5AI+BEvpbCGCaIj5ZkQD2Xlwh0dzmR9lCEZ8psmbMiOFjNGBvCmDNzDxMDflx8fG8eL+Q0ilMrjt9tvQvrfZ2YI16UPYN3/liPWgiY7qpBznM+CAvRAp4PixQ0gnc5hMTGD7jh3YvfMOHH3ncBn1WhN1jU1m1WngzEuYeGgjWkM+fPub38BANoZAYxs2bd2BvduAprYx+AsJJIN1iAYyKDRwQnivEccdlNl0A3L5HAr17Yg1OiufiSyQrGtFY6wFG/xJ1CcuY7bQA64Hsn/gykpn5zpMnSuCuAf2HwBim/HIzjaMD/SCq7J8qXHbjm6E6+Y/D/zmkHvLlbuP4fNxuf8y8olBXBkIm4nOTCKBk73OJQsnT5zAq/sP4omPPWEO68t/7FPtQ+imI6+fu2rI+uZq74audZidKZ3jCzdjZnYWW/duN/23+Ck2dew6zM7V20jE2TKbS82a349vfuMb+Junn8PgqL5rEpy3SsOtnal0Y9VzKZLnxZ4HPA94HvA8sDQPLDZUWxqXdxHLfYMUD4XyzSaX/zdv2oq1neuQmriCywMD5lYntyrhADBT4w20jcsfUv51znSimE4gFrsF6zbpdqnK5MOmWSx9sfesOeTIAdFg/xBu33MbeEvS6OgVjI6M4fDRk3jwwaV9/4K3fPX1XsSbh17F4NCQ2eO/Zp1zENb9FnIxvVhel3PODTCdzebMW0F/E6+cXWvODExP1zioX0yDN2AtFHTYnpMls5IUKZo3jDVvFeMRiRqHXLni8xv//JfwX/7T/4uT5/vw+Z/5JL7wxS8iXOMKYLMSZa0ScEXEfb5kJjGNLVt78E9/5Z/gln234OUDB8wZFbdN5m1/ZbHDFAdDzQjnHCDPgQSCbYjAmazN5sNVt2A5qyhzV6j8oTA+8uEncPiNI/jtf/07eOTRh029nj191hzYdW8lcetGO81ZHhaEwmZg7vO3YM+9j+DoX30L/+2rZ82AcybUjo9/4IN46cWX8M3/9ZeYmZlBz12fwsbABRx48ds4diCI833D+PCj9yM8MYHhvrMYjM/g1lvbS4NQrhwU5wwW4QfqUFfeMVdeWyi9wDato5S2ywyNG15CsPlpsWIOzE9xJWQj3/EI/UhoU+sGDAx8G8MXz+Gee+9GpL4F+ekUgiHe+ZtBuPSRRtuP1d6OG3cGA7hw8jBiHRsxnZgxbYP9zdjoKFKZpKmne+6722Y1f7AK54zEHCTw0WnHx3/8YfzZ1/4G/+EP/yd6GhPoHRjD459+FGvWTuKpt17Bm7Md4Kpka0MMySzMKgWCTWaCSn7FDLB2/TrctjaE/f/9d/ByNIaZWCd+8UOP4aXvPo0//6unUZ8aw2zzHXiypw2neq+YCRVv0PvqH38V01dOYs8HPobI+Nv4/rleHJ7x4WJvH6Zi49jWsfRJNHVh32NPQngQ/NOf/knE4//DbGV68eVD4F98eMC8QNh91/24/55b3G6Zl688x+UWZHC4ElXf0GhWPF595VVMTjkvl9ZEWsq3YtnMTLW7zl9RX7aRZ587gMl4HH/zjafMJMY8z41dWNvWalaWl/KyxZblpT0PeB7wPOB5YOkeuOknIO7Dj4VcwAyi+MOz/7lvoaHe2e9/tm8c7S1h80bXbf6cLVQ1tmCJhoPkf/N7XzFbOgRbSlztEDqvjD1y+AiOHDmCBx5+ALffvsf8WLc0bzdvuefoVRJSazLBN+Sf+uRPgXe6vPHWEXMWggN8ngHgYWTetMXVoKUE3pb1z3/11zCTnQL3tHP/fG//edC3DEODQ+jsmn+jDMt07/9CZ0CkA/W59767sXOTs/1M8GuNOQn5x7/yy+De/h97+KM1Jx/ka1aiAs1lEVwRqXedL+GNZL/xL37dbGejv3lLl7lRp0xVSnD1w3UInSs13Vu6sef+28wWPQdzI/jROw6CutZV8ZtrFUViuEXvl3/ll/CD73/fXCbAbXQ/+clPmD3ywnHHmkyx7fAsD+BHmAPy0m1End2b8KUvfgbnLl411wJ3b91hDie3b+zGuXN9qIt14Lad2zCbXYP2znaMTmTwxIda0dWzEelUAgMXTmBn62bs2sktQsubeLt1vh55Ph881M32zAP8HGTyezDmK/FZ7gvjhHru4WG+rXefASHdQ488Yq58Dvui5TNbsoGw7g3d5rILwRhzJYbBHozXOiOxdtvd+Nkvt+DylX5z4PyjH+8xH/RMJ9fhs5tP40oygC09mxFrC5hD4YHiDILRdfCF/GZl6nNfXI9YSzM+8tn/A+uPHsIkWnDb1i1Yu7YVGz7/ORw9ddHU/ZbNO8ygfMutk2iK1mHD+k0Yj19FMPIoduzoQUN2L3ZcvIQEmnH/Yx8BbWvrjM27mU92VluRtu0V3pOf+AT23nWnmYDweurZYgjNoQKYbmtdi02b18/xE+l4Cxa/16RguiLXygXLuCr6ld/916bP0hXsXHHlBR/VdDGPb+l8lngzZhv5j//+d8xZHvaf4hUMhkyafYJ7pZeTWi94HvA84HnA88DqeMCXzWZv2lHG5f6rVb+0zVURDoAZdHc709zb656wTM2mwdtLtNWJ26I40LIPql+rKzlo5e1M4sH8QnfRs7zaj2M1uW7e1XB4t//3nnsGKe49Kd3S09AQwgfue3jOYXkOikbjFT2r8aK8F194cc5BbP4YP/iBB8v2iY43cbW3dhgfsw4Gh0aq1o/wGacz3ELjn/djbuOQ72p9CZ287I/OrYQ3r2PlQIi3C7mD2iDrlT5kYPvjPn33wIVb7Th4WagNiMdCOPyqs74RQp5XR2bQ1gIEI201B41uvd15XzGD4iIrWm6amznPNs9VEQY96/x+DG/FUh8g/c0X6psiC9aLcBW7V2RteHxquFw/7HeSo/3WKqowF45v5rfudn+sfkr9wcJWLV7KuuKHUfU9D/Pcsm6ilZcJi3OZj7GcOp7PxYFQRwbvS+i1POTBPQ94HvA8sHQP3NQrIDyEXu0Hn5MMbceYu0A/33AeQp+0ziRXO78xn+raIdVWM8RloUGlcK4ljjaF8MlPfXIJJAtvlSID6vbRJz66BF4OiiZ4mgAuRujsJV98juu+KncxvrXK3TdFVbscoBatG24OP7uBpfycNmh9GIBfwXYHHZp2w+38UtqIe5WNX0FPZSJoq5/7Zt/mu1j6/TT5oK2afDBd58uYL7Pzo6LVruF1ntm5W+MW85favxuPz4Ndz9z6mYpc++DZPXl1y7lZ8tUu4lhN3cxzW2UFZDVlXDOv8ur58p+3a5bpEXge8DzgeeB96oHKtSM3oYHRKvfAX7Oarh8xflF4VULpLeuq8HoXmdS6qepaRWqLieh4WHg1XVDnm397lGRdS8wtVxx4KpgtWdaZEMGXEtsDyqXg18LhKor7Q2u1cBeC25Ncrqg0tURMHfAr116Y74FwxFm5Cvqj5svkboyVTE7dvLj65Zz1cZe8f/L2877at0G5n3+2da5urzSwTlaDD/Vgf+ALz18NXamOHr3nAc8Dngd+FD1wU49cuJUmnZpEJmm9yecVqzUGq1zC58fj7EAY+Sj466IIF3xme4ZgS43L/ItZ8xVp0fEmIA5muETPH1LeaX/NoZhFnb8e08lZTE+mEI7MAgvYavjb5XaahcWsOb6QKySXZatbf9puD9h45oB5bgeraa/8wPpy68cf9EwW0TCvw+XH++LIFCv15Ja/WN72e6Ch8oaSh8ZnZrJIZWv4U3opLgkiv2SydFA/4Gy9WEyHcvuwEYtZZBNpTIcLyJhv0jiF83Bd8t3+cvvfXjHh1h/a6aax1VhQnlt2iZA0rJ9a9Suetu+lg8psHZieg+surJGfQ1PStRZ/yScr4jA0tjQiHK20CYlpaIqYrZO13ubPkVHFR+5yc0FBaTWME3T1CZK3otgt351fiHktXMLNua56ZAqzc/pV2zal7edffV657ZGR5Ci2dXLDrDzrdzo599KLFtbNTAqT2dQcvWyW7rT0tOETk3lE6ydRzDVW9Cu1DfdvhU03L019uWI8/9uI81A9gOcBzwOeBzwPLO6Bm3oFhHttzfchSp2/+YEr2cQfG/6ZwPJiafLBgXcJzpiDDHvPLgduPONg4yht+Fuy3HD+YBHmC0XmfEyP2z54KJRl5oecSrn0KOteA87Dksn0LMIR5yC9ka2Bu4ufeJkDliV9dVZaOjNPfWPN1hfaS36Sz8q49FcVu015Cc7bZGijHbhfuzw4zSfKPi3b7guVz3BLP8kmDvWjzTysbiaJy9BPOlIPprknXQeyKYt1z0G0sY/6uNrNHL2sQSv1amwOmz8jQ2VV/GR4l+ypxp8DYPONA9KWtnGUL2Uq8ZMeZVmlpk18wugrtmV74sEzSDw7Y7ZmkU8V+4xuvH26NC+fx78GnWRWa89ue4kjvnb7YJrwcllx8efDjc/8QvxlH2Mjp/TMME2f0T/282/rR1/SpyaInplSmvSGJ2El3wqXOCwvy/eF5shhG+TzQfoyD/q6VN+SQX6mfBF4zfaxGB2fbenuxiU8y2/wOC8ryrpY7UX6csVD5zOIxz6PvgsGo2V/leXoBRHllWTW0p+2s375fLS3xox7+Y9nP0zdSPcF/GRk1Hj+mhrrK32Lxct+HharH9ngfv7KynoJzwOeBzwPeB64Zg/c1IfQr9kaj8DzgOcBzwOeBzwPeB7wPOB5wPOA54Gb2gM39QrITe05TznPA54HPA94HvA84HnA84DnAc8Dngeu2QNBc/0nD+lah7XNnmgt12s5PZ9AmndPldauedA3U/ogW1W4+YZCwrl9httOAo1I57MOfSlf1layygArsZh8S29DJXzxZF7yBLPYc9uAWWKnD6izG2cp5eJPvlXojd28j6cWf5vO1teG2zrbaelnw6qleaizWv25/eemXYy//Hat7YNy9H0M+s+dt9tP6UYj097c+i7mL3c55ai+FJdgxj/uKTnpGVSvbn617Lb1L8m5ru3f1kt2ygbHIuf/Yva5aarVt/jbfpIM8WdeeIqr4V8rf/LwhZy+hXXnrh/p74ZLByuu9nyU20QVehuftpVxZXtJN5OtpYfgNo2dptyFcFjOIPnu/lnPSxX99fyV2yXl1OA3T4caeOXfhSW0fyPX/bzZtiu9lPq1cE3S9ofquJofaQfhandunKWUL9Q/ufViXvooLsHs9lT2o+pPfNyx9HPDlV+snq43/+XqIzraJb8pXqn/3XUu3zGWXLs92fJ41Xy139UltP+ymJXId9ef9BVP5uUnwcqCl2Cfm79NK/9U4ys86VPLf9eLv+0H6iafSM8brZ/0cMfUe6X+Vd9mt1v6XfCV8F9B+/cFA/Bdvny5yMOF5oadUBj8OFfeHzWxfMGbhdzXmxIH2bSBs5yBH6fmw2jDDYznEQIFEM+dF1yyzLU+Jb5lGNuLS4dq8qWj9CF9Lf4qkwzuo6cPbHzxI47kuelEb3BKfrBxpDf580Ym6TaHdxU68RMe6Wz/Sq6tr4HxqhrLf7LL1snwturP5FfAX3ZJV5s/0yZYbUv6yTeJRNp82V6oNr5g8n/F3tC8W4fkW9LYupR5uPxc9mnpvIVoeNuNfaNRLb7SX+V2/UhPd3t354UnHau1f8kp41jt0aaX/sSzaaSfoS+1D6aFb5cLJh5z8NhmSFdImnMn7udFuKwr5yN/Bt38k4yF+BNRtGq38pc4kV44gslWxTacaUNTat/82J10URnjebSl58PGYZrBxuXZhfQK24942u3HkVTRXflrbR+kW6r9xJW/SVOrz5L9dlymvcb+v/zbUzLwWutXtsnOEps5dUQ9y6FK+2eZ2ltNfgu0B9LP75/mPl82X+IzryA/Ks/Y5mfyy+yfRWvLu9785X9bB7fNtr1ufOEKTv1tXm57hCecxeiFTz7X+nxRhujt51dw+3kinjsvPCN7hfJte8WvFn+W2/hKi86uD8LKupeeb+HV4m/zI62dN/xWafwh3WrxZ7l0pO+r9f83Uj/p/W75d049lX6/Of6SXxhTdjm4xo8ql57Cs9uH6K+1/ZNXkA9cAGkUfQX48qwsP3j7ITtkDcJ8vL2n9HkDXinKDzCHkUaeExc/EPanzRWF+TwZOgde04giaGjS5jYYGy9Ie4v8seNbeQfPXJdovu7h8GU5YWww1EU0bvkBfxpGP8r1O46lXtTR4Vmdv8qME0q4tEr8jBw4qwa2vaTL56PmA3WESx/CqYdT7viF5dTb2E5/5aPGZnO9a8mfoqMeTBt/lPSR34VD64xdpYke62Ax/7FO2DAkU/qq/uRnyloufw7C6HO2n3n8y3Y5TbeifxTI0yf+OZOPZDJp8smpCYeANvs5OZwwcbLgTFaSySk0NobND7XhWcP/0kc+ZN7Yno8C5uWx0z4prFxPfj98eVf7L9sRLbct+sxu1+9G+6deagdGR9fzp/bKMqb1vNC2cn2UniXzpq703Kqt0ReGfw37xJfth342+QC/Wp0EQlHTV/A55yTU9BnsC6z+Q/qY57fkY7u+TP2YZ8P5oo9TVuHPVxocpNbib/Ry9yfW8yP+tNHUD59fq3/gM8lQq38RvXl+Sj6y60P6kcdy2s9Knz/619xOVat/Znsp1XE1+wG/6Rucvph14PibbYn9QRj+Svso9fNsW+K5WPs3MtUHlujLfaLpr9PIBfhVJ+c3hHLt9rNY/a60/Zu6X4X+3+jvn//7YdqN7a9S/1OtnzdtyPV8r7R9kKfdXk17tn6/323+S6ofSx/hz3nuFvCf255l0VfpH+WXxfy3WPvX82Tjqa9ZyvhnMfmyl3hMM9j9W63xwbz+v0b/IT+wDS1nfLCY/u82f7WjWv0/+78b+Xy82/abdlEas5b72NJ4kG2Sgb/fTnso9cNcHSnBWL6Qf+x2XW38U6v/F3+/06wqEw77h5ZpDlqonIIGIcyzcokhHOLJEA0yzIqI+SFz8EQnnqRnmrKYZky+gnGmJVzSuuVLNsskSzLEk/QsI38F5W09hScc0rvLCZM+jFUuuGLyYLnbR9LXttFOi5/wyIM8icMyd1jMf6RjkM42f8FXg790U0zelM0/8qeeHKAyyPec/CZnHaOmE1OmzPwLhc3kIhqNmjhSX5gTc8DFyYeZmJYGD/K7YvKpVj8SQr3U3oTLuKybeTNADGdgrHqw/UcYMfifaf4p2HiECU/lqhfCxZtp1YVg4i06t3/tcqY5GRRvySUvlpG/gvJuebbepLN52Xk+l8QlT+LoORVfymGacJaTlsG2lzDm+Z9p4RCPdasy0tMuBpu/dBd/lZGP2oF42PxtG0VrmFfpX9z04kt8yVG6mn7USeVMS7b4iIexcRnPt/xuhCxBf+JJB+ojH4peesmXhFM3/jFQXwbhuf3DcttO4QtP/qYO5ME/phlYZstlmWSLL/kwLfnElwwj9xrbv+0LyXC0cfRzl0sucYivcsIVqDP1tHFZRrhsFb2tP2F2OfFlq5tW/rT9IZk23Y3mLx9QJ7t+qKvslY0GUPKTbGGZgtsHq+H/lfqP9PIx9eGfsbP0u8Q0g/CYVv0IThr6STarnDDxNkyqtA+7XLIkQzylE7kpEFc6sVzh/db+bBtlp55Z+sD2H33wfrNfda9Y9czYsb7SnzLPNnMt7c/tX8mRj+VzyRVv5inLNzw4WiRQjBRLQcZqrGLCvASQCYVIccJtfsKTQClUC/9a5YuvZCpfTQ5hti3SXTDmGURrwwmTzsShnqIXXDDpYpfbfG24LUu+kn9JQ16CMy9aN478plg6ikY6MS9a+cPmL5uFQ3zR2mU2f8EJYxCtbLP9U0Ip18NofArZRAH/6T98BZ/5wpdw1533lLcD2v5060g+LGew+bvTC9lYDZf8qD+D+AsmHWSfQbIGovSTgupBNIRTnnzCvPistn9tObJRelCm7LLxpIvtL9kiWDU68VAsu4hrw5iWf6gLA/PSyy5n2UL+o67CMQnLt7KD8Fr83bxtn5BOPGi3bKiln/QQnugFZ8xgyxB/2x9qF+IjHNISTzorJpxpN2/lbb/KDskTD9WDyhnbelIXBpUzLV2YdpezjDyFQ14M0tO2zYbLVsphcNMRZtNKb8lhmdI2rtLSq5p9Nsy2R3pQd8mWHJYJzrRk23rLJpWJh/iKh/LykfKqP/GxfUNcwYkvGYSp7GbhL3tsf8nn7nqk/tJb9sm2Wv5TnbjtXi69m4+tv1Fukf7B3f5Vj6S1bZDesDg+KgAAIABJREFUbvxrlS++8pPyai+2HPmdMmw8tRsDdNknP4qfcAUnjWTbZYRLjuA3gr98Lj9IL+nv9gnL3WV2HcoW4RD/ZrZfetLOWj5Yif5u/8pXlKugduDGJbz8IUIpmmcnZv0QkCFKAyvhmHK90VCFqcERlz9c1uBCyth8WW4UK+FTLmFU0sZbTD550IEGLxR2Pr7HN3bWQIs46QC3mjkybX0ozxSUvKUGSX7Uw9hcKrMriqAyrsXX6F7iqXLZKv+RD3VRo2AsftTHbGOzBwPydenHnbTCNwm+SVzAf7besosKUB/VgXSj/vKJ9GJ9LsRf/rN5iD/lkQ91Vjnzpk44kQ2EkAun8OrRM3j16L/CH/zB7+OO2+9ELsu9/pWBBeuPdWrsLp1BoE6m7hfxv3SQfOlr60WY/OrGlx8Yu+uHuIav2r8GZjXaP3EV5PuV+Jc8jA/4nC6z/S9kn/G33gyVnk/Ks58v4hBm+48Zwmgb+TNNXek/pU0/oXaxgP/KNKXnpFr9SBafHZs/ZRufW/KlqOpTebUP8wzrmSvpRxzJ1fOhvPjb9kuucBibZ6jkUOOTKs8fdRcf4piwgudPfRiZyv8SIP7yL+WWcUr9E+XLPpaZKlUdlp4H4zfVn0Fw+gvjR9GzvIQvuPFjCU7G5EMZ8pnhW+o/atUv6VhGmuW2f/nDVI36/CX2/6of8qDudjD+Lf0WSH+Wq3+X/ZIve41/LH+w3C5T+1P9rbT/eNf5W4Nv2lGtfRO4HP/ZPl4J/bJ/39z9V6n90x67HbPe1e7pg7K91vNCGOvWxjPtuuQwuw0Ql3navFrtvxZ/yaIu1O091f5W2P+bNvVef/6kf6mPZv1xPCXbVtJ/sC8z7abEW21YfRzbPcvV/k2bLY0HqYefDzAV0cPCPCHmQSh1qCw3jc4adJOhaJgWHWmVZiw68WC5acglnsLnQ0Qc0S5Vvo3HU/3iQxkMpuN3kkYX4ks+ZTNQrvRgLD3EmzyUtmPh2uU2H5VTnuikH/M2rq2DfCCYaAkXjLHNQ3xFKxrZxzyDypmmXuQoXJYxiNdq8CcvBslg2paZy2cRDDlIU+Oj+L2v/B7eePMgmqK+OXrQXtUbt50wyB+UIf62T5kmnWQqzVg6kI6BMNtepilP/hIN8zaMaQbBbPmEufmTT9kOqw3I5+JDOuLautlymCYfG2857V/yatlHGQyqR+nphhOHush+polj8yeMebcs0gpP9HbMctEIXo2/+AhXPKkHYZJPHsqLN8tEz3IG6c808cXPjkUnfrX0Iw19x1i4jJkjD/EXTDjiJ79Ltmikm/RQufQn/UL2s1y8ycOWx7T4uPUhT+ESR3IFI08GW0/pSDjx5A9bjuiJK/8TRvkM8p+Np7LltH/yJL34SRblSHfqqbQdE9emY5n+bJ6ikb2MRSf5xJF9LGOQj0VPnRhIT/6Ei49gqgfREF+4TKuc6evBX3rIZunCmLpLf8bE1Z/K3fXAvHjJFsWilUzxVp50teiX6z/ys/0qmYopm0F2E06/23npRJhtC/M2LdMqZ5p8ZJtBXMH4R3q6+VNfyWAZg3xFuOwUTPSiIb5sZVrlTF+P9uf2t+TbOtlplV9P/eQrymaQL99N/9L3DCutP+ls+436849BtintQB04P+TrpwIMNgHzYig483ZF2TSCM1aa5RROesLs4OYtJRkrEEf0hEkPG5c4hBMmnpQlm8RLNMzbNMSVHOGqYiTbprX5kk6BNNJP9IqlG3FJL7jobZjKSFMt2HCbL3FJa5eLv/ioHhbCsctWm79dT9RJ+YIcV1L03Lmz+Mpv/xt877mXzG1ePGTLIN9TL9pK+wRjXmzkQ8Wyg3nhkx/rnjS2n5hXW1VZtfqxYUyTRnoxLVjJJFNOGGURT7pKNmHiIRrFwmVeNqlM9MwLT3baZeJPPMKJK5hti/iqzM1X5bYthNn4sp9wypIviKMgmE1rlxMuO8jPDnZe/N1+cdtEPDd/8iRcZfSJeIuf209uvciTOMJn+UL2C0/+Ez/pQLh8I96EMG3zZVpBOpKH+LOMNIQxiL9oFBNOXqJz+8CWKRobpjRjyiMfGyYaxdJHNgpX8oknGNPEFy75KwimPGPqzkBeLJcswuQ/pgmXzyiLeZu3dCHMxiMt+SqIP3mIXjCbJ8vcedLITpZJX+lul0keY8lRWvKYJ61dbpexXHW7EI5dxrTNY7n8bR/KtzZspf5bKb10oo8UyJOB9SJd6QsbV/4hjnRgOdOC2fzsOiZPBvmXvMRDNIqFy7wt36ZnWnjEkSzxEH/RyCbKpA4sJ4x5BjcP4ZBvtSD+jN1BehFeTX/CbP7yna2T+Eu+9CRP2UIeNn/SEMYg/iZj/SNcZe9V+6U/Y7UhxYTZgRiqI5Yxb/tMuPIvy20exCVM/IXvhrvpVX+2j027yCfgG716uajKspWzYVSCeZuBcKmEYSZtSg1NisvIarTCqca7Fr4cQHHibetHZ4ivcKvxJz3x3DwEkxMlx52XnJXSUzfJlAslS2UL6S/9GJNO+jAvH9p+sGXJhuvBn3Iph4FpBuanZyYwMTGBL33pF8AVEIau9RvwiU89iS9/+ctmWwWvdNUhZJZzUsJVEOpPG207ZJ98SHzZb5hXaTfSTTF5Mth85UvC3XaQP8PN7P9a+tMW22fyFWPbfuEIJjz5oxZ/li/FP/Kf+Eme4NKTsWRJBxsmesbkwbCQfJarrZAPA/kz2HDykg42P+KtRL7aTDV5thzJtmWtpv1u/sYBJR/YMmUv46X4V/YxlgzZpbZ0I/lTF1sPtTvVPe2Un+UTm8ZO2/Ytlb4ajfxh66U27/nfqQ/5ZqX+V/2Kn3xv158bxjzD+6X9y9ZqdrLdyTe2r+U30laju1b/EN/WQ8+h4JRBmC2L+qxUvvgztnnb+ZvZfuqm3ytbT7df5D/aVa0eRev2gXDV/5T5lL4jojqQvxjzU1R58+mNymRcdOJPPMoMkgH3bfE3V42NhXYwSrh/jPjjzju0CpUGKiHuPYPab8ZyBvvBleGUL+W4z5B7zN34zGsPohxSlqUGXHq7SznCpTw3f9qkfezam02ehFEnEkgf+UJ5Vi5t4t45I6M0AF0OvR40+YGyTJ0sUX/SUQfRiY+pM74VK9Uvy6Vf+UEv+Xgh/6yUv1HM+kcdWBfGRvo7n0UkEkFTSxsee/QDeOf4Sey7dx+eeOIJ9Pb2or1jDZoam815ELKhPj5rcmDqdQX+lz7yDZWTD+k71vm76Z8bzZ9tR23FVIwmWKXVIdUT/ax2z7TCSvVX30B+4qU6UT1IFnWhvuW+wVr9NO1Ak5OSTXqWF3o+9PxRhnxh7DTWOv0V/UL+aiPl58fqz5Yr/0bbT5sUVNe231Uny7XvRvc/i+nPuryR/b/aOuvA+J99m/Ws8Tfmfd3/3GD/m7Zv9XXsA+y2rmfBhqmfWEr/8l5o/2p3tu30i9od+yjaaj8rpi+2Xios1z83uv9z9/+y471iP/sPUy+l3z61STZilrH9Ki3bWM+EsW9crP3LD+TLQJ6mLejD1qWX3uJjdMk6LwnZd5mHyaJjXs8U0+YWLFaCOmrGMkqNjMzVSJmmEAbRqJxw4pUFGKwSnmtWJBzJUCy+0kG8GduOdqfddG593fyJr8YnXnZe9CxjED1j6W7D5Qsbj+VLpScueTBID8qRH8TXjcd8LZ1UZtsnmGwQX8XvJn/JlK+4kjEx6XwF/c1Dx9GzthEv/PAtnDh1Av/nr/0KgsEQ6qPNaIk1oPx9kGQSjZEC8r4G5wNDfue6VvGUHYwZFvO/7LWfAcJsPuShvPAZk0a4sk15t1zpp3Lhi69iltvtwI2v/Grxt2VJB+nKvPQkjG2RwQ1biX/IT7zJx5YtWfYzYMvWc7IS+bY8N2/pZrcN4jNINtMrkS8ZstHWh2XUSWXu+pAOqyHf5kW5kmXLphzpy5g0DMK188JlGdOyy42vcsUst33sxld+tfhLrvRTnjGDWw7haie2LsulJw/RKrZhtj7ShXgMtr+r6UQc0du8bRtUrliyrxd/yZV+yjNmkM02vJqtK6W37WablwxbrnR5P/nf9httpu3yO22XH+QflQu+Uv/YfOlfWx+WSSeW2frYeCpbTv3YfCTrvWS//Ke+wLZHfpE9dplgqj/xYWy3f9EQLlzBGDNQtmA2nims0b+pLs0hdDESMxGyQoiowDyNIr4E2rTEUyWKTrG9JEM8Ki0lxF+81Mg5QCUOZZKvZEov8rCdrDzxCFdQXrqQv5wmeunD7T7Si2nSip4xg/Plb349vlCWvxJ68qVMLl3ZeskPkl9Nf8Jkq9maVNqLzTQDy0gvvrJB+hLn3eQvf1IP+k2BMvkRQp4B4U1Y27d2YyJZwL5778TEbA7797+Mpg2NqAs733/gN0EYFHNCYn8rQvZIHtvIUupPfqc+9LfxD5cXrYHQu+kfyaF/bkT90m+0W+3I+KM0sKT/yn4tPWt2Pa5G+6RvKUNBPFl/lMUyphkYG11LXx4XzUrqR/ZRlmQrJn+VM5auLNfzRZyVyBdP2SLZ18t+2kGZpv5LH6aiTpRPm1dqH/0qGxnzj0F+vdH8qZ/avImvc/9vnFH6cTdbF+if0u1/8hVj6Ul81pfao6m30m/dzdj/L1a/skvt4Vr779Wgl5/5+0Tfsu0zTd8upv973f+2342x1piBvmWgjWxbxCWMf6vlH/qefBWud//3Xrdf9aJ6oj2mPWfTSGed31C2Z7Vx+ZkwtV3VKmnpf9av+CgmDmkYiMO88Amz8UjPcgXhK8+YvAgP/Or/9a9+q+AHQubLt7w+MWgUIFKxGIS/CPj9hOZNTMbEzfoJCZbpyJB4wmUpcakMYcR3KPLw5YNlPJbROeLJMqYZ+xAyaZazwefZQxeySMzMIOT3ITGTRCqdK6dz2RCKPmBmNgGmC5k8Ar68ydt4os1kU2X6VBIGP+ibRSbpRy6XB9N5+A29zx/ClG8CdfkAZmdTKOR9yGV9mE0ljfyV0FMPo1MiAcqh/kFfxuixmP6yJRD0Gb0YU08kI8hkYPQjf/Gl3nWYwmyybkn+WSl/n9+H5EwCqZQfgWDA1Bn1oZ6cRBQLfozHR4y/G5saUBcOY9OGTvhQxPbuHabNhkIhZNNAJstKCiGXr0O2PoVgweFHHZfrf/o3kUigLjCL2Zm0iacSaUR8s0il/Yu2n5X650bXr93O+Dzl0k5boT/t9m3KSs9XJuXjU7Eq7TOVcdo8CnnTNow/E3lksjOmzVKu3X5ZL0VfHQrFCj6fl1rP92L1w2eE/QT7DbZT9RuE6/kRD+rBcj4/qVR4VZ6fG21/Kp0ybZ193myy0v/I56yXlfiX/aN4kc/17n8We77Ubpbbf6x2/89+6Eep/7lZ/M/fR/ZrfLb5m8/0UsYP6htu1t/fxdq/+jv+TvP5ZP/KsYH6pXTKGUNxzENc9pP6bVgN/0jOje7/36v2F3J1VX+nOGZiyAecsTXH2RzP84/jazPuRtAZixcr439NHjj+5nA7XZoDiIZjeo71mde4nTHH92auUJovaIxPHTSm11ifuKTnfKB8CJ2InMUYpa1tWMxLqF0ufArXrEl4LCOMimpmJBgNZKhGJ1zJidS3wBfyoc5fh3Q6jXA4bGLSFzJJZANRhANAKp2HL+isHYbySfiDfiQDBYR5TCXIt+wFZIp1iBAZDv6cdChXwa+LGn7Ei4RySGWDhu7/Z+89wOM6rnvx3/ZdtEUjABIEUUgQJEWxilRjEdWL1SzLTmy5xfY/thPHcZ6TvCTv5SX5kjjJS3HsuETuliXzuahXS2KRRFoiKbF3Ep0kAKLsom3f/X+/ufcsLpaLwk6KM98HzNyZM2fO/Pbu3XPumTPD8chD6vmWioljky493mn2Jw+ZC2Vn4rxS8QTctuiE8ktf9vPYIqPmKriwPpLi+nljLMEk4gF8ygsxNj5ny98eNz4j4ZOWwW14NFhPXDnXaNKG7p6T6mBCV55dxX54vHkKX85PfRbmZ8JrfoZniz/7M/H+EfyIPz8Ldc+44qMwVXLwMzfvJZkX66W/3GuXAv6T+XwFf7nvrLiq+8a8fzhH4qLoYmG47amzvj/5uZOf3BciC8diveCq4s344DPHP1efj/U7xvGSzlD6uWH97ltlPJ3ny0T3x8WePz9rkZGYMtndvnRd5j3NdvWde5/c/+fi+aGf/2f++3Kx8efjn/c4ny+UhWnU5zmB/iDfHfbL/K6Qn/yuXKzf38k8/0Uf4DNO9A4+hyl7+nlo6jXW5+W50B8u9vPPOp/Ldf68tyTJ7yif4UzUn52JFOwuD6LJKFKxlLrPI4lY2tEgjgLq5NS9RY8XPZx8hIblTN2ddaLXk06uhQ9tAamTMYSHMkAyO5GZEIgRkUmj6mkhJY3BhTHpRBhj2BHhrQJZ+VrHY1noikv9wkLnVwgCNDSHBsLK45VfVKyMzytk6nqaGgGNgEZAI6AR0AhoBM4bAqGBAIajYbWEnYOI0SF6uLWOZauuLmXR99kutoLo/dLGXHhJndgHkjvZwKh45rIjgRAzil2t08oQQg1Eq0YZH6aBYVpOMgmrV0QEozDpevNkck6I0fBSz7G5CwgTLTZ6P3S6chCgl4t/gGF8JmO03rnvlU4aAY2ARkAjoBHQCGgENAJnikA0HlVdqXMzMRM9nNesN5sMZ4LECNI5IDuiZXpKaGyYnRRfizeF1TRyxNbgGDKeCkKnNSIGAMtMzNmJxoO1TnU0rR7WK6amx4Rt0o88lDFhBq4InRgo0q4GM1047Ksmbx4Qo40PQefKzTONjygXoeqkEdAIaAQ0AhoBjYBGQCNwegg48tIb+Ih+T72bOrosuxJ9nbno/1JHPV/KytiwBKaLIOJVsdoLUic2AnN1EroxhGGhkIEyPOzGICRiuwjGdhGI9VYBVD/TGDE3L1KBLOxDOvaz9pWxWCcTIgUTr7WyqaC4Iv/R85EtOePhbNW6TiOgEdAIaAQ0AhoBjYBGYBwEGPcnxoCQiS4vergYJMxpRIheTl2dffkntJKLYSI8ec1AdknsK3zYh8nJCl5woFEH0ZgB5HSfsKMSgkHqpnsm7YoxPSTCh4KRlyPJ3AOoLTONZVVsU0lcOtZlWxbjRAlO2lQEsOklWAZoV9b/TM+HzJ7BVDppBDQCGgGNgEZAI6AR0AicHgLcHEGMAWU8iDHBnCug7B54kiO6PnV+RU+d3FxqpWwCc1il75tOBmUniE1AfupQwtEHCKuQD9khlwKkDQNLQAmZMikBTa8ErzkwEw0ODiZlMWJ4zXoloNlO/vxjnfyxZO0rZdZzbO5hrJdgKYiuqH+M+9FJI6AR0AhoBDQCGgGNgEbgHCOQGATPNbDq7NTP09fmKeccVfR9kUDolJPA9G5QZyed6PRCS35MrGdZdHvWpflQ2bce384G0/YwBueFJaCEncmMdMpIyfCeUBAGkSthTMvJ6kWRgelB4STIQx0Nb5ks+w5GkN56V81C/7siENBG5xXxMetJagQ0AhoBjYBGQCNwgREwjApzNZLF6UC9XTkVzGVXNAQyrymq0tnpQEgatgCvhY76vRgtUqb+TxraGdTtxVhR/aSCxExitQhTZTCYXg8OoujMgBUKzGtlo4ghQsFMw4P0ssOWMjKkXqwiky/H5HjKaBFAkoH0TkgX+PPRw2kENAIaAY2ARkAjoBHQCGgE3lcIOJIhI5TCbujusvut6O3KUBBDQgwH89qq0ysbwdTlyUPsAHEoKK+H2Y+6vbItSCR2Bg0XXpAp136RIbmQWNGZBgMZKqtFcnOZlDAdJUhGvAj5s128LGKISL3iYVpGaUPEEYHP5zO3YyXl+IlnRyAZQSoawnDMmyZWxpPpBmKZcxAjimNZ2ykjPxhbyjepep7M7rTbRxlsp9OfQpIHx2OaSL7x2s9mHqc777Hox5NvvPlxqR2T026cdk884lx/aCaHI4lEwg4w9iMWgYdnzzAQKnl2+HMM8rLeB1YcrfOhKNZrocvMSTcWPue7fjz5LiX5RRbiLve/4Hgh8NPjG/eyFX/BZLzn43j314X8/Mb6Ho0n32TmNxbfserP9vlvff5MRr7x5qfxP4PnruX5f6XjfyHvH8Ha+vzR45vK+RnqD6KHT/bcvITdp3QpW8rQgakTixEivGgAWHVluVbPQ1NO0orhwc+Vn6m0s6ySxJOYfbiayuq4sHWe6E5ZbwDrDcJ6ZXhY3CZyrU4Ct6wVozBM6XZ1NXKdWc/+iZjxY0hSEZgTIK9AfwgVFRUTGiGBaAS/fHkvDkSLMMfdh2saClHgSpqjI32qtlTEBpPgKduS4rEEnC4HmDOxzCR057texlGDWsaVa6t8IqfkdpsbyVR0lPzSj7nQSZm5zMdKJ+VMeqG11gstc6nPzKUtGXco+aRPJl3mtdBJLu3Cj7ngJbIJrdBIfWZfqc9GL7SSCy+RX+olH6vdyltoZFz2ZZLrTNps9EJrHdfaT+ozc+E1WfmFXsazjmEtyzgT0VvpJtt/rD6T7T8W3Vj1meNlXlv7SdlKYy1Lu+RjtVnrrWX2y7wWXtbcSmMtW2nG42Xtk62cWTfZ+8fazyqLtZ5lpvHusUx6obXWZ+Mv7ZKThuVzLf9k5ZHxJ0svcksu/c+1/OQrMrGcmTLHF1prvbWP1GfmpGHduZZ/svLI+JOlv1DyUy6RyYqjlEWOCy1/5ngiT2Y+lnzj0VnbxutvbbP2sZatNNaylYblsdqs9dbyeH2svK19rGUrzXi8rH2s5fH6WHlb+7BMXcjmMXYLHRwcQGnpFFRXV1u7ZC33dgfVS155masMCfPlPPXvUYaH+fJVjAu2MVnpZBDS0GZgytTnWSc2gPDiuE4yEpcLjQKebM6fCqnngPSOpL0g4kpRgow+xJC0yqViLtESIcV6Yp4eXL3lpgimpSRLsMwoe3pAJpO2HRnGo8MOpKJBvBF34BO1tfC49VkRk8FO02gENAIaAY2ARkAjoBHQCFy+CNCo6OntnVTcNPVyxm9YDQJZmaReE1lCJcQOYLu00U7gLrdWfV4ZLVydkrTEdtMpYerzHEtsCRop5MU6mhwKdWUI0C1pejtIzDKJlcC0LM0DSJRQXLJkRs5zr1/SCp3iZa4NYx2vSSs5+QiNjCN1pBfr6XRuh9U5ftS6fbC5Rrwbp9Nf02oENAIaAY2ARkAjoBHQCGgELicEHG4X7FSiJ5FE5ye5OATYjTq56N5K9zf1emHLNqW3m0vkeU29nu1K9zfrWcdk5c1zAVkvdgDbyM2pCqYhIRaNWEMcjMzT3g+TTiag2jmQWkplGCHkoawbObJdPCama0etNaNRYxolMvG0hcUKemVGVlGpyYz1r6zYOCdk43AQd9YXIxVLAu9zDwhjXpLREOxOO5ImUNGUGzxghns8M7GsEpfJpTzw2CIIx5R/Cm5bFFnpzRto0vSAGs/mdMCVCBk8XXE1Hq9FvpjDlx7f64qn5VDlcBhw5AHcGo65pMQgbB4/UnF+S8y2jJzjqnaZ73mQn5hNND+KnBVPNlxk/CeSn68geC8x8XMinjJfu9s3+n7Kgq/cc6d8rjHnqffjGP31+BcPf37u8nmrezjj+zvR/XOpP38mkl/uf+sziphcKs/PieTX+Ft+77I8X/hZjvl7N4nfrysFf/38v/x+/zy+An5s6cQlj6eb2IX6vNgB1M8lXtshoRcSimHq7WJYiF1AfV14yAooZSOILUA7wjwPkPKxH1dV0X6wdXcdU4vIeKE6mZYLLZX0QKaAYtkILdvFohEBZEIciO1M1n5KAJmYyVf6WOkZnFxa5MdEB8+9tq8Pf7GrFXdUF+GVlj689uAC+D3v3yVY/cMRxIfDBqZU2FNmFLfN3JRZlHT1AWQo7mPVWevHK2drY90YBoSqp3yUzSpXBp9IIgYP3WhCY80z+VvbMgyWtAEjNBnj8DI9hpSZjye/8JJcMbHwudTxF7klz5RfcDCxPOWzmIBeNVt5S1ny0+yvx8/4Lpwmfun7e7L4C53kmeNJveSZ7Zf5/Z+IxtTbu1HPn8w5WucuZckzaXltbbOWs7Wx7gp+/mj8zRvIep+MVT4f908GT/38vcDP39PFX+4NM/cX5KgbSJZgzaieNmHcdFdfUG3iw2B06u3KkWDucCs6PXPRyzmAVeeXemtdph3APqSjA4NtwlcJa/5jne1YV3dKXCiSi1BikIiAZMhEOqZshgXrZTD2YxJ+VmGswmXSsU+oPzCpIHQxQLj8avZUL/76umq4bUZgjhr8ffavq6sLfr9/wpvsfTZtPR2NgEZAI6AR0AhoBDQCGgEAVl3wdAyQnp4OtbModx5lsurxoquznmWrIWLV68dqYz8xTKxl0fFZxyTjpAMmWMFEIyGTmPUiJOlYpgFBgfgnfVlmX7azTF6sYVl4CG9rH6OXQSf1qsMk/61yFuD13j4cOhGeZI/Ll4w7F+ikEdAIaAQ0AhoBjYBGQCNwZSIQChlLdzl7LiBhctmNkATjKvt/Hh/BRD2df9TJRUdnWXRwqeO16PXsJw4IcUiwjmXhQ3r2FV6Siz1AeuHtVINZzvtgo/Xkc9XJNChkzZfUqWAPYWYGpXP9GBMFUrwtZQ5KHuynhJLAdOHBjrJvsI8B5ZNbStVmj8Flt2FZbKoa+/38Tz649/Mc9dw0AhoBjYBGQCOgEdAIaASyI2DdKZZx2EyxZFSZENl7GLVy9hp1Serp1OeVMSJ6uOjusoGUyYz0pFOGh+U8D9HrpZ26vcSFsKvVDsg8B8SuiC3SyrUyEExvB8tiKYmwQseuMgmW2W7NpUzhmKQfo+JZJ/TkocYwtwdzpIaQik28lIpB6E3RED5WMAVbXScQik4yel1Jo/9pBDQCGgGNgEZAI6AR0AhoBC5PBLgL1ukm6ttiHLCvGBDMRU8XnqKnyzX78o+Jujvpec2+wpNl4cWcSfqwzD5qG15hxixkAAAgAElEQVQ2ygDsTCLmwoDELEsbW4XeylgJYeIgQrGvGBfCl3TcHUjamMt4zPkXjuaq9on+dfVGFcmvB7pVDMhE9Jd7O0/gzZZsqSgC0UC2pvdFXTIWQTQ1OY/YxZzw5SDjxcRHj60R0AhoBDQCGgGNwDlEQDYDmQxLl2EMiH5PvVzp5KZRYNXTRS8XHV7sACs9bQGhE168ZpnJWmY/qWc/5QER5sJUBGO9MGBZ6lknAwkzEYyuIPLhoBwgXW+xqqSefUVw0vFaxjAxMgQY5z89INwBK5xKqRgQnzsd1jJOr7GbItEUurr6cPRoD5o7etTBLmNTZ28JDcTQ1B0FeVnTgcMBPPfSHhxs6UhXc0vd482hU2jTBBkF7lwgW+1am8J9x7Bp/U+w9cQ2a/V5Kbe0tIAn0F+odHDnVjz6/R/hQOfgORuSBtu5TuS56ZUn8a2nX0IwMvqzP9djaX4aAY2ARkAjoBHQCGgE+ELfbnNMKgbEkQzB4UgqfVt0fOrkossLmqwTg4F6OsukF/1ecuknNoL0F3rq9Cq0QvU0+LCN/VQMiFL6aTTQYuEph+ZgHDQdr2GWyZxxHuyj9vM1c+4fLLsQq36m54P0rKdwYmxwYCWc7JJlvTbpGF8zmRgQekC4/W5VjkfFgHAJlvsstuFtOnAYL/22D+3NvcipiOODd16FeTWVOD5gQ25yCAzgKS71C8ZZ87f37sa6d47hkfvuQEOtERS0deNWrH25GzfcNhsuFKf77TnQjKc3HMLq21bg1nlF6XoaLzxUMXNHL2Lo9XjTdFJojA6gOdIOW1cOMBXKG9I3bHhEilM56LUNY5pvKkK2ENL19jJwGzcqzn2xYVVfkPAiv3iqGrcp0IzcVBHcuSnVVpQzFb7B4/g/L30ZH77+n3DD3JkodBvWtMgheSoSxMmgYaSEhhMoKitGQY4H9GR09wUxMNiPvOLpKC/0gjs4xJMRSFBVRUWF2uUrmowi0B3A8RPteP65F1FWvxQNxddgsK8ZgaEE8vNKUFZmYBYOdqIzYGxCUFg0Rc1LZLHmlKt3MISTziAqfOUodBeqZsrVMnRClTnnsqLsn3GwrwuyhhJwpcePhPrR0dWHnvYmvL1+B+5ecQv8nokDwqyy6bJGQCOgEdAIaAQ0AhqB00GA+ngyNTSpGBC+xEYsAhvPhzN173Ru3TTKBXXiOXV1GiPKPrDEiSgDxTGyGkrxcBjOB7EP1BzovIhRTzR0RRmLNOrcELGCaCjQgxG3MBHrhozYgYkMeJAIE/uK4cFroRfmYmxQceZESEx6q8VlFVaN4QDoAXFPIqLfMZyHVDQFnoS+1X4CX3Y3ADjzt8+1DdX45LRy/MO/bcYH77kO82aUYl9TE558eS+GO5zKKKGxsHJWITxZDjxUS6EOpjCjthK1NcQoBSrHND6m1xSjvqQY02cY9cRrqn8GhjsaEezoBUwDpKX5BJ58pRUz6kvx0M0zFc7yT+Gjlq8Z+LOe/NdteQxbjx9E/aLjiISmY92b/4L1jW9iACNGzXUz78Dhwc3o6RxQ7ErK8/HFeV9FNHYCr+7/Od7rCap6GhfX5IXwy7f+Hp2xalT7e1Tbh5f/PsLdmxDoew+b2n6K1q4q3LH4c6gtPVXR7jm4DX/z7z+Go6gKzlQI+ZVX4Q8/+RAG+prxg+/+AG1d/Zi67EZ88Xc+hKYdb+D73/0hCqdWoz+UwO99/nO4YfFV2PDys9i4YSNcbhf87hRS9mKEh07iR9/4OnYei6K0vAyf/+IXUOoN4amf/ggtgRSam1uw6JaP40ufvv0U442TO3B4E76/5VFEoz1wu0vwpbt/gApfHD/Y+K84cPxtVefKuQ9/8eCnTzlPhsbLL7//X9i4oxmVVZUYitiw5p4HsfrqUqz7xY+wvbEXoZQLkWhc4aj/aQQ0AhoBjYBGQCOgETifCMguWMmoXfT8MYej7k0Nhbq56N7WnB2V3p6kjmkaFKbTQY1jekZoByjd3zQAFA8e56aMDcNTInq+2AXkrXRYM+ZbLcEikXgnSMAyE40LsX7oGZE6ydlm7UfGysgQw8ScIPkzyThCw5x/YqQowUwB+Tacy5MmSiXTo6jLy4HEgJxtELrH40Gh36uMhbqyXGVkFPmNt+H0XiwpnIamI00Ij2PjOMs8KM7zpxXgRLwHxwbDyqvyk7Vv47n1R9LTKipxqrHSFcQuFlO01jopqw/S/Cykzusvx11z5mKez4HGgwdhMz0kND5Yx1RiLk2rjhtL1D6y5B5EO1vx7Td/gufe/R5agiVg3ZISP37x2/+JFmcSs6bORefwZjg8FaDxMmVqOTypchkWM0pq0uXMgq9yKuzRARRNq8PHf+c+xI/vwBO/3oTkYB9KKmuxZP5MNG/aiJ7ObsybdzVirnzc8tAncf+KehzcvgXNB3bhzd88j9nLb8bK2z6QZh/pbYMjrxhLF81Bd3sTNm3dg972Juw50oaKqVNRN70ERQXjx4rUldajyleKzsHj2NfZif7udvy2eaMy1qrz81FTkj3OhieDL2uoRmA4jlvuehCr6pzYuH4Dfr3219h8dAC3feT3cOP8KrhihoGXFloXNAIaAY2ARkAjoBHQCJwHBOg4SKaisLsn3oRJHA7UvUXHFx1cORTEMFHa+cjSK9JwHObU3Pk/U+fnUjDhQX1f+Aud6PtiN6ggdOIhDWoQyx6+ZKKEM+clHZmzjf2YeM0kdcyZRBjhL/TkKYnCyTisZ5/JJglCP1cxIBzX4TQU2N6ochChyJNQhsei6kLMW5REhcuNcGhE/kxZ47aTo6rCcZ+6/sRnbsZNq6rQerg73e7xOpE42Zu+ZiHP5cec68tR5T9VwY8nk4iY2JKWHhf+5XpXwZuTp/gc6wV8hdWonD4PuUWzQE8HFWsmd+F16rpmxvVKCWddZ8KwppbWPIiZBdcoOmesRvEor6pHw6y/xOdv+wMsm3oNbrrmNhQWLcGN01Zibt1VSKEta3C4M2c6Cov8qGpYgsWLl2DJVXVoOtaK9W+9h9aAD9OmVcJbYiwlK8xzYMmChbjr2kVYMKNOLcsKBAKIe6dh4bKVWLNsPopyHLAle7HljY1oHszB1KJc5Wmwx/pRPL0WNXMX4UTPIGLRGJqOhZCKnfpFpAeDnp7GxPE0Vpxsb2kelk9tQImzDod7mnG45TBa+oYVDpn/orlFuKqhGgsWLsCiG26CL9GLHdt3Kg/P4iVXYfHKNcgrqczspq81AhoBjYBGQCOgEdAInHMEuAuW3XbqSpRsA1l1dSmTjjo4r6mjW3Vwa72Vn+jsrBPnAfsKD9azzD/yk7IYI9T1naoDjQEur5IAExoB4nKRNWLWGBBzGZUwtfbjoLQfGBNCHhSSFZJTCBGYLhwm0rKegqV5+nyTOu1btuFdVViIquTpb0WmBLD862wOYvPGI3hnz3HUeJ3ov3E+PMMBvHWgC/6rChDca8dbB9pQvbgWI76AEQaJuKHMFxWMKMD5ZXW4dn4X1r2+A0lXP2rq60Y6ZCkdb03h9VdbgNuA5UuXjKJIJOzIyzDQOht34192/TuOHtkIYL2ib4u04Vj7PoTddvWmvxNAtc9QjDvbDuPbnX+g6O5a/lmkTh7BL5texz8/+4+Ixt9F5fQb4Q1vxWt7XsLRzm14qedv4S96RBkgOfllyEcffrHlv4EtUJ6R3131xVPibtx2A4ffvPgrDO714EjrSdx6/0Po2b0e9sFjOHB8Otqbgyr+pb8hjvd27QRjZ7oPvoc3GuP41CPz4XGG8cNv/QeqCu3YtP8EZh3uRGU8gOM9cRw/PgwMnMCRQ0ewfYofR1s6UV1Tg/bj+5E62TYKs/SFzdgsm0vQyn0ODA4dV0vJppR9CC0DA4Dd9FyUnES+M/u9lFfuReOOt/Hj//5PnGg8gIJZN+L+65fgyWdfx79+rReDx/djy3v70NTcgtrS+vTQuqAR0AhoBDQCGgGNgEbgfCBgV0r26XGmzi0xGSq0wozLUE4HcS7ISiZZmmUaGcpIsdBTLVWGSMY5IhRLvcrPYl84xTCg2GK9iFCM85A6tlsNhMx6ZXWYc0/3Nw0K0ZfZh4lc0x4QuwdO7pxFI8Q0fAy6iFqCxSVRp5PONgjdlQdlaDxctQDOSAhemx35BVW4aVUU0/xTULqoFMmqQlS6Tg0Ep5zKe9JZgKPRASyNpFQcAQPJP/bgbLzz7jFEPaW49cYRA6S77yRODAG1lknWLXLj4fgCXFVVYqk1ik4uv7LEgKRsbviLinFr5Sr1p2SomInV/bVomrYSpYW56A4MpfkcOboWx9wVuGrmHVg6eznqpy6AP7UCdZX12HiiCdX+uZgz+w4URFK4df5d6i/lnI4pNkNCm7sUX3zgW2hu/a3iWdtw0ymxEmyIhMPoHUpiWmURCqYU4ZZld+OemxciUF8A15t74M0twNKFDfDklsHvGcJDD92PAl8uchasxIqKQVTV1eOjH/0o3tq6EzmePPz1n81CYe00zJv2CQznb4Lb4cFnvjAPjtxi1NZV49bV14Jek6o1d2L24mXZ43PcpfidJX+M+h5jp7CbVn4ZAWccde7pap4CUoX/NlSW8L4bvc6OWEcbT8BTUgWvfwoW3LYUNy6bj9qqYhQWFmLP4RbkNdyJ69fciaoCw3smPHWuEdAIaAQ0AhoBjYBG4FwjkIjGEI9ZlsaMMwBX0QD2tA4uRoN0oWEhOrs4Bthmrec1bQdxGJCH6PRWPZ80rFdjmIeMy3jsa+vuOpaydmDZypgDWdt5TQbsLMzZTkGlLwNVIknD0JD+QiuCCg/rBGUCbAuFIpha4Yd9gv14X9vXh5f2BfB4/0nQC/KzBxvSsRcc+0InLod6e8t2PP92Fx7+yM1YUDH+eSbv7jyIJ9Y24q6PXzdqF6yx5O7qC8Kf452UdyiTR+OhH+I/1v1IxTrcX/MV3HPHzaOwouxUsiebeOZF5i5d0rd71+v4yj//BMW11+ETD9+ijA1ps+bJWAr2SZ54b+13vsrjzYkxST/57jexcf1GLPnAJ/GZT9w75i5g50s+zVcjoBHQCGgENAIagSsbga6uLvj9fqULBoNBdHX2YmZtzYT6FHVI7oLFl9liQBBJ0c3TerysUDL1eysNy1Y6qw0gOj31eWu92ABSx/HUEixpkI+THWkByQC8sDIVoWXrXfZPm0xkkmR8iEftlCW0bFf8hK/pCWGd8JfxOL7XzS3F/KbPRCTLnrfZY/DabJfEQYRU4BctWoSahhS8vom9N/X1Nfjzr5Qh32fEb2Sf4UgtPwcgu/dlhCp7qbb6IXzxgWswmIqi2lt/ivFwOsYHRxjL+GBbbu1S/K+/no7BMDC9ujq7QLTDLyHjY6I5ed023P/gA1i15j74/B7kKC/YaC/JmBPVDRoBjYBGQCOgEdAIaATONQI2Y8l4LBlV5sJ47HkOSML0gIieT/r0Uiwz3EKcBNTvqetbaVin6M3jN8QGoH5KPZ5t1qTsB1ObF1rlxFAKrRgHwtS67y8lZFC6uURKWS3kbBolYlSwiozF6pF2maAIzHpVZ8aIKMFMY0UmxNiRUDiE/Ekqp03REB7KL1UHEVonfbHKXDZWPrHtocTj2Rj8m2wi/meabB4/5lYsONPup9XPl1+IhgbjjI3T6ngJE9NAK58xC+UzREhtfAgSOtcIaAQ0AhoBjYBG4MIjwCVYk03qHJCEsSyK+roYDVbdXowI6uqis7OddoBVz7caE4rWtAMYviHOB/ZTZdMjIovT2VftyUoCZYiY3gmWKRjr+ceyGshcB0aZKKAktjNJTlrrpKy8pQ/rSCd82FdN2gxS9/l8SMUmVvAYhM70RrxfeUDOdhteke9SzXlg31gpEA1M+kT1sXiMV8/lSTppBDQCGgGNgEZAI6AR0AhcGghwF6zJJnpAJFG/p95NXZw6OA0FuWbOPybJWcMQC/aTPiwLjdCRF9vFflAElrgR0pFGGSAyKCs4gPHfYGptY70SwDQ4RAgyZ1n6kQ/LIiDLrBMhRWBlFVmMHXJgG/PJpp52N+6oLkLbcOSS8YBMVvYzomNMTBYjJNLbhMdf/gds7Hj9jNhOthPjRLY0boBaRzjZTppOI6AR0AhoBDQCGgGNgEbg3COQmrwHRAan/s2U1re5IZTpPBB93aqTS51xWPmIw0H0eGtf6vys5x/LwkfGIy2TUyn84u0wDQVp5ICUURkMlq10pQ8bWeYALKcHMSfG/myXLbjIV03C7Md6tbTLNDjIR9wzsUnaIImcQbyyqw9VOR7c4r4Czl8gMDnGwYjGR2icBbJroBsOXw3ifdNgq4qiu+sYAkMJRHOM8yzcwQRKamvR29+DYI8N8YJelLiKML1klvrcBnuPYG+wC6UFVZheXKVYtzW3wmYe6tcT60N9ySzEBo7jG8//GT4471u4eVU9clxFWWNBUtFuNDa1IY4cDA4OqMMHiwvy0HeyAzw40Rk5gZOdMUytmY7u7uMI9AUAZz4QH0BBfgmmTy3C8ZPdiA0a2xnb/AWon1aOprajSMYdKKsoV/2QcKNqZgXc9lOD52mUNUYHMDDci5qixSgr8oNeomjbUfTkujAYiaB+aj0K3acuFUvGIjjc2KxwON43hGlTp2HOjGJ0tLWio28IXq9X7bs9o6Ym645b8tnoXCOgEdAIaAQ0AhoBjcClgIAswUrr47LDVZIrnwydXowK6u8sU6VXer4ZKyJ2gRglMi8xNqy8lY1ghnCQzsrTSQaZBoQ6bj1p1luCU5RxYPfAYd3xyhKwTsbCT4wRmYgSzLLMSuqt542wzP6yTZhtEjEgXIJ1MhTFcr8fr0eP4dPuhlO2TxVw3g+52oY3YyKh/j5s2fkLdZr3R0tq0BebhrXvfFtdk5TnXeTlTsOKuZ/E4bZX1bkgRW6P2g3rw9f/E2odzfj+lkdVvdNtnHp+++I78cK7f4v3eoLqFPWeaFKdlB4KtBjnZwx8HVuevAWfv+l+1FScul1wV0cA//aXf4IBbxUKCgpQUrcIn/r0Grz21HdQOv8jqHQF8F8/ehKffORD2P7y43hpTxA5dsOKr22Yj0ceWIPnfvEz7A34UTOF1m0BHvnwvdj89E/xxsk8/OOffA4vP/YNbO3Jx//9x/+N8gwbggbEC9u+h03t+0DZeSjjl5f/OQYDT6mdwNzuElX/yKqf4NZ5GYACytDijle7m3sxrbgAIU8JvvYXX8bmZ36Kn7y0A4sXL0R7dz9W3nYvPnbfLdoIORVCXaMR0AhoBDQCGgGNwHlGgF4JJleWF7GZQ1M35/t96tpiDIzS1y2OB9HTSSdB6qLns43x4VJvdUKIHSCGSDYDhjaBWoJFAUUA1TFpWCmsk3oyUgNy+Y8jT9WzH4VRxoXFi8EaWLb4knbSko81KVpLBWmddjsm2H033SM16FTGx5Zg8JwcRJhmfCkXMpZg0aNwc90aLPBXorWnWb3Rr6uYBZ5izhO+eXI5yyoV5aryF1f8Beb5HHh966PK+ECyBl++/1u4r24+3j76CnqGelFfvUIdOlhfdRs+evcfgaen84R1GjP1eTdg1exy+LzZtxkuK5+CKbMWoWb5w/jDP7gbuckeBAMFWHz1DbDFB7H8+sWoK/fCkVeEmurpeOSzX8AdS2sw7/Z7UFNZguMhpzpbY0btHPzxH/8Z6tx9+OlTW7D81ntRZutH84mTCDkLcO3tK9TJ6fJxcYmY8WccKsgT4EvcdnUo48BAEvubBtAXjQBFuepEeBqwjG3JjG/xFNdicV0xFt9wM/7u/3wVM2zt6IrYUDStBq6iGjzw4UfwsdsXYvumddjX1CTD61wjoBHQCGgENAIaAY3ABUeAu2BNlKiHM4khQZ2cerfS79nAs+bMJPq/GBS8HlU240FILrSKj7mcS/hIThqOpfR8FYRuGhOsUIEsvHa40oPQ2OCAZOqxm26YxKDixzq2kZ3QSVniFDhJ9uOkSMu/VK6xXIY9mdLjmkYMeYVCI4EyIrzOTSPQcoMQEy53YvLm5IEnoB8IHjSg6pkCh6dCKeDoMw4j5IGFLDdFU+hMjA7y9/kNYyIe7UAqMQR6O+gpWDLzKqyuuEXtoHXzrNtB78mMkhp1yGFv+NApyjsHt7t9qCrNx6Kr56FsylzlJXHk5SAYCKBvMAF6SFgOBILw5RWiKM+BirJCNBQVwp8KItjXB0deMWbU1aNiajF8BYaLo/6q5bhpXjG+9rV/Rj8KcPeKW4y5mv+5U1UkBQwPdCnvR0uwRBkbbO51NsJe5FVGGa95Ivybb7+hlpBl21I4WTADy6+qgK+0CjU11UBiAJUNFcojk1foh7/QkMkRLholg77QCGgENAIaAY2ARkAjcKEQsNvoZ5g4iaFBvVv0fmUS2M14EMvqJ9HrmZNGGS/WctK0DUwbwOdJGfaAWS/6vuj6io/DpWjY5nTbooh5/PDEGbI+qIwDW9gNt9MNtzoJOoqoIw/5NtOysrmVwkYF0x2lkcA3yG6kvFHYwnmwOR1wJUKA0w2kXHA7RyyyqC0PbpsL0XAMHgfPkWAb+wNeVxxhyDhROO3mLlgjxlhWZE9Gh8FteLkEC0ngbE9CzzrIJVSpDDzLOSB82999YCe+vflrxpt9HMRjAMpDx9A5fBBI1KeXXNGzgZl34GjnNkS39KglWB+7515MD0bw7be+hh89+ZeKlku18oeHsb7xTbT1NeHbv/l3fPj6Mty9cB7cefmo8pXiibf+FrJca2b5wlMQYkzJju27UOTeh+JoHD97eh0euPoerMwvxvO/fhyHtlVg266jSJVuQ35gDwYKE7i6EDg22A5fNInB9l4UDPZi58En8Y8HX0RHdwi3f+yTKC71Y/6a65Dz0g5MXXg1akvdiNLqt3nSsSgeG0CPZDTaA7cb6OlMgkbVyZ4uhAMtONzTjPqSGnQCqJ1hxJhkTiAR7MRvN29CX858TCvOxfpN2xEsWoBVtXYcO7AD3/32dzDc3YnZ19+K6jkZ678ymelrjYBGQCOgEdAIaAQ0AucBgdx8L/r6gpNfguWivhSF12tHOAal7wMp2L1+hCMJeJ0OeGxcqBVH0mbo6IYxYujttBkc8YTx8pb9nF6Ew4NK76ftQJvAsBmKMvT9qGojBDwWwtbfezJFYq/HgfBwUHkyKBjrmKxlw8gYCfa1trEsKVtfaSNdxAMoIydjHNJE41EFxkAoitKiyZ2E/he7WpGKpnBnfTH++rrqtCIqY76f8t7uIHiz8awRJhogyVg/DhzagoGcHFWXn1MMBp33uIKw+fJwsisHteVxtEW7cOCdn6i4jg8v/31MmVqOhRXL4IyH0d26B9uCHcqrMXv6IvgRx9b2PbA5chGw92Nh3jUqiJvj0bjY2NIEZ6kHi/KXqfpMjMPBTuze0Qp3oRvTKwqwfXcjamsXoa4qpfgG23JQ4E3B6XQgHk+ooO6KolwcD9mRgxiG+o7jsbXPwlUzB6tmV2JqZT0Wz6tBX+9x/PbFp/Drt1vw1//wf5UBkjm24LKv84AKQOe1fyAX7uopyOmPoyXerroM9lbixqtnpLG08klFgnhvz2FVVTO9BLv3t8I/tQo9ezbg0bWv4e4PfgjVtTWoranOGgNj5aXLGgGNgEZAI6AR0AhoBM4VApknoXd3BTF9RnlWfcY6ZrCvS8VZO10FpuPA0OmVEyAcVjYAnRE0OJhEz6f+7zE3h6KOL/VW3tay2AtiG0gf0rDMdqcYC8loSCn+9EaoZApAgwAOQ0AOHjGFiDl8iMZNYyQxqLwoKWURRdOTIo07EUobHJyU8rZEQqC5IkLQGOE4tIigDJ8oT4pH3GHDiLljypWRcQ0/t+H9/v6OK2IbXuMckJGT0LnkyOYuxdz5d49GpgKYKTVTjULJ0XfxinPkjT+ND7X0yOVB2cylyOCA5XU3CYd0zvFyS+bh7pIskdtpKqidrpatLk/X3Fpemy4rvnXpy1EF6dF1dBA+WwwDLS2wr1mJpQsblLG1/a31eGlLIwpKq5FjmcsoJlyWZnNnP3SxECjHLIN8DBnYyHtx6dJr0mxvKq8FA9uffDMAT66xC9m8OfNGxZ+kiXVBI6AR0AhoBDQCGgGNwIVAwDwJfTJDqeVQdiCHTgMaFHQExKOIOP2weTxqBRNXPSmnRCSh9HRlREQMnZ1j0HiIhg3t3GqYsI16P70nkbgPSW/IoEsMwpvjgzVEhXq/rbvrWIpbioZjsgHuiMVDiyiS8iDpDI32WCQGTZcN0sZFpjWkrpXxYlhRFCzTyyLC8m2zuG3EaoqEB+H3+ye05l7b1werB+RPl1TBzzU479PE8zf8Xhs8voLTniFjRXoH4qpf3FGIIr/vkvUWUdkPBMMYGArA5ytAWZkRZ9HT04FEwg7uUsBtdS904tuDiLnjhL9wit796kJ/AHo8jYBGQCOgEdAIXOEInKkHhDoUN3oSD4fAeIrOboZk0PEgjgrSko5GhlVvFx4qF++JmVv5qrJldZXTm+NXS6/EACADLpHyRKIIMfCc3grxdLBRPCMpQxAlnOnNECFkkFQul1qZBg0trIShMNIQiSSMCdDjoYLSTdeO8BNeE+VyEvrqHL/ygPjcjHgXN85EvS/D9izngEx2FvSUlIzaMffSxcnu8qC4lH+jjYySkorJTve80PmLys4LX81UI6AR0AhoBDQCGgGNwOkiYHNxVczkYkDUC1wk4cwWs+7IU94NpYc78pT+HqX3QsWKGE4KZYxwtRNjPdTKJZ/hNRHDwulGxGPEhHMeit5hLNmSeRnOiCjsDDihJUSjg4lB4rYhIwaELhJrUkuqnMbaLdaLVUSDg4keExooUs9JSKKwXKLFsTimClR3MCidghpBK2K4MJ/sQYRdvcbYj/efxLKYudZIBn0/5pPdn/j9OHc9J42ARkAjoBHQCGgENAIagTQC8eGwKk9mG16HI2l4QExvBvVttaTKNCBG6Uf218cAACAASURBVO3Uzz1+hBkbYi69Ys4+6jrX0OtF55d6sR14LXWkpw1BG0HsDicvVOxF2tgYSrtmZJ2XLIui0cCB6NVgP+U9ibhNr4hbCUleNDTYh+vLVGBLbMSQoTDkwT8rf2VxmQDQqjodPZsxIN/ZewJbXScAnP7SJIXkZfLPn+M1PjzZsphL+Fw2pGKGN8Pm9iIVNW4Wlx2ImSEfVhrrVBnMHomMWIpj0Y1ZbxmPfHkQDr8EmfSZ11YZpF/cEUvPI7Od18JDxmBdpvzZ+lnrThcf61hWPpll0p0L+WWOmfzHrD9L/C82fnr80d+/zM8983rM+9dyH1i/9xf6/s2UN/N6TPktzzBrnwst/5jfszHks86Hcou8mXwyr61zlH7n4vmRyTfz2iqv9T4ZSz6ZTyafzGvSnQv5x5JjzHrLfU+ZRN5M+szr8yV/Jt/M60sd/0x5M6/Ptfz6+X/mz38eSk38mHyeHPQhmPlxZb2mB8RpN1cmUefmqibPSFC5MibMmI1wxK3iuLmrLePDaViI3s5+docfLpthF3Aw6u5MNo/hFbEKoPhGgsreSNsSsgsWCWksJOOGxqoYWaPgzSBxCTQnM7FsaNVInAj5iJGhBresA+O17ICVpsuIE1F9SDfJGJBdHUP4zIYjV8wuWMSHO2FxD2XuycygdN6I1mvS0MpN2H0jezdzQ7Ukz2FJwpbypelJy3qP5UCZ8egy+3NcxkRI/5QtZOwVrX7dJuYrY5MH56H2qI6NzMnKW2SlDExcx5juZ86B9QoXnlGTNM6Ssc6X4zGNh48VNzUfuw90ybEPx7Ty55eZc0/LQbfmacgvn6HgR9kuNP4K94uInx7f+B7zHmCy3l+8nsz9O9Z9fb7v3/R9fxHvn8v9+3c28mv89e/P5X7/6Of/6T//+ZnTASAGSLB/GF0dnZhRPS1dZ/yanPqfccRMPO+PyXASOI0jMuJ9cDuLEI33KUcEj9UYFeth6vPilFAMTJ2fdgCP16B3Q2wAyUknfVhHWvJN74JFArpZGI9BKyfTglGejUhQtTP63cqYO12BJ5xbvBvpdnNNmbywJ+90GyevAuBHXDp2J/clHgmIlwmOlfe0G96VurwchI4l3vfngBCHzLiIsbC5OPWjYzYujgwy6rmQZTwe47WJDBc6P5cynQte4/EYr424TdQ+GWzH4zFemx5/MuiOTzMRvuP3NlrH4zFe22R4nw+aS0mmcyHLeDzGazsf2E6G56Uk07mQZTwe47VNBquJaM4F//F4jNdG2SZqn0j+iXhMxH+i9ktnfOrU6iBC28hqo7Gk41ly6YMBqffHnIZXY8jYejeaiqn4jpjDYTgW4nnK+6HG8HqRpNOAgekWZ4N4N5JON2xOLrOixREDzP2gVMzHkLGjrhFjbpwVaKdVQsb8Y3wGl0KxTE8HmcqfxGzI+jAVfGKJYhE6xYcnYdPHQ2uJdom5vEsJya14uQ7MTNxli33YpowPc62ZtE+Ul0yPotbtw+u9fYr0/bwD1kRY6HaNgEZAI6AR0AhoBDQCGoErBwHqz8lUAkgZS6DGm7k6/TwZMnR+04hQer3pLBAdnjaAOAzIj2PQWGHOP6FjTjtCdtWiZ4PtDIxXur4l5oO05Ck8nL6UD+G4sQ2uDKKEN2M8eD4IiZnUIFzBIm4YHiDHE8wtMR6KEECIS324l7BqdxprwxgJT/dOxHDvGMuxEojCmIzwUbtkhY01/8JvvPyOmnyjOQkcbOlAoW0Q4ZQLPp9PBbMznsSRGkI4mqtiS0KhkDppPW4u0SEd67LlMu547WPxY1/hyZPds43HYPuzkS9TLo7JOuvYIgNzdb6KOW9FZJGR7ZIy+cp1Zv9EbhyOISfyvMlT8PW6hzAYtqcxyDa+jCn8M/Px5CGmEiuU2W+sa/JjGxPHzkbHNvm8zkY+6StjZo5nHUPkUIKZMmbS8/pC4y9ySS5zYZ5NPtIxWecmfbLRK+Jx5ivjSi68mGfjd6WNz+cav2P8HuYOp9LPPSteglk2vCbCf7x2/f2Dwl0//4xn6uneX9ZnxFj3q9y72WjZR//+GN9QwS8zv9y/v9nmwzqmbPebtFnvF9Jm8pHr8fDJxl94XWrjnzhxAnn5uRMuv6LczgTP2KOulzKNiFworwcdAXQWmA4BhY15dp9a5WTZeIo2AM8KoUFheDQA7pbFOp4byHrunquWXcXz0jYDebKNhgmdGrbunqCKXpa1XorAsgZMMTINELYpOjPIPB04bjkXhDTK+jHXjsnSLeYSeEIaJRgnawbBs80aHxLoO4mKiooJAY2mbDjQOQh/uB8pL5ePReHLMfYX403GGzHiG1BKMsuisGYaJOPdbGxjkps2M2dbNn5iXGS2K2Ymv7ORL1MOuSZ/js3E+Uo9cysGBsXo9mw4TNSffKy8Zd7WfsL3bMcXPszHG8dKlykH5RV8aCRZDVP2s36WMrfx+GXyn+z1mcifDT+RUdrG4ys07CNpsvIKHftdTPz0+CP4y2fI7/l4n/ulcv9Sjov9+cl9fCZ4Zfv+cD7kKW3j8RUa+dyk75l8PuONMx6/ywl/ysq5cK7ZXmgJjhr/7C/TxrsPLtf752Lfv5fS+KLPUiaPNw/+ghz5SoyZM4aYsYE8CV0lcSh4o2oHXNlISnR/tXzKjOsQpjQgrHHfYhdIn7R+n2FwsL84NJTuz4MIOaAEj8gAVoYcjO4YJg7AlGairox/HJRGSdoiMne6kiVYikrtKWwcfCjCSi6s6DUJDoQndRCh9Bkrt6Wi6lTsbO00XtRJ4JZGHoDHMygmStnosvGz8snWfrryWfmNVyZfJp4Ibk3Z6rPNxdrHWs7W39ou5WxzZdtk+wuf85WPJ8dYsp8vWS5H/C82fnr87N9v3qMX+v49k+/Fxf78rDJfjt8/q/xnUr5c8Ze58h53xsNj/laP9R0Yb97C+0Lk48kxluwXQq7JjnGx5dfjj/38n+gzVIc5233Id6ZGvfRP6+GZBxCaoRSMD0+HYFicEtJPjA51bW5aJU4H1lntCDFqbOldsCxWkAzCichuWGJciOFhHdSgz01HzrOftAsYvJaUyUO8L3KwiTqXJDyIsjJ96JtgpnONgEZAI6AR0AhoBDQCGgGNwJkiEOzrUjst+jwp5Uiw6up8+c+dcEVH5xhstxoPUqdoTLvBWie6PtutvNOhG6anhXq+PT2QuZ6LjFhHw0O1mVvxSn16oLgRuK4CSsy9fyUIhQNRYKEVIYQnr6WOufKuyGGIlvGs51MoZvrfaSHAN3vjpYnwPdv2sx0/U/aJ5MmkP93rS43/RPKc7/ZLDb+J5JkIj4n6n237xR5f3gqe7TzG6n++53ep8Z9Inonax8JR6k+3/+nSyziTzS81/mcrz0T9J2rPxO106TP7T3St+U+E0Pjt5xu/8UfHqPPUJqK9mO0MQlfHHVAIxm2Y+jt1cW4KJYleCknU0dlOehopYlxwF1sm1caCqftzQyk6FkhH54VqN4PcrSuinFbPBgWxpfIUQzJW222ZBokKVk8EVaQ7mXKbXiSMSHoVeIIhpAxZYAvnGfEeMKLdDdcMjAD0VCwtPLfpspPPsBEErwJg5GBEJYX+lw0BWrDc/32iJGs8J6K7EO2y7vpCjKXH0AhciQhcSt/3KxH/zDnrZ14mIvpaI6AROFcI5Pvc8OUXnjY7no/G88yiqTx4c3zmwdYGG7WDlekECA8b54XEPH7ADMGgkyHkiMJm6p9yZIYYJGxnbEhYxXeP6PVc/0QjROn4XIpvxoQ7JWbDl4gjDMP4IGEybghkBIYbh4vITI2drcjF8JYoxjRKhgbV/sEcjAJJsg1Fkcrl6YK0oKLm2R9uuO1RY/JqwiNLtGht8ceUp5fqNBoBdQihOw9lRUawkawXpfVPvNz2EdytPcdql/XPqt3tPSUmRnjI2wU5+MZaL6eZ8hRau8uGZCylctJEk1Elk8gp/SQnX+nPXOgnM570Iy+WmTL7Wfkp/mbcTybdWPJk0mW7FjkUf3O+mXRj8T8f+MtY1nw8eUh3MfHT458d/tbvFj9nfpbW+2o8fIVecuv3xdqPZSahs+asv5j3D8cWeU5XfitOPOU5MybQmPWpzxVrvYwvzz9ps+aUj0lwkjaRW/LTlT+Tb+a1lR/Hlnslk24seTLpsl3L/BX/C/D8k98X5rFkVGFKuTT+l+fvp/V7kXl/XYj793IaP/28iqYQHOqHsc5Ivr2Ty3l4MpAET9EI2UKwmbvQKp3dYXgsaBfQsTAqPMLU6enBSOv85mZT6dVPNAvMduP09NH6KPuplDBsBLULljAT8eWagzOIhEl5PTJORVSeDWVcGIcXum08WXEoTU9DhSnbmjLyk/5iDZFWDiKMhzqRVzjxqY5qgCvoH70f1hMwr6Cp66lqBDQCGgGNgEZAI6ARuKIRoCFyoiOI0rKR09AnCwiD0OkBsRoNovOThxgJ1NGl3ljFZBgT0m6NC5F2oRdZeJ0+30+FebjSseLsQ1NIJWHKC3o9eC0HioixIDth2d2+9Da6PNdD1nRxL2Em0jPxZHU5uERVcHmVuS6M/JWl5HSnDz1UfcxT0Lk1qvaAKNRG/UskRtbojWrQFxoBjYBGQCOgEdAIaAQ0Au9rBLhT6yQ2a82KgeEBMQ0Ni05Og4CJoRg0Lqijiy7PVUwSEyKx3LQPxG6gx0TRJ81VS2asCPmpZVpmjLnYCKxnH7sKQjFPNmSlWDJqYHMtmBgLbGcKR4wTElm2O0Mq8IQ0SoCMoBPWMdHw4C5X9KgIndUY4bgck23K8+LhSe7qiBLVX/8zEOD+zTppBDQCGgGNgEZAI6AR0AhoBE4LAZcHDEQXHd9jM5aHiiOB8d/ifKA+rnR4R57S+5V+7vErO0E8KGnDhY4HmytNn4z70jo9+9GxwUSnBRPHt3M5j6o0BxJLhoaJSoySNz0aIoiVXqwbiaRnP7V+zOwj9fSeCB+DMdQkpUwLSwwS1jEGxI2wNOvcRCBhHx00pIHRCGgEzgwBrofXSSOgEdAIaAQ0AlcKAjQ/0ikxaHgoLEuvqNPTWWA1LFim/k8dnrq82Am8puEiej75iqERjfepYdhGjwrpDEdDTPFiiIad3gwxNshM/mjdkCBzmy0KIYKQlmUaDozjUMKYuQjMehULYtm+i3RqcvSwiIHjyFOHIfKa1pc62dd1JiE2aWgvucK5UHh484grLNsEGaTePzxyg3Frzq6uLnR19SESPf8eJY4fiEZUsGM2+d7vdZx/Z0Abzufyc57s9yYQDYB/EyV+J0g3HLtwnxODKSeTJAhzMrSpaPek5jsZXuPREC/Gnl2s+7qnswn7O3aNJ+Il0WY8Z7vSG2FcEkJxZ8xgJ7qOvjuhOAzqHurZB64RP5PE+4SfFe+ViRJ/4wN7diAS6p+INGs7x6KsoYGJt4PkWJz/ZGizDqYrNQLvIwTo/eBOWEp39/hVzjITc/4pXZ6GhelIoINAlmVJu7Tx2moniKFBG0L0fBotpKPhwkSjhIaO48//6n/9DRIRJGyjlX0SRxIu2FNxxL0JJONuJJ1uJJJ2JOBQzFyuFFLJlKpDMqXq2M6+pHfYEqqNPMjf6UgqfuwPZwK2uANuBxRf9o8nUuqatIl4FB6XB06n05D4Av1vaWnBum2HceDQIexv7kY0WYqK4tOTQXh4C6agKMehHsjf+ekebH23HZte3o0TcTvm1RarGR0+1IQNO3tRUpSDPO/E4wwPxeH2OLPiwof597/9dby46wgWzJmPfE8Srz75M3z3h2ux7UQ3KmfORXne6F0JziWsoYEA1v7k7/Hk8zbcuHImvM7Rb5ipMG149RW88dYWHNy5Da02L+orpowpAn/Mdu89hPyCYng93OAgezq4cyueef4lbN99GIcP7EVzazPKqqvhdUyMZ3aO49fyx+/ooV3YeeQEKiunwWFOk4Fhzz35c6x96gUsXnb9mJ8n5e2JOFBaaOw6N/5ol38r57urfRi100rUZKigbPzNi2gLRNL4EdOt657BlkMdKC6dqrDj/fLia9/DxqZtmOKoQmFh/phg7N/zIp7d+lPs2PtL9EQ8KPDNgNvjSn820pHjbFn3PF7Y8e/Y07wFOeXTUeY17kEqKa+s24xYcfUZfU+6d72ON99+F47SevW955i8J15+9wfYsH8bFtRde4o8IheVqe++8CfY0bwF77UeRol/UZqH0EjOOby09fv47rv/DVe0EFNKjHud8v/ylbeRcnswtdRwc1P52rbxRew51IopVad+J4XneLkNCby69vtY+84+LF+8FJGBk9i5aw+mlFXCKTf/eAzOoo1z3bDv1+gbAqorGk7Bj8ZpAjZVz/kfjfpRwR0XbcYe9lSmN29+B3l5RcjNHf0bdxZindKVz95ffu/rePSJF+AonIa5dZWn0FDBt42BF+cpMp/ScZIVNDTWvfALtPSnUDmtBA4Tg95D76B7w1aULLpWjR8OdqLxjdfQ2LwPTvs05OR6VH0qCTQ+9gTcgePIa1g4yVFHyFLRQfRv/A16u7pQMnOOuvc7X3gCRw9uQ+fB7WjrSKC4pAzxKHfgiaH5mafhzffDW1YxwmSSpUR/NxrXPoP2uBuVNQbWw62d6Nn4JNrWrUdfXwd8riK4/HnoOt6O4DNrYatejrxC46wAYrVxw6to7g6hdvpUNSqN/3fffRdDCecV82yeJNya7BJEYGhoSCn+p6sjR4YiSDhc8NiR1uepk1Oft9ltSu/PnC71dNH9XR43EjY7vI4Y4rQHEiHEU9xBcCRmxJNIKDtB6fi2KBw2L6LxISSSCaXjO+wOZVc4GZMRyaUbxQxKMUeW7XcNS8gMMIlElWuGJMr6CQ+mI+mVweJhYImx1ov8aDGl9w82g9JpFdFjgqEo4DBdN3TjWHbcUrwyEbhA115bDK6YD4+/2I41dyzHTADNHT04fPAomoOGQvvBGxeipGTkkBaraPwh2bVvAC2tSSxeZLTQnbVwaTGm+afgpXUH0Xq4G7iZnI20+dVDqvCQWUelZWdLPwoL/agtHW0wGDEg5oErZn/SH963Czv2NyIx2Av4KhAKD2Ff+zv40WNPoXT+XVjZcCPKvdll5o90IDiIwYEheGw+2PwFqKkoOmXLSCqE2958AwHndCQDLfD4y3D9DavgdcVw5NBe7Nx9FMH2XsS9TQiHIvB7RstJcY/u3o6dx+OYWV2Odd/4BkIf+1N8YEUddvz2Nby1dRdKKmvx4AcfRKE7hu1vrcdPXz+Kj3/EhvqGmaipKFE/auuefRybDvVhweIlePDONbDHB7Du+WdQ1rAEN9b78dr63aicfS269m7AsKcU1YXAG2/vwoIVd2PNgiL85qX1eHv7Ptyw5i7cel0DDm9cj7eONiOUcCMvL1d9qdfcfDtKPFE8++JLaG5uwaI192LNdUsU4t1dx/Diz36Eqdd8IL1t59HGI9j1zlsYGh5EpLMRw3G7epO4/qknsKuvAPffvhJLFzYoY/SxR/8LttkfwqfuXoi8KWUoL/Sis/UIXnjheQzYCnDnXXejoboCNGS5kUMqYoMrzw5bgQ2xY73qc+7u7kFuSQUevOdOdJ84iP1HjyHXHkNjZxTL7vgAFigtzLxBLBnvz7ff2IidO3bC45+CD9z7CIoK4njx1VfhddPwj2PT7jZ89I5VcMTasa9tANOrKtG4+Vk45t6Lh25ZqPq/vH4zptfOwcMPP4DYwHG8tn4LyisqUDWjUuFQWLsANy6fj1TgGJ544gksvO2jaSlibbvxzFPP4rbf+b00fslYP556fh0qV9+TpkvZ8mEv8iLRcQTD3pMADEUhTWAWlPIGoH7RHZgVbsVvWpoxt64D5baaTFJ1nXfVLNyGP8X+XWtx+O1OVK2ZC7/HhpTLj/fWP4cTzlwseOCurH3HqqSi//QrG9E8nIep1/KtrPG9DfUfxe79LyNY0oBQNAm3Z7RRLvxaTzSj01eJ++fdifycYlSWcMHsqR5LznXf3tfw2q79+J17voL6klkodI9sTPHik79Cz1ASixvqFOuUnfdWM17f2YaGRdfAX2EYgTLuRDmNqjcO9SFmL0BnSxB9fb3Yvv5FvPbGNvSHje9lUY4PB7ZvwvHjxzB/6WoM9DbjcFsA5VOKkQr3IuEsQGKoF7PmXYuZ9TPUG3l+rxqP9aBmyQO496YqDPT1orvb2Hee93xB5VxUFgM7mjcjFGiBt3ylulfouTrUvgM93QeN+XlW4oa5MxEaCuKXe9fC4atBnvNOlOTXqc+00GnD7q1v4eBgFJ+9+0543NnxHwuHSG8TXn3mKRzsSaG6/mpcc+1SVBc58ZuXf6O+Q7NuvB83r1qAQl8B1jz0CQA/Rf/JNgDL1Fv3XU0B1M+ahwM734K9sBp1VcXYtuVdtHUGMcXvAX9vply1GtXFNuw/cABD/UPoCAylnwFUqte+8HOc7I+gpm42brrtLjgjJ9De0a+e1ZSbz2s+L/pa9mDdW++hds0irDG3Y7d63rhFejrt2wZ3Rw+CCTsKSu6Bz2W84CmqLEabfy5O3yQAuDkNU9BTqbZiZ7nvWC/QchDlN1yP/u3PYA+ApTdcw11AVYrk1RqFM/gfrcxHfYkhN3FqeeHnisvgvBvhfumHaCuvRMOMcnj6B5HwlMJled9j93rRfXg7ntu/DUsXXIWCHA+c4QB2v/ECWjEDf/ennz0DiXQXjcDlgQA9INFUgTIaROJwmDq5sSqJOmtmoo7O37nwMBRdOBFWulLSRk+JLL0a8XKo/olB076IpW0FWYhDG8FpNTDYQRkWiUH4nN50BAYNAm6lhVSeGoh0dK3wwEEumTIOLTT2/6Ujh4wVTSSIVK5bHT6irCPTJeM29xhWfHP84CowFSOSMJcp8LCTUBCFpad/yIox8pn/nzJ1Jm4tiuNI6xBunRtG7YxiNDUP4Qe/OoZr509De3MvNuQ14941s9LKk3W0RNxQGmbUl6aNBx4Wc/M1heCbp6SrHwuvuybdZVZ1MXIqzENXzNpD+1vwz9/bq8b7yu9fm6ZlgTEgSNKPNaJ0HFn/Er754x9jRsN87NzbiNL5DcjxOLFn6wG0dAZRXNuOSPQ4gFmjePGCCs22t97Esy9vRDwaR9TpwZS58/CFRz6N2pEh0v02vPQ8ntt2AqtvvAY9x5rx7pGTWFHvxzNPPwNHThEaj5yEszZ7oLzdVYCFSxahcHYebr1rNbY99zgee+5p3HTVB7F7y5tIDCex5ZUdiOXW4BMrirBh3UZseuEthE82oWHF7+J/fOF2JPqOY/+OHfA5C/Dq2h8qI+2mJQuwcPFCtPAHFVV44Hc/peqP9bbh3x79JuoWzkKJvwoL4wNobBrEvn374LPF8I2vfx0zvv7vaBvoxf/71csor5+G3tZuTKmqVfd0Z/Ob2HuyHEvqa/DD734PR7o+h8/dtwRdJ/ejccCBufXLFC6H312Hbz36GPKmzUXg4Ga0Boxf164T76G5qQXx4QR+9kQbSsr/CEc2PY8N7zXBffTHaN83Hfc+/Ag+eOsy7Ni+HUPHG9HUNYDHB5L4w0/ehy3P/gCv7ehCyBVFvi0HS295AJWuPjz208cxc/FK9O/eiLycPCyc7sR3/+tRFJVVoq7ci43v7MKnfu9TuPma+vTnJoVkNKSwHoo7sG/fXnQnp+Grn14NdB7C3zz6NOoXLMbUnAQaUzdgSiCAx7/7TQzb8zF/wVWYPTUIGl+tu95EgceB7a/8HEWVdVh9dSmeXfszlNXMwuc//VH86v/9Gks+kKcMtp1vrUPTQA7+v4ZqEUHlBRXTMXPR8lF1AyjAdbV1yiBjA3f6mDP7DiT7wrBHykbRWi9SNjfmzr8b81JRPP+b73BnDCA+zUoyqjyvfA6OHv4ZNrXvQ13xynRb0fQZWDinGu2dhncy3TDJgj2vGHW181FtntGjPH7bXkXBtFtRMAke4a4D2NBzUNFPLW6A22JYSPdICnh1/8/ROXwQa18A7rzjXqyefqt6FpXNXIrlsw1vTjCSUgo4MaxfshL7Wp9BZDKnl8pAAN57ez3+6d9+gKmzFyM/sAfDiUplXL/71npsfvsAWjt6ccvtH8X9D9+u7on/fGID/u6bN+LI2y/gza1deOTD9+IH3/k2YiVXY25ZEs9v2I5PfeqT2Pyrb2HbYDVWLZqOp3/6rwj2PoQZtlY89dp76hnU19+POctvxh987hHkDw+jPdiGWaVNAObBn7Jh654XsPX4QVROn4dw7A2U46/RFdmA3zZvRJH7bSRCzZi9+E7cVnULHP5y1Ffk45cb92HldavGNMwt004X6dH92395FMc6AphVU4Fvf+e/8SXPH2Jb+3Y8+14PVi+pxRu//Daamu/Blz7zMKZNKUXSXaAMQDIJBoJ46tdP4aHPzIAjPoANGzag4M7VePPZn+OYbQZyhpoQc+VjeSCJxKJF+Pmj/61eosSjMfwg/Az+6pMP4jfPfAs7O/JxVZkDm3ccwaLlAex+9Sm8tXU3QnFP+nn991/+PPpiNvUMvmZeVXoOPBeqeO4K5NYuTdd5vF6E6mrh9pQicbQZqTm9QH65OrvJv+Z3YUSFpsknXeD3cMrqO1CWU2ieA+UBDZrOFmCgcjpCm3+LvH2bYF/N56YfNY/8ATxe0xKZ9CgGIT/Xq+96JG3otx/4LRyRbgwt+SqWXu9Hf4kLYtwUzl8E38w6uJwjHlQuDV+zejXeaHw9PTJ58vdp+6/WYVfH0GndK2kmuqARuAAI0PPrtGdR0CYxNl9iU4/MsXgsVDeHaXQ4DD3f0PHN4zJ4sGAkqEItjOVULnVOSNhcAan0e9LQhjBtAsTMw8dNIrEjVNx4gmcGFsHJeAKeeGicZm5IT4NCiBRDei1S9MEYJ6GLYIqa0fGmEGIh0Xri2xBaSnKCuvC3Bqizv8SgqDGRZ7pxAJ/v/LnLjVlm/8+3RB4klaGQ53CqB2m+rIU5QwAAIABJREFU34tbbqvGwsqFGFzaiKPHgxjojY/pBTk51AG/Z/SbHbrfW5pbkToex7KZI4ZVyl4A/8DopUJFBeX4yDUDqKkd8ZKkpWV0vrlxgMIv2IkN+95C8eIP4Kt//HE886ufY8PeYQwlfLjt/gfxzpE+PPzhP8GChcaSjDQfS6E4z4Hi4pF2W8yBHOepPww2dylq58zHYu81+Or/+BCOH9uGb/7rz3HyyHSU1izAlz7/Sbz5/ON4bnsYrjiNJG96PTQPqeJb7kH+SHpcyHHa4C8sRGFuGIFAAL3DSYRSxtusw41b4bnv9/HwHaswUDgfn/nwZ1E9pxCFrhhOdjaiK+mHfXgQ3UMJ7OvoxM2u+fDF+9Hfb6wnnrdwEcqK3MhdtRr3tfbilgc+jquvrgVfPnP5TX8EmFpUiL6Oduw5OoQVy1ZhzU0nce2y2XhvT6N603nk8G6sX3cIrqIo8t0pJAPtoFzAEjQeO4y4zYeZZVzrAezcvkMZH3/0hc/B3rEUf/Wfv4QtPoBjBzvQnciBM3oczV129A0mserBR/CRHTvgXfYpfOTWq+D1eZEIdmDgZBtCzgLEB1rRwvsrGIbNV4iiKTGUOZyIJeIoywljSnEplq1cjfse/gTe2/AMgoE+FK9YjfrZM3HvI1/Ewionnviv/8D2HTvTBgiXFsghlV2dJzEQd6AfeYgP9KH16A6kbLfhuqULcdt9Kay87T7ctHCGUv7DwRLceudmTJlzD+65/UZ1oOTRg9vRPuhA0pWHxmPdqG0NqDfAf/Z7D+DH6/Zgd3MfahevxK033auwOdwVRFFxJfL8I68fqSi5HE509UbB9TI0giODA4renjta+S9LDGMfAFeucb6QIuJDLhnFcDyVfvtPHjQqjvZvw9zrPpU2/kmv4ipsbvX2m0qSGi9agXKHDXXTWoVlOudLAmuy9rfWjyrbYihwJcGe9KYw9RzYiXXH1uPW+XehseMI3t19JP2Z0Gs5GIN680p55sxejs+WTkfJUEy9yd/S8SZuqrpNGRZqfPMQu+H4sPKUVNdV4gbXVGzY+SpmxFeiodaYlyOvGEm7Hz43d1gf8aAMRC1vv03ByZffy7HStrdfUIb/Vz62Ct3vrce33jiOGXX1+ODHPwVb4To8/KX/iYYiJzweN6Z97NPYtKcNvceaEAh68eCnv4RZVU5Mq67Bqoc/jgdX1eJv/vc/4I0X1+LlzYdQ3pCPpuYE+rqOoe3wTly9vDb9DMopLUd1WT689qQyLJuH29DYaudXT/2u3Fy3Rnk67lh2Dw4cegV2rwt3zn1IeUp6wh/Cw3delb4vOLeZy+ageOerQKdxv7GOmAcG4vAXGAe6ZsOguWUz+k724U//6d/Q4E/go/u2IRDow1N7G/HgfQ8p7+uhGaX4+6e3YvgT96pXQk63E4WuhGJXXDMPxcXr4bcFMeem67D35NuYMrMUC65dgZsra9DUXI3CKdNhyy3BjEIbrrn2GjTc/TDq4x14dnsvIjEXfHmF6G3egcZwJfwVM+HxuFBYVIj80umgOj0Yt6M8r0TdJ0lnPpyu0b8lFIRGqM+yZ2fwcBOweRskKmlvUyuWzShXMvvyT13qyt8uOfAvG07WOirxktiv32uY3vEtIzE8rOfvbPaxIoglTz2wUXhac85LUkG4H32eUjTURBTvgowlZB7fqa8AkrmF6EcJkhbICkqrkJ+Tj57mg0CF4fGWMXSuEbhUEHDGw4irF9GnrjKZSEaeAWLjI8q876nP+xJ2RFIe5eEwvB+5iA5xIyrD0WDYCYajQBkbcWP1kypbdtHlNU9OD4cNW4HnAqZExIi5JS8FVDvsDhlB6JnulpAjabhmGIjuNXqr7XOdZtC5edIhB5PEMi0j5fGIM37EdNNEEmrZllp2ZfGwyLXkdLszSaALyxdjG14Gap88FkZgIIyOuFcFboeGE3BEe+Hxx5E/FEBpXwpxR/bgN4fTpt6+U/7M4Nl9O+zwLyhPKyhqwua/VKgyTT+YiKM5HEdP6YgCIbSZoRB8m8VERbSprQ097Y3o6z2mFOCB9kZ0dZxEy/FjahmZ8MjMi2sXYMXKFem/lcsXwOsbebhb6VOhAJJD7eg6OaQU7MGcGfD5SxHsakNzRx+aG5sRGAqhPx5Xy6WeXvsY/uEbj6GpOwqkXBg60YTezi60Nbdi47qNKJhShe1vrseezhRuXLECxbl2RE72K9x9XmO5SE+oCScOHsbOXUN4ct1L6EcBblhzJ1yxAYRa2tRb+U7ndKx58BO4976HUFbkVwpGT6hT0VJ+3kt8+88xhwor1JIu/pD3DgbR239IGUGBviD6hhLoTCUQT8RRVFSolhEtWrQIK++4B3ddt0zx9Qzmw5kyvDxUZJjaAg6cONGKHYdbMBweRlNzi3qj65p6A65evhKuaDe6jzUpI6iirBCtTcfQ2X4c+3ftwJvbD2D9u40oveomLFq8AP1dLehPxlE3fzHW3HST+lyYV86ch8RQHwKBftjBZS0BHOwLAPEQeqI52N9+BM3tPYhwL+7/n733gJLruq5Ed+Wq7gaqGxkiQDQSMwGQYBAzCIpmFECKsk2JwZIoeTRjyfbX2F7ff31/a2wvW5ZnJFmWszI10timGETRFCUGkaCYAQIEISIROYdOqEZXrr/2ufe8elXobjQSSQjnrtX93rv57XpVdXadFHW/Y/JX7D/908/j+WWbxSzi1ad+hOfe3I8rLp6Hae8bg+7uHhHQt2/ahMktNWQTVRwYcALUjpKLhFeLt6Gn193vWy88gw17Cph/0UWYcdo47O7bgEgtiTOvuRWtpS75lXjGuRdi7iz3/NDqL5t1Jpb6HJVT7r0+esAJBSQFybb6r5Paj9ju2lfApsI2bNrUSIgfuv+7+MZ3HwV/6Wc/miX9/fM/QrL9/WiPZwPnbJrQ/MOXvoDHnntNpqUKefeGlUhNOhPnTlqAzb1loODuLV7xwle1NzAhodby0fv/Ho8+/jMJrqB7O+RYS6CvFMVAvP65QAFnxrjZeHL7c+Cv8/lEvW3pc4/hy3/7NXlf8v6LlSTS6dFobc+IcF3eVxChkvvl+l9//Gl5nagBeF+1gveVr0Hi7HOR35VHIVOfV0wwq70MMdiwxSz6RHjVyrU/fRhf+7uvyS+9Wtd87Ii1oG/PamzcvgtbDnS593UljVEJ97m0b9sOrF69Gms270JqzHR8/JYr8dUvfxmrejpw06Xz0JYZJSR645YebNi4VYh/pWUyJkyagElnnI4FV8zHPb+5SEwpp3VOw5WXuM+h6665GHzP8YuR5qHUgMVaN2BPdy+IFQkJC79vaJ61r2Uj+mrus6JY3Y2uvm3itM5ng2VsZqL8YFBC3Tl69Rsr8JUv/Y34+0mnQf6Nr6bkvfzyK2uwbecebCu1gwJqe3s7Nm/sx+ZNO7F2+4Zg5I69+9C1bSO6e3plr2l0IVrOYeO2Lrzy6hpsWr0Svfsj6D/Yj8JAWQhoTymG7p4e7Ow+iFKxhMqOKjoSNezO7cfBahXp0e1O+zhrIla/8jReX/4Gpp93QfBZTawumOf8NWiKerjC90p+gyMDxeuvR2bSWGx641Hs3uTM3wYb//Ybz+ArX/kKXl9Tv9fB+g1WN5Dfj+S0MzHtlo+IGRb7FPKNGn8dR2Ky8vHv4Qtf+prgp/UjOcY7T0Nx8xpQE0JzrK63nkZ+Z/31HmqOMck+RPLu8459iGF/NYKug0erBxpqJas3BI4vArFY43fiSGenE3pZrfGZBySflGThknTcp96QfB1UPKTc+4AZ05Un0IGc2gvK/BrxipZQTEROC6pq3PVlu7OwSoJO7LSiCnMGjo1zIBlL0mc8500U6f3uPeLzJa9W8RGv2E7SUCy7en5JOM/2VqDS7cyymM7de71zs9R+UBDJF3JCUGi6xXZE3JcI2ZAwrEJF6otiP10nNyMF9nj027h6HZZsymHd+jIeeOynuOb6KzE9UcKqpSVkx2xDdGsUz6/eg5k3nIX6bz2NK0fKOdSSY0SA0JZCvldIxcJzvGOIb9AP40hmO5IRr/Go9uPlN3egbXICOKeumeAQWlGQvSo94APyoYU3YfmXvo2/+OttaD2wGQOjz0Hv7m147dUVyO3fjv949AdYu/0CfPKeOw4hP/xCnzljlvzpXoc78lf5F197DvFvfBsH9+3GbR+5D+eOB+jX8NUv/AVqA73oK3VgfVcUk7MFbF27Elv3AQfKJVTzeeza14Pn3n4Tby9fgoHkWNx747loy7XiZy/+O558/Els3d6Fqeku7OzqwrSL5uK0F1/DA9/5JqLp0VjwwfswY+o5WLryFTzz8y7n4L9nK1576TUxffr57l50dk7DwgkdyHdvx6M/fAErlm+QL/xFty/GwkvPw1mzpmHVS7/EzzavFILRt/YZvLidQkA33t5TxIFSG8bv2ol0djwWXzsPKzZuxdv5buzauQundV4p0FBzc/DAAHr2b0Nt3Ax84P0Lsfz1L+Nf/mkjIr3bUCi1oKenFwvOGYMnlz+GX47LCFnq2rMdBVyKznPm4bkfv4h/+Ien0T5xCm69+VZcMGMMlj71MBLVfiSKBXQfqODKSxc2PEMUHh5c9hzWr12HDetfENK0cScFwwpilRxeevhHeDldwOmTz8Inb3a/3vEX6Q3LX8Kmi65Dac4s0XQ8/soGPPnkk+jbV0K2o4bnXlqB1a+uwJLV+7Bhy35ct+h28Y159bFn8OizO9Cx9mH07Z2Pj955B8bPOB+5l36Mnzz6E1STo7Br7RZ0HShhxtgOvP+iuVjVswkLr7wgeISmjs3iOy+/jb07cxg90z21FOxIIknowYAU/MzJHUBrqgZUKEQ5MyK+his2/wc2VHZgx65voHPfpzBj3EzxIfjmdx/AWZctQsYL9W/teB7F4n6sy72AyqubMOqaT6I92Y43Xn8dDz3xEn7/4pvdOv1domHgnOnEVFwx9d7gV/CYJw+xUtqbkABbXn4R//7Ao7j0w6cL0QpubJCTaq4LmTI/hCPyutEk6r+efh4ef/qf8MKMqZgy0Zmh0TSLvll701NR82YhB9a9iq9v+ZmQC0599umfkhX2r3kN337w57hu8RWIJNOIRFL4zc4b8f0138a65ZMwY9wNOGsitUtO2E5Fa/LZPVBKIGzBRU0cNXD0iuFz9N1HHsKKHSXcc9/gwiAXv+bmxfjFF7+Gv/3nHozuWYWBUgueX7YdC+aeg1HJp/Fv//i/0DIqgysXfQa0sJt87jyMbnkEi2+5Wn7drhaLKO3ZiOefehRbXz6A0bOuwK8vvgXzpsTxyPPrsXJgl5grXj1xJojVDTPrZkJcn+Txydd+JFokdLRi6bo45nfeLqRja7GKvW/vE/Os2NIiLr65iCmzfg2/WPGvePyF9wmJu/3iM9CejGLnquWCZVu7+zKl9mzlq0vw7EtvYNHd/03aBvs3bs51+MD12/DCI/+C5Y/HER8zDR/7+Mdw7ZUX4vuPPoV/XvsTRIsHcNuHPiOmoc/88Lt4fdUGlNbuRWTUdNxz+yU4f/ZUPPafj6GtpRW7t+/G00uW4e0167EzMwljymX08gcEAJs39Yu55oQz1uKlXZuw89Xl+OW1V6F/xya8+cYm+Vw784yZOOfsszFz2iTMPPPQHVMDcrjC91TfhrV4eVIrFs+eg1p/Dme88CJSuY0YOHDuIVoJEuBnlvwnXnqjiF+74/Dzh9ePVPuQ2bARA7v2i38GCUJm4Q2HrKFjigf34D+eeA5balOQajlUY6H9BjuOP/8qlC/fjt1PP4HNb2+SLskPzBYfzsH6sy7a3wOau9VCvpHUxvPHpRmnHaoxHGoeqzcE3mkEqP3ThIJHujb9P6gFKdZIMDKSm49ziPuFn0zlesr5QiRCnIA+48U83zcumSAldedq4cLrKn+QqbypFeJJsaoShQMTGMada0acwj8ZCyp1/w9uigRBnMgLqkpxTiYkG/xQUjMtMhsSjGSkP3AyUebDDXBj9AkRUyt++Xntib9Pd3O1pLQzXK843bYmUeplTpN3/kNgwvsm4pbRU3HLnLNxINKLcW2j0ZJsw29/cjLGZw+iNrcTl15TREdrSG+rN0MfjXIN8dp4rF+3D/vndgZmWvQD+cSdZyGd8XZ2fsy6DTns7AfCBlvTO6fiq38yCqls3VRLl6AGJKXs1Vfyi/LP/3qG/PrNX/VZRnWMR3v7HZh98XUol0uitm82y9A5R3qk4EKfhnMvugoLLpuF08+7HBfMcsLi//X/fR7rN+3BuPHul8i2MRmkMmnc818+i55aG84Up+hW3HTnZ3DBni1AfBTOmTFDvowitSn4oz/qwL6eImZ1/jZy+SiyY9qQSo7FfZ/5DDavewtjJ52FaZ2TUSuMw9RZ5wPp0Whr6UC5OiCOnJM6z0AZaYw5zQl56Y7TcMc9H8N1t7ov+KlTp8uvp7d89D7MvnAt8khiUkcr8t7s64qFeaSy49ASrYAar0xLGtlsC2avXi3PZPukaeLoSTGPmolJ45bg9ZUbxNmXNsb/719+EStWb3L3XzqAURNmIHXpuZh58SpkJ0xFPJYQs8JkpIb5V9+OMVOmy312Tp8tAvCUjntx/saNkPuolOT1Y99wIVlceOPNOP2cy9A5JYvLz5mK67orqHZvQS7SihuvvVx8Mq675NxAqL7q5g/j/IuvRnriTDFBSs25Dp/7/TGC9ZT3TUe+1Id0YjRmfPx3cfWBfnlWpk49HXRevuiqBThrnvNz4a++3M8ll12AcVOno6e7B1PGtyNXBsbEerD05VV44Y0NOH/ePAkWoPuedcVlOO2x57F8cw+mzhgXEKr8rrexfss2zJ3lSDc1IPEDOwTTGZ3ThSgnRr0P8y68DxfEY8jn+3DaqCkyLZ1t+Sv6Bz/6ETELI0q3L/gczrn0t1CuVTClZSZaEtQM1vD6yhdwwRULcd1Vzu+Kv9R/7IqPY1XvHnR2XCDaMt3rrq1bsGL1Zky+/jKp4vO+rrYZp829Grdef+Uh5F3H8UiT02waWLFqGbYvuDowAaNG9P3zFmFmuojJEfd5tnfrZkQyWdx03cKg39iz5uLuaAEHWlpw5rhLkB3tPieoUZs27XTcfOO0ADsKW3dNnIE9tQOYOeGsoD7XtR5vbe3G2HGpwASLpl6bNm1CIZ9HrM2ZG4kpZDmK2+/6hPyar+QlfD88Jyn4vb/+U+xZsxvZzG9JIIRRHeMwtiOL+z59H9avXi/PwtTOqRJEYckzz4ofkv4iv2OTC+d6/rw5uPaqC/H+c/l+b0fntLsxddYKIdA3d54v76vmtXnN1/+cSxdjGq5HK1pQiBSQzCRx3cW/jyvp0xirYtasv0FfLC8mV5fMWIBxo6eiUO7H+zrOl9er3Lsbr67ZjM5zL8SkSe4no1ohj42r38TNN90QfH4Ntj7r7rnrXlx52Rxs6a7h3BlTMGHCeGDWh3D67DnYtHM/gs+FQi+uXXQ7Lv61O+Q9RH+gbOto3HHPfZh+wTrE4wm0jXImm7hqJqqRdmTbWzEwMICMmAeVZJ1Y9nSMilyA2ZffgkkTOpC+6+OYcfl+dOWqmHv2bEyY0PiDVHjf/PW+e+cmbNy0acj7IqbT7r0Pv7GjF6mOcYheeRWoPaCPRCpzqPlVsb9LAotcc+WHcO5M+mE1fiaF128+52fI2I/ch9hep12J3PlRjGpz3xfNfXndt28bNvfUcNt9nxj2vTbYWH42TrjpHoy64iKUdhaRmnYomQqP448ALy1dISZYogFJOrmGARv4oxA/g6wYAu9lBI7WB8QRF0aig5APyvmiEODNeoWEvCe8hROJSV2mb0VEfS48OAFZIYkpFwNSI+PEmb0/CEhFrhEp8wczF+43sm/P9hpJSH0BOG3EQc9Sasng2tlthV4Sqm9SWSEwjcSiFZKExM/LEdwM2Y/caK2EJH+p8zcmEbckKpbThNBUpquniHETssPaKId28p46fXvdFjz91j4sPHcaZs4cPurM0hVrsGxzPz5w+XmBMDLczTDPROuo9LuCC4nnD+//BlbtrYlQS+fpU7FQMF277HlsyrXh+msaHanfDTzoBP/gk68iPnYmrr/1piN2nuT98Av8aAt/qf7eg08JOZ17yVVYtOiGQCjmnC8/+zP0t3biyvlnSD3DKz/z6EOIdl6FW6+7BMxtQ6GY0cl2HozhmutvHfa9wPE0NTvv/PlCqobbN7HJtXUGUaGG68uITw/8Yh0uvf6OQIBjaNetuTbMOuuMYYUiYkj/oje2lXDlgmuGFKq5Ps26SFann3FWAwEabG/0uenJt+C8s88Y0b3+9MXVOHPhR/ABrzlleNif//QJwZXR5STaV3Eflq3chNlnny8+KIOteyR1JDmvvvAcnv35s+LHde9n/lheP2L/3QefQfv0uUf1XB7JHobqSxMuBtnonHdV8Jro+zdx2twGsjzUHCdLPZ+rRx5+FLyvW66ac1y+I/RZnTht1gnHimu9+NZ2XH7Bucdl78O9bvzM+s8nnkV3Ygru+uBVsh7fKy++/Dqyk6eO6PNiuPmtzRA40Qgw71A2e+QyMj8TqQEJ5Hnm3hNFQd2qKSzPU05X5YDcU5Nczzoxv2LiQR9oiuNdvTfD8hG0dE3lG5H9vbkaSYFWyCi6D1MbUXK/8pPhhCdkHyUP4WN4QTIpkhOdW8c09OGFliCaVlXmLuRzRwWuTvduH9UM43D7oN0rS0OIxGEGvZsEhNvih3S1XBVGy9CFVt59BNRJube3F+m27HERKo/0rvihlsh0IBV3zt7N45sdnikEVsqJQ557CrNh59Lmed7r1yN937/X7+NI98dflLv7EoglE4H2ja/xwdxBHChHRJM80s+4I117uP7q8DxcH2s7NRE42T9rTs1Xze5aEThaAsJxtKQRMyifFFyDQ5EHuBQcSdGGaB+uGWg6fHJC1ilvONxRxwuPqNTTd0T6uvaKBKyLykRlHw84tIASCjqqFOnkGkm4xX1f3YAuxGPzYuE+AaNq0r5wHEuuN4fxp7WLiYWvsgMj6+zfJUm1hoteY0AZAoaAIWAIGAKGgCFgCPxqInDUBKTbmUSmYs7kknI5C5UJWlgnLhgkHuqzIRZLicC6KVBSeELRPI8SFp1T56clVCpSENN2xmqUhcW3I10UGy6qSWQyTqwl1ib2YjJJxG2cpCXdkhXTKnbTDXAu/mmhg7kWbor9RLvi1TW6MR3PG2OEvXcjCpbu8716ZPxm9adp3iOdK5kQb8O+t4Mm/jLJTNTM7q5RYYJGOzEEDAFDwBAwBAwBQ8AQOCUQoMmzFpW5VQZnPet4Tesl8Q/3kbFcfT2hIGV4yuoslPFJWDhO5qzkEC27a9bxj33YRiWGyv9xp83wPhrMhh7nOXN5RRGJZYHKQLAhYUTeXEs1Jnl6r1dy3hG9GJwHN8KkgpEBRHxmYGpFCmLS5W80ZCsmd1LJIY96zgCps38BAnx40oNkGGeH2IFu/PD+b2N7MYv/5w8/KwndvvG3X8Uv1veK43ZHe3tg2x5MaCeGgCFgCBgChoAhYAgYAr/yCDAMLyNhJePOD1tu2LtAMAiUCyoVMsXyiAgpCaLeOodzkdWZC5B5N0KmVWK65bmCOLmHMqg7lw4n/0dpSqUb4JGdyVLIUCQusKpm6KjCiFj0A0g5DQf7CdvxDEk0Ium01LGeG+ammOQkXEhCwu0SmkvX8doXRgd5N6Jghfd5spzzdXnmJw/hO9//gYScRaQVA/l+rPjRN7DspSUYPf5MzLtgLmZMHXey3JLt0xAwBAwBQ8AQMAQMAUPgOCIQJ1eIukTfJAMsJAz07dX8HpTdVU5nO6NbsahlE9s5hiU8B6/ZlwoMLZRPJZ+Il+11DrZHlUSIw3jaJRPUgVxENhKPiamVeLD7xCXapu3iI5J3sX61TckJb4yF9boer4V4eNMukhcp1KbUkhKy1EywPCahQ6WiQLlKOnq+9vxT+Ob9D+FAZDT2b90Y9N5biuCNHRWg1o/9B2NIv/NRjYO92IkhYAgYAoaAIWAIGAKGwLuLADUgIrt7CySV2Zm5nOeU50ks5JwmVj7htV5z92IR5fmAyPpKRqgR8QGspL+X8TmmebyEuZLKcgURn1yQ105N4o7oLyLv2QuTFoojuicTZDspCcVLsuJA5WY4hzPTqhMP1oXnhs8xohoVamOi6TSqzKT+7r4+79nVy1Uio7ntIY48zHUwfd7V+L1PfwJPjgd+sbZbEpxd98FFWPbmBtx42ycxZ+7Q8ePfszdrGzMEDAFDwBAwBAwBQ8AQOC4I1CIDogFpoZxeLgY5/VRup69GoZIF8pUg8lWhlgEq9ZyA3IhqNpQPsI45/8gdVMuhsj3lfp1feQHHR7WBjfonXuqUcz27CZzSuWi5IiSCfYUBMa497b9CTujNzEiZlGg8/JzqmM55qOoRclLuFubEcytDIJBIgXlStJCZdsRa0L1jA5a99AyWvLISmzZtARNIrV77Clau3YLX1i3Fpl37dYgdDQFDwBAwBAwBQ8AQMAROMQSYA4RmWFK8tiKQ5+mDfbA3SJ9B2ZyFcj95gMryKr+H+UBYvlcZXsdzjjAv0PFRTqhEQgexs5xrNCx/TebCws2ynYszgQkLmRT/WBhiS8y15AqBD4jeBImNcJZYm5vHR8YKxoSjb/k57OAQ4IPTYF8XSeLqxfdiWks/vvGdH6K3pwdtLa1Az1asemm1DFr61MN47KVXLAqWPUSGgCFgCBgChoAhYAicogjQCb3sA9NSlg/L84xqK3K4d4VgG4v2U0JBpYPI/nReT5RFjhef8SbOoPyC4weT/yP79vfWSAiChCNNMX2dusSRDNmopFqvJxgkEWF9NNkYHpZ1wdjQ/GQ+ZFi8SZ0vIB6hB+JkT0QYupXjerqnuxfZlkMzofd278G+7j50jB4v68Vb0igNdKNSiYIO/ZnMaEydqJRKAAAgAElEQVSYYGZYx/XFsMkMAUPAEDAEDAFDwBB4hxE42jwg4UzoIoN7iyOShUi/ywFIbUY4CFW4H8+ptKAJFWV3GRcOLBWyhhJFhioUBukbD5MPTpSppJEvuUhXZDu06eJmhL1QFUONh7cNCztqKKngfCz0FYnkw6G5HNMqVDKefDChSc7bnzmGxXH8dV8dWN7h1/OkWM7FcK77gOimsx0TwL+G0jKp4dIuDAFDwBAwBAwBQ8AQMAROTQT4ozRQRTykBaH1UrScRQ1FkffDfh1EicqEaNmREiEfNMnyhTxBCQo5BPN/MDsHi9TH2iQHCLUm4b5si5LBCEvxIbYKtVTd94MzVHIBE+IlnUuSkYQwJR3HI30ROKGqcEhYeK3RtdiHf2KeJeodl9CE68kma0lHPvJ52bj9GxyB5ihYg/eyWkPAEDAEDAFDwBAwBAwBQ6COQCxWBf1AtIgcr5GqYm2SfFDqfAeR4/NJ0XiwXjQfDIXUkhXZXeehooIEg+3sp38cLy4XtITyJl0cQyIT1UyGrOCA5syHJCjq+6ETFsvdosXgWDIeTkqtBdt1IRIXXpNJcVNaGJKXWhQdR6LCfjoH+6mDiuUBUdTqR4mCJZGw6nV2ZggYAoaAIWAIGAKGgCFgCAyHgNOAeO1Ec8Ann8Gc8rj+cS7lCVLn839Qo6GyO48kHuKIHlqc/VnU/4P9lE+wf1TNnbQjNRwkB0FpivPLek1AwrFKLnS8OqI0syOO05vgGDeu1WlbvC5I1vVZFem3YHlAglehfpKgLqwxF0i90c4MAUPAEDAEDAFDwBAwBAyBQRBI0JA/JeSBrWF5n7K9uluQLOif8ASfcJx1LCrzB3PQxyMUmIrtOp7n0t/zCZX14+FJOBEH0O9DfDniSWdC5e29whPqBqhGKfr8IdrONmpCak3sSsmObrjYnxNNitqbybqeqGQyLlMj+1qpI0AHdPrb5PMpVEqunhENGB0rFvPRxyo5qKlWLJlApVhybewea5PrYMwI2vkscL5gTNM6Q9XLcoeZX/oMMp+7s8Hvi+uxyD0fZn7e/0j2H55P+yuew+HHcdpPx+n+gjmHuD/bf/25CrAKvV6K64nE316/Y39/hJ/7wT6H9P2gz7v219dXr4f6HDnR44d7vuzzw31fyGslb5bG74+T/f1zPF7fd/v5PZb1+b0+2PuQryvLSN7PJ/P7h/d4st5/KgGkUkf+YzTpBwmIFCEEbXIaBI3yUW0Rq/t2sIOQBnHBqOf5SxXcOf1DapVeF8zK+4RwjHIC+piQ3NBVgz7mVHRQzRHZt2d7Tfw0vM+G69iBaHxAzKqUoJCYUIORz+dlEvpuqC1YEEHLLyg30l8MQvRqUhIN08t070HGRZ8RnXPJPAzlS7OvfA4TJjQ5VQtM9q9QKAjBoz8NXwcSuLDzvpiw0UyLmpJqQV5HiT5WqLjXsBQPtFFEk8RwqHZtI6EcbJ2h6rnukazPfei+Zc1EGTTXa74vqv1UkzaS+Q+3f82poutwbmKa8iRnpPjZ/mOSD0g+I0LP18mC/6n6+sn7SRJPDf7+Ptz742Qff7j398ny/B7t5/fhXt/D4aPfHyfr++dYX99flef/ZH39jtfzdzLefyozmts+4sJIqsyE3pJMix+GWC155QPJLK2XVK4LkxIupIRCAlOpzB5KMiifQz7KrW6MxIWO6apZ0Xl4lDC8YZKhjUI4UjFJesfzhnoSEZ9qPYiQ5aNfKZmRAfovFNqXc+lNcGPChPz8vFaTLgvDq+DZ0RAwBAwBQ8AQMAQMAUPAEDg2BLr29Yo1y6h4TSZSmZwXoiTQFBlqweTld5ITyvf8cZbEW69JLCjTB6k4fD8lNrpbjZ7FHykHYlWR9aMcSJbDTZBM8JodObmE1vWjtR8vqQXhNYsu0hz9Stu5GDUbLFyHRecn2eCmuRb7C/ng5jU+mOtu/w0BQ8AQMAQMAUPAEDAEDAFD4BgRoAaEMj//tAgHSGXF1IrnlMlFLvd1tEwi2SAvCOqZC8RrT5rrdW4e+acWU+QPqmiIs4G+F2LfxSQk3glFzaqKJEmV3JB5PWSRSg4DkSQicNGtmB+E9dxkvqTakwSKea/CKSeduVXNMylxbqk7vvMmSwXAomDpozH0kcloNm7ciPgISFs8npCJymXvPDL0tNLC/ieib3jZ8847/6jsGMNz2LkhYAgYAoaAIWAIGAKGwPAI1CIDqEQzaAklC6fmI5JyZlKpClCk1iPegWKthGRlwOX18E7lJCLkBawv+uSCYsnk60GNSJzRrooo+gi4zrrJJR8nx5DxkSLi3CqJgnSMkSw4IiDExCcg1OSD7BdtyWIgMhBM7Gy+EDCawKTK30Ay0u+Ylg/dy/WE7Kgzi8+szsQlMr93Ukkn+1ErZaG+MsNDeuq2PvjDB7F923ZMmjwZpWGIRaVcxtq31mHGGdORSh2ayDCMYCKewNZtW3Gg9wDOOfecw86bTmekfyGfx6xZs4ftH15n3Zp1+N3f/yzOPPPMcLWdGwKGgCFgCBgChoAhYAgcZwSYAyTCRIFxJhfMiPM4SYUzrcoJqaADOv20AadAEEWD5wrcjl7zXH28eU4ZXttVsUFth2o8tE37SSZ0shitUM0Fj4FjOJOLpD1JKVSQigAlT06odlHPds6h48lyxNFcnMqT4lhOTQrXijD6lbAgakJod1ZBEaoxEU6EfLEVoxIRuZl361+xFkEy4uzk3q09DLcundF7+3pxzbULcPEll7muIXs9PlRaerr34h//8Z9w4403onP67HpkLPbxYwqVElKxhDwLjz/xJDZu2oxPfuq+wN5P5gvPTyf3SEKcxx9+6GHs27cfd9/14eC1DtZvmp/r0WTvC1/6GnK5A7pFOxoChoAhYAgYAoaAIWAInCAEJAKWD7JDayMqGBjNKl9ojHobyPKhQFGU3ym/UVui0W/VUV05hGzby3yRfka/8oTFy/9s1zFxJQ+s1AVdo8v34ZxSuEHuIgEmIeQm0uKI4sLoVkkyQoXzsHBD4rQS8ZGY0vzlvYw82lCKxUBVTXhNamE4hj4iTHcheUCOPMpYaCdHd9q//5c48IvXEO88DePmXDfkJJFaET09Pch2NEbrKnRtRG93F7JTzhPzokrvbux99olgnsSlV2HsxOng+Hz3duk77vQLET0KwhWPxdHRkUV2dIufv/noqsulFDLpNCZPnhzqq1vSMfXr0e0daG/vkf27SG/ap/noxvA5amtrDWGh/dgePq9ftzmLMF3UjoaAIWAIGAKGgCFgCBgCJwgB+n9QC1KsOcUD5W5K8EIgxPzKRbANrJnYFjK3iuTbnO93xHEG6efdNEhoWEhQmNQ8Ws6KgoF1/NGZUfco85OYsE+UoU7p9K2kQQZ7uy06iJNAsLCd5EPMseiITi94X9gmGhJ/FIbk5xSnlVJcbo5riQOK156Enc1lQ6F90AckCSYkeWfLvjeewpZ//6ks2vX0M+h5czl6u/cg37tbNEK85jnL3pVLMLDkJ4FzDetIKrqfX4L9P12CXM8O6Zcv70f39i4hNLtfeBGll5dIPf8d2LYBO//16+hbsyKoq5ZqIGk5nkWzXw4crL9uw81Pk618vpFYDtc/ltS4tcP1OrSt7B/YQ1usxhAwBAwBQ8AQMAQMAUPgeCFAWbBcrR4yHZUNTEegliuU61WrwTZJkxAape088gdosZgKBaei2RXlf0dschLaNxgecyRGnNBBT3bvTEI2RGLAyfIHXeK6YBO0EysUAW9qRXLCKFjcgNOQODMtcWYJzRlmUrQtU1uzRCSJYqUY2JxpfY05J1JAKZHxFmjBtk/oCYX+7d9/ANPu/i9IT52MvvRo7HnyAYyecQZ2bO/CmFtuRe+TDwDnXISxc+dKX26ob8Na6TNp0b3C8FjXcdoY0XLwvG3MLJx13wSglkD1rMeQnDFH7qNSTiBz2mRkJo2Va/4j+eh662mQ/HCdM37ttqCt+SRMApvbmq9jMffApaO06xtZicWiI+vIOAXFkRGb8ITlSjl8aeeGgCFgCBgChoAhYAgYAicIAcqC1IA0F2cNFXdRaBmQSvxAfC/m5qsAEcr/4XrfLGk52CfFaLbe5Eq1KuzjCYeSFlaR7MguRKtRyYlDChtIPjSsLskHB/EvrClhPdkN61k0xC7PqXrhguyjzidKYthOwZlrymZ8iF6207ld2Rf7iQkWT96hQk0FS3L0ZKSzEzHhfZ0Y2LVfNBckFKM7pgnRYJ/2dAtO++iHhTxM+dBnMf6aG4Q8DLbVGiOEJcehd91G9PS0oP28edKNJlfpuCMf5er+YHw8Wickg82ndWSkIxXiIzWXWT5fO9Tuib4kIynFahGSBJGJEAsF0EdGCzUgyVijvVy1VMDAgR5s3rwZu3sO1WbRfMyKIWAIGAKGgCFgCBgChsCJR0CtYcIyOVcliWCdyu/iG6zbqeSkXlNqiOzuuYF08ekzKO/LvPQBUcsp0aQkRN4XSylx2WiV9UQCpIai0JoE8k5dQh8PsbDyTiOcUAgGWREnVedmhuiK1mTisJZDzr1NGP08tOgNc/OZShR5btITENaRObFPiWZfpV5EkvQZeeecwFtGTRBCUezbiUwhDZICaidICKpdj6HWfYPcyuh8HyIt7XLe3n4Q3G6UKiha0kVciFv6j4QLhfHia99FJXV6uDo45xqFfBktbTUhQNS6RM46L2g/1hOGXmPJZBwR4Tn39OB3/h6PvboZ93zqM1h40eyGZSqVuppu7U8fxj/88BHs6CoglYwj3taBRbffhttvvDYYU6wUZM5oIiVk6ukf/W/8y/95Eju2bcP4GfNwz8fvwa3XXfKeduwPbsZODAFDwBAwBAwBQ8AQ+FVCIJFipgyxyCEhULmbMrjK4WymEoJKAWlnSN58SfzAUekW14witSEoet8OumjUZX0qEjThoPCBsvMXl/NYG6LJKnAwB0lECLQGobS4AZIASTCoEZJ8O7UW3BQ1Ieyj5IPnHMebYeG52oTpNQkM61VToiobOpxzvBb20eSGNSYOeQcLtRQU/Hcu+Tl2P/GImEFFrloohIDbyD3916APR7RrOfI7e9DSfp5oNNZ+/wfY+4P/gb41b8mLOtiWI7UD0nfir398sGbsLXQhM8ppJw72vCnrdD3240H7Hk2lqtwGBhwR4Rz7tryJf3/gUTz3kx/jkYd/hoIkfanPHjbBWrt9A5595ZeYfMYFuOqSOVj+ykv45j//K3oLzQTRacRWPv5NfP5/fhup1izuvXMRJudX4lt//2U8v3RtfQE7MwQMAUPAEDAEDAFDwBB4RxDw9EPWUgsl+nioHC5HajyKJB+ODzAfCDUiPNL1QpzN6bbRmgz8wXU8ZXyeU8bneJk73tEwv7oPOB+QSndgMkUCwMIjJ3HaDpfLg0woz4QdIc0I+0pm80Iv6B2vm5AEhKGU7ur1Du/grv3IorgGyUtYi0JBuX2c0zLIht6hfxNvvBnx1StQ3rQdYxZei3FzFsrKsUWfFefyiZcD1AtQ6xFpmYD2D96O6qpViHaej9FnzgWqfeJw3kGH9POLoPkVS3WgIvO1Z0c33AldZWjmNS01RurZn34hEy+/DKPnOY1Lw4DQBbVUIzVjKgySe/C5Z57Fjt4KzuycjA2rnseart/CnEmtwQqqAaFjPcvk0QnMmDoW0yaPkvOOiWlkkrTiq5OQWLwkl//xxHOIplrxh1/4n5g7MYH1N16H115fi472+msai8dHlEAx2JCdGAKGgCFgCBgChoAhYAgcFQIMw8tIWMl4TcgBlQr5AlM21BUB1GCEI9VSm1Glz3Y5h1QijXwlL8qIfEBQnJzrNCouqhY3pxyCxKWWdvkCVfYnkRETLLIYcS73tyNaCe9czgklSaGP6yuTitlUPeeHxgOWqFaqhankkIxTDHc3JTd5sDcAjGZWZFHpdBTU7ITJBzvRVOjdCMMbTYx2oXedn3iw39SY6Zi0aHpwrScTZs4H+OcLfS3GX3E+9v5iJdr7usWXhE2x7ESMmzNRu8mRgj21HWEndDa0jj0HrYvOaeg72IVqigZra66LM2dHqDBU8M+ffg7RyRfhpnPLePy5ZVjy0nOYc9tNoV7ulKRo6tgsdvaV8MjDj2HNpBb0FaNIHWjD9v0FTB/nHj725sOdKO2VgfF0C04fExcSNqNzBtItpyHd4ogWOzDSlkXBchjbf0PAEDAEDAFDwBAwBE4kAvEKUI7RFL8mMnr+oFNAOOukIkrljAu7W6YSgr4bJQzEqoiUXN4+RrMlQREtRpOrBeV4DVJFosE51cSLdl9kA9SIMFAV5deohMylmsRrPkg46ISuplKqoiFb4YQ6KfsL4eBtpJlsxIXcInAyl/iJ9DvtSCXnNku7sJasbF7DczEsb7hwfhKgsKlQuP1En6vG4ljW6Zh2Hmb85mJkRpOADV241tiz5mLqfX8aOKYP3fvQFoZJHmlRHxDtv/m1FdiwfR8O7t2AJ5ZuwppNO/HyT58fxKTKjVi3pxet6RQ+8wf/N/78r/8Mi6+Yha1btmDZG1t1SjlSvUcSN3FMFt27t2HZG1uk/rXnn8IXvvQVPPv6sob+dmEIGAKGgCFgCBgChoAh8M4gQA0I5XQxrfKWSiQPlPcp/2th6g0WIRYq2/tGakXCcj+vlUdQjmdR/sBztpErkLxoAKt4OJQuOziHE/kpO1DIcDJqOaIJaito1+VIB/qd+RQzm6tjum6ACzr2oyoRp46pyr6SYsYVbckiHXcaEGVKHMfNhZ2lWXeyFJIKajuYFaNumDT07ul3kqkrEIbueJxaiCs1L8+tWIZcZBTuvuNaTD7tdCx56DtY/voSLF25XpzRaR7VXPrzBTzz2ENY+2IWy97ciMnjJmPG6U0mZTUgGU3ihqsWilbl83/5j1gyJ4tXX1mKg9UEPvWxWcG0g60RNNqJIWAIGAKGgCFgCBgChsBxQ4A/RleiGbR4DUWD9ZFYLjmFhJAFOOsoyvXCA7wft7hjUHmgAakYRctfS84QMety7hrkGGolJWupaVYtibgwEZ9tgwyGkyiZUBajd64LyEboy+HjAZMFReNlISfsy3ZHKJxkTa0HHVq0jpoT5vqgCicSTwEV5z+i6/AYqzFfhUuCGK6380YERhqGV0OvUbNULUURbRuDO+78dfz2XfeI8/ucs1P4zveWIJtwka9oHhUuc06fgZsWXIyte7ahZ882TJ5/M665dgHOncks8I5qMQxvvFIDgzvPvuZa/FV+P+gLsnb5OoyfOgMf/ehdmDO3rhXiGvH40SUwDO/Nzg0BQ8AQMAQMAUPAEDAEhkeAAYki1AvEIRnJVd4X+R9t0FhEATHx2oxmX++w7zZX1Gv6gqt5FgmKmFp55QXJifIGEpw4/+lCSjC0TiaVAXRQcclE3Il3LvFmW9xYrVTXdLAPnc5loQozIGZRU+2K16ZIn3hMNicA+LjBDGcbqcWQL7bCr6pL2vEYEAj7gNBE6o47PyrsNZV2mo6zz7sZn/vcRchm66QvHAXrzOtvxu/Pu7y+g0QKEzrYt1HPwxC8LGS98z54D6ZccQtyuQJGtbZjzLj63DqR+YAoEnY0BAwBQ8AQMAQMAUPgxCFAP10x0aGyQPy0XZApkf+5rDfJ0h2oVRPzg0TKLtCU1kmUK690EIVFyAfEJTb0s4gPsuMIosAQ7lBEXMkHuwWboU+Irh5LSjxfcTzxdUI4NMU6mU/B+YCwmVoOyaaeykjG82rRxQeWzYXswFIFV18Qz3i3Nu3R8nnGC45LJnTdgh0HR4BapZFGwYrFXLLBeDQjTuHZDmouGsuECY11GgWLvWha1tzeOBpgHpBwER+XsZMwdoi8imaCFUbLzg0BQ8AQMAQMAUPAEDhxCND/g1qQYo0/8Wt0qroMzgTXdJVQkhG2aKL1EuX9WmvdL4Q7DffVcxIaSThOaykGoIq1ufwhPl8IuUdUOldyPocHzZ5ccfZfEEdzZUbsyz86qSiL0cV4JPngpCw07cof7A02RtWL9hXW5B1SqClRT3vOSXMtdW53M9n/oRA4Eid0DcNbrtbzgAw179HUV4qO3Y40qzrXaDbzOpp1bYwhYAgYAoaAIWAIGAKGwOERoDl+uepM7Slzi6N4hUkBXR3ldhaRx71jucr1miVdncsp06tc7/KEOLcLjiXh4DjK90I+6HoRTlYIJvD2nuxKCsTOi2nVfb4OCfXKzOg+iqsQkxjtxOqe0yQNXIRkgvVyU0xWyHC9lRzIqMJRtGRz6lnvo2VxXo6l7VjYC//wcJ66PSRb/QhvPxZzDxc1ICMpR6qdiCVjoA9IKtUY7ne4tbiG+YAMh5C1GQKGgCFgCBgChoAhcHwQoCyoiak5o/7gL7K3j1Kl8r0kDPfuEdLX5/0I74SyO2V8LSrL85rzSCStSg6piNNOkHMoWYnLAuzp83YUyyVRm2heEN0ImUxRiIlLsa4mWdRsuCQmFRlH73jxgk9mkGcc4ThcOvdyEqV4xmlPJI+I68d2rsFIWuozQraEUk7vx45DIMDXnE7oBw70g5oH59Qfkxear2v4oaAfxkA+jwPdPegb63OwhB4ajnWqNxeerT/n8FeNRrXIhIM+rDKARIUqvFKwRn9fP3pzPeja14vWUWnZS12z5WJJ6350rWLvXssDMsRra9WGgCFgCBgChoAhYAgcTwSoAYlHnYaD81IrQSWCyI/9LkeHBKdSJYMoCRLeXKvIZG9BIdmgsqIaGQi0HEw2rkoG53Te5i2pekUpUWV8I85ZySHOjkIyvCYCEnbLza/ko97HaT2UtJDJRGJZ50heY7guoCAbqnvB08FcQvtynQJvjiG5nLmO3jRXU4cVHvv7B0nbHdyynYQRyA/k8cjjT2Pn1p2BD0a5XEI8zgcG0PNcrh9bV7+Jf3vsUXROHheeIuijlRyzfNUG9HR3Y0z2oWDe8Hzal0dqPl5Y9ob0TySo1Whce7BxtdQorFy7BdfdWmfO4Tnt3BAwBAwBQ8AQMAQMAUPgOCKQYLY2Mo+EuF5ISF3vo0GrpUA+T5QlAaEoH8pUELQFUbPUFyQF5y8eJaPJ5yS6LfuRO5CcZJIuAq6E4ZV6l8JDOEG8A3EXGtdpQAqtThNBB3TxxagAtPkq0k8j3iq/gIu2Iu5/ZZe4v3HRbCR95nRqTmQ8Q/pW6tGyZEOcIl8RdkRmJNGxfBSuQi0j4XgL8SxiyQrK+RDNOo7Y/6pNlYmU0Da+A6PGtiERrYe4bb7Pnp4eRFs7MGV8FpMmTWpubrguVUvIbu9CNd+HMeOHnjM8qL2FRKID48aNFzKpbZwrEXWEROuCY4IPhBVDwBAwBAwBQ8AQMAQMgRONAOmHRMJqShQopKJcd62goiFScpZPGqAK8Q5E4wPIU0fgCQUVFPkS03K4uLUkHiQtZDl55tuokBE4/276lzBML/ugUESc6hNRl8Q7UMyXhGhINCo6GNBuq5KU+L6sq6XpZO40GXku5sN1UbMBb1al4ImWRDYUxNOSTQVXPj6wMKNI0Tmn0GklxvwgzvznSPwJdN1T6cgoWLHWDiy49hrMn3/RsLdO06jVq1fjA9dfj2nTpg3bl41tLaPw9voxuOHGGw7bVzvs2rULi29brJeHPb755puH7WMdDAFDwBAwBAwBQ8AQMASOHQGSD0bCSsZrzl1CzK9cvg5GpRXyQMpQdtFtacWk8n+EzCOfF1MqjYbLHamVlBx9FF3hFT4lA026SClo4VQtJ1D0ycuj2klTrtPOn0xIGIpXpaiTCslKOPKSMCbaibFfuSjjeFRb//CmdB1uVtUzcoPeBIztXJN2aFrU/0Cv7diIQPi1aGw59KpcPTKNUiGfRz4f0MVDJzxONZYH5DgBadMYAoaAIWAIGAKGgCEwDAJx6hY0GFGsTZKEq6yuwack6JSX/ymXs13bxEyLJlblisjsErhqkPU4h8j13uWC/Z3veL8LUMUoWBwnZlWprEwm5KBANUk9nBajUukmhCB4zYdEq/JRrkhCNGIWf5mn9iS8Mc7LP26IhfPTH0SL7MFrY7Q+kkxrsx2PEQGNgpXJnJgoWDS1oi/IkZQjjbR1JHNbX0PAEDAEDAFDwBAwBAyBRgSoARFZ30efDcvmlNslkTiH+Ii44XZWU45XUhKOWisyPwNaBYSlVebgGPqMU+nAPjqfywMiUY0GhBTIxN6ciueySfqGUK1CbQc3xGQkJBNx90dSwr4s2qaEhPUawpfn4Q2SEfFax3I85xUiQx+ZYl7mtH9DI8AoWCMpjHzAMjAwsjwgzNERzoR+uDWYB4SJCKulkWtaLA/I4VC1dkPAEDAEDAFDwBAwBI4PArXIgGhAKHeLoiEUZlfcLmJMSugUEJo+I7wy5XklEqynf4jwhHRRfMYp+0u98IdS4BtCtwwmJqTcryVe71h3PhGioT00X4cnGLQHI0EowvUP95Xzgst4SI0JM6Kz0ONdNCIpHzEr1oZoMibZEemjwjnZX7ztfegvCsrt49pDu7DTZgRordacCZ2+HiteexrduQrmLbgAM8bN9MMSGD2IgmL//l3IHahhWufk5ukRzoTOxnVLn8aba7cgO/sKXDn/DCQjtWAM84CwlONpJFGTcMuvv74Mm7btx7TZ52P+3DODvnpieUAUCTsaAoaAIWAIGAKGgCFwYhFgDpAIOYBI/xBLJMr0ohyQtBpUKHi/jjKjXDk5XiNd0YmcKTOY1yNfyUvQKZKOsPzOO1BSEvYpSRWSPlKuU2jIz+KycMiRRG7fsyLVTnAysp5w0QVYJ5vjiTfP4qIcq+PZROYjJAUQuzP2pVMKS/PmaSpUK9UFXOlk/xoQ4EMT1oD0du/B3/7N5/G5P/4CvvS/vor//nt/iz3dvW5MIoq+kHKiVtyHtT99GH/62U/j64+8hmIt0jB388UzP3kIf/alb2P58hV48Et/iO88urS5S8P1U6a4+m8AACAASURBVD/+Ib78d9/CynWb8Rdf/Hs8/dq6hnZeUANiPiCHwGIVhoAhYAgYAoaAIWAIHHcE6IRe9tkPKJ+rXC6aCWovvPsEZfWw/D7AZNa+nTneCrWUyO/qMqGWThyvcr7K9coPWK9aF5pkRal5UB8PNkpuj3hMJua1/hEFkgUxsSo7h3FuLlpm+Nwc8gzJGyrhcTqW/fVPuzaPYzsJ0UhNhXSeU/FIJ/SwBmT1Gyvw6kuv4u7f+UN8/g8+hsK2ZXhkydsCjY/8DM2EXhioYMuBLnQfdOqwgaLLlK44NvtnrNm4G9fefi9+57//Ma65bA42v/6kdm04qlakp7sHi3/jbtz9oYVob4vg9Tc2NfTjRfMah3SwCkPAEDAEDAFDwBAwBAyB44IA/T8oD1JGZ6HMzSJcwGdCVzeIoN37grAvzagkKlahV+R+EhfWC7HwUa/II5SIsC2Iiiv+IQkx8WJdNON9A1RNInZafmLZld8Yz+nBzrwgZEG6mLIm8QfxBEOZEBfmTeoGeC72Y57Y8IZVA6JjBIhyBSN1ltY92hFwuT7G4MLzZuCyBe9HWyaBLRu3i3aj4HM7lqvOBySdnYgP3PEJLLp9MdpbQ6oRD2Szf8ZH7vwQPnzzVTjQvR2/eHMrOqZe0AC55vooVt3D/OFPfg63LpiLB//177Bj/Rp0ds5o6M+L5jUO6WAVhoAhYAgYAoaAIWAIGALHBQH6A5er7gdnJSEkC+QCygNUbueRP3SrLwjldJX9hQeEAklxc5T1SV4CwuF3LISEXMKTF72RaHNHNggpoHkUk3J45qMDuDgX0UISoUSDm+WfbDAUBUtvhmN4g9Si6LxU4+i5zsljrNYfvrTzESAwKdKHSMo5ALH7wegojElPkJEaBUs1IDpdtG+Lnh5yDDuhj2rLYuOT38MXv/jPGD3rCnxs8cKG/tRkMQpWvOLM5mgOFklmcPGtv4WzZ03Gy28cqjExH5AGCO3CEDAEDAFDwBAwBAyBE4YAZUH6gbAEsnysTUiDyuqsF9cMWjcd7A3MtJR8sJ1/zZoSjldlAtvJD6RuCDnfu6HU75UD8p5k5A8WA58OTsI/koVoOo1k2U0sDuahCFjckGw8nkWtlEctUxNCQv+RSCoDSTxY6JVM64yexf50Que8LJw7UoshX2xFXZSu78/OGhEI+4C0nDYdtUIOTz3xJPrfioNmUJ3TDoqzeKXiPNBVA6KzRDLt2NvWh4hkqxzES913XPn49/DFbz6Myz/233DnVRegrY3Rt7whIc+SMYmCFYtHUC3uww//z/fRPvsK3HLh6Vj/6lSs2rkDvYUasqm6r4n5gOirYEdDwBAwBAwBQ8AQMAROLALUgMSjjnyITO+tnFRxIPI4t8CAUiyacJw5/iRpoTPbL1YjQCQhXTgP/UJQ6ZZM526g15ZQto9ng3nY5voXESdL0QoexWlEncprjRSA5IRe7NSaiBbDR7ziOM6jGdElLjA3Ha2hVM6gVnGRsWi+lfJRryTfYCWHgoT41VBeJeTzOToHIDG0LCz7tX+0iWs0nZpyxoW47dp5+PaDP8Zj+QLmXfJ+XHHphR4qb4PVBFx7Rztm51pRizl7wHCzRsGK1Ip48BdvYmt0NhKbV+Hra97A+Td+EDfPPSfcXc4r5RpiidGYkK7iG9+6H5tfHYtla/bi6g99qoF8sLP5gBwCn1UYAoaAIWAIGAKGgCFwYhBIeI/gmiMPlOtVs0FTK1EK0B/ckw1aQhUqGYDaDXIPIRQdQLVbsqlzk+Ja0Z8TUy3K+Tof2zincgISD7eeIyGiAXF2XSF1DOBsuEK3H2zSq15Ek6HMyDuz1FohoXeTcU7uBouKRmIKu7C8pDtCejwRifTnkIy3ilML66MtWXeTobXtdHAESATDTuiZUe24576PY8z0OdjYA9x6/ZWY0OGSPabcs3bIROdffDVmJTuQSVIlN3jUsVokiUW/cRfmbtyEA7l+TMoCE0PaD07KPCA0wYomUjLLLXfdi8Tkpdi1axc+fv1HMf/8WYesbT4gh0BiFYaAIWAIGAKGgCFgCJwQBEg/GAlLirhYhPJ2lCIuPTmVAxUnO9IES/KCRJj/Iyl+HCj0i0ajWKbCgCF4i2LJJOSlXP8xWxQTvA6l2kABKDKBeTqNOBlJOE8HncqdpqOuJqFJVaSfWgxvhuVhYT/+Bi/jQ9oTVa9wnDipK+nw47RdNidJS/pRSzvyIuzDm2P57nYYAgEy07AJFrulxkzHhz48/ZAR6oTe7Nw/8XQlBoeSj7APyPz5F4F/QxU1wdL2SHIcbrjxBr0c9Gg+IIPCYpWGgCFgCBgChoAhYAgcdwRIPhgJKxmvoeQ1HrpIJJEGKi7QFMlEIU35vk0UCpTXRWZnUnK1eqKveKKMgVidB+hcYTmfdZIX0AemIpfIl+DC8LKRDEfIwiDCv2gxoo4xqQM5x4hDeT7pzLG8GiZYnKF6vQ0ZiYoW3gCLZlKUGyIJ6vd9uL6QEh1hx+EQCGtAhu3nX7/h+hxLm0bBKhQazcKGm9N8QIZDx9oMAUPAEDAEDAFDwBA4fgjEK5BM6JxRNBahdBthhYFTTji/b5IMXiup4Fjx9aa1VD4v6Ti0D9so12vkKx3HH8x5LoUakFQM0QZbrXhM0qq7utbAMVwGRRIyqWzQq1OkvpILPOFJSLgwSQrtx4RI+Cha7Ktkg4RECY9uSMPx8lgpDu6v4HZu/48GgVrEhd89kvwq6gMykvVK1ZKYYKVSI3feMR+QkSBrfQwBQ8AQMAQMAUPAEDg+CFADQtlb5XLK5KpcILHQeq5GWV2i5YaWpiyvCgaV5dlH6n3kK83xp/PSlItFFRIMQhWVELjxmGgkHBsqiTe7JBqRmL31ZCXhTZFsSIlRPVO3+eI5N1YtDjgyksrK0fc+5CBkJFKUrIrcC8PyxpJDOCwcMvoUr6gWDjHBOl6IpNJppNP11/Vw89IHpFjRh+JwvV27+YCMDCfrZQgYAoaAIWAIGAKGwLEiwB+jK9GMk8vF4qlVLJAo/wcO434RVRrwkkRCryXUrrdUEvmfGg0mHxSXDCc3MucHC5UWcu77i4LD+4/HqaUQ4hFrQzQZAw72in0X60kyoomyqFiC0FzKYLy2g4tzYbId9hEmFbIZ4+JFuI1IOvZ8ztmUqQ1ZPgn4dPCyZgzIF1xI3iP5NV3u9BT7p6x029btGDf2NJSrQ+ROqSSRO9gtiQo3bnQZycuV4bVMmzdtwr79+7Fnzx4cyPUNi2w8lpC5u3t6sG7tRkSp4xuiVMsxaR/VNhq5XA5x5oSxYggYAoaAIWAIGAKGgCFwQhFgDpAIRTSGoPI+2DxG42XUSo4s0K9blAkSIctZNjHKrUatJYlQMsIjQloSEhUqIeg7QtmeRS2tpK8Pw8v6IAoWvdjzhbq3um6A+T64ufBAaSPjackiXS047UXMpRShLwfzfQjxCJldiXYjnkU6zQhb/oZ8u6JN8iI5SOJJFEpF0J/ASIiic+iRNnS5vhwe+I8f4rVXXws6xBNxlEtl6JENuf4cXn15KYqFEiZMHC/trA/3CV+vWfs2DvbnZP5wPc+bC+dYtWqN9GfUq0w6fcj6OkbX4/GFJS/i6hs/qE12NAQMAUPAEDAEDAFDwBA4QQhIBCz/u6+SCJXPa+mBIBUHl6cSghGrSDBEQcBoV14JUeynK4Xz53ZExm1YFRpiaiWKioREueUaqsjgutSiSB4Q9U7ncNkQtRL03WCa9Yq32eJGNNwuWVE/NRX0ZslL3g72JyGpFpMolisNhIUbYf4Q1uelfz2/SMOcnlVxY7XuPqB9/Al6CX51pm0b3YbP/O7v4NJLL0WxVk/yl4y4qFas4/mGfW/j/q99D3ffexdmzpglfbUP0dB+PK+WCnj62eexft06fPq/frqhLYxceMwjDz8iWpDFH12MlkSHrNk8b7g/z7/8xS8gC5/sJjyxnRsChoAhYAgYAoaAIWAIHFcE6P9BLUjR5/kLy+eRcijClfcRoUJBImOFNBckJoygRZmeEa3ECqrklBCU31OFBIr9nnBUuoW8OH5Q9z2hIsPlY/dRqcJ3qbZgJAhUnzBqlZawDRfrJANirA3VIm/KmVuF+wuL8glI1Nlc+3E8Ny9zkiH59SLp0UCtvqaubcdGBBgFS82YSCj0T3spyWirjpIqmkuxaH1zP14zlwf9M9QJvbnvYGMYhpevbXuyvWHu8Njmc+69lnD70jntaAgYAoaAIWAIGAKGgCFw/BFgJvRytSoTU+EQLTunc1E6hPw82IHtqVg9JYfWUU4X3w4GlIoUxUmdR+lfcHn9VCtCJ3XOTb9wHU/rHdZFxZmEtT6er3bg5MEEDKlF2ym/IS4SFG9DRhZVLHfLpJycBEZIhicV7E8iQidzLqxz8Kje8sl4R+DociTRmoK92MmQCMSjKWQiJTTnARlqwJFGqKITur6OQ83ZXM81ynzOrBgChoAhYAgYAoaAIWAInFAEYrGqaEC4iBAJny6DGgr6bkidJxY8l+hVlVwQdpd1lNsp8zvfDhcxl1yCbeQBbFMZX24m1ibjXTvdPRy/iJIUaHECJNmLj/3rWQqvXYgt2nK50F1cQIp60dNsi07orUmZnASGG1Diwr4cS/sw9uO5es3zmn0l8pYXSEcqKOveT9VjcyLC4XAYqCUwUmJHDUg4EeFw87It/Dofrq+2WxQsRcKOhoAhYAgYAoaAIWAInFgEqAFhUYIgEapEjvdO6ZWc8/3wRIOKAQ21KzK9zwlC8iEhduGyojsy4uZQXiGKCc8nyAlE5vfRsDhXYILFC24kGh8QDQVJgYTS5eKe7YiGwzugcDGSCPYDmMlc1S/eJIshdVN0OHd2YZzDbdb7lFAlU3ZqIIIhSU1CmpET+xL8asyuKq2h7oZ+Flo0D4hej+SoJljal74hAwd60HcwxFp9I8lrMtaYA6RaqiHfuxuF4qFZ1nVOOxoChoAhYAgYAoaAIWAIvAMIJFKgI7rI794yiXI8lRIs4vvtt8E+lPt5pAzPo8h63txKNSbsrjxB+7EvzbvE4olmWExaGOID5AdxdiIxKJbp6wEUJIlgSrQYbANKqKW9N7xnLiQfsgiznTNXCJkQHUoYjlcWKAljYn14M6B6J9YmfWutPjW7v1HeCEGoy6pFJKJu076LHZoQiCYzGCwT+rqlT+NHz7yOhbfdiwtmOUf+SC0jo5s1S3veXorvP/o8brvzbnROGtu0Qv2SROKrX/k7dA1UkIjFcduHFmP+/IuCDvQBYdHIZYWujbj/G9/C+v0l9Bci+MSnP4kLzpwR9OfJkZp5NQy2C0PAEDAEDAFDwBAwBAyBESNA+iGRsDxpoBxJ9iHWSREgGssgX3ayOyfVyFUkDJH+XCCnU7anzE7lg/p5a4RcgNFws27OuFdW+PXIK4R35BmGl5nMI/R8V1JBEyqXh0Mc0cuVYPLwQpLTo8ZcIS4sFzcq5INajNCCrOdGZfOMCyztHUBoHOeNlrNIRQoyB/vvjx5AtppFCo2/qo8Y5VOgozJWvVWSuIcffAg/+M53sKE/iwsWLALgCIhqQMImWBWSii99Fc/tHItrbq2iUycahBzs2P0YVvV0YPEtV2Pm+CQmTz491BvQRIQaNvlnjzyEVfsiuPPmhdi6biX27doHNBEQmmAdrCUQqRVRixjZbADULgwBQ8AQMAQMAUPAEDiOCJB8MBJWMl5zWhCfoVyJBnMBsjDKVTU+IAoDXpNk1OvqpELNrXSLNMcnF+BYKjZYlDuQBwhnKDOEbweiosEItCB1MykZRH8M7+PBCcTsykfD4gLCgPyqPGcf0WKU3Tysc1oUt3l2deSkJITED5UD2ZfTnri4whq1KdzHzhsRoItOuBSRxqjxUzFhTBbpchci5QPh5oZzkpUHHn4U/YkxmD97FFoSjc7gzf4ZG1YCe5c9hPu/dT8e/s8n0R9tbZhPfUBo9kVC8daqN7G/dyu+9/AzeKN7NCaeeW5Df70Ynaga+VAw7GgIGAKGgCFgCBgChsAJQoB5opkJnYXWTxKlikGovEBJWU59PiSvn4+Mxf704yAPEFnf74+kglFvlQ+oiRb7idsFU3rQR9wnJKTGRXmAOKELefDp0jX6FT3idUI6hwcTpFw9N6DkghM7lYpbhDcQtg1jG/+UkHBTvDEpfnPhuUhirIwMgbATOrUP1193FT515wfR3tHeMIE6Hmnla88/hZWburDoxqul6mAp1pBHRPvpcdS4qVj4oXvxOx9fjN1rluMrX/l6Q3/1AaF6r1rqQ+9ABd2787hmwQL0rf8FHrj/BzpVcLQoWAEUdmIIGAKGgCFgCBgChsAJR4AaEMrclPdF9q7kXLQrWjLl867OKwyEE3gZnxujHK++HbwWoqFRbxmQqMVHwPWERc20wuvwnDxAfECUaHAiPS9UMqgxUlVLRpzR6SROLUU0EkW+lgxMr8h8mKiEbbIAE9mVq8JwCilHMoRsKKmgh72odkhKXPQkzYzOm6Fpl2pCTvir8CuwQLMPiJoyZZM1dOcatRq8XfqAUEPx+psbsGL5cmDPKry6bCOi0ffjT/7HQiSTdZO3cBSszunTMfHMC3H62DFA72bc/3w3DpbyQX/6gEQT3um9lkA2E8Mdv7EYH7zxGoxCL37ywpvoLdSQTdUd45u1LL8CL4fdgiFgCBgChoAhYAgYAu9JBGiOTw1ICy2UykUhDAMRl++PG6Z2grK7+nWwTvL6xZyCQeR8RrkVx3JVJACleEYUD/mCUyAolxAQmMjcO7iTKwg36C9CQlRxQnbmUc+pweAC+QJD8hYBOqRH6n4ekpqdMzNaVsjWSxYLNCLuSgmKRLoquxjAyYj3DallkIw48iLZFPPMrG4aEMVxuONQUbAy6bEo5XNIj6+bSaVc/kEJw1uLTMAdd96B+VcuwJa1b2LtnhLOnZ9Ae4h8cF2NgkXC8ui/fRebe2q4ddGtePr5ZZg47Xy0JJgbxkW40jwghRqQTGXROW0KHl2yFGfPOA0rX3keo8ad30A+hrsvazMEDAFDwBAwBAwBQ8AQOL4IMAt6hL9NuwC1EnAqAkculDSIxROdzCs5ISiFinco91spViPCB3gphIQnhd6647n2C3ELmbui1lLkDklEnY+Hq2SHwLbL5+oQGy5OFkooqH4j7M8/Nc/Sa3aXem87pmoeNe/iXCQj3Li2sb9qPtQWLaK/qPubsUMjAhK9oLFKriJjR+OMy27C5FbngM7KSsVpNjQK1tiJ0yWK1U0334T77r4dt1538SAzuSpqVT7yiTsxIdqLb/7Lt9Dfeg5+5/YbGzKeqw9I0kcuW3TXx3H19Bi+++37sRVTcMft9xwyv0XBOgQSqzAEDAFDwBAwBAwBQ+CEIEAn9LL3H9aQu5T7KYNTLpcAU0osYm1BXj9uRpUUtUw9tQLHSVFlhETPrW9dCAqznsejAVnRMXEKjmETKGU+7KAEgRoJkoJqkROUnGqGhIQhdeMxYT5OHeMWlQV5ytC68bp2RclNJN/mTLbIuugDksoCFecpzzZmSWS0pmwpCwuCVX8hBzsL+4Bo++z5C/EX8xfqpRxjMZe7IxwFiw3p7ETcsPjXG/rqRdgEq3XsOfjsn381CLOrffSoPiB6nRozHZ/8wz+TvCGxNuaSqT+w2seiYCkSdjQEDAFDwBAwBAwBQ+DEIkD/D2pBirU2wCcMB02kSBwKvcjTAsnL5bRuUlMslespx5MneNohxIU71nrdfWP/toBniCVUxfuSUOtAcsHO/COh0HOSEP0jKWBCkmQk4Tze4x2yjjjOe5Mp1WroZtSUSjZSySFTicrNsJ11woJinoxwbe8pT1Ms/aVeb8aOgyPQ7AMyeC+gUBqqZeh6NcEK99Awu+E6nofzgITbMqPaByUf2seiYCkSdjQEDAFDwBAwBAwBQ+DEIcCAROVqPQm4yvskHZTZRVHg5XIhGj7Clcjr3ulczn3icI4nhxBfbxIXKiV8UVKiPIJ96d7BwnMxwcr7uL/srI08DzbmTaqc6VXJ+2i47Oc6VieWzftN6iaUaJDssJ9uRphQcxZ0euP7bIlDCbs676l+JCkcaYnF3AN3JMQunXZ2gSNZozkPyEjGWBSskaBkfQwBQ8AQMAQMAUPAEDh2BCgLUgPCIrI5LWES5cD3WvN6qKxOKylRLoRC7YqZVqxN6klcRBalIsITF6flqIff5VrCETRVh+cBUQ5Q8ymyHZ5zM6qN0IE86saEKYVIhvpssI+E5/LqGN4cF5VIWZ4V6Q3LZujoTr8T5hthKni6KYQc0JlV28rQCBD3wUywBhuhmdCbTbAG6/tO1VkUrHcKaVvHEDAEDAFDwBAwBE51BDQlA2Vvytw86o/+xIbkISynM6qtyugqy7O/yu5UTGh/Hjmn9B8EaPIKVVKw2dEg1XB4rYfY83vHEk6oZllCENg33iHEQlUtZD8yKdU33qZMVDdUt3jGw9BbLCQeLEpaxJHaq3KE9DSpcKSz/TtmBNQHZKQakCN1EFcTrGJVLQOPecs2gSFgCBgChoAhYAgYAobA8UIgwWxtKSfD05cjZJVEeV1y+PmE4yL785zRsOhvoaZZdNXwfQLFhJfvVXlB327lD9y6kBTK9z7dB4lOXCqDge4OHcEoCXko0i/Dh+QVRxXvfM4N1Sqoh92iskI1Hv6GeGPiwBIiHlxBWFQsIzcTqG4ClxbHnkoFwKJgHf6JS1bz+MrffQOzOh+TzuVSWY7xhI+xBkDrlv/ybfzVX/4V2tvbpU77aHt4tc37t6Nryz5s27Y9GM92jgn31znWr3sbhWIZ69etb1g/3Ld5PPez4NprwsvauSFgCBgChoAhYAgYAobACUCA9IMEhIXyv8u957QYQh5izqeDsjmd0CPlNunHIFSaMiPJXB6tLh8g51HFgs4pdWU6qjv+wGBU7MOUHFRSCHlhDsF9+3uD8ESqGtHEgdwctR7KaHSzhVoKJENCHvxN6AbYh+fhnB6sY+GNDsSqAQOSMd7bXjUkDow4ygO70db+PpgfiEA35L89e/agu7tb2qm5YpHIZvl8cNS6aCSJaq0omS7DfWqFCAq1gaB/KpJBJBU8FkH/eCKGcsn5nXAtzqFFr5uPbNe6wcZ3dnbaa6wg2tEQMAQMAUPAEDAEDIEThMCe7l4wElZLMu2Ig3c+53Iqq1M7If7gdNHwMj2VDnTRUFm/YXvUkDCirs/jxzFqMRXmDxwj/CAVE/4Q6evaW2smGUCrhNsVXw8fkksm987huiGqZ1KRQoP9mLaRzOjCwUbDN+BvWvvrzevN5XpzGH9aOzSvRDCHnRgChoAhYAgYAoaAIWAIGAKGwBEh0LWvV/KAjIq7H5kpc6u8rvK4Hjkx28SSyUfJbSYmjIwL9AvhSBWY/Lq/kaR4ckJfEtF8eD9vrhHl4iQKvNBFGW6XJd3ibLho9xV2UmEb+3IjUu99OFinRZzRQ/WiXQktTPsw2pRxfZnL+5/wnMQmQUeWUv1XeJ3XjoaAIWAIGAKGgCFgCBgChoAhcOQIUANC2TvsxyEyup9KSYnI4yE/EfHxjjs/bu1DvsBz8gjmCRTNh5f9Ve4nT5A+4heSEJ8S9hMndC7CjUjoLJILLlDJoVp0juN6eyQG0pfxe5POh0PafNZ0VblwUTGp8vU6nkdugoU3oiF8eU2zL3F48e30AUnCmRTJAPtnCBgChoAhYAgYAoaAIWAIGAJHhUAtMoBK1Ee6YpLxRLlOIKoRkfEp/1OJoPK6LqTyP2V8nosDureSoiaE9VpHdwo518GMpBspCElh5CwSFiEgqhahw0lQfIxfJRVcTLzjvbpGyYNuhIuTRCgT0nmEVNDZxGtZWM8+nE9C7tKpnaQj1iZ+JbxxrkMNSCmR0WnsaAgYAoaAIWAIGAKGgCFgCBgCR4kAc4DEQynkNKSuTCfmVE4JQSWB5Aehu0RYedDgXtEqygqR5dHvtSBOyaBaD8r6+kf/ccr45AMsUVnAO5pIDSAqFCEc5YqQCpIMKd6EiufUkpB0KMOh6iUolVwQS1g1IZwjzKaEqFCj4rUtNMdSp3aafrGYCVaAqJ0YAoaAIWAIGAKGgCFgCBgCx4RAuZ6sXCyPqK1godxP2ZxKCcrs9NtgVFwWkeHLRWRqTjEg/Sj3h3iBzkGSoYVKDJX9hQ9EUwEhiYoPh2c3JBPcgLPl8n4h8Q537WP+hjUdavulk9NRXciKzwfCDWhbphIV5qNMiP2o6RCzLyYhJCPzjuk0/WLCPAvDqy+hHQ0BQ8AQMAQMAUPAEDAEDIGjR4AheOkDwiKKBvpy+wiqlNcpm5N0KA9Qn3A1rRLXDJ+vT/p632/1J5GJvWkXz2WcWjqhFajSDMtF0woSEbIjJ+AfzaZYSA4KqX45r4dc7Q9Mp8h8pK9nOyQzamrFG9PCcyE6IZ8QDfVLNQ/nEHWPD+vKzTFhnmlAFEE7GgKGgCFgCBgChoAhYAgYAseAQKmASC3k30ELqHgykPtJGMSiiXK9Vwo4jUar9BGlgk9IKH4i5aIz1fKaEGo8KPMz5QYVFuQUqkVhhCzVmLBPVBkML6RTyBeD6hLViqimJPAJiXfIImpiJVkSPREhNMpw9FzmD5ESRsHi2iwyRyVXj7QVmkc62D9DwBAwBAwBQ8AQMAQMAUPAEDh6BBIpxGKFgExQNmehEoCFsjtdM4SU+Gi1rr4kVksqt7MfncrZT/lB2ELKaVDURKvfmXA1Rb2NSiev+Ygmq7IBdTAPkwhpqOTg4vzST8TF+mUf3gDVMtwIz1lHrQbPg836KFvaLpqPkGM6veLZZsUQMAQMAUPAEDAEDAFDwBAwBI4zAgwxS8JR6JVj4KPhzaooh5NQUI6nnE7ZngoDLfQBIdEI96OGhNelWLVBw6EKDo4l12Dhehr1NspBMnmsDUy1LsSBjuG04WK6c2+7xX4kCVShLM7xygAAIABJREFUcFKx69IdhTQe3DSLRszSfCCcj1G21E6M87Fof90c6+rqGuli/wwBQ8AQMAQMAUPAEDAEDAFD4BgQiEdTqFRSgSsFZW9RFHjfbcrkIu/7ULtcSqyU/JoMFqX+3yLHezMtEotwP3bXyLjBdjUClre0kkSEZDncACfluZICakJIBqQtSDSSbJiUGwjMskIaD2pDSGC4IdWM8EYZ4Ur8RrwDDDemfidc161VQoxMyoohYAgYAoaAIWAIGAKGgCFgCBwzAplUTUywKGtTNmdRhQLlef5RFqe8zqP8MQgVyYPXhKjFEv3EdY6wEoFzu7aOIOE45X6NcMs1yC+CRISyAR+Ol42cwDmLuNi+TsXClOsuBK+E7/UaDFnYh95V1Qo3zQX0BmQgIKF2VTvCOl1HmZMC0ZJMI5VK6TA7GgKGgCFgCBgChoAhYAgYAobAUSKgScQpt0sUWj+PEg9RKIhJlZP3KaMLcfAaEvajnE7ZngoLFtaFC+d2cn7JJRyv5EQZIak2PFcgvxATLA7kZHrkppTNqMmUkhHtw/jALKLN8LGASSLIjIJNeXalm1PNB+diHW9UCYfGIdb1dD+yiP0zBAwBQ8AQMAQMAUPAEDAEDIFjQ6BWEj8OyuqUyymLU+bmucrkmtuP1xJ6168YtnhiFfnCoHK7huJldKxQBFyeq/+JmGDpnYjnO7UfhV7RTJAkaPhdJQw88o+Fm+UNJKM1qRPi0u/aXJ/WoK+wpUKvXLNNbjafDMy3xIveq3jU96TqnWV0f3Y0BAwBQ8AQMAQMAUPAEDAEDIGjREDC43aLPE55nwoHyuWU5ymbU+6nozlLmGCIGZY3zZJGr9kgqRC5HQiyp3M+let5Hv7TKLiRfft7a1SxiMbDO5ME16F742BurKE09/cEQjUg3Cw3xsLNqfqFi1NbwvnC8+o5j2RZoyNZRBORhiXtwhAwBAwBQ8AQMAQMAUPAEDAEHALFWgTJSA08atFrHrUUCgUMRAYCKyfK+2pSpX4eDBhFdwr6d1BO1z4kIyq7c75ArucFzba81RMvm/mC8go9sk9UGQ0vdDA3QxKgfzqZmFBVcrIZTqLkgv2V/YhGRLUkVLX4XB8a2pdrsA9vRAgKJw8V9ufGSYiMfISAsVNDwBAwBAwBQ8AQMAQMAUPAI6CEQ0lG+KikpAGsaiEgH6xX8iHyvpfPKX+7qLfOT1sUFD5XiCoOxHSLLiCeE5APKOlQMy0hJcIHEkJodD3lFpFcLlejZoIVLHRQUU2FEhJdUI/sp+e0/eJG9Sa4KWVInFNsw7wWRJmP1DdrU2R1R3z0JsTRPeod0asFgOfVAnrzNUklz2yOWphYpVytIh51yd2Zbh6lAhhyjCXczn6VaKZhjnA7+w81XsexD9eScGZN8w83nnsuVwsS5eto9n+s61cqUaQSkH3XyII9hqfK/fM1O5Vffz6bfIZSKATPLuvKMQR1fC5Y+GzoM8Ijx8Wdz1nwfpKOTXPy+QaTHVXrz9fRzq/vsfB7hud8X/OZ1fff0c6v76fw+5L3FK7n9dHOf6L3f7Ljz/2HnzPizM/tk+X5OdnxH+y552cDv/9OhvfvyY6/Pf/uO2Ko75cT/flJeYifNXzmRS6oROW7pXk/x/L5z9dY5UnKXoUS49q6NcPfX3y/hb93dA9S7/fJ71/dCwX+zKhWeQso6dD3Q/NRScpA0UeXzfe5cVFqTJwlUrN2o2GOSk7MstSkiiZa+XxelBCU61X+5xiR8732hHOKRZSOz+eDecgDxARLWIpXtYhWItZW9+8ImV4pgSAxkI2I93tC0ra7lOvdbs8hwsE8IGFCIhvyCVDoWU/NCG+GTu1kTexPmzSSHwITqHhC5l7F/ogIQvoCqTAlX14kBhVHOPji6oul59wg2zlWPnxDgteIxpeqSCVK7oHyr9CRrM++LHwgea7H5v2pcHXI/o9xfa7NdVUI1+t3av33wv2fyq+/fsiFX3cln/rhx6NixHO+Znw+2G+w55VzqbCiz6321feiPm+6/pHMzzEsfL/qvOF5WHe083Mefsmx8B5Zwu85Xh/L/DL+BO5fNnwS46/46HPG6/Cz9l5/fk52/MOfx+H35PF6f+nry+OJeP+e7PgrPvb8D/39ciI///XzhaSAP2qFP/v5ua+fRUf7/cLXV9fgXJw//D7TNp1fv2tVttV2jmVdPJ4BIonA4qg5UuzGfUW8vacfxdJOzOiMYXL6DGRTdZMs7odkpFbMo0AyczAv32/yPvJyuyojVBEQVhjoeeD/HeIH2sajEg/lCtrGdcLnjT4gsovGDuxMYiDhdVPZgM3IRJ4kBBOGSAIZEQujW5EpKaGQcX7TJC3MnCge8aHIWKru4bwsejO6jtZLY8jWTNuFRLHRz9kAZNk51pNA6TwN7dTM8D6GGu/Zouvg/h/JeI5gfyVzwZ7DL8wJXF9ej1LcETvJ8+KIHvcV7OUErv9u3z81csLeT9HXX/HnkUVf8/CvGEr6tU3fD2HfLR3rZnH/w++D5vqjnV9eL/5Q4bW0XEP25V9H/nCh7yf9FeZI9x/et56rJpf3cSzzvxP7V6x178QnXN7r+9fPd33duPfwPbzX969Yn6z4h/fNc33f62tg+J/Yzx97/p28Ndj3y4n+/KQ8VKi5H57CP5TzPR1+Lxz195fKk1641882nVvXCc/P9508E6W8WPyIq0Mqg0wyKj4e+nmjx909eSzdvAFPrcvgubLTbOwdKGJ8JonpyQw+NrOMKROnYVpHy6BkBLUCKv0H5X75Xa+yupAMKgsGISbyWX2w3ubGdYgyQvfF8eJL4h3cec9a9DMmsrd/by0s8MuNew0EO+sgHcA6shq+aOpsroCFX0Ad17wgr9lfSU0zSQj357nM44lNM+sK74nn2l/3pzfP+nB7eJwMamof6fjwPOH5Dze+vp/W4AU7kvG6rh7r8zm8hltfX199qE61++fzFMbtVLt/vV/iwOdEBfgGTPz7jR+K/GxQwVCvw8+bvI/zTR8s1Yj8SqP9DsH8CObn2PC64TmbP7TZV8oRzq9z6r0IFky8FPoB42jxOdH71z27G/eE8iTCn/sOPpN44THXOv0yNPyb3mMhx9BjfX81P//hZ4nnxzr/iXz/2vM//Oezff4cBh//Oa/vAf3ckShNIUuco/384XypSEF+hFeLH/2Ma35fBWvQp8K7NcRaW4BI6hDi0VuoYcPWffjh3gE8sbkbJBwsBypVJKKNGo90JBKQkRs6R2Hh6WMxfVz980QG0iqnWEOevuqFgeBHeCYiB/qdvJ53YXpVYcBxzd/BOhePJI/he2Ud71Hfs5TnY3/yB3/0+QpoeEvV9wD+f/beNca25Lrvq/Ps7tv3MffOezgUOZRJjWhaMamHZQEmBFGE4iSwDchwhED8EseCA0RKDFlkFDAIEwsR4gTIh3yIYFiAAgcJHEsIYMt2HD0iE4hgiBQZkrAojyiOZsiZ4Tzvu7vPO/j9a/3rrN6378x9zTRnTm/gnL137apVq1attWrVqte4d6oM+tWryHvpVwNgOa8Ik+FgtiqLZZ220Ii2XJX59qL05oMy6C2KYVbA18po+3SZL9bb9Y5n87Lo7dxgDKpAi7oVGDCA73iD1Vw4LkenS1mulIeU23xwKHw2nhfgC2fmnu3slMm83/ACP3DdWtQ7OFNWw83plX+pZTKNHA/83ih/pycuP4y++bKv58XiSlnBX29i/l16rsaTsrUalNFoJTxuFX9o9nYsPz3zTa5/6gwe5ELhUY/cueazvbJYLiTjh+RhWddWIR/IxaK/LXnTe9IVyAFyBkz/BLs3kALb3uqXyXRSxlW9NJkjHXwox8fiWumvqiz3JvuKi5w0fisDyQf4Uo6Mv+UGHXXH+OP9QTYX+6W3rPqIvKCL+YYO2LSMyjjiUh7Hh7+OFf+3Of1pR6yTBv2zZVGWou321naZL0eqb/ND5bHtslgeVL1Jx/eE/nclv71+X3wNz7uNd5uVZY1n6kFyOCiql1XZKWV29YT/70L/nPD/8erPUuJw7WgjZddi89I+LXea/oH3bSths9EW2r7M+p+2iKvJznJVsCeBNZ9ebaMJbq+IC+zJYlZ6vZqWjsrp8U4ZbW2XQY+2UCDLpemkPPXypPz6U6+Wn/l/v17+yfNXy7/61pXy2mxe5rTnyvdw54OUhF+ZLcozBwfld1+8Wv7ZNy6W33zqStmdvliGw3Nld2eoPIaDXtke9sr21qhs7+yWXn9YJvN5lfvhoqh97q2anYyeWE6m7Z0yQROXnXaSMKaRWXfQbu6Mal8A3dG78trLK/fE3DMRoTVsQuVcL6Xslun8YqE3xJ1eDYY005gcl4KCEL0eD6UBj8sjLDQWutKQjha9x1DOG6Z3HmFA2dPvHhm4eBqGYEW8DNe7dLnM7vFSpqPS5/KBe4Z7K/k7vXEgH8OBPl7z8mbl77yoF9Ufh0ZSJ5zhwv7PTKuLYbZ3evlVVs6taVMAY6jzHV7+xgMhD4frucq4OyXQxvIOT2ZaAYd4OX3jpTgRFRnHe9NkngjdK0YoCPaoJs8Y+nl7QCXz4rU0Zc7gqgzfPf7KO61rM3zLiN5Dbi3PfNsaFM2j9UjwceGfafh2o39bOwh9Yxt3ewytK6G/+dB1Yz7VFN7gvRP6VzrdlvymKReZxmrfY+o0NO/aBqqHzrb7J/S/ffqf8H89Sw5+Og7+yXzuNtA63rqmtQOho6yXkBfZj0n/cGAfYcwG8mW4wOHSTCGPvERbyLftHc7eWG+X64Xjf/jitfK556+UX3rqpTbScbBax3M+t3NnVMTXTz75cHlia6SRkXfdf/RoS28xretFan+tznDgMMNYxA4s6Y+w/7t2drM/o/9gGtdF6MYk7ia4hoxYqXJISaUGP4iXFZfT2ngBZDUUaucEmIAEQSPh9C5ArmCnzR2VXFjn40o2LBUlK8hk9DjfKO6hxq2b3vDvNH/hmoaxvDbG+Lay5M5SPEP3u84/DCfyodzk73UgLqvvXVzuSf4w5jGW350Ol8V0yAbyO7n8lDeveamK4PC6H+JkfjSN3JnnPdNP797tIrzQnioj+Q/ZzrxGeneAobcvy7cdF1lxEcf6pAufb104hsndvN7KleTf8awHDIe4hO2s6k6AhOcGppZhTTvThHjHiX/G6+1G/0M85orhHm2ODV/RGL2YOqQn9D8sR5l8t8P/SpfofUOdJJq7Hiw7pD3h/zvXnzfQ2pWY6oO2ynQ/4f91hwWa+Gp6PgJulf+JblvAfHzI/mSt4alzOgmcPNCv3aUGTpdtjezYNZ7CMbVD4HhqeKqMY9TEZWF61TMX99TpeHoyK//XH71WXlnMyt12Ogz/ZvfHh+Pyb7//Qvnhc2fKn3lsp5w/V2dC5E4RuNEZwUnEbrRbg+iRBL/aoe/2OudFeb0plcN7r7z03CobKP5Ag2rj1w2zK8rKJxPePT7iKrxjULthFPxA1hVCZblS6ZF6XjpxbYCYKbqMlSs3P5PWvVvS0rum4+N8EGTnS1zj7Wen11qXtBDntvMPz63KeoPRVufXOc+j8L/b/KGlmUI0TAJAvjnP/PxOKb+3itvU+vdmC/CfFYA7/63xW83K9ri3PrXUO+LBBBgf4TSwjGd+zR1zy3iXj4jPRXjXoMxxeTaveg4s6Yy79M9RIyx3gT/wjZPxl2HLh+i8g1cuZxdn43gc+Ge8jH/GD9x8Ee6y8tzVeceBfxefzG/wqfV/btAJgxdJCw9zuSxvNf+83ekP3dROzoZmE+mJeghZXVTavud2O2JnXjsO/nm70/+E/2sn4rjkl3y5zMfoj0PtXLKDief41kEhBk3/ZH40XOqYnVvPDOuWt9gi3d2rmF518Uqv/PazrxY6HU+9cFB+67WLbT0HIxZvdgfEZZktV+VjF86XDzy63TojD9+37c/tzpqRsrhaDrjHqenQERrlPoJ1cm5PGx05Cd2JMsHc2JNI3ztDRo4LIL5nQVIlxMiJjV68n/3xsvUkm1JrxYEJvKXv4Z6tChP7CrtjRLIbmEDTjMYNFxsSHslxOUnnBeqE+QI2PTeXReljalY7FdJ0uMX823SUZPg7T9Puzcy/W+lmDPI0Hm9m/sdefjqinV2UNqn+j6J/rnsrAssY/GIeMX9YHqAb0/WadyN4mniC0zFQULQMSXPd8D3Jg/lPcNIQrsO5+xv4SXckpcf3NwP/lieynpwkXSPZeDq+jGVPSYuP/vZW4v92ob/rl5FZO59Ux7HPvL/DQ0e1Gyf0v0f8n3jVNIXm4l3fo420oSa5TunySKBhcD/h//UC3q7+NH1O+P/wSPJbxT9u71wP8LTDso2ZZUG4ddowywnrORgZAAYdj3PbvXLQP3NoByqmV+3NDspkb1W+8vx++Z3LV2/odOTyH9ezOyMsXuf68Q9dKPeNY21FQurKXvUErdi5i85I2AJEUQck2kPTyEnbNrzNGxpfiOiEToTyxyNv491AuDuOwiJzKykbMCDVDCIiJiQV5/r6dPUubOMCQzD3mvNDmiB7pCQ1+jfgn3qy7sRknGVcvU76u8mfsmRGNj1ynvmZ+F387yZ/6o2GnSsL0aaUX+Xc4PrP/GTvDnxgnuSZyzxoemVD+qgwG7jmZ+JwiVcZNaRjkNaD2MFAeDYkreyd3jwqAGmEwu/cHZfnu8E/b+8rPEIHAZ9y5elY5GNchUs0QA4zTm8l/nTw3s70b/i/ju53HUNf627zQK6TE/rX6Smm063Ir/kfHjpkA7BWMLya5m/xPLK7NTi0Lba/n9D/9ul/wv/ReY5pZlnWzW/Wb37nbl5zfO532n6p/UjT9QUnZr1IltIoieLa4RW7P8L/lh3LAvhsb++U3pB1ErV9JYyL0Y7Pf22vdTp+7/Jl7V7Ft+4OVjXF8f7TCfHlkZEff3CnPPbAmdIdGZkup2U1W5V9NsI8WJTFdKZzRrDVubANvMYP/TT45N/+6c9src7qcBKMAnZoakSPjL1if7KoO8Gw0p04rHb37hjL4bjtEsNOAKx6Z9cYFsQt573acC93tHuAV8SzSp4GhV2utMNOb32yuSpyXnfBUoMeO9Cw+1V/OdEuNaTjIm7Z39OuNd5pS4yyrLtu6blfDS7tcrCaaredzExvlN474NxJ/qLRsq+dp6Ahu/cYZ2jlZ3bduRn+d5o/9GG3o0F/UA2VyXq3L9fdm5m/+QS6s/PWW13+xssbXP/QgIs6QPYsf+xC0XaYQ5ZXdUcr5IIdrOaT621XKtKw+0eZVv3g3bFI491z2o4X6JDBbln0hjp1yfw+XMzablXT3rZ20CmrqXZlM17GTfB7O8K17o61Wwa9g4Y7vKvFtqveWhfdAf7Is+VgZzBuO34RRrmQR+TDO3l4JzDpyvm8HDf+b3f6G//euO6o5B1m4APLrusH/vJOZXzX+2T/WPnH+EvPeseXtxP/z65qFxt2s0PuoTm07Y2iPU+7wyGTtFfs5kPbLcPwhP53pX/MPyf8X9ult1r/Q3/l2V/zu3fgs/6xTNgOdttQG9VrZcr0xZ26M9Z4sFN2d3e0kxS7SrGLFRdrJ556Za/8T1/5VvmVL7xa/tGfvFJ+41uXytP7B2XV0yaTijdIi8MV8G3wB07+sZPWH7x6vTx9eVX++dOXy5X9aeldPyj9/qCc3mY3rUEZDoel3x+VYX9YxuNeGY62y5XJovRKr5T59bIY7JaymGjBvXbBoox0BDyiQIPLFCwI391Ro9sblSeTofLk7cwVZ49VFxbxHc/eUN7tibEXVQtXY+W8v3stijwx6TAU7yhhr2uOr7zCC149t/26oxeItLneI4Xl9K9X/lvJH/Du6DDiQ17CJXrVDqv0eJPzTzRvvfx3ePnNr5ta/zYqqGbLFPyt3dc8XMrH5FVq/Jr4xd8NL98bL2XeTryeZSjD4dleK3SOvEix6M/rtYhjfBzHdZplx3BzfIc5veUu34ljuvCc5fOocjmt4n4b4E/ZjsLTtAHfb2f657qBpn7nGdxd190yHgpPmx7Q3nTXLBnmm8E/7wT65/bedDX/1LZyX/VCHYwW0W5Gm6l6OaG/1EGVtRt52Pxn3dG9m9dP+L/aoW+1/LreWjsQ7ZjrI+sewprN298qvdF2WQ3G5Ux/Wvqjw1OTvJj8j/7gW+UfXlqUp6f75evXqq0MHK484sFIQ36PKN/Wt+4ZI9//2NkjDzxczibl6nJczxhJo6vrXbA8BDW5fHjXnDTtwApcDdpqVj33NMLX69a7LBpEcXm4xYLndLxb+IhnQ//1FCDUVxp3HmK7TIe500Q8w7HydFruxsXxPGSmTkScsiwGjDLkhfktbVqQ6916rLArE9eDBcHDUzeMS/2+xkP4y9O8Hs6+k/xb2YLu0ziEzA1DN1/wcdlI+44p/4bWP7xpvjdPUa+q587aF31P22QTzfxLfE/ZOARHwKpseQcLy4PhYbSDg2WKJH7nWfHpkGhYersdYprj8K3xf6czZF7OjgrHZzrozqKvBfTGx+UwfOPLu50XlkshlYxdl6FLA+fdjW9HTbceiOd8jZf1omlOudp01g2mv+tJNAs97zDTML/nuuE505pn8wvPfDe9FdF/nelzm8r/nhYp2dA6y8OnGTdaJ/50XdgOyHXQ4ocOaNvMQ/fkoFAdTS43G2BT6Q9Z1vRcH97msBP+DwfLfNGm7ZrfaC/uhf5f837scGhbKtpW8XDavh9epZPUXUjubXOfu/x0+eoze+VX/nioTsdquipPT+saiXvVwcidFZ7fd3q7fHR4tuy8q464sK2uF7MzxYsF7E7ju1XhvbrnzshPnL1c/tSHPliefGhUtnqlrOKME/KCTqtpPeW9rQHJDWkXoVrh9SwQlIgb76xsSONGGuXClRes3jg6URecE09wouFRwmhEvNPJUbiRl09jN0NaWMnf88yO6qC4gWr4h3GkshmfNO+PBuyQ8ZXiNxggHo1aLg/PXcOK9zwXX+lI30ZiYlFvakBvlj/JqrLajTNbquHTxQHaSNDS+S4Nr1Qe4OUy8fztXn5w5NrU+nddY3hnvsrh7jBDo9zp1JbMsdjXjZ5pabr6HT7N8iT4aWGwZTyPWmaem+L5yDKSHRJkcoTzgmCXwwZMxqerj2xsGreW3nm9joecuFykPQQn6Sa+cZnXeLYxlXExHI8AW+cocSqTnAEbTf/UrgRx3I4cxU+Z/q5j30mnRezzqQxbdyZdF6a99S+8z+Wd8jaR/82fmYbQw51ltxumpevkSF4PGVO70plDn3UOMLv5AW8T6d8dnYQfT/j/sH4Vr4QO5plL+jfaktymHNLbyYZrPNfR/4JjHR5rgM2ryoi/1GapvWTK1dZOW1SOQf3cq5Py1ee+Vn7rj3bKZ+dXdF7Hm7lrlTsdP/ae8+WvPXG/UD0zHJX3nr1SZsOzZTUflVGvlKvLoi19X3ptqoMIOUuEUZh71RFqNOo85M4IC9gZGXnyYWb/1PUkjA5x4rrWgDCvlou5bZ7nxrw4KpswhIQDCb3mgnmgju943Psxn07rFTgpvT8urA2pc82Hmi/tObzT+XV9rwrtus4I4BRc5+k1A5y6Puhtq9dEnv7OWgLmbxsPGAnGmY0mOp1Z3/v1VEbNIV7sl37/tHCBCOC1mO1VHAbl0EntmSnBgznozAvkNHXyhw5er6H5g4GX6LO4VuY7A81Lbngv6zxyndzMabKzq1qT4XyYT5tPinc4Rssb5U/5mZeOEHjePAKj09o5vTkElm8qPyfIL64UnTo8u/SOKD/1u6n1T/3Wstc1G22tzzzWesSprpVHqtzqRNZV5WPWfFmezZ/WA6yBgL8tPxgJ5nd4DD4njU56Jb/FldpBma/l2es36Hwg60uGqdO6C8Oj0Z2vtgXfYeTBmgCtv1guCvOkvY4FWeekbDcO1gNeqwHOwjtOOWdNywreZ11Jr69ziJAJ6LVYLTXnHbkkP0549gnvwCWN5J5T4Xvr03H5htGkuMApg7p2Bpqy9mp70U599RouwSmDMtoaC/8T+i9FUxEs/jI/aaHiijVs61PSpWeDvvCf1oJwn+0JFnWI00p8RKd2QCfnunQic775YSTP5z2tedxk/mcWgnWDdElvu/SG26IR1QEN/R1eZx2X6Q/dCJPeWNBGhoyFTrFu0p22SGtCK0zgknYxHW24/jnhf/jsuPQ/tpfaCtYyhq1KuwLPEs661fl83tYMo2Noh1aDa2V7UO3Sf/DF58unPvdM+UffOChfnFwvr07mWteRdZqfMcw5mfxuLjofXOfHw/JffPhxGfYPnB6X0bBfXrg6Klf3S7k6WZbZYl6Go2F5z33j8vj9g/LA+FR58dlp+f8Orst0fjPXm/j09Rcnk/LZF6+U33zucnnu2qR870Nnddr6wXJaepOrZfDpn/+Fz7C4EyWOwYEywXDGmEDRoCj8bGUjZmFBayxKc2OPUs9Khvg0zsDBmN4eVYUPTJQVHRYNW6mjUHHAgLABTuPs/L04kW9Kj8Ey2xNjkC/Gw3w2keHv9FaAxEdZygjo7QRT9eqi2mEtN0aJYIRRRVo6KDAo+LMYFWMHg4XyTstI8bVYN9GCxo5F98bbDI5RA3x1XGaTRpPVeCK632n+lMv06JdKL2jFYmHqCaNL9IjygzuGIzi6AZGh+TYtP/Td5PqXAc2C3Gj04QVkGF71wkY6/dQ738TXyCNKdDyRcWH55TsyCz/0S3UcNP4KebWDAoNQPBQdYMHvMSROJ2dURls9LVal09L0C4vaeyvh4TxtPC76VZ7MkywIR557s4VkxTyN4qUMk0l1HrgcMoLSAnvgw/cur3WJ5Zp8kMXVgkWIa90g2sXifOhhmpEvnfpevy+9YH1kfeV46uQEnY+SK+tWygYO4GNabCL9D4Zz8avpAA0weM1PtJSEjUZT6Xv4SZ3P6VUtSBefhwNNujqlB8YhXWddG04g1+Em038x6R9OiG/SAAAgAElEQVRq72WZJP6Hvu5w5I4Iz9RL0xOD03JEwPO+VId2YETn0PJOHNfzJtP/hP8XtQN7jPrfNiX2GQ4P27CEu11tfEu7MeqXl6+Oy/lTg3Jtuir/9JsXy288d6l1Ol7PsL+bzgcdD/oeTLei8/HEeKd89N1nyx9841r57Dcvlv/xcy+U//bLz5T/5akX9fv7f/hS+bWvvVKevTotvWu9cmF3XL4y2yuv7c/LfLG8646Q5fz17pTXnZHT82H5Sx+4Xx2Qy1fnhbGNwc9+8pOfoSNBQ9+8+osrdQg7lIwUO52NcW0cJkBkdX80oLkC3WmxguEbF5WaG2dGKNzgooi41GCHESQFt9hvHYDaMapKj7jyktmwole6dU6Gj5UecbJio4EDF+7GA5hWpNQs5ZQCDaXLu/EHnt/BW50J5thPezL2mHaCoVXKTOVSJ21eO18wrzti2uUqet10cLZW4am+w/z7y2Fh5Ah6gDvlWwyLhNpGF7hzQQ+G3DFIMTQpuz3Gb9fyy4Dc4PqvBvR6tJI6phOgnTwOLle5iBEH1b+Nckb2NGqxLyPNfNCVB3iXMMsrBgd8u1getA6sjfDK8z3xmnaPwhMth8ai8uQyOijJwOG7ruB/ydZwUQbTKjt06DE+l8ttjZxYjtl9Cv0D3xpn8zQwpNNixETwGUaPzrr1FiOa6jAFfTQqsah6wLrJ+Et3rCbyDMuhEiNMxJPMhaFFXsqfjiDnprBA91Td4pRwdcwYuVlN64jObG+j6e/6h8808rSaSOc2+k/2RSdGK9QOlTrKbb3pNos6wBHRHDoxugVvwvfih2WMZIVDirwJp5OyqfyPzLLhg2VC/Iz/IpyLdrCZr6Gz22nS9hez5pSDhsiTHH2p865pMXQSF9fKzmBUjTrLyYbT/4T/j1f/i99j5zdkgM4Fzq3ReFQdHmHjWo+gSyazRRkv52Xn1HbpD/rlX37zcvnSq9fLvRjdUFt1xB+djzODfvkL5+8r//GFD5Sf+aEHyk9970NlezQq/9ufvFx+8cvPlW9OJjL2bfTb8P/CK9fKK9eW5ePvua/8+HddKB9/5EL5C+fPKGzZX5Wzq0GZrt78DsnHn7iv/NBjO2V7MCyL6bT0dhdl8MlP/fxnpMSXI01fUmOOhzQMBxoGFI68qVO8JXinaiPbjIGYipANWyrWlWvDx8rJHQFgs4CdBr3CXTcUpLXBQD7Gg2e+2fMi70wYIsaHO/BokJiygWHiEQi8mIvFooz7tTNjHMHNU7LcqAGDfG3g8E584NFh81CdvWzEdUPmnjO8JAOOfdbp0MU0jm757jR/Rqegk3EErp9lEEb5XZ/Qi3CGvj1FDHrdaf6kPdbyB5+oA5U6mZtS/5KhZAyLrxgNxMhNo17InL5Fw28Z0VS9aR05O2RkhDwg05Zb0nsUERlhO2z43Z10eN5wbfAZJvynb0zT7K07wMSzkUOd8bOBQ3xGSBnpVIdqut422HzMKCpXN1393m86jXLSuDBFE/lgWqlkZzFRB4E8NTUtTRul7MZfhtq0jlwSlsvZpgeFzuM7OoKtve3UEO3SyI3rZtPpD31cdzh1qDc6bvJG0mHAGKazzHTUmDJb66+moxMpL/2SOq1bnFM30vMeQQ8doTpkK/loH6gTt2td2bA+fKfzP9MeoR/8iC5BoN3eIy9ysAW/QxOmr0nnTPYLI+7WK9BPNIw6NI35btmnTtjaW7wfdXDC/yf8f5z6H/3CBe+isxkRhD81Is8sFztuo/0Uj/cG5dT2qgxHW7KFn355r/z2t668KSMKdDzeu7tdPnL6TPmv/+y7y9/8c+8qH37/QKMv4EYH6NmX98q/eulq2ZcjrToAhXj8AYPxgo+cPlXe9+CO0nL/y08+UH7k7Ko8fGa3fPXKQbkyqwMBOe29fP7Ig6fLv/Peul6lt9yvNijngPRXdS98FA9KBsWDBxNi25i1V4PGggslRHwrmvo80rQMvpHOcYmflRMKz4pHHs6tntZXEEcNQpzfQXrC1EBNwmNoIycMGWCDg+NxN240Ym2ffs91B3a/loG4aryY472ayJBmzjr04Bs/lKeNJLzANGLyxpb6zGiKFDaN5n49b0NwE1687/TqGRgWNphdtI0OyZ3mTwNC+W0EQg/RDc9SNC42pNRwdObsQx8a/TvN/9jLH/wAjc0vm1T/i/2JZMbyKXmM9QjmC2gDv8GDjJTReceQkFxanrxmIvjRI2Li5TAqFB+ZQZ57/bYeg3fJYHgzJQ/jylOkR2bonFA/5lMbkTZKaAhszBge7+AN/2oKZIx6WL8cjKrskQdhckogj0wDW67UocBTrjzjHccB09bo2DAyAexqII00qkNYXtNhOfWaMpUT3WA6SX6GFc9JHbG1vvKaGacRf6bOl/HiO9/03XDziNA7mP7wissNvaC3R4uhi3gtdXz1vtiXh1J1Au+lNXSOT/2b73yHB+nIwPuiPZFTW2M80Icbw/84BmgG1dZv1zUeyHjIi79lPYC8ICfUnS/JKaOZq6lmUtAxdHuT6wTjjrg4LhS+4frnhP9rp/S49L8daEzrXOzttZFpNnOB59FBGsGzAy1sUnTJ9hYbKfXK5Uuz8g+ffVVnZVSuvjf/dByYbvU3P/BQ+fkffLR892OnNX0pQ2cw4Pxoq3z1xQOdKXLU9C/C6Fx87rXrmo71wGhYvvLs9bK/XJQPvet0+fBj95UffOBMeeblWWFEhDUsR8HJ+d7uM2X5/ofOlB95NzOVSrm+v6i6+FOf/m8+g4dJyjcpnjZFIBSEFTbxeM4jEFqok6ZlYFxo9CHmfVKRUlDhUUR5+UAzeTintaNA58MVTxopsEld+Ok0IM838PDPDCLDg3l8McVIxoWnYbB1Ggf9TevBS5RZDX//rKZOUSYUKzh41MSdKBtJ8hLRkaFjg8coPGzgJAOQtSKM6sS0EuOHsaLOAB030reF42MtkGTq1p3mnwVEDW3Q3A0H5QE3cHGD4XKp4zGoB7zdaf7UxbdL+Tex/tWgx9x26oF6Vl2Gx7jxQSzSRSbsabZcuhFUujEjZH3JCfxhuZWsJJnDG41Mbi3W68XApfGWZWNxTZ7SJs/pcFHCunKTedhyQpmIW3l5WJaTuiGG5QzcxNuzekAauKncsYbNuFMey3cXNjLId/CHDsIt4FoPaTEzHZftqTZ0AHc2j2AkiPwNW7IWIy7oG+V7hAefPIC1yfSHBvxwzDCaBS14Ny9zdxxoRf1AT+tR089r6OBB1/eErS/tzUy8QXrDom43nf7wq+gQciV5YipV7Fjj79Idsahfi9HDQOO7Zxio0x3rCYnvuiAOP+oSueUZOXP9+R0Z2iT9Y94+4f9qN73V+r+tH/WMgRhxtS0h3R1rKrEDbRvSgx4vtwp+56+/fFB+9Rv3tgPCdC6mW33qTz9W/ur3PFi2RkPpxKP+esN5+TdXJ5oGdtR3h9Gx+PzL18o3X5mVX33+1fKV5/fLd13YLQ+fHuvHiMj7B+PyhYt1If297ITs9vvlZ77zUY3AYPNf398r/e1Z6WPwoyRUEQzFYkyjfIbntY0u7zrcaas2ClpDEHObXbCD2TDSVI8IcbTtJ57IgOmtdEnDln4oHhQQl7b8G5zWns4ZD9KwTSUXz1ykA1/Skk+D0ZvqkCR70chD8WNrNfJYTveVl7YqXVyrMNgalCvw5BteMra9Zcs14ItGUsg1b29RSDJ6zlzgwpXLSceozwm/XAHfd77Vctxd/uTLOQhcbEGpugvPIWHUQ75MO21BKRrcXf7HXn7z0IbWP/VpnnPdut7Z4cYX35ANLvYw13vIImHwOWHwy36vygnhwEYeLGd1Rzx6Oqf1TVvrxtbc7HKF/BqW81Ra5n8Hn8L7XHw3XMvr/mDZzgtAVvhueMhhN78KKf4Hp+WtAjfSoCvy5fI5zHjwTnyXU3hHJJ6hAbSsO3nV806UZj4tB5NYV6VD2vYNWnS0vmn5Bv2lF2ILWJfbZdw0+pvWtCHWiRDR4X7mHZ2c64ww04/zAKz7qy7ebfwufR884TjUKTR3+k2mf6YDBiDvbKHPnQuaM1VadTGscuB6IA7Prb2PNgd5cR0Sxz9kWnLGWkS2y492mu/EP+H/oHNqw6ELvxP+v/f6H34TX/fq1Ez4kMv6hGf4FH4mrnm2t9/TFrd8f+jCuDwx3tIaECW+yz86Hz9+5oHyd3/o/vKjHzz/htDuG9cGlVGG17vYepffZy9dKt/Ym5Tfeu1i+YXffa58+VvXlQyHw0e/+0L5xe/5jvKxC+d1bsjrwbudbz9w7pzoRJr96VJJ0cGDn/3kpz9DL9yeyLVHonoEiUnv/GC/zt2Uh2k1qV6rmAdOb5Geob3/eApZGC24muNbvaSsFWCKE71KebLCg+JeqDwmwE4eKi8YRwDJh+F5KyvPvWY0hvzzeggzEuXJXs3saWHBYp7z6gWMGuEo60VITuNyUi4UKR5gDdv1q/fTIw3QjDR41jR1BK9cjDSAM95We/pMbzw/d5I/NPP2x/amcHddgGddo1EFC7z0Paak3W3+x17+eV0PtKn1b89jnVZU65g6xctovkdpev68+CHtwgbdkK02pSiPznmuPHPvY6qed8RTmvDgk4/XAXl0MPOg4iavtWR/sa9pmJYZy6u+adejlUYNLfdNv8Q0J3QEOsayZr4mvb1XyIbLTnziOB7hTJkknAua8Y5MI5tcjOzaiw5c0oKnYIT8CL/RaRls0m9pW1ho4DTAc1nIh60d5Z0PHbip9NdU3BidqCMR6xG1TD+e4S2m1LkOrY9F16gz8Y/q+kA8zUgYF+mJJ72os5DqtDe3JZtKf/Os6Buj+iIYC3K3BpoajS5x+6XOXRvpZNvspfQMdNX6R20cs9tGKS2LnpqldZNu42PklnrZVPqf8H+dnXFc+n89Ur6suiHaF7cB4k02uYnZO0xNRFYWs2XZ7rGpyKDsHZTy+y9cL3/MeU63eN1swTrhP/nkw+VnP3yqPP7QubrZ0+vApPPw0//3n5TPv3a1XJze3tQpRji+trevEZHvOr+tURCmdD3+wKnywQvbCn/mNsr0OmiWxXxZ/vJ33q88toe9Mj+4IpuiD4G5UCwoHHolGClWzHyzZ51GmvjyfiyuafcM4unAwfBGEceeQrwp6lyUei4AsBlZ4fIhUDyrF5pOSSUPe6gUOTyU5OMRksqwbOs5LavZgQwNxQX3eYxUGA5lG9U572Z0jXQcrD1gfgdGHUUYrT2xgQT56ztwt84JR4+GUAZg+yevEUYOQ9by9M5EN2hj7xGw7AG60/yBQZ7kwSXjMzxLhEFvaInB5TiKGAbR3eZ/3OWnTJtc/xqAC++ujGo8jDFaKF5fXCuOA620zWCM5pmfieeRRvi1yqy5pI52MGqiqyOnjGqQ3nxEHI2KBR7kKTyC3/xOfs7f8sA3X3jEuUhLPL4pD3uyA17VN3U01N5be7xJYw8XOOVy5TjEk4d3cPpQOXxAneG6HNZ/wCQMWMiB6c7dZUEXWfZUFnbFwjus7YpraQnfVPpnTyM0Qz/WHQ0Pj5CJt6PuZQSj69DH6PtlT/Su6SvtqWtoTFzXO20OPKSzp0JXm8c2lf6ZV6GF+Zbng71K30qvaLfYBjlGSabzi2Jg+Nd6gPaGcLfzrl/qQiOCScYtLyf8X0emT/j/rdf/6HLojn5xGwA/WhZ4Rl/7HX1D3MFgUqbj2kadGlZHmCLd4t/NDil8cGesgwUfeuihQ6eHc3AfnY1LcaI62fzyF14of/13vqaRDEY07uRwQY+IMBLC1CguRkK+55Hd8lNPPljefSqmK9xiuY6KVteynCoPb4c3CBuBmU2D06Xvxp8XFASXjBR3NAIiFYHC8B2FQuOOAUBaV5oNERQ/RoQNACsrDjQkjQwMT0s6AmuYogpkDM1GPsozGMJ5lt6ongCNcUQHhz3JORskFCrlkTFhT2cYNjlbwyJPLuNLOD+Xk2/QDDyIq3yik+G03KGVGsjABSXuYWxo5A6RcbjT/MnLRpiEKPI13qY3uBDW6tsZx/1O8z/u8gv9Da5/GQk2xid12114wj/owzQh3s23jTe86FdrHUKJYoSjJ8IJQXqlZaQ6+Nw8RN1bjoFJPGSPbT1RMDb0CDePBrvVdO44hdMDeMAhrmBZXm14xqnrDSemOM7r9p7SX/NaBvOy4/ENGlgGVJ7Qq46LjjCOfFf+MWWKMvIuI9gdPOnLOnoEDMNROjtY0G8xtTR/tx4lrsuKk0fXhtHfRihlF43oMPcm4jXpluA/h6lOmR4c7QH6ftyvZx2Zxtzd7ridIh31yDfpdtYEck5S8NrG0p/plUyZTjJnvoR3Mb7sUHRdWR7UkUbmF9eqPKsOZ+J5tztO0+rX9Wydten0D2dRo88J/x/iRcu55PZN0P/WxXZI2S6zHqdeqtMiOkeD083W3C41bHtnq7ybNSR3cTHywY8F5xj/3ev3v/I1dTZ+6tefUUeEzse9PNX869f2yh++WJdgOO/v/877dNaI3+/VfTKZNH3RpwJMbCtwGmq8Rf7mcOLV35rYUjChzM0kgheNN0gT7l7kIViaT1pHXGjc+ea7YZEeg8cdG2DvrNbrKtxIEa96JOuaBjFU5G0PJXEyHGAZH75xOV8aLpXDDWCsW1H+MZeduGrowkCyYQYcCw7xiTPZui7FrPBoDLORV3O//fzBwWVShyeMHuDZAHTPHuHiWYZU0PXtXv5Nr3/4tF0YDPNFG12kbu1MII5klQd1JOqcV8IwQIhrfmcNiOKntR9W0Dfwm2LWTop5Ca+njD08pCxC9zoo5CtGBEhmo0f5WrF3nBLwq0ZUYi6ujR/hd7AefeAd+YO3XY6K2q5w4Nm0AgevRyEueEM367KaLmQ45N9x7NkFdwzZPJLrdNy9loXyOy9/lw6IDt4J/asBa95pzqLgZWiFjKveg9cxiK3z0KtOS10S3zxAODzR+AHesn6kYzhfqs43mf/he+QCepqOkqMYNSfc7Qi0y7QV7+ItjrZedA75haY4B8TrIffmf+IBR7rgRP+IJ037E/4/bAS/FfrffAmvomfEm+FUsu6AV21r8Oxw0q6wSd81uOs1E0y9+sSfrdvUGifujH780rOr8vVrB1q/wajH3/nSN7WOozvq4Y5MTn8rz9+cT7Ue5Fbi3kkcOmjnz9a1yjgDuaBhH6UCYXmhAkRYPIZpCoS/IST6zS/qTng3vpHzN33HIxieSo8EGBbx6ZygCDGQZehEQ6HeaHgcLaDc8foCV17LyWXh7XCXIcMnD3cOxERWkijP6DxlfM2AShOGAvCscBlNcbmMo/BJ09eq4l4PKarTZO9pqT1cGUR3mb/pLUUfI0DgwrtHcWx4qU7DI5vxpQy8+/d2Kj+dLpU1+GJT6x/+FA/QuT2ou6rBG8iTZcH1i8GQpwIyvcoGAWnEuzHCyXtOj7y0vMLwID1hXMCh0SAvOx1QODLuiYCHHw93dIicjnfpoZgyqMXuYSwup/WsB+sG0lieeTYM8PYohzLQX+34gw9puIND83hHRIXznEZbwLmFR4fJMkVexJVMdUZAAWN95zjA4QeugovnPkZbN5n+qruY1gPd3NG1HEOrLOPEkc6NBqxbR45PPOjLu3kFPQitLSfE4dpk+me5hxaNP5HfGDU3z4t2EUZc8zR3aEpaRj6BCd9Tl9Cfy44Q1TeyxOLfpD8yHpukf074f+1AO0793+V76x/C+aE7ZKPGpkPgGnY07ibx+N3+PbE1KmPOtOtcn/vjS+Xp6b6mWDGdiY7IUVO4vH7kH//FD5Z//tEnyt95YPi6U6iI74vnH3vvGU3DmkxX5Z996Q/K3/inf1R+73JdduB4d3qng3aobNHv6NuIh8hqVFMObiAJyp5zG7RW7E6CEiGNKi16jKo87VBUdylhaFaKJzoBLQ/OBpkvq7cUxRSNO3lJoYXCwwDiG3DdWLVGyDvzpHnXNpikCNN8eHsum8chGVooXvCCHm1ucOSvxit5fGTIxO47Kks0pjCo6QB93OvjGYVuOt1t/qYf5ZMSX83kWbKB5PKTL3H5uVHQc5qeJnwxZN9G5YcXNrn+LXvwpelg+aR+4UPJTES0EQ6vINN8Q5HaICANxj+84MtyTdo6tWq9+xDp4W3S8ROcSCg+S7Ii2Gm6Rs3LubjzMAuP66x1YCQvmlte1zSRojuqUMtYO/aMmEgW0sgO5QEf7pLhyBZvFgat6WTjFnjN80tcRnLw6MbuPsBp+B8xAtp007Ceg0J8flykax3ADae/G3o6cpUulUZui1wffod+nk6r9qe7Zim1DyJ2dHQNW53h2NFJ3zec/l4fBm9azqGLaGvZjd0sZXClaZvmaY1kxMg67WHWAcCC9oS5zbUcSA43nP4n/G8pPR79b540FvAmOt5tBbyrtiSc1XKGxejswaQuOr9vfF+h83A3F2s//r33Hb3j1e9cvqpOB/AZ8eiOehBOB+K//LceLz/3kXdrCteH/9SD5W/8pY9oSlfuaGQc3YmhU+P8Wf+xNe6VFxbnNdqS49/pcxffxbTOUkInDD75c5/6jHYCiP3Y824h7AQA8bWDjgzr9fkAhGs3F3a2ir39iceuMggVuwawqxPfgMnOJfxQbId21UDxsc9ynEA8P7isZ8GI/cI5OIq0XOwa0evjEWUXk/XuJnwz7sTBiAYXn2oOIxFu+NpHXkbGSvG8a5RxN84+7Mp0oFxuzIjDj4vdV6xYBTvOCiF/9qj3LmOkzbtSOfxu8vdOIzAP+GjXstHqEJ0JJw/v7gA9wfde5H+c5SdvaMpFGV3Pm1L/rnvv0tHq1Wu4GD2Iw78kzyFT7CpFOD/xACeS7+zUA0EXV+KMj3o+gHeLQk7hbeicaU16LvgJg5Ezb4RXOuSNb6RhtzfiW57Nk8jX9qieer5YHggv7zzVdtjqswPVgfh4MR2pU4DuAlaOw7kclI8drax/xBcYUnFOkPFHR1Cm7cFM55VY3qGL85LMBJ14HvTWOzWhLyqe223nH/KyniM/TowmP9FGu/VxYGHdKYgO9CbTP9PTOzJBP/OLdKnqou7exzfqTLyk3ZnqSenwH3wg3Z/aHcVP/Eoc0nMBY9P5fzLZqzSArrP1Qbpqowlz283hpukMq0Y/TX3uS+bbLo5JJ1vOgTOPk+wtM1mu2AVrE/XPCf9Xm+S49L93OURPSDfE4ds880MPeWdH8efkUmtX5mVUTm/Xhejfeukb5f98HhjrUQUpmVv4o4Pwt86V8oN/5uEy4MjydDH96le+8NJNDxkkKh0Izgz5zz7ySLn/9OGO0IceOVsuHszLF145PLUtZcHGXuX8eFg+9vh57VI1XU7LVn+kgwlvZ2evDDM/Pz4cl089eaE8eiHWtizqDrvQXLtgiciRAuVAr1DeyxgqtUfVXnyYBQMP7z3xACQYsUMO3irC+AY8Ls+h8zeNhMS0BuJyAZMGmYbaHi/gyhsTBg6eRXlYepxCWb1lvhsPvndxBr6mftirQ57hudQ3bKg2RUrotD/gKk+8aTEv3jgrUvLC4TXl0vQTRnWm/Zb2UBoixXQWwk1v05PPlAv6kac9qgpPIzwNtygX3/Emau6kdiupIyLAyLCJx2Xaid7HUH7qtpU/8qf+CTNu0MDlz+FRhBbP395O9a8yJLrnOjJt4CnK5ClN9tpTXtMFOC6/72tZS/v4h6zBe15bIRwGp3X+h+CkOeHg41EPxYt8yMMX+LiuNCUpptLkOOTHBb4avt5aT/fgG+VTWk0jzHK9W2WD9CFnphH6h3z55RFaZcRoZ+0XNbqgXzyiaRoZL9IAh3D4rX0XsDVta7yZ9At8Ci4VhxpmOOAjXdCRS8HWWob1mjDlOxzXhfKxuJrRFui6NalKm3Rc4MXP+UBP0vvbMqa6avchha7/wJcr1xf4cwHH9OfdegzYGilL/NVonfQn+KJjupfxBY70e0yhIi58UMvCLomHR+BdXuoHXFTGWE9EGucluJ46XHabruU75eW7yw1uvJt+OZy2wGufjAtx3+n87zVN8ITaQ6/RSm2a21/Xrd/NIxqRYq1TrM2EvtQt9DPNnZZ6sVwSRlzFS/Rnqhd8D07iT2Qo9Efji6hLt8vA4Bs8DEz4mffM6w43TtnOOeH/zeR/eN48aH6Fv+ENv6MPiGP7V9NrSyl787qmQXw8elQsTmfgZtfrjUT0H3+UeYotKTtS8Xvm4l4LO+rB+X3g0e1y/lysjU4R92YXNTrjeOnTDY8vvRZtTH9c3nOe08Jr5+aGiLcZ0BuvO2WUSWtCmanDgeZ6CeGGyAi81zjoPRaLoQBksMTcTowhGXrRGFoxADQrH02VAH7aDYY4/tUGMK2JCAOa71zAbXGSwS580toFwUuLg9ZK0ush1soJuMSnfFzclV+ai0w4MPjWYMU8wJyOeJkWni8rJSvjo+76BXzThfIAQx24oC/lFNxcxpg+4Iab7zYas+HhMjQ8KVdMYVO9eIEvEYOm4GKlDtxjK78MoM2t/y7dxQPBk/AJ3zNP6XvUrb4FHxOu+pcsV3r6O3Vuw7uFxW5VfDMvSM6C/4hnXPKaEvipwQjD1R0j4puPcxye4XWnhZ+rTIsd9U3GYKylqKFV9l12jBJ4Gr4nH2BKLkIv0UhkY4T8fBG3GUthoPgb6bjccSIussudCzwlQ7wEfi6H9aQixp/LD02YZpUvvrlOLauZDsQlb9ExOpyCEdsDu9yGaQPb7+Dcjc83lwV8RaOYRqNwOr/RcejibhxtpAKLONSDdb9wiINnqQ9w5OLusjp/8aDW3+woPfErzuv2wPiSVnRouzBVxw5GAEal+eBQPrEtLDQEttf5UG5fxHe5HL7J/N/kq7N2w+216bumX93NUfUW9LZsqgMX+sM76ZEOGFxuJ13nhPMs/rMThimae/BF3U3Lae0EyZ1hf7tZ/YmHYq0VfEteXL6r/k/4f7P1f5e+BmYAACAASURBVPAmfAE/wYvwmHWDedQ6w3JBW/DY7lqv9Pde0WGEwLmZse8pT2LCzt97tGvkuvPCYX17szX87jQmJ3f4/nOLcvHyjWtRTo3Ol6cnsyOnbWUYL+9Py5UX6nbQhO+M+4VOzd1e0OKJ8U4ZnK4dGsp1aX9V2LmWq49CdyMswYzOgoWUhgbFQZy8j3e34dR7dGRkGATm8khEI5/TqCGLOChBVzRBMAHvYog2wrJuzM0M2mnG81VJGB45MVEsCBc81kdgkDDf1J3MeJZiUsel7gqkOazRGQBf6JDxBgYNIEqPb8axlSf1qMm7pcfLywhPMDrh0Nb7pDsPG4qKiBImnRrhiou2Sk5eVeAQB3wEI3VgwE0doaR0jY9wsSFyjOUXjTa4/uEb6smeO+pHPzySvlJ9O4g76bjMj+YhGm/xY8gj8WyMEZ47sbzLmAsZzfxnWZFxn2QCflO+gSv5GheewccyLP6MjorjWd+Qhh/5qwOQPOrkkddcSE9FeY0X8s4lozQ8oLxjFMvQDhpRxq5BA16ikSDc+GfcgEWDRHzjbTojl76AhQzicCGu5Q44pgEeYt4F0zSLDhQ0kzEfRhJwyQe4hmE4Lj+N5A1lAJ7PaYj6AZbihW4CnvGDhowMA7uWK0acXDDpu4vVSIwOUoOnM6J2aockOibA4QeO8EC+WidP8r6eKmBecVzw9wWedQTE27vWRePOx/FcPt75Bh9zF68Gn+g96Eo8GcQbzv9q20P/IIf5Mp+bplXu0xpO6KpR/uoUEL+GTCCTTme6KwDd0TH6lW/wptrpaJfgUy7u8A5wsmPB39QZPkJ/Vbmp55eY342LYIP/Cf9vvP6HJ2gT0cGNl4IHxYDWGeGAklx4A5KI8L7HL5T3hZHtToHT3u79i197ufz3X/hG+R9+/0XtTHUrC8H/5d7l8pXnD8sv+f7rP36p/Itn6nk9b4THxfOvtChM5/d1sw6Vv9/OvbeYlu3eRDKNHji0CxZCiYC7UbOwWhH53fcq4LXBAQmUvhsCvknIA7v2HJWoYSx7FMPAJirxbKg7HxcQ+HwHH/DkThzhZ09oSo9nxjCs5KyI8OqRTu8yfHxQ4Lohrgo3dl0Jw97eHitrwwcOz6ad6EFDqjKOtNOKDSYbEC5Lo03yxIoW/VUrp2mj8npUKgijhjTOJQE/cCCecTN8NezGJzxex11+cAP/jOum1X9UY/VEhbEIfx+qt+hoQCfRLOrY8mZ+pP75bhnhGX4jnTvmPmCMMPOt4bqjYhjcuSRjgaiNAPhJnZmQDcOQDgnvtuWBb766z1kezLvICmXK+brTrzDLe9pNSrwcm1mQVyt3x5AHjoygvEOS9ZU6V7s63A483TECXssfw9oe2ygUOMG3ih8dNJdX9+bZrSPMhJkOMtbSzlyEZ7r7XQZ95KvvHOQUU65cJug2WW1VHkgjG5mOztd5HPL2hVebb9DT+s4dOhpprsY3adTBo0ykNT2oT97zr8r72sMN3cBJvHJE/eGgMhzo7rNvCHO5XT7yUZzYxVG8mKavkU+mYytH0HzT+N90o06hpeinGl47OOJV7XuT1ZA76Gt+Ml8YBt94zvQ2PyHbqotow50H4UoTI+PE4UcY9W09R5jq3p3r1FEBFnlmXjWf8A04pPd1wv9rGm8a/5svrIPNu+KhmJ7Ks3gyeN28yJ0zLbhWwzO638kfU7MeurDmxy9cmZf/+V+/oN9nL106csernA8dHrbR/fkvP6vDCV+8dKCzQtjJ6he/fFHb9eb4Rz2zCP3RwdEdlbvtUJHfI1vVqaR2ZBkOr61zpe+G3sLqRh/imtAA8HeeEW4LMXF82cNFA8AlIY+RBisRFBCVLkWSPZ5RyYoXJ9gCA/hWFgiHn62IjCflsNeFZ8L9bhxvwDkMJ+Frg4IRBzVY4emJToG9n278XB7SZo8dCl1K2rv9hPeNkQvggot38FFZ6AUO13MJTUvTTz3yRGPSqxKjjMAkTytcymz4hmWaUT9u/KElNDQOlEON0VtcfuOW6xpam98or+O8E+s/lw9DDCMOjzsjY5Sb724g4WvzMHGocxsQppd5Hnq6fmWYoyQ9RSY8f4fyDiMNOMDV/Gga8SVzUdfKkTQ2RsGL/CwbfMuyTefE+OX6FV8mIx385OXWmof6TBwbO76Df7sw2KfQKE5o9gd0SozokXeV5botbg0PIybk0viRhxqjCOdwO8sr5XK5fbeOcR2RPQaXL2BZL5CG+Pygra8WTkCsb8jfCSYOcMgny73rhDBk2vrU+Ck+9LJcZ10aI6aG4fqDBn7mGz/Vb5Sfd5cRWlK/np5FWo9ku75U3hgRI63iBC+ZtoSDP3irLtqOgqPGO+DEN+KajpSLESXTxLQiDvGBZ1qY/1U+82/oT8FMRuym8T80ajRIU+LMo/mOvHtNks9fsS7I9IeGXB5ZgzfNV/CTZdJpLCcVj7oDH3Hc8bRMmAfAmcsdV4Vz7khqRy0PxAOu138Ci/jmD+EQoyfij3gmDb8T/n9n63/zCfwGb1QerHrXfFdivQL8Zl1sXjwotW08f3Y9YiDmvM2/zz1/paVgOhbX7Rr+bM/L+SA//dvP6tDC/+qrM52S3gB3HrprUsaxjqUT7a5eXYatU2cFRw5LBiu2BtLdGgGB6PZk8GylpPDoBdqbQRgVQQVwtcYmGjiUvRspvvPsuLxLAaWpSISpgYhGUYon8OHZ8I0T8fMz+PiyIuNdeAZT+V14tA7R2gNHo0bHiPw8MtLOIYgpHW68KA/x2hVDcTJewqiSQRWKTOWJc1PEtHFCPGXQdYTn098QAKWPMmYFSxxwUl7RqNKQ0zDT0VBFpylngpmMEfKGRgo/zvJvev0HP4unYiQOfqz1OqodgTQaYo83dU3jT/3xa3zpxaOd9QfUN2lsHJBGshUjYuLNMPB8kKAM/l6dmmg+zPIoY9D5VW5uRgGvHmnJcskzfJ2nyADTU6TgSQwPLvM2Ro/51OU1PjkecPR9eP4GGDZUBT/kCRiGR/kpr+BmeQ1DRAh19J3DuANH9OI51qPYIUOeXMA2HsafdG7osm40TOoLOMTjIi5hXdz1Mf6ECzqKDk/wjvNzA6CGN/AmmfAIrzM6hIu6IrzWT3VymOf4Dr65rsiPskJL0vETHNbvWM7jThxf1DOX4oeOMlzCXa+Ok+kl3oqRdL67nKa5ceBuHncY8SmrOv2pg7NJ/G+aQjfqz3xFODSE9i2OplfVNY25zqAncfmJttGJN9/SNrZvrt+QCcLp2LhOXO+CH1usW64qJvXf+Lr+wN0jf8anlcXOwOi0AIF8b+CrE/4XD2wS/8MHXNb/jQ/DztV3tYF1ymjmMdJN9mrHobca3/Fp6N21IYyG2HAXcrf4RxpgMWryjb3JkQcVGhTTqn7g3LnyH333I9rCl/DvfKiuHeWZ3bfuxUU+HEJ4bmu9EH1StuoZKjjdNCQa3lJnCNEl4BFApdBgychOYYS7sclpWYAGDKfzN91p3NLIhytc07cml2tnJM0ZBz6NDPC4g5fxcForSXuKhTuFY9/+eV20qOkBNDbtoLPa4BkWjSl5zQZL4S2DCIRDeaEQyQc6EE+GQDAveNiwqDitz1GwIgWU8TU9/G5aEc6zfyheK3q+UT6+gRN4g4fj8p13e/8oj8JiNx7iyQtFA5B6+sddftNgU+sf+lM3jGhwudFUvc4vyvi0J5Hv8B/1SF1zES/zpYwIDvmKRV6KFH94jDFIfQlGdHpUD2F4io8wIOlExyghYeAGP2b+IT8aLNKDi/IPw55n8rOBwXdGsbJB0ZVH4RYGDM+mg3HG+CYsy4XihOHr+MA1ToRRDhvfghUnlJv+/taVV2BQbmDwbNoYH+chHZTwVn6ht4jbTWv8gSud4npJo1ykQy5UBzEyBa1F12TAE89l5M4PfiJPYIOb85NeCP1r3JUmvNbuCAITA1Kwou5dbwpL+BoOabj07pODY40A4aTz3Tpd7+G9znCtx4AFzfnmNJle8BP0oIxKD12SjiPMP3dceG/XhvN/o010GqE1tITupr3qM8kXvGUaOr3omRxevDsdfONn6a4YBSSMuqL+HJ9nxzVM0pBP1o12xNRvda2k7Q7SUdfwvBwuAdN5GY6+mz9O+L/Whe2IDdH/8FrmQ/Oz2oM0y8R6Ufak9Ue0l/Dbzmim09DFs3fwN3/+rHa96q2mmq700fvuuwMoRyc5ag0HnZWfevLB8gt//jvKl/6D7yv/x49+d3nigbVefO3qrDz1wnoR/NGQ3zj0fae3ywfft17MTvtzZniqOk+H49KXnRpGBhVh4WwCHl4sKYAYuXCnhTCE2kas0bHnU417CLa/NU+tjYtQAPIWpgZcsEmEUltVNwyGjAwhTyWJ780oiIZV752TK81AbP9LGflxebcOM6I7LHyjnCg4LvABri8aQXAT80YgMImHF8d0dHzfXX7FC6PG6dRAxhQo4ZcMBeXjhVHcw/sNXOPOc6MbigQjQTRd78TFO7jTmIP/cZffdNjU+rdRJ16L6VfQxPVNndqAJyzXr+KER9lpMt85TPJJR3rvcuMbvsFvhqHRNTfUSTYxgN15h//lfWfajzsZ4dE0f3O3scuz5CQMRN6FvxfwSYEflkfiiDeJG7oDGZSBz8fYqc5lgocdn7Ks5SamZllG0zafxAMmPGc5tmGeRz7BVXQKo9Z56g4uaUSk6aAoo+FbzlTuSCMck9xSNsszuGU90+QiFsvmfAJcu6mzYvqF7mj4l13Ju2kF3YwT+KArTD/RJ4xD4y+cgj/4Dt0c3wgYto0+d5b4Ttx2Tx5phZsfzC9BQ+givoRPOmtDTC+XAZ5zHtKx0VY5T8ooWUv84m/cN5X/KbvrONOSZ9Vjat9NX3jbdU16aOsOvHnXccXrwYvE5TLv8NxtDxW/Rqt5pLRH6RXwdMcSGebZOopvlgnq1zwOji4rWZGnv/EM7sLfvGIdd8L/jbamE3LpOo9qe1vpf3AWD6WZLdR9nmpP+Q6V19NoB6fLuVPVuD50yrcJcRv3pw5eKuwQxTXeXd2THaiAxTQrOgHc3RHhzsjH939n7eQwOpE7H6Q7Nay4CKG7/PPaErbg5RBC28fQvS9lEHNmyUdeAXcaEH48jt7VBqOevbZjK0Tid5U9Yeqg2NCN4XfSkSGNgBsLKppwXak3aQUgJZA6Je74oAB1WjN42RNXoTRGsYIRIyUPi8pyMG671awNjzCOEKiA2faFj8ZTjXbMLxf8UI42jpogxtAxKJFfvqB3VqTAMYO3eaqMsIRHSjDc4476gS40AIIdhgRwTDc/k5fTZ3iE2bA57vJvev1jUEMDr2egbmTwR8Oo9/AAms9qnHVnhPoWPwQvuf6bzDEiQuMZnWnScyGLhilPcihj0kn2MLBXW3V6lI3IaIThJ/KxrADPaQg3XN1jNFKZukNA/CgXsPCqaktw7axUlZ+NB9JlnaFRlCgT08qMO0aGHSetYWSh9rAv3PQtymh8wfXwtd7lB5pSJowaT3lDB7nTSEfEIw3AoKw2xJBN0tpD32gzn2rtAvn6BwzwpfyEtbiBm9+R2SYvh5HWW+2ojho9FBh6tR8jJ6Idxnisu9D0o7TmiLrgEl3cMUj609/0Hf0fI3fQCPzA1XxmnWNesKEIz4hOSedTfsFO+pKpd9ZT8C80JR31SD7GgXTkYf5x/bguBJi/kAFgWl6Mm3kImJvE/5CF3SRdZ7ybztCLi86e2r4w9vmueuFjGKC0s9SreDW1SeYn8zD0Jb15nTbKcYDFKK07+K6TzPOu84ajnWjgan4KnUqewlOd1x2tAzFsdVQka4fX3BkX5XPC/xuh/+ETeFx1Hx3uLA/wn+xi+IXdYGN9poSj83dmcPR63k60G15/7eorOvNj1RuX++Jk9e4ajRsSvU7Au09tFUZROB39733fY7rTEaHzAY5/7Yn7D02Leh1Qb8on5Jxr8LOf/PRnOKU0/3RCcpxiPNo+XebLUeG4ROLo1HIanjjR2CcqU0k62XRxrcxnE52uymnIC6aSxenDVDQn1ZLG+XXhgRTC71MoScNJ6JyUKrgrnyTeW59iG6e16jTxg5rWp1pyKjin6QJHBeZEV05ljVNdpUDZp3g11wnLPsGd040pj/EkrWCttnVCsk9unU+v6tR34RmnZ5K3T3iGljR2w8GycOqmT/EFnhh7UU/4hQ6cFOuTncnXcMCFy7g0/IHdKR8NKrAcl/I5DvD4OQ44Uw7q8rjKb4VvfqKcm1T/1BX1S5mpD5/oTf1ZNg6ddr641njIPCfZWIUnJk50BZ7Sd+ofuOYreJ04wFHDPLsq/sun85ZVKeN+PWFactg5VZow4JEfsMVTZVD6LM4Lubc+QQ7yKemkA3dOBef0c/QM6c2fPjnZvOy7T1nPDQN8I5nmICjkYmenLHp96S3CSctp58CE19BB5D/aGkuvWO4sZ8Dor+rUz1YO8kChcSp6nByN0ZVPiPbJ0s7DNHGZBJeT2kPu0Ksqf29YdIL7Yl86ktPRpc+Q5dWylF5dD4bBjw7BgOLk6nx6uHlH6SbQtZRBR9+Bj3UbJ7prZLg/jtPcq94aLnbLYnHlkC5Cj1h3uY6BRXlGo1WZz3uiSeYD8wU8prizq4IBPdWmxAnn1CfbPlIX/dWp9Qn0k+vt1GHlyan10H92tZWLcPKBZ9HFlFknnffHZTaalN5kv9IoOlbQHZzFKxjPy9qZ2VT+N+3Mp9xpLw72rx+So+1Rr/RXW2Ww2hN93XaNxqOy6DM/flTgWeof+krWo92FH81Tq1NFNFc9Lq61eoSfyeNg2lP9Ek/2BM4H2sgkF+AsXkS+FxPxEvhQl5IndfzX+qjJxWyvbG9ti09IB56LstSdPICbcbVOEO+e8H+1w95h+p86t843D8HH1gdlVflKPBA2GPrM/D+Z98v2Vl0fsry6LL/7ravlyrLCFOBb/GOPqCd3t8tHHq27aT2+vSxfemFevra3r9PV6TjQtN3qSeu/+vEnyye+55Hy5999RieQA3cwXZXlpF/+wycfLH/x/RdeFzNOeP/SpevlS69ef914b/Tx3GhYPvGh9+mE9cUKe7Pa7WrrZCckCBCVC6XuK48COJw7PUZ7Folrr768IDFSgifKIyzEQTnJmxLAc36GJwUWXhjjQBhzuqsHq26fyzfw0Le40zjbs+FwvIJcvPO74Ur7gNvLaqPY5XUae30wJugJQxvKmy/lw8hM4MI3cNA0suxJTF5h56NFwuw6FCNOwAIX3hEI4jkucKEfOBHm3YpcD8YJ/DyFB3jAcfkU59uk/Btb/2mKA/VhHrQ3jzrOMpRHBeBD16H4Ik2riS+6Zb51ODyQvdCSy8HpqngFJ87dibUkfBffx6glPOkLvgJPe5XBRaNvid8Jax7N8KgKf40izg7JEbhJN0R6aKF3Mlxcq7BFq/VaK+GSRlcY2RMOOEviVGzkAHmwh5w00m+Rj2Q3dAT58c5lb5hpDDzjLrolXSQdFfpRad2h8q5laf0VaWs+s6bLSEM4eZsX2JGLi93t0IPQWfnGSCt4Ed90kw6IkR8l7PwRV/my2F8d1Lr7i2EwTZUyN/4Cp93KL87L9QEtzF+GS5gv0Sxe2qhLjMQ1WFFevOh0iMjXZdA99DdwlW/iK/LUhffb/BL5QY/uGiO1T54OBh7hNTc9ZXhsEP+7rXFdQDrklPqH1sgR8kIdM3XC9Ha9EFe0C5qTBlitXRIfI6cz8ZDTKXrMIOBZeRwciLd5dzzj1ZVbp3F9Ep+4XODoZ2ZKWC7gD4/4Uz7rP+6k4UfcE/5neuZm6H/XO3xb614stNavMaoHP4mn1MbUHfpIW3fIWi+wJrWnOlVIt/7/S0+91BZ/P3T+XPmx957RaAUjIR+7cF6/PJXqjSBzmGC+PvHhx8p/99H3Fu63cjFKwkjKnZaHdBxCyMXaFtaho8Oho/VO3wqDDxjNfHTDI2M1hthF7E7nxMY9MLhI68ZTlZkUjCov4tCAovhzhfM9w7NiMS7eHaO7hoN8HYfGBkVmfKRQOnP7HNflJr0a0DRsrMKEInM88Ku/9Umw4E95CTcjkxYjkcbWihllp+lVBsw9pqiRzo0e8Hqj7fYNuFxWvsQ1/oRbSRPOomPiG5ZpYEPQ6Wx88V3pjrn8KmDwxSbWP3ygufJBCOpE9RJrHahjh1G/NuJ5hl/4lvkEOUa4zbfwjhta4mceweBTxz7yJo35BTju7OBosLySn/g09kQXrvDowfp8C9dpvrsMxsuGIfjwI1/ugh+6iPSEQSMN2YaRqak2yGs6s8LxSEMe4Asswm1AAUcyGVM0lFd4xklHmZ3esqUA48FLOp9EeSLvng4ZMDL9nYcMOjocaR0d+TkfK2Robrik5fId+cAw4E4c4Zs6sApL89vRa5Z7vgluNKDKNwx2jLIMj/yMt8uv+lUHoeJEeuic9a3zJ8wwnJ47MLgEO/iU98oT64MJgU0cwrkbd+ACg/cMn2fzao4PbE0989Qc8qLzm65N53/rH+iWL95dX26LadO4Mv2djjCumqauN4L3VIdpVzun566OtNdchINRbXGnI0lc6yXy4wfcJs/BU4QbD+ss6wh4qq1lCyeApmfT/p3wPyQWTU3nTdH/XVvU/JPpAV/JrhKV0E3VYcTrZFnaieX3j+elNz7cGYkkt3TjNPLf/8rXWty/+qcfKT/55MOaPvW//pX3ln/w776n/PiZB255h6x8mCBAeWetRze8Zdh5+J5HdsuPvee8OkGdT7f06p28vuPCrDC17OJsVVazupES7SG81reyN+NBbF9S+OHhz0qH71YAxEfp0IBK6CMx8V2Znu9pGFYywHCYksX8cub+uqFwg4Oy4VJDndZwkJ6Ok4wAGCN2CHLewKnKpypInrmEc5RVcdO80RojxZuvO2XyDIBLNORSsEnxAQsjsSriCgNFLK9S0ERGgecaRqcNvEnrcpPSClULxSPPPLLCd9VDamBdj6Zbrk8ZkVGfpgP5HHf5G44bWP/USffclso1lWfMAw7znXAbzITxTt3n+icMfmJ9CfyleJy1MQivfow+EE+8kTo0wJGcJo+oAGSPsQLiLzoH8GNW1sD13HzxWTMWqoeNvG0k2wiXDAQvOAvKIB1APstJLU/IBDD4AZ87vG+PvcJDtqAXcfhl+SQPcKDM/uaOPO98AzfCeAcml/NUpzBwsaxarxLfcaGFDV6Mn7y7WVXI/UZz0jhvw6D8rnPwMZ3A2+HEzWuIXE7KIPy17mYm3KkrG5fkZ3jKL+kUFSDqlzJwUXbrEG+TTJj0EbRIhqperGfiRbSOEQhwVKMePOp2xPBJItixzThlMU181zqGoLXqK+rIbU3GAViUo8artOC94lH5aGP4/4iReEYNoCt1yR1aQDPzkmnJXfUdi/hFV9XVuh1WHQY/8P1Q3RxwrkitW+pfjpIA7jo2TOfl+rZDorb7a5vFuMEPyAtyBY7AoTPCe3P4xC59hnnC/2s9uin875kp5gH4hPYKfYqt5QvegCfdBhHHaXaYzsfC7cG55vF3utu9/9Kzq3JpeknJWBz+cx95d6EjwiL3ra2t8p/88Lu0gJzRhTsdmbgdnP7WB96l7Xqd3+3k6binRueVZX9eO2zq9IVO1xoQE1JzK2nMljtSBlpzwdzOaHS5M0eSuZmaXx4lIZw5mcyr5Zk5vcwNl/LorAlhfl3Ox3NyPa+bb9N5nX/qucysG/Hczu6cZs0/Xm1rbned01mNDFADlvFlDh8/wYx577yDL4y1nhdd12QIH8+JJ/8pc8a329xoyjvoHZQh6/PKoM6Dnu1pTquVpugS9HT+3DXvnrnKMQ89fwNv0nE53HObRYcyKqvxpM3ZJn/Cmd/OGhPTxzBMAzUe/XGjo+nD9+Ms/6bXPzzLWgPXtetfchCG0qB/VnOVcxw1/Pt7MY+Z+dPztsYow4C+mi/t9RnLheZMA0sG+WqivJn3bTzIm8txWGtgvmJtw/ao3+bbE5cfPAhfis+Y6888WPiN+fbM22ch6Oh0Gc9YM5LkKMmH4sfaM/I2DeBly5TgLftNjr2+KfO78Ik1AZ5LDjzWDkhPbS/a2hfiqpysUwhaAUvrXXo77ZvWFiz70m3A8fxw8FJ+sY5hWkaxRuGsdIXpBkzrDOmg5Y7m1M+3DyTLwGHdBeUzTuCFXnLZBYO1a501LorPOhfXdcDxvHbhN69rcsBBnRWvz1mulB86wDpd8Hr1IMUVc4/TGo3hoCc9D/9pjr7wrdNcWauyhd0X9Ute1LvrCLjOh7KJ7rGW0Hqa+P2yXiMIH1oXa80SQ/rT+h16QBvx8Wzd3nhdB/n55/ya/h/slmWsW+HbpvI/dYQ8MydbMg8PLQ/Eq/ADtGk0g4dDLuE1aLZcbovf5/O5+FKyE2vCgGdesLysyo7iS54sX4w8si4o1o4CYzmp8pLhgY94k/WgrEtNa3kMX2VIa9DE727vnV+8C1a0webLinNdY4JOPeH/utbMeuydpv9p26xzG2/Bh+hxrRGqNiL8br0CT9GmETbkUO1T6OxBubpYlN985lJ5ev/gltdqwG++WAfy4mRSrs1G5UfeXaf2bw97hZ+v86cG5XsfOlveNRxoPYfXiPi77594/0Nad+H3O72fOtUvV/an5Y+vTsq1Ofp0jcsbwSQuhyr+xAfvV9SD/anWM47LSnob2dYkMbxpeJ2kzMNDruFJexhjTQJQ7AUhMZe9CzwTBgxGTvwuD1t4thzOt+Z5C08nPUylX/ZqL9NTjBiZSNOqBDj94eEyLg5GmYAHv+xFU76eBhC71KjMMYLDd2jBZW+IyuO52gwlp2llzoP87WkjvRr46OF55y73+gQ8vkE7e1VpeJUv3prkbVVg5CmvYZp6Y1jg2vK3dzbOS1D5rlevqOikqSs1X+NPnbrcvr9V5ZeXyqNA8M+G1T91KB6LaYySp0794x0k9g5AgAAAIABJREFUHB6hDvnJO5NG7Vz/quPgY+DCf+ZH5EIeHDJlXUWSU9ITn/TmC/L0Vqr+Js9YnDGjUYJgQvgFPlL+cbCl+VO8n6Yc2hOpRj/0DXkpbfCncc70cdmIi1zj6Zenk/LGie3gpHJrKGI9TVH0ayNstfz2tAtPe/gDaeDJsIXWXrdBJyp2kyIPX8gM2REGHepUlbqbFmFODw56jzUu0IF6bDogeYqFb/AG+bheTAOmjVAXhinvcehre+m0U6DxjPIRn3SWO8OVXg8dRL0QXndAq2UCb9oERnuAYb3q/Pm+Pa6nJotffbp5Zw1at/3wKJDhgRewPF0GPKCpR/Ckl0z4aH/gY9Jw0a74Isw/8NR3T+GKaUGEkccm8z/1Cg9DK6ayiYYxwg99VDd0DOOkcemRmLprfqd+oCOXv/MOL6hOo11VGxa73yly7GKlPCWfI+HikULiZD0DjuYF52eecb6Zx93uks75wVuU13LHtxP+31D9H20ovCE+YM2H7VW3SclehW/cLliHrmZ1jV7eutYjBpXpbv2fgwT/xTMXyxe/9vJNEzEy8tc/8mj59A+9q/zdj3yHdrtyfr7fNPEdfLjVNSNd0KxXYR0L2+9yNXmNiMjr4NP/+c9+Rj262BWKEQp7hNjdQrtGsDuNd7hgqDp2TaLH6J0qDNzeveYpiR1oUAr0II8KBwbfBasXPc7wkKFA8IjxjbTZG6Mea/KkMQqAF1dwAk9GGcDNHht2wWGHHDwoTs93dvNgBIeyiQZ4eIi3WCm9RjrCK+iRHuMCHMOSdzI8xHiItKsHo0AdDxFlwUNJD1xeqJ0deaHAHRxoVAmHLoqXPMK5MqWQwzMlGscODf3+aZVDeMVoDXFddtezYR1X+aEhZd7U+jffuI65azQh6p/6wjtpvvComUa9Rv2ymMRogHY9YrFnT7R0/bNLhz32wIDX8ShbruFDfoS7LlCwpJHH2d7DiGdeZ2cZe6Kdnru/eySAXUTY+Qr4KJw6+lfxlMc9RjyQr8yfjHgaFnCJC36ij3enW1wRjuLhfh3JsOzaQ2oPLGXhAib52HvKuz38lmeVp79Yj+LOrio+dQG9lV8YW0qzjN2ZMNoGdfeeRhNN66o7CKqOY9ev4WIm+ZYnOHSk64B49hR79AD9ZU+d8pzUka2dQd39qXmPB7t1F6mdgTz84Aou9vDDA7xzUXYZd6l85jXFifCqg7YPecZN161V5R/geWepQzSgPcFjGKNO6HN0MGE5jT2spgGjE7m88Af4qiwJhngodiXje96VzXllT71hesTO9FjnG1MbN4T/KTd1Yc+2dr8K7y8j/NQbNLK8EJ93tVExEm8aUjf8VCcx4okekdz04Z/1yFZr12JE1jvULXrDqPfIe0KnZnSoHSQP8Gj6RDuhbZfl5Hoti0dKvNtlyCX84R2xKA8jtpYz3rOuJQ9wVzy1wSf8D00kY0HHd4L+Nz+bpzxzJ4dL79iOPUVP5fAI7HDYL8PhsCx6g/Jvru2Vz79cnclVx976iIEUIuDny/L05VX5vgfPFEY8bnY9fHpcPvTI2fLnHjpTPnbhbPmBB3fLxx89p9+T50+/btqbwTwqfMDi8a8/X/6fvds7G2TY65WfeNeiPPnIgwK7LL0yXs1am0Ob3K8GbJ1mhVLwhUcI74Z2jRBR1md2EK5GnMjhNfO792jnE2HApDLt+eLdc8JJSzhh/u78SVOZYF3oHA/lYw8GacAJbyh54g2kF0sYeQg3FvvG7h6aTx7zVuWdZF/z2C0LDw3x8cjgGaIRs3eIfDTfO8qGZwicsocGnEUzDj6LU9XpKesXhbMniXzc2yYNZeKSZzq8oc0zGHl6nqxxMv6mZaY1cZSXaQD+zKUPWIobi0GPq/ybXv/UBfUgHo16wcvuRbWWP+KYn+E3njVKGbsjwV9acBujlIobc7n5Jh6NdUfwl+FKpmLxtWQw5Fn5M30mTvMmf36+Dslr8o76O2UQbwcfw9trXr7e9AbxqzzUhavLaV3wTjhp4GEu+JzRAr+Dt2Q8Robw9tdrV7LG93rVbQQpR75yWaCVZD52qvI31UnQg/y1liZo0OTPi9iJF9575630acRU+es9dpiJ+lZ41A00Ip10QEY46Ei+omOM5ggnPHaNzteVPq8rojzoLeEDTPSuF9x7UTYG47SOgudsKUvFqXqySQstJ1t1hIc6Mr24Uyfk4zDlmdYZSH+mkTvlJdxr/R3ikxgN8/ktxssw/G56805+zt+jgtZt0MhxqfOmezac/6Gb9Qn1Z96AjmuZXa/3oG5NP9cBuwERrrQhM8SB5uw0p2cixygutEfuaWdJ163TlnfwdZ2PX3mEPPhO2BrXuu7EfJdtA+mh4A3yJY5wjU1kVIYT/q822Ibpf/SN6x+esj7jmQs+0XPozMM8V+PYpmJkwhcLsL0I22G3emcU5PcuXy6f+uyflEvTWLR8k8ReWP6jHzyvURFGRhix6B4seJPkbxhM/r/8hRfK39u7eUfoZkAe3BmXR3cflFMUxyg2h+lq+2bwyb/905/pzvlUoxPnU/gZjxE9P3tKWJdgzwlex+Yp8V7vUXn2jlCR9CR595oGe8HsMbG3j3ggSq/UPzWasWe74eChEA7JY0s8vIEOH/fSvvLzOr/aRMATRwUS194PiKnesD13MefadHBaysNFecDDHjzPV7YX0J5CeVg8T3+w284kIO9MG2CKxnFmAXCdJzgs9uqcReJAd89VB39Ga9Rbx0N0BP7QmbJxGf+cvs0Dvkl6PLPGxenvtvzQZZPrP9cvNBX/7O+1ETPqijpFMUIne8yJa95h7Q90ZMRSPOG1T5PrjS/ND76bn7v1J4/feFIW0/Uca/Ki3sHNXkzkjPUV8urH+i9whb8sn+LF8Pjj0TbvKTxGExmxrOfjVM+n9+UnT3m9+7G+at6r+a3OysMP3sBz/qPRtHrWlweihcK9NiutEVPeaSQVGOQlD32cI0AYP4wbjxRBN2hAOJd1leohjTDkucLkBVzjQlrT3bSCjpLdGGVe1/NuwRsMfYDDWjeNSI96ZbKoO0YBj29ZJu3R9Ygr+RDHcCmTdF5af+b87fE2vpRxMKvzdYGjskZdS2bRVTESA9y8VshlpRLxdInvAl/RxB2tGOH1uj/ypjx0chg5q3qzXxjJoxzA5QcuvFtekAXecxxo7fy9htB809J39Pcm8j91C62oJ9GPmQDwyaoaPwqLOfA8Z35rz33WjXGeT10LAk/pHJ4YSbKc0G6hQ7g0YhYjnbxTr6r3OA/LYWvcDupMBp1JMj80UkxccDOf2za4ITzpKPLjOuH/tf2yafxvPSZ7DUdOGt0wr0tnM9JrWzCtwWXd296iV3Z36jlcv/3NyxoBuZ21EmLCzh/usmcODsqXn5284UhIJ2lhxOJeXE+/Mi3/6W88U/73Z14ur80OO/DeCD5Twc6Ph+WvfODh8tiZUeEMkFn/oNp62O2DXdnN/RvmfDInc1L310cZNI9ceMoYIbD3FCXFO0LfPCXJu4VyQvEAx4oKxO2R0HPyrHrEAHj+Rh7qfMTc3gYnPI4wBzjgaSEvzyUlPV5E5qBm/JyeuKQxjkxr9zfS8gxs49Ho0Dyr6/jMV3V8zxF3Os+B5d0eOdGQtSsx15BvTu/yOK7hQAN5AqOceJRIw4+ygL/KRIIEj2fCwZ+7y+Q4OT3Pvnh2XKfPYU7P/W7KD2x+XJtY/3i01diHkU+9sobAvAFtoLtGHMI7Zdr7G3F5Fr/HXG7JY3gPHZ/6BBZxgcczV64/3rOXkLi+7JVX+q1zFSd/jFEKXl0mwQ+Pv+AE/sgj76wx0MhM0hngyDfS8uO7ZCHwYhvufBEH+hEHOoh2kR44Ck9lIC3hXXoeVWbKi66zHDhf445MGh75CJe0BoFvwHV5nS/08SgoOJMH3xy/1tMs9pivdAA++GjXlnwuilLVE9iBm/kHmPyEFyM16PZeHBbnUVF5ftejoqJLwHSZ4rXdhGt4vOEd9Ls83MFvolfoq9YukDry1EhW8J70KuvxhueFq0fqyNuXRvoiLbDVJsRH6X51CAfiFcoq/CL/XK/+dmN7tNbfgM1pBCvyeifyP+XjR5kzn6t9id0fzdfEs2xXktQRicqvsctU8DE8Td2oPQ76kR7+4+IZfhDMkHXgeCQEmSFf4pgnCaPNNl+a5zLerjviaSZEh/+B5/o3DvZgq5we0Yz2WjgE/r4p3Qn/t3oxXSyX5hHR7m2g/1WfMQrIs/nD5ZKOOmI2j7/n+xNxKGEOu5tnRkJ++Y++VV68VDf6uBtYt5v2wplR+cCj2+XqYj0L6VZhePTnbKl4789GZXo91oLEFrzIaJ/haQuyztjYpcGbSfBRBjARleKfEaChl5KyccQUiGiQ3ejAkDCjGxMLM3fDBR7PKCqUh56jsaQxcudCa0oDPnHoOIGT0xgv4ouJYhEq4eDjho13K0ynUVgsdAe2L5fD79zVCYjpEiqvpglcVBTiW1kSACzyarRL+Bsm34wbaYFhHPhmOFSWFHrQ1HANR8aJlXYEdvEH7g34R1zSd+nSTU/UG9LfZfmBCV6bWv/UK53WXOfm6cwb0IkF5cQjPNcVYUqPARjnh6ixjrr1LdcnMBqctE8/YVyG6Tv5AZvvwEb2eea74ZiHzKvAMTwZ3HYShJzboFsbGbt1mlXIoA1bw3B+LBDnm+EbDnKU5U9ylfir27DYOBJuYeC67C6vcXM5wcHlp5ymD+GkyXRx/pZpdCEX9ehpQaT35WfXkw8gNGzys672NqTWHXIKdehr3IAPDMrrfG3wE0Y8cCcOP/MOz6YzdCAeYbpYyCu+mx06l4Qw6kCdQU/v8kLi6KDwzXCJX+lYHUXW95pq6g4e04LiPCdgU9817zXfq6MYmyqovJ6CW7Ft/6QzDXim3IfPitgs/jePdvnc/A8vUudu66krt8XQjXiqb/ii0wGFvm6PeUbOMu1rvceUr+hoEI+LfAU7HQTnfMDHP8flXWndNtOB2Lvc6p3vkveYis0H+PyE/zeb/xuDhAMNHjrEo6ldsB53GvFbb1TODOsidMKfWF4rT4zv/PA+w/ad6Vh//6vfKr/+9WpjOvytuDOl7IfP1cMQ7yQ/DiHc2fbU6KMh9CWUyVBg9IOLDoaVAQ0nyoN3ntlFwo0kcRFuXWmOLXFlGCTvpuBGQ8ez4NmAicbKsGikUF7EIcxznf3dXhDeDzVmpY7eSPmEQgSGPC+xj35XkRl37nSanIfzRlHxjJKWgeHGDWPPu4ak3T/cWAte8qigcKVUIw/BTIcsCY/4Ix7fHQeceJZC52DD6KgYVyv/N8LfDbwNmdtNf6/LT5nAQfgkXtqY+j/iHBDq3jxkuvCu9RFuODvrFfguDxTnG6y2xB/mGX+D1nIKBF/xLjkOw5X3doWnkHfgWN6J4/UFjp/h4N1uPJVkQp5NZD70h8oYBjV1zYXjw8+8I+Mug+WBO4a5nBrJQCVeo5Wg1RFQ4wLfZ0cIcNxx0cibcfCak5grjn4EhvEAfxn/4cgAjujePOfVMIfmhg99pKNCHzEnnnIK5xhRVSco8OZmvGvQbqM/4Rjn6nDYawfu4U3OaclT9ArdIfq0uq4Gv2mGTqRsrS6j7jTiAj6Br+vceka7VUVcwwIXl0fxdXp9X3i7iPADuFV86xpEng1fXumgF+HUHzgC27pOiUNn69n6Po0wQQOMbOA2egcNWjvWaLJ5/N/qLGhHnUArt5E8wxdcph+8JzmlMxK70anewlgjLfaD1yu6niR/5CNeXa87dZtEPPOEccidTfI3Pq5T0rT2mZdw1BHXnQueia98gsf0Pa0BOeH/SlvXFXVkuwpavZP1P2WGr6Svk36h3F6r4DiE5Yv31okvpZy/7z4dRugRgBz3bp6fnszecD3I3cA/Ki3rNn7n8lV9Yker272enrKRU53OtDOala1BlXnJa8z86GehJIPsDeJdBI9hTyEgRVUXOroy1HCFF9XD6035dDwbCDoIVCV02FgBnhRZlLT7nCuauFaW9FjXuNSeojoG7kwsrjXjIxsFVlzKJ/C0wgOe8bEyRqHJgEMhI6AYAjGCRFzicRFPwgszh1ImD8cxDobvxlrvoeyt2IFHOVX2MLi6dLkd/BucwJ+0t5P+XpefMvsyPfzeLec7sf5pMG1ou/zit5iSAi20lXPIHe9qDMITCY3gDwwCG5geUfE38uAb8C3vuYExvW1I612ewrpTEXD4ua6yvBFmvMHDjb7jW3Yk85ERHQ3LimHyiWfHU3jwO9888lbTVScJZTZuTmd5AxfKzfd8OT/ggCsX9Gz4ppPjCYNuzsP0kQEW8g4cyzOwrD9dZy6HOz+8k8YwXS573fjub8o/PPTtObbDJS/j72fiCIe4A7Pp47QIH1phfOfOIvpKRqVoXkezc9mA3WgcHZ/aYamL06u+Cn2e2gvKU51Zs+qRTvpQ8FP5eCc+v5td6HXVbfCL4MforZ6j3t3htX6GL9Af5OHLdeV316/eN4T/M615ph5NX/MTo2VcvLuOzAuEQUdoB/8Agx/xcALqO/wY0wb5Zn4ARpY9vnlkj2cueNz48G65tj5TnOiYiocjHflaLv3MHbj8eBbOEf+E/6vzVUTnb0P4v5UX3qLTHDNrCIdHDultb9yR7DHitDZVZGObrHLPDwl86oWDMtlbj7RkvN+s53xiOiMxt3PRYWEExAvz9+Z7Si65SyPk/WaQBnQqwQLqO0JvwXUYd9LK0MaDZOUThpM8dBFuxU4aFBFKBwa34Q1SGPP2tJAfz1lBgJ47B25MBIcGM7w3wDf+ME5ljDBWosNCXJdH6aMhy405uFA240Pe4IjS0y/m6OOly+mIBw7kK8aNEZIgbet4VQUchj+eXnbgsrEVU2jITw1k0It8wZ1w4RMdFcPOeNwO/qQH5ztNn9MZ1u2Wf5PrHx5HhlTfUbfUB0a6GvnOHH1oLJlNUwxsVJGOy+96jtNc1XDLQK6yDA/Co+Zx8m/yFQ09/Od0AsxfR97Mj4STbzYMjL8NDYxeDHPxW2cUUDKfDBzhFfxOfMlyyLnxIu9W5hh5scfKsm38gWc6k4afZCpN2aB44t0454S6Ib3zgD7wu99NEww00Y9RldCf7qR4dy7ld4Res1xbfwLTOJPGutJ5cXdc0SQ8wDyDr+tDOEr/1rUV0kcxSlLX+K3PZyCdeAF6UhadGF2NTvJDn3DRYXE9KSzpUvL1zzSrdNqtfBEdA9cP8Ijn8oEDF22C4Sgg6ocw4IEnfFZhK4boQRhxgGdY7MzEpVGa8IyLTyMv6dPQo6TdRP5HLqxPTPtM31rfdYcrtfVxgjx0Fl0hsGkb7aSI3tETyA1wubhTR7lzDP252uiK3tLIV7yThgu8uOAD/Ybjdm4NsLr8CY7mYyUEBlP5ws444f/N5H94x7yHM8h8cFiHhf0XUz/hX3gHnuJiSvCVvbq26cxwJMP7no+ATPfLHlvqv4XX05f+pOw/Vw8lvpNs//37qk4nbdYppjk07rsBrIomFrtGblJMnREMGRU2yFmkGYsFCacis+FkBUXjSKZCJOYc80xa5+EOixUTlXuUJ5d0NPLgTX4oNuOudym56sGrOMX2kYkIEMNMBzyeG47kO41tA1MDKyXnMoQidTpgcJmwphHv9sTxLMWbFDFhXDTKlMM4QRe+Uc4WHiMWxKe8hDs994w/tOQdGhKX7/6RHjy4nJ/LIXhvcfk3vf5RZOYRNfDUS0xTorF1/ed6JI3ryuHUIT/Xs74Hb/HceD6UJu+kVcPs9RQxDYlwG4b2SGK4AZ8OBN+dnxgJnuqMHJjPMGidN4YtvEn5pHeCl4HlkYAMT/g5IO4ut/CzHkojL9ZHRCdugyuPXl1MR35cwLcu4d3hpMPIB0fyaeFpWihhwgW6pDU0VbZurn+yXjMOwAGef4LROkY3rq1TPA7sjDKavmoUE01rmaIjS1yPGEXH0uW07qj1an15vfFH2+BicLp5qD2/3nkDS4Z/p73ItCFOrh/XIXhKX8VIteGo/qMdqGVZ8zc0QHeYZsD2BR0I7422w0ioZSEM+pMXz4ZvuYM+XIRvCv+bzym36iYtDIemriNkVu1SR56hFfFcD8Dh2R1NvtEeIkuORxy3T8o3tsBX/aQRMuLny3AJN9/x3Xln/m/8GQd9Kp80IuO6p/wn/B/r6TaQ/+GLpm9mdSZNl794N7/QDsqRhs1mRwY6Y1B1x/mztzdSkPn79Z6/fu2gXJ2vt29/vbj36tsXP/9y+bWrr9zRIvSMgw4iDLm2HcF3dEvfQs6Ln60IBCQMFlVAMl5dIU7jeeG80+jTsNMZsXIAFs8yPELJUYFWRMDj3YYJcNQQR0mMH3HsBSEO6R1PuKigtRF1eIA4pAAbPuFJQcHSoAlGNOwZh1YOGtjEeIQTjztXTuN8ufvsk2Y8hueSb5oPnRZQOh34W3HTcDJ3nAtaUG4pdhuDCf9cBtMg4+8GF1iu1+Mq/8bXf8gXdUEDT31UQ6ies+D6l9fao15OAy+mBlbMkRvk7Xq+DXXvOoc34BvzKXfy5Ts8gILIlxwD0cEgnM45/OeL9MDHWUBc4Q6MmEOs8yIici1X9Zg6vWFRTnQGF/CQE3jX8Alvz2Gc8+4LPvJ7ve+2jo7zpXx4QS2/wId+mTbknS93kNeKs3YIqCfR9Yg1YOg98rTskVajveFEcLnAk2fysBxm+kMTYGW6uIylV7fiFb7WSbGWAZqKj4I+xoPy57KT1j/KTDynI9x6tuJR64I6Bh/KR0MMPuKd0O2mNXBEu3CCAB+YxHcZlHcagUDHccFLPJs3uOc0ioTuio44eQFrXUfEH7Udl1SWNGrikXfD3WT+F91CtiQHaZTddIZnzIPehQ6aU0fwjPnKdcTdTpVMeznmglcJB0Z3VML847xbvHCSUFfOz3znfMU/sftZg+NF85QxDGzim9eBz4/LYXwn7IT/64iUaBPTVd9p+l+6l84xG2Nsb6vezV+Nr4I3PKrGeVuy2aJTLfosalvUW421c9S9PpH8YxfOl63J1dJbrds8Me2b+PeF3YfV+bjd0RzKznXukQu6ayoXup32L6bQWsY0piNlEg0EKaxc3KijgFDWFlQLsKDHH4rBDYCNB393ZtwNG1hu2Ign4Q8jHC+r8+Kb0zuNFUmO47xQQlKk0ckRrtFhUPw0F/X/b+/dfm3bsvusMddtr7X3uZZ9yq5KGV9jV2LHohJMpCBxCVhgCQkpVvwC5DGKhJCQyvEFDDlCQhb5B0BBAiH5CQleeCFCSCiPEJLIsVES2xjLQtiuy7nuva5zTfT9evv6bHPstU+dUy6nzDlnSGuNMcfovbXW26333vqNcqXjVMPFfcSFtPyRBoUM85iKUBE0GybA9+Jd0hbNONw4XRqXtSOHEW3yWMEmf9ENPMvb4YIfHsnj0HZVC4I/gP5On7xHVtL/7S5/ZPKp/CNq5IOM4Yl6g7x5piGK7vk+8qspjtgRV/S+dE990VZin2Xj3ZbVsXynQdF2o/Mb77Bprk6beqp/4HsadzibGnGwkce30CydRkQCdfyLPVQjHbqBb3nBq67EiVWU23LO7yt+wVO+xQ5Ym0ADusriOxtLkiIsvoe32ObjWv9VchjlOn1+DZidgfKjjgJnMTfyQ1TVyZMu/SX4wn+m5WUu8uhkyEP4zBW6SxY24NKRbz48vqKlRTfgae/wA0dY8tl8wdN2q9IPhsbSUUY38HfojnAoExdwKFdPz3N4mxG+8psrf01e9UB94Z30BXiro4AHLuijfPo47IWpreA8oI0pjXeHI2HA/KTqP7zRRuRXeNxGItRP3itfdZL8+ge/KSPunffIKbZb/goYCXC0kXpgdJqAkXTVvgjMGp3sesd7ZY+OW79ha9a96pPfoEf61C/eeaFP+tRP9f/j6f/1UegdetL1GZ3gffS66RF2knfdHmq2EWseWK/B9VEb7urd+m6D/rVXX1t/+mP7m0MIn7tqbWC3sZyEzgsbzmTqCRACQppXOSYEpfH6DYPl4t6/A9u0wMZR+L3fcWRxGLUvPt/iHNt6EN4hfGGoCOTTiUADsJzTKv3kTQVf5eV9nFjR3csdZ9aicZSJ3j8wuGyYgF8agJcyJMXgY4eJE7OhYDlICt38dscZy8E7/sAlb3HgXnyz4uS545J+nK309UpD+r/d5beMof8TKH/KrXyY7sRvKj1kGd7UlAf13ffRiZaXtDpGZE6D+YOuwG6dZ35zCdfv3NUVaUCPsDcjyeg9OElro4C02oa+hXSkoQGoPlv2SWt1EnwfXPPjeFBnwYG9SetohI4pXwe0VkXBd+gmmittQORZegOz1qdol6ShoYTtCjf5WXxbkcFJIhHXOmtj2ON+JIs04WWNiKZRA+428hMcnHKfSO9boRf+wV/4B03Sq6+ks8c7+MDld+5cyoXfvpOv/KaTBK2WPWnKz9tYdxfBAGyNvfgj0q58NLSt6SKvUUTpEB58RJ+glW9pqFLvFB3hZZseNKfWVfngK7yxHOEFfKmdvShbrsmr08AWv7z7JOr/0NMxtVl+oJN2bg/q8xrZtF5BVuFZdf6UX94Xz3kn/9Hr2KGIqjOuPvI6uuQp51WvA0OfkaxFB3jEZTn4HjurgIr59D/YmO/I+6n+7zuKnzj9L38Q/fS52lvo0/QL+OgaoUV3SB+dRLcvHp52ZcdBVff+UXeUoiPzI7/7j5dHjzfLbvNAw17A3+SdKVL83d/upzZwCCEdqT9MJ+qznxm0ZgpW0SY/sTt8+/HP/fwvvsnL07PTnEzKMydAerJ5TorklOU6fdZ0nhKZE4TvRvev5/M7guKEVU9RBim/gUcaLojJqaScmkqDok5g5T0n43IKO86D025PH42T1IUBfNIcH72ycNoy9Odk6GWUR/ziy8nfnLjKyeH3I8IIHfyFBiq542XxRGHwcFke77wYFLPhAAAgAElEQVQL7OvLnNB8cXyWE9iXZUxLgPY42tv3Ji5PUx5CeLJst+8Gl6fzenpreE6k7vSlnHQOj3MqNCe91inIwObkYU4uHfDGSbLwt9O/bK9DHzDlQYQv/XdDDt+u8nsS+CdV/pRfvbu7vY6O35Vcee8J3+jh8eY8OoMdqJM5VdoT6o+GUTPkycnR6MLdxfE4Qb3smpO6sZWb+7tlu5xNvQcXeqTdq+fc/UNPfY/ecZIxjRToRu9TDvomnlBeJw2fHT9Z7s6vDuw+jUX8RkY8jgIL2JYHGPzlpOvb96YOQ6M0xE7ud0lHuaDh9NFmubt5L7hMZx7sJR2Gm7GYb75v9AYmJ7VuLsI3/Q02lYZR+S7ykqaf8A0+aFZ+pLGc4koaThPf7nISLHyM/yo+I1dgkB7ZPdq9khPRz49vczK4aZEFp0rnPSf0bt8f9EAXp7hfX+a7J9cH3vl26gI+QN5u++nxpXv4x9vT6/hBcNC5hVbz6BdzmjV6d3QWWvBP4OcUdU5xRy7hZfmr6MrRqMAtS/fXk4d16nD89HYXfugPw5/dsBXLDd+EN/0pu62dvRS67u/Pw2/kOHR8E5rFN3l+vl26nvPdv/7+46L/vZ4aPmboMHaAHe0eM0X4ebunroIH6nXgVB1jvQe81PvYXdWjyAv/BL/D16NxJz/vuNCdu935suPE6d2o1/nmd+7IEV0jWIO9CR96uEhD/Xx2Ozb4WLcDwEfa6Oen+h9+6SO6vNV97v39x0X/KRe6gu+IXrX6BT3ye+qFNqLXecG3o/vr5fTRCA4/ufn95R98dbM83T18gN+LzhSnY/LQNzoy/9yXfmj5C5/Hl+0PaI2if5P/rq+vl//2V7+y/B//+28s/94/+IPlv/7131t+99l2+a2//1vLf/7r7y3/1W/8v8tvvP/sQXq+EUpOgX/19GT5q198Y3np/GTZ3O2W65NnqZNme6fsPGtAMMZUMBV9iDNpQ5E4DaMWpENRSdMjtRA18xEdPbtIHiMbiUjUyARphUEennMxFOu2l21ucEYNan6zc5CFAXwqeeamSqPRDd4mKrKKloCP0Yxcc8rGoIPIMdEdceK4uGh85F70gos5ojRowMHwHXktF2npNGUqCrjaCM2IHu3PPOjlJ12uTPUaO8IAf5RxfOK/9HW4vF/TD354NHE0I4psvs3l/1T+JZuatqQOI0tkxqiYoxlZ0Ft2wHd4x6iJukle5Z/8bR0C+oPezSjO0S4VNDC0b5611zSca1cl3oOj67Z5si6p5nfyjjTYjDTleXc7p9WM32N+tTpJVNQLXQ9NVX71vOuwtoD/AUbgVHQqUzqwg9pZjG/Am2uwWGtS0auUq0YJgEnaNf+Bhz8h7fQrsdEnSS9foF+6TEee+J/6Fv5XQaFBWQDD0VrpMG+m3tUUIcvCN3jNqER4B99r98HQ2UazwGOZoIVor/nxTxnBKJ1K3hoNptykxx/j89Nxa34HWtZ/ypH3PANP3QVXYBQu+RJ2GFlsI3q8h/bIs9b8oAuhvfwxnV9HhCmj38gb2tDxOxpO97krF3GTJnmqfuP5k6b/8AC+whv5Ed7VGqNhd0NntBtlFh1ueq/M4Lm89nnAHKMY8DnyqtEpfvNduTnqhpyyBqqNpJAOvNgMMJzaaH5gaevKErjR5VaX4x+4PtX/T/1/9Kl0EP3hD//KlefyRegYv/XzPMe31ijt9c3hSMiLRkAC+IF/L9rqllEITlh/7WycqfFA1o/86ld+/evLf/Frv7/8Z1/bLr/77Dp/v/KPfn/5j796t/ydt9/O7xfR82GRvf7qCJS+d1lt7fLz+g3qleNf/PmfezO9W0YZzq4TScA4b8/u0iskWkR0weg9UTeialyJflWkfrkfUapEae+vxuhCRRJBOHuYRK4q+gHso+VsRPJ3NxkpIOpG2ox6QA+RmIrckY8rsLaXSQMtpMm3wme6FPRk0B9ak3s/moFCgWepiCh8SOT49r2Fnlr4cjeGkSg3POAdV3hA5K/Kvb3fpsx850++QQO9ZfKDJzRdPluW3YigkrYrORGf483ViNJdP006IsiM7lAuaDYPsI6OBv1+6/T7joYP9GpA5Ocb0anNyfm3tfwYcEZyPpX/0A10sSLE6A36RSSSd+jQ5ugo/CIyiR1E3hWJhI8Z1asRA/KrL4Hl++unM8KPDiV6WHqsLibiU1FO/AERSXSGyzzYQ+BSkdeIImnIi86ix4zc8e70dBcY+VZ2h06OSPmjjOwQ8SeDvoLoZOyz7BHahA8dRD6JrsfWri8TFY1u8658VH5vLwdfik/QDBx44/3+eviCNJgYmDHi2vwbsPiDTuxRGzetZYt/qAgsZSGP/MdPIEvfh75GLzAc6ZKHwVmReWCH7srDc6cH/oELXTk/PVq210eJ/Bt5YtQV/MoLPgGDC3/gCPHEgzzPxvQv8kkLclUelJ/3KUvxTd5uNwN/ppmV/1Nn0IldjWBJg/LgLj9TF9QIOOmCh/Jvd1PORuTX9KGrHR9Rc2GkIVH1g378k6b/lDejFPdH0XkaXuoT8o5ul86gs1zKGr52OfH+wN5vn8W+GeHCTgPLOmx3N+tY3lvHA0MZRIfYZGY1CyF6gY1i4+WjpAmf4Sib5epw9F3offB+qv+feP+f+qbVNYyu9fZndOZqX2fEnxC0wC8y9XO3WY4fb5fT3dFycnKyvP/+svyPv/ve8nZ8/0c/wC9G1v4xMvJXvu+zyw+8MRr07dM39firv/d0+W/+4VeXv/c+O1vuFkYsuOiS02ny9zcFvDL9s09eXv7SF19ejjfHy9Xmfrl/d7ucn9TOtTVjijooa0DIAyOJEmCsRCCMEvUoAukyF7gqQZwVFQt5EdK4xpzn9CArMjr2nR8jJjgXcHBnBCEVPlG3bP96lAgU3zo90gV88zpHmN9ezqXOu9oNw3KQhsau+aGPhnnwNxjSrRMUJ+mMUvqNMguP6J7PKVvxUv4lklsL6iirkUEjOeBxf34qxuSDf5mXOPZhhzZx80zZhCsPpF+6SU/0Udp4Lwzef7vLH/yfZPlXBB75dD1XbxJhKb2HV/l7MiK1kWOL3qL/wCEabn50nHTO5556VTDnTi8tyhhdIgLkqGM76FO9U9+Cj4h3bbLA9xFl32//Slqj4+of5eAigkmU0+16/Z4IpTvY1Nxc7Zc04IU+bNAyuSYlgOsfZZ/R2FqX0r8DhzTYb7cTbXv9nnM9upyMpO7LXXN0y/9g3+QJvNJz8oDTP3GlTInuvxWa4Qv5Sac8SctvLtNDDzCR5UzHyEXJBN6Sh7zqSEZ2HD0qn0D5hR0/0vROXvMdfKNcgwZpEof8hT6j6+Thkj6eiYCJz3ICy5EiZaOP4BuXePguD15E3xpf8teaGmj6pOs//Bh6P9bEdDvsvA3ji/fwn7/4Ju29eMp78sXesxHFGHVVds/BqZFVZBE9aju1kdZ6UpsxP/fQt9plLfVwzdHXnklr/aweCscyRqc+1f+9PX1C/T/tyuhCtYejO20tiHrT6wVO+MaPbE5HQ/74pcffstPQ6RD886++uvyZz39rOh/sovUHX79ZOKWca73GY/3b8n6UOx2mnzx5fzkjQI/t7c6W6nPkd2yORf3XDECUU5mGmP3lx1aTCII/L5wAlYZ5cPo4+CziejoqRoencGTApMLLNIK2+0hPI+zhfN4KPvJJj9/TuKhhMd7p4PzOHecy89VuVcLibgUbZ2jjpjfqy1HpLCn7hFcVJnj4znvwmYaKVl7BJypwfvt9fZ+74XQ62nkCpBcPOFP+GsJKWevcBRsCvOOKYVQjBRg2PHm2wgBuylgdRL55mZ/fvP8jL38hhp7sqlM4O16SfFzl33VFGUQ2q8ZfphWU/mNzyobGtY1533c+poNaxo695mC8ggMMp7CYVxp8D9/RiW6zyCbyKv2mwQgde12jwzycMjhIqzy597/gw1aa7vPdDstsRJf9Sh9wuTrd5JHOjrOnBfZDPA+fOByVkcrq3JPP98KVTr6BWzoHb58/b4L3+L81ndChPepHKA/vySM+nqE3jfKia6YrG+X32h8COzJc8XY0wPo5JcNHRefKv/BsRSyu0FudiPCwNsOAD4FZHeFUxDUdijLIe+Hwm/yWk/fgQ8fE0RuOphWP8MDTOyrmFY/6u8ZnOSNXp+Cs9AgY5v+463+32a7D4ROMgBc1XYm6JnyuzRwMRqZ+b+e1kId0XNoL+i9MZRi4FVwgLWmgIedeVv1pPWm7AxjABoay1X54j1x5H51ssPGRpiedf8JRL6CD50/1f6xn+Ljrf5S0TS0lIKZueCdNb3/wPnVury8evbqcsK5vWRYOI/xWXXQIfvhz54vTmb4VcH/n6mrZraaLfSvgdhhHX/jc/Hm+3Cx00rxihzXlc54DgnOh0jo7gok1ikGOqlh4nJVtFo6O6RgIRgdEWnYnQUC8AyZRfR2NBOBoTIOxd4fBbxoBvLMRT77MC9Wh0IAqGlKYcnaBWZEYnrkCx3tVsNlBBZh1krlpSY9iQV94sXJ0OEfTSh8NLS4qW7/FWVbDIY4tKcY6EtOnkj0Zpw0nGolA2jxcskCn5XNerPCg08aZtJIHB9wbBNm5q+Z125iifHH2FWEyP7iAayOiyM4NvEaS4/DrZGnLLJ9JfHl8PytwYZDOsoiHb+DOncZN8Xfo1GhgJi1zwdnqs+biJ8ML5J9v9Y+8/PWGEPign/JkHVDbAjKR6ip/16/QB53sqlL5rYwtf8eL/G3AWD6/hw/3m9lp4L185Rl699eTPEJr5sIXfw7T7FPzPvSs0tG4y5VKfWznSzrsUpueeQtc+F0dgTjbKaunoREeWna+k19+poy1XS3goo8FN7KoUYFZDuhd6X4lTwBj8hD7Lz8Vn4K/ORnTQUkPn8SFfk/4vUFU693AB1zLnbTVMZNfoxx7eaz9GDgnD9rIRGgvWHw3jWVCt2g8a4/Q7SXN8jey53wYRjHZEa2N4pKW7x0+70gz14dEv4afETb+3Uh3zwsN5MX+p14czNMfvg4ZqB/kJw+BJvTAO7CQwRo+79EBLr+Rjry+BwYX9Eqzabn7rN6ZDl7wx2/pm3BqDR9l8x1wejp+q0/6W+7gUa841wb4nnsVnOg/PKn1QoO+UYfyHF0svSUdsrdcwMav6PssS4hEp4sX8AaZJV/Vyegjvwe+kUPfDU4uvuV76RzvUrajR5Fbp1neBcbV2QEv+KafkubAqToVuOI8KEPzReGh7QnWHu7anHbpK7uRH+CKbyj/II4Urv5ZxviWajfov0nSO6ryHznnvTZf/gxY4EAv6JxFVthA6Q/1N8/UcVz6IZ7lS+7YEjM8HvAL8ke5wBfzAEc+R9ZlB9gYZfIuvp4GWoDJO+kjXb/kX/ScwFStvyNP6KnE2gV3aQvu5ePt/+n8dvuUv7Zp+O07+GWdxxEOt23N+fefXWQ6EyMYH3YtyEO7Y33h5Gz5l199ORs3dDl+s8/sovXb17fLb99cPzf68c3CfCjf92YkaeyuxTrRoTstCFH1SqZg6VxUNBnMexwBFaWVA06QdzMy8cD+3BCEcHCedESMXkio8PntScsqP8Y4G9bVcMKw4oDtaBQNaZTpuAReEZSOg2fghyYqqba9I8+mtYz89r35TMMdGkNvIpV7g0x0uTkQjJe05DE9lf8No0xx3E9HR2o1JUOc0KADEz8OxOcMT7fy8r7jwphMC3v8poGBBx72shoRS+OoNYgph5dl6c6Lb7xH0XC8a5nLW9OpW+icdKWsrXEjvjjNkrO8gX8PyT+VSmUMnTjt6nCoy3yWjz1Sb7ROvmaBdUXijMrJFxqp0O2f5VvzRt5aFtJziJwdUXnI91G2/ciB9EAr3zTi4CjZpLy1+Jv30uF74O7qhFejzOoUMhIWlZtl8R2/fQ4PsZu6oIWKGFhJU/n9ngZAWySecttIKd0nb9dxaX8Ir9+onNGZ8A37axGr6KiVdHVIoMeG2h7G64P2mgZGGsoDbO1BHvGN8gFbfsmTWdYKFqSBUL5hrR+WCbjooXoPjK7f4uNOHvCCT1/a9Sl01chzGkJFK2mm/TVeSzdyU7dsWA0dOz3oFJEefx/8NKTu3govbSDBT2gEX3jfOpsTV/NJ6iRpyefV38tD+SUfuAOT96SHBmyIdyl72bn8mvnKNpAHvPc+vxefgcvf5BsJHugs2cBP47twkk7b4hk46ppw1VvkiOzlD+n789puLE94VqOEBDci46p7ww87GjUSIV7v6NxBfXB/HTr0KaSbuGo79JSx6SFplFWnuT+v6e/f1H073jlw0mBmtTOg07ZFcMGgooHfszx1npe/n6O/pnRDjz47gIo/+A94CC+lUX0GFvlohyAraKJOiM87OAeots5PAGXYibDQSWQuT0cpxshafH9t/tL10TTB74+6yzPv0CMuk6K74UPVwXnfNpkxHXf954Txqf//Q/n/m6f7tR6feXkf7WcE48NOa1ov+qbj8gMvPV5+8PP7erfL8Jt5fud6N88p+Wbyf9g833FGZ3jH/M7lrXcfDztq9YP+MuFDjIQLZVT5efY9hmkFldGR6u1bEXmnAa5CxxCAS4ShRUl0UHwnLRX+Pv8oHr/5FmOrXjr4oSNOjBEaow/lUEgv7enAlEGl0qkoO3lS2bc1GNBGGvKPMo4IGTTQGNcpBS/O0uHoqkDlEd9npV7fgJmGTaMtNLZREwRhw2aUfpQzDQMqjf3WzPks3+Ig46nrkMOqaEmk47Yjx29o4SI/jld+pVwVpeJ7GvXpWCV5/sEDruRtEZ3AcOSsyojDppJVpuIJn5qT4zff/AM27zJyQLoVXCtd6JAe8saB9/JUNJJvpFPRH+LjKNXza5aik6X/lIUrfIEHNfJjIwI8XDRMeJZHPOdbm6NMOt5FV9oIgVHXUa42+ojdFC+QIXIjjTj45qnRvOt0WHHyfoxq7qPM6my3S8qJvvcyBKANpJUdWxHK18itMigfO1f+FjY2BF2ho05T5pv253fecdEIFo/l9Bvl9F0SYzMH53CMtQYzfdkpMO1sI1MbZ6Tr+MwHbHgELv6QYRpEFRmVH6Tje36HoDGKrN+gzOQNHnWkGrDId+jGsA3ykA7+Wf7ur8BjByG8btHjtTzID72ho404AU9+47+AySU+AkgTfx0kFbytftBfh1flI8ObgmWZKJ/2KJ/IA6/0F51u0pA3aWvkgGfSQ4P+1sZUEq4CFTTUSIuewHvycpf/5hEPv2kgJk+NqKVcSTimCAGD8mk/fAc+dkw+LvwBF99Gw3XUhXu+jnSkQf9IFzs5fmlGr4XFne/ymfLyLM1rG7B8IQBaqv6zPgCeckje4B9rQPjGO3UdvLlqrcfa30BDeFF+Gbh24jr92Jo8mXQhh+r0TzzInEBHddLX71MWOn61+6R2JcxJv/Vxa3vohyZ/mj5Tjvm+bB0axA/v8Cuk4x14xBUfXXaSdzVizzPf5A80Dp/4NPwFH7xWJ/iuTK1ngCE+vvmbql9cvgvPzqvdVLTjH8BjO0Q+cbdswfup/5+8/Sj+Xz4+Wq5Hx5kTwB/tOyOd39/MM9OvPnPxvTOrZ2p4dgcffH775jrP3NeXaX7nrWfz04cdmZkZPsID62C8nhyP8/PQUy70Dr3HX26+8vQrOwzAjxj0rMxKif2GMXWnCzCVH+OOg2kGj8EwjQinhRH0CyLWeea71iESh3lJE3qkpe7zfRUQo594TduMju86up6XMuLcYBDPOEjLmDztfWjDeWcq1RgJIQ+VKJHZwCdRNULlcy+nuOGVDhB8OAzpTxoavufn5cAOnYfpU3EAh8ZwoxtnJg2MOKUiqulE5JEGSOX5Qd50vjQ+glvazc87n7mLn0qIhnx0jLVEpSvJH5qZYnCbvPwjHVE44c0PPBQ9NkakIY0HIoUFe122yatMaRmRysF3ohajY0v5hUt+rpkv/GIY/q19JVJ6rs6scXcYlgF61QdkrS7ynW9co2J6Ep5olx1W8lUU3/ddR2l82XECHmnkpel57zt4mqvsPvZZjTXgoo/STLo9zw/hyiv1NzBX+rO2rUkDiZtNdx8BzTit7p+6HpA1cFr++S5EHPKAvDS0pm/ST7T8lkX5dB6Km86LNuV3+SsPC/0sG79N25/nO2mZdA+dQ7eELc9eJAdxmk6+8t48pgGmtE4aJu4hX/J0+Xc46zwTV5Ujts+i+GaX6qp5uXN1nscX2yAtH0ka0nZ6k7H+WV7SBEfZumn8Lhx+d/o6bGXc/WSnUxjc9XPwiXpPHyIv9H89j2WYtrzSPXCFXjZqyPToZq/lI5keog6bXhoDf1UfhNZq2DLdWd3lPZd5J58ewH2QZlVPkk/9Wvu2no9ncfhsvp4Omvp78kx58XFlE+u8nQbxPFjOlU2SZuIJjr0N5lu1lUhzf3M0OsSNFnivvXQapqwB0uwc2tRXyyR/pJffKUPV6Z2+nsZn7uoAMOVj/z5xQAtXlUHdlK5P/f/wvZ1ftrMG45bl1VdGw/tn/od/svwvX3/rQ49+mH99Z1oWi9C9WDzO9K4Pe63T8/srlzfLe9sxX+zDjs58GHx0aID3PY8fLf/zX/pitg3mvJF3nl0tZ092s30LrPCQNsFX/+D/2c0Gd3M+Gk83CDKiwDjXtUPuQkGBuVDc2WDgRWuExIjKmMBx0FjpjqA1NAGhkx/wT5fb49rjvVVewiZNNzh+LzRwN6d5r3MwjfkyRLo8PajgLJ9phb2GsW4023AM7tW/Pb59xUsS3nOBk2cdAY6LSs3fOi9okg7fPQTnuTKUw3lI/uLm3su8ho887BhBa+RdGxV0PRBeClb/OmwddDdo+SAvLCf60ht9AUfHzwZ3leugY6hOVcSaMs8GQiMKnNAlPesyUH7Ka6WPfNPZrI6AlYtwAN2f/c1d25od1lVnsJGVxwM4Rcdy9Gh0MqoiI023pym7aiQEZ8MT/VzJS7zA4oIf62t8G52jIZfxLH/sOMrH6Eh1Op8rR8mN91N/mg+Z+FMG1jMM21TnKYPygM7AZ5rj5nQ0IAgXVvn5Pu2nCqXMzJvvdcaPOjLKu+eFZfBu3gIZP6WO8Y4ykFb+h0+PX80cYr+BN2UqHY3utTKTTnnqV9b4w6uVzxQ/d+UBbPPy7mDNSGsYQifXtK3mU8k/rq4Hex5Ba68rKvFen0pnwdF9EOmkbY9j5J486jrZymv5oRexIz8ueZzvVQbWcainwWejrgU+pEN+Wyb1IsAb/aTv+tXpP6Ch5REGMlEXh00VL8vWR/R8z5vka/8OcDGCXDu7PefDyFP2IL+mr0xAbdi75ZAH0okty7foxyrARjrpF4bp+Ca8zlNk0csXXPVPGi1Hh9F1B5x0xITLXTqlR/kLgzvvzFsoc5POntb0STDrmRGkhBYCGvqlpGn/DuRzv0mHkg6geiodPb90SYswTDuCZ82vgO8Be4B34Uud6UP7Ddjh+6f+fwScSzejsx/S/0/x7m6X3cX58viUKX27ha1u/7vf/tryP/3G15evbm+X9fSqme9DPDhSQeP+oWdA9G8dZO9g2EHo37/Vz//2K28sP/WnX1v+tT891h0C/513n02bF5/6vPnq196Zp6douH5cK/s0jFXkkHQIje80ILrROyrSDQkiMCCdbXdO3Xh0XuYl30HnoCI7wrNwI91h48my9AaADi3lLYedjhDD59UAEmbSSHMiaswjH5H2Xqk/h7s1DPlmmaQHPvRn8a3v0tjpGpGX/e5bpOmNz+Qp+OKxAydPTQO+Lv81fvLzncY2la/lMF2HwzvlRD6uNY86fr6Trr8T/hpugNlwKYdhftJyKeOel2dgZgSIaX/VyOplFicw/I4+9k5REKz/tTTmE58VhB01bIMrfGn5tAEjWuIEDteDtPGheAF/Z6NoxZ8uc2zUS9nwW3kZMFBe0AE/hS09Wcd0X8CwlYYzedvIDHh8N/Ov5A2NvRFqOmgjP7+5qyOdZss33u3tPnmqUSl+0nAJzzSUk0ueHHzvjd0X6FynMYCMnjZdgwb5KL/EYx7pVB69bKTJd9fiNB8FHHQkaWrUak1T553Plj8Ze6evAgv32Qjjdo/XjkuXV8keWP1a47es0optSAf5zK8M+rcON8+xndcXFoUDp1/ieRGPv9H3DksY4oz/bXYrjfoR84Kj243pJu6SJfrA9ZDf5n1P32HzLH/7s7zjHb6EK4tAm05AC35A+vQt0phM9c936i6vwaEezo5Ls5HQXHYnrJ5fGPB2dpJ42fWvweMT/CXI8JD/sjzyQ5sRJ+Uj3/heoxiFT/5aHgMl0x80PSetvDrIV74uvlt7r5kR6GdwFz/MB/p5lT7xW952PwGP1gG3Cadsz3qjj+iaxrv4Or98p7/51P8PXyLPvMsn7rzjQlZcsZHL0aG8ePm1vOMfBxP+468/S0eEQ/7+MJ2QCfQbPPzT6GSsSWCU5o2Ls+Wv/fBnl5/+sYvltbM9D1hzsjz7yhxVwza7jh7/0i98+U0O5OHiYK8cPsQ82Tpw0G8eQpQDxe7ulke7OvzPg7pujnJAEQc9kQchcWALB41x6I8Hb0l84NYhQmdsMORBVpuL5fz4dgEOBw5xccdBjMMQNwuHDQX/5iL5UASU4GKzywGKHG7IgVpcpKUs90eneXe8G4ee4Ti3y2gMhl42mbh9NuGCz8OpKPM8wGp3l4OaTra3OVwJvGe3d3mmzB6kBMwoJoc49kYkPeuzi9CiApOWg5g6/R56GNp0fHUgE/Ao1/boPDQDD1o5eAnH5cFb0EJ+0iIHDv3KwW73u3nYm2ngVZc/6TjoyfwcnMhhdNClQ+cbfFJewNjzYBzUhtwpWw579MA88tXBcfBAGjx4DDge9sPBbZQPvPKCQ9Wih/dD55Q/eUizbNmT+2y5O7sLHsp+sxkHLnJ4mfIg7dHuLvzh8C0bRNAsTA7BCswqmzRsd/fL2dHgr3jIfGQAACAASURBVIdKpoNWB52Rv5dR/pGfPyoMDg0UNgcLXhyPRdAe+AaO7XYcWAlNpEWnlG/0YDP0i7LO97CgbJBGxrKMRXHwl/f5o+Gzu5mH9zFHFDkd3+5GXg7dPBoLzYnoUB7wcQ9syr65iGxiJ2XD6Jr4TI88OTCMg/XAE3lvL3OIZg5W5EAxdKNkTHLSoGccEOiBaLGnamyGD9dPQyN0cIlPfYJOZL89Oh1T3NiXnMoeOu6ejkPStqcLvPdgPeCg0znkrHxb6KJcHhBZhxbyXn5Az24Zdqivur4uf1r+FR54IKA6DT7sFh6mDHXYqfK4wA45zG8eeHoUevF/8pEyTn/JwXo5zLBsv3DDG/SDO3xRnwIDn1t+GhpyKNztNvbOYZKk7zIOzRxcS0cIntZ+78CSH4P3xzkoU5yBU7KFFuWZ79vL5fT8pWW3vZvl8gA68yf97X1sG528PT6Zh7tSHvmhj6NeASd/ycsBmeWL8+7xqFv8Lk+UH/CAhX/LgY3aVekxMGlckj9+JL5nr1/aTXAT1KqD/SJo/mHby9n0j8gtr9shmSlTyVC6wuPy6da34ED/OEyY+g95cYApPgY/hL6h06Hlqnxu/CejGTVn/WTUQZRVO+Fb+F91AfSEprJZ6tDoS9FOWujDxvjG7+TZja2krVNCB/UZeg1fNxehDRmkkV+yEp/6zW91DF4BH10ynf4uNNdBpZRfH5E6H19zvCynj86ib8gvNr65GHLkkMs6+BO+qefg0IYYucgBscvYCMH6mPIAD1nfnV/NDtPp2Wl0KN9aXWIHl/fAz/c6UDnlw6/u7saBs7vRdtDv8B3fhd5Qr+HPbZcpB/VJXlkG+eVdf/Op//9o/h+5x09tjhfq6+ub++V6OVkujm+X45OT5fUnj5af+K7z5Y2j0+U33r1eXj09Wd69HWdgIZNv9fWtOEQQmuhUjBb0iykkzclms/w7X/yu5Zd/4vuXv/iDry3nx2P75pv7m+Xp5d2y3N5EL6lfZvuzDqTF1ucaENBg2DqorsD9WXL6u55HONxxmH2qlnm9ky/pWnQmLx6IqEGbxkrjzaiOsHo+0/kNWrmMjPDMOxvS/MZxDVorQnL0KEOkHW8vszACt3rC4gmsmrdsusDhR+E2jZHufDCK3Mq/phk44hGm0Q+jN0aSgKlsAr9wdxi857fpvPeyGh0RH3l45yJQ8JHPKNNDeJGJ0zhI69SMNV0DdpsGVUPFRjk7XQdybsPOwOi0Bkfx1PJ1PD6ziYKjWr4zIgTeri8dfqKf7ChV627EAY+M0GILTjNMGR6KiEEjdlPTw3gGTzo2rilqUUK+q0fIQN5wf+iSZuhzJMh00uxvYfFbWRu5MK14OlznvgvHO2lIn8ZFW+OFfsu3geswDe/CXxbe0rhZrbk6pHOUW56E3hrNVIefw7+iSxzwU7uazxXdFH7necrpyHAfQa13fO86zO/wrenlC+2nRUhnviDc/4PuThdfeBf9ralvvntIj0nrBV1dX83HXVmHT+X3lA/2iCwnHWRwWhEL7Gu9jfYi/2b6ptu861Hf1CVtLcfkXeGQxrV8ec/VcQhL/JYJvTZa3XWyQOz1d+rU8FN8fxGvhQ3ORLXnyNJ+JLTzHljkkUfyLPwun/Ei+5v+sOQAHOXU80tvaGt1jbi5c5Fn8rPBrM+zziCdflIazNt12m/SLw7u8knYpO0joj2tspQ3fgNGl62wOn1TxtWeyOjC5nosnC/9Ex536ZLmF8E3LbikD/0SlnCUq9+AZ71AWvEAh8t8a7iWI4kqXWhrI8/aPu2CuSb1AZo6XuGBb4971PXy+0U08v6T5v/huaOYXV48X7x0Mg/jo4P37PZq+e9/7evLf/lP/mD53WfXmU7Vp0jJ+/8/3FnnwVqUX/zx15cv/dAbByS/++x6ubq+ytkfs25oKbpuH//8l3/pTSIBVyd3Y6QhkQciprcjMnOyTXSQnjkZ7aV7551RAZwVz3E0RMUY4diNCC74SZsIaUXMHm3PF0YSjjecPrmJ8TEKQKSdCxxe4Ke3DzHba0dUzpft9t0RESRCXNFgooyJKibqKoQRZbEMNGSOjirKzy4sm8cL0T7oSERvMyISKScRQqYfVXTbiA808cc3okb+NpoSJ1qRJ545ep5IRWBWBKnz0egovUUiajiAHpkEPvRzxTlQKRwvI2p4dBz6EhG5HtFt8hrRUCbiAxbPXPBqd7SXP+Wht0oanAoywqkS3Qmc3c1yf8p8jxE9pieL3JUt+cUbZ0V0jIhQjT4kqk1e5uxCa0UG1Q/kGJ5W9I3oNLSAu0fKEtWiAj06S4SPSBUjJuoBcoI2yilv+S0sopuRVY1A7ZaTlEkdgTfwgfzwG91kJIWRMnCaDr3gd/BUlEy+xR6Ac3Y9o6XRn9ttZAdcGsfoXkZhGDEjsn63t5tEX3cny3ZzMnl2fPRKdHXqmpFrRjkYHduMkRtpT5kj7YqY3bw37Sb00CkofSK/UWTeHR/dh3/aNnaTCGtFCQtseO1IDPjAzRVdJeBbkXdHr/iN/nJJH7iBb9SZb5QfR08kEDnim4DJu4xUBMD7oZnf8iQR5fI1RmppEIEL+VAeZAivL45HhBKa1Z/4xJLT9d2ICsOXBCoqgqrfZG3Z2fFxfOXkHZ0ORu9u76YPTXnkm3PGP8B+SD94NEZt0G9+Q2fX7/AY+6S8+JoaFUlkvkaILDM2B43yjvfbkzHaJO3qK3jwD/B+6OoYQZGH2NPV6S5+mejrpGN3k4ADUeLNyZgXrR13msLv7XZZjkYEHNoSLb7bJMKcRg/+g7rk+KXIjjzUWYnu1+go76ITpKXx2kaZQyv256h98Smyr0Z6ymkkvUb+Oi/RQdKkDFXPgA/ewQOeSYP/1ceo07Hv3bPRmL8fUXbkGl7h0+63KTO+BT6TD1jgT31YuB0NZjRZWVrPhdaSPXzyvX4P2ru/BEf819F+RDTfq57u/MTOzh+dL47oQTtXRlpu34vf0t+jm8DmD1mCP7hrVABY0A9u0/F9pqlGeEb4mG1wPkb0LG/qmO11dIt2QJd1YJQM5Bt04m+Y+go+ZRU6tkwhPc3IPx0R6wJo40I+4VH59Ly8fS8dI/wTI6vx1TUqDC3qrjYKvYzsZYQCniHfNtqDvK0jyO+I59rewod72mWH61cp0+RfjVzR5sKOj2hbHb2SNSbY8ya+bIxMQVd80+568PhT/x+biw6VfX8Y/8/AE+0BZIosbAuiK3eX7y43u5Nl2R0vj06W5fz4ZPmzn3t5+be+8Npyt2yWr1/e/ZGOhkRfP8K/bzTqwfQuRlj+xddeW/7mj18sf+XPf8/y/W+8MjEw3erZ2+8uG0ZGjoZ/oW2kj4Q/6Dg+gfYktpNF6IFg77+isPbQyeBzN0zyBHDbQYt3pAG4vXoM3eeRn8PVaoG3kcIWhaEx0PHFSQO4p6nIG+/WURIXmYNLB8IdWo1ASmf/bnpgUunRUFlHMqTB/NxDX4sOAceokTBzr3LBjwzpEtl10XTxLbAcOWojKOILPW1EIJHptmvUOh14vcibiGJFcaUx35uM+T1pRCfqG4bF9ooP0Swdllec/S4tltG0gVvRbdObht9dbuDhcpQCGAyFcxiQeYha99/i8S7Mg8hcoA4dM8rjq55PXggDffJ7pxP+9Tm8TPfru3uRR1kGJgC1v9KFjMawsK1FZUkjPuXhO0DIA/BnUXFb9M13ImLOo574+dDslsY1l3Lxnpf1b83jTgtJpJE7F3TxPHWu2Qvfo28Hel3Rt0oXIJH78A1TP4/Yeq86sk0Wwb+ONDe/ciAfgdc9utx2UZM2PjsiMqPjrRwHMB0JqZEeUXR+8E7Y6k7o1reZ6QWw/NzzACdwG96Js8r/UBnWuqe8ok8rvyut4Jmwi2Z5F31vPAxO58bPtHvdkA/AUy8P+Fm8Oog0Nnl2Xkwd86X6WHP5+6hK510vi7jHuU51zlP5bWW/5gP1Vrdz4EELl+sgJekwL1v+3k4/67fQ1sqIjbn+buCqhc/NR5Kn+8PAKNvTN2jP4pEm35OHSz6u6SAfvnN/jQ0IlL26JHx5OXWqyiQe3kf+1netLiJN9KG+zd9sqWw9utrZCbpCM3rWYB08tzQTpvjbtwNYKz73doo8kcfyRjqklbYKOgxvrX9M4z15m987gNlskXT51soIHut4abDcwueubENXGzHR9sirPnif8MoP9jo2aVajrNAGLi6fxQtN2hHfpUOdkVbTiVuey082YPnj4v/XOkAZJj93t8vm9Hw5P2edyFg3cn+7W37ta2N9yN/+nbcyImI5/zje6Xz8q595Paey/+yfe+VgnQdrXa5Z24Eu1YYZc61r82EHPKlCZhG6isI7HFi27oySjJXsRyeXcX5814BwqhiU77qhdHh855tKlgwrBcy7MnzTcweOyjuFWYn9xk+NhHczXZvykyzNeHuadWdjdmhIj3GwAIwh2tUUEBrBSducYzLoGFaGSvltlMofDDI4KvogPIZMuSZOGyVVBg2w7/SicZKv8yaA/Nd4QHrwWanLZ94f4qfRX1sMd9idvyt5WlbQimdMbxsOSf7H4dgJLRrXtOuU1gZukXIvWc3OUS/nindrHcERekFX54fvuUuHsuOdPPNZZ89d3iqXlKtNN7Kc6K67aPFOJ31Q3mmLezl0e5qwamqilZv0S7sOHbr7RX4u3mtL/bvynPmK373zY37LrryTpwcKmmyS54AnozFm2SfMFf+BKc3yy989T+eRjWC+Kyf5Zl7hWs7+vpcLEJOnBa9XqPKZT5F/+ZHpO6uzlO8lC2nhnfzm2Y4oT6TpU11o8PZgztS5gmn5ybfWbfF1XJb7QAdK92gkW2bhDvrG/3xrtnyQpvRFXxs8+owmf+FJW//N84N+o2Bb9of0YeZtvtqyWqYu34lfGlsjnm/BUfWfHXZwAAvbU0ak5RLX/L3yvdKX+qF1ZGb6Zq+T3kDe+3rSikf9riS5SRs/oL/7CPN6T4ayU57NK/8n/EozZV2/A2fV8IA2aRce78TpO/XUsvDda/3O337PvQUQ+S0Oy+yd99JDOvAoV/xavjV9lk7SSqtTdte2v+6EJW/jx+Rfr0/L7g3WSpP081ve8GzZR1BufwSAtEij+fud/NBgWnlMmgPbT8K9PxJn6OdbBcQq2aCp+frJs/bOsk+czf7TiW1BN+CKU1kJ0/yRWfOnPc/Uy2qLzS3pu562umTNI3GEhl6Glf+XJvkweVtlg8b7dzfL8ek4iPL06Gw5Ot2fFfL3f/Mryy//6lvJ/nfefnuC+XY+0OHw+oGXzpd//XtfX37m+79j+fHvZgBhXKzzuLra5aDj5f56tIerQ0sK+M8Vv9ZsPTpWU9bTAVFQ3HWCKpfMj1E1pzSZXu8eUniQmy73MkIaA30Nx1T6phhdsfqzzl1F9g58rjjJVUUDbc5N7OXpjRLplObZEQvU8Y800sIb4DKXvpeF9+EnNHA1Iw3uxpODtDVXWmElbzkJnsVrOW3YWn7KYlSiy4K8M48dweLPB6UTP/STbpwtMho8ax5Lm7igTefmu8jtgSgJvNLpdv5KW+hoazNMYwXK79BTUTH5N2VQ9L9I/vKsl9fnrKnhxNw2egY+5Midy2fu4OwRVr53ufD9dHu4X/yUY8lJ3so/8QGr86Sn85k05ssztJbNdTiddtJ5zTRN7/gmDPB3Pmo/5FMHhCH/+4gS36BVeYs3cDgjYkW/3x/if9I2WWhbpg0dlB0ZeH5OG02QTu2H370M/RkYyrk/i5OKM9uBl111mXcemT5EreySd9AQ+M1+pIv36nwSVfoO0zKt4QRma8QqG32TMMzfecI3acgI8gO6YUfItNInXvJHR6tyUo9ovA+b2G+V23EjA8osHL/x23z66TXtpJnv+nM1JPATXNN29HM1enRQ5qQc9ucourC5dxidxkFDrZWrEc5e12mrwio0B/wWfq+XB9yhKzzLJ/kPPfrBDlvb6HRBg7oevaiRyG7nE0bVz+g0F+eHpAytXsefckGLdtD5M2GVTF70DRiTV11+9SwO4HmN8teIki9bY3E9SrPOSxZpBhb8MPioXDv9vKPjix7DW+0zNu+ZN41nthOAMdsxVZ7IoDo8HYc0Qo80pGgVaSZIqVyTb+Xv+cal3gIDeyWo7LbHSdB5/ICN2w7oepFyrmZUSHt0qa37AgffkPfHz/8f6mDX285bni+vN8vJ4/Pl0cnZ8uhs3wl5++bt5e/+5m75W//oK8sfh04IHRA7Hj/9xsXyoz/w6hy9YcSDaX45cJSdMNt6SfzB9D+li5Rbf21bQn04/rmf/fffXLbXYw79Xc2Pr7mkzElnncb2/ipzW92VBCV2VwfXKDi3UgUM43e32eWDZ+Z/MS+SuYx9DQdz369vrvPNuZHMiWT+KHMUmaecudzgPH9pubrZxBATTWN+f81hBW7m59YcUPIE54Y1DMtyeswOBQPPzFNrEkjH3D9gUA4YeOdOBRhjzbmOU2q7c0Anczuhtc/9ZW5bcNTca+Fzl3eZC8rv+90+b60jiTOrssE78fIMnXFW7CBSzo33t6fX+7mkbd0O35gPnLnxrOGpefTQIo/iwNq88I6fdJnTnDmO92O+aZvHmvmrtfOOsodfUbRaJwENrpMgDWXINq6bUX7g847LeeLSBn7W+egA1Q10BUMP3OqtOx8XHJnfXsOd0Z/aWYRvznNnfjpzZLMzSuv8QgvwMw+bSqbtPmZF0OfQJ33J8uj+esy1pjDb98dOV7Xj1PnpZpyWWnShb875RQ+AkzngtY4FEHlXu6NQDn5DA2WFxuC+fZaKkPnB+Q0tldeyTji1viN6UDqP/jKHHF5HF2rnL20KXSY/vJfHwM8uMOTbXqYc2ALP8QnsrMPanGYv0q2M1buj3eOsbyE9OCOvqrAyV7l2koMG+c96qht297p9b8ozsq01aPEl7Cx2Wj4DgmuXGNc0AM/52bGH68us02K9R/c/fJOf4oev8AJ676+fZg2Za3Twb9BNedAH8GVHtlqfwHto5cJO+tqw8GigizxCF7sAsjbi/KXAkx5wxzaLvvD+4iI75oSPTY6dp8h++PZt8Ou7ghv7dF1AK3fsHBY+Huv8oAH+jTVXJ9PXAgM61vYRvQae9lQ2e356lLUFyAueYI9jLd5ZnAG6Ep7DrNqFLGUpe3HXLHw2ukCD0LVq8MsdxCLrWjeiraW85av5rl5CB9+CB79Q9sqah9gd8/r7rkbu5FTrFDuvWVNIPSZNR8tYKygf1avwsvgDbNdUwOdpc20XpChPqxvMn/VVd5sDeZg2ulK+6PT8UXwT+ZQt/MN353fxF/z84WtZm4nNHt/Urkyueyv/gN1MvWAdS/zrWKcFXGFJD7ipl+/u7uaaJXhPOi53ZeRZe1I2/LZ9IE7Kvrsf+WnwWJ6T7Vj3wK5UrvUCJvixP3SPC9iUQV7C99QvfLMNQKOq9CFlYs1ZtTGiT5zyvB3rPICp7OMHas0Z9ff2kqGyMRKtDNAJ7Fx/K7+k50D/8S21Xkh9o/zb4yfRNX0Bsope7+6XZXM8eHb79tjRcnMz/O2n/j86B+/xxR/F/yMb5InNqKO0G9CJyK3qgbTBbp8tR6fDF6Dz19e3y+b+cjk5fZTdo37gjYvlJ3/wpeVz1INXR8tvPrvMmgvWZlzW+oso6h/hP9eB/Cuvv778zS99dvk3v/i55fs++2Q53hxnW+HtHR2Pp7HZkLFjTeKT5fruLvpMvcOaR2yBdoA6iv+zTiIffgSeHf8nf+M/fZPFfCSQaanYdq9kez63rbORGKbaOGtOQiPReQxYo8NhJYmAXAgY49q+G0eO0bgg0oVtdDBYrBbHx6Lf45fSyA4stv9k67nz7dz6kvc6gDhQKrq2lbCL+qCTdGn8rLarBGbovx0LdPntYk7LB/NI42/KiQMjbd61BcA6wV7Z4ESgBYXUQUYQ1cgkSkODBpjhUTUKJw+r4wBeG0Gks8GUSrgaHqSBR8vls4OGA+lDdzl6aIcuHC4bAnT8lJdyWV5pmg0JIrMs7K5GB4vdKA+857k3IOA5lQFboLLoVPpIL9woaTVaecfllo7ggY40qm/fW6jMpY18wcvCZPSFRbAXF9GZNBw2uyxGzOL67TZb6KaRdPt2yo6cWVSIHlpWdA/dhC/CJ+pzd3udw4akj7v8TAPg9tloVJKOCv2U3VBOY4zSSx7Kg7NDZtCrzJFF9L5tfUl63rk5AL81YtJrv9oAeIxEkJbffBuwj2ZFq6yG7MueasvcrgfKRScb+7mvhcP3Y3MFO8RHu0dpRKrjlGvmrwYNco3epBN1le/8Rl962vCvOtCUI3wGHqv/oLO+YWtuDmCDHnh2UlK5Qyf2cLPfMCJwKsgAnelAUmkQET+7TiM49lF2EDmwZW3ZaC8DvLGziv7D0/CchnF1YtM5Kx1THgQPsF/wc0Gjujx8BP7xKg1GeRq+ZNH02IgjjSF8Blv2Fr7wqmjiOZVg4QY+OhHdLH6Qhit0VSVB+bjk/Vo+2pj+L7Jze9VqTIJHGPCFTgeNU2iO/leHjIqcDS+Cvzoqlld7zsLjaiwCk7TAN+AAz6GV9KnXqlFNOnCiB71MpO1/wAy8sq9siCC9tR01NpT6JKUakXo3q4Cv4bt1BB3y003S27ghW/Sm2XBo5sOqfuA331KXMCuitrGmPPDG8up3aNiQhwtZgIfyqFPxpZuTqefonPSmnqptr3mHPELn9nJuDDPkrM6NbbWhL3KnHqnOgvbGN/UqfN3ug3UJ9FWggoYK38EJjtBkp7T0NJ3Vu7EAP+2IauhZNjosdp7DF+tQAlhHZykLQUj5Az46e7ds127d77ECBoTAXT4GPAQ0ju5PEhTLpiFlt5YfmNHf0tF0vLejUwEvIkvKd0yjbmxxrY7jI3qbBR4Ed6vP1voPPv9SNrcFvt+O4Jf+dlM8XQVoKbe+CjjZSvxT//+h/f+UZ2uPPa8v19M/YR/Iddrrjs0dbpfN5mQ5Od5kofqPffcry5//7MvLDz0+y9a9X7/FNvajJTGyP4J/jHp84cmj5ed/9PPLX/3xzy9/6guvLOcnm2x2c3e7Wy6Xd5bt1TbrbujM5hiCqr+p+/BvCb4ZQKi6Br2yboxdVxuWNsTxL/zsL73pTlI2FnE62Q2KKQvlsDEqDYiMOrZUYOyYVD29NEzSGGcdw20aFDgVd7cChkJIw+T+aO54E+JwKkZhcKL1m0JYaQoD4+kNLxpARg+gi8XeqZgbTnDHWdR5HInAsHtEu+I8a14hFYsKlSQMfdYOM9CLE02FSvQXZ9scSxoCROTavsc6CyvMCEcnUTsOpSFi5G37/vJoN3Y8slEK3ji5OMnz4chw1rvrg06JPIMHyDZ8W9EvLykbfPF8E9mBPOF7FKzOCgC/cueZKxHB66ezgxla3FWmFHDsOravIMGdCq7kA5zItCqxyI4O3f1V5Mh3y53KkhEoG2sVXd6d79LYI+9u+2iUpzp8d0YGj6pB1HatIdJlZR79uB6VLu9SEdfuSWmwtl27krY6n/A7cFrDKjpRjSKe/YOvOHvgo7NG4rWtwKkGnDisYKXP3aiQAXDVJb4jM/TPCpnv2mZGLnYj0o0jZLcU9DijIjVC5m5wwA6+p+PMECO/ys076Sau7btjZOn27Qz3E8Tou9JEYaLrY/Qp8K/O4pQpNzpgmaCbcsQma4cvKszYPSNtNbVIPqKnNDzJr66gC+FHNfzkE3QED7sQVbSc84I4vwG8qZzrvBp+hxbaiMUj+QwM+Gc+fsNL3kEnjWFoAO9z/kSdN6qKbSE7rrnz030aCcCiU0RDBVj84WPxF6G3ptDaqKT88ir+mV1/asTKho7+k++MPrj7IR2i2Ovts2nr6MpaPtgDaYELPZ7bgq7F57TREPmSTkft1JMymrcCEXTyOeOol3fY8zizR9qVh/eJE9l5dlDxJrpPA690SD2GzTTutX1oZHSWyjVyuN+NxnoblQSW9R+4tcs0nmskGdrhB3p1dfl0BBiOzmddJ836u/BmBqH2I7jgIoDClKrjzdAhaE7+NqqLXNKwrs5cZFF+G33QThkFAGcavXU+EGmBxzlE8p3f4VXqtIE3dhr+vVtTPcfOlQnwpJG0HQ2r3fnEF1qbDkQf6fDSXih9pIzwWpyRQdk1tAXG/ei0UkbokmbLSRp8hPUcukpASRsabYNXMtIKfHCRt+tzYLJDFTumVUCTdMBA/4CN7tJeYhpTzkip8070b0kfikd9esZsCs57qvYRdNBGYHt2yhy5t1kJ6I0X/M6OYfiOo+OxU2nNDMG/YN/g4y+yqZFi7T467Yh0awyKl3y0KT71/9+8/9d+I3fPgHlOX2pX0rYL6rRXhJ2ZEkfL7ubpssNvbXbL64+PFzoi/8IbLy1ffHKejsgfxfkhdDro3LCt7i/+2OeXn/vSP5PzPMDPRTvg6vJqubu5id1xvlr32eoeAQF2DdPPxMaoiy+Oo+f64xS32nvwbp6E3o2eRCimJ5rzm+9UqNnBqeaz8o4Lhe/PcfYvWMAF3Mw9bNOHYpR1hkKHwzOwxd+fxRtccxHS2JGjp/d7f8czV+C3OZO862XxN/Q5BejBnY/4TkXW5oP2dC8qE7Q5b5T88IZdikbe/RkS0pn5to7eVJmdU0eaVIBtB5zw+oF1F4HX+Go5OwyeubrMzSdP/Z2E9W/9rv/mmcsGfZdnpqIwV7/ttEV653jTSHDBp3C6rHg2zcRZcsvv1Qmc0GE678m/Wj9UxZpnYfT1BOgEuvEiucunLmdxBW7NtZ20r3B/MD3DNoCn3Hv6Pg+5vxd/3rlgrNtiFbjTzKuD9MU73h/IcL1eoNJJn3ZOPt9JT9B2ea18iuVZrylZ6xJ0Or9/rR9rXMjSDQDW+C2b5e78OICTjOMf773ClyoPtD+01kiYPY82azk7TNKt+c070oSfbQ75iAaClwAAIABJREFUOq12BM7um/RtwhG+vzscnpXhmrf59kC9wXtx8mx5yM/7Pqc8vMYGuNqOb+aTNmD0NWXysX8njzSu78/5tKoDBpz9WUCTr+VT1cHY/aosobnegW+WpdWVoa/peGhsJ21bDmnnN7JSRtATGIVsfl/R8hzdbnRR/oXspPGa/OBF47u6uC6vtmt+6Zu/G3zTSrv38PJ67JrT4UtLpli3HTblZ38vLL912qWJGQVzo4YXrO/5IDhrHq9lS17LqG3Ah/5u0HVIhzizfffR6HQAm/ddt4E10xaD+S2fgN1pND13daXn5xnaertDXhX43IDZ04TH1hdNvmscwo/eVrrOC9owXL7rtEmH77hzgUPb0y/yXlxrOv9p+n9pDKGtXP6Gb67H6nIyX/xyrRfi+83TzfLoMbtM3S67DTvdjfND/u5vPlt++zd/e/lbz46X/+v9q+VbcX4I062+8/h0+Tf+5GeeW2AO/e+8+2z6HvnNHXlYlufXVR2uebOc6knXd/T8+K//jS+/Sa8Fhe5RIHpoRASYkuMe+vbG6c0TEfCiF0REJcONFTnhe3qFFc126oFDrc5BDg72XW+Nl0Se2lC4hUjU5n5MpYE+HOT2ZmzNChyERVrw8ofwQ3PNx5MJeV8Rqow2VEQpEZAWpc7vmo5BWWdvt+afAlujITJjxIEIJXTEyGqqmJEZeQd9RE0ypYb5mfeXmVJk2eE5kUX4GLor6h7B09CoCLYjEdAqDmglXXjT5k1bPu5ETGaUp8qD/IyOgJN0kWlNDZH/B3QVrnUEqMuBZ2DBD+CTH74jP/TB8o3RrifL9fWYFpU8dZp0j9SS1zIAD14GX53PAY/T496MKKTwkR/pMvxZ05v4ne+M9p3v5ghOyt6Gt9EtImzhaToOr49pRu1EaHv/OaNgu4t8KV/OWKioNrTOq52Rk/Kt50m3ueXki+xrpKfrrXgTucsJ2eeZk5lRA+a1MgWEU+yrrNy1VZ7VIejC0TNCgg4rb/Ayr1M+ozvyXV1T9+C9IzPk4z1pc1Wkm2ffJXJ3N8rGSB96r/yybqvO3nGqDrrToynAj51VFB4eAFv5IdvwvM6Qib0y2uAc6jaNgzJz9ROSkYt+BDjwx/MQeA++RIDbqejQj79ziiC0Q0/oAEHN5cd/8P6ARqb8bTi3YPAMWKyzQEbITH7xPhHv8l3oAFFSZOa+9ClMfWdqGbjgV3DWXPYMm2/G2SmxAzK16auk5U9/gd4pH0ZxwWe9kUbCzWZ+931oq/LDA2GmjEYNwXnCqPlpfB7p+EM/fVb/yW8EkXezAcLobs3hJg/lYASCslO/IUvyQjd+lWfKjJ1AI/Sgf8oHfqvX4GF6wazXaqqOdgTbYl+uESCSXaMR0AL/0JOUr+yQd0zpubt6J/rCugBkaL2hv4LnwI5omtxD3MmACx2RX9F1vrvPyAx6mIBfrTW0DrPs4ZN+pq1ZBJcjffISHYR3+psQRLmLl+Ft+Td0JPpYUf4Eymr0Db4wcpb6u6a4goO/6Eyf0lzwYmdHL8355eAOPvjBSE7xer6fZRnrFrUndCL+7vLZ9CPRARZrU5+XbcJP4Gsv8itlvn0vG1tQX0FzlxO/YyvXY90J8KCNURPwxo/WNO3A4gTtKjs6Bp2pM4p+0mh70MAflzMoeBY/6fCPyolv6I3+Eb+Jb0Dn8El8A1744ZqsT5j/zwyYajeoQ+iDvA6fa+Qcfk7+1+gRfghdnzw/OVyXh96qQ2sdRMdy1ohTma/OlsfHrJF+b7m62S2bo0fz/BDWh/zQ93338qfOHi1/762nOVH9a9eHU7MczYDOD7roeHCC+U+//J3LL/3Edy5/+c985/L5l0fdR77r6+vl6dOnWTMET+J3q82GrmJDLqXIiOr9aMsNe7iftkjazi9gM7IMf2MnrF396tfeGd3vFgUNQiPpLWITB7eKhsbpEk1v6Sw86ed3X+qoV99I13v1/HYLygnDiHFFrNIAuH4nEei++9DIu98C0wgLJKRsT2+eO5XXnjk0W37x4ig9PyHG3CIp0HyI+3DbWvli8UPzKpIgX6U7fLjbxkFTefjedMKATipfaJqVcPF3zUsqACP1lss75cuOBhWts/zS3PkGL9PQIHqlLqyilryXT9BqBID34JS2PqLT6TcdMIiQfhB/LYO0HKbdR1BIJ03IpON2xImtRnuPXj4DWzl2OPLJ+0zHQ/Ey76rcPiNHeO4Io2XIfXV+hXm4d/lnd5bays40fu+08u4Afo18kcf3pO+RpfkNO+NalcXvyNEdTYQlL/zd7+F/2760fwvt5UMO9LFGmHpUSxyDuPHfSKc86LBJIa0X26PJd+FEzkaHoYGr70pXo2ddRwO//JD6RLapYwNK/pPWq3/vNPb3pOUbNEefV2do8D08esA3kE9YPj9Hd0XolV3XFyNy2oe0PKRHoV8ekLDsSvtWb5JupXckV+Zsn+0IkbIw0j3Tqa9tC9tezp5OOtQFf5PGPDx7QZ/XQ9+7D+u6if48xFvSWF9MGkCwqiP7twNfY1lXPDN9/K+7LBVc7XfNa2knWfI3e6Ks0I+8pn01XY8cb69yhsH8rj8pP+WIPfDVhz6y2G0MfcOfc6VOWO321ulQDspG2h/SS/jN1eswfoMbfOtzt+RRl596h872+i2AbTc466DJhe/gf+7cg+bLHGUVr3nchYr3ltcIMeVN+kwH3EV2ax2RfuCpGy/SsejtLQft7uVke4A86k8StDT5/TH3//KEu3xUVtwfep+XK77t84xRAKbp9TPLgK09JH/7Z15fqY/b7aPlycvny6NHdWYDPuxmt/zKr/3e8rf/7/eW/+2dd5b3tvdm+4YjI3Q+3rg4W/7aD392+Xe/9PkEu8xMx4Nm3d2zq+X4eOxu5Tf9CGXo9iGdSdd2fJ36XLrEd3kLD7hodx3/0i98+U16I0QxErmt6CcMSZStDcnyjh7N6elpIhiTaeXUWAvBDhAgAiaIjCAFISMStV4kvfG29oL0zC3DKJKGqABzLWsEIIKruc9GhOjNYzhELjI3v6INRAIyFxlnwsKYivBBO71QYEqX0YbkIepIWSoSauQh87ZdtOm8zYqeEbFJdHZGTp5NRsOfRD2yuHtEL1xzIn+NZFM+aAsfakMA54snulXzkimDvXIiH6TPvUXGJowWUc8I1DWLv/eysUfuOhsjKI7gIH+jW/IT/jjHXlpIQzmUN/KHpjjDZUQIsvhx++5YaFvRuOBfrXFhQSARNmF8I/5SaTlHF764RgN9Q58jG+r+Wozb9Sj6cM38/DEnd+AduzdFPhUZUY4jgno+5v5iHyf7yGnSI4uawxkZUAll/v9YeI8uGFlL5KRsJAv/apeI7Np0+TTRQ+0IWJFzzVUHhhFgv8VWax0BMuaKfFbRNcpvxD5OgtEHdl+pyjV8qs0bkCs0c+pvoqHoXnRilIdIvXZkeY2MgJs/ysAV+tEJaKs1HT0v/CNiSh7KBu7oY3ajO01+y2PELzitLHebkb7tnide4OAjyGfUMjK9GxUCUUlwh8aSX/JcjhNu5Y9l1HdF77G7dkK3ZQI3zll/Z4Rs0t5OSKZc2AKyMbocXJwyfT8OWuS7OsadU7PhI3YHrcp02k1VnORDZo5AT56xXqxwau/Q7A4+pIuttHU3+p3IQfqLvtBd6y0o85RfRc4Ci1GqWvsBLGXORgGBnc7f6dRH8Kg/yhL9wSfwvvNqlgu7bGt64FGXT+cjMLngD2tC0Lvs+lj1jjDlM2n1lcpspsEvXoyKhVFS5Eya/mddAO3ki35Q57FhR9YrPqk6b9iXMoN3+F/SYYvsBBndq9EB/FfW7pWtQ6e6Yl0KHaGVDS6Ob1NWaMy7WisW3WF91cEajTFyRDphoG/YOfwCRurM8hl9xAU6lBEyg/fRjR17Kz/JegxhSsecM95GepOm2RlwUw9djLqPNTjZ/anWtKTsNRLLtN3wKhtMsFvbGBEBn+WPHtbOjoB2jZwjY0nbZiNop9Le1wA5+gtOvmeGQ7Vz+B3esflIjexmXdXN9YwoEyFO8Zbj1F9H97fzd3TZUbXa0AeZCZfy2N5Jm8EGb/m9LiftiLLp3+Rb928fd/8f5lb9FJ9fO3r2ejC6GaG8P9ovZmI9kiPvra071giN6VPY5umjTdoh2HufSSBc+M6FHF27RAedOml3fLY8vblZtrsNe1wum+NNFqtzovpf/Oxry3edHy+/9d718v7dFtP6wMXqrPP48o9+bvnlf+l7lr/whdeypgy8dDye3WwzEkudfnqyzDWpsQ38mGsaq07yffz4B7X/mr9PIWv0xHry+Mtf/g/eVOEwPKJRDFnrjNIArJ0pMrzvYrACzBBTGuw0oGrbvUzdqJ1YNLgw28WkTFFytxJ6kWyXeXyW3YUcokYYVq4YVhzdqlGFEeHgktbGXzm6OPWz6wybW4EkXdulCiZSTi7hWEmQNpV3HO/Y9cPOAt+45AdwUvm03WTy7fZZepjgoPwoV6I01QlIY6wqCxsDtOigxTzSzuIflIAL/CmLFRDTimpbSBUDvlvZkhaHF6dTUxr6VBa+R97lwLr8dWTyEweL7LjIAz4uyoeMpIv3cV7sIHPLlrEno/FZ5VUBkT2L+XCOTFmR58nfpvWRLhVjTcvo/EUudp6ttFNB3Y5Ft6kwdrXw8mY0fCZ/My3oauIlHzDSwKsKLY7JfNnBa8gTOXHxnfKk7G1qV/Ql06xG2bGVXj7yZa5sLVrjmx2ofKspY9rT2Mb3dDS020JtyqdckAPRrjS0qwPJO2hVRlOnqOSb7vMMzdqm5bHRnqlrd2wxOcqj3gRIpm8dzYp18rf4mYZbTX9byxm6tjsaBgNSfpc+IYu+Sw16wXdwhz7yVjnhnxVraK0OpLZ9kAf4VSFA6/zWplVonz3/mj/oeHxgNeagDRpDGwESOnfN3/EtnebtdToXlFhaSScdkT+BkBYQ8VvkRKOGzpzfqzNCdAo/DJ3SAo3s2kV6dAU75RsXz9CkvHg/G8ZODWj0kyf62OjXDsQHncADNg0idJo00IF/X/PLhlVPC6zw0OlsNSWGd2m8GsyoCDSNQBp94e0yAmTATZSXOqrKTNkSuEIu2lDb1TFTsGqqIDLAsO2ghZ5q5Ps8G6NHY9fIoSv7+oJ08la7g9+Bffls7uKGbNgVaTTARxAkwbEKnPCdAF8WtBd98Aj87lYH3OgSOmxACv04qw0mqhMCr4AnHZRvyq62do0seueyyh39uRr+LwqEDlUHCpgs/MZ/SId8Aj4XOLnGTogDTqdDWyM9cO1A4QfgB3xLmuJ3YBI8ZTvf6tTybm2n5INP6Ei+l52CBxoP3jEFzI5Y8Rj/aidZfpEv5Stbiz61DUeCs6ZSWm58VKa1b9+NrJ0m7Tvo1t+PenPIBvriS2pKNzSQbnN0FH1WRxNwa5sTWM/G17G5RtkJ5VYm8jw8+KT5/xYcRjaZJllBCzcXQudn+7R8KDyDf+olefmNnJEhsh8+5352aGncOxURvTENz/oIdFg/IbxHzPSnTXh7vWw2m+X+mOURy/L48dFCR+Qnv/szy/d97avL7tGry+9fXy+jlRiVXhjx+NzjR8vP/NAby3/4pS8sP/UnP5OdtvjKQYJPL++Wp1dXWFt8wqSldlOkEyRt+tOP0v7D34ePteshdQB2FLvB9n7ur3/5zcyhxDnU7j1+FFEqdihGMFR6/O1uMmee1zA6VzlGGq0IwW8yEufKkC+/dZAaOltRElXBqCQQOoj8QBd54myNBJaD5X3oxVGfcGZJRdZqPQM0mB/YNOKM5sJYLuECC4eHM5i7wcTgr7ITVSqnOgMlDfpqOAIHHsQ52wivBgK0yc8oVzUa6Bm7DZ+KCAz+TB/HXFEelZJv4NPB0wCJwle5VRZl0vmD3MTFM/LFIJQV+HBgE39FGmNUdR5L8rQGG/gmzNY54j0NjWwbWKMAKW/17OE7+dCHON/Nyfhdhh1ZtF2cXsRf0kFfdmCoqNzkW41k4SzSaGHL3Vo7Qz7kxTedAjShj2mstWha9L/mDuNEQlt1uniGNvTZTiAy8TyDvKtteeFFKoLiqzIanbChi+RFX8FJObhS8bGtaG2xmXwld6YeUbGyfsU80U0ytjUm4TWNQBYB1u4zwEfWXNGbasjzzJVyFj2k651Y4IFPHgKXXcagPw3NiuziW2iU4IRYO8FaFPVLuyPP+aMRgQYndMljbEY+yQ/yIzPwEM2dMGuLTypdaQV2IuJnp+lU6h8CvyrqlHUlP+1zzR/sRvpDq5HdANmvQYhNoH8VUUue0n3laQMr/sizNypAYplJg82BK3+OPGx34b0dT0dwaOzbUIFfyJL8frfiVPbobeRVc8Dzvvw3z3asgUPHNo3i8m18hyZ1gd9e+vd0qF1/o05UZx6e5M+Rr5qXHpoNDtVaHUbr0LfBg3fnSDn4QlM1Aq3skBO8IwJumdE3tiSnU5JRr/Kl0pzyWK9UBH3Djmplr9IbXa+tW2HQoOs+egvt1BPIYPod1pX0KTk3FbQzEFUEAN8Go7aBL9B207isjgN4uFI21ztA8/Ly7Mj4LaMmp/t1RakPd/c5o0tfAq8MNsEHcEEDARJkGZ+E7yjZIQfShSetvsfnT/tT7jJYnwm8k7GGDtjUP9ABvMG/MapiXQ0ughDwmXRjjdaz6AKg+d7r9Nhe240s/KPdgY609RfQru5aHuDNMlUZI5OqX7UVaQ2uGq2BR+ouMPSPobl2kBv03h/4eNLSIWPqWjpR2mvJVT474n62OUo6R5O0bcoQmVW9x2/Lhc/JMzQyza70E9xc4fsn0P/DO30LNpr6Hb4zonl7PXzp1TjPiXokPrvW7sE76hn4yqVOIAOm+iLLBAOpt2uUHL/ERR7sU/2Lf6BNXQErg0DRWeR6sV022zEacnp3uVxuN8vmZHRE2LHqz/3I55Yfef18OT45Wv7Prz1NJ4QRj5+6eH35j/7sdyx/+cf/xPL5l8d66azxeHaz3N3gl26Wk81YmwFNlgXdghZ0mHLlPbTXmj39O76QTq3lgiezTNVfsE5ipgcjO8FTfnbz/rtf2zkXfXBmv6uPDOXunC6Y67zR7EpUjpU0XDpGGPqiebykI1LV5zfPvAWP3+DKHM5aM9HpAU/mNbZdnp6bGwuQg6jLTRSBdzHUPqeTSBG7WLX1DMksPd5ppLYTr52TyrsMo9cuD9AnDuHIj85LThhHOSf/HlirQX7gO2+W9MLEad3fXWSuYeZxPr2JI5tzUquiCs0bIvBjviD09XddbuEDQ9etQcF3+Q/u+fwB8rdcB+V1bdEowSyHaX1tHvF8EH9N410Yua/maQbOSp9IF12qOfXKDj3vO5Ko+/JqnQc40CDtXX+lPzSV/EjrBcyH4KlDWZuSNSqjkiZtt9sBq6aS1e4xB3leoFfi5w7MzFeuE2xn+RtfTD95XfIP7WWLfpv86usEBNDtsnTUT/JFneO9z/Ked30u6qS99Nb0riOLg298V0bAkd7+3N/xnmviaPzhvbi4Tzl3m/Y9ere7PZhTjx/Ub5jfdUz6FnBAj2m1FdL7zef5eyVvyyt9wu7ljAxL1gFc/ybsWuPBa+Gt8cVHVXmZ829d4XoT8HEJU/x7PR/6LZ2UtT+Tt6eVJ/rWA7irne8ewh1iWnmmjNWjprvS2nWJ/L7PPesa9nO/Tdvhmoc7fIRHCYKUflLezsdMI7JDJr62VowyS4O8GThqPeKqDHwzz0Nrfjq/Jy0PwBCOOKVh7XdGHbWfp67ukO/R9ZMHd6lSjuCYNKDv+Buu0gt1rKcfCVZyKR7hz7vf7GWV/hfl73SQ1nLwHD1cre0EjvoZmCufIJ5+7zR02noaeKD9+r7n4x2/udQrfk9de4HfmDra/Fvqv4+5/5dfyGrvp06XsSZ0X9+ud28d+vu8L5uysE3Z2lKdn+oP+K3Lptxanah9RaC2Zy43qUdYC/rogu3Tx/X2zfXCjln/6zvvLT/9mbvlT3z2O5bveu0iO2qRgs7H5eZysd3JuzVOfqu3vU3M7Cjydp8e31VtXZ+FCQz8GFfss+ktupb1Yy5Cl5ki7gouQ9eEAjhGorO2oq2F4emgVAE7s4XXnbMLsoApLTzbAOz0+B2YF7uL5cpFmjjlx69mIY0Ft/AKmIJPXI0hpIMu8NkII0pze3yfKNosO46YcteWu5bFez4WLJ0i38LXD+CT8F/Ef4XJPQuQyym8CG7nl2WeNNqZ8t54vsZvHjt36eS0jts3kr+VEXxBbkQG5H9gW7FFFq/H6DsPeYaP0tG/yV9hu46hG/lsgLaGS4fRnXLHwTOXuH02r3fKlGlUK0MOz1vnmPTCV38n/a1SJU2naeYrPnW6+HYAS+d0VSMTY6ZcymBlpl7MfPK/6FvbKTjUMZ65uj7BX7a5nGVp5azkaTTMhaltsTf21fNCow0vfAN51BXoJRhBBTGDEiv7BZ/6yLO84pkydJ+gX1GfTS/vtQMaOl7K5iF5k0b6eX6IH/LtQ8Grymvyg0yrCk3d5A5/1H9+K+/gsgzw9PGr01/Kk0mr/qDh6bR2PHnf+L/Wd3g14a5kIZzuC2ajqi1MBod6yrPwArt8vb6f79HdtsmBeZPPsoXwwcsp27I/fHrnN3h6fWB63nvRwOt1gTzV73Qa1jzhGxdyO9CNolU8lnvyqBonU8YlX+Cpm3l+enPQUBW/d8vgXVr9DV7Tcp++YaVHpIcP016bXkijfmddH0CveMHXyyBuyi3vA8+Gvu9XvkL65UGXj7zsOIFvu0H/oq/oPJCOSZeI2n3S32xIXCaTj8Dh8vdzOoCvbT6wy8C8B3wHWPGex0H74aY48M/Ab5DLw0+o/0evDuQZ/o12CLra66fwa+WT5DMydsMDgyF+i95UmxG9Ut58n3JsAciOh44CtrO/nixHJ5dpo8ZX3W9yMODLFxfL0en+sMKxI+z+TJnR8ViWzeXVOEiw+Rj05ED3Cpl82d8f5gfJTaO9a6/z26qdoR1mETrDJmMYeWyD50IwC+0cZYeDQEYehlIyvN/nUDJdIFusjoODGLJiiMY5ihl+cZ5xTQXpc1L5ztAUBPLstKWJr50UztCmQ/wZGm1zf6GBPBE26W7G9LHAg/nMqb24yKJLYWdonbnSta0fU4YynayGphhayraJ7eT4YeTlnJnzzPx7FsW14VNocOhaxmdaBWlqwbnl9b1Du/CaK0Oo6U2eDp7UUDEHpzk9K8Iu/psf5WfOfXhZ8xKZXuL2acryRfKHJ8BnMSw8c45k+M0UtNrqNjSWPnT5c4gg+cAzh+ZTohrq5hC+R2P9T9YWVANXHkI3eZXjQ/wljWta4JP6hFydSodOOb2hw0CHnH+L3vMbfMrDcqkjqUxcd+T87JUjIY96K3/nsGRNmyBNeJsFu0+W4yOmRIwh0Oh1yYp04IbfTG+YcvKAwJqPDR74Tjkpj/PCpVu9cq2M85ixT+YRMxTLvFLgcwGPK/paQ6mpXDmgrukT63eia1mkOaYVkk+5ccfOMnc9W6yONM51V09Df9lN8NxfzGkVkS/THGpdGXemO2jj8DHlwz4eONwsPKgpCPJY+cBrLss7+Vt2pLzJFzms+GNZScf0HmmS79gf73DMTO1z6oN0qG/+Jh9/8Aef4W++k9dFjL4Xf7bBfuAkaNdVUD50iC1fsUfg6Tf4Fjm8YM0HZVMvhn7VeqKatgMs+RnZtTUmwIZW7Sl4qYzxyTV0Tx7n2Ke+YIoXjcKLi+X4ZmxqYnnJH7tpa1CEH16iF+QvOwNvaDh6ZUx5ZU0JG5McnQ+dqXncTOPTvshLHq55unRNmdWOxRk9ZJpgrS3JlMOs97tJ+bCzh/xL+H21X8PotMnwr7Zxh3bwyDPmm1+d7qaPytQHNlqpNV/IZkyXqkXpVQeaXx7SSUL26qI+Xp8wy2bd0/yS9FnvMoUlPqJOcI8u1eFj4eOqPmKBbq8PoA26pQkakq9wq5fqEfUx9FlnwP/oda1xMp1wsT3kim7wzu/TzstvpjzNv5CP9JSXtATgmJID7fIL3PLUuyeJ0wADL2UTF/D4gxb0G7rRVX9nIT1TXwjUYav3+7pe/YI/lEF7gh7XyKVsR8fhJXyCzu19bd1d/jm/aQvVpjlMW/8k+3/k0Ov94b+vxjSi66fx3cgjtlX6ozyROdeUKfVSHVCprPkeH9ymcsZPbdichwN7y35oM7S1WcAeejfWVQqP6Z1JNzf3GesnWR9CJ4OtezlR3fWU7Jj19CnTHI+W5ZKDuUsHmZ7KFPmTQ1+sfejnoB9a8rv4YRpo8lk+2M6IvVSbO2VZrZUkPXmPUGT+YDJXnElzwLxjRMCeIgKLs2hpyJNGdiAMwESmyJMhLebcriJiiTBU5IYeHviDe/v+pIF35Atd9KBC3+3oEdJT3YwdYmZvi44FdNEgqXyJCLWoQBIYxb0eFSNRLi5oovfqRZmgCVjgojfaI26m427kKVOcWkSK/AxNwbeUrzLxTPkst/SKL3kqOgK/870N4QIP+qDZ8pJGOaTnDA+OX5p4hcnQ4v75g+XP9BB4In2ZDoC8iEIZWW16I/0M1fEd2qggec+fF+WmXPzB08n37fsj6t3LKn8pc+kicKBJfOBC1zqfxIlsfCYfMIgs5Yo+38+yCBOauSy3z/ANmpm6kItI18lwIvCe9MnT3hOlYqqBsPgNPeEten/3VtaoDBxEGZYxRFow+I2c1TFtcOp2jbCRDtoydAzfHw26wCufOq95D9zo0NHY6jG4qzw8e1FG8CHPAet0/N6MKZlDz27zjTzAji4iM/z01JUxWoJ+Tpj6BtKwS0YbuRE/+jJhFCzLBf3wlEintrBhiJpF5sIGUHzGwCuNvCMd8qRc/PYiLyOs6/emyftKTLqHLiok4DgaTJRMeMiHi9+UDzr8PWWtbUFn6XHSlA6RF/hsbkH5ufjtPXYIDKYjlc3uo7WmAAAFfklEQVSGnuJnItLwriLR4iV94BDAqK1TI4NAZtSLDvQYXs+P+qdc+Ul+dEAa+c0f5ezyRN7R74rORk4nZ9Gb8Kp44DNppy60+mhP38Bt+tjE3VuD78cvZRpBYBTN+OzQdTVGjngmL3/xS6UT/I5uNl8uDv2ivOj1APZNhF3eksbn4Km6jXLjJ7Rbfnc/w2gg+KVPnxmfWDxC/zllG7jwWfrMA25phQa+wwvyeVmH8Bs9yFU8IA+w8ocvIAJbF/wP3qd8H35s6NHwFUnWIs7Sxp1RfWUqrX4f9sYhw9A47le1DTHv1AfyDf83aJR3+pMOF1r9zZ2/jJRMu6h3TBnevh+dkUfTlk+OQtPg0bAJymg6eNV5mW+Nd8CxnqHswiUd21L39H5TN6SZNNgc7yk7F2nhC/XL4N2giXohv6texn7hXeT/CfX/+OfYYrM1eBedqfpo1gHh7vinbU37aHKHx9MXVf2nrgmCUQxkrsz4jo/g6jCzaREvtb+qI5QjtJ5xkCVt4Yvd8s7Td5d33vqD5Z3rXQ4SvHr6lcDURvgBLn5Tbu0ZWqQRmF6840o6fAR8Kr33G+mt66EdXUw7uXwK38UXYK1dM7fhNbJNj5reXgrmSAc9Mxe01m4cLlaWWCNwRg4grvcMXSjFe3pE5ENI4OKit8dFBCy9qDYSwnuiP4myVY8MPETxURTgJepVOxT0HipRAKL0MGj0PGuXgoqShaEV0ZXeQeOIIsOP0Rvcb88qLCMh0BIaT++y7V7oadHx/G4H7+V3lc+ovKNM4IMO0yQ60hZjJyJElP74SXaPIm3/s4xGV+RxX3yH02N7QHCI54Xyr91GTIfhJfK2u0nPHj0AP3wkogb+8LwOruMbPfZECluPOfJuIyhr+a974MABviNJ0IMc0J8YcUWvQkvpiDwFt4v2o5e3z+aCbvjdI1WW02hEh4fO5ncbESI/+ko+9Y40KW8tXHwu2l9b8xFRy7a1iVTuoy7ANGrCCBmwuYCLPBMlrJEzIyhz8W2NAJA2o361W51weJ9oTi0+duEp77niONmdZ/yckXFtElqMhqx1Fb2Cb/qA6GJFpJ+z+93xjFTLc8sW/dldBw/2ETu73O/cQ3pkkfceZFdyRAaBt8Vx7hcIChva0SGupKtdX+bhguV/+A4OR05nZL4iWmwdSxQZO+PuCCHlRC+hA1s53o1tucXviCcLGskTfTQq2uxcfkkneJQxsuF3j+yqx10HkWn8R/OrlJmLdFzu+gQ+fVHkuOMA2rFt8nP6XVHsbnvUD+qs6TseZRaYRpqrMiQdvO58NF3sy92dyo8Muve2AF/Yuc+yUxYaqom2swEGG0fgf9sha8APjtIDfTo06M8nT7p9wrfUgWOnOeSqPZmv+9f46/uxExg+UrsCN/Bzd3QlIweb6FzqQeqtOojVenH6oLZ7Hf4YuPLYOiB+uupEI/PWw+CNTtamJ/IUGh2FwGcSlWcRO/eub+Tnb9nso6DwXz0/PR0jQDRssrtX7V6VfHQgi4fZQGB7mY0koIH80cMsiO4jOSv/+Ogom1tgT+Gxo241Ojpt9wH/B9/Z3EYbUm+QvWWXl9AE7x2NhP7IrXZO41n/noW5bJba6lXtj3TCxG8pm7RpSi/4nrK0XcbAN983PdLvT1q2u9gP70kf30i79Oyl0C7dbo4Cf6BNmvgu/xnJVU/V34+r/z862Y4RBRaJ185PyJt60bL39zmCgsh+1bNjF6xH8TXqAbqNT4C3sTdmZTj7BJtv+o7OkR7+97pmjvSdD7rmhgy1AUh8LTKvdgF3cGbHLHzdydiVFvszDbrC1X0I9p46rNoZ6onbfmdGSdEeHfEA39JLYHGBO3CcheSmPdU2Ig359Q+2R/4/NyNcCjiVjkYAAAAASUVORK5CYII="
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Een Jupyter _notebook_ editeren\n",
"* 3 soorten cellen\n",
" * Markdown-cellen (__[cheat sheet](https://www.ibm.com/support/knowledgecenter/SSQNUZ_current/com.ibm.icpdata.doc/dsx/markd-jupyter.html)__)\n",
" * Code-cellen \n",
" * Rechtstreekse interactie met IPython kernel\n",
" * Kunnen een output hebben\n",
" * Cellen met rauwe nbconvert data\n",
"\n",
"![jupy2.png](attachment:jupy2.png)\n"
]
},
{
"attachments": {
"anaconda.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Makkelijk starten met Anaconda\n",
"* __Anaconda:__ een Python-distributie voor data science met package manager\n",
"* Link: __[https://www.anaconda.com/distribution/](https://www.anaconda.com/distribution/)__\n",
"* Bevat de interpreter en ook klassieke libraries (onder Environments)\n",
"![anaconda.png](attachment:anaconda.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Meer informatie\n",
"- __[The Python Tutorial](https://docs.python.org/3/tutorial/)__\n",
"- __[IPython overview/documentation](https://ipython.readthedocs.io/en/stable/overview.html)__\n",
"- __[Jupyter notebook documentation](https://jupyter-notebook.readthedocs.io/en/stable/notebook.html)__"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Deel 2: programmeren in Python"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Variabelen en evaluatie van expressies"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"3.3333333333333335"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# dit is commentaar\n",
"10 / 3"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"33\n",
"3\n",
"1000\n"
]
}
],
"source": [
"berekening = 5 * 6 + 3\n",
"print(berekening)\n",
"print(10 // 3) # gehele deling\n",
"print(10 ** 3) # machtsverheffing"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Geef een getal: 3\n",
"0.6\n"
]
}
],
"source": [
"getal = input('Geef een getal: ')\n",
"print(float(getal) / 5) # type conversion; anders TypeError door operator /"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Strings (1)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true,
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Lorem ipsum omnis mundi creaturi\n",
"pythonthon\n",
"\n",
"He didn't say \"hello\"\n",
"\\n\n"
]
}
],
"source": [
"langetekst = ('Lorem ipsum '\n",
" 'omnis mundi creaturi')\n",
"print(langetekst)\n",
"woord = 'py' + 'thon' * 2\n",
"print(woord + '\\n')\n",
"print(\"He didn't say \" + '\"hello\"')\n",
"print(r'\\n')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"#formatting\n",
"print('{1} and {0}'.format('spam', 'eggs'))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Usage: thingy [OPTIONS]\n",
" -h Display this usage message\n",
" -H hostname Hostname to connect to\n",
"\n"
]
}
],
"source": [
"# include line ends using tripe-quotes\n",
"print(\"\"\"\\\n",
"Usage: thingy [OPTIONS]\n",
" -h Display this usage message\n",
" -H hostname Hostname to connect to\n",
"\"\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Strings (2)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n",
"[1]: y\n",
"[2:4]: th\n",
"[-1]: n\n",
"[4:]: on\n",
"[:4]: pyth\n"
]
}
],
"source": [
"woord = 'python'\n",
"print(len(woord)) # lengte van een string\n",
"\n",
"# indexing and slicing\n",
"print('[1]: ' + woord[1])\n",
"print('[2:4]: ' + woord[2:4])\n",
"print('[-1]: ' + woord[-1])\n",
"print('[4:]: ' + woord[4:])\n",
"print('[:4]: ' + woord[:4])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"ename": "TypeError",
"evalue": "'str' object does not support item assignment",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-27-5dfbdb310324>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mwoord\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'k'\u001b[0m \u001b[1;31m# string zijn onveranderlijk ...\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m: 'str' object does not support item assignment"
]
}
],
"source": [
"woord[0] = 'k' # strings zijn onveranderlijk ..."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Lists"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1\n",
"[9, 16, 25]\n",
"[1, 4, 9, 16, 25, 36, 49]\n",
"7\n"
]
}
],
"source": [
"squares = [1, 4, 9, 16, 25]\n",
"\n",
"# indexing and slicing\n",
"print(squares[0])\n",
"print(squares[-3:])\n",
"\n",
"squares.append(36)\n",
"squares += [100, 121]\n",
"squares[6:8] = [49]\n",
"print(squares)\n",
"mycopy = squares[:] # shallow copy\n",
"print(len(squares))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Control flow (1)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"positief\n",
"5\n"
]
}
],
"source": [
"x = 5\n",
"if x < 0:\n",
" print('negatief')\n",
"elif x == 0:\n",
" print('nul')\n",
"else:\n",
" print('positief')\n",
"print(x)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a 1\n",
"bb 2\n",
"ccc 3\n"
]
}
],
"source": [
"lijst = ['a', 'bb', 'ccc']\n",
"for woord in lijst:\n",
" print(woord, len(woord))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Control flow (2)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"1\n",
"2\n",
"3\n",
"4\n"
]
}
],
"source": [
"for i in range(5):\n",
" print(i)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"range(0, 10, 3)\n",
"[0, 3, 6, 9]\n"
]
}
],
"source": [
"print(range(0, 10, 3)) # hmmm... eigenlijk is dit een object\n",
"print(list(range(0, 10, 3)))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"# na : is een statement vereist\n",
"# gebruik pass als je geen actie vereist (pass doet niets)\n",
"for i in range(5):\n",
" pass"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Functies"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OK to overwrite the file?p\n",
"Please try again!\n",
"OK to overwrite the file?g\n",
"Please try again!\n",
"OK to overwrite the file?k\n"
]
},
{
"ename": "ValueError",
"evalue": "invalid user response",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-53-6ba11133dde6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreminder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m \u001b[0mask_ok\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'OK to overwrite the file?'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m<ipython-input-53-6ba11133dde6>\u001b[0m in \u001b[0;36mask_ok\u001b[1;34m(prompt, retries, reminder)\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[0mretries\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mretries\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mretries\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'invalid user response'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 12\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreminder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mValueError\u001b[0m: invalid user response"
]
}
],
"source": [
"def ask_ok(prompt, retries=4, reminder='Please try again!'): # default args\n",
" \"\"\"Asks the user for confirmation\"\"\" # documentatie\n",
" while True:\n",
" ok = input(prompt)\n",
" if ok in ('y', 'ye', 'yes'):\n",
" return True\n",
" if ok in ('n', 'no', 'nop', 'nope'):\n",
" return False\n",
" retries = retries - 1\n",
" if retries < 0:\n",
" raise ValueError('invalid user response')\n",
" print(reminder)\n",
"\n",
"ask_ok('OK to overwrite the file?', 2)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"is 't okee?y\n"
]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ask_ok(\"is 't okee?\", retries=0) # keyword arguments (steeds na postional args)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Datastructures: lists (continued)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2\n",
"['pear', 'orange', 'kiwi', 'banana', 'banana', 'apple', 'apple']\n",
"[3, 4]\n"
]
}
],
"source": [
"fruits = ['orange', 'apple', 'pear', 'banana', 'kiwi', 'apple', 'banana']\n",
"print(fruits.count('apple'))\n",
"fruits.sort()\n",
"fruits.reverse()\n",
"print(fruits)\n",
"del fruits[1:2]\n",
"\n",
"stack = [3, 4, 5]\n",
"stack.pop()\n",
"print(stack)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]\n",
"[0, 2, 4]\n"
]
}
],
"source": [
"# list comprehension\n",
"squares = [x**2 for x in range(10)]\n",
"print(squares)\n",
"vec = [-4, -2, 0, 2, 4]\n",
"print([x for x in vec if x >= 0])"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Datastructures: tuples"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Gent\n",
"1 2\n"
]
}
],
"source": [
"resultaat = 25, 'Gent' # typisch voor heterogene data\n",
"print(resultaat[1]);\n",
"empty = ()\n",
"singleton = 'hello', \n",
"v = ([1, 2, 3], [3, 2, 1]) # tuples zijn onveranderlijk, hun elementen eventueel wel ...\n",
"print(len(singleton), len(v))"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 tic\n",
"1 tac\n",
"2 toe\n"
]
}
],
"source": [
"# de iterator van enumerate geeft tuples terug\n",
"for i, v in enumerate(['tic', 'tac', 'toe']):\n",
" print(i, v)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Datastructures: sets (verzamelingen)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'A', 'D', 'Y', 'X'}\n",
"True\n",
"{'C', 'X', 'Y', 'D', 'A', 'B'}\n",
"{'A', 'D'}\n"
]
}
],
"source": [
"verzameling1 = {'A', 'B', 'C', 'D'}\n",
"verzameling2 = set('DAXYDA') # omzetten van lists, strings, ... naar een set\n",
"print(verzameling2)\n",
"print('A' in verzameling1) # snel opzoeken\n",
"print(verzameling1 | verzameling2) # unie\n",
"print(verzameling1 & verzameling2) # doorsnede"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'r', 'd'}\n"
]
}
],
"source": [
"# set comprehension\n",
"a = {x for x in 'abracadabra' if x not in 'abc'}\n",
"print(a)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Datastructures: dictionaries"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4098\n"
]
}
],
"source": [
"tel = {'jack': 4098, 'sape': 4139}\n",
"tel['guido'] = 4127\n",
"\n",
"if 'jack' in tel: # snel opzoeken\n",
" print(tel['jack'])"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'guido': 4127, 'jack': 4098}\n",
"guido 4127\n",
"jack 4098\n"
]
}
],
"source": [
"tel2 = dict(sape=4139, guido=4127, jack=4098) # je kan ook een lijst van koppels gebruiken\n",
"del tel2['sape']\n",
"print(tel2)\n",
"for k, v in tel2.items():\n",
" print(k, v)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Is dit alles?\n",
" * nee zeker niet, dit waren maar stukjes uit de __[Python 3 tutorial](https://docs.python.org/3/tutorial/)__\n",
" * de officiële documentatie van __The Python Standard Library__ vind je __[hier](https://docs.python.org/3/library/)__"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Deel 3: libraries: een voorproefje ..."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Import\n",
"* Een module ~ een bestand\n",
"* Een package ~ een verzameling modules in een mappenhiërarchie\n",
"* In een module zitten items (functies, klassen, ...) aan te roepen met ."
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pi is 3.141592653589793\n"
]
}
],
"source": [
"import math # importeren van de math module\n",
"\n",
"print('pi is', math.pi)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pi is 3.141592653589793\n"
]
}
],
"source": [
"import math as wiskunde\n",
"\n",
"print('pi is', wiskunde.pi)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cos(pi) is -1.0\n"
]
}
],
"source": [
"from math import cos, pi # from laat toe items, modules te importeren (en jokerteken *)\n",
"\n",
"print('cos(pi) is', cos(pi))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### De NumPy library\n",
"* Performante ondersteuning voor grote multi-dimensionele arrays (matrices) en bijhorende operatoren uit de numerieke wiskunde\n",
"* Centrale datastructuur: _ndarray_ \n",
"* __[Quickstart](https://docs.scipy.org/doc/numpy/user/quickstart.html)__"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 <class 'numpy.ndarray'>\n",
"[1 2 3]\n",
"[0. 0.25 0.5 0.75 1. 1.25 1.5 1.75 2. 2.25 2.5 2.75]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"a = np.array([1, 2, 3])\n",
"print(a[0], type(a))\n",
"print(a)\n",
"\n",
"print(np.arange(0, 3, 0.25)) # standard python kan geen ranges met kommagetallen genereren"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1. 0. 0.]\n",
" [0. 1. 0.]\n",
" [0. 0. 1.]]\n",
"[[7 7 7]\n",
" [7 7 7]\n",
" [7 7 7]]\n",
"[[7. 0. 0.]\n",
" [0. 7. 0.]\n",
" [0. 0. 7.]]\n"
]
}
],
"source": [
"d = np.eye(3) \n",
"print(d)\n",
"e = np.full((3,3), 7)\n",
"print(e)\n",
"print(d*e)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## Matplotlib\n",
"\n",
"* Kwaliteitsvolle 2D-plot-bibliotheek\n",
"* Startpunt: de __[matplotlib tutorials](https://matplotlib.org/tutorials/index.html)__"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Compute the x and y coordinates for points on a sine curve\n",
"x = np.arange(0, 3 * np.pi, 0.1)\n",
"y = np.sin(x)\n",
"\n",
"# Plot the points using matplotlib\n",
"plt.plot(x, y)\n",
"plt.show()"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:image.png)"
]
}
],
"metadata": {
"celltoolbar": "Slideshow",
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}