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@kshirsagarsiddharth
Created January 9, 2020 12:50
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Created on Cognitive Class Labs
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"plt.style.use('seaborn-whitegrid')\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"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": [
"fig = plt.figure()\n",
"ax = plt.axes()"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"fig: can be thought of as a single container that contains all the objects representing the axes,graphics,"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2db1908>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"fig = plt.figure()\n",
"ax = plt.axes()\n",
"x = np.linspace(0,10,1000)\n",
"ax.plot(x,np.sin(x))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2d34320>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2cf5f28>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6QsLGR6fT8eUl06lo7GRLUa3ScjQG6W6Fg8+BWAkJM5VWMzq5d0FEKnz4s0/5/svqWnmvpJ5HF3nmqH+QL9yUgY9ezx/2aZE/4By3z3zgnCRJFyRJ6gVeBdaN0f5+4BUnnFcZoqZB3r1yNaWBvOd9ZgvPf3CeWakR3DA9WmGBY7PMGEdmbAjPvX9Oi/zxFI7+Sfb13/RNpZWMjcEHFn1F9v2Xf/jx5t/sOUeIvw+PLkpXUNz4xIUFcNecZN44VkWDFvnjFLdPElA55H0VsGCkhkKIIOB25KLtg1iBHUIIK/AHSZL+OFJfk8n+JE3d3d0O9R+OX9J6Mk6/xpUt/8OVvCfYc76N6uYunpgTTllZmdPO4whjXfP6GYH8dP9lXtxZyHWp7kk252qc/Rm7C525l+kf/Zbu+IVUtgZC68SvQYlr1gXOYXpAFN3b/5vKxb+htq2PbUW13J0TQc2lc7g6lszRa16aZOW1oxb+d+MxHp/rme7Z4bjqc3aG8R9pZnO0IeUa4KNhLp9FkiTVCCFigZ1CiDJJkq4JKDYa7S8CYTKZHOp/LUY4fzsx5RuJXv8/fGNnIdNjQ3jo1tnoPSS8c6xrzpxh4dXSD9h8vodHb/N8T9tEcP5n7CZOvAzdjYQsexrjNNv0K3bNLV8hZOd/Ygzr5LWzARj0Or6+dg5xYa5P2ezoNRuBNRfNbCut53t3LSA8yHPdVIM4cs2FhYWj7nOG26cKGJqyMhlGHQDcxzCXjyRJNQN/G4ANyG4kz+e6f4HOq1zY8yIlNa08dkO6xxj+8fAx6Hn8hgxOVDRzvKJJaTnei9Uq+/pjczwrrn885n4e/MPo/eg5Xj9WyZr8RLcYfmfxxZum0dlr9vqcP84w/keBTCFEuhDCD9nAbxreSAgRDtwMbByyLVgIETr4GlgOFDtBk+tJuwHiZxJY+DyRQb7c4aSC1O7irjnJhPr78NePypWW4r1c+AAaSuSBhIeFBo+JfyjMehCDaSMhvVd47AbP9vUPJzsxjAXpkfzt4CX6vbjer8PGX5KkfmQf/nuACXhdkqQSIcSTQognhzS9A9ghSdLQVRZxwH4hxCngCLBFkqTtjmpyCzodDbmPk9hXwXezagjwVTaHj62E+Ptw77wUthXVUteiTX4pwsHfQnAs5N2ttBKb6Zv7BXRWM9+K+YicxHCl5djM5xelU93cxc7SeqWlKIZT4vwlSdoKbB227ffD3r8IvDhs2wUg3xkalOC5hjy+bJ3C6o63gUeUlmMzj1yfxl8/usjfD5XzzduylJbjXTSUwbldsOS74OOvtBqb2VrlT5B5Nqt6t8nJ6HzV4/YBWJYdR/KUQP76UTkr3FRlzNPQVvnYSWt3H6+faKAw7h78Lu2Vb2aVkRIZxFJjHP88XEF3n/3l+jTs4MgfweAPcx9VWoldvHSgnO3B6/HraYKiN5SWYzMGvY6Hr0vjSHkjxdUtSstRBM3428mG49V09ZlJW/Yl0PvaXe5OaR69IZ2mzj7eOVGttBTvoadNLg6UeycEqyPccCilNa0cr2gme9FqiM2Gw7+3q9Kd0tw7L4UgP4PXzntpxt8OrFYrLx++xMzkcLIzMyB7HZx8BXo7lZZmMwvSI8mKD+Xlw94d+eBWit6E3nbVjvpfPnwJfx+9nLJ8wRehvhgqjygty2bCA325c3YSm0/XeGWxF83428GxS02cqW/ngQWp8oZ5j8l5WYrfUlaYHeh0Oj67IJWi6haKqrzz8detWK3y6vC4PEiep7Qam2nv6eedE9WsyU8kIsgPcu8GvxA535UK+ez8qfT2W3j7uPc9+WrG3w5ePnSJUH8f1uQnyhtSr4MYo3xTq5B1BUkE+Op5xcvjnt1C9XGoOy3HyqspvHOAd05U09Fr/mTg4x8iVxwreVuuR6AyshPDyE+J4JUjFV5X5lQz/jbS2NHL1qI67pydRJDfQLCUTic/wtcch5oTygq0g/BAX1bPTGTjiWo6evqVljO5OfaCPFKeea/SSmxGdndWkJ0QRkFKxCc75jwC/d1wWn0TvwCfnZ/C2YZ2Ci+p78fLETTjbyNvFlbSa7bw2QVTP70j/zPgGwRHX1BGmIPcPz+Vjl4zm7VKX66jq0l2Dc68V14opTJOVDZjqm3lwYVTP12vIrEAEgpk148KR8+rZyYS4u/DP49415OvZvxtwGq18s/DFcxLm4KIH3bzBoTLKW+L34aedmUEOsDs1AhEXKjX3QBu5dRr8ghZpRO9/zxcQYi/D2sLEq/dOecRebVy1TG363KUYH8f1hUksuV0LS2dfUrLcRua8beBo+VNlF/t5L55qSM3mPWgXOe3dOPI+z0YnU7H/fNTOF3V4rVxzy7n5D/kEbInVuoah46efrYW1bImP4EQ/xHWhubdDb7Bqp34vX9+Kj39Fjac8J4qd5rxt4E3CysJ9jOwIi9+5AYpC+RSdydfdq8wJ3HH7GQCfPVen/DKJdSehroieYCgQrYW1dLZa+buOckjN/APlX8Ait+CbvUNHnKTwpmZHM4rRyq9ZuJXM/4TpLO3ny2na1k1M+GTid7h6HRQ8Fm49BE0XnCvQCcQHujLbTnxbD5VS0+/tuLXqZx6BQx+smtQhbxZWEVGdDCzU6eM3mj256C/S5VPvgD3zk1Bqm+jpKZVaSluQTP+E2R7cR0dvWbunpMydsP8+0Gnh5P/dI8wJ3PX7GRauvrYY2pQWsrkob9XXtErVkBQpNJqbKbiaieHLzZy15zkT0/0Didpjvzke+pV94lzImtmJuJn0PNmoXe4fjTjP0HeLKwiNTKIeWljjHwAwhJh2i3yil+L+kbPi6ZHExfmz1vHveMGcAtnd0DnVShQp8vnzeNV6HRw5+xx0pbrdPLg59JH0FTuFm3OJDzIl6XZsWw6VUOfF6R61oz/BKhq6uTA+avcPd7IZ5CCz0JrFVzc63pxTsag17F+VhIfSJe50t6jtJzJwcl/QkicPChQGRaLlbcKq7hhejQJ4YHjd5j5GUAnRzapkDtnJdPY0cte6bLSUlyOZvwnwODS73FHPoOIVXLo5wl1TvzeNTuZfouVTSe1mH+Hab8MZ9+TjaLBKRnU3cqhi1epbu4afaJ3OBEpkH6jPMehwonTm0UMUcF+XvHkqxn/cbBarbxZWMX106JInhI0sU6+AfKS97J3oVt9k0cz4kLJSwr3ihvA5RS9AZZ++WlQhbxZWEWovw+35YwS4TYS+fdD00WoPOw6YS7C16BnbUEiu00Nkz7Zm1OMvxDidiGEJIQ4J4R4eoT9i4UQLUKIkwP/vjfRvkpztLyJisbOiY98Bsm7V17QU7bFNcJczJ2zkyipaaWsTn0/Xh7FqX9C4iyIVV9x+Y6efrYV1bE6P8G2SnXGtfJq91OvjN/WA7lrdjK9ZgubT9cqLcWlOGz8hRAG4DlgBZAN3C+EyB6h6YeSJBUM/PtvG/sqxjsnqwn0Ndg28gFImQ8RqVD0umuEuZi1+Yn46HVeme3QaTSUybH9M+9TWold7DLV09Vn5o5ZNg58/EPkH4DiDXKVL5WRkxiGiAvl7Un+5OuMkf984JwkSRckSeoFXgXWuaGvy+ntt7C1qJZl2XEEj7SqcSx0Otn1c+EDaFNfndCoEH8Wi1g2nKjGbFGf79YjKH5TDvvNuUNpJXax8WQNCeEBzJ06ToTbSBTcL6c5l7aO39bD0Ol03Dk7iRMVzVy4rL5ULRPFGTNQSUDlkPdVwIIR2l03UKi9BviGJEklNvTFZDLZLbC7u9uu/keqOmnu7GNWlNmu/n7Bc5lmtVC353maZnzG5v6OYO81D2V+rJVdph5e/+AEBQkTiPRQEGdcr1OxWpl2/BV6Y+dQWdUINDr9FK685tZuM3ulBu7IDkeS7ChRaolmemAM3QdfpMrgPJeXuz7nnJB+dMBfdp3mgQI7fvyciKuu2RnGf6TYx+FDxePAVEmS2oUQK4F3gMwJ9gXAaLT/C2Qymezq/4dTJwgP9OWBW2bj52PPQ5IRTuYR37CP+HXP2NHffuy95qGkTTPzq4M7Od3sw/23eLbP2hnX61SqCqG9Cr9bv+UyXa685pcPX8JshUduycOYFG7fQSrvwffonzGmJ8rRb07AnZ/zgsJ2Dtb08IP7siYW4u0iHLnmwsLCUfc5w+1TBQxd9pqMPLr/GEmSWiVJah94vRXwFUJET6SvUnT1mtlRWs/KvHg7Df8AefdAdSFcPe88cW4i0M/Asuw4thXX0ds/+Re9OJXiN+V0DlmrlVZiF5tO1jAtJpicxDD7D5J7N5h7wfSu84S5kTX5iZy/3EFp7eQMenCG8T8KZAoh0oUQfsB9wKahDYQQ8UII3cDr+QPnvTqRvkqxy1RPZ6/5k2pd9pJ7N6CT67aqkDX5iTR39rH/3ORf9OI0LGY5wVnmcgiMGL+9h1Hb0sWR8kbWFSQ5NuJNmg0RU1VZ3hRgRW4CBr2OzacmZ9SPw8ZfkqR+4CngPcAEvC5JUokQ4kkhxJMDze4Gigd8/r8G7pMkyTpaX0c1OYNNp2qIDfVnQXqUYwcKT4K0G+SoHxUuerkxM4bwQN9JewO4hPL90F4vP/WpkHdP1WK1yhFfDqHTyYnsLnwAHVecos2dRAb7ccP0aDafqpmUmT6dsuRwwJWzddi23w95/VvgtxPtqzQtnX18IDXwuevSMOid4OvLuxs2/zvUnpRjvlWEn4+eFbnxbD5VQ1evmUA/G+K9vZWiN8AvFGbcprQSu9h4qpr85HDSooMdP1juXbD/53Kmz3mPOX48N7M2P5Gvv3GKE5XNY2c0VSHaCt8R2F5SS5/Z6vjIZxDjWtD7QMkG5xzPzazJT6Sj18z7kpbpc1z6e8C0CYyrwdezI6RG4vzldoqrWx13dw4SlwMxWap1/SzLicPPRz8pU51oxn8ENp2qYWpUEDOTnROhQFAkZCyGkndU6fpZmBFFdIj/pLwBnM65XXIxk9y7lVZiF5tO1qDT4TzjP+j6uXQAWtS3YDAswJclIoYtRbWTbr2LZvyHcbmth4Pnr7I2P9G54V3Z66H5kuz6URkGvY7VMxPYIzXQ1u09NU7tomQDBEZCxs1KK7GLLUW1zE+LJC4swHkHzbkTsELpO847phtZm5/E5bYeDl+8qrQUp6IZ/2G8V1KHxQqrZiY498BZq1Tv+untt7CzVH2rld1GXzdI22WXj8FXaTU2c7a+jXMN7c7/7kdPh4R81Ua83ZIVS5Cfgc2nJteTr2b8h7GtuJaM6GBEXKhzD6xy18/s1AiSIgJ5d5Inu3KIC+9Db5v8lKdCthbVodPB7bbmsZoIuXdDzXFovOj8Y7uYoetdJlORF834D+Fqew+HLjSyIi/eNSv6cu6QXT81J5x/bBej0+lYkRvP/rNXaNVcPyNT8g4ERED6TUorsYutRbXMmxpJrDNdPoNkr5X/mjxiGY/NrMxLoLmzj0MXJo/rRzP+Q9hZWo/ZYmVFrpMfewcRK2XXj0p9nyvyEug1W7T6viPR3wPSNnlFrwpdPuca2pHq21iR54JRP8CUNEgogFJ1Gv+bZ8QQ5GdgW3Gd0lKchmb8h7C1uI7UyCDHlrSPxceunw2qdP3MSokgLsyfrUWa6+caLuyVs1hme0xSWpvYXix/prfnusj4gzz6rz4GLepLlRzga2BJViw7SuomTdSPZvwHaO7s5cC5K6zMS3BtEqecO6C5QpWuH71ex4rcBPaeuUxHT7/ScjyL0o3gHy7/uKuQLUV1zJk6ZWJ1eu3FOPDDaNrsunO4kJW5CVxp7+VoufMztCqBZvwH2FFaT7/FykpXPfYOMuj6UWnUz4rceHr6LdqCr6GY++SSnVkrwcdPaTU2c/FKB6baVla4ctQPctRPXK78Q6lCFosYAnz1bJskT76a8R9gW1EtSRGB5NmbvnaiBEVCxhLZ769C18/ctEiiQ/zYVjR5fJ8Oc3EvdDer1uWzbcDlsyLPRXNdQzGuhYpD0Ka+70+wvw83z4hhe0kdlkng+tGMP9DS1cf+c1dY6aoon+HkrFet68eg13FbTjzvSw109ZqVluMZlG6Uc/lMu0VpJXaxraiO/BQ5lNflZK8DrOp1/eQlUN/aw4nKJqWlOIxm/IHdpnr6zFb3jHxAdv3oDHSIIQAAACAASURBVLKrQIWszEugs9fM3jNammfMfXK+erECfPyVVmMzFVc7KapuYZWr3Z2DxGZB9AzVun5uyYrFz6CfFE++mvFHXtySEB5AQbKbcq8HRULaItWOfhakRzIlyPdjd4FXU74fuhrV7/JxVXjzSGSvg0sfqTLNc2iALzdmRrOtuE71aZ693vi3dfex7+xlVuQmoHdG+uaJkrUGrpyBy2fcd04n4WPQszw7nt2mBnr6vdz1U7oR/EJg+q1KK7GLrcV15CWFkxIZ5L6TGteC1aLaJ9/bc+Opbu6iqLpFaSkO4RTjL4S4XQghCSHOCSGeHmH/A0KI0wP/Dggh8ofsKxdCFAkhTgohjjlDjy3sKWugt9/i+iif4WStkv+WqXP0f3tePO09/ew/q77Rm9OwmOWntxm3qTJ9c3VzF6cqm123sGs04vNgSrpqXT/LsuPw0evYqnLXj8PGXwhhAJ4DVgDZwP1CiOxhzS4CN0uSNBP4AfDHYfuXSJJUIEnSXEf12Mr24jpiQ/3dX6ghPAmS5qjW9bNoWjShAT6qvwEcovIwdF4B4xqlldjFjhL5s3NJLp+x0Olk18/FfdCpvpj5iCA/rpsWxfbiWlW7fpwx8p8PnJMk6YIkSb3Aq8CnHKCSJB2QJGlwevwQcqF2xenukyctl2XHudflM0jWajniR4UrHv189CwzxrHLVD+pkl3ZRNkWMPjD9KVKK7GLHSX1ZMaGkBET4v6TZ68FS7+cEkOFrMxLoPxqJ6baNqWl2I0zjH8SUDnkfdXAttF4DBj6iVuBHUKIQiHEE07QM2EOnL9CZ6+Z5e4e+QxiHEh2VbZFmfM7yPKceFq6+jh6UX2jN4exWmWfdcbN4O/kDLBuoKmjlyPljSzPiVNGQOJsCEsCyaMquE6YpcY4dDpUneLcGTV8Rxoyj/gsJIRYgmz8bxiyeZEkSTVCiFhgpxCiTJKkfcP7mkwmuwV2d3eP2P/1A5cJ8tUxpfcyJpMyvuuMsHT6C1+lIsy5mSBHu2ZnEmex4GfQ8ep+E1P6ol16rvFwx/UOxb/5HBlN5dROu49mN553KI5c867zbZgtVjKDutz6/zaUuNjriDi7mTNFJ7D6TCyTqLs/57Ewxviz6Xg5y5Ncm+rEVdfsDONfBaQMeZ8MXFP1QAgxE/gzsEKSpI/zokqSVDPwt0EIsQHZjXSN8TcajXYLNJlM1/Q3W6wce6uKW7MTmJk7fIrCjdTchf/+n2NMjYXgKKcddqRrdgU3nejiWE0LWVlZ7lkgNwruut6P2bsZ0JFw86MkhCozenbkmn91rJC4MH/WLipQxuUJ4P8QnHuTLJ9quQDOBHD75zwG6y/78aOtZYTGTyV5iuuipRy55sLCwlH3OcPtcxTIFEKkCyH8gPuAT+VtFUKkAm8DD0mSdGbI9mAhROjga2A5UOwETeNyoqKJK+29LMtW6LF3EOMaOeztjDp9n7flxFHT0k1JTavSUtxL2buQMh8UMvyOoPhc1yBTF0FAuHrdntmyu1itrh+Hjb8kSf3AU8B7gAl4XZKkEiHEk0KIJweafQ+IAn43LKQzDtgvhDgFHAG2SJK03VFNE2FHaT2+Bh2LRYw7Tjc6CfkQnqraqJ9bjXHodXL5S6+huRJqT30Srqsy9p+9Qlef+WPjpRgGX5hxuzzwMasvS2zaQMU/tX73neH2QZKkrcDWYdt+P+T148DjI/S7AOQP3+5qrFYr75XUcd20aMICFC68odPJRuTYX6CnTXWTh5HBfsxLi2RHST1fXy6UluMeBicpsybmqvA0dpTWEervw8IM57kZ7SZrFZx+DSoOQvqNSquxmeU5cTz3/jmaOnqZEqyujK5eucL3bEM7l652slxpl88gxjVg7oFzu5RWYhfLc+KR6tsov9KhtBT3UPYuxGRB1DSlldiM2WJlt6mBJVmx+Pl4wO0/7VY5XFbFrh+LFXaXqS/FuQd8+u5n0EenuL9/kNSFEBStWtfP4I+oWn2fNtHZCOUfqdblc7yiiasdHjDXNYh/iJwNtWyLKlOc5yaFkRAe8PGCOTXhlcZ/R0kdBSkRxLmiULU96A1yVsgzO+RasCojJTIIY0IYO0rVdwPYzNkdYDWr1vjvKKnzjLmuoWStgpYKqDuttBKb0el0LM+OY9/Zy6pLce51xr+2pYtTVS3KLW4ZDeNa6G2Tl7yrkOXZcRy71MSVdvX9eNlE2RYITYCEWUorsRmr1cqO0nqunxZNqNJzXUMRK0CnV6/rJyee7j4LH55VV4pzrzP+uwZcE4pHOgwn42Y5O6RKMx0uz4nDapVrI0xa+rrg3O6BUpzqu3U+nuvytIFPcDSkLFSt8Z+fHklYgA87VOb2VN832EF2lNaTERPM9FgF8pmMhY8/ZC6Dsq1ytkiVkZ0QRvKUQN4rUdcNYBMX9kJfh6pdPgDLjB5m/EH+P60vhsaLSiuxGV+DnluNcew21dOvojxXXmX8W7r6OHj+qudMdg0nazV0NECV2zNbO4zs+4xn/7krtPeoL2Z7QpS9C/5hkKa+kESQBz6zUiOI9ZS5rqFkrZT/qjTXz/LsOJo6+zh2ST3lHb3K+H8gNdBvsXqey2eQzGWg91W166e338K+yVje0WKWM1BmLgcfdcVzgzzXdbqqxXMHPpEZEJujWtfPTTNi8PPRs0NFT75eZfx3lNQTHeLPrBQ3lWu0lYBwSL9JNv4qDHubO3UKU4J8VRn2Ni6VR+Tc/Sp1+XjsXNdQjKvlxV4qLO8Y7O/DjdOjea9EPeUdvcb49/Sb+UBqUD6fyXhkrYLGC3C5TGklNuMz6Pssa5h8Of7L3gWDn3pz93vqXNdQslbJea5UmuN/eU4c1c1dlNaqI8+V1xj/A+ev0tFr9rxIh+F8XN5Rpa6f7Djauvs5fGES5fi3WmV3RPrNEBCmtBqbGZzr8uhRP0D8TAhPUa3r59aBHP9qcf14jfHfUVJPsJ+B66d5QD6TsQiNh+R5YFKn8b8xM4YAX71qk12NSIMJmi5+MimpMj6e6/L0gc9gnqvze6CnXWk1NhMd4s/cqVNUE/LpFcbfYrWys7SexVmx+PsYlJYzPlmroPakKss7BvoZuCkzhp2l9arxfY7L4EhUqNP47yitJybUn4JkD53rGkrWKjnP1fk9Siuxi+XZ8ZhqW6ls7FRayrh4hfGXLvdwpb3HcxK5jUfWQEHwMpWGveXEU9faTVF1i9JSnEPZu/LTWKiHu01GoKffzAdlDSw1evhc1yCp10NAhGpdP4NPV2oY/XuF8T9Q2YGvQceSrFilpUyM6OkQLaBMnYnebs2KRa8i3+eYtFTJT2EqjfJRzVzXIAafgTxX28Hcp7Qam5kaJef4V0PEm1cY/4MVnSzMiFI+d78tZK2Ss0d2qm/idEqwH/PTIydHorcylefuV8tc11CyVkF3sxz2qUKWZcdxtLyRpo5epaWMiVOMvxDidiGEJIQ4J4R4eoT9OiHErwf2nxZCzJ5oX0c519BOdWufelw+gxhXy9kjz+5QWoldLM+O50x9u/pz/EtbIHoGRGcqrcRmLBYru0wqmusaZNot4BOgatePGnL8O2z8hRAG4DlgBZAN3C+EGF4RfQWQOfDvCeB5G/o6xODoc6najH/CLAhNVG2O/2WTIcd/VxOU71ety+dkVTOX21Q01zWIXzBkLFFtjv+8pHDiwzw/x78zRv7zgXOSJF2QJKkXeBVYN6zNOuBvkiRZJUk6BEQIIRIm2NchdpTUMyPKn4TwQGce1vXo9XJo4bnd0Ov5kQPDmRQ5/s/uBEu/ql0+Pnodi4VK5rqGkrUKWirVm+M/x/Nz/DvD+CcBlUPeVw1sm0ibifS1G7PFSklNC4umBjvrkO4laxX0d8GFD5RWYheqz/Ff9i6ExEHi7PHbeiA7Suu4bloU4YEqmusaRO05/rM9P8e/Mwq4jxQ/NvxZbbQ2E+kLgMlkslGWzC9WJhIfYLG7v6JYYpjhG0Lb4Zeptabb1LW7u1vxa84M6sFqhX/sOcltma5dGevs69WZe5hxZgctU2+nTpKcdlxnMtY1V7b0cuFyBysyAhT/HtjL1OiZ6E+9zcX4Oz7e5gnf64kQbrES7KvnjYMSKXrHMn266pqdYfyrgJQh75OBmgm28ZtAXwCMRqNd4ozIPxz29lecspVEnNtFxIxMOQxugnjCNWdZrfz4w0aKm/R8xcVanH69Z3ZAfxdTFj7AlEzP/O6Mdc0ffHAegAdvyVefy3OQpntgx3cwxgfClDTAM77XE2VpTg/7zlwmc4bAx2C/k8WRay4sLBx1nzPcPkeBTCFEuhDCD7gP2DSszSbgcwNRPwuBFkmSaifY17vJWgVdjVB5SGklNvOJ7/MKHWrL8V/2rlxZLf0mpZXYxY7SOmYmh6vX8MMn6TTUutgxO56mzj4KPTTHv8PGX5KkfuAp4D3ABLwuSVKJEOJJIcSTA822AheAc8CfgC+P1ddRTZOK6UvB4K9a3+eybDnHvyf7Pq/BMpBZcvpSucKaymho7eZERbNnVuyyhcgMiM1W7Xf/ZhGDn0Hvsat9neH2QZKkrcgGfui23w95bQX+ZaJ9NYbgHwLTlsiJ3m77kZz8SkXMT4skPNCXHSX13J6boLSciVF9TK6optIon50DdZRvy1VfOopryFoFH/4MOq5CsIoWqgEh/j5cPz2KnaX1fHeVEZ2H3btescJX9WStgpYKqCtSWonNyDn+Y9WV479sC+h95MpqKmRnaT1pUUFkenLu/okymOP/zHalldjF8ux4Kho7kerblJZyDZrxVwNiperD3lq6+jharpJUFWVbIO0GCFRBFsxhtHX3ceCcXKfa00aadpFQAGFJqq3tuzQ71mNz/GvGXw0ER0PKQtUWeLlpRjT+aqlvevkMXD0LQp2reveeuUyv2cLynEng8oFPcvyrdLFjbGgAs1IiPHKxo2b81ULWKqgvhsaLSiuxmSA/H25US45/aeDpSqWFW3aU1BMV7Mfs1ClKS3EeYuXAYsf3lVZiF8tz4imubqW6uUtpKZ9CM/5qYTC/jEoff5dny/VNS2o8vL5p2VZIyIfwZKWV2Exvv4X3B3L3G9SQu3+ipN0A/uGqdXsO5rna5WFRP5rxVwuR6RCXq9ryjrcaB3L8e9gN8Cna6qHqqGqjfA5duEpbT//HxmbSYPCFGbfJ4bcWla0XAabFhDAtJtjjXD+a8VcTWavkxV7tKoqZHyAqxJ+5UyM9O8vnmW2AVbVZPHeW1hPoa+CGzGilpTifgcWOgVfUF/EGsuvn0IVGWjo9p0CNZvzVRNZqdYe95cR5dn3Tsi0QMVVeWKQyLBa5TvXNM2II8FVR7v6JMv1WMPgTWr1XaSV2sTw7DrPFyh7JcwY/mvFXE/F5EJ6q2qifQXeER7p+etrgwl75B1aFIZJF1S3UtXarp1yjrfiHQsbNhFbvU2WO//zkCGJD/T3qyVcz/mpiMOzt/PvQ0660GpuZGhVMVryH1jc9txvMPeqN8imtw6DXcYta6lTbQ9Yq/DpqoF59GWD0eh1Ls+P4QLpMd59n5PjXjL/ayFolG6nzu5VWYheD9U0bPa2+qbQVAiPl9RQqZEdJPfPTIokI8lNaiuuYsQIrOtVG/SzPjqOz18yB81eUlgJoxl99pF4nGynV3gDxWKywx5Pqm5r75HmUGbfblDbbU7h4pYOzDe2T1+UzSGgcXVG5qnV7XjctihB/H49Z7KgZf7Vh8JGrHJ3ZLhstlZGbFEZCuIfVN710ALpbVBzlI/9fTroQzxFoS75ZLu3YXDl+Yw/D38fAYhHDLlM9Zovy8xaa8VcjWatkY1W+X2klNqPT6Vie7WH1Tcu2gE+AnD1VhewoqScnMYzkKUFKS3E5bUkD9RVUuthxWXYcV9p7OVmpfI5/zfirkWm3gG+Qel0/OR5U39RqlQ3JtFvAT321ni+39VBY0eQVo36AvtBUiBaqdf0syYrF16DzCNePZvzViG+gbKzKtsiFR1TG/PRIwgJ8PCPks+40tFTK+WNUyG5TPVarPJfiNWStgvKPoFMlWWKHEBbgy8KMKN4rqVM8z5VDs1tCiEjgNSANKAfulSSpaVibFOBvQDxgAf4oSdKvBvY9A3wBGBwCfnuguIvGeGStlkc/tScgaY7SamzC16DnlqxYdpvq6TdbHKpv6jBlW+V02WKFchocYGdpPclTAjEmhCotxX1krYb9P4ezOyD/PqXV2MzynHj+851izjW0kxmn3Ofm6F33NLBbkqRMYPfA++H0A1+XJMkILAT+RQgxdAnlLyRJKhj4pxn+iTLjNtAZVO368Yj6pqbNcnhnsPpSInT1Wfjw3BWWZ8dPjtz9EyVxFoQmqNb1M1heU+knX0eN/zrgpYHXLwHrhzeQJKlWkqTjA6/bkGv1Jjl4Xo2gSEhbpNpEbzfNiMHPR+H6plfPQ0MJZK9VToMDFNZ00ttv8Rp//8fo9bKb7twe6POsNMkTIT48gPzkcMWNv6NBzXGSJNWCbOSFEGMuLxRCpAGzgMNDNj8lhPgccAz5CWHEoaDJZLJbZHd3t0P9PZUpEXOJv/hzzh/eTm/Y1E/tU8M1F8QHsOVkJXdl4PDI1Z7rjTL9jVjgrK+Rfg//vxqJfRfaCPPXE9pdj8nkQesmXMjg5xwclEdq3wtU7vsH7Yk3KC3LZgpi9Lx0ookPjxURHTy2GXbVvTyu8RdC7EL21w/nO7acSAgRArwFfEWSpMGk7s8DPwCsA39/Bjw6Un+j0WjL6T6FyWRyqL/HkvgYnPg50/rKwHj7p3ap4ZrvbAvm6beL0E1JxpgQ5tCx7LreDw9B4mwy5yx26NxK0N1n5tjLF1k3K5ncHPUlorOXjz/nzGlw+HuktJ8C4xeUlmUzD0a28dKJfZT3h3GjceqYbR25lwsLC0fdN67xlyRp6Wj7hBD1QoiEgVF/AjDi8EMI4Yts+F+WJOntIceuH9LmT4A6fRhKEZ4s1zgtexdu+IrSamzmVmMcOl0RO0vrHTb+NtNcCTXHYekz7j2vk9h/9gpd/VZuz/WiKJ+h+PhB5rKBHP9m0Ksrk+n02BDSo4PZWVrPQwvHNv6uwlGf/ybg4YHXDwMbhzcQQuiAFwCTJEk/H7YvYcjbO4BiB/V4H1mr5QIkbR60YnaCxIT6Mzt1ijJFLkyb5b9Gdfr7txXXEeyr5/pp6puodhpZq6DzClQeUVqJzeh0OpZlx3Hw/BVau5VZqe+o8X8WWCaEOAssG3iPECJRCDEYubMIeAi4RQhxcuDfYFD1T4QQRUKI08AS4KsO6vE+jANVp1QaKLU8O47i6laqmtyc49+0GWJzIGqae8/rBPrMFnaZ6lmYGoSfjxcv1Zm+DPS+qo36uS0njj6zlT0Kzdc4NOErSdJV4NYRttcAKwde7wdGnM2TJOkhR86vAcRkQWSGHPUzd8TpEo/mtpx4frytjO3FdTx+Y4Z7TtpWDxUHYfFIkcmez8HzV2np6uOG1EilpShLQBhk3Cz/kC//oerqMMxKmUJcmD9bi2pZP8v9AZBePGyYJAzm+L+4T873ozLSooPJTghjW7EbXT9l7wJWFbt8agn2MzA7KVBpKcqTvQ6aL0HtSaWV2Ixer2NFbgIfnLlMe4/7axNrxn8ykLUGLH1wdqfSSuxi1cwECi81Udvippht02aInAaxnh0NNRJmi5UdJfUsyYrFT8mV0Z5C1mp5sWPJO0orsYuVeQn09lsUSXGufXsmA8lzIThWtat9VwxErGwrcsPov7MRyj+UF3apzE0AcORiI1c7elmRmzB+Y28gKFJ2/ZS+o8ryjnOmTiEm1J+tp2vdfm7N+E8G9AY5N83ZndDfo7Qam8mICSErPpStRW64AaRtYOlXrctne3EtAb56FosYpaV4DtnroalcTtKnMgx6HSty43lfaqDDza4fzfhPFrJWQ2+b7PtXIavyEjh2qYm6lm7Xnsi0GcJT5PwwKsNisbK9pI6bZ8QQ7K++imMuYxK4fnr6Lbwvudf1oxn/yULGzeAXotqwtxV5shtje7ELR/89bXB+DxjXqNLlc6KymfrWHs3lM5zgKEi/UbWun3lpkUSH+LvnyXcImvGfLPj4Q+ZyOeTT7P7IAUeZHhuCiAtlqyv9/tI2MPfIESIqZFtRLb4GHbcYx0yh5Z1kr4fGC1BXpLQSmzHoddyeG8f7ZZfp7HXfvasZ/8lEzh3yisfyD5VWYhcr8xI4eqmRhlYXuX6K34awJEie75rjuxCrVXb53JgZQ1iAr9JyPA/jGtn1U6pe109Xn5kPJPdVt9OM/2Qic5ns+il5e/y2HsjKvHisVtjuiuLuXc1wbpf8A6lX39f+ZGUzVU1dH0dGaQwjOBrSbpD9/ip0/cxPiyQq2I8tbnT9qO8u0Bgd30B5wVfpJjArky/EETLjQsmMDWGLK8LeyrbIayFy7nT+sd3A5lO1+Bn03KYZ/9HJXgeN56G+RGklNuMz8Nm+X9ZAV6/ZLefUjP9kI+dO6G4muP6o0krsYmVeAkfKG2loc7Lrp+RtiJgKSbOde1w3YLZYefd0DYuF5vIZE+NauSSnWl0/uQl09prZe8Y9UT+a8Z9sTLsFAsIJq1Dval+rFd5zZrqHzka48IHs8lFhlM/R8kYa2npYk5+otBTPJiQGpi5SretnYUYkkcF+bHHHYkc04z/58PED4xpCq/dCn4tj5l1AZmwIM+JC2HzKia4f0yZ5YVeuWl0+NQT6GrhVi/IZn5w74OpZVUb9+Bj03JYTz25TvVuifjTjPxnJuRNDf6c8wakydDod6wqSOFLeSHWzk3L9FL8l5/KJn+mc47mRPrOFbcV1LM2OI8hPW9g1LtnrQe8DRW8orcQu1hUk0tlrZqcb6vtqxn8ykn4z/f4RstFTIWsH3BubT9U4frD2BijfD7l3qdLlc+D8VRo7elkzU1vYNSGCo2DarfJ332JRWo3NzE+LJD4sgE0nnfDdHweHhhJCiEjgNSANKAfuHakAuxCiHGgDzEC/JElzbemvYSMGH9qSlzDlzHbo7QC/YKUV2URKZBCzUiPYeLKGJ292sNhK6UawWlTr8nn3VA2hAT7crOXymTgz74W33pNrNqQtUlqNTej1OtYWJPKX/Rdp6uhlSrCf687lYP+ngd2SJGUCuwfej8YSSZIKBg2/Hf01bKA1dSn0dcKZ7UpLsYt1+YmYals5U9/m2IGK34YYoyrTN/f0m9leUsfy7Hj8fdRVo1ZRxArwDVKt62dtfiL9FitbXZnqBMeN/zrgpYHXLwHr3dxfYxQ6owsgJF42fipk1cxE9Doce/xtugQVByDvLucJcyP7zlyhrbufNfmay8cm/IIH1ru8A/29SquxmZzEMKbFBLPRxa4fR41/nCRJtQADf0cLR7ACO4QQhUKIJ+zor2EreoPs6ji7Qw51VBkxof4smh7NxlPVWO0N2yt6Xf6bd6/zhLmRjSermRLky6LpXlyk3V7y7oGuJjmRn8rQ6XSsL0jiyMVGapwV9DAC4/r8hRC7gJGWFX7HhvMskiSpRggRC+wUQpRJkmRT7mGTyWRL80/R3d3tUH810t3dzcXQ+aSbf0ft7udpnq4+n/e8WB0fnu1iw4cnMcYEjNn2ms/YaiXj6N/pj5lFRV0n1Knr82/vNfNecR23zwjl3BlpxDbe+r2e0DVbEsn0C6fjoxeosUx1vTAnkx0ir9D/886TrJke4JLPeVzjL0nS0tH2CSHqhRAJkiTVCiESgBGXpg0UdEeSpAYhxAZgPrAPmFB/AKPRfp+tyWRyqL8aMZlMpBesh5NGEhr2krDGlt9qzyA5vY/fHt7F6WY/7rxp7M/vms+4uhDaLuG/+Guq/OxfPVJBn8XKY7fmYUyJGLGNt36vJ3zNF+8i/NSrhGekgH+Ia4U5GSNQcKyNgzX93JMbYPfnXFhYOOo+R90+m4CHB14/DGwc3kAIESyECB18DSwHiifaX8MBdDrI/wxUHoar55VWYzOhAb4sNcby7uka+s02hu2dfh0M/nLctwp5+0Q1GTHB5CeHKy1FveTdKwc9SNuUVmIX6wrkoIdLTa6Zt3DU+D8LLBNCnAWWDbxHCJEohNg60CYO2C+EOAUcAbZIkrR9rP4aTiTvXkAnG0MVsq4giSvtvXx49srEO5n7oOhNELdD4MijZk+msrGTIxcbuWt2MjoVrk3wGFIWyFXbTr+qtBK7WDUzAb0O3r/Y7pLjOxTnL0nSVeDWEbbXACsHXl8A8m3pr+FEwpMg/Sb5Blj8tOoWOi0RsUQG+/FGYSVLsiYYD3B+j1zXYOZnXCvORWw4UQ3A+llJCitROXo95N8HH/4MWmsgTF25kWJDA1g1M5Gr7a0uOb62wtcbyL9fLnBdeVhpJTbj56NnXUEiu0obaOqY4OPvqVchMBKmL3OtOBdgtVp5+3gV12VEkRQRqLQc9VPwWXmR3yl1jv5/cW8+X1vkmgV+mvH3Boxr5EUvp15RWold3DMnhV6zhU0TSffQ3QrSVjnM1cd1qyNdxfGKZsqvdnLHbG3U7xQiMyD1ejj5siozffoY9C5z/WnG3xvwD4Gs1VCyQZWZPrMTw8hJDOONwsrxGxe/Bf3d8tOOCtlwoooAX71WscuZzHoArp6DyiNKK/EoNOPvLRTcD90tUPau0krs4u45yRRXt2KqHcf/eeLvEJsNSXPcI8yJdPeZ2XyqluXZ8YRqRVucR/Z68A2Gk/9QWolHoRl/byF9MUSkQuGLSiuxi3UFSfgadLxZWDV6o7piOb5/1kOqm9gG2F5cR0tXH5+Zl6K0lMmFfwjkrIfiDXKiQw1AM/7eg14Psz4H5R+qMuY/MtiPpcY43jlRTd9oMf8n/g4GP9VG+bxypILUyCCuy4hSWsrko+AB6G0D02allXgMmvH3JmY9INc4PfF3pZXYxT1zk7na0cuesmsXguvMPXD6NXluI1h9xvPC5XYOX2zkdv0EBQAAE1FJREFUvvkp6PXqe2rxeKZeD1PS5IlfDUAz/t5FWCJk3gYnXpYXQqmMmzJjiAvz55UjFdfsC63eJyfymv05BZQ5zqtHK/HR67h7TrLSUiYnOh0UPAgX96nyydcVaMbf25j9OehoUGWefx+Dns/MS2XvmctUNnZ+al/EhY3ynEb6zQqps5/efgtvFVZxqzGW2NCxE9hpOMDsh+QSj8f+orQSj0Az/t5G5nIITYDjf1NaiV3cPz8FvU7Hy4eHjP4bLxJcf0ye6NWr7yu9s7Seqx293Dc/VWkpk5vQeDnP/8mXoc91qZLVgvruFA3HMPjIk1/ndkHzBOLmPYyE8ECWGmN5/VglPf1meeOxF7DqDDDrQWXF2cmrRytIigjkpkytVKPLmfuY7B4seUdpJYqjGX9vZM5AItVjLyirw04eXDiVxo5ethXVQW8nHP87bcmLVZe7BeDilQ4+PHuFe+emYNAmel1P+k0QlQlH/6y0EsXRjL83EpEKYiUUvqTKx99F06JJiwriH4cuQfGb0N1M4/S7lZZlFy8dKMfXoOP+BVpsv1vQ6WDeY1B9DGpPKa1GUTTj760s+CJ0NcrpEFSGXq/jgQVTOXapke6Pfg+xOXTFFCgty2bauvt4s7CKNTMTtYled5J/P/gEwlF1Pvk6C834eytpN8ppEA7/XpUJr+6ek8x1PucIuFoC87+gyhW9bxZW0d7Tz8PXpyktxbsIjIC8u6HoDdn/76Voxt9b0elg/hNQVwQVh5RWYzNTgv14OmofrdYgrmasU1qOzVgsVl46UM7s1AjyRynTqOFCFnxRrvJ17K9KK1EMh4q5CCEigdeANKAcuFeSpKZhbcRAm0EygO9JkvRLIcQzwBeAywP7vi1J0lY03MPMe2HXM/Lof+p1SquxjeZKZrbt5QXzMtqPX+E2lWVA3nvmMuVXO/nacqG0FO8kPg8ylsDhP8B1T6ky/bejODryfxrYLUlSJrB74P2nkGQKJEkqAOYAncCGIU1+MbhfM/xuxi9YXvRl2iwXe1ETh55HZ7UipT3I3w9eoqffxhq/CvPC/ovEhflrqZuV5PqnoL1ODhrwQhw1/uuAlwZevwSMVy37VuC8JEmXHDyvhrNY+GXQG+DAb5RWMnG6muTspLl3ceeS67ja0cvuC66pc+oKiqpa2H/uCp9flI6vQfO8Ksa0W+V5rwO/VeW8l6M4+s2LkySpFmDg73hFVu8DhpeTekoIcVoI8RchxBQH9WjYSliCXOf0xD+g/dqEaR7J0RegrwMW/RsLMyLJTQpjQ0kLFos6buDn954jNMCHBxZoK3oVRaeTXT4NJXLdZy9jXJ+/EGIXMNKz6XdsOZEQwg9YC3xryObngR8A1oG/PwMeHam/yWSy5XSforu726H+asSWa/aNX82043/n6pYfcnnml1yszDF05h6mH3iO7viFVDb5QFMZKzMC+MmHrby4s5DrUoOVljgmVS3y4rR78yKounjOoWNp32vH0fnmMi0gmt6dP6KizzMXCbrqcx7X+EuStHS0fUKIeiFEgiRJtUKIBGCsoeMK4LgkSfVDjv3xayHEn4BRy0wZjcbxpI6KyWRyqL8ase2ajVC+jujzG4he9wMICHepNoc4+gJ0NxKy/FsYM+Try5xh4e8nd/L2mS4+v3yOy2qeOoMX3zyNn4+eb66bS3SIv0PH0r7XTqLl3/Hd+Z8Yg1sgdaFzj+0EHLnmwsLCUfc56vbZBAzkCuBhYOMYbe9nmMtn4AdjkDuAYgf1aNjLDV+FnlbPXvjS3wMf/gyS538qe6ePQc99eVMorm5lt8lzXVc1zV28faKKz8xLcdjwaziReY9BUDR88KzSStyKo8b/WWCZEOIssGzgPUKIRCHEx5E7Qoiggf1vD+v/EyFEkRDiNLAE+KqDejTsJbEApi+VJ367x6mTqxTH/wat1bDk29cs6rplWggpkYH8avdZrB46efebPWcBeOKmDIWVaHwKv2BY9O9w4X2oOKy0GrfhUJy/JElXkSN4hm+vAVYOed8JXFNeSZKkhxw5v4aTueW78MfFcPA5WPKtcZu7lb4uedSfej1kLL5mt49ex1NLpvP/3irifamBW7Li3C5xLMqvdPD6sSoeXJBK8pQgpeVoDGfeY/DRr2Dvs/DQhvHbTwK0ODONT0icBca1cPC30HFVaTWfpvBFaKsdcdQ/yJ2zk0meEsjPdpzxuMifX+w6g69Bx7/cMl1pKRoj4RcMi/5Njvq5dEBpNW5BM/4an2bJd+Rl7/t/rrSST+hulUf9aTdC+o2jNvM16PnGckFJTSsbT1W7UeDYSHVtbDpVw8PXp2kJ3DyZeV+QCx299x2wqGvRoD1oxl/j08Rmwcz74MifPKfYy/6fw/9v797joyrPBI7/Jgm3QLgEQzQBGgL6kHgBpAgWV8MdKYKoKG6lVG2L/eCltl4q+2Gpu7htaReX1ktrAak3UCMqAopy02opSlQMEJ4FQZLIJaAmBEJMQrJ/vMPKBxNymTkzyczz/WcyZ86c9zmfnHnO7T3vc+wQjHqw3lkn9Evhou6d+P0bSnnliRAEV7/fvbGDDq3juO3y3uEOxZxJ63gYPgv2fQjbTr89GSYVx4ip8OYBRkv+5tuGzQRfDLw1K9yRwFd7YeNjboeUOrDe2WNifMwcl8G+knIWvbcnBAGe2XotYt2OIm4f3ocu7aNv/JgWp98UN+7Pmgehsjy8sZyogoVjOGfzbzxZvCV/822de7iun9tehj1/D28sa2a7HdGIf2/wV4akd2VUZjKPrf+UotLw/YArqqr5z9e20+us9tw8tFfY4jCNEBMLo+dAST5sejy8sWxeCAdzOdKzzketAmLJ39Ru6J3QqSe8fr87AgmHXWvdDmjoXdCpccN2PnBlXyqqqpmzInxPwP7tH5+x+/AxZo3PoHWc/dRajPQsV+nu7bnuzDMcjh2G9Q9BehalqVmeNGFbpKldq3YwZo4b9+Sfj4a+/YoyWHE3dO3jzkIaKT2pAzOG9WH5ln1s0NA/+FXwZRkPr/lfhklSs+t2ahrgyrmAD1b+MjyDvr1+n/sNXDnXs0JFlvxN3TImQN/xsO4hOLwztG2//Vso3gtXzYdWTeshc1tWOr2T2jPr1a0crwjdzd+amhruf+kTYnw+5ky6MGTtmiDq3MM997LrrdDf/N2x0pVXveJ+SPKu3oMlf1M3nw++P8+dBbw6A6pDlEALN7thdgdMhbTLmryYNnGx/NekCyn48jgPrdoexADPbOkHBfzj0y94YFxfUju3C1m7JsgGT4dz+sOqe6H0QGjaPP4VrPgFJF8Il/3c06Ys+ZszS0h2p54Fm+Ddh71vr/wIZN8CHVPdjbcADU7vyk8vT+eZf+bz5jbvf8C7Dx1lzortDElP5MZBNmRzixYTC9c84S6/vDzd+77/NTWw/E7XrXniIxDbytPmLPmb+l10PVxwrbsBtecd79qpqYGVv4CSArh2gSu0HQT3jBYuSO3IfS99woES73r/lFeeYMZzH9E6LoZ51/cnJqb5ji5qGihJYOxvYPcG2OhxwaMPFkDechg524215TFL/qZ+Pp+79t61D2Tf6t0p8MZHIfdFyHoAeg4O2mJbx8Uwf8oAKqqqmf70Zk8e/qqpqWHWK1vJ23+EeTf0J8Uu90SOgT9y97/WPAifrvemjYIPYPVMOHc0XHqHN22cxpK/aZg2CXD9U1BxDJ67Ab4uDe7yd77lHirLmAD/ck9wlw30TurAwzf0Z0thCfdmfxL0kT8f2/ApL+YUcufwPgyT+gramRbF54OJj7qzgBenBb/zw5d7YMkUd6lz0l8gJjRp2ZK/abhuGTB5MRzIheenQlVFcJa7dyO88ENIPh8m/dmzjX/M+Wdz31jhtS37+I8V24O2A8jOKeT3q5WJ/VO4e9R5QVmmaWbadoQbl0JMK3j6GijOD85ySw/Cs5Oh5gT8IBviE4Oz3Aaw5G8a57zRMOFPbuzzpTe6M4FA5G9yG3/HVLhpmRtd0UM/u6I3twztxZPvfcaclXkB7wCWvp/PvdlbGNqnK3Ovu6hZVxEzAeryHbgpG74ugcXjA98BHNkHi8e51ylL4KzQjvhqyd803oAfwFV/dMPfPnW1O3ppim2vwFMToEMSTFsOHby/XOLz+Zg1PoMffS+Nhe/u4Y4lHzXpGYDq6hr+tHYnv1qWyxXnJbFw2iDaxMV6ELFpVlIGuPH+jxfDX0e4a/VNcSAXFo1xv52py+A7lwY3zgYIqJiLiEwGfg1kAJeo6uY65hsLzAdigQWqerLiVyLwPJAGfAZcr6pfBRKTCZGB01xvnGXT4c+XwaTHXSWwhqgoc2P2vP8E9BgCU56D9t+q9eMZn8/H7KsySe7Ylrmrd7D70DH+MLkfmSkdG/T9g0fKmbksl7U7iri6fwq/u+4iS/zRJHUg3LraXadfPA5G/hoG3+a6htanuhpynnTDRrfr4g56Ui/2OuJaBXrkvxW4Bqiz/5+IxAKP4gq4ZwI3ikim/+NfAWtV9Vxgrf+9aSkyJ8JP1rmN+Jlr4fmbYP+WuuevLIcPn4ZHBrnEP2QG/PDVkCb+k3w+Hz/L6s3Cad+lqLScCY+8y6xXtvJ58fE6v1NyvJJH1u1k5H+/zbu7DjP7qkwevqG/Jf5o1C0DfrIeeg93vXT+Ogz09bqfBaipcWNVLRrtujP3HAw/3RC2xA+Bl3HMAxA54yPIlwC7VHW3f96lwERgu/81yz/f34ANwP2BxGRCLDkTpr/jqn/9fR7kveaGxE3PgsR0iGsHZV/A/o9h55tQXgIpF7uHZ9KGhjt6hvdN5q27r2DuamXJ+/k8s2kvg9ISuSQtkZ6J8cTE+DhQcpyPC4p5Z+dhKqqqGdG3G7PGZ5J2lrf3J0wzF5/obgJvfQnWPujOBBJS4Lwx0C3T9ZCrOApFea43W0m+u7c18THo/6+ejdnTUL5g9HgQkQ3APbVd9hGR64Cxqvpj//upwGBVvV1EilW18ynzfqWqXU5fRk5OTk18fNPrnpaXl9O2bXRVUArHOsdUlNJpz0oSPn+b+C9y8VV/MxpoZbskyroNpDhtHGXJg4K+4QdjfQ8erWTNrqO8l3+MvcUVnFoJ8uwOcQzuEc+oPgn0TmwTYLTBYdt1M1JdRceCdXQsWEN8UQ6xld90hDgRF09Z0gBKe4zgSM+R1MQ2rq5DIOtcVlbGwIEDa/2x1XvkLyJrgLNr+ejfVPXVBrRfW8ON3uNkZGQ09iv/Ly8vL6Dvt0RhW+d+l7jXE1Vw9ACcqIC2nWkVn0gnoJNHzQZjfTOArEHu76+rTlB05Guqa2pISmhDfOuATpI9Ydt1M3P+hcBd7hLP0YNQeRzi2hKbcDYJPh8JQEoTFhvIOufk5NT5Wb1btKoGWkmgEOhxyvvuwD7/3wdF5BxV3S8i5wChH3vXeCM2Djp1D3cUTdYmLpYeiU0/2zRRzOeDhNqOl5uXUHT1/AA4V0R6iUhrYAqw3P/ZcmCa/+9pQEPOJIwxxgQooOQvIpNEpBC4FFgpIqv901NEZBWAqlYBtwOrgTzgBVXd5l/Eb4FRIrITGOV/b4wxxmOB9vZ5GXi5lun7gHGnvF8FrKplvi+AEYHEYIwxpvHsCV9jjIlClvyNMSYKWfI3xpgoZMnfGGOiUFCe8PVaTk5O8w/SGGOaobqe8G0Ryd8YY0xw2WUfY4yJQpb8jTEmCjW/0aqCqK4iMpFKRHoAT+EG4qsGnlDV+eGNKjT8dSM2A5+r6vhwx+M1EekMLAAuwA2UeIuqbgxvVN4SkbuBH+PWNxe4WVXLwxtVcInIImA8UKSqF/ineVL0KmKP/OspIhOpqoBfqmoGMASYEQXrfNJduOFDosV84A1V7Qv0I8LXXURSgTuB7/qTYixunLBIsxgYe9o0T4peRWzy55QiMqpaAZwsIhOxVHW/qn7o/7sUlxBSwxuV90SkO/B93JFwxBORjsDlwEIAVa1Q1eLwRhUScUA7EYkD4vlmdOCIoarvAF+eNnkirtgV/terg9FWJCf/VKDglPeFREEiPElE0oABwKYwhxIK/wPch7vUFQ3SgUPAkyLykYgsEJGILiumqp8DfwDygf1Aiaq+Gd6oQiZZVfeDO8ADugVjoZGc/INSRKYlEpEOwEvAz1X1SLjj8ZKInLw+WnfVisgTB1wMPK6qA4BjRHj9axHpgjsC7oWridJeRG4Kb1QtWyQn/zMVkYlYItIKl/ifVdVl4Y4nBIYCE0TkM9ylveEi8kxYI/JeIVCoqifP6rJxO4NINhLYo6qHVLUSWAZ8L8wxhcpBf7Ergln0KpKT/5mKyEQkEfHhrgPnqeq8cMcTCqr6gKp2V9U03P94napG9BGhqh4ACkRE/JNGANvDGFIo5ANDRCTev52PIMJvcp/Ck6JXEdvVU1WrRORkEZlYYNEpRWQi1VBgKpArIh/7p83011MwkeUO4Fn/gc1u4OYwx+MpVd0kItnAh7hebR8BT4Q3quATkSVAFnCWv1DWbFyRqxdE5FbcTnByMNqy4R2MMSYKRfJlH2OMMXWw5G+MMVHIkr8xxkQhS/7GGBOFLPkbY0wUsuRvjDFRyJK/McZEIUv+xhgThf4PYWUduyTmZwoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x,np.sin(x))\n",
"plt.plot(x,np.cos(x))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2c066a0>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.tan(x))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2b7b668>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7ZKbo5bi4DsFzxfz56q/97LOaXYpLHnlEyZk1Sz1w5XXl0ndWX0l9LVXyK7VbsG5ORn6GhP8lXMZ9Ou7MWkJmZqakp6dLVpb2L10jjQNMenq6VFQ0WNm2wgbF/Oi5illrqjermUXBa2ePvfK2yPCbRTbu8J/c2jqRqU+I7crJIrkq1CtP9siLEiafyQ3tVsztYZu8KzMEWSuveNzHYlGKecwY99GtntLau/z552eNHxH1bExeNFkMLxhkU9Ym3wS3QnldufSZ1Ue6/LOLFFYrC7+0tPRMVI+vM+2g8vcBLZW/iEidVMosMcs/JNWjENBTp0Ti4kRGjlQuGX9SVydy0UUicXE2yc8XuXfJvWJ4wSBrM9f6V7CIzN42W5iJvLbhNSkvL5f09HTZt2+fpm4mV1itVlmzZo1s2bJF7DarSO7vRY7/wn0Mv5YUf6AGgKq1Imu2KJfMGx/6X+6pHLFfNknkoeek3lEpb0p/+YekSJX4EPzuAU5xykKZLDPFIKekbYVqtYpcfLFa48rWYCLU1rvcaPysWiXy0a6PhJnIy2tf9l1wG+zM3SmhL4XKTfNukvr6etm4caNs2rTpTECCL/hL+QdTOntBGNFMZB7VFPAjv221rdMJ990HNht8+im42aCq3bWFKTnV1XpufWYpc/fM5bnLnuPy7pf7VzDw8LCHmdBvAs+vep49+/cQGhqKyWRC5+tWzDYwGo3ExsZSU1NDSeaHULsTEh6B0Av8KheA+HsgtA8c/Te8+G8w9YRH7/a/3K6dOX3XTbBzHyuP3kkRB7mVT4giya9idei4iffoQBe+4ZfYqW+1/YsvwrZt8N570KWLXy8NgH/+U6VCmfZEJo8te4wxPcbwzOhn/C53aOpQXh37Kt8d/o4V21dgtVpJS0tzuyP9f4Gg8veSzlzEZTzLHuZyhB/ctvvgA1i1Cv71L/VQBoK0NJj+xFE2JUyna+hA/nTFnwIiV6fT8e4v3uX+nvfjqHdgMpkwGo0BkR0aGkr3LuF05GtsxuEQc0NA5KILgaSn4cM6lYjppacgNDD3XH7FcLKnJrOlz3dcXHUfvbk2IHLD6cBNvEcRB1nDS27b7d0Lf/0r3HMPTJoUkEsjMhI+/FDIGfJ/1NfD3AlzMeg1zs3khicueYJpfacRaY0kISWBDh06BESutwSVvw9cyZ9JpD/fMZ16KlucLyiAZ56BK6+EBx8M7LWdHvwniD5N5WcfUVMZFjC5kRLJxC4T+SHvB77M/DJgckHoHvUdoOdAwdU4JYCZQXeVwwY9TLBCal7AxDp1dr57YjMxRRGMfT5JZQYMEH24jiHcy3peJY/dLa/NCY88AvHx8PrrAbssAHLjF0LfH7D/+DJZ+7oFTrDAQ90fIqsmi1f2vhI4uV4SVP4+EEIYt/ABFWSzjr+2OP/008oYnD0bn5NQtYcduTv48sRi7ur7BBWHhjNjRmDkighHjhzBGGJkn2Mfv1/xe/Kr8gMiO0afgb5uK7URd1BaaSQrK6vtTlpQb4W/vQPdUuH2FCj6D4g1IKItHT/htHE/N1ieJHztIUjfFBC5jVzH60TQkR94HOHcgefDD2HjRnjtNUjQPjmpW8rqyvj18l9zUafhdM55jMcfB4cjMLIzMzNx2ByURpYyf/98Vp1YFRjBXhJU/j7SlVEMZhqb+CclHDtzfP16+OQT+N3voH//wF2PiPD4D4/TMawjb0+awSOPwNtvqxS5/qYxLXOvXr14Y/wb1Npq+fOqP/tfsLOOTiFfQmgvojvfTUJCAidPnqS+vnV/tCZ89jVk5cEzj0Lqr8CeC2X+n/FUcZoDibMxcRP9R70IfbrDvz6EugDccwORdGQsr3CK9exn4ZnjpaVnZ7z33BOwywHg5bUvU1BdwPu3vMs//2Fg1y6YM8f/cmtra8nOzqZTp048NPohesT14NfLf43dafe/cC8JKn8NuIZX0WPkR54C1Oz7qaegc2f4U2Dc7Wf4fO/nbMrexJODnyQ2PJaXXlJT78ce869XwOFwcOzYMaKjo0lNTaVvQl8eG/EYH+z6gD35e/wnGKB8CUZdGST8CnQGevfujYiQmZnpX7nFpTD3S7hqFFxyIUQOh8jRUDYP7IV+FZ3ODBx6K+N4DUIM8PTDkFegrieADOV+UhjKTzyNlRoAXnlFDQCzZgV2xnui9ASzts7ivgvv46LUi5g8WQ1Af/gDlLRWakoDjh8/jk6no1evXkQYI/jnuH+yr2Af7+14z7+CfSCo/DWgA525gj9i4RuOs4rFi2HrVnjpJbUAFSjq7HU8t/I5hncezoQeEwDo2FFdx7p1sHSp/2RnZ2dTX19Pnz59zkT3/PmKPxMfEc9TPz2l4or9gaMMyhZQ6RgIEYMBiIyMpEuXLuTl5VFVVeUfuQBzvlBun8eamLcJj4A4oPRTv4ktYD87eZ8+pZNJpKHexLCBcM1o+HQJFJX6TXZz9BgYz7+pIIuNvEZmplL6990HgwcH7DIAeG7lc4ToQ3jpKrUIrdOpaykthb/9zX9yy8vLKSwspGvXroSFqfW1W/vdylU9ruLP6X+mrK7Mf8J9IKj8NWIkTxJDF1Y6/8gf/iAMGAD33hvYa5i9bTbZFdn8/Zq/o9ed/WoffBB691YWkNOpvVybzcapU6dISEggLu5soYv4iHhmXjmTlSdW8sNR9xFRPlH6OUgdBY6bzzncvXt3QkJCOHbsmJuOPpKZDV8th9uug+5NYhiNKdDhF1D5I1iz/SL6J54mlBgGFP3fuSf+b5qKKf5okV/kuqM7l9OPW9nIazz/ajF6vQrxDCSbszfzxf4v+N2o39Glw9nvY/BguOsuNQjk5movV0Q4duwYoaGhdOt2dnFZp9Pxz3H/pKS2hNc3BXjF20OCyl8jjIRzJc+To9+MzryUv/8dDIGJMAOgsr6SV9a/wjW9ruGqnudWYDIalfW/dy/Mn6+97KysLBwOBz179mxx7pHhj9AzrifPpz+vvfVvy4WK7yFmPFZJOeeU0Wike/fulJaWUlbmB8vr7U/UpoqHprQ8Fz8VdKFQ+rHmYjNZy1F+4Ar+SJijWXWnbp3h5mvgy+WQe1pz2a1xNS9hlSryev6dJ5+ECwKwxaIpz654lk5RnXh69NMtzr3wgqqS+ZL7qFSvKS4upqKigp49e2Jo9sIPTR3KpLRJ/Gvzvyis9q8b0BuCyl9D+tXeT/mJ3tz8xp+4frwfTOxWeGPzGxTVFPHy1S+7PD95MgwZAs8/D1YNg1Hq6+vJzs4mOTmZ6OjoFueNBiN/vuLP7MjbwXeHv9NOMCirX6eH+GkuT3fu3Bmj0ai97//QMUjfDHdPgI4uSvoZ4iF2IlSvgfojmopezUyiSWEEj7lu8OAU0OvgPT+M8q2QzABK1tzJiMff5LFnAxPh1cjqzNWsObmGP1z+B6JDWz6DvXrB9Olq4VfLiWDjulJERASdOrmu7/vimBepsdXwtw1+9Dt5SVD5a8hHc4ys/PNMovvs4YAucFPvktoSXtv0GhP6TWBElxEu2+j1aiHu+HH4+GPtZJ86dQqn00mPHj3ctpk2ZBq943szY/UM7ax/Wx5UrYCYX0CI61hCg8FA9+7dKSsro7RUQz/4BwshOgqm3uS+TdztoI+Bko81E5vJWjJJZzTPYMRNQftOiXD7DbBstXJNBYhdu+CzB2diDLeyu0NgY9xfWPMCqdGpPHTRQ27b/OlPagY8c6Z2couLi6mqqqJ79+7o9a5Vaf+k/tw16C7e3vY2uZV+8Dv5gCbK32w2X282my1ms/mo2Wx+1sX5p81m8+6Gn31ms9lhNps7NpzLNJvNexvObdfiev4b1NerRaW47KkkkcYaXsJJYKz/t7a+RUV9BS+Oad3ROn48XHyxuk67BhFoVquVvLw8UlJSiGxlZTtEH8KMK2ewO383Xx/62nfBAGXzQWdQSrYVUlNTCQ0NJTMzU5uB52imiqefehPEtLQyz6CPgthJULsV6o/6LhdYwwtE0YnhPNx6w/smgTEEPl6siVxPeOklcBb1YaD9fnbwLhUERtGtyVzD6szVPDP6GSKMbgZEIDUVHn0U5s1TBpCvNLX6k5OTW207c8xM7E47f1v/v2X9+6z8zWazAXgbGA+kAVPNZnNa0zYWi+UfFovlQovFciHwHLDGYrE0Db66quH8cF+v57/FRx9BTg78+Y8GLuM5CtnPEfwYXtNAtbWaWVtmcZPpJgZ1GtRqW51OLfoePw4LF7ba1COys7NxOp3nLHS5485Bd2JOMPPi2hd9V8K201D5k0rhEJLYalODwUC3bt0oLy/Xxvf/wUKIioAprVj9jXS4GXSRULbAZ7EnWc8JVnFZa1Z/I/GxcOt18MMaFf7pZ/buhSVL4De/gatDn8OJnc38y+9yQVn9KdEpTB82vc22Tz2lcmv94x++y/XE6m+kV3wv7hx0J3N2zaGopsh34RqhheU/AjhqsViOWywWK7AAuKWV9lOBwDgkReCu3xC9+6Bfxdhs8OqrMHIkXHMNDGQysXRnHX9tsfNRa+bsnENxbTHPXtZiwuWSm29WuX9eecW3yB+73U5OTg5JSUmtWv2NGPQGnhn9DLvzd7Pi+ArvBUODMtVD3GSPmqempmI0arDr90QWrNgAd/wCYmPabm+IhtiboXqtz5E/63iFKJIZ1pbV38jdKtSXT5f4JNcT/vIXiImBX/8aOtKLAUxmO+9Qi39DTjdnbyY9M53fX/r7Vq3+Rjp3ViGoH34IeT5k4RARTp48SXh4eJtWfyPPjH6GGlsNb25503vBGqNFyrkuQNO3Khu4xFVDs9kcCVwP56xWCfCT2WwW4F2LxeJyV8TBg14ocBF6VVWR8MVyDg7p57cdJ99+24GTJ7vw7LNZHDqk4sp7x09jZ8pfWJv5Gcm1/pnQWB1WXl33KsOThhNfFX/O36iurs7t3+yeezrw7LNd+M9/shg71rs4+OrqahwOBw6Hw+Pv5iLjRSRHJDPj5xlcYPUuHMRAJX1Cl1PuHEH+kSJAWVKt3S+oxG8lJSVkZGR4nWwudc5iOhhDOHpxfxwe3rOBQfQJ/ZKKk++SZ7/TK7nloUc42vsHBhY8wbHik2eOt3XPqaOH0mHJjxy9YigOTwYrL8jKMrJ4cW9++cti8vMLyc+HzmG3s6/XfJYVzCSt+BFN5TW95xkbZ9DB2IHLoy73+Bm87TYjc+b05o9/LOHpp72bFVmtViorK4mJicFisXjUR4eOqztfzRub3+CmhJuIMkZ5LK+t79lr3OV69vTHZDLdbjKZ5jT5fZrJZHrTTdvJJpPpu2bHOjf8m2wymfaYTKYrmvfzKZ9/Y93Tra0U+PQBp1Nk6FCR/v1FHE1qaNRLtfxNkuRTud4vckXO5itfdrhlgfrWcoDbbKqO8MiR3sm12+2yfv162d1a0VQ3/H3934WZyI5cL4udlHyi8ufXnzzncFs5zxtz/nudG72oRGTkrapYS3spfEvk2HUiNu9y7X8tv5SXJEKqpeic423ey4ksVVjmrbleyfWEJ55Q5UObl0/8VMbL3yRJ6kXb0p2N93y0+KjoZurkuRXPtfsz7rxTJCrqbL3r9pKRkSHr1q0Tu719pVw3ZW0SZiKvb3y9Xf3+l/P5ZwNdm/x+Abhd7ZlCM5ePxWLJbfi3AFiCciNpx/gx2DtEw2ffaPqxjaxZoyIdnnxSRdQ0EkokI/kNR1nOafZqLtcpTv6+4e8M6TSE6/tc366+ISHw29/C5s3qp72cPn0am83mka+/OdOHTadDWAf+sdELx6vTChXfQuQlENo+2UajkdTUVAoKCqirq2u/7MU/gM0Od7bm0XRD7ERA1LW3k0ryyOAzhnI/kbQzQ1qPC2DMSBX374ecP2VlKmX51KnKpdKUy3iWGgrZzceaywUV2hyiD+HxEY+3u+/vfw/V1d7l/KmpqaG4uJguXbq0iOtvi5EXjOTK7lfy+ubXsTls7ReuMVoo/21AX7PZ3NNsNoeiFHyLp9xsNscCVwLfNDkWZTabYxr/D4wD9mlwTWcJC6X02lGwYbvy2WrM669DYiLc7aJ+x3AeJoQItqC9n2/F8RUcLDrI7y79nVfFUu69Fzp0gH//u339RITs7Gyio6PP2c3rKbHhseaqWE4AACAASURBVDwy7BEW7l9IZllm+zpXrVTpHGIntlsuQNeuXc9cf7uoq4dFy+DyEefu5vUUYwpEXgoVS8HZvoFnK2/hwMZInmy/XFBRSRVVsCzdu/6t8P77Sok+6eLSunM5nRnOVt7UfN2ruKaYD3d/yF2D7yI1JrXd/YcMUTl/3nqr/VFvWVlZ6HQ6unhZmeapUU+RXZGtXdSbD/is/C0Wix3lw/8ROAgstFgs+81m8yNms7mpw+9W4CeLxVLd5FgnYL3ZbN4DbAWWWiyW5b5eU3NKx46CsFCYp631f/gwfPcd/N//QYSL9aZIEhjM3WTwGTUUayp71pZZdIrqxO1prYc6uiMmBh54ABYvVlFKnlJWVkZNTQ0XXHCB1xW6Hr/kcXTomL1ttuedRKBcZe4k/EKv5IaHh5OUlER+fj6O9uT5XZYOZRVnF1G9IfZWcFZCledpfq1Us43Z9OdWEvCyEtDQAaq62ILvNc3sZ7OplAlXXw0Xuvg6dOi4hCco4hDH8XGBvxnvbH+HGlsNT416yuvP+PWv4dQp+KYdKsFqtXL69GlSUlIIDQ31Su4NfW+gV3wvZm2d5VV/TXHnD/pf+tGkhu8rb4uMuk2kpMynz2rKo4+KhIaK5LdSFz1fMmSGIOvkb5rJPVJ8RHQzdfL8qufdtvHET3j8uIheL/KHP3guOyMjQ9avXy8Oh29FwictnCQd/9ZRaqw1nnWo3qp8/RU/uTztqV+0sbB2TnMntTscDpGJj4rc9Ru1wOMtTqdI1sMipx70+HO2ymyZIchJWe/yvMe+4O9WqHWvzbs8vdo2aSyW/v337tvYpE7+LsnyufxCM7l79u2R1NdS5bpPr/Ppc+x2kR49RC6/3PM+mZmZkp6eLlVVVT7Jfn3j6+1a9/pf9vn//8HUm8Fqg2+0sULKy2HuXJU0ys3ObgA6MYgeXMU23saBNrm93976Nga9gUeG+xZJ0bOnCv18912orW27fW1tLcXFxXTu3LnN2Oa2eOzixyipLWHBPg9j4Cu+AUNHiB7jk9zY2FiioqLIycnxbL/Btgy1U3bqzb5Fi+l0yvq3ZULdrjabC8I2/kMKF9KVS72XCzDuCugYCwu0S6/x1ltgMqmNg+4IIYzhPMJhllKMNhvdVuWsIq8qj8dGuElv4SEGg0pzvm6dWrNrCxEhNzeXuLg4oqI8j9Rxxf1D7yfKGMWbW/+7YZ/nj/LvcQEMHwRf/aBJaZ9PP4WaGvjVr9puewlPUM4pLC2XQtpNlbWKD3d/yO1pt3vl72zOb34DxcXw+edtt83JyUGn09G5+eqeF1zR/QoGJg/kza1vtq2EbaehZivEjAedb/VxG/211dXVlJeXt93hy+Uqpv+a0T7JBSDqKtDHQXnbsfdZbKSAvVzM/6HDxxDlUCNMHA/rt0OW7ztv9+yBTZvUjtm2bIDhPIIeA9t422e5AAuOLaB7bHfG92ll1PGQBx6AqCjP1r2Ki4upr6/32tfflLjwOO4dci/z9s6joNr/m/Dccf4of4BJ4yG3ADZ5MNS3ggi88w4MHw7DhrXd3sxNxNKdLfju5/tkzydU1FfwxCVP+PxZAFdcAYMGqftpDYfDQV5eHklJSWdylvuCTqfjVxf/il35u9ic3UbIUeVSQAcdtCnK3qlTJ0JCQshpa7GjsBjWbFaZMsO88/Gegz4UOtwINVvUgNYK25hNGB0YhHd7A1owcbzS1F/6vqT2zjsQHu5Zla4YUknjdnbxIfX4VlvhUNEhthRs4eFhD2tSlD0uTt3DggVtF3vJzc0lNDSUBI1qUj424jGsDivv73i/9YbiAD+liTm/lP+YkZAQD4uX+fQxGzbA/v2qQLUn6DFwMY9ykjUUcshruSLC7O2zGZY6jEu6uNxH1250Onj4YdixQ/24o6CgAIfDoYnl08jdg++mQ1gH3tr2lvtGYoPK5RA5AkI8203ZFgaDgZSUFIqKilov9fjNz+Bwqpz9WhHTYLFWuq9vUE0hB1jEEO4lFN9cDGdIjIcxl8D3q5T700sqK+Gzz2DKFFUoyBNG8Bj1VLAP39JcvLP9HUL0ITxw0QM+fU5THn5Y5eX6tJXaO7W1tZSUlJCamuqzu7OR/kn9uabXNby/832c0opyL/grqSHzNJHZnPNL+YeEwIRrYcMOn/Kdv/OOCpOc4iKVuzsu5D70hLAT7wuKbs3Zyr6CfUwfNt3rSBtX3HWXilZ6vxUjJDc3l8jISDp06KCZ3OjQaO4bch+L9i9yn++8eiM4SlWBFA3p0qULIkKeu33+dgcs+UmVZ+zqu5vrDMZOEDFcDWji2v24iw9xYGU42u6O5dbrVNTSai82dzTw+edQVeW54QOqznUSA9hJG1ZuK9TYapi7Zy7juowjOUobIwBU2OeIEfDee+6DoXIbqsBo4e5sykMXPcTJ8pP8fOxn1w1seVC9FptoM9tozvml/EG9ADodLPnRq+5FRbBokZoutmfdJ5pOmLmZPczFjncbbt7f+T5RxiimDpzqVX93xMWpfP+NL3ZzqqqqqKysJDU1VdNBB+ChYQ9hc9r4LOMz1w0qvoeQFKUwNSQiIoL4+Hjy8vJcrzls2A6ni5SrUGs63AiOYuX+aYYTB9t5hx6MIZk0F519YMQQ6NLJ62e/0d154YVKYXqKDh3DeIgctpJPhleyF+xbQFldGVP6tMPi8pDp0+HAAdi4seW5RndnYmKiJu7OptxivoXEyETe3+lmUKz8AdBR5hipqdxGzj/ln5IElw1XU3ov8hp//LEqhvKwh/m1mjKM6dRQxCHav9+gsr6SBfsWMGXgFGLCtM/TMn26UvwLXMzM8/Ly0Ol0bgtW+MLA5IGMvGAkc3bNaamEraegbrfK3qnTvixaamoq9fX1rnP9f/kDJHVUG7u0JvISFblU2dL9eIyfKCOT4TyqvVy9Hm65VkUwnWr/wu+WLWqx99FH2x/4NJhpGAjz2vqfvX02A5IGMCzRg0W2djJ5str38p6LrGKFhYXY7XZN3Z2NhIWEce+Qe/nG8g2nq5p5IsSuSoFGjsBOvOsP8JHzT/kDTBgHJeUq+qEdiKiwyMsug4ED2y+2F9cSS3d24DJ3XavM3zefals1D170YPsFe8DIkeqe3n333OMOh4PTp0+TlJTk9caWtnhg6AMcKDzQcuG3chkQAjHtS1/hKYmJiYSEhLR0/eSeVkEBE8ZBiB9qceoa7qlmG9jPjfbYxYdEkkg/fNhQ1ho3XwMGPXz9U7u7vvuuUpJTvZh4RtKRNCaSwWfY8CCuuAl7T+9le+52zd2djURHK9fnwoWq2HtT8vPzCQ8P92o3uyc8eNGD2J125u6Ze+6Jmi3gKFGGj584P5X/pcPUwu+37Yv5X78ejh6Fh9wXDGoVPXou4gFOsJIS2ldPbs7OOQxMHqjZQm9zdDpl/W/fDjt3nj1eVFSE3W4nNdX3sFJ3TB4wmShjFB/s+uDsQbFD5UqIGgUhfrJ89Ho6depEUVER1qa1LZemq5H+5mv8IhdoGNAEKs5G39RQjIVvGczdhOCfgZbEjnDFCPhupdqm6yFVVcrdOWWKGgC84SIeoo4yDtC+IjMf7f4Io97InYM0inxywfTpUFenFrMbqa2tpaysjJSUFL8MOgD9EvtxebfLmbOz2cy38ic1O4z0w8yzgfNT+YcY4IYxyq9b5HnO8Y8/VlbCRO9SywBwIfejQ89OPmi7cQN78vewLXcbD130kN8eQoBp09TCb9OEV7m5uX61fABiwmKYMnAKC/YtoLK+Uh2s2QrOMoge5ze5oFw/IsLp0w3TbqcTvl8JFw+GVO0WFltgTIWIYecs/O5lHg6sXMj9/pMLat2rtBzWtFxzcMfixSqPz333eS+2B1fSkT7saIfrx+ZQ60E3m28mMbL1wj2+MHSoCt1uuvCbn69qEaekpPhNLqiF3yMlR1hzco064ChVln/0NX5xdzZyfip/UFadwwk/rPaoeXW1mhbecUf7FnqbE8sF9OUGdvORxzt+5+ycQ5ghjLsHu8gepyFxcXDrrcrvX1+vMhiWl5f7ZaG3OQ9e9CDVtmq+2P+FOlD5kyqEHunf4m7R0dHExMScXfjdfQByTsNNY/0qF1DWv6MQancDsIuPSGEoKQz2r9xLLlS1fr/3PM/Qxx+rHb2jRnkvVoeOi3iQU6yjCM/y4C89spTCmkLuv9DPAyJq09e+fWrHr4iQn59PfHw84eHhfpU7KW0SceFxZxd+K1cBDojxr+Fz/ir/nl1hcD/4boVHCa+++kpNfX2xfBq5kPupIp8TrGyzbb29nnn75nFr/1vpGOFhYLUP3Huv8nt+/33gLB+AS7pcQlpSGnN2zlGZO2s2Q/RY5R/3M6mpqdTU1FBRUaHcIVERcJUPWs5TIkeBPhqqfiafPeSzi6H+tvpB5Ta4YQxs2gnFbc98jx9Xqcvvu8/3ekhDuBcdevbwiUftP9r9ESnRKVzXR8O9Fm6YPBlCQ1XalrKyMurr6wPy7EcYI5gyYApLDi6hsq4Cqn6EsH4Q2t2vcs9f5Q/KujueBfuPtNn044+hVy+12OsrJm4knHiPXoBlR5ZRUlvCvUPu9V2wB4wdq3Kzz52rXCHx8fGah7i5QqfT8cDQB9iSs4XT+V8QCMunkeTkZPR6PQUnT6kyjddcBhH+tfYAteM36kqo3sAueQ8Dodrt6G2LG65SM9/la9tsOneuUvrTpvkuNoYUejOODD7D2cbO1dNVp1l6eCnTBk8jRO9/IyA+XuW6mjcPcnPzMRgMJCb6z9XUlHuG3EOtvZb0w3PAeiIgz/75rfyvvVxt229j4ffkSVi1ShvLB1TCq4FM5iBLqKOi1bafZnxKp6hOXNPLj4uPTTAYVG2CnJzygFk+jUwdOBW9To+jYhmE9oXQngGRGxISQmJiIrJiA9TWBcbl00jMtdilhr3yOWZubn/BFm/p2RXS+sLS1l0/TqdS/tdeCxd4V3mzBUO4h3JOcZLWB57PMj7DIY6AuHwaueceqK21U1BQSHJycrsLtnjLyAtG0qdjH+zlS1X+qqgxfpd5fiv/6EgYOxp+Wgf1VrfNPmkw0D3JZeIpQ7gHO7Uc5Eu3bYprivn+8PfcNeiugFg+jdxzD1x9dT4OR+AsH4DUmFSmDxxL57AanDHXBkwuqHw/SVsysHdOhiH9Ayc4LI3DMQ5q9OX+X+htzo1XweETcOSE2yZr1ijjRwt3ZyNmbiGUmFZnviLCx3s+5pIul9A/KXDfx/XXw003FaDTOf0a4dYcnU7HfYPv4spEO9XGC8Hgn5rLTTm/lT8o32dVtduYfxHl8rn6auiuoQvuAkbSkT7swX1SkYX7F2Jz2pg2RIP5djvo18/B1VcXsmNHUsAsn0aeSOuH1eFkS2lkQOXG11iJP5ZN8cgh2kzvPEWnY09sBdH2UHrbhgROLsB1V6iUJ0vdV/n6+GOVymSChtsOQokkjUkcYDFWaly22Zm3k30F+wJq9QMYjTBpUj4nT0Zis/lfATflgX4DSQgL5ftc94aolmii/M1m8/Vms9liNpuPms3mZ12cH2M2m8vNZvPuhp/nPe3rdy4erGL+l692eXr9erXgpaXlAyryYQj3kEk6ZZx02eaTjE8YlDyIIZ0CqxSKi4uJiHCwYEEn9mpfftg9YqdfeC7Lckv5eO9XARQM+uVrEJ2OE2k9sLUj/t1XaijmiHEvg6pSMFStDphcAOI6qN3uP6xRuYyaUVWlQjwnT3Zdqc4XhnAPViqxuNnt/vnezwk1hHLHgDu0FdwGtbW1JCRU8NNPnVi4MIBGAJAieymqF17cttSzWhM+4rPyN5vNBuBtYDyQBkw1m82ukpKss1gsFzb8vNjOvv7DYIBxlyvLv6JlYpvPP4fISBUCqTWDUaGbGbRMpn+4+DCbszczbfA0v4dZNic/Px+jMYx9++LOuLwCQu0udM5yMu29WXhgIXV2Lwqte4MILF+DY0g/6uJiKCx0k2TODxzgS5w6O4Nsl0GVZ5FnmnLjVSriZ8vuFqe+/VbVrNBiobc53bmCWLq5nPk6nA4W7FvADX1vID7CPxv83FFQoHZc5+QkB/bZd1RCzVZyxcyBokPsyGslxa5GaGH5jwCOWiyW4xaLxQosAG4JQF/tGH8l2Oyw6tzMTlar2tV4yy1qc5fWxNOTblxOBp+2KHL9WcZn6HV67hp8l/aCW8FqtTakr+3E+PE6PvtMk9o3nlGVDvooBvS4n7K6MpYeXhoYuZbjcDIHw/iriIyMPLvhKwDsZR6J9CM17C6wZUO99ym/vWL0cFWsxkXM/7x5apF3tAZ1bJqjR89g7uYYP1JJ/jnn1pxcQ15VHncODFDkUxMKCgro0KEDN94YwebNqk53QKheB9jpecEvCTOE8cke/488WqwidgGymvyeDbjKQTCqoVB7LvA7i8Wyvx19OXjwoNcXWFdX10Z/oVdKIvYvl3HK3PXM0TVroikp6cpll2Vx8KBvhSjckRx3LdtTn2fDiUUk1A0CwClOPtzxISOTR1KeXU45HlScakbb9+ya6urqM/+OGZPNt99ewCefnGTkSNe+Wa3QYaVv6FoqnUNJtXYjMTyR2Rtnk6bzbCLo7f0CJM9fSkeDgSNdE9Hroby8nH379vl9vaMmJI+TfdYysOgxDhel0Dc0hLJTX3La4dkWcl/uuSkpwwcQu2Yzh3ftRsJVWG9ZmYEff+zLPfeUYLH4p9pUdOilSG8nK0//C3PJfWeO/2fbf4gMiaSPs0+L+9Pqnl1hs9morq4mJiaGESOOoNP1YdasIn71qyK/yGtKN+NSQkgiOyeCMalj+GzPZzzY7UGMeqP/7tldcV9Pf0wm0+0mk2lOk9+nmUymN5u16WAymaIb/n+DyWQ64mlf0aqAe1u8N19k+M0i+YVnDt11l0h8vEh9vU/iW6VGSuUFMcpy+e2ZYxtObRBmIp/s/sTrz/W26PP27dtl27ZtIiJSXS0SHS3y0ENeX4bnVK5RBdprVFHr3y7/rRhfNEpRdZFH3b0ucu1wiNxwv8hvXhQRkdraWklPT5cTJ05493ntYL38Q2YIUiRH1IG8GSKZd4g47R7196Ww9zns3KcKvP+w+syhd95RBdp37tRGhDvekWHyrlx85vc6W53E/jVW7llyj8v2mt2zC44dOybp6elS3/DCjxkj0q+fiNPpN5EKW6HIsWtFiueKiMg3h74RZiLLDi8Tkf/tAu7ZQNcmv1+Asu7PYLFYKiwWS1XD/5cBRrPZnOhJ34Bx/RXK3/qjij2uqYGvv4ZJk9SuP38RQRx9Gc8+vjiz6eWLfV8QZgjjln6B9YDV1tZSWVlJcrLKaRMZqVxeX36pXGB+pWqVSmQVrha3pw2Zhs1pY/GB9iUBaze7D6i8/dddAUB4eDixsbEUFBT4fdFtL/PowggS6KMORF+lMjnWBXKVHRXampwAP647c2j+fOjXT+Xu9ycDmUIu284kOvzh6A+U15cH3OUjDfmdOnbseCZ77ZQpcOiQSmPtV6rWAKK+f+C63tcRFx7H/H3z/SpWC+W/DehrNpt7ms3mUGAKnFup3Gw2p5jNZl3D/0c0yC32pG/A6NoZBppguUqu9N13Kp+PN+lr28tAplBJDllswOF0sPDAQm7oewMdwrSrmuUJjYtdjcof1AtQUgI/uyk2pAmOKqjdqna7NiSyGtJpCKYEEwsPLPSjYNQO1/AwuPKstzE5OZmampozLjB/UMhB8tl17o7eyEtAF67WPgKJXg/XXqbSPVRUkZ0Na9fCnXf6P+p1ACqaZx8qp9O8vfNIjkpmbK8AbrQDKioqqK+vP+fZnzhRxYO4qnGhKdWrGjY1Kjs4LCSM2/rdxteHvqbW1r701+3BZ+VvsVjswGPAj8BBYKHFYtlvNpsfMZvNjcXeJgH7Gnz+s4ApFotF3PX19Zq85voxatPLsVPMnw+pqarAub8xcRMhRLCPBaw7tY78qnymDNS+YlFbNC52NU1kNW6c2vbu1xegZr2q1Rt99ZlDOp2OyQMmszpzdctCF1phs8HKDUrxN0nnkJSUBJwdDP3BXuajQ88AJp89qA+HqEvV4p8ELtwUgHFXqOJG6Zv44gs1CQ6E4RNHN7oymn0soKK+gu8Of8fkAZMDuqkR4PTp0+j1+nM2NSYmqp3NCxb4MQjLlg31h89Y/Y1MHTSVSmsly474Vm+8NTSJ87dYLMssFovJYrH0tlgsLzcce8disbzT8P+3LBbLAIvFMsRisYy0WCwbW+v7X+Pa0aDXU/vtOpYtU1ZvIPY4hRGNmZs4wGIW7J9HpDGSG/ve6H/BTaiurqa6uvocyweUy2viROUCq/HXmm9VOoR0hjDzOYcnD5iMU5z+c/1s2Q3llWdcPo2EhoYSHx/vN9ePIOzlc3oylhiapc+IGgPOSqjd6bKv30jrAxekwE/rmDcPLr4Y+vQJjOiBTKaAvXxx/C3q7HV+zdvvCqfTSWFhIQkJCYSEnDvoTJ2qdjhv8Tz7dfuoSgd0ED3mnMNjeowhOSqZBfv9Z3UFd/g2JSEehg2kful6bDYJiOXTyECmUE0BW6q/4GbzzUSF+pA32gsaY9sbrd6mTJmiNvws84cRYi9RKY2jr2rhYxiQPIABSQPOpnnWmuVroUM0jBra4lRSUhJ1dXVUuSpq7CM5bKWU466TuEUOb8j0uVpzua2i08G4K5CtGWRnlAb02U/jdnTo2Wz7gJ5xPf1WsMgdpaWl2Gw2l2VKb7kFwsLUGojmiCjlHz4YQs5970L0IdyRdgffH/6eKpt/Ig2Dyr85Y0cTV5bDDX0zGe7fVPLn0IfxGJyRdO1TweQBk9vuoCEiQkFBAXFxcS4zeI4ZA506+ekFqF4LOFtMexuZPGAy60+tJ6ciR1u5tXWqmMnY0WpPfzOSkpLQ6XR+cf3sZyEGQumPi52DOiNEXQbVG8BZr7nsVhl3OTpxcnv8RiYH8BGMIYUujtFEdj7OlIGTA76psaCggJCQEDp2bJkyPTYWbrhB1fLQfL+L9SjYstw++1MGTqHOXseqXM/rLrSHoPJvRsGgUThEz9NDNwQ0xYuRcCpyUklLg2v7XN12Bw2prq6mpqbGpdUPyvV1xx2wdClUtJ6E1Avha1T2Tje5yycPnIwgLDqwSFu5G3aoAWCc6xzdRqOR+Ph4CgsLNXX9CMIBFtObcYQT67pR1FUgtaqaWSDp053Dzu5M77GOzp0DK7oquwcJiXDtYD8XsmmG0+mkuLiYhIQE9HrX6nDqVMjPV4vgmlK9FtCrwd4Fo7qOoltsN9Jz/BMAEFT+zfgqPY70ykGMqt4Q0K329fZ6VmzOJzwcskO0fspap9G6daf8Qb0A9fXwjetULN5hL4K6/RDlflXdlGDiwpQLtXf9rNwI8bEwdKDbJsnJydTV1VFZWamZ2By2Uc4p0rjdfaOIIaqKWXVgo34OHIC5eZcz2HkA8gOX4gLg5y1ZOB1gS9wVULmlpaXY7fZWn/0bb1TV+zSd+YpA1VqIuBAMro0AvU7PR7d8xMRePtSNbYWg8m/G4sWwJnQ0Yfk5cCQzYHJ/OvYTGYeqMThi2Ie/Y8vO0ujyiY+PPxPf7IqRI6FbN/hCSx1cvR6QVpU/KNfP5uzNnCxznQCv3dTVw/ptMGakqufshoSEBM1dPwdYhB4jZm5230hnUH+Tmi3g9F+oX3MWL4aFZQ1W6Ir1AZNbXFPMj4fWIaW92K9b2CLViT8pLCzEYDC4dPk00nS/i2Y5/6zHwZ7b5rN/dc+ruSxFgwpSLggq/yYUFsLq1RA+fhQY9PBz4F6AL/Z/QVxYRwbpbsfCN9gITFKzyspK6urqWkT5NEenUxvefv4ZytufbcI11evA2ANCu7XarDGz48L9GsX8b9qpXD7XtJ60xmg00rFjR82ifgRhP4vozbVEENd646grQKwBdf0sWgSpF3cGcy81MwoQXx/6Goc4GB5yL+WcJBt/hdaci9PppKioiMTERLcun0Zuv13td1m9WiPhZ1w+fkic5CFB5d+Eb75Rizo33BkLwwapGPAAuH7q7HV8Y/mG2/rdxkD9HVip4hg/+V0uKMtHp9N5VLRl0iS10/f77zUQbC9VO1mjLm+zaa/4Xlzc+WLtXD8rN6pkZsPcu3waSU5Oxmq1qvq+PpLLDso52brLp5HwAQ2un8C4AA8dUsXLJ00Cxl4Key1q53MAWHxwMT3jejIu9nH0GFstcKQlZWVlbbp8GrnuOuX6+VKLSxNR32v4YDC0YQT4kaDyb8LixapO74UXonY8nspVm778zIrjK6iyVjEpbRI9uZpw4gPyAogIhYWFxMfHY3QR8dKcSy5R9X0XaxF2X9Pg8on2bBfdHQPuYEfeDo6VHPNNbr0V1m1tcPm0vZGocSFQC9ePcvmEtO7yaURngMjRyvJ3+n8W2KjUbrsNFQEFkL7J73JLaktYcXwFt6fdToQunl5cwwG+DIjrp6CgAIPBQHx822mjIyKU73/JEg2ifmyZanOXh8++vwgq/wZKSmDlSjW90+mAqxpcPwHwfS45uIQOYR24qudVGBr8wRa+xY5/E+pUV1dTV1fncalGvV5t+Fq+XMX9+0TVWjB2BaNn5dEaXT9fHvRxUNy8C6pr23T5NNIYAuhr1E+jy6cX1xCJe//yOURfDlIHta6rzGnJokVw6aUNdXq7d4He3VukOPcH3xz6BrvTzu0D1GwojYmUcYJ8WtYX0JJGl09CQoLH2VsnTYKCAlXgySeq1gE6iPSPL99Tgsq/gW++UbvbJ01qOBDXAYYPVn5/P7p+HE4H3x7+lhv73kioQS24pjGROsrIxL/RHkVFalqfkOB50fBJk6CuzscNX44yqMtQfm0P42m7xXZjeOfhfHXQxwpfKzeqjV0Xex5SmJSU5LPrJ49dlHHCM5dPI+FDQN+hIde7/zhyRCUvO/Psg3L97DoARaV+lb3owCJ6xPVgWOowDDzW7wAAIABJREFUQNX31WHgAP5N6Ncel08j48erGYDPM9/qtRA+CEICW6imOUHl38DixapG77BhTQ5eexlk56tiH35iY9ZGimqKmNDvbJHUXlxLKNEc8LPrp6ioiA4dOrjc2OWO0aMhOdnHF6B6I+D0yN/flNv63caWnC1kV2R7J9dqg7VbVS4fD1w+jXTs2BGdTndmsPSGAyxCh4F+7alVpDM05PrZrBZ//USjy2di04jCqy9VRs9q/7l+SmtLz7h8Gjd2RZFID670u+vHkyif5kRHqwLvX30FTqeXgq0nwXayzSifQBBU/kBZmYpimTSpmSE6ZqTydazy3wvw9aGvCTWEMr7P+DPHjIRj4hccYgkO7H6R25i6wFOXTyMGg/ILL1vmQ66f6jVg7AKhvdrVbWKa0k5LDi7xTu7W3VBVrazaduDrhq+zLp+xROL5LAtQA6TUQI3/cv0sXgwjRqhQ3jP07qbcP3589r+1fIvNaWNS2qRzjvdnIsVYKOSAX+R64/JpZNIkyM2FzZu9FF7d4PL5L0b5NBJU/qj0zTZbs2kvKNfPRQP8Zv2ICEsOLeGaXtcQExZzzrk0JlFDEafwz5S/0Yptr/IH9XeqroYff/RCsKNC5fKJurzd+YJNCSYGJA3w3u+/ciNER8GI9iepT0xM9DrXTz57KOVY+1w+jUQMBX2U31w/x4/Djh1qrescdDpl/e/YC2Vab+tWLDqwiO6x3bm488XnHFdpL3R+m/mWl5djs9na5fJp5Be/UMkOvY76qV6rIrlC2v/eaU1Q+aMsnwsuUNZPC8aMguNZkOmlq6EV9hbs5UTZCSaYJ7Q414frCSHCby9AUVERkZGRREZGtrvvlVdCQoKXrp8zLh/vpr0T+09k3al1FFS3M/rGZoPVm+GKERDadmRTcxoHSW9cP2ddPi2/5zbRGSFyFNRsAtF+FujS5dPI2EvB4VR/N40pryvnp2M/MSltUotcPjGk0pVL/RbxVlBQgF6vb5fLp5EOHVSa8y+/9GIp0JoF1hP/Ey4fCCp/KiqUBTtpkvLwtGBMQ4ZBP4S9fX3oa3TouNncMvQvlCj6Mp6DfHWmwpdW2Gw2ysrKvLL6QbnLJ0xQM6b69uYeq14LISkQ6l2+4Nv634ZTnHxzqJ15Jrbvhcr2u3waCQ0NJS4u7kz2U09pzOXTk6uIwktrL+ryhjTP2kfALF6s1rl69nRx0twLunTyS9TPsiPLsDltTOzvOnVBGhM5TQbFHNVUroh47fJpZOJEleZ5x452dmycvbnJ5RNoNFH+ZrP5erPZbDGbzUfNZvOzLs7fZTabMxp+NprN5iFNzmWazea9ZrN5t9ls9n9MWzO+/14psBYun0ZSkmCACdK1t36WHFrCpV0vpVN0y1SyoHyf/4+994yO40rTNJ90MImEtyToQBIIACToDeidSFGGBCSRVTLdVSqnqp3u6t09PX22e3pOT83p07OzO9u9W7M929WlqZJK5SiJFJNk0YreeyeSQBCgJ0GCSHibicyM/XEzQJj0GZHSFPWcgwMgIyJvmogb9773+96vi8c8RNu2m5ubgegkH5U33oDOzggrfHm6oPdSRFE+w5mWP41JmZP4rDbCqJ8DJyElGSpH2jeHS05OTsQVvpqooZmblPF61O2SPAcMyZpLP/fvw9mzQc59Vfo5exU6tLUVtst28lPymT/Gv32z+nlpPfqPRfJRWb9eDIAinvl2H4PE8hH2zV8WMXf+kiSZgP8GvASUA29JklQ+bLc7wDJZlqcBfw/8fNj2FbIsz5BlOY4myoLPPhMVuxYsCLLTikq4Uaep2dXdtrtcfnJ5SJTPcEp4FRMJmoe9ORwOEhMTSU1NDb1zAFatEna3EV0APWcAd0wjH4PBwOtlr3Pg9gHa+trCO8jjEfbNC+dAYvQFmaORfmTEDEWKJMpnOMYEUeKx+wQo2vkK2+3i9+vB7kurFooY6KPa2Uw43U521e2iSqrCaPDfBWUwntHM0Vz2dDgcGAyGqCQflawsWLkyQumnv1FYOH9FRv2gzch/HlAvy/JtWZZdwCYYeqbLsnxSlmU1YPg0olD7l05fn0hYqqoKIPmorPDdGTTUPlXZIljnn0QaE1lNDZ9pFvbm8XhoaWkhJycnJt/0hAQxAtq+PQKzq54TYMoeUbErUl4ve51+bz9/uBmmz8QXMrS2i5t4DCQlJZGamhqR9FOLnULmkUaMHskpS8Dbrmlxd7sdysuhpCTITlNKID9HU+nn4J2DdLm6gp77IIIeGjhHG9oY+qmST2Zm5oiKXZGyYQPU18PVq2Ee0OP7/FKCjTLjixadfyHwYND/D32PBeJ7wO5B/yvAPkmSLkiS9J4GrydsDhwQUSvVodbhxhfCxHGaSj922c7UvKlMzgqufZezgXbu0UCkAqN/Wlpa8Hq9MUk+Kq+9Bq2tcCwcNcLrgp5zIm49wGgvXOYVzqMwtTD8hK/Dp8U8feHs0PuGIDc3l66uLnp7Q7ttdvCIR5yNbqF3ONa5YEgQo38NaG4W/vQhz32DQQx+zlwWZngaYK+1Y0uwsbIoeN2KMsR6QA0xJvb5iDSjPRjr14uPJmyL8+6TwsTQ8pUY9wKgRZVkf8NHv8NUSZJWIDr/wXOfRbIsN0iSlAd8LklSrSzLI9ysampqon6BfX19fo//8MMCbLY0CgpuEurpcysmk739EHVnzuFJs0X9WgBana0cvXeU90rfC/m+DEYJQ4mJ483/yrSm8Es7BnrP7e3tGAwGHj9+zJMnTyJ+7YMZN85AYmIJv/xlG6NGBS+ybjNeZ6ylj/uOMXQ3Rf9dqizLX8ZndZ9x4YsLWM3WgO8XRWHSvmO4yify4EHsI0i3W0TcXL9+nZSU4N9HfcYmGAUJtyqoccX+nseYS0hqP0J90wrAEPg9h8G2bel4PKOZPv0ONTXBO3Vr0SjGO1083LyDzjmhzfCC4VW8fHbjMxbnL+Z2XejkyfQiiQve35Bxby0Q+LwOBzVMt6WlhXYNrGlnzhzPpk1GNm4M7v9lpJuShKs0e16gKYrXHst7DoqiKDH9lJSULCgpKdk76P+/KSkp+Rs/+00rKSm5VVJSUhLkuX5SUlLyb4c/fv78eSUWbty4MeIxt1tR8vIU5c03w3ySmnpFmb1OUez7YnotiqIoH1z6QOEnKOcfhfe+PlRWKv+vUhZRG/7es8fjUY4dO+Z3W7SsX68oY8cqitcbYsen/6got9critelSbuH7hxS+AnK5uubFUXx/34VRVGUurvie9u8W5N2FUVRzp49q1y8eDHkfh8pa5SfKsWKVwn14YRJ+25FufWCovTVKYoS5D2HweuvK8ro0Yri8YSxc79bUVa8pSh/909Rt6dy6sEphZ+g/Pbqb8Pa/6DyH5T/oBiUTqVRUZTY3vP58+eVCxcuRH38cP7Lf1EUUJS7d0Ps2LFPfG+9tVG1E+t7VgL0t1rIPueAYkmSiiRJSgDeBLYP3kGSpHHAZ8CfyrJ8c9DjKZIkpap/A2uAaxq8ppCcPi1MmqrCXYeTJsLoPE1CPu21dsamjWXWqFlh7V9KNQ5qcHAz9M5BaG9vx+12azLtVXntNXjwAC4FK8CkeKD7lFi0NEQeY++PxeMWk2PNCZ3wdfi0mJ8v85fEER25ubm0t7fjDBLn2kc7dzhEKdUY/E6OoyClEjDGLP309oa51qViNsGSuXDsHLhjW3C219oxG828XPxyWPsLyUzhJjtialetyBaJj1UoVMkspPTTfRJMOZBYrFnbWhBz5y/Lshv4c2AvUAN8IsvydUmSfiRJ0o98u/0dkA38f8NCOvOB45IkXQHOAjtlWd4T62sKB7td1O1+6aXQ+wKiA1nu0z67ovU1gG5XN3tv7aW6tDrsBVc1UkSNHIkWh8MRdXJLIF59VXQgW4M5LjhrwNumaUq72WimSqpiZ91OXJ4gvjdHzkCFBDnavedwon7q2I2Xfm30fhVThsgO7Ylt8XX/fmHNEVLvH8zyShHuefl6TG3ba+2smLCCjKTwfOwLmE4646nFHlO7WoQ3D2fyZJg6NcS573UKV9aUBTGvdWmNFpo/sizvAnYNe+xng/7+PvB9P8fdBqYPf1xvFEV8YStXinDFsFm5AH63DU5egDWRmZKp7Lu1jz53X8hIh8FkMI5RzKIWO4v4q6jaVQZFOkSb3OKPnBxYskTcTP/+7wPs1H0CsIBV20je6tJqfnHpFxy+e5ixjB25w5MmqKmHH39b03ZTUlJISkqiubmZwkL/sQ212EkhnzH4j2OPGusiaPkZ9D+O+insdpGpunx5BAdVzhRhsofPCLfbKKh11CI3y/zF/L8I+xgDBkqp5jw/w0n0uQYOh4Pk5OSQ6zSRUl0N/+k/iQV0v5OK3ovCltv65Xv5DOerdSuKEzduwK1bEY58QIwgszNikn7ssp3MpEyWjIvs5lFKNQ84RSfRLdJ2dXXhdDo1HfmoVFeLKlD1/pIxFUVMe5NnCI8aDVlVtAqrxRo42/eIrxzg8thCPIejVj5Ti38Px42TOnYhsR4j2t1oAREtBT6bjMjxeERm9iuviHDdsElOgvkzhIwWpcW5vVaM3v1ltAejlCo8OKOubhdrRnswqquFw2fA6nY9J8FgheTobph68lx2/qpGtz6yc1BYWi6dD8fPi4pQEeL2utkh72CdtA6LKTLtW0g/0Wuf0Xj3h4u6buJX++y/6ytUrf3IJ9mSzNrJa9kmb/PvtnnkDBSNFaG6GpOTk4OiKLS0tIzYdodDuOiMzL45XCyjhBtqT3S6/6lTolZ12Gtdg1leKWZTUVqc22vtzBk9hzFpkYU7jmMJSWRGLf20tLSgKIounf+sWcIXzO7vpSkeYcet4VqXljyXnb/d/qwkYcSsXCDinc9eifjQo/eO0trX6tfILRT5VJBBEbVR6v4Oh4P09HQSIhruhUdREUyfHuAC6D6JqFqkT3JLlVTFo85HXG8dpkV3dAlHyuUayy4+0tPTsVgsfnV/mW1YSKGIVbq0jXUh9F3HRGfEh0a81jWYJXPFAs+RyAusN3Q2cObRmajOfRNmJNZxkz/gjcLi3OFwkJCQQFpaWsTHhsJgEKP/vXv9WJzrsNalJc9d5//wIZw7F4XkozKnAlKsUWX72mvtJJmTWDNpTcTHqtrnbfbjjPCi7+3tpbu7W5eRj0p1NZw4ISKohtB9AhLLwKzdgutgXil+BZPBxIFHB4ZuOH5OOFIu01byUTEYDGRnZw8kzal48VLLNop5CQtJurQtOhMvNmNki6+KIjr/VauE5h8xmekwoyyqc3+HLGaskax1DaaUavpopckaWbKj1+ulpaWF7OzsmDLag1FdLSKoRvhc6bTWpRXPXee/3ReEGnXnb7HA4jnC6ySCSs6KomCvtfPipBdJSYhO+y6lGg9O6onMSD8W7/5wqa4WncuOwaqU+ym46p7p1DqQbc1myfglHGw4OHTD4TOQmwXl0bmHhkNOTg5ut3tIwlAD5+jisbZRPsNJmATmPFKN4XoLCKJe6xrMskqouysq3EWAXbYzOWsy5bnDbb/CYxJrMJPEo9QDoXceRGtrKx6PR9dzf+lSyMgYNvPVca1LK567zt9uB0mC0tIYnmR5pfCKuVob9iEXH1/kQceDqEc+AGNZiJWciLVPh8OBzWYjOTk56rZDMX06TJgwLOxNXZTUOdKhSqqirr2OWy23xAN9Tjh1UZRrDCuQPToyMzMxGo1DpJ9a7BgwUUx4cexRYTCAdSEpRhm8oW0mVNTOKeK1rsEs88loEYz+O5wdHLh9gGop/PDm4SSQwkRW8yj1QEQ+Vw6HA5PJRGamfvVyLRYR8rxjh/DAAwatdek38ImV56rzb2uDQ4eiXOwazMJZYDFH5PVjr7VjNBh5teTVqJs1YaaEV6ljJx7Cc1NzuVy0t7frOvKBZ9rn/v3C6hkQkQ6WcZCgr59JlSS+0G2ybz3k3FWxLqNxlM9w1E7F4XAMLDjXYmcCy0lG5+LcKYswGvqhN3wZxG6HykrhYhs1YwqgeAIcCf/c3123m35vf0wDHxAz3x7LY54Q3nqbGt6clZWFUcdBAIhzv7lZSJ/AoIHPV8fIbTjPVee/a5e4M8c07QWh+c+bIS6AMMPe7LKdJeOWkGONrRMW2mcb9xhhf+SXeEg+KtXVojbC3r2ApxN6r8Rl5FOUWYSULj3r/A+fFt/R7Nh8aMIhJycHp9NJV1cXDmQc1Oor+agkVeBRrGGHfD58COfPazDwAXFTvVILLeFZattlO7nWXCrHxHYzlliHQTGGPfPt6Oigv78/Luf+iy9CYuIg6afnpG+tS/voOq14rjp/ux3y80WkT8ysqIRHjVB/N+Su9S31XHt6jddKX4u52Ymsxkxy2BeAw+EgKSlJ8+QWfyxaJBJd7HZ83v1eEZkSB1YWruT4/eM4Op+K9ZjFc8R8XGfU0FmHwzEQiaVLiOdwDCY6vVOh53RYHv8xr3UNZtl8Edx+7FzIXV0eF7vqdrFeWo/JGFvOQwq55PTOjOjcj9W7P1xsNli9WsieSv9TcN78Sks+8Bx1/k4n7N4dgZ9JKJbMFVpHGNKPmtxSVRp7p5CAlcm8SC3bQmqfbreb1tbWmL37w8VshnXrRMKLt+skmLJi9u4Pl1WFq/AqXs7u+Uisx+gs+agkJCSQnp7u6/ztjGI26f6yjXWg0ztNlHcMw+Nfk7UuFWmiqHB3OHTI5+G7h+lwdsQs+aiM7lxJI1doJbiTJojOPyMjA0scBgEgbqz37sGjm74k0K9gVu9gnpvO/+BB6OrSaOQDkJ0J00rDWviy19qZUTCDCRkTNGm6lGo6eMBjgrmp6ZvcEojqanD2OfF2nxOj/jj5mZRllDE2bSyuA8fEesyC8EzztCAnJ4eW/vs8VE7HZ9Tvo9tbCobEkEZv6lqXZue+wSBurmcuQU/wBWd7rZ0USwqrirTJeSjsFDUA5KHekSPo7u6mt7c3ruf+unXio3G2ngTLWEiIzyAgWp6bzt9uF1OzlcHrR0TGikq4eQceBQ57a+xq5OSDk5pIPirFvIKB0Nqnw+HAYrGQHpGBUWysXg0vr7iE2dgX12mvwWCgqmQ9FTXdeOZMBZs1bm1nZ2fTnH0SDEp89H4fCgmQPFvoy0HWnjRb6xrM8vng6ofTgQcgXsXLNnkbayevJdmiTaRZav948pga1rkP+mS0ByIvD15c3cm4vCtxkztj4bno/L1eYT3w8stiUUYzVGkhSMbjdnk7Copm016AFHIYx5KgF4CiKDQ3N+ua3OIPqxV+9K0TdHRZUZJmxK1dgLdTljCp28q18tiK7USK1WqlNf8UVucY8tB/kXkIKQuf5VMEYNs2KCiAedq5WsOMKZBmCyp7nm84T0Nng6bnPoiZ7z2O0kNzwH0cDgepqakkJemUaBeAP//uWSxmDw3tX3f+XwmuXk2msVHjkQ/AmFEweXxQ6ccu2ynKKKIir0LTpkup5ilf0MItv9tdLpfuyS1+UTwsnnmanYfmceFifP1M5tV58aLwQdqNuLbrpJPm9AtkPV2Auz9y+4GYsKoe//6jfpxOMfJfv17jlAfV4//E+UHB7UOx19oxGUxhe/eHi0QVCl5u4t9Nzel00tnZGf9zH1g25ySPn2bxyXYtFlf05bno/A8csGGxiJG/5iyvhMs1YpFxGJ3OTvbf3s9rpa9pPvpWteVAXj9OpxOj0ahrcov/hmtITmhj+/5F/r1+dMR09Bz1hSZ+27ATjze2oiORUM8evAYXOY7FA77xccOUDklToce/06zma12DUT3+L/m3mbDX2lk2YRlZydpG24xmNqkUBjz39fDuDwuvC5vxHMcuLsBu/+p3rV/9V6gBBw6ksmJFhN794bK8UuhKR8+O2LSnfg8uj0vzaS9AJkXkM92v9KMoCk6nk6ysLE29+8Oi+wRgpsM9N66dv7m5DWrq6V00HUePg5MPYit4Egm12LEqOeT2zgxa4EU3rAvBdduvx78ua10qqsf/kZHn/s3mm9Q4aqIycguF6nNVzx5cjCyspHr3W63xW/cBoO8SKL30Ghdy7JhI+voqo0nnL0nSWkmSZEmS6iVJ+ms/2w2SJP1X3/arkiTNCvfYWKmthbt3E7VJbvGHNBFG5fkNe9tau5Ucaw4Lx+qj/5VSxQNO0E3TkMc7Ozvxer1fguSj+pnMZM3aFK5fD+DxrwOpF4XUM+m1t0kwJTxL+NIZNy5uspMSwzpyc/JpaWnBE4HnkyYE8Pj3ekV8v+ZrXSrJSSLZ0Y/Hv1pjQYvwZn+UUo2bXm4z1E0t3uHNQ+g+CYZkps6ZEdzj/ytCzJ2/JEkm4L8BLwHlwFuSJA13b3oJKPb9vAf8SwTHxoQmfibBMBhE5MOwsDeXx8XOup2sL4k9uSUQpVT71T6/jEgHYJCfyYLgHv86kHrhOkwYg61YYmXRSuy1dv8e/xpzjyM4aaeUarKzs/F6vbS1hZf5qhkBPP7PnoUnTzTK6g3E8vl+Pf7tsp1Zo2YxLn2cLs1OYBmJpI+Qfr6M8GYAFK+Q3qzzmDU7gcLCABbnXyG0GPnPA+plWb4ty7IL2AQjgp2rgI9kWVZkWT4NZEiSNCrMY2PCboeKil7G6Gkvs6xShL2dehb2pia3vFamXYjncAqYQTrjRkg/qn95vJJbBhjkZzJhQhCPf63p6MJae3vAu79KquJW6y1uNOm/8FvLNixYmcTqgRKZX5r003cdPM/Wnux2kXiny1qXytJ5Izz+n3Q94dSDU7pIPiomLJTwCjfZgZdnMy01vFkP7/6gOGvB0wopC4N7/H+F0KLzLwQeDPr/oe+xcPYJ59io8Xjg4kVYvTryohcRMaMc0lPh8LNFt601WzVNbvGHqn3e4vMB7bO7u5uenh4SdZnnh6DnJCSWglmMugJ6/GvNifMYPN6B0Fu1TKDe0o+CQi12JrEGC8kYjUaysrKGGL3FjZSFgFfYPfiw22HFCmE3rBuZ6TC9dEjnv0PegYKim+SjUko1PTh4gBh0eL3eLyW8GRhY68IqBiABPf6/QmhRwN3fpzz8zA+0TzjHAlBTUxPhyxJs2pTI2LHt1NTou/oyaloJqUfOcPOLa3hNBrZc38Ki/EXcDcP7JxaSrTNwj+/lyINfMKbrBbq7uwe2RfuZRYOZNooTb/LU/SrNvnanTUtEUSby85838MYbI6OhtKJwx+ckp6dSb3CDr+2KrAo2Xd7Eazn6zbxakq7RWfSItIY/o6ZdtOt0Ounv7+fq1au6VE0bTF9f36DvWGFyQiZ9T/by8OE4bt9OQJYn8Y1vPKGmplXX15FVVkT+73ZSf+QE/XlZ/ObCbxiTMgZzs5maFm3PwcHv2WMswlhs4UTrL+h5Kgz2PB7PsM8lHihMtByin0k8kO8DIuErNbWEX/2qk5KSkQvxkaDX+9Gi838IQ8xMxgANYe6TEMaxAJSVlUX14srKRCcY7fFhU/UiHLtAWY+bM4VOmvqa+Nbcb+nebgmTOc1f0jX2AmX8mAsXLpCamorVatX/PQ+mYwc4IG9CNXkJ4wHhIzN+PJw9O5p//++jqZkZBq5+uFZP6/wKyqZMGXj4Lcdb/LuD/460wjQK07Sv4QtwgN9iwMjy0e9hHS3WV/r7+zl58iQ2m41Jkybp0q7KiPPasQxL527KJhWxfbtIbnrvvQLGjCnQ9XWQmgG/28nkRw46K6dxestp/mzun1FerunyHTDyPX/Bapqyj1Ga/QF1N+vo6OigoqIivlFurnvwsInE7DcpS3/22tatg717MyguzsAcQ08bS/914UJgy28tZJ9zQLEkSUWSJCUAb8II443twLd8UT+VQLssy4/DPPZ/DCpnQlIiHD6NvdaO2WjWPLnFH0L7fJWb7KDX2f2lJbfQfQIshcK/34eqfe7bJ2LNdeHcVejppXP2lCEPq+G122X9Tqda7IxnKVaeLaxbLBYyMjK+HN0/ZSEoTui9gN0Oc+ag71qXyphRMGk8HD7D3lt7dQtv9kcp1bRym0bliwHv/viHN/vWulKGeverHv8n4xd1HBExd/6yLLuBPwf2AjXAJ7IsX5ck6UeSJP3It9su4DZQD7wP/Jtgx8b6mr4UkhJhwUw4cgZ7zVaWT1hOZnJ8EqxKqaaXFq517AK+jOSWbuHdb10oevxBVFWJLNN9+3Rq+8gZsCbTM6xcY2lOKSXZJdhlfVacm6mniet+vXxycnIG6ibHlaQKMKbS4zjB6dM6R/kMZ/l8uHyD/Rc/0zW8eTglrAMMXHV+gsvl+nIGPj0nIbEEzLlDHl67FhISvrpRP1rIPsiyvAvRwQ9+7GeD/laAPwv32P9hWb4ADp0m9VYjr73zF3FrdhJrMJFILdsoSf5x/JNbes4Cbr9GbkuWQGamuABef13jdr1e0fkvmIliGXoqGwwGqqVq/un0P9HW10ZGkrarnrIvxFDyE5yWnZ1NXV0dDocjLnUUBjCYwToPQ8sZTCYPr70WxxHw8kr4xScYjl9g3UvrMBs16VpCkkoBY6hENmyjghfiH97sdohIn8zvjHxtqbBqlQh3/sd/HDEu+tJ5LjJ848biOXiNUP2kYCDiJB4kYqPIu4pHtgNk53wZkQ4nwZghKhcNY7DHf394lSfD50YdNLcG9O6vLq3G7XWzu263xg0LySef6WQyYcS2pKQkUlNTv6SQz0UkJ3TwzfXX0EFyD0zpJPqybax5mDZQVjNuTVNNc+I1EnL74h/erNpqBHCwra6G27fh2rU4vqYw+brz15L0VM6PcvKWo4gxafEQW58xpvMF+pKfQF5ge2ldUPrFyD+lEgz+R5rV1dDaCsePa9z2kTNgMsKiOX43zx8zn/yUfM2lny6ecp8TQb37c3Jy6OzsxOl0atp2KDo8c+hzWvjhn56M70jTYODMZHixKY/VhUvj2DBM6H0RgM7R5+PaLiAGPubRYBnvd/P69WLE/1WUfr45/gCDAAAgAElEQVTu/DXkUccjPsq8SVGbGe4+jGvbqY9ng2LggW1/XNul9wooPUH9y9esgaQkHS6Aw2dgdoWwFvaD0WCkSqpiV90unG7tOuGb7AAUSgkcRqpqz/Ee/e/Zm8znx2czb0pwj3+tURSFf0m5hNVjwnpBjlu7AN6mTKzd42lIOxjXdsVa12VIWRRQ0ykogMrKrzv/P3q2y9vZVuAbeYdR4UsrPB4PPU0GcntnIRvi5Keg0nMSDEmQHLhyVkqKuAHY7Rr2R/cewZ0HsDR4Qebq0mq6XF0cvKNdx1CLnXTGU8D0gPtYrVaSk5Pj3vnb7XDwzAKSzE+E2VucuPD4AluSZVzJlqD1LfTA4XAwqmM5901H6UXfnIYh9Jwj0FrXYKqrRbLp/fvxeVnh8nXnryF22Y51zDiUsslx7fzb2trweDyUKOt4wmVauRufhhUFuk+JalLG4BnFVVXi5L98WaO21Q5mWfAKJSuLVmJLsA3UUY4VJ13c4nNKqcbgN0dRYDAYyMnJoa2tDXcAv3utcblg504wpCwADOLGHCfstXYUkxFl8WzhcOuOj7md0+mko6ODUqUKBQ832RmXdgER3hxgrWswatTV9q9YEPvXnb9GtPW1cfDOQaqlagwrKuHaTXgaH09Xh8OByWRiRvKbQOj6pprhugkeR1jlGtetExYwmk1/j5x55qgahERzIi8Xv8w2eRtexRtzs7fYiwdnWOUac3JyBiqqxYPDh6GjA1a8kAmJ5QELvOiBvdbO0vFLSVy1DNo74Wp8MmzVz7Y0bRU2Rg1EYelOGGtdKpIkEh6/atLP152/Ruyq24Xb6xZGbmr0yVH9p7+Kogwkt+QaJXKZErK+qWZ0nwKMvmpSwcnNhUWLNHL5bGmDq7WwLLjko1ItVdPY3ciZh7F/H7XYSSaLcSwOuW9aWhoWiyVu0s+2baKM5gsvIHRoVz30N+rebl1zHdebrovErgUzIcHi1+JcDxwOB0lJSdhSUimlijp200+f/g0PrHUtCmv36mpxc26NoyoVij/+zt/dSgC7IE2x19opsBUwr3AeFI2FcaPjcgF0dHTQ399Pbq5IMFHrmzpNcbAV7jkpqkiZwnNQrK6GK1fgzp0Y2z16VkhOAUI8h/NS8UuYjeaYpR8P/dzkD5SwDlMYKTKq9NPS0oLXG/usIxhqneq1ayE5mWfZpnGQflQDvSqpClKsMHc6HBnp8a81w737S6mmn27ucEDXdoFBa10zw9q9uloYTe6MoyoVij/uzl/xwIN3yDBqHWM4lD53H7vrd1MlVWE0GH0e/5XCeqBTL18DgcPhwGAwkJUlSuWVIrTPBtsRXdul/zG47gSN8hmOZh7/R84Kuad4Qli7ZyRlsGLCCrbWbo3JbfMeR+mjLSzJRyUnJwePx0OrzkO+Cxfg0aNB5RotY0T4YRykH3utnZkFMxmf4Qt3XD4fHjXCrXu6tjvcu38Cy0kgVf+Zr+L1FS2aE3KtS2XuXBg1Kn71LcLhj7vzN5jAMpZ0U2BzIy04cPsAXa4uXisdFPq3vFLc6k/o17aiKDQ1NZGZmYnZ5xw1ylff9JFN59HPgJ9J+J3/pElQURGj9tnbB2cvC8kngkD26tJq6lrqqHXURt10LXbMJDOJNWEfk5GRERePf7sdTCZ45ZVBD6YshL6r4OnQrd3GrkZOPjg51MtnyTzx3egc9KB696f76rOaSaSYl5HZPsTjX3OcdeBpjujcNxpFzP/u3dAXB1UqHP64O3+AlMUkG+745B992Fq7lbTENJZPWP7swaklkJ0Jh/wX1taC7u5u+vr6hviZGDFSShVPbCfopzfI0THScwISikQVqQioqoJjxyDqvvD0JXC6Bgq3hIuacR2t9DPYuz+B8O0zTCYTWVlZNDc36+rxb7fD0qWQNbhWunURwuNfP/lxu7wdBWVo55+TCRWSrrJnIO/+Uqrp5ikP0fHG03MCsdYV2TlYXQ3d3XAgDqpUOPzxd/7WRRgMim7ap8frYZu8jVeKXyHRPGgKaDSK0enJi6Kz0gF1NDnczKqUajzGXm6jU8KXp11UjYpA8lGprhb6dNTa5+HTIqlrxpTQ+w5iTNoY5o6eG3W272Mu0sFDyoIkdgUiJycHl8tFR4c+I/C6OrhxY5Dko5JYDKYcXaUfu2xnYuZEKvIqhm5YXgm1t0SJRx1Qw5uHn/vFvIQRy4jyjprSfRKSpoW91qWyYoXw+/mqRP388Xf+CUW4lGxfpR3tOX7/OI4ex1DJR2VFpU+muKJL2w6Hg7S0tBFFQ8azDItHR+2z5wzgjWjaqzJrlrAZjuoCcHvg+Hlh52CO3LSsurSas4/O8qjjUcTH1mLHgJESXo342KysLAwGg27Sj6ojj3DxNBjFwm/vefBqbzPR6exk/+39Irx5uASnLsbrNPp3OBwYjUYyM4c65yaRThErqWUrih6BHv0Pof9eVOd+YqIoqbl9u1CEv2z++Dt/g4FOz3TovSTSsTVma+1WEk2JvFT80siNcypE9IMO2mdvby9dXV0DUT6DMZPAqK6l+mmf3SfBlAsJxREfGlN90ys1IoY8zCif4cTi8e/Puz9c9Pb4t9th5kxROGcE1oWg9EHvRc3b3VO/J7B3/7jRIupNh3DnweHN/rz7S6mihXqa0CHXoNsn40Yx6wVxg376FM7ENwnaL3/8nT/Q6Z0GuDXXPhVFYWvtVtZMWoMtwY+/jMUCi+eI0ESNb/WBJB+Vws6VQ+qbaoZXFAshZUHUHrVR1zc9fFrEkC8IL7xuOGU5ZRRnFUcs/TRTz1OuRRTlMxy9PP4bG0WxkIDe/cnTwWDVRfa0y/bg3v3L58OFL6BD24i3zs7OoN79EmJ9R5eZb/cJSJgMlvyoDn/5ZdEtfBWkn+ei8+9VJoApC7q1Dfm8+Pgi99vv83pZEKP65ZXQ2i6SkjRE9YpPTk72u31U9xJMJGivffZeFCPJKEc+IBYmMzIivAAURYwi500Hq//3HAqDwUB1aTUH7xykrS/8PIhg3v3hovrMaz3637FDfDQj9H4Vg0UsTHafFqHPGuHyuNh5cyfrS9ZjMgaQ4JZVgscLx89p1i48+wwDefenUUgh87Tv/N2t4LwRleSjkp4utP+tW+Pqu+eXmDp/SZKyJEn6XJKkOt/vEaWrJEkaK0nSIUmSaiRJui5J0v88aNtPJEl6JEnSZd+PTnUPjWBdIIyYNNQ+t9ZuxWQwsa5kXeCdFs4CixkOaSf9uFwu2tvb/Uo+KhavjSJWUYtdW+2z+zgYbZA8LeqnsFhESOKOHRC27c3NOyJ2PErJRyUaj/9a7BQww693f7jo5fG/bRtMmADTgn0dKQvB2wZO7WSQI3eP0O5sD16usXwy5GZprvs7HA4yMjKCeveXUk0D5+gg8vWdgPScBpSYBj4gbtT19RDXGvN+iHXk/9fAAVmWi4EDvv+H4wb+UpblMqAS+DNJkgaXmfi/ZVme4fvRr6JXyiLNtc/Paj5j6filZFuD6MApVpg3Q9OMx1CSj0opVbRyi6doVBlTcYviFdZKMaKMgYjrmx48+SyCKgbmF0bm8f/Muz/2mrRae/x3dxv4/HPxWQZV4KxzAbOmQQ/2WjsplhRemPhC4J3U7+uUdhFvbrebnp6eMM598X1p6nPVcxLMBZAwMaanWe+r8/RlJ3zF2vlXAb/y/f0rGHmFyLL8WJbli76/OxG1egtjbDdykmeAMUWzC0B2yNQ4aoJLPipqxmPdXU3aVv1MQpUI1Fz77L0K3k5IWRLzU734ooh+CFv6OXQKZk6BzPSY2jUZTayX1oft8S86D0Wzzh+0k35OnLDhdIZRq9eYImwIurXx+PcqXuyynbWT15JsCSHBLZsvIt7OaRPxpt44Q3X+OZSSRbF25763R6x1WaNf61IpLBQZv1+27h9roc18WZYfg+jkJUkKarEoSdIEYCYweB7455IkfQs4j5gh+M3GqolhjtTX10dNbT2jzWWkdB6nrnktEFt90/dr3gdgimlKyNdmGpVJscGA49MdOF5fHVO7Xq+XlpYWrFYrtbWB1xH6+vp4WNNG9vjpXDZsIu/uGzG1C1Bg3k66MYGb91NQNIikqKwcw6efJvL9798Kej0lNDxl0u0HPPnWLFoDfNZ9fX1hnyOzUmbxvut9Pjz6IUtHBa86dX7Mb0hJLKTlloXWGN+zoiiYTCbu3bunScz/nj35ZGa6yc6uCykhZBgnMspyjtvyQZzK6Jjavdp8lYbOBuamzQ39mdsslCQn0mHfw5Ns/0V3IqG3txez2cydMAyi8vKWIGd9xJWbZ0jwRhaTP5xU40XGWPq56xhHb1Ps5/7Chdn89Kd5HD5cR35+cO0zknM7EkJ2/pIk7QcK/Gz620gakiTJBmwB/hdZltUz/1+Av0c4r/098I/Ad/0dX1YW3DM7GDU1NeL4rpfh6XnKJrgheWrUzwdw/Phx5o6ey4rZK8I7YFopuddvkfu3sRV2b2xspKmpCUmSBtLa/aG+52beYj9/zegyG+mMjb5hxQP3b0BSJaX5gYuYRMKf/An84AfgdpcF16xPfQFAwTerKMj3P+Ib+I7DoKi4iL8681dc7L7ID8t+GHA/J51s5jRz+BHlZdoUxL116xYPHz6kuLh4wJIjGvr64OhRD2+/baKiIoz37c6D+x8zMf8JZK6Kul2Aj/Z/hMlg4r1l75GZPGKZbyRL5pF5/iqZJSXCgyJKnE4njY2NTJgwgQkTJoTcP4XvUcsvMUq3KeOtqNsFoHEz9GUyQXoppIVzOLz3Hvz0p1BTU8zy5cH3jeTcHs6FC4HtZULKPrIsvyDL8lQ/P9uARkmSRgH4fj/19xySJFkQHf9vZVn+bNBzN8qy7JFl2Qu8DwSvzBEr1jlgSIhZ+nnQ/oBzDefCk3xUVlT6Fi1jq7HrcDhISEggLS28kYwaoRKz9umsAU8rpIS2Mg6XdevEDDqk9nnotLDLCNDxR0qSOYmXJr8U0uP/Jjvx4KScDZq0C9p5/H/+OfT0mHgj3AmdORsSS2MO+VQUhc01m1lZtDK8jh/EIn1LO3wRW3lHVS4LFugwmDHMJ4X82KUfr1N491sXadLxA5SVQXFxGOf+lRqsNbc0aXM4sWr+24Fv+/7+NoyMK5QkyQD8AqiRZfmfhm0bbAzzGqBvjXtjsqg61X0iJu1T9Yfxm9UbCDVKJYYSdx6Ph+bm5gEL23DIpZQcSrnBlqjbBXxhshawand/zs+HBQtCaJ+Pn0JNPayMLcJiOK+VvkZjdyOnHgT2XrrBZmwUMBbt2lYzsmPV/bdsgdRUDytXRnBQyiJw3gS33zFaWHzx9AvqW+rZUB7BDXHhbDCbYy7v2NTUhMlkCrnWpWLEhMR66tgVm8d/73kRLKLBWpeKwSDWag4ehPb2ADspCvzk/yFznz72HLF2/v8ZWC1JUh2w2vc/kiSNliRJjdxZBPwpsNJPSOf/KUnSF5IkXQVWAP9rjK8nNCmLwNMkLoIo2Vq7lfLccqQcKfyDxoyCyeNjyvZtbW3F6/WGXOwaTjkbuMcRuonSZ0VRROdvnS0WDzVErW96L5D770Ff57withDP4bxS8gqJpkQ+vfGp3+0uuqlnN2W8jlHDdBjV47+5uRlPlIl//f3CImDlyk6GOXsERw1RjGHmu+XGFowGY/AQz+HYrDBvmli0j3LQ5XK5aGtrIykpKaLjynkDF13cYl9U7QLQfQyMqTGFN/vjtdfEd/mHPwTYoe4uPHhM97QSTdtViemslmW5WZblVbIsF/t+t/geb5Bl+WXf38dlWTbIsjxteEinLMt/KstyhW/benXxWFesCwAj9ESX8OXocXD03tHIRv0qyyvhco1I+oqmbYcDs9lMRkZGRMeVswEFLzVsjapdXHXgbhQ3To15zfcxfvZZgB0OnRK+/WNjW6QcTlpiGi9OfpEtNVv8Sj/17KGfHsqIfaF8OLm5uQML99Fw6JCoCLV6dWdkByaMA8sE0ZlFyeaazSwdv5S8lODlM0ewciE8fAJydEXl1ZlSYmJ4/vkqRawkiUxusDmqdlFcwtLBuhAMscbHDKWyEkaPhs2BXtqBE2A00jk7MhPDcHkuMnyHYEoTjnxRjn52yDvwKJ7oO3+vV9g9RIjX68XhcJCdnY3RGNnXls80spgc/QXQfQyRKKet9AIweTLMmBHgAnC0Cj8fjSUflQ1lG3jY8ZCzj0Z+HzfYgpUcxhM8Giga0tPTsVgsNDVFNxPbvBlsNli0KAqrCNtS6LsG7sjXHGqaarjRdIM3yqK4IS6vBJMRDkQnYTQ1NZGcnBzxIrkJC6VUIbMNN1HkV/ReEuUabdpJPipGI7zxhvD47/R3Hz94CmZNwZMWe5SU3/Z1edavOimLoP8BuCKvNPRZ7WeMSx/HrFGzIm9XLTgeRcZje3s7brc7YskHwICBcjZwh4P0EOFFr0o+ydMjtrANl40bRbLXw4fDNhz2JcatWKBLu+ul9ViMFjbfGHrn6aePm+yglOqwyjVGitFoJCcnB4fDEbH04/GINZJXXoHExCgklJQlgBKV1cmWGrFuFFGgg0pGGsyZJkazEUo//f39tLW1RbTWNZhyNuKkIzqL8+7jwhspzHKNkbJxIzidfizOb9+HOw9glfazbZXntPNfDBig+2hEh7X1tbHv1j42lG2I6iQU5R3nw5lL0BNZoZWnT59iNBoHyjVGSjkbUfBEHvnQf1/Y2Fq1i/IZzgbf2uGW4WvSh04Jd8hJ43RpNz0pnTWT1rD5xuYhhVZu8zkuujSN8hlOtNLPsWPQ1ET4UT7DSZgAlnERn/sgOv+FYxcyOjVKCW7VQrjfEHGyo8PhQFGUsKN8hjORF0gkPfKZr+IRiXEpC0SUoA4sXAgFBfDp8KWnAydFf6HxWtdgns/O35wDSVOgK7ILYLu8HZfHxcYpG6Nve1kluPrh1KWwDxks+fizsA2HUcwkg6LIL4DuY4BBF71fpaREeNMMuQDaO+H8F7Ay9ozKYGwo38C99nucbzg/8NgNNpNEBhMIM4cjCjIyMjCbzRFLP1u2iALtL/lxEA+blKXQ90VE1e3qW+q5/OQyG8piuCGuWOCTfiKTXJuamkhMTCQ1NTWqZs0kUEoVtdhxE4HNRN8V8HZoGt48HJNJ3Mh37YKuweanB0/C9DLIiW6wFw7PZ+cPkLIM+u9GJP18euNTxqWPY35hDP4yM8ohPRUOh1/esb29nf7+fvLyIlxkG4Qq/dxmP71EUNKy+zgklok4cR3ZuBFOnBBFyAE45rPBXqGP3q+yXlqP2WgekH7cuKhlGxJVmNFntAfPpJ/m5ma83sC5BoPxesXC+Nq1QvOPGttSQIko6GHLjRgkH5XMdJhdAfvDl37cbjetra3k5uZGN9v2Uc4G+mjjDgfDP6j7OBiSRKF2Hdm4USTt7VLjI+89ErOjVfqe+89x5x+Z9NPW18be+r3RSz4qZhMsnQfHzodtaRmr5KMyhY14cYef8NX/EFy3NI1vDoQq/QxE/Xx+AgpyhTOkjmQlZ/HCxBfYXCOknzscxEk75TpE+QwnLy8Pj8cTtvRz5gw0NMQg+ahYJoBlbEQz3y01W5g7ei7jM/xVjImAlQtF53YrvEGXWvs4WslHZSKrSSA1/Jmv4hVBIda5YIwsvDRSFi8WOS8DM9+DvkVxnda6VJ7fzt+cA0lTw74Atsvb6ff2840p34i97WXzoasbLoTOaVMln5ycnKglH5XRzCGdcVzHf2z7CLqOiN827SNehlNaClOn+i6A9k5RqH31Yl0lH5UNZRu43XqbS08ucYPNJJDKRGLzYAqHSKWfzZuFHfarkVeSHIrB4JN+roqs7RDca7vHuYZz0UX5DGflAhHmEmbUT1NTU0QZ7YGwkITEemrZiof+0Ac4b4CnJS4DH5MJXn9djPy7uxGfzdQSMfjRkee38wdxAfTfBdfdkLuqks+8Qg0yXCtnQlJiWAlfquQT68gHnkk/t9hHH2HkGnQdhsQpYI5eboqEjRvh+HFos58Sks9q/bTWwVSVVmEymNhc8wm12JFYhwV9R3swNOonlPSjKGJWtGaNKAgSMylLAG9YIc+f1Yjp2BvlGnT+WRkwa4qQfkLgdrtpaWmJWfJRKWcDvbRwl8Ohd+468qwQThzYuFGUNT36+yei8L1O4c2Dec47/yWAIeToX5V8NpZv1OQkJCkRFswScbwhQv20knxUytmAl35kdgTf0XVP3BhtyzVpNxw2bBCdXMeW41BYAGX6Sj4qOdYcVhSt4FjHr+mlWZfErkDk5ubi8XhobQ0+Aj97Fu7efSaPxUzCRLAUhiV7fnrjU6bnT2dylkbfx6pFIozx1v2gu7W0tOD1ejUZ+ABM5kUSsIWe+Soe8bkkzwOjVZO2Q7FkCeTmQtsnvgS8OAx8nu/O35wNSRUhLwBV8tlYHkOUz3DWLIHmVrgUuNCKlpKPSiHzSWNMaO2z6wgiykf/aa9KeTksKm+nsOEqrImP5KOysXwjmeMaMHutFBNLKE1kZGZmYjKZQko/mzZBQsKzjOiYUaWf3ivgCVzS8l7bPU49PMU3p3xTo4YRWrbBEDLq5+nTpyQkJAR1r40EC8mU8KpP+gmy3tZ3TUg+Nv2ivYZjNgvpZ2rDMTxTS0U+kM48350/+KSfe0Gln0+uf6Kd5KOyZC4kJ8HewKn2bW1tmkk+KkaMlPEG9eyhjwCe8ooC3YdFJrTOUT7D+d/mncKEF8fM+Eg+KutKX6asDFxPJ2IhuhrB0RCO9OPxwMcfi+LfGvWDgpSlCOknsP7+8fWPAfjmVA07/5xMmFkeVPpxu900NzdrJvmolLOBHhzcI8iAr+uwiPLR0MQwHL619AEVSXe5Nio+A66vO/8B6eeI381qYpdmko9KUqJY+D14Urg7+aGpqUlTyUdlChvx4Awc9eO6IzKgbcs0bTccVriPIfcV8smlori225FymeRkOHK2eUjCVzzIzc0dCGn0x/Hj8PgxvPmmxg0nTALzaOj2f+4DbLq2iXmF85iYGVvpwhGsWvQsi9UPamJXfn6+ps1O5iUspHCdj/3voLhFbou1UrgAx5HK9mN4FQM/q9cvp2YwX3f+5iyf189Rv7HH22q3aRflM5wXl4rIljMjS9zpIfmojGEB6YzjC37nf4fuw4BR1+QWvzhaSZGvc9C8mE0fx0/yAbjG7zG6Uzh+5TEXHgcugKEHWVlZmM1mnj71b7W8aRNYrRpE+QzHYBCRXL2X/Ub9yA6ZS08u8dbUGAuh+GPVQtH+Pv8z36dPnw4UvdeSBKyUUsUNNvtP+Oq9BN72uEo+ACgKxv3HuJk2lV/vzhJRPzrzdecPYoTbf18scA7j4+sfMz59PHNHz9W+3coZkJri9wLQQ/JRMWJkKm9xi30jbZ4VRcyCkmeAKcxiHVpx4AQGrxfT2iUcOwb3g68HaoaLHmrZRjlvYMLC774IcFPUCaPRSG5uLk1NTSO8fvr7RYjn+vUQpo19ZNhWAl6/QQ+brm3CgEHbtS6VnCyYUwF7Rw66XC4XLS0t5OXlaTvb9jGVt+ilxb/Nc9dhYVtu1TexawQ378C9RxhfXEJ3t7Ds1puvO3/w+dYYxRc/iKbuJvbd2sdbU9/S5STEYhEhXYdPQ99Qx8HGxkZMJpPmko9KBW+j4Bm58OuqB3eDyICON58fh4njWP1D4eWzaVN8mq1jJ/10M9v8Li8Xv8zH1z/G443Oaz9a8vLy8Hq9Iyp8HTwIDocOko9KQpH46Rqa+aooCpuub2Lp+KUUphXq0/baZcLr50b9kIfVxe9YMtqDMYk1JJPFNX4/dIPi8tWtWKSbl09APj8GJiOT31tIYSH8Lg7jj5g6f0mSsiRJ+lySpDrfb79DRUmS7vqKtlyWJOl8pMfrjjlTjHS7Dg4ZhXxy/RM8iod3pr2jX9svLhUmbyeeSQ0ejweHw0Fubq7mko9KPhXkUj5S+uk6DJjiL/k0OuDyDVizmKIi4XUejwsA4At+j40CxrOUt6a+RUNnA0fvRW58FgsZGRkkJCTQ2Ng45PGPPxaLvGvX6ti4baVIaup/Vk7jSuMVah21+kg+KisXgMUMe4auOTx9+hSr1Rp2xa5IMZNAORupxY6LQfpKz3mfffNyXdoNiKKI2f/8GRiz0njrLdizB2Ks9BmSWEf+fw0ckGW5GDjg+z8QK3yFXAbPpyI5Xl9sL4D7ibgIfPzu2u+oyKtgal5sxd6DMnsqZGfAvmedjVrlSevFrsEYMFDB29znOG349BXFKxb/kmfpZt8cEDXy4wVx03n7bbhyBa4HjoTVhD7aqWMXU/gGRkysk9aRYknh99d+H/pgDTEYDOTl5dHS0kK/LwDA6RSJXdXVEGENk8hIWS5+dx0aeGjTtU2YDCZtErsCkWqDxXNEx+eTu5xOJ+3t7bpJPioVvE0/PUODHroOgzFNN/vmgFy/CQ1PRfg34tx3u4MUedGIWDv/KuBXvr9/BURQ202T47UjZREYEqHrAAB3Wu9w8sFJ3qnQcdQPIrf7hcVw/Dx09QBC8klISIi4YlekTEVoCdfw6St910XFLlskhWE1YvdhkdQ1YQwA3/iGcAH4vc59cC3b8OAc+CysFivVpdVsvrEZlycCB0gNyM/PR1GUgapVe/eK+q66ST4qlgKRye2b+SqKwqZrm1g9aTU51sjrR0TEi8tEvovP6kRd9NZL8lEZx2LSGPNs5uvtg55TIvpP44pdIdl7TMyAfHW+Z8wQdid6z3xj7fzz1dKLvt+BvjEF2CdJ0gVJkt6L4nj9MVpFiceuI6D0Dyz6vTlV7ysPccd3uuDoGfr7+3Vd7BpMFpMoZP4z7bPrgIhv1tG+2S+374uU9peXDzyUnw8vvCAuAD0jL6+xiXTGM4ZnvulvV7xNa18re+v36tewH2w2G8nJyQPSz+9+B9nZsGpVPBpf6ct3ucPph6e5135PX8lHZfEcSGkGffMAACAASURBVEkWN39E52+z2bBa9c2sFUEPb1LPHlHgqOekKNIe7ygft0fMfBbNAZuQuQwGeOcdOHoUHviPhNWEkLc4SZL2AwV+Nv1tBO0skmW5QZKkPOBzSZJqZVmOSFStqamJZPch9PX1hXW8zSgx1nKY+/JWfnnhl8zOmU3P4x5qHkffdlhYFCblZOLavAs5Pw1FUejp6YnLe87LXMmlgv+dM7fszOEgXd6pNMh3o243GnI/2UO20UhdUQGeQa95+fJ09u0bzccf32H69L6gzxHu+x1yjMnBreJ9SM3fobapduDxMd4xZCRk8LMTP2OyNz4WEypGo5G2tjZOn77B1q2lbNjQRn19o999o3nPgTBRQHGCkeZ7n/LP566SYEyglFLNnj8Yo2aVk7r/ODXrltDZ2YnNZgvYrpbv2ZZYiXeim4OP/5nl3c0kGjKpv2sG9H/PKilXZcY1t/JwWjGdg97X3LkWYDI//Wkj77yj3XseguKb5kXzU1JSIpeUlIzy/T2qpKREDuOYn5SUlPzbSI4/f/68Egs3btwIb0dvv6LceUNpufuXCj9B+Zdz/xJTuxHxz79SlHlVytXDR5XTp08rXq83pqcL9z13KA3KTxSjcsD5bUW59YKidJ+Lqd2I8XgU5ZXvKsqPfzJiU3u7oiQmKsqPfxz6acL+jgdxUvkn5T8oKI3K9RHbfrTjR4r1H6xKl7Mr4ueNhe7ubuXQoUPKJ5/cV0BRzpwJvG807zkoDX+jeO++pWT/H1nKNz/9prbPHYxTFxVl9jrlye+3KocOHVL6+voC7qrle/YqXuW/KpLyS+9CRbm1RlGaf6HZc4fN3/5firLiLUVxukZsmj9fUaZPj+09+/pOv31xrLLPduDbvr+/DWwbvoMkSSmSJKWqfwNrgGvhHh9XDGawLcPWf5XMhER94psD8cpK8HhJPnyW/Px83SUflVRGUcRKvjBuRzFlxn+x6+J1eNI0RPJRSUuDdetExEuYpQ8i4gofMZo55FE+YtvbFW/T09/D1tqt2jccBKvVis1mw+VqRJJgrg7pJQGxrcTgaaLU5uHb078den+tmDMNJSsD8/4TZGZmkqjr6vYz1KCHe5yi3dQjgj7iSXePKFW6ZgkkWEZsVoMe6ur0CTuNtfP/z8BqSZLqgNW+/5EkabQkSWpdmnzguCRJV4CzwE5ZlvcEO/7LxGNdgcWo8HdzVpJtjaOvzYQxOIvHU3D+uu6LXcOZ7t1Iq7mV+xljwaBPaGlAdh8Ga/LAYtdw3nkHnj6FfX7ycWLhCVd5wmWm47+TWzRuEUUZRfzqyq/8btcTi6WAwsIufvSjrnh620HKIpwe+KE0idWT9K9nMIDZhHPpXDKv1TMqRduM3lBM4x0wKFzNcEOCPrWiA3LwlFjre9n/OoMa9LBzp5aGTs+IaVlbluVmYMRylCzLDcDLvr9vA9MjOf7L5ODjBoo6e3hzQnFc21UUhcezypjw8R548AQkjb1UglDWlclOm4nLtvvEWKcpMvqcIsRz5QLhdeSHl1+GnBz44APxt1Zc5dcYMQ9E+QzHaDDy7enf5j8e+Y/cb7/PuPT4dQy7d+cxZ84tli1rBGKp1xgZjr5u9t5vZMO4UZjxEGP3EBGPZ5dRZP+cnIs1MDl+536W08B4bwaXbPdZjIKBON5tdx6EsaOgQvK7uaBA3ACePtXne/g6w3cYH1z+kM8etJFvagC3I27tdnZ28nBKEYrZBDsPhT5AQxI6jzOlZxLXjXuGJr3ozfFzYuobYOQDwsb4nXdEurtWSS8e3FzlNxTzCikEDmX81vRvoaDw0ZWPtGk4DBQFfvGLBOrrs+npeRJ2fV8t2HRtE7+of0iyyQs9kRVZjwWPx8PDlAT6xhZg/EMENXa1oGs/MzrH0GJq4AHh19WOmSdNcP4Lce4Hmd79+tfwD//wOOD2WPi68x9EW18bW2u30pO0CAMKdH4et7afPHmC15aCsngu7Dmsj8jtj/4GcN5ghvIWLkMXN9gSn3YBdh6G3CyR6BaE73wHXC7tYv5vs58unjAjgOSjUpRZxPIJy/nw8odxc/o8fRrq6yEzs2Ag7DdefHTlI9oYD+YC6IxfmKvD4cDj9aK8shJu1IUs8qIZige6DlCuvIqFFC7zYXzahYHQVl5aHnQ3s1m/shZfd/6D2HRtE33uPtZN+aFw+uzco2+QuQ+Px0NjYyO5ubkY162ClnY4dUn3dgHfRW5kXPK/IZNJ8bsAHC1w8rwY+YSwsJg+HWbOFNKPFlzhI5LJopjQOtK709/lVustTjyIz0j417+G5GRYuzYLi8XCkydP4tJuTVMN5xrO8afTvgW21cLd0u3fZVRrnjx5QmJiIkmvrxXnwo79cWmX3ovgaSHR9jLlbOAam3DRo3+7iiJm9zPKYYy/KPr48HXnP4gPLn9ARV4Fs0bNgtS1wuCs7wvd23U4HHg8HgoKCmDRbMhIgz8c0L1dFI/o/JPnYDDnMYN3ucshWrmrf9t/OAgeL1SFt7D47rtw8SJcvRpbs310UMtWpvImZkJHlbxR/gYplhQ+vPxhbA2H89r6hJlddTWkpxvJz8+nubl5wO5BTz668hEmg4m3K96G1NWAAp0ar7L7wel00traSkFBAYasDFHkaNeh+Mx8O/eBMRWs85nBu7jopJY4RHddk+HuQ3glzgllw/i68/dxo+kGZx+d5d0Z74owy5QlYLCK0b/OqCOfjIwMMc9buwyOnhVe/3rSex48zZAmyhZO51uAgSvorHErCmz7HGZNhXGjwzrk7beFCeqHH8bW9DV+j5u+gFE+w7El2PjGlG/wyfVP6Hbpux6yZQu0tsL3vif+LygoQFGUEWZvWuP2uvno6kesnbyWfFs+WEZB0gzROeo881VnNgM+VurM94TONRU87aJ4vW0VGBIYz1IyKIrPzHfrPlHFb038SqT64+vO38cHlz7AbDTzJ9P+RDxgTBKp3t1HwavfRd/X1/ds5KOKe+tfgH63GAHpScduMGWIqkVABuMoYiWX+RAvOi40XrwODx6HPeoHEfGzfj385jcBC5+FxQV+Tj7TKST8APp3Z7xLp6tT95j/99+HiRNhhW9AaLPZsNlsuks/u+p20dDZwHuzBzmvpK4B92NdZ76KovD48WMyMjKe2Tksmg1Z6bBD55lv5+dAP6QJ6c+IkRl8m9sceGZ0qAddPcLOYc0SSIlPcfhAfN35A/2efn599de8UvwKeSmDYuxT14LiHOHzryXqhV1QMEj7KymCqSXw2V79Rl7uFmFkZVszxMhqBu/Sxh3uclifdgHs+4SPyaqFER32ne9AUxPs3Bldsw1c4DEXmc17EYX0LR63mImZE/nvF/97dA2Hwc2bcOQI/OAHIrZbpaCggK6uLrq6unRr++cXfs7o1NG8XDxoDWRg5qvfwm9rayt9fX2MGjXq2YNms1gHOnYOWgIXlo8JRYHOXZBYJmoZ+BCzQUXf0f/eoyLE+bU1+rURJl93/sB2eTuN3Y18b+b3hm5IlMAyQTfpZ/DIJzl5WL3Q114U9U2v6OQz0vU54BU3uEGU8wZJZHKBf9Wn3c4uUbd47dKAsf2BePFFGD0afv7z6Jq+wPuYSRaJPRFgNBj5wawfcOTeEWqa9Pk+3n9f9Hvvvjv08fz8fIxGIw0NDbq0e7/9Prvrd/PdGd/FbBwUT25MEr72Os58Hz9+jNlsJidnWLjtuheExbNeIc/O66JGderQBf9MJjCR1VzkfTzotOZg3weTx8OUEn2ePwK+7vyBn134GWPTxg4d+YCIsUpdC85aUdRcY1paWnA6nYwe7Uf3VqeFW3S48SgKdO6GpApIGDtkk4VkZvIdaviMTnSQG/YcFVmN1ZGPfMxm+P73RaGLOxF+HU66+ILfMpVvkkTkGZPfnfldLEYL/3pB+5uiywW/+pWwsigYFvxhsVjIzc2lsbERtw6LoL+89EsUReF7s743cmPaK8LpUoeQZ5fLhcPhoKCgYGTBoknjRCTMlt2gR55Dxy4xq7GNrFY3l/+JDh5S9/+3d97hUVVbH34nM5NKGi0QCE3IAUWRIogVRQUUBES9XBU7CmJB9CrXctGLXtGLKB8qooJiA8u1oCIiGERAWkApiYeQhHQgCaRPJpmZ9f2xE2rK1KBh3ueZJ8mcfc46JzNnnb3XXvu3WF7Hjh7yRyok74Uxw3yXv+kCp73zTylMYVXaKu7pfw/GgDpSDsOvVCXdir1fVDM3N5fAwMCTez6gJoSuHgKr13t/4rdyB1TnnNTrr6U/9+DAxnYWedeuCHz5g1q93PMMtw5RGxZZ4KIPVml8ZfTnnsYb10HbsLaMO3Mci39fTEW1d9MBv/5ahbMmTqx7e2xs7JF0YG9ic9hYuH0hw7oPo0tUl5MbBMVDUE8o+cbr4cf9+/cjIseHfI7l+hGQvR82/+5Vu9jL1GimxWUQEHLS5nhGEU4sW3nTu3ZBJTkEBdapY3UqOO2d/4LEBZgCTCeHfGoxRqhKR2WrvDr8rayspLCwkPbt2xMQUM/HMHYYVFWrZeDepOQbCGgBYZfUubk1Gl25nETewoEXa9nu+EMVqh47zO1DdOyoJn4XLlSVrpwlkbdoS+/jdPtdZVL/SRRVFvHp7k/dPkZdvP02dOoEV9UzGIqIiKBFixbk5uZ6dbHZir0ryC7J5p5+DTwQI0ZCdabqMHgJESE3N5fIyMj6SzVefgFER8JnXu6Bl61W83gRda/xMGKiHxPZywoO48XRfqUVvv9ZXVdE00l2NMRp7fwt1Rbe/e1dxvQcQ/vwenogAJHXen34WxvDrbfnA0cnfr/0YsqdrUAVqQ4fruK69TCAyRSTwV68GHb69Ds10ethz2fyZFXU3Nkyd3lsJ5ctLk/0nsglnS+hV+tevLnVe73ClBT48UeV3lnfWjeDwUBsbCzl5eWUlJR4zfaCxAW0a9GOkfEj628UNkTlwpd84zW7tRO9dYY7awk0w+gr1MTv/nzvGBZR1xHYQ41q6qEfd2MggK3enPdangBl5TDOl8WYXeO0dv6fJ33OIcshJvWf1HDDIK1m+LvMK07Y4XCQl5dHq1atCA6u3wEDcN1wNfGb6KWUu5LvAAdEjGqwWU9G04J23hv+FhxSIm6jhioVTw8YOhS6d4f5851rv4l5mAnlHG7xyK7BYGDSgElsytnE9jzvrMB+7TW1fuGeRqJRbdu2xWg0em3iN/VQKt/t+Y67+96N2XiynPARAoJU2mf5OrB5R1wpJycHs9lcd7jzWK4bru63r7y02Kxyu6pWFtlwtdhIOqIxiu0swoYLw8v6EIFPvlOduT69PD+elzitnf8bW9+gR8seXNbViZV2EdeqDIFKz2/6goICqqurG+751HLVxWrF7xIv9LykGkq/g9CBYG7YthEzfbmLPXznnRW/X65UGRw3eC7NGRAAkybB+vWws5FnYjn57ORj+nAbIUR7bHvCORMIMYUwf6uTT54GKClRkhXjx5880XsiJpOJmJgYDh486JUVv69tfg1jgJHJ501uvHHESMDulaw3i8VyJNx50kTvicTGqLz/L1d6Z8Vv8VcQEHW0YH0DDGAyFeSTzBee203cCakZMH7Un2Kit5bT1vn/mvUrG7M38sDABwgwOPFvCLsUAiI9nvgVEbKysggJCaFly5aN7xAcpIaKazdDtofqfuW/gP0wRIx2qvkA7sVAAJt5zTO7Nht8sQIu6Of0it7GuP12CA5WPeeG2MoC7FgZxINesRsdEs0t59zCBzs+oKDCM9XX996D0lJ44AHn2sfGxh6Jl3tCibWEhdsXcuNZNxIb7sTnYe4IIf3UqFE8c8I5OTkYDAY6dOjg3A7XX60KvP/koeJmdR5UbFQZTAGNF0fpxhW0pDsbmYvg4Wh/6beqAzes7jm2U8Vp6/xf2fgKkUGR3NH3Dud2CAhUcfKKXz0SvCopKaG0tJSOHTs6X63r+hEqIPyJm6ubain+GkyxENLfqeaRxHEWN7CNt6nEg1jzmo2QfwhuvMb9Y5xAq1YwYQK8/77KlKkLG1Vs4Q3OYBht6Ok121PPn0qlrdKj2L/DAfPmweDBzlfratGiBdHR0eTk5Hgk9fzeb+9RWlXKQ4Mecn6niDFgz1eZMm5is9nIy8ujTZs2zlfrGtxXad5/9LVnIdeSZUBAzSimcQII4HymksMmz6Secw+ojtvYq1Smz58Ij5y/pmktNU37UdO0lJqfJ42rNcVvx7xKNE2bWrPtGU3Tco7Z5sVyHfWzr2gf/0v+H/f2v5cWgS7MvEdeq34Wuz8UzMrKwmQyHb+itzHatIIrL4RlP6rl4e5QmQzWJIgcDc6MdGoYzCNYKWE7C92zK6Ju3A7tYHA/945RD9OmKTG0N96oe3sSn1FGHufjgpNzgjPbnMmI7iN4bfNrWG3uxYRXrFDSzQ+6OCCJi4ujqqqKgwfd64A4xMG8zfM4v+P5DOww0PkdQweBOQ6KPnfbCe/fvx+73U7Hjh2d38lohJtHw+497i94dFjUupawi8HUyDzDMZzL7QQTza+87J5dUNlKBmDcCPeP4SM87flPB1brut4DWF3z93HoinN1XT8X6A9UwHHSea/Ubtd13QcrK05m3qZ5BBgCeGCQk+PtWkxtVX5wyXKwu557b7FYKCgoIDY2tvF454n8/Voot7gvd1v8mUrvrCe3vz46MIBOXMxG5rq36vH3ZNipwy1jGpVudpWePeGaa+D116Gy8vhRlCBsZC6tiOcM3E8trY9pg6dxoPwAS3a5V2TglVfUauVx41zbLzo6mtDQULKystxK+1yespy9h/a61usH1WGIvB6qUqDS9dx7ESEnJ4eIiAgiIiJc23nkUIgMhw/c1FYqXanStBuZ6D2RQMI4j8kk8yWHSHXdblmFmqwecj60a+P6/j7GU+c/GqgtcroYaOy/OxRI1XU9w0O7blNiLeHtbW9z41k30jHChR5ILZE3gFig5FuXd3U53nksZ/ZQmQJLvwGbi7n31dkqWyNiFAS4LiY1mGkUk+Ge3O3iL1S8c5RvqnU++qgK+yxbdvyq3QzWkssWBvEQAT6Ibg7tOpSz257NnF/nuOyEExNh1Sp46CGV6eMKBoOBuLg4ysvLqaqqcm1nYPaG2XSM6Mi4Xi4+dUAVOA+IgmInc2yPoaCgAIvF4lqvv5bgIBUyXLuZwDwX0z7Fpjo+QWeql4ucxxQCMLGRuS7vy5c/QGk5TLjO9X2bAE/vihhd1/MAan42Vnl8PHBiV+l+TdN2aJq2qK6wkbd5Z9s7lFaV8vD5D7t3gKAzIGQAlHwFDudvvurqatfjnScyYSzkHIAff3Ftv6LPlXhbhGs9n1o0RtGS7mzgZdcmv9Iy4ZfN6sZ1UcfHWS69FPr1g8WLWx6nBPALLxBGW/ri5JyOixgMBqYNnsbOgztZlebaaGzWLIiMVBlL7tC2bVvMZjMVFa6FANdnrufnjJ95ZPAjDad31kdAoAp9VmyCKuf7byJCZmYmwcHBjad31scNV4PZRMsVLn73y34G2wGI+rtbmTYRxHI2N7GdRVg47PyOVdUq3HneOWqtzp+QRisDa5q2CqgrQP2kK4Y0TQsErgX+eczb84GZgNT8fBm4s679k5PdF9SqrKwkOTmZSlslL6x9gUFtBxFWHEZysXvHDDWcT+fAreSlfECRwzllyrKyMux2Ozabzf1raRNO147tMLz5IWmd2hwv/3gCtddspITugT9Q7BjI/pQDgHsSAV2jbiKx/b/5OeM9YiqcWyXb/u3PiAg0s/fcHtg9+PwaY/z4CB57rANvvJHF0KFlHAreTWrXHzjn4MPsLdznM7t9TX1pG9KWp354io6XOdejTU8P5H//68bEiYXk5OSTk+Oe7cDAQMrLy9mxYwdmJ4cPT/7yJFGBUVwcdrHb30EjPekeaKYk423ybM4J5FmtVkpLSwkPD0fXdbfsArS7oC+RaxPZs3Ez9shwJ/Zw0NW8GGhPemY44N41twsay+/dFvNd/r84q+A+p/aJWrOZ9gWHyLxzLOUefvdr72WvIyJuv+Lj4/X4+Pj2Nb+3j4+P1xtoOzo+Pn5lA9u7xMfH76pr29atW8UTkpKSRERk3qZ5wjPIT2k/eXQ8cThEsiaLZN4u4rA12ry6ulp++eUX2bFjh2d2RUS+XyPSf5TITxsabFZ7zVL4jkjqlSLWLI/MVolFZkusLJJLndsh76DIoLEis+Z7ZNcZqqtF4uKs0q+f+miWyjj5j0SKRYp8bnvuxrnCM8jP+352qv1dd4kEB4scOOCZ3aqqKlmzZo3s3LnTqfbb87YLzyAzf57pmWERkfzXRFKHiVTlOmd7+3ZZv3692O12z+zuyxbHgGtFXl3kXPuyX0VSrxAp+dEzuyLysYyWFyRKLFLceGObTWTsvSI3T1VfSA85ci+7QY3vrNPnehr2WQZHSiLdBnzdQNu/c0LIR9O0Y7UNxgK7PDyferHarLy4/kUu6nQRQ7oM8exgBoMaRlZnQ1njsrM5OTnYbDa6dOnimV2AKy5SdT8XfdZ41oW9SC1sCbsUAt2ItR6DmWAu5HEy+Jl9/Nz4Dos+U1kOt7kRW3YRkwnuvbeAbdvg8zV/kMwXDGSKW+qdrjKx30RiwmKYuXZmo22zslRq6l13QdvGAqSNYDabCQ0NpaCgwCmt/1nrZhEeGM6U86Z4Zhgg6m9qArio8cnu4uJiioqKiIuLq1/Dylk6d6DkgnOVTEhjWv8iUPQxmGKUNLWHXMrTVFLEZuY13njVesjMhdvH/akWdZ2Ip85/FnClpmkpwJU1f6NpWqymaUcydzRNC63ZfmKO5Euapu3UNG0HcBngZiC+cRb/vpjskmyevuRp5/PrGyLsQgjsBoc/ULVw68Fut5OdnU3Lli0JD3dmqNoIJiPcfr2Sht2wreG2RZ+BVEH0BM/tAv2ZSBgx/Ewjji73gFIwHHNVk2U5jBpVTNeusNL6b0wSzCAvp3fWR4g5hMcufIxVaavYkLWhwbYza/5t//iHd2yHhoZiNBrJyGg4/p6Un8RnSZ8xecBkokO8MK1maq208EtXQnXDst/79u3DZDI1rGHlAgWjh6oqd41l/lg2gzW5JtbfaHS7UWLpTw+u4VfmYKWBTD+bHRYsgW6d4LLBHtv1KfUNCf5ML0/DPr/t/E06v9JZBr49UBxeGIYdoWx9zbDy+3qbZGRkSEJCghQVeTEEUVUlcu3dIjc9JFLPUFpP2iiSNlLkwAvesysi62W2zBAkQ9bV32jmPJHB14nsz/eq7YZISkqSN774TWYIMj9lepPZFREps5ZJ65day1UfXFVvm5QUEaNR5P77vWc3KSlJUlNTJSEhQcrKyuptN3bpWAn/T7jkl3vx86jOF0kdIXJwTr1NDh8+LAkJCZKRkeE1s0lJSSJPvSxywTiRwsN1N3LYRbImiWRMEHFUe812lmySGYKslQbuqWWrnArLusKfNezzl+CT1E/IKM7g2SHPeqfXX0voYKUOePgjpZtzAtXV1WRmZtKyZUsiI70YgjCb4d6bQE9TQ8w6aGVcXdPr90zM7EQGMIkwYljF9Lozf7Lz1FqEscMgxs3MDjcJH/0U1uIo3r3rMZ/UAKmPsMAwHr/wcVamruSn9Lrlt2fMgMBAeNKlNInGiYuLw2g0kpaWVuf2zTmb+fKPL3n0gkdpHerFz8PUWskil/4A1SfLTYgIaWlpBAYGupfa3BB33ah6/+/9r+7t5eugaq8a8Xqh119LRwbSnRGs56W6M3+qq+HtJdCru8rt/5PT7J1/cWUx85Pmc3nXyxl2hpcX+xgMEH0b2ParhV8nkJmZic1mo1u3bt61C0onpHtnmP/hyaJXtoNEG9dBi6FKl8WLBBLGZTxLJuv4o64pnvkf1dQj9H2s/1jyQ7axN+BbYtMfY/PaaD7+uEnNc//A++kU2Yl//PgPHHL8k2fXLliyRGn4uLKw2xnMZjOdOnWisLCQoqKT4+BPrH6CNqFt3E9tboiov4PBDIdOrm1cWFhISUkJXbp0cX1BY2N06QjXXAaffacKvhyL2OHwYjB3hhaXe9cucAWzqKSItTx/8savf4TcgzD55j91rL+WZu/8Z2+YTVFVES9e8aJ3e/21hJwHwX3g8PvHrfqtrKwkJyeHmJgYWrTwQfEGoxGm3ApZefD1CXnmhTU3Y8vbvW8X6MtdtKYnq3gcO8eMeHb+oQpU3zJGSVI0EYKws+0rhBHDxHMeZMAAeOIJsFia7BQINgXz/OXPsy1vG0t3LT1u2/TpEB4Ojz3mG9sdO3YkMDCQ1NTU4xacrUpbxer01Txx8ROEB3lhvulETK0g6kYlGFh5NFdDREhPTyckJMQ1GRNXuO8WdQ+8tvj490t/UMVnom8Dg5cfOkA7zuFcbmcz844v9lJWAW8tUeUnvSxj4iuavfN/ddOrjIgbwYDYAb4xYDBAq0ngKIWij468nZ6ejojQtWtX39gFuGiA+rIt+EgVigCoTILyBA7ZL1dyFD7AiIkreJFC9rCNmgeNCLyyCFpFN0mGz7Hs5jPyQxMZwjMEB4Qxe7bKrJnrxqJMT7jp7Js4t925PLH6iSOaP99/D999B089pcTofIHRaKRr166UlpaSX6NyV22vZuqKqXSJ6sKkAW6uJnOGyOvB2AoKFxzJPsvNzaW8vJyuXbt6nuFTH21aqUWPq9Yf1fyxl8Ghd1Vt6rCLfGMXuJyZGDCy+tilTgs/gUPFMO2uv0SvH04D57/w2oU83e9p3xoJ6g7hI1RaZVUWRUVFHDhwgLi4uMaLtXiCwQCP3A2HS2DBx+rmK1wAxpYU2K/wnV3Uqt/OXEIC/6KCmkItO/5QQ14Pi7W4QhXlrOQRoip70h9VBPfSS2H0aPjPf2C/D2rQ10eAIYD/XvlfMoozmL1hNlVVMHUq9OihpBx8Sbt27QgLCyM1NRW73c4bW95gd/5u5lw1xvl3AwAAFsFJREFUh2CTD7+DASFqhGn9A8oTqK6uJj09naioKNq08XGm163XQeuW8OoiJZNa9CE4iqHVfT51wBF0YDDT2MUSpfiZmavqbYwaqmRY/iI0e+d/41k3EhUU5XtD0beDIQgpnE9Kyh6CgoLo3Lmz7+326g7XDVO5z79/rJQ7o+9A8I2cQi0GDIzg/7BwmFXVj8Ccd1SlIh9p+NTHL7xACdn02/8kARwd5r/0kqrxO21ak54OV3S7gnG9xvHcL8/xzNw09uxRIm6BPlbzNRgM9OjRA6vVSlJKEjPWzOCqM65iTE/3JD1cosWVqjRi4QIy0ndjs9no3r27b8KsxxISDPdPUMKBX3yiOl/hI1RnzMdcxHQiiOMbuRf73LdU2ckpt/rcrjdp9s6/yTBFQ/StGCxbCJMtdO/e3fsTXfVx3wRoEQqzP4HA3qrsXhPQjj6cz1S2md8jMzYNnrzf68qdDZFPMhv4L2dzE20sx9coiI9XmTVLlij55Kbk1eGvYsTES7umMOJq4RrvlTFokKioKNq1a0d+Xj6tza2ZO3yu7x0wqNh6m4cQexEhliV06NDBN/NcdXHN5dC/N8z7BIpDfDbPdSJBtOBq5nHQsJONnT6Fe8ZDa59Lk3kVv/P3IhXmqyipiiW+1Y+0jvZeilmjRIbDHW3hD2BNX5f0+j1lyM7xRBwI5ttZqdjO6tRkdh3Y+Yo7CKQFV9Wjt/7440r2+b77wEUNNI/oEN6RWH0m9m4ruOYfnzadYWCv7KXUVsrsfrPRWmlNZtdu6s4By/l0CN9G19gm/GcbDPCABlV2+LgbGJvOAfcsugxtfUfWTErh8Pizm8yut/A7fy8hIvyhp5By+FqMBiuGwnoqjPiC8nUweDcMbAfzl0GGm2phrmKpJOiZhVwz/yIOtsnlJ3w8t3IMG3iZHDZxNa8RXqfuIAQFwYIFkJ6upJ+binfegZSP7qez+Tye3jSZnJKm+TwOWQ4xcflEluUvI8oQRWZmZpPYBbWSN6XgQuyG1pgOvaIKqDQF1fsh7HO4MQYSUupd9+ITZr/N1S+eRYAphC9Nd7hX7+IU0uydf0VFhVtFL1wlKyuLkpISOnS9EEP0zVC+Ri1/9zW2fMifA8Hx8MxMVSrumVdVsXRfM2chZOaiXT2b/tzLBmaTTuNaR56ynx0k8C96MpbejG+w7SWXKMc/fz583ZDylJfYs0fNMwy5xMSKiR9itVu5/evbT8r99zYiwpTlUyioKGDKkCm0adOGffv2UVrqetEhVykqKiIrK4s2MZ0wtpuuFn0VvO5zu4gNDr4ABMDkf8NZ8fD8a7DfRc1/d/h+Daz4mchRt3ONcT6ZrGOdUrf5y9Csnb8oaQiKi4t9+gAoLi4mPT2d1q1bExMToxa/BPeBgnku6Z67jNjh4ItqdXHbf0LbGJg+GXbqtP3Ux4Hu1RtUsYoJY2FgH4bxMq3owZfcSjm+u/kqKeFTrieElozkTQw0HtN+/nml+X/nnbgtoewMFgvceKMacbz/PvRsE88rw15hVdoqXt7gQSlAJ3hz65ss3bWUZ4c8S7/YfsTHx2M2m0lKSsJ24iJAL1JVVUVSUhLBwcF0794dQvqo73/ZD1C2xmd2AZXWaU2CNg9DcCw8/4jK+nnqZdcLHrlCRg785w3oeybccQPncDNncxNreMazer9NTLN2/gaDgS5dumC1WsnKyvKJDavVyu7duwkKCkLTNDXBZjAqZxwQDAdmgsNHMdDCt1RJvdYPHl3Je9XFcMPVtFq+VjloX5CSrkYXZ8Wr1E7Uyt9xLKGcfD7lhuMXf3kJQVjGXRwmjRv4hBaN1g5SBAbCxx+r7J+xY32z+EsEpkyB33+HDz6AuDj1/sR+ExnXaxzTV09nZapvRoKbczYz9YepXN3jaqZfpCqpms1mevXqhcViITk52SedH4fDceThctZZZ2Ey1cxzRU9QVbPy54C1btkJjylfB8WfQvg1R1U7O7aHf94HvyXB3Hd9Y7esAh6fpbJ7nntUCS0C1/AGUXTmE8ZRQhOFXT2kWTt/UNonQUFBpKWlUVBQ4NVj22w2du3ahc1mo3fv3scX1TC1Ug+A6iz1ABAv975KlkPJFxBxHYRfefy2aXdhOSNOOehde7xr93AxTHu+Jrvon8fVIYylH6NZSAY/s5wHXKv65QSreYIkPudKXqQzF7u0r6bBhx/Cli1qBOBtX/jCC/Duu/D00zDimFrdBoOB98a8R++2vfnb539DL3C/mEldpB1OY9SSUcSGx/L+mPcJOGayPzo6mu7du1NYWEh6enoDR3EdESElJYWioiJ69OhxvGKtwQQxT6uSoQeeBpsLFbCcoVKHg7MgqCe0mnz8tuGXqnrXS5bB5997167NDk+8BOlZ8Pyjx2lXBRPJeL6milKWMoYqmnDS202avfM3GAxEREQQHh5OUlJSnfon7uBwONi9ezelpaX06tWr7tS2kH7QeipYtkL+K+CtuG/ZL1AwV5WTbHXPydvNZrKm3gYtI2Hqv2FftnfslpTBlH8pLfXZT9Yp4XAON3MR00lkgVcngDcxj3XMYgCTGIx7yftjxignvXQpPPyw9x4AixertNKbboJnnz15e4vAFnw9/mvMAWau/OBK9hXt84rdQ5WHGP7hcKrt1Sy/aTmtQk/+PDp06ED79u3JzMz06ug3IyODvLw8OnXqVLdcs6k1tPs32Ith/xNgL/GK3UDDAfVAMUar4wfUsZ5l6h1w4QD47wLvTQA7HPCf15WM+vTJcH7fk5rE0Jvr+IhcElnKGKqp9I5tX1Gf3Oef6eWNSl5Wq1U2bdoka9eulUOHDnl0PJvNJjt27JCEhATJzXWimtGh95X084EXnar81SBl61QVpewHRewV9TZLSkoSycwRufIWkWG3iaSke2a3uFTk1kdEzh8rsiGxwaYOccjXMlFmCJIgz4hDPJPR3iBzZIYgH8tosUndEr3Oyt46HCJTp4qAyMMPe15o6e23RQwGkaFDRSorG277W95vEj0rWrrN7SZph9I8sptVnCXdXu4mwc8Fyy8ZvzTY1m63y65duyQhIUGysjyr6OZwOCQtLU0SEhIkKSmpcYn08s1K+jlrsojNiSpYDWHdJ9V7x4rsu17Euq/htmXlInf8Q2TgaJFV6z2za7OJzHhFSTXP/7DR5ttkkcwQ5EO5Rqqk/nvUGQokRTalLHd7/4YknU+5Y3fm5a0yjhaLRTZt2iRr1qyR/fv3u3Usq9UqiYmJkpCQINnZ2c7t5HCIHPpQPQDynhax16+93uAxir4USb1KJPv+Ro9xxBnuzRAZfpvIkPEiW3533a6ISFaeyHWTlONfs9GpXexiky/kNpkhyFdyp1SL1WWzdrHJSnlcZgjyiVzf4DFc0Tx3OEQeeEB9+//2N5HycpdPTex2kZkz1TFGjBCpcPIe35S9SaJmRUnb/7aVjVnO/S9PZMf+HdLl1S4S9lyY0+Uj7Xa77Ny5UxISEiQlJcWtuhZ2u110XZeEhARJTk52/hjlG9UDIPN2EWumy3ZFRKRiu0j6dVK19zoRq5P1AUprHgDnjRb54Av3nvSl5SLTnlOO/60lTu+2RRbIDDHIWzJQSiTPdbsislM+kZkSIouKRrq1v4gPnX98fPwN8fHxu+Pj4x3x8fEDGmg3vKbe7974+Pjpx7zfMj4+/sf4+PiUmp/Rde3vLecvomqfbtu2TRISEkTXdbHZnO+JFxYWyvr162XNmjVy8OBB10+k6CvVa8+4VcSS7Px+tmKR/TNrHh4zGuzx13KcM8w9IDJusroJ3lqiisE4g8MhsjxB5NLxIpffJJLoXL3YI7uLQ36Sf8kMQd6SgXJQnL/mw7JP3pOhMkOQZXJvvT3+WlwteOFwiMyapXrt554r8ttvzu+bkyMycqS6e26+ufEe/4kk5ydLt7ndJGhmkMxeP1tsdue+g3aHXRZsXSAhz4VI+9nt5dN1n7pk1+FwyJ49eyQhIUG2b98uFovF6X3Ly8uPdHr27t3r+sPDslMk/XqRtGtFSlY674gdVTUdp6tEMu+UlCTnHnZHqLCIPPaCct7TXxQ55EJRpZ1/qPtm4GiRJd+4ZldEkuRLeU5CZbbEyh6pv+DTiVRKqXwn98sMQd6RC2Sb3vDIriF8WcxlF3AdsLa+BpqmGYHXgRHAmcDfNU07s2bzdGC1rus9gNU1f/sUs9lMnz59iIuLIzc3l02bNpGbm4u9gbz4srIydu3axY4dOzCZTPTv39890arI0RA7WxVZyX0Q8l+Gqgbi8Y4KKPofZN2ushui76yZSHNROK19W1g8G4ZdrATgxj8Iq9bVnw4nojImJj0FT8+BbnHw/svQr7dLZg0YuIxnuYFPOcRe3uRcVjCNUvLq3aecfBKYwWv0IptfuZaFjOJNjHh3xbTBoFYAf/MN5ObCgAEqW6ehdVFFRSpttFcvWLVKqYZ+8IFK7XSFnq17sunuTQzvPpxHf3yU894+j2/3fIvdUffnISKsTF3JRYsu4t5v72Vw3GC23buN3i1d/Dxq9H80TaO0tJTNmzeTlpZGVVVVvftYrVZSU1PZsmUL5eXlnHnmmZxxxhmuy0YE94aOr0NgF8h/CfIeA8uO+idexA5lP0P2fXD4PQi7BDrMoxoX77uQYJj1OEyZAAkb4fr7VAnIigZSvrLzYOY8uOMxsFTC6/+G8SNdswv0Ygx3sp5goviIEXzCOPazo9721VSSyDu8zpls5jUG8RC3kUCw3TdysAap75/vApqmrQEe1XV9ax3bBgPP6Lo+rObvfwLouv6Cpmk6METX9byaYu5rdF0/aU16YmKi9O/f/8S3nSY5OZlevXqd9H5xcTF79+6ltLQUk8l0pM6u2WzG4XBgsVg4fPgwZWVlBAQE0KlTpyOVkzzCUa5q/xYvA6pVWlxIHzC1U5kS9kMqo8GyFaRSTRy3vAeCzvD4mlm3BeYsgswcJb98QT/o0QWiItQNkZoJm39XuczRkXD332DciCMpbe5SSh6reYLfeR+ArlxOHBcQSWcCMFJMFlmsJ50E7FjpxTiGMYconJOMqPd6naCwUOn/L1qk1sZdfLF6deumpIqys2HTJli5UqWLjhypxNq6e6gfJiIs3bWUJ396kvSidDqEd+DqHldzTsw5RAZFUmItISk/ie/3fk96UTrtW7TnhaEvcGufWzEYDB5ds8ViIS0tjfz8fAwGA9HR0URERBBU8ySzWq0UFRUdWSMTExNDt27djmx3/6LtUPKNkj+3F4EpFkIHQmAnMAQrafSqdKjYqLab46Dl3RB2AeDZ58zeDCVAuPl3CA6CwX2VCmeblmB3KKefuEup0waaYdxwuPdmldnmAdVUsp4X2cDLVFFKO86lK0NpjYaJYMrYTx7b2csKKjlMe/ozgv+jE55fc2JiIv3796/zSd0Uzv96YLiu63fX/D0BGKTr+v2aphXpuh51TNvDuq6fJM6RmJgooaHufwCVlZX1SiuLCNXV1VgsFqqqqnCcUP/PbDYTFBRESEiI17XJjZQQZfyV8IBdBBsyMRiOfhZV0opyh0aRfRCV4npNgIauGYeDFr/9QeS6bYQmp2IqO5qW5ggKxNK9E8WDz6Vk0DlIsHfVQUvN+9gX9TXZLVZTGpSGGI7+v8OtXWhfdilnFF1PRJXzDzpo5HqdJCfHxFdfRbFqVTh79wZhtx+9Z+LiqhgypIwxY4ro1cvqkZ0TqbJXsTpnNd9mfktiQSIlVUczY0JMIQxqM4hhccMYETeCQONReVBvXLPNZsNisWC1Wk8a/RqNxiPf/SM5/F7CQBWRAVsJN24n1JBOgOHo6MMuoZQ74ilx9KfUcTbHJiV645qD92YSuW4b4b8lYy48mv0nxgAqO7WntH9vii8ZgC06wiM7J2INKCIj8hsyI1ZwOHg3joCj1xxsa027sovoXDySmIrBxy1e9OSaKyoq6nX+jX6imqatgjrFU57Udd2ZBfN1GXb5ieP20x7nn5wigs1mo7q6GqPRiNls9l0xiiMMqjFeDbZDgAMCWhBoDCcQcFemqtFrPussuHmcGnYXl6pXaDABLaMIMxoJA2LdtN0wvRiISoSvopwKCrBTTTixBAaFQhDgxijXox5h7Zn1gitqyiBYrSoc5HCo0othYYFAy5qX9+nTuw/TmIaIcKD8AGVVZbQIbEFMWEy9IRZvXPOx1H73AQIDA5tAlbaP+iEONdqVaggIxhgQRYTBQF2u1yvX3KsXjKop6VpeodauBARgaNOSELOZEHBy+aDrnMtg4D/YsVFKLnashNKGEFMURKFeJ+Bpz78+GnX+uq57WhUkG4g75u+OQG3F5wOaprU/Juxz0ENbHmEwGDCbzccv1moy42Ywx5wCuwYV8onybi/HGQIJI5CwJrfrDEFB4MsibPVhMBho18JHpQ8bwWQyeb2H7xSGALUu4FQQFqpeTYwRk9MhTV/RFIu8tgA9NE3rqmlaIDAeWFazbRlwW83vt0FdFcH9+PHjx4+38cj5a5o2VtO0bGAw8J2maT/UvB+radpyAF3XbcD9wA9AMvCpruu7aw4xC7hS07QU4Mqav/348ePHj4/xaIyn6/qXwJd1vJ8LXH3M38uB5XW0KwSatu6fHz9+/Php/to+fvz48ePnZPzO348fP35OQ/zO348fP35OQ/zO348fP35OQ7yywtfXJCYm/vlP0o8fP37+hPhU3sGPHz9+/Py18Id9/Pjx4+c0xO/8/fjx4+c05BQIeTQdmqYNB+YCRuAdXdeb9QpiTdPigPdRQnwO4C1d1+ee2rNqGmrqRmwFcnRdd118/S+GpmlRwDtAb5RQ4p26rv96as/Kt2ia9jBwN+p6dwJ36Lr+Jy+U6xqapi0CRgIHdV3vXfNeS+AToAuwD7hR1/XDntpqtj3/RorINFdswCO6rvcCzgemnAbXXMtDKPmQ04W5wApd13ui5DGb9bVrmtYBeBAYUOMUjSidsObGe8DwE97zSdGrZuv8gYHAXl3X03RdrwKWAqNP8Tn5FF3X83Rd31bzeynKIXQ4tWflezRN6whcg+oJN3s0TYsALgEWAui6XqXrelHDezULTECIpmkmIJSj6sDNBl3X1wKHTnh7NLC45vfFwBhv2GrOzr8DkHXM39mcBo6wFk3TugB9gU2n+FSagleBx1ChrtOBbkA+8K6mads1TXtH07Q/pza2l9B1PQeYDWQCeUCxrusrT+1ZNRkxuq7ngerg4aVyA83Z+XuliMxfEU3TWgD/A6bqul7SWPu/Mpqm1cZH669a0fwwAf2A+bqu9wXKaYL616cSTdOiUT3grqg6Q2Gapt1yas/qr01zdv4NFZFptmiaZkY5/o90Xf/iVJ9PE3AhcK2maftQob3LNU378JSeke/JBrJ1Xa8d1X2Oehg0Z64A0nVdz9d1vRr4AmqK3DZ/DtQUu8KbRa+as/NvqIhMs0TTNAMqDpys6/qcU30+TYGu6//Udb2jrutdUJ/xT7quN+seoa7r+4EsTdO0mreGAkmn8JSagkzgfE3TQmu+50Np5pPcx+CTolfNNtVT13Wbpmm1RWSMwKJjisg0Vy4EJgA7NU37rea9J2rqKfhpXjwAfFTTsUkD7jjF5+NTdF3fpGna58A2VFbbduCtU3tW3kfTtCXAEKB1TaGsGagiV59qmnYX6iF4gzds+eUd/Pjx4+c0pDmHffz48ePHTz34nb8fP378nIb4nb8fP378nIb4nb8fP378nIb4nb8fP378nIb4nb8fP378nIb4nb8fP378nIb4nb8fP378nIb8Pxg+HbTDaRpeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#specifiying color in matplotlib\n",
"plt.plot(x,np.sin(x-0),color='blue') #specify color by name\n",
"plt.plot(x,np.sin(x - 1),color='g') #short color code\n",
"plt.plot(x,np.sin(x - 2),color = '0.75') #Gray scale between 0 and 1\n",
"plt.plot(x,np.sin(x - 3),color = '#FFDD44') #Hex code\n",
"plt.plot(x,np.sin(x - 4),color = (1,0.2,0.3)) #Rgb tuple\n",
"plt.plot(x,np.sin(x - 5),color = 'chartreuse')\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2b6aa20>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"#specifiying linestyle with words in matplotlin\n",
"plt.plot(x,x+0,linestyle='solid')\n",
"plt.plot(x,x+1,linestyle='dashed')\n",
"plt.plot(x,x+2,linestyle='dashdot')\n",
"plt.plot(x,x+3,linestyle='dotted')\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"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": [
"#specifying linestyle with shortcut symbols\n",
"arr = ['-','--','-.',':'] #solid dashed dashdot dotted\n",
"for i,j in enumerate(arr):\n",
" plt.plot(x,x+i,linestyle=j)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f96d2a46898>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"arr = ['-g','--c','-.k',':r'] #solid green dashed cyan dashdot black dotted red\n",
"plt.plot(x,x + 0,'-g')\n",
"plt.plot(x,x+1,'--c')\n",
"plt.plot(x,x+2,'-.k')\n",
"plt.plot(x,x+3,':r')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-1.5, 1.5)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x))\n",
"plt.xlim(-1,11)\n",
"plt.ylim(-1.5,1.5)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1.2, -1.2)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x))\n",
"plt.xlim(10,0)\n",
"plt.ylim(1.2,-1.2)"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"plt.axis() allows to set the x and y limits with a single call,by passing a list which specifies [xmin,xmax,ymin,ymax]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[-1, 11, -1.5, 1.5]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x))\n",
"plt.axis([-1,11,-1.5,1.5])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 10.5, -1.0999971452300779, 1.099999549246729)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# plt.axis() can be used to automatically tighten the bounds around the current plot\n",
"plt.plot(x,np.sin(x))\n",
"plt.axis('tight')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 10.5, -1.0999971452300779, 1.099999549246729)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"#it allows even higher level specifications,such as ensuring an equal aspectratio so that on your screen,one unit in x is equal to one unit in y\n",
"plt.plot(x,np.sin(x))\n",
"plt.axis('equal')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'sin(x)')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x))\n",
"plt.title('A Sine Curve')\n",
"plt.xlabel('X')\n",
"plt.ylabel('sin(x)')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f96d28afd30>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(x,np.sin(x),'-g',label='sin(x)')\n",
"plt.plot(x,np.sin(x),':b',label='cos(x)')\n",
"plt.axis('equal')\n",
"plt.legend()"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"CONVERSION BETWEEN MATLAB_STYLE AND OBJECT_ORIENTED STYLE\n",
"\n",
"plt.xlabel() -> ax.set_xlabel()\n",
"plt.ylabel() -> ax.set_ylabel()\n",
"plt.xlim() -> ax.set_xlim()\n",
"plt.ylim() -> ax.set_ylim()\n",
"plt.title() -> ax.set_title()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(-2, 2),\n",
" Text(0, 0.5, 'sin(x)'),\n",
" (0, 10),\n",
" Text(0.5, 0, 'x'),\n",
" Text(0.5, 1.0, 'A simple Plot')]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5xLoRGsfs3JfP1W/PDqnAOKRlciIfXN+FHXvyuWL0LDbl5jldUkBZaJTA4uyd3PJhGs2SKvHOdZ1DKjAOuevs5tx0huccx6ifMpwux5RDefkF/GPMXDK37OaNqzqFVGAc0qZeFd4b0oWNu/IY8t4c9uw/ePw3hQkLDR+t2bqH696bTZWKFXh/SJeAj8HwF5fLxYO9WjCgfV3+/cNyPrNxHCaACgrd3PnJAmav2sa/L20X1Ocwjqdjw6q8cnkHlubsYujH88pNJxMLDR/s3JvPte/OoaDQzZjru1ArMbSn53C5XPzrojac0qw6D3y2iOkrtjhdkiknnpmSzrd/buDRPi3p2zbZ6XJK7cwWSQzvn8rPuplHJ5WPJl8LjeM4WFDI0LHzyN6+l7eu7kTTmpWcLskvKkRF8NqVHWmWVIlbPkxj5ebdTpdkwtz4OVm8PX0V13ZvxPWnNna6HL+5vGsDbu3RlLGzs3hrWqbT5ZQ5C43jeGbKMqat2MKI/ql0ahR6ba/HkhgbzdvXdiY6KoIbx8wlNy/f6ZJMmJq7ehvDvljMqc1q8MgF4XExqKLuO0/onVqbkd8sY9qKzU6XU6YsNI5h/Jws3pmxiiGnNObSzvWP/4YQVLdKHK9c3oHVW/dy17iF1hXX+N26Hfu4+cM06laJY9Tl7YkKw2vdu1wunru4Lc2TEhj68XzWbg3fMRzh96/nJwuydjDsi8Wc1rwGD/du4XQ5Zapb0+o8ekEKU9M38uKPK5wux4SRvPwCbv4gjf35hYy+phNVKgbnIFh/iI+J4s2rOwJw4wdz2XsgPHtUWWgUY8feA9z20TxqJcYyanCHsPxldKRrujfiYu88VVOXbnS6HBMmRkxOZ/G6nfznsnY0S0pwupwy17B6PC8Pbs/yjbk88NnisDwxHv7fhiVUWOjmnvEL2ZSbxyuXd6ByxdDsWltSLpeL4f1b0yo5kXsnLCyXI12Nf321MIcPZq7hxtObcE7L8nP51NNPqsk95wpfLcxh7Owsp8vxOwuNI7w1LZMfl21iWO8U2tYP/Dz+ToqNjmTU5R3IP1jIHWPnk19O+p0b/8vcvJsHP1tEx4ZVue88cbqcgLvljKac1rwGT371J+nrdzldjl85Ghoi0ktEVEQyROTBYl7vISI7RWSB9/ZYWdYzd/U2/u87pXdqba7p3qgsNxW0GteI55mBqcxds50XfljudDkmBOXlF3DrR/OoEBXBqMvbE10OmnePFBHh4oXL2pEYF83Qj+eF1Yhxx/41RSQSeAU4H2gJDBaRlsUsOk1V23lvT5VVPTv35nP72PnUqxrHyIvalOsLFvVrV5dBnevz6i8r+XV5eHcfNP43fPJSlm3I5YXL2lGncpzT5TimRqUYXhrUjswte3hs0p9Ol+M3Tv4E6AJkqGqmqh4APgH6OVGI2+1m2BeL2Zy7n5cHtw/ZKUL86fELWyG1Erh73AK27N7vdDkmRPy8bBMfzlzLP05rTA9Jcrocx3VvWoM7zmrOZ/OymTg/PKbscXLGvbpA0bNE2UDXYpbrJiILgRzgXlUtNrLT09NPuJCfMnP5etFmrm5flejc9aSnrz/hdTktLy+vVPuiqLu6Vub2r9cx9P3feezMWiF39OXPfRHqArEvduQVcPekbBpVrUCfhqX7P1mWAv25OCfZzdSkWIZ9vohqB7eTVCn0Jjotysnqi/sGOrJ/2jygoaruFpHewBdA8+JWlpJyYqNM1+3Yx+vjfqNjw6o8dvHJId+9Nj09/YT3xZFSgAcKEhg+OZ3FeypxWecGfllvoPhzX4S6st4XbrebGz9IY89BN2Ov6UqL2olltq3ScuJz8XqdRvR68Tden7+Hj27oGhSXsgVIS0sr8Xuc/IbMBooOs66H52jif1R1l6ru9t6fAkSLiN+mxSwodHP3uAUUFrp54dJ2IR8YZWHIKY3p1qQ6T321NKxHuZrSGTcnix+WbuT+8ySoA8Mp9atV5LELW/JH5lbembHK6XJKxclvyTlAcxFpLCIVgEHAl0UXEJHaIuLy3u+Cp96t/ipg9LRMZq3axuN9W9GgenBd3ztYRES4eP7StkREuLh7/AK7VKz5m9Vb9vDU10s5pVl1hpwSPhMR+tulnepzdkot/u87ZfnGXKfLOWGOhYaqHgSGAt8B6cB4Vf1TRG4WkZu9i10MLPGe0/gvMEhV/fKtlb5+F89/r5zXqhaXdAy+C9kHk7pV4niqXyvmrtnOG7+tdLocE0QKCt3cPX4BUREunr+kbdA0uwQjl8vFyItSSYiJ4s5PFnDgYGiOg3L0jIy3yWnKEc+9XuT+KGCUv7d7sKCQ+yYspHJcNM8OLN/da33Vv11dpi7dxAs/LKdni1pI7fCfEsIc37szVjFv7Q5eGlS+u9f6qkalGJ4dmMqNH6Tx8k8ruOfc0Bv4WC4b8d+clsmSdbt4ql9rqsWH7wRq/uRyuXi6f2sSY6O5f8LCcnOVMnN0q7bs4bnvlLNTaoXFBZUC5dxWtRnYoS6v/bKSP3N2Ol1OiZW70MjYlMuLU1dwfuva9E6t43Q5IaVafAWe7NeKhdk7eXt6aJ/MM6VTWOjmgQmLiImKYMSA1na0XkKP9WlJlYoVuH/CopCbrqdchUZBoZv7JiyiYoVInurX2ulyQtIFqXU4r1Ut/v3DcrvaXzn2wcw1zF69jUf7tAz5yx87oUrFCgzv34o/c3bx5m+hdbW/chUa785Yxfy1O3jiwlbUTIhxupyQ5HK5eLpfa+KiI3lgwiK7aFM5lLVtL//6dhmnn1STi60TyQnr1boOF6TW4aWpK8jYFDq9qcpNaKzesofnv1d6tkiiXztrfy2NpMRYHuvTkrlrtjPmj9VOl2MCyO128+Dni4hwuRg5MNWapUrpib6tiI+J5L4Ji0KmO3u5CI3CQjcPfLaI6MgIRgywD7o/DOxQlx5Sk399q2Rts0F/5cUnc7KYkbGVh3unkFzFekuVVs2EGJ7o24r5a3fwbogM+isXofHJnCxmrdrGIxekULuytb/6g8vl4pkBqURGuHjo8/C8Qpn5q0278nhmcjrdmlRncJf6x3+D8Unftsn0bJHE899rSMy6EPahsSk3j5HfeD7ol3ayD7o/JVeJ44FewvSMLXyxYJ3T5Zgy9uTXS9lfUMiz1izlVy6Xi+EDWhMVEcEjk5YE/Q+wsA+N4V+nk5dfyHDrFlgmrujakHb1q/D01+ls33PA6XJMGflZNzF50XpuP7MZjWrEO11O2KlTOY57zz2J35Zv5suFOcd/g4PCOjR+9f4D3HpmU5rWrOR0OWEpIsLFswNT2bUvn2e/Cc6psE3p7DtQwKNfLKFpzXhuPKOJ0+WErau6NaJtvco8/fVSdu7Nd7qco/IpNEQkQkTai8gFInKWiAT9VeLz8j0f9CY14rmlR1OnywlrKXUSueG0Joyfm83MTL/NJ2mCxEs/riB7+z6eGZBKTFSk0+WErcgIF88MTGX73nxGfhu8P8COGRoi0lRE3gQygJHAYOBW4AcRmSki14lIUB6tvPzTCtZu28vwAa3tgx4A/+zZnPrV4nh44mL2HyxwuhzjJ8s27GL0tEwu6ViPrk2qO11O2GuVXJnrT23M2NlZzFm9zelyinW8L/zhwIdAU1U9T1WvVNWLVbUN0BeoDFxV1kWW1PKNubzxayYXdahH96Z+u/yGOYa4CpEM759K5uY9vPaLzYQbDgoL3Tz8+WIS46J5uLddzCpQ7jy7OXWrxPHw54uDcibcY85yq6qDj/HaJuBFv1dUSoc+6AmxUQy7wD7ogXTGSTXp2zaZV39eyYVtk+08Uoj7ZE4W89bu4N+XtKWqTewZMBUrRDG8f2uue28Ob/62kqFnFXuxUsf4ek7jaRGJKvI4UUTeLbuyTty4uVnMXbOdh3un2Ay2Dni0T0tioyMYNtHGboSyzbn7/9dVfWCHuk6XU+6c2SKJC1Lr8N+fMli1ZY/T5fyFr+cjooBZItJGRM7Fc9W9kl9ctoxtzt3Ps1PS6dq4ms2J45CaCTE81DuFmZnbmJCW7XQ55gQNn7zUuqo77PELWxITGcEjXwTXDzCfQkNVHwIeAGYB7wEXeC+QFFRGTF7KvvwCmyrEYZd1qk+nhlUZMSWdrbv3O12OKaHflm9m0oIcbulhXdWdlJQYy/3nt2BGxlYmzg+ewbO+Nk+dDrwEPAX8AowSkaCa9W/ais18sSCHW3o0o1mSfdCddGjsxp79B3lmyjKnyzElkJdfwCPWVT1oXNGlAR0aVGH45OAZPOtr89TzwCWq+qyqXg68CfxU2o2LSC8RURHJEJEHi3ndJSL/9b6+SEQ6HG1dj36xhMY14rnVPuhBoXmtBG46vSmfzcvm95VbnC7H+GjUTxn/66oeG21d1Z0WEeFixIBUdu7LZ+Q3wfEDzNfQ6KaqSw89UNXPgVNKs2ERiQReAc4HWgKDRaTlEYudDzT33m4EXjva+lZv3cuI/vZBDyZDz2pGw+oVeWTiEvLybexGsFuxMZc3flvJwA51rat6EPEMnm3MuLlZzF7l/NiN4w3uu1JEIlT1b//jVXWrd/DfqSe47S5AhqpmquoB4BOg3xHL9APGqKpbVWcCVUSk2Gu0Dmxfl+7N7IMeTGKjI3m6X2syt9jYjWBXWOjm4YmLiY+JYpiNyQg6/+zZnHpVPYNnnR67ccxxGkB1YL6IpOHpLbUZiAWaAWcAW4C/NSv5qC6QVeRxNtDVh2XqAuuPXJmNyQhOp59Uk37tknntl5X0bWdjN4LVp2lZzFm9nf+7qA3VK9lVLYNNxQpRPN0vOMZuHG9w30siMgo4C09zVBtgH5AOXKWqa0ux7eK6Nx3Zr8yXZQDYlJXJplIUEy7y8vJITw+ueWsuOymKH5fCXR/NYuS5dQLWsy0Y94VTjrUvduwr4OmvsmidFEvr+Nyw32eh+rmoDZzWMJ6Xpq4gJX4fyYnRjtRxvCMNvE1TP3hv/pQNFL3ART3gyDmBfVkGgJQUO9IASE9PD8p98XB+ZR6euJil+xIDNoYmWPeFE461L+4et4D9BW5euKILzWslBLiywAvlz8XzdRtz9r9/5b0l+xgzpPRDC9LSSj7c7rihASAiNYF/AI2KvkdVh5R4i4fNAZqLSGNgHTAIuPyIZb4EhorIJ3iarnaq6t+apkzwG9S5Pp/Ny2bE5KWc1SLJRusHiRkZW/h8/jpuP6tZuQiMUFcrMZb7egmPTfqTLxfm0K9d4Efr+9p7ahKeyQmnApOL3E6Yqh4EhgLf4WnuGq+qf4rIzSJys3exKUAmnll238Izw64JQRERnsvD5uYd5Nkpodc0EI4OjcloWL0it53ZzOlyjI+u6NqQtvWrOHbdDZ+ONICKqvqAvzeuqlPwBEPR514vct8N3Obv7RpnSO0E/nF6E177ZSUDO9SjW1ObattJr/6yklVb9vDB9V2sq3oIiYxw8cyA1vQdNYOR3y7j2YGpAd2+r0caX4tI7zKtxJQLd5zlue7GsC/suhtOyti0m9d/WUm/dsmc1rym0+WYEmqVXJkhpzRi7Oy1zA3wdTd8DY1/4gmOfSKyS0RyRWRXWRZmwlNcBe/Yjc17eP2XTKfLKZfcbjfDJi4mNjqCRy44cjytCRV3nn2S57obAR674VPzlKraGTLjNz0kiQvbJvPKLxlc2LYOTWzsRkB9Nm8ds1Zt49mBqdRMsDEZoSo+Joon+7bihjFzGT09k1t7BOa81DFDQ0RaqOqyo835pKrzyqYsE+4e7ZPCL7qJR75Ywkc3dLVZiQNk254DjJi8lE4Nq3JZp/rHf4MJame3rEWvVrV5aeoK+qQm06B6xTLf5vGap+72/vnvIrfni9yMOSFJCbE80KsFv68Mrmmfw90zU9LJzTvIiAGpRERYUIeDJ/q2IjoygkcmLQnIdTeOGRqqeqP37mtAP1U9E/gZ2AncW8a1mTB3eZcGtA+yaZ/D2R8rtzIhLZt/nN4EqW0tzuGiduVY7jn3JH5bvpmvF5X9MDZfT4Q/oqq7vJMTnoPnQkxHnXHWGF8cGrsRTNM+h6sDBW6GfbGY+tXiuCPIrjltSu/qbo1IrVuZJ79ays59ZTt2w9fQONQ38gLgdVWdBNiQXlNqRad9npW51elywq4op9sAABIISURBVNanS3aQuXkPT/drTVwFG5MRbiK9Fz7btmc/z31Xtj/AfA2NdSLyBnApMEVEYkrwXmOOqei0zzZ2w/+Wb8zlk0XbubBtMj0kyelyTBlpXbcy13ZvzEez1pK2ZnuZbcfXL/5L8Uz30UtVdwDVgPvKrCpTrlSsEMXT/VuzcvMe3vzVxm74U0Ghm/snLKJidARPXGhjMsLd3eeeRO3EWIZNXEx+QdmM3fApNFR1r6p+rqorvI/Xq+r3ZVKRKZfOlCQuSK3Dyz9nsGrLHqfLCRvvzljFgqwd3Nylhl0noxyoFBPFE31bsWxDLqOnrSqTbVgTkwkaj1/YkpioCB74bBGFhWXfdTDcrd26l+e/V3q2SKJH43inyzEBcl6r2pzXqhYvTF1Oxqbdfl+/hYYJGkmJsTzapyWzV23jg5lrnC4npLndbh78fBFREREMH9DaBk+WM0/3b03FCpHcN2EhBX7+AWahYYLKJR3r0UNqMvKbZazZas1UJ2rcnCx+X7mVh3q3oE7lOKfLMQGWlBDLk31bMX/tDt6Z7t9mKgsNE1RcLk/XwagIF/dPsGaqE7FhZx4jJqdzcpNqDO7cwOlyjEP6tk3mnJa1eP57ZeVm/zVTWWiYoFOnchyP9mnJrFXb+HCWNVOVxKEZbA8UFDJyYBubKqQcc7lcjOjfmtjoSO6fsMhvzVQWGiYoXdKpHmec5GmmWrt1r9PlhIzxc7P4cdkm7u/VgkY17OR3eZeUGMsTfVuStmY7787wTzOVhYYJSoeaqSJdLu7/bKE1U/kga9tenvpqKd2aVOe67o2cLscEif7t6nJ2ShLPfad+6c7uSGiISDUR+UFEVnj/rHqU5VaLyGIRWSAicwNdp3FWcpU4HumTwszMbYz5Y7XT5QS1gkI394xfSITLxfOXtrVmKfM/LpeLEQNSiYmK4O7xCzhYykF/Th1pPAj8qKrNgR+9j4/mTFVtp6qdAlOaCSaXdqrPWS2SePabZSzfmOt0OUHrnemrmL16G4/3bUXdKtZbyvxVrcRYhg9IZf7aHbz8U0ap1uVUaPQD3vfefx/o71AdJsi5XC7+dVEbEmKjuGPsfJubqhjLN+by3PfKuS1rcVGHuk6XY4JU37bJDGhfl5d/WlGquamcCo1aqroePFOSAEebRc0NfC8iaSJy41GWMWGuZkIMz13clmUbcnnuW3W6nKCSl1/AHWPnkxATxTMDU20QnzmmJ/u1IrlKHHeOm09u3olNoe7TNcJPhIhMBWoX89KwEqzmFFXNEZEk4AcRWaaqvxW3YHp6+omUGXby8vLCcl/UBi6UREZPX0XjuH10SD7+ZS3DdV8U9erMLSzbkMuTPWuzOSuTzUdZrjzsC1+V931x58lVuf/bHO764Hdu6VCpxO8vs9BQ1bOP9pqIbBSROqq6XkTqAJuOso4c75+bRGQi0AUoNjRSUlL8UHXoS09PD9t98VyzAtJfns5LM7fz7Z2pVIs/9iVdwnlfAHz35wa+0kxuOLUx15xz7Blsw31flER53xcpKbBmf0Ve/injhELDqeapL4FrvPevASYduYCIxItIwqH7wLnAkoBVaIJObHQk/x3Unh1787ln/IJy3Q133Y593D9hEal1K3N/rxZOl2NCzB09m3NBap0Teq9ToTESOEdEVuC5fOxIABFJFpEp3mVqAdNFZCEwG5isqt86Uq0JGi2TE3m0Two/62Ze+3Wl0+U44mBBIf8cO5+DBYW8PLg9FaJsuJUpmejICF65osMJvbfMmqeORVW3Aj2LeT4H6O29nwm0DXBpJgRceXJD5q7Zzr+/V9rVr8IpzWo4XVJAPfe9MnfNdl68rJ2N+jYBZz9RTMhxuVw8MyCVJjUr8c9P5rNhZ57TJQXM5EXreePXTK7o2oD+7a17rQk8Cw0TkuJjonj9yg7sPVDA0I/nldmlLYPJ8o253DdhIe0bVOHxC1s5XY4ppyw0TMhqlpTAyIvaMHfNdh6b9Cdud/ieGN+Vl89NH6RRsUIUr1/Z0c5jGMc4ck7DGH/p2zaZZet38eovKzmpViWuO6Wx0yX53aET31nb9jL2xpOplRjrdEmmHLPQMCHv3nOFjE27efrrpTSuEU8POdoEA6HH7Xbz1NdL+Vk3M2JAazo3quZ0Saacs2NcE/IiIly8cFk7WtRO5PaP54fVxIbvzljNmD/WcOPpTbiia0OnyzHGQsOEh/iYKEZf04nYCpFc885s1u3Y53RJpfb9nxt4evJSerWqzYM2gM8ECQsNEzaSq8Tx/nVd2L3/IFe9PYsdeaE7I+7vGVsYOnY+bepV4YXL2tn1MUzQsNAwYaVlciJvX9OZddv38djUDezef9Dpkkps3trt3DBmLo2rx/PetZ2JqxDpdEnG/I+Fhgk7XRpX49UrOrBy236ue3d2SAXH0pxdXPvObJISYvjg+i5UPc6kjMYEmoWGCUs9U2rxwOlJzFu7g6vensXOfSd27YBAWpi1g8tHz6RSTBQf3tCVJOtaa4KQhYYJW6c3qsSrV3RgybqdXDl6Fjv2HnC6pKOalbmVK0bPIiE2inE3daNe1eNfL8QYJ1homLB2XqvavHFVR3RjLhe99jtrt+51uqS/+WHpRq5+Zza1K8fy6U3dqV/NAsMELwsNE/bOalGLD4Z0YcvuAwx4dQbz1p749ZH9ye128/qvK7nxg7m0qJ3AuBtPpnZla5Iywc1Cw5QLXZtU5/NbuxMfE8XgN2cybs5aR+eqyssv4L4Jixj5zTJ6p9Zh3E3dqF4pxrF6jPGVhYYpN5rWrMTEW7vTqVFVHvhsMXeNW8AeB3pWLd+YS79RM5iQls0dPZvz8qD2xEZbt1oTGiw0TLlSvVIMY4Z05e5zTuLLhTlc8N9p/LFya0C2XVDo5u3pq+g7ajpbdu/n/SFduPuck2zgngkpFhqm3ImMcHFHz+Z8/I+TKXTD4Ldm8sCERWzZvb/Mtrkoewf9X5nB018v5eQm1fnmn6dxxkk1y2x7xpQVR2a5FZFLgCeAFKCLqs49ynK9gJeASGC0qo4MWJEm7J3cpDrf3Xk6L05dzujpq/h6UQ43nNaE609rTGJstF+2kbEpl//8sJwpizdQo1IMLw9uT582dXC57OjChCanpkZfAgwE3jjaAiISCbwCnANkA3NE5EtVXRqYEk15EFchkod6p3BJp/r85wflpR9XMHpaJgM71OOKkxsgtRJK/AWfX1DIr7qZD2au4bcVm6kYHckdPZtzgx/DyBinOBIaqpoOICLHWqwLkKGqmd5lPwH6ARYaxu+aJVXi1Ss6smTdTt6dsZpxc7P4YOYaGlWvyDkta9GxYTVS61UmuXLs30LkYEEhKzfvYfG6nUxfsZmfdTM79+WTlBDD7Wc159rujahm04GYMBHMF2GqC2QVeZwNdHWoFlNOtK5bmX9f2paHe7fgmyUb+H7pRt77fTVvTVsFQIWoCGpWiiE2OgI3kJt3kC2793Oo9261+Aqc07IW57asxZktkoiOtNOGJryUWWiIyFSgdjEvDVPVST6sorg2gaN2rE9PT/e1tLCWl5dn+8KrtPuiY2Xo2C2B/Z3jWbX9ABlbD7BxTz7b9xZwoMCNywVxVSpQvWIcyQnRNKseQ73EaCIjXMB2MpYHxyBCsM9FUbYvSqfMQkNVzy7lKrKB+kUe1wNyjrZwSkpKKTcXHtLT021fePlzX7Tzy1qcY5+Lw2xfHJaWllbi9wRz89QcoLmINAbWAYOAy50tyRhjyjdHGlxFZICIZAPdgMki8p33+WQRmQKgqgeBocB3QDowXlX/dKJeY4wxHk71npoITCzm+Rygd5HHU4ApASzNGGPMMVjXDmOMMT6z0DDGGOMzCw1jjDE+s9AwxhjjMwsNY4wxPrPQMMYY4zMLDWOMMT6z0DDGGOMzCw1jjDE+s9AwxhjjMwsNY4wxPrPQMMYY4zMLDWOMMT6z0DDGGOMzCw1jjDE+s9AwxhjjMwsNY4wxPrPQMMYY4zNHLvcqIpcATwApQBdVnXuU5VYDuUABcFBVOwWoRGOMMcVwJDSAJcBA4A0flj1TVbeUcT3GGGN84EhoqGo6gIg4sXljjDEnKNjPabiB70UkTURudLoYY4wp78rsSENEpgK1i3lpmKpO8nE1p6hqjogkAT+IyDJV/a24BdPT00+01LCSl5dn+8LL9sVhti8Os31ROmUWGqp6th/WkeP9c5OITAS6AMWGRkpKSmk3FxbS09NtX3jZvjjM9sVhti8OS0tLK/F7grZ5SkTiRSTh0H3gXDwn0I0xxjjEkdAQkQEikg10AyaLyHfe55NFZIp3sVrAdBFZCMwGJqvqt07Ua4wxxsOp3lMTgYnFPJ8D9PbezwTaBrg0Y4wxxxC0zVPGGGOCj4WGMcYYn1loGGOM8ZmFhjHGGJ9ZaBhjjPGZhYYxxhifWWgYY4zxmYWGMcYYn1loGGOM8ZmFhjHGGJ9ZaBhjjPGZhYYxxhifWWgYY4zxmYWGMcYYn1loGGOM8ZmFhjHGGJ9ZaBhjjPGZhYYxxhifWWgYY4zxmSPXCBeR54ALgQPASuA6Vd1RzHK9gJeASGC0qo4MaKHGGGP+wqkjjR+A1qraBlgOPHTkAiISCbwCnA+0BAaLSMuAVmmMMeYvHDnSUNXvizycCVxczGJdgAxVzQQQkU+AfsDSsq/QGGNMcRwJjSMMAcYV83xdIKvI42yg69FWkpaW5ueyQpfti8NsXxxm++Iw2xcnrsxCQ0SmArWLeWmYqk7yLjMMOAh8VMxyrmKecxe3rY4dOxa3rDHGGD8rs9BQ1bOP9bqIXAP0AXqqanFhkA3UL/K4HpDjvwqNMcaUlFO9p3oBDwBnqOreoyw2B2guIo2BdcAg4PIAlWiMMaYYLre72BafMiUiGUAMsNX71ExVvVlEkvF0re3tXa438CKeLrfvqOqIYtZl3XIBEakPjMHTJFgIvKmqLzlblXO8ve/mAutUtY/T9ThJRKoAo4HWeJp4h6jqH85WFXgichdwA559sBhPV/88Z6sKHBF5B0/rziZVbe19rhqec8qNgNXApaq6/VjrcSQ0/MX7xbAcOAdPc9YcYLCqlrseViJSB6ijqvNEJAFIA/qXx30BICJ3A52ARAsNeR+YpqqjRaQCULG4cVHhTETqAtOBlqq6T0TGA1NU9T1nKwscETkd2A2MKRIa/wdsU9WRIvIgUFVVHzjWekJ9RPj/uuWq6gHgULfcckdV16vqPO/9XCAdTw+0ckdE6gEX4Pl1Xa6JSCJwOvA2gKoeKG+BUUQUECciUUBFytk5UlX9Ddh2xNP9gPe9998H+h9vPaEeGsV1yy2XX5RFiUgjoD0wy+FSnPIicD+eZrryrgmwGXhXROaLyGgRiXe6qEBT1XXA88BaYD2w84jxYuVVLVVdD54fnkDS8d4Q6qHhc7fc8kJEKgGfAXeq6i6n6wk0ETnUZmsd8T2igA7Aa6raHtgDPOhsSYEnIlXx/KpuDCQD8SJypbNVhaZQDw3rlluEiETjCYyPVPVzp+txyClAXxFZjae58iwR+dDRipyVDWSr6qGjzgl4QqS8ORtYpaqbVTUf+Bzo7nBNwWCj93zoofOim473hlAPjf91y/We4BsEfOlwTY4QEReedut0Vf2P0/U4RVUfUtV6qtoIz+fhJ1Utt78oVXUDkCUi4n2qJ+VzKp61wMkiUtH7f6UnnvN+5d2XwDXe+9cAk473hmCYRuSEqepBERkKfMfhbrl/OlyWU04BrgIWi8gC73MPq+oUB2syweF24CPvD6tM4DqH6wk4VZ0lIhOAeXhmoZgPvOlsVYElImOBHkANEckGHgdGAuNF5Ho8wXrJ8dYT0l1ujTHGBFaoN08ZY4wJIAsNY4wxPrPQMMYY4zMLDWOMMT6z0DDGGOMzCw1jjDE+s9Awxhjjs5Ae3GdMsBKRznhG6HfBM/B0NnCZqi5xtDBjSskG9xlTRkRkOBALxOGZ/+lZh0syptTsSMOYsvMUnvnR8oA7HK7FGL+wcxrGlJ1qQCUgAc8RhzEhz0LDmLLzJvAo8BHwL4drMcYvLDSMKQMicjVwUFU/xjOTaGcROcvhsowpNTsRbowxxmd2pGGMMcZnFhrGGGN8ZqFhjDHGZxYaxhhjfGahYYwxxmcWGsYYY3xmoWGMMcZnFhrGGGN89v8zafzk2C/xmAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes()\n",
"ax.plot(x,np.sin(x))\n",
"ax.set(xlim=(0,10),ylim=(-2,2),xlabel='x',ylabel='sin(x)',title='A simple Plot')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" <th>sex</th>\n",
" <th>age</th>\n",
" <th>suicides_no</th>\n",
" <th>population</th>\n",
" <th>suicides/100k pop</th>\n",
" <th>country-year</th>\n",
" <th>HDI for year</th>\n",
" <th>gdp_for_year ($)</th>\n",
" <th>gdp_per_capita ($)</th>\n",
" <th>generation</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Albania</td>\n",
" <td>1987</td>\n",
" <td>male</td>\n",
" <td>15-24 years</td>\n",
" <td>21</td>\n",
" <td>312900</td>\n",
" <td>6.71</td>\n",
" <td>Albania1987</td>\n",
" <td>NaN</td>\n",
" <td>2,156,624,900</td>\n",
" <td>796</td>\n",
" <td>Generation X</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Albania</td>\n",
" <td>1987</td>\n",
" <td>male</td>\n",
" <td>35-54 years</td>\n",
" <td>16</td>\n",
" <td>308000</td>\n",
" <td>5.19</td>\n",
" <td>Albania1987</td>\n",
" <td>NaN</td>\n",
" <td>2,156,624,900</td>\n",
" <td>796</td>\n",
" <td>Silent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Albania</td>\n",
" <td>1987</td>\n",
" <td>female</td>\n",
" <td>15-24 years</td>\n",
" <td>14</td>\n",
" <td>289700</td>\n",
" <td>4.83</td>\n",
" <td>Albania1987</td>\n",
" <td>NaN</td>\n",
" <td>2,156,624,900</td>\n",
" <td>796</td>\n",
" <td>Generation X</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Albania</td>\n",
" <td>1987</td>\n",
" <td>male</td>\n",
" <td>75+ years</td>\n",
" <td>1</td>\n",
" <td>21800</td>\n",
" <td>4.59</td>\n",
" <td>Albania1987</td>\n",
" <td>NaN</td>\n",
" <td>2,156,624,900</td>\n",
" <td>796</td>\n",
" <td>G.I. Generation</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Albania</td>\n",
" <td>1987</td>\n",
" <td>male</td>\n",
" <td>25-34 years</td>\n",
" <td>9</td>\n",
" <td>274300</td>\n",
" <td>3.28</td>\n",
" <td>Albania1987</td>\n",
" <td>NaN</td>\n",
" <td>2,156,624,900</td>\n",
" <td>796</td>\n",
" <td>Boomers</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" country year sex age suicides_no population \\\n",
"0 Albania 1987 male 15-24 years 21 312900 \n",
"1 Albania 1987 male 35-54 years 16 308000 \n",
"2 Albania 1987 female 15-24 years 14 289700 \n",
"3 Albania 1987 male 75+ years 1 21800 \n",
"4 Albania 1987 male 25-34 years 9 274300 \n",
"\n",
" suicides/100k pop country-year HDI for year gdp_for_year ($) \\\n",
"0 6.71 Albania1987 NaN 2,156,624,900 \n",
"1 5.19 Albania1987 NaN 2,156,624,900 \n",
"2 4.83 Albania1987 NaN 2,156,624,900 \n",
"3 4.59 Albania1987 NaN 2,156,624,900 \n",
"4 3.28 Albania1987 NaN 2,156,624,900 \n",
"\n",
" gdp_per_capita ($) generation \n",
"0 796 Generation X \n",
"1 796 Silent \n",
"2 796 Generation X \n",
"3 796 G.I. Generation \n",
"4 796 Boomers "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sucide_data = pd.read_csv('SucideData.csv')\n",
"sucide_data.head()"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"we will be plotting sucide rate(cases per 100k) for youth 15 - 24 year old in Singapore with matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"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": [
"sucide_rate_singapore = sucide_data.loc[(sucide_data['country'] == 'Singapore') & (sucide_data['age'] == '15-24 years')]\n",
"plt.plot('year','suicides/100k pop',data = sucide_rate_singapore.loc[sucide_rate_singapore['sex'] == 'male',:],c='blue',marker='v')\n",
"plt.plot('year','suicides/100k pop',data = sucide_rate_singapore.loc[sucide_rate_singapore['sex'] == 'female',:],c='red',marker='^')\n",
"plt.legend(('MALE','FEMALE'))\n",
"plt.title('Sucidal rate in Singapore between age 15 and 24')\n",
"plt.xticks(sucide_rate_singapore.year.unique(),rotation=90)\n",
"plt.show()"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"steps for plotting data with time series\n",
"1]-> parse the data into pandas datetime format\n",
"2]-> set the datetime as the index of the dataframe\n",
"we will use ethereum price in Cryptocurrency Historical Prices dataset"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'ethereum_price_dataset' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-22-3fe07ad24c87>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0methereum_price_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'ethereum_price_dataset' is not defined"
]
}
],
"source": [
"ethereum_price_dataset.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"ethereum_price_dataset = pd.read_csv('ethereum_price.csv',parse_dates = ['Date'])\n",
"ethereum_price_dataset.set_index('Date',drop=True,inplace=True)\n",
"ethereum_price_dataset.sort_index(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jupyterlab/conda/envs/python/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
"\n",
"To register the converters:\n",
"\t>>> from pandas.plotting import register_matplotlib_converters\n",
"\t>>> register_matplotlib_converters()\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"text/plain": [
"(array([735780., 735872., 735964., 736055., 736146., 736238., 736330.,\n",
" 736420., 736511., 736603., 736695., 736785.]),\n",
" <a list of 12 Text xticklabel objects>)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.plot(ethereum_price_dataset['Close'])\n",
"plt.xticks(rotation=90)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([735872., 735964., 736055., 736146., 736238., 736330., 736420.,\n",
" 736511., 736603., 736695.]), <a list of 10 Text xticklabel objects>)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8,6))\n",
"plt.plot(ethereum_price_dataset.asfreq('M')['Close'],marker = '.')\n",
"plt.title('ETHEREUM MONTHLY PRICE')\n",
"plt.xticks(rotation = 90)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([736330., 736389., 736450., 736511., 736573., 736634., 736695.,\n",
" 736754.]), <a list of 8 Text xticklabel objects>)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10,5))\n",
"plt.plot(ethereum_price_dataset['2017':].asfreq('W')['Close'],marker='.')\n",
"plt.title('ETHEREUM WEEKLY PRICES SINCE 2017')\n",
"plt.xticks(rotation=90)"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"from the raw data sometimes we want to know sum of certain value in certain period \n",
"we are going to plot monthly loan amount for vietnam"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"cumulative change over time if we invest $1,000 in bitcoin and etherium how much will they grow since 2016"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"bitcoin_prices = pd.read_csv('bitcoin_price.csv',parse_dates = ['Date'])\n",
"bitcoin_prices.set_index('Date',drop=True,inplace=True)\n",
"bitcoin_prices.sort_index(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"eth_return = ethereum_price_dataset['2016-12-31':]['Close'].pct_change() + 1\n",
"btc_return = bitcoin_prices['2016-12-31':]['Close'].pct_change() + 1\n",
"eth_cum = eth_return.cumprod()\n",
"btc_cum = btc_return.cumprod()\n",
"plt.figure(figsize = (9,6))\n",
"eth_cum.plot(c='blue')\n",
"btc_cum.plot(c='cyan')\n",
"plt.title('Cumulative return in cryptocurrency since 2017')\n",
"plt.legend(('Bitcoin','Ethereum'))\n",
"plt.yscale('log')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2016-12-31 NaN\n",
"2017-01-01 1.025094\n",
"2017-01-02 1.051443\n",
"2017-01-03 1.220828\n",
"2017-01-04 1.411543\n",
" ... \n",
"2018-02-16 118.470514\n",
"2018-02-17 122.223338\n",
"2018-02-18 115.924718\n",
"2018-02-19 118.427854\n",
"2018-02-20 112.342535\n",
"Name: Close, Length: 417, dtype: float64"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eth_cum"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2016-12-31 NaN\n",
"2017-01-01 1.025094\n",
"2017-01-02 1.025704\n",
"2017-01-03 1.161098\n",
"2017-01-04 1.156218\n",
"Name: Close, dtype: float64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eth_return[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"kiva_loans_dataset = pd.read_csv('kiva_loans.csv')\n",
"kiva_loans_dataset['posted_time'] = pd.to_datetime(kiva_loans_dataset['posted_time'])\n",
"kiva_vietnam_loans = kiva_loans_dataset.loc[kiva_loans_dataset['country'] == 'Vietnam',['posted_time','loan_amount','sector','lender_count']]\n",
"kiva_vietnam_loans.set_index('posted_time',inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([735234., 735415., 735599., 735780., 735964., 736146., 736330.,\n",
" 736511.]), <a list of 8 Text xticklabel objects>)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QQhRJAhfRFKasjEtfroxLu7l8FIhInYsQQtQ6CVxEU5gOx+hY0e7f1t3qASAovVyEEKLmSeAimoLZw+XswlwwdxUB0oROCCHqgAQuoilMh2I5t0KDuasIZNCiEELUAwlcRFOYCq8euPRYNS6yVCTExvnm3hHmo/I3KPKTwEU0hVxzimx2jYtkXITYGCNzi/yvb+znwWdHN/pURB2QwEU0vEQqTWAxd7t/gDavC6/LKTUuQmyQgPW3NxWKbfCZiHoggYtoeHa7/1xboQEcDgfdbR4CknERYkOEoklgqVGkEGuRwEU0vKV2/7kDF8AKXCTjIsRGCFm1LdOScREFkMBFNLypggIXGbQoxEaZl4yLKIIELqLh2e/icrX7t/VIxkWIDWNnXGYW5M2DyE8CF9Hwpq0al9V2FYE5aFFa/guxMTI1LrJUJAoggYtoeFOhGG1eF21e96qX6W73MLeYwDCMKp6ZEAKWMi4L8RSReGqDz0bUOglcRMObXqP5nK2nzUs8mSaSkCdNIaptPpLMfC51LiIfCVxEwzMDl9WXiWCpCZ3UuQhRfaHY0t/dlAQuIg8JXETDmw7HVu3hYuvODFqUOhchqi0UTeJ1mS9Hdt8lIVYjgYtoeOZk6HxLRZJxEWKjzEcSnLe5DZClIpGfBC6ioSVTaeYWCwhcrEGLErgIUX2haJILetsB2Vkk8pPARTS02YU4hgG9+ZaKZNCiEBtmPppkc4ePzha3ZFxEXqvvD82ilOoGPgtcChjAfwc08DXgfOAE8Bat9Zx1+buBdwMp4He11g9bx68GPg+0At8F3q+1NpRSPuALwNXADPBWrfUJ6zp3AR+0TuWjWuv7y/mFRXOZzDSfy1Oc22ZnXCRwEaLaQtEE/hY3fR0+pqUJncij0IzL3wPf11pfBFwBDAN/BDyqtd4JPGp9jVLqYuBO4BLgVuBTSimXdTufBt4D7LQ+brWOvxuY01rvAD4B/JV1W5uADwHXAdcCH1JK9ZT824qmU8icIgCv20m71yUTooWoslgyRSyZxt/qYXOHV5aKRF55AxellB+4AfgcgNY6rrUOALcDdvbjfuAO6/Pbga9qrWNa6+PAUeBapdQWwK+1/oXW2sDMsGRfx76tbwI3KaUcwGuBR7TWs1Y25xGWgh0h8sp0zc0TuICZdZEaFyGqy+6a29niprfDJ0tFIq9CMi7bgSngPqXUPqXUZ5VS7cCA1noMwPq337r8EHA66/oj1rEh6/OVx5ddR2udBILA5jVuS4iC2E+C+bZDgz0hWtLUQlTT2YGL/A2KtRVS4+IGXgL8jtb6CaXU32MtC63CkeOYscbxUq+zzPDw8BqntFw0Gi3q8o2oWe6Dwydn8LkdnDp2JOf3s+8Hr5FgdCbWFPeLrVkeB/nI/bBx98HhafPNRWBqHCMaJxhJcOC5Q3hcuZ7+1588Fmr/PigkcBkBRrTWT1hffxMzcJlQSm3RWo9Zy0CTWZc/J+v624BR6/i2HMezrzOilHIDXcCsdfxVK67zo1wnuXv37gJ+FdPw8HBRl29EzXIfpPfvo98fX/V3zb4ftu6LMDw23xT3i61ZHgf5yP2wcffBzJFp4AyX7NyOZyIEz87Rf852Brtaqn4uII8FqI37YO/evat+L+9SkdZ6HDitlFLWoZuAQ8BDwF3WsbuAB63PHwLuVEr5lFIXYBbhPmktJ4WUUtdb9SvvWHEd+7beBDxm1cE8DNyilOqxinJvsY4JUZBCms/Zeto8UuMiRJXZAxbtpSKQJnRibQVthwZ+B/iyUsoLHAPehRn0fF0p9W7gFPBmAK3180qpr2MGN0ngfVpre3Lde1naDv096wPMwt8vKqWOYmZa7rRua1Yp9RHgKetyH9Zaz5b4u4omNB2Occ6mtoIu29PmJbAYJ502cDo3Jk0tRLPJrnHp6zTbEsi8IrGWggIXrfWzwDU5vnXTKpe/B7gnx/GnMXvBrDwexQp8cnzvXuDeQs5TiJWmQjGuOrewHfRdrR7SBoRiSbqshnRCiPU1n8m4eEilzRJG2RIt1lJoxkWIupNMpZldjOdtPmfryWpCJ4GLENUxH03icECnz43bynTOSBM6sQZp+S8a1uxiYe3+bT3tdtt/qXMRolpC0QQdXjdOp4M2r4sWj1MyLmJNEriIhjUdMt+19RVYnCtt/4WovlA0SWeLmfx3OBzShE7kJYGLaFiZdv8FZlzsQYuys0iI6pmPJPBnLc1KEzqRjwQuomEVOqfIZte4yIRoIaonO+MCSMZF5CWBi2hYS4FLYcW5/lYPDofUuAhRTaFYgs6W7IyLVzIuYk0SuIiGNR2O43M76fAVtnnO5XTgb/EQlIyLEFWTK+MyuxDLbI0WYiUJXETDmgrF6O3w4XAU3kyup80jGRchqmg+ksC/IuOSNmTJVqxOAhfRsKbDsYILc23dbV55whSiSgzDODvj0ilt/8XaJHARDWsqFCt4K7Stu81DMCIZFyGqIZpIk0wbK2pczL/ZGalzEauQwEU0rOlwPDP7pFA9knERomqyByza7GJ6ybiI1UjgIhpSKm0wuxAreCu0rbvNQ2BBMi5CVIM9p2hlHxcwM6ZC5CKBi2hIc4tx0kbhPVxsPW1eQrEkiVR6nc5MCGGbz5oMbetq9eBxOWRLtFiVBC6iIRXbfM7W3Wa+85M6FyHWX8gKXPxZgYvD4WBzuzShE6uTwEU0JDvNXGjzOZvMKxKiepZqXJZPY9/c4WVGAhexCglcREMqdk6RradNJkQLUS3zETvjsjxwkXlFYi0SuIiGZE+GLnqpqNXOuEjgIsR6y7WrCGRekVibBC6iIU2HY3jdzmVr54XozmRc5N2eEOstFE3icjpo87qWHe/t9DITjmMY0vZfnE0CF9GQpsJm87li2v0D9LRLjYsQ1RKKJujwuc/6O+3r8BFPpTO7joTIJoGLaEjT4XjRhbkA7V4XbqdDloqEqIL5aBJ/69lZ0c3ShE6sQQIX0ZCmQ8U3nwNzK6Y5r0gCFyHWWyiaoNPnOeu4/bc7LU3oRA4SuIiGNB0uLXABc2eRLBUJsf7mVwxYtGUCF9lZJHKQwEU0nHTaYGYhTm+Rc4ps3W0eWSoSogrmI4mzerhAduAiGRdxNglcRMOZW4yTShslZ1y6ZdCiEFURWqXGpafNg8OBNKETOUngIhqOnV4ub6lIMi5CrLdQNHFW8zkAt8vJpjYvU7JUJHKQwEU0HDu93Fdk11xbT5uXQESeMJtBMpXmfV9+hsPT8s6+2tJpg3Asd40LSBM6sToJXETDKXXAoq2rzUM0kSaaSFXytEQNOj0X4TsHx3j6zOJGn0rTWYgnSRtnt/u39XZ6JXAROUngIhqOPWCxr+SlIrOoV+pcGt9YIALAzKI0Oqs2ezL0WhmXGVkqEjlI4CIaznQ4jtflzFn0V4jMoMUFqXNpdKPBKABzEcmuVdtS4JI747K5XZaKRG4SuIiGMx2OsbnDW3S7f1uXPWhR6lwanp1xmZXApepWG7Bo6+30shhPsRiXbJhYTgIX0XCmSuyaa+tpN98Bys6ixjc2b2ZcZiPy4lht81bg4m9dpcYl0z1X3kCI5SRwEQ3H7JpbWvM5kBqXZpLJuCymSKdlEnE15atxsWvUpmS5SKwggYtoONPhWMlboQG6WiXj0izGrBqXlCGBarXN5wlc7EGL0oROrCSBi2go6bTBTDhe1lJRi8dFq8cl84qawGggknmsTMpAv6qya1xW3Q4t84rEKiRwEQ0lGEmQLKPdv62nzSMTohvcQizJfDTJled0ATBh1buI6piPJPG6nPjcuV+G7IyL7CwSK0ngIhpKpvlcGUtFAF1tXlkqanBjQbO+5cpzugHJuFRbKJqgs8W96u4/n9uFv8UtgYs4S0GNLpRSJ4AQkAKSWutrlFKbgK8B5wMngLdoreesy98NvNu6/O9qrR+2jl8NfB5oBb4LvF9rbSilfMAXgKuBGeCtWusT1nXuAj5oncpHtdb3l/MLi8Y2lemaW3pxLtjziiRF3chGA2aG5fJtZuAyJYFLVYWiq7f7t/V2ShM6cbZiMi43aq2v1FpfY339R8CjWuudwKPW1yilLgbuBC4BbgU+pZRyWdf5NPAeYKf1cat1/N3AnNZ6B/AJ4K+s29oEfAi4DrgW+JBSqqeUX1Q0h3K75tp6ZEJ0w7MzLhf0ttPucTIpS0VVZWZccte32HrbfbKrSJylnKWi2wE7+3E/cEfW8a9qrWNa6+PAUeBapdQWwK+1/oXW2sDMsNyR47a+CdyklHIArwUe0VrPWtmcR1gKdoQ4S7mToW3dbR6CEVkqamRjwSgOBwz4W9jU5mJiXl4gq2k+mszb3VrmFYlcCu2JbgD/pZQygH/WWv8LMKC1HgPQWo8ppfqtyw4Be7KuO2IdS1ifrzxuX+e0dVtJpVQQ2Jx9PMd1lhkeHi7wV4FoNFrU5RtRo94H+sQsLgeMnjzKeAGdc1e7H5KL88wtxDl06FDJHXjrQaGPgy8/O4fP7eBNl3ZX4ayqY/jkFN0tLl48oun2OTg5OdeQfxOFqvZzwnQwzDa/Z82f6YovMhmMVPW8GvW5sRi1fh8UGri8XGs9agUnjyilXljjsrme5Y01jpd6nWV27969xiktNzw8XNTlG1Gj3gfGc/vp64xyycUXF3T51e6HndPHSB0MsG37zlW3azaCQh4HhmHwvW/+gC3dLfzJmxvnMbP483nO3exk9+7d9P50kiNzqYb8myhUtZ8T4g+MsrVv05o/c+foEb6tD7N95y58bteql6ukRn1uLEYt3Ad79+5d9XsFLRVprUetfyeB/8CsN5mwln+w/p20Lj4CnJN19W3AqHV8W47jy66jlHIDXcDsGrclRE7T4Ri9neUV5gJ0W91zAzJokdFglJmFOOPBxkrZjwWjbOlqBWBzq4vJ+RiGId1zq2U+kr/Gxd4SPbsg9WZiSd7ARSnVrpTqtD8HbgGeAx4C7rIudhfwoPX5Q8CdSimfUuoCzCLcJ61lpZBS6nqrfuUdK65j39abgMesOpiHgVuUUj1WUe4t1jEhcpous/mcrdvuniuDFjk4EgBgZiFGIpXe4LOpDMMwGAtE2NLdAsCmVhfxVFrqmqoklTZYiKfy17jIvCKRQyEZlwHgZ0qp/cCTwHe01t8HPgbcrJQ6AtxsfY3W+nng68Ah4PvA+7TW9ujV9wKfxSzYfRH4nnX8c8BmpdRR4ANYO5S01rPAR4CnrI8PW8eEyMmcU1R+4GIPWpQmdHBgJAiAYTROr5P5aJKFeIqtVsalp818AW2U36/WhTPt/vPsKsp0z5X/F7Ekb42L1voYcEWO4zPATatc5x7gnhzHnwYuzXE8Crx5ldu6F7g333kKYRhGxQKXzFKRbInOBC4A48EoQ92tG3g2lWFvhc7OuABMzsfYNdC5YefVLOzJ0Pn6uMigRZGLdM4VDSMYSZBIGWU3n4OspaImz7gYhsGBkUCmu2yjtMUfs5rPbekyA5fNVsalUX6/WjefZ06Rza5XkyZ0IpsELqJh2OnkciZD2+wJ0c3ehO7U7CLz0SQ3XzwAmBmXRmBPhbaLczMZF1kqqoqQtVTkz5NxafO6afW4ZKlILCOBi2gYU1YBX7ldcwHcLif+FnfTZ1zsZaJX7urD63Y2TEZiLBjB6YB+K8ht9Thp97qYDDXG71frQgXWuED1mtCl0wbff26MSKIxCtAbmQQuomFUasCirbvN2/Q1LgfPBPG6newa6GTA72O8QQKX0UCUAX8LbtfSU+CAv0UyLlUSKrDGBcwC3WoELj85MsVvfekZ/vQH4yzEkuv+80TpJHARDSMTuFQg4wLmoMVm31W0/3SA3Vv8eN1OBv0tDbRUFMnUt9j6On0yr6hK5q1t5/7WAjIuHb6qbId+5lQAhwMOTUV5131PSfBSwyRwEQ1jOhzD5XRkCmvL1ewZl3Ta4LkzQS4f6gLMjETjLBVF2bJid1S/ZFwK8vDz47w4FS7rNpaWigrJuHiZWVj//5d9p+bYPejnD2/oZ++pOd5535OEJXipSRK4iIYxMR9jc7sXp7Mys4V62jwEmrgh2bHpBRbiKS7fZgYug/4Wxuejdd9d1jAMRgMRtq7IuPR3+qR7bh7z0QTv+/Iz/HSENvIAACAASURBVMuPj5V1O6FYkhaPE48r/0tQb4eP2YU4qfT6/b+k0wbPng5w5bnd3HB+B/9w51U8cyrAuyR4qUkSuIiGEFxM8PBz47z0/E0Vu83uNi9zTdxq/OAZs2Pu5dvMrdCDXS1EE2nmI/X9RD63mCCWTDPYtTzjMuD3EUmkCMkL1ap+cniKZNoou9YpFM3f7t/W2+Ejbaxv2/9j02FC0SRXWdv+b7t8SyZ4eee9ErzUGglcREP43OPHCcWS/Pard1TsNrvbPMxHkyQbpM19sfafDtLqcXFhXztgBi4AY/ORjTytso0GzPM/O+Nifj05L8tFq3l02BxJV+6S4XwkmXcrtK0a3XOfOWUG6Ved25M5Zgcv+043T/Dyb0+e4tX/349qPusogYuoe8FIgvseP85rLxlg9xZ/xW63x+qe26zzaw6eCXLJVn9m582g33xhr/cCXfv8z6pxsXajyZbo3FJpgx9qM3ApN+MyX1TGxfw7XM/AZd+pAP4WN9t725cdv+3yLfzj25oneHn86DTHpheIJSVwEWJd3ff4cULRJL97086K3m53mz1osfkCl2QqzfOjwcwyEZjFuVD/3WXtdv9nZVz8Vnt5KdDNad+pOQKLCS7e4iewmCCaSOW/0ipC0WRBhbkAm62My3p2z913ao4rz+3JWR/3K5dt4ZNW8HLXvU9mtnI3oiMTZtF1OF7bWWYJXERdm48muPdnx7n54gEu2dpV0dtu5nlFR6fCRBPpTGEuLAUu48H6fmEfDUbxuBxnbZvvb5DAbL38YHgSt9PBm6/ZBpS3pDYfTeRt92/rW+elonAsyeGJUKa+JZfXWcHL/tMB3nnfUw0ZvCRTaY5NS+AixLr7/OMnmI8meX+Fsy1g7ioCmFtovCepfA6cNjvmXpYVuHjdTja3e+u+Cd1YIMKAv+Wsd9edPjctHqfUuKzisRcmuPaCTezo7wDKWy4KRZP4WwvLuPhb3XhdznUbtHhgJEDagKvOXT1wATN4+UcreGnEzMuJmUUSKXOJSAIXIdZJKJrgcz87zmt293PpUGWzLQDdrVbGpQmXig6cCdDpc3PB5uVr/o3Qy2U0GGVr19kTrh0OB/2d0ssll9OzixyeCHPT7oGlWqeyApfCa1wcDgebO7zr1oRun1WYe+UaGRfb6y7bwid/7SoOjAS5694nG6pJ3dHJUObzcLz0ZcBqkMBF1K37f36CYCTB+2/atS63391uT4huvqWigyNBLh3qOisrMdhV/91zx4IRtnS35PzegN8nxbk5PDo8AcBNF/UzYNUGTZT4OIgn00QTaTp9hWVcADavYxO6facCbO9rzywN53PrpVv4e2ur9Lf3j67LOW2EwxNLTQUXJOMiROWFY0k++7PjvPqi/mXLGZXU6XPjcjqabkJ0PJlmeCy0rL7FVu8Zl3TaYDwYzWztXqm/s0WWinJ49IVJLuxr5/zedjp9btq8rpIzLsXMKbKt17wiwzB49vQcV53Tk//CWV536SCtHhd6IpT/wnXiyGQ4838iS0VCrIP7f36CwGJiXWpbbA6HOT6g2SZEH54IEU+lcwaEg/4WZhbixJK1nUpezfRCjETKyLlUBNa8IlkqWiYcS7Ln2Aw37R4AzL+LcgJYu91/IXOKbOs1r2hkLsJ0OJ63vmUlp9PBjv4Ojk6WN/qglhyZCGX62EjgIkSFLcSSfPanx3iV6uOKAtaly9Hd1nyBy/4Rq2Pu0Nn37WCX1eukTrMSmR4uq2Vc/D7CsWRD1S6U66eHp0ikDG66qD9zbMDvKztwKbTGBczAZWah8uMYnjk1B+QvzM1l50BHZvtwvUum0hybWmD3lk7avS7Csdp+YyKBi6g7X9xzkrl1zrbYetq8TbdUdHAkSHebh3M2nZ2VqPdeLqMB87y3dufOuAzY3XMl65Lx6AuTdLV6uPq8peUUe25VKUpbKvKSSBkVbwa571SAVo8LNdBZ9HV39ncyPh9tiAaVJ2cXiafS7OzvpKvVIzUuQlTSYjzJv/7kGDfs6lvWnnu9mBOi6/+JqRgHRoJcNtSFw3F2My67NqRet0TbzefWyrgATNbp71dpqbTBD1+Y5FWqL9NBGWCgq4WJEgdSzpdY4wIwXeEmdPtOB7h8W9ey361QO61t4Y2wXGRnjnYNdOBv9chSkRCV9KU9J5lZiFcl2wL2UlHzZFyiiRSHJ3IX5kL9t/0fC0bxuZ1sas+9g6RfMi7L7B8JMLMQ59VZy0RgPg7iyTRzJQT183aNS5FLRVDZJnTRRIpDo8GS3wDtsrI02duI69URq8j4wj4JXISoqEg8xb/85Biv2Nm7LG29nnraPCU9OderQ2PzJNMGl+WobwHoavXgczvreKkowpaulpzZJMieVySBC5jboF1OB6/atTxwKWfJMFRK4NJZ+XlFz4/Ok0gZJdW3AAz1tNLicS7bRlyvjkyG2dbTSrvPjb9FAhchKubLT5xkOly9bAuYS0WRRKqsuSz15OCI2TF3tYyLw+Ewe7nUaXHuWDDKllV2FIGZYfO6nLJUZHl0eJJrzuuhq215kDFQRhM6u8alo5SlogoGlPvswtwSC/xdTgcX9nVwpAGWig5PhDJLX1LjIkSFROIpPvPjY7x8x2auOX9T1X6uPWixEQrwCnFgJEhvh2/VGhCwernU61KRlXFZjcPhkC3RljOBCC+Mh7hpd/9Z3xssowndfCRJh9UjqVA9bV6cDphZqNyy7b7TAYa6WzMzqkqxa6CTo3Xey8WcUbSQWfryt7oJSedcIcr3lSdPMR2OrVuX3NX0WN00m2Vn0cEzZrHiakspYBa2js1HqnhWlZFKG0yEYqt2zbX1S/dcAB6zu+Va/Vuy2UtqpWZciinMBTO7sandW9GlomdPBUpeJrLt6O9gNBit67lFp2YXiSfTmRlUXa0eIgmDZKp2sy4SuIiaF02k+MyPX+SXtm/m2guql22BpYxLMwxaXIglOToZ5rI8c58G/aXvKNlIU6EYqbSx5lIRmFuiJ+p0KaySHn1hkvM3t7G9t/2s73lcTno7vCXdT6FosujABczloqkKNaGbmI9yJhApe2diI+wsspe6MhkXq/bIrkWqRRK4iJr3b0+eYioU4/2vqV5ti80etBiMNH7G5fnRedLG6vUttoEydpRspFFrK/TWQjIuTV7jshhP8vMXzW65q2XfSu2eG4oVPmAxWyXb/tuDFcvNuOy0Xuzruc7F3lGUnXGBpW3rtUgClyZzdDLEO+97kkiidtOA2exsy3UXbOL67Zur/vN7rEGL9fYiXYoDVsfcfLOfMr1c6qzOZSxgd81dO+PS3+ljPppsmoLsXH52ZJp4Mr2sW+5Kg/7SBm7OR5L4S8q4VG6paN/pObwuJ5ds9Zd1O+duasPrdtZ9xmWo29xRBEujGGq5rk8ClybzwL5RfqSnOD5XHxmERw5NMDEf43deXf1sCzRXjcvBM0G2dLVkepmspl6759rN51abU2Szf/+pJi7QfXR4kk6fm5eusTRrNqErtcal+IzL5g4fMxVqQLfvVICLt/rxuV1l3Y69s+hwHRfoHp4Is3OgI/N1JuMSkaUiUSP2HJsBYDJcuw/KbKdmFwG45vzq9G1ZqcXjwud2EsyTcZlbiPN/vrmfX/3U4zVd1LaWg1bH3HzqtXvuaCBKm9eFv3Xtd/t299x6C8wqJZ02eExPcoPqw7NGR9lSB26WU+MSSaTKniOVTKU5MFJ+Ya5tZ3/9zixKpQ1enApn6luAzN+HZFxETViMJzMD9CYX6iNwmZiP0tXqocVT3jujcqw1r8gwDL71zAg3ffzHfP3pEfadClR0y2a1BCMJjk0v5K1vAXMpxeGow6WiYITBNZrP2Zq9e+7BM0GmQjFek2MbdLYBK8ArJjNlGAbzJWZcejsq04TuhfEQ0US6YiNDdg10cCYQqcvBnCt3FIHUuIga88zJAImUuROkXgKX8WA08wS5UbpX6Z57fHqBt3/uCT7w9f2ct7mNP7jZ3Kpdj0sMz58xG89dti3/u1CPy8nm9tKnA2+U0WA07zIRyLyiR1+YxOngrG65K5WyZBhLpkmkjLxZr1x6OyvT9n/faaswt0KT5Xf0263/6y/rYhfmLsu4tEiNi6ghe47N4HI6OH9zG5Ph2n1QZpsIxTJPkBulp827bKkonkzzyceO8Nq/+wkHTgf5yB2X8u+/9TJevrMXoC57gBywApfLC1gqAhjs8tXdUtF4cO3mc7ZNbV7cTkfTZlweHZ7g6vN66FllnpNtqUi78PtpacBiCRmX9soMWtx3ao7eDh/bevIHsYWw60PqcWeRfc7ZGZc2rwuXA+ZrOHApPuwVdeuJ4zNcOtRFf6ePI6OzG306BZkIRtnV37uh59Dd5sm8m3rqxCx//K2DHJkMc9tlW/jQ6y/OdN60m3LVY8bl4EiQcza15n2xsg36WxiZq58mdIlUmslQjC3d+V+snE6ze24z9nIZD0Z5fnSeP7z1oryXHSyh7f/SnKJSMi6VWSqyG8/lWzIs1Hmb2vC6nBypw2GLRyZCDHW30uFb+v9wOBy0e52yVCQ2XiSe4tnTAa7fvomh7lYmFpI130AslTaYCm98xqW7zctUOMbd3zrImz/zCxbjKe595zX806+/ZFm7cHueymQdvuDtHwlw+SqDFXMptYfHRpmYj2IYsLWAjAuYQWg9Zs7K9egLZrfcfPUtUNrATftdfCnFuZvtjEsZTejmFuIcm16oWGEugNvlZHtfe10W6B6eCC/Lttg6fS6CNbyrqOBHj1LKBTwNnNFa/zel1Cbga8D5wAngLVrrOeuydwPvBlLA72qtH7aOXw18HmgFvgu8X2ttKKV8wBeAq4EZ4K1a6xPWde4CPmidxke11veX8fs2rWdOzZFIGVy/fTMvToaJJAzmI8mzhqfVkpmw2el0oMAXm/XS0+YhsJjga0+d4jdfcQG/95pdmZ4H2Vo8LrpaPUxVsC05wMcfOczBkQD3vevait6ubXYhzshchLdff17B1xn0tzC3mCCaSG1o4XShxqxC4kIyLgB9nS2MzC2u5ynVpMeGJzlnU2vOF7OVHA5H0QFsKZOhbV63k65WT1kZl2dH7PqWyu5S3NHfkdn4UC/sHUUv33F2f6x2j7Oml4qKybi8HxjO+vqPgEe11juBR62vUUpdDNwJXALcCnzKCnoAPg28B9hpfdxqHX83MKe13gF8Avgr67Y2AR8CrgOuBT6klNqYfbF1zq5vuea8HrZaT95nArWd6rdT0IMbnHG5aXc/t14yyEO//cv839suzhm02Po6fRVfKnrq+Cw/1FPrVvx38MzaE6FzsYPJeskujQbsHi6FPZYG/PVXfFyuaDLNz45Oc9NFq3fLXanYJnR24FJKjQuU34Ru36kATkdxj/VC7BroZGQuwmK8drMUK52eXSSWTLOzv/Os73X4nPVfnKuU2gbcBnw26/DtgJ39uB+4I+v4V7XWMa31ceAocK1Sagvg11r/QmttYGZY7shxW98EblJKOYDXAo9orWetbM4jLAU7ogh7js1w6VY/nS0ehuolcLGeEDd6V9HV523iM79xNZcWULja11H5ycL2ksWDz56p6O3aDlrvFAv5/Wyl1DdspGIzLv2dZkYpnqzPnjyl2D8WIZZM55wGvZpim9CFoqUvFUH5Tej2nZpDDfrXfPNRip39HRgGHJtaqOjtrie7MDe7+Zyto8ZrXAr93/s74P8A2aHZgNZ6DEBrPaaUsh/tQ8CerMuNWMcS1ucrj9vXOW3dVlIpFQQ2Zx/PcZ1lhoeHcx3OKRqNFnX5ehdNptl3ao47dncxPDzMgrV2ufeF42xz1G6R7v7D8wCEJk4zHBpbl59R6ceCz4hxfKaytzlhdXz9xpMneN22VMWKCsH8/R8fDjDk93Dm+FEKDY0Wrc7Le4dfpDM6UbHzWS/PH5+mzePg9LEjOb+/8nGQWjAfe7/Y9zz9Hc2xh+HnJ0O0uh34Y1MMD08XdB1PYoGxQIRDhw4V9Lg8ctIMkkdPHiM4VnyJpS8d49hcvKS/r7Rh8MyJWV55Qfua1y/lOcFpBVM/2qdxzZ+dwahFjz83B0BqbpThhfFl32txGcyGYjX7Opn3L1Ip9d+ASa31XqXUqwq4zVyPXmON46VeZ5ndu3cXcGqm4eHhoi5f735+dJpk+gS3vXQXuy/qxzAMvP9+mnRLV03fD985pXE5Z7j+qktxOSv3Yp2t0o+FHS8a7Bk5yUUXXVSRACOaSBGOH2N7XzvHphaItA9y9XmVm5A9PDzM8WCa67b3FXU/bI0k4KERXB2b2L37woqdz3qJPvU02zalV/0dVz4ORpmAX0zjH9jG7go1KqtlhmGw9xsnedVFA1xx6cUFX+/i6WN861CQoQt2ZhqXraXttMbpmOUll12Ms4S/6e2HUzw7caakv9mjkyEWEse58fIL2L37nFUvV8pzwo5UGs9/nmHB7Wf37vw7smpB8MCzbO2KcM0Vl5z1va69MywmohV7HivF3r17V/1eISHvy4E3KKVOAF8FXq2U+hIwYS3/YP07aV1+BMh+VGwDRq3j23IcX3YdpZQb6AJm17gtUYQ9x2ZwOpba5jscDvra3Zyp8e2s4/NR+jp86xa0rId+v49oIk24Ql007XqZt193Hj63kwf2VfbhP7uYZHw+WlCr/2z+FjetHldRPTw20ngwmne4Yral5mr18fuV6/nReWYWU7x6jaGKuRTbhC4UTdLhc5cUtIC5cy9U4gDMZzIToSsfiHpcTi7ora+dRYcnQuwYyJ0d6vC6iKfSRGt0GG/ewEVrfbfWepvW+nzMotvHtNZvBx4C7rIudhfwoPX5Q8CdSimfUuoCzCLcJ61lpZBS6nqrfuUdK65j39abrJ9hAA8Dtyileqyi3FusY6IIe47NctlQ17KCuP52d83XuEzMRzd8R1Gx+ircy8Wub7mgr53XXDzAdw6OkajgLKQjM+Z5XlFkF1GHw8FgiUP2NsJYMMLW7sIfS0s9eerj9yvXo8OTOIAbiwxcip0UXmq7f9tmq+XAbAljNfadCuBvcbO9t73kn7+Wnf2dddPLJZU2ODoZZtcqu8c6vGZoUKt1LuX0cfkYcLNS6ghws/U1Wuvnga8Dh4DvA+/TWtvh8XsxC3yPAi8C37OOfw7YrJQ6CnwAa4eS1noW+AjwlPXxYeuYKFA0YfZvuW778i1v/R11Erh0bmxhbrH6Oio758betdPf6eNXrxxidiHOT49MVeS2wQxcnA64eIu/6OsO+lvqojg3lkwxHY4XlXHZ3OHD6WieeUWPvTCB6vNlehEVqtgi7flIEn8BS0qrKWde0b5Tc1x5bk/J2Z58dvR3cGp2saRsULWNzFk7inIU5gK0W4FLre4sKqrqTGv9I+BH1uczwE2rXO4e4J4cx58GLs1xPAq8eZXbuhe4t5jzFEueOTVHPJXm+u3L6yL62t1MhUI13YdjPBjl+u1n9xioZf0lDJ5bi/3C2d/Zws7+TrrbPDywb5RXXzRQkds/PB1jR39HSbssBrtaePJ47b+PsLMBhbT7t7mcDjZ3NMeW6B/qSfaPBHn31cXXTmUmaReYcQlFEyXvKILS5xWFY0kOT4R47SWDJf/sfHYNdGIY8OJUmEu2Vna7daXZS1o7V10qsjIuNRq4SOfcBrfn2KxV37L8Sam/3XzyqNUJv5F4ivlocsO75harz+6eW8GlIpfTweZ2L163k9su28J/HRqvSA2NYRgcmYlzWREdc7MN+FuYDEVJp2u7A/NowHyMby1wK7RtwF/5re21Zm4hzh9+8wBqoJM37C4+6+Zzu+hp8zBR4JJaKJosqd2/zf77KrZ77oGRAGmDinbMXSkzs6gO6lwOW0taqzUa7KjxjIsELg1uzzFzPtHKTpUD1hbPWl0ust/p1lvg0t3mweNyVC7jMh+jt8ObSW/fcdUQ0USa/3p+PM818xsLRglEU1xxTmnvDgf9PhIpg9nF8oberbcxazt5MRkXMLNc9dJgr1R/8uBzzC3G+fhbr8DrKu3lYMDfUnCRdihWbo2LuVRUbHfqfVZh7pUVmgidy/mb23E7HXVR53J0IsyWrpZVOxh3+MwsfCPWuIgaF02kePZUIOdyS197bQcutdI1t1gOh4O+jsp1z50MxejvXLoPrj63h6HuVh54tvzdRQdGzI65xe4oshVbmLlRMs3niqhxAXteUeMGLg/tH+U/D4zxe6/ZVdbSRjFF2vOR8jIubV43bV5X0U3o9p0KsL2vne62woaIlsLrdnJ+newsOjwZWnOsQ6bGZVECF1Fl+04FiKfSXHfB2WvXvW1uHA5qdku0/UQ42FVfxblg7iyq1IC+qVAss8MFzMnFd1y1lZ8dmSo7ODowEsDlgN0lFOZC8VthN8poIEJ3m4dWb3G1XP3+FmYWYiQruIurVowHo/zJA89x1bnd/M8btpd1W4UWaRuGQTiWLCvjAuaW6GJqXAzD4NnTcxWfT5TLzv6OdRvNUSlpe0fRKvUtkL2rqDZHGEjg0sCW+recHbh4XA76O301m3GxXwz76yzjAuaAvopmXFaMPLjjyiHSBvzngfKyLgfPBDmvx1tycXYm41LjgUuxPVxs/Z0+DAOmy2gxX4sMw+D//PsB4sk0H3/LlbhLXCKy9ftbmA7H8m7TX4ynSKWNsopzofh5RSNzEabD8XWtb7Ht7O/gxMxCTe8sGpmLEE2k2blGxsXtdNDmdUmNi6i+PcdmuGRr16odLYe6WzPD52rNxHyMNq+LzgrPFKmGSg1aTKbSzCzEMgWJtp0DnVy8xV/WctEL4/P8/MUZrhws/gXd1mdtGS50R8lGGQ1GCx6umM3OdFUqe1YrvvTEKX5yeIo//pWLuKACPU0G/S1WgLf2Y34+M6eouhmXZ06Zre2rErgMdJI24Ph07c4ssmtwVttRZOtq9ciuIlFd0USKfacDZ22DzjbU01azGZfx+SiD/pYNazddjv5OH7OL8bIbxc0sxDEM6MuRdbrjqq3sPx0o6QkynTb44H88h7/FzVsvK/3J3O1y0tvhq/mMy1gwwpYims/Z7GxfIxXoHp9e4C++M8wNu/p4+/XnVeQ27eXcfLVO9mRof2t5b0aKHbS471SAVo8LleeFuhIyO4tqeLnosFWDs1aNC4C/xSMZF1Fdz54OEE+m1+yDsrW7hbFAbW5nnQhGz1oiqRd91hJDKd09s2U3n1vpDVcM4XDAA/uKnxj978+M8PTJOf7odRfhbymvh89gVwvjNfzCHomnCCwmSloqsqeSF7rVt9YlU2n+4OvP4nE5+Os3Xl6xNwWF1jqFKpRx6evwMrsYL7j2aN/pAJdv6yp7SawQF/S243I6ODJRuzuLjkyGGPS35J0t1dXqkV1Forr2HJvBsUp9i21bdyvxVLqkLpTrbSIUrbsdRTa77X+579TtJYpcgctgVwu/tH0zDz57BsMoPPAMLMb52Pde4CXndvPmq1cfNFeoAX9LTS8VjVpboYtp92/r7fDhcDROxuWff3KMZ04F+Mgdl2bqkyoh0z03z+PALvQsu8bFfmNQwDb8aCLFodHguswnysXndnHe5raa3ll0ZCK8asfcbP5WN8GIFOeKKjLrW/xrRtVDPea70JEaWy4yDIOJ+VjdzSmyZebchMt7Qc90zV0lgLvjyiFOzCyy39rWXIi/eVgztxjno3dcVpHW57Xe9n8sUNpWaDAH521q8zbElujnR4P83Q8Oc9vlW3jDFVsrets9bV48LgcTee4nu16inO3QQGYswVpN6OajCR45NMGfPvgciZRRlfoW287+jprt5WLvKNrZn3/ZzF/DNS71V/ko8oomUjxzKsA78qxh251ERwMRXlKldySFmFtMEE+mGeisz8ClUoMW7Xf6K4tzbbdeNsgHH3yOB/adKaix1v7TAb7y5Cne+bLzuXhraVugVxrsaiEYSRCJp4reblwNoyU2n7P1dfqYrOHArBCxZIoPfG0/3W1ePnr7pRWvG3M6HfR35s+8ZWpcKlCcC8uLgWPJFM+cDPD40Wkef3GaAyNBUmkDn9vJjaqPl11YvdEhO/s7+cHwJLFkCp+7tv4mzgQiRBKpwjIuLRK4iCoqpL4FzF1FUHu9XJZ6uNR34FKJpaKeNg9ed+7EqL/Fw00X9fOfB0b54G2711zDT6UNPvjAc/R1+PjAzbvKOq9sA1lD9iqxQ6XS7IxLqY8lc6xBfWdcPv7IYfREiPve+VJ62tenAZtZ61RY4FJujYvdPffJ47M8PzrPz1+c5qkTs0QTaVxOB5dv6+K9r7yQl+3YzEvO7an6LLadAx2k0gYnphdRg+tfEFwMOxO0q4DApavVQyiWJJU2cK3TYMpSSeDSgJ44NovDAS/N0XguW2eLh86W2psSPV6n7f5tPreLrlZP0W3JV5pa0TU3l9uvHOJ7z43z+IszvHJX36qX+8oTJzl4Jsg/vO2qsl84smXXN9Ri4DI+H6G3w1vyO9/+Th8vjM9X+Kyq56kTs/zLT47xtmvP5caL+tft5wz6WxjOcz+FogncTgctnvIqFOw3Bp/84VHAfBG+86Xn8vIdvVy3fVPZGZ1y2cswRyZDNRe4LO0oKmypCMz/t/XsOFwKCVwa0J5jM1y8Ze36Flst9nKxU84DdbqrCOwlhnIzLmc3n1vpxov68Le4eWDfmVUDl6lQjL9+WPPyHZt5/eVbyjqnleytsLXaPXc0UFrzOVu/38d0OF6T7zrzCceSfODrz3JOTxsfvG33uv6sAX8LP9KTa15m3poMXe5Slb/Fw9+86XI8Licvu3BzzTWp3N7XjtNRm8MWj0yEGfD7CnptsC8zH0nWXOAixbkNxqxvmcu7TGTb1tPKSM0tFdnbgGvrCakY/Z2+imRcVqtvsfncLm67fAsPPz/OYjz3DoC//N4w0USKD69DfUP2UlEtGgtGSq5vAfP3S6UNZhbqb7noY98bZmQuFMzb4wAAIABJREFUwt++5Qra17mR44Dfx0I8tebU8lA0mXkXX643X3MOd1w1VHNBC0CLx8W5m9pqskD3yGSooMJcWCqirsVeLhK4NJj9pwPECqhvsW3tbq3JpaLeDu+qtR31oNzuuYZhmIFLAVmn268cYjGe4pFDE2d9b8+xGb71zBnec8N2LuzLv65drM4WDx0+d80OWhwLRDNF6KXor1C9UrUdngjxlSdOcdcvnc9L12iJUCmFDNwMRZNlb4WuFzsHOmsu45LZUVRAfQtkZVxqsJdL/b4yiJz2WPUt1xb4ZDXU3UoomqypB+fEfLSusy1gTxaOFtVjJVtgMUE8lS7ofrj2/E1s7WrhwRUjABKpNH/64HMMdbfy2zfuLOk8CjHg99XkUlEomiAUS5aVcemz7v9KzZ6qlr/87jDtPjfvv2n9/t+zFdKELhRN0Onb2PqTatnZ38Hx6YWyu2dX0plAhMV4qvCMixW4SMZFrLsnjs+we9BPV1thTxDZW6JrxcR8tG53FNn6On1EE+k1U+dryfRwydF8biWn08Hrr9zKTw5PLevWe9/jxzk8EebP3nDJum5VLmRHyUYYC5a/O60e5xX9/Og0P9RT/PaNO9ZtF9FKhTShm480U8alg2Ta4EQRIzmSqTSff/z4umUv7anVhewoguwaFwlcxDqKJVPsPVl4fQssNaGrtcClngtzIWtLdInv1NfqmpvLHVcOkUwbfMeaGD0aiPB3PzjCa3b3c/PFAyWdQ6FqtXuu/Zgua6nIbvtfJ0tF6bTBPd8dZqi7lbtedn7Vfm4htU6haKJiNS61bmlnUWHLRYZh8OffPsSfffsQn/nxi+tyToetMQSScRE1Zf/poFXfUvia9rYa6+UST6aZDsfrdiu0rb/MJYbMnKIC74fdW/xcNNiZmRj9kf88RNow+NDrLynp5xdj0Op1Umszr+yMSzlLRT63i+42T91kXB7cf4bnR+f5369VVe1f0up14W9xr9msr5lqXC7s68BRxM6iz/70OF/cc5JWj4ufHJlal3M6Mhmmv9NXcDa+3evC5XTUVBmBTQKXBmLPJ7o2T/+WbL0dPrwuZ820/bd34tTrnCJbud1zi1kqst1+5RB7T87xxV+c4HvPjfPbN+7gnE1tJf38Ygx2tZBMG0zX2M6bsWAUh6P8fkD9FdjaXg3RRIq/+b7m0iF/xdv6F2KtJcN02iAcT1a0h1Ata/W6OKenjcMF7Cz67sEx7vnuMLddtoU/uGUXx6YW1mXDxJGJELuKmJDtcDjwt7iZr8F5RRK4NBC7vqWYPfdOp4Mt3S2MBmrjHeV4sL6bz9n6y1wqmgrFaPe6itrG+oYrzRerP3nwebb3tvObN2wv6WcXK1OYGaytF/exQIT+Th+eMqcC93e25J3DUwvue/wEo8Eof/wruysyh6pYA/7VJ4WHYkkMo/w5RfVk10AHR/NkXPaenOP3v/YsV5/Xw9++5QpusHox/azCWRfDMDgyGWZHf3E7C7taPbJUJNaPXd9yXRHLRLatXa2cmVtch7Mq3kSdd821dbV68LgcZWRcokX3qBjqbs1k2z58+6VVm5MyWKO9XMaC5TWfs/X7fUzV2O+20uxCnE/98Civvqifl13YuyHnMLhGrVMoag9YbI6MC5jdaY9Nh0musrPoxPQCv/mFp9nS1cK/vuMaWjwudvZ3MOD38dMj0xU9F3tHUTEZF7AGLcpSkVgvB0aCRBOF92/JNtTTWjMZl3qfU2RzOBz0dfhKro2YLKD5XC7/91d289E7LuWXd1bvxSvTw6PGXtxHgxG2dpf/OOrvbGEqHCt5a3s1/MOjR1iIJ7n7dRdt2DkM+M37KZWj1mlpTlHzZFx29neQSBmcnD37TeHsQpx3ff4pDMPgvnddyyZr95fD4eCXd/Txs6PTOe/HUtlFwoX2cLFJxkWsqz0vmvUt1xVR32Ib6m5lIhQlntz4ngPj81G8Lic9BRaQ1bI+f0vJGZdCm8+tdMU53bw9z1TwSuvt8OFyOtZ9Z1E0kSq4ANgwDMbKbPdv6+/0kUgZzC3W3hM4mO/cv7TnJG996bnsLPIddSUNdFldhnN0jLa31DZLjQuQyW4cmVhe5xJNpHjPF57mTCDCv77jmrNmfN2wq5fAYoLnR4MVO5cjmR1FxQUutTohWgKXBrHn+AwXFVnfYhvqbsUw1u7BUC0TwSj9fl/FW9NvhL6O0rvnTs5HiyrM3Ugup5ldWs+Mi2EYvP4ff8bt//R4QfdpMJIgkkiVtaPIVkhztY301w+/gNft5Pdvrk6zudWstWRoZ1z8rc2Tcbmw3wxIsncWpdMGf/CN/Tx9co5PvOVKrsnRKPTlO8xsaSWXi45MhOnr9BX9+uBv9RCU4lyxHpb6t5TW2tvu5VJOJbthGHzrmRGiiVTJtwFmv4x631Fk6/eXFrgsxJIsxFN11T14oKtlXQPf587Mc2QyzMEzQd746Z9zPE9jL3vps1I1LlB6ofV62ntyju8eHOc9N2zf8MfLWk3oQrHmy7i0ed1s62ld1svlrx/WfOfAGHe/7iJuW2XgaW+Hj4u3+PlpBQt0D0+GC248l83f6pYaF7E+fvjCFNFEmlep0sbW2w26yglc9hyb5QNf3893D46VfBtgN5+rnxfstfR1+JhdjBfd9ruUrdAbbdC/vhmXh58fx+V0cN+7Xko4luSNn/45z54OrHr5saD5WN5SkRoXe15RbWVcDMPgnu8coq/Tx2++ojo7yNYy4F99Ungz1riAuTRjN3778hMn+cyPX+TXrzuX9+TZ8feKnb3sPTm36uDUYhiGwdGJwocrZutq9RBPpst+Q1ppErg0gAf2naG3w8fLLyy+MBeWGnSV04TumVNzAOiJ0ieiGobBeCMFLp0+DANmwvH8F85iv0D211H34LV2lFTCw8+Pc+35m7hR9fPN3/ol2n0u3vYve3jshbMHS8JS87mtFalxMR+PtZZx+f5z4zxzKsAHbt617tOfC7HZrnXKsSV6qcZl48+zmnYNdHJseoEfHJrgTx54jhtVH3/+hkvyLoW/YmcfiZTBE8dmyz6H0WCUhXiq6MJcWNoFVmt1LhK41LngYoLHXpjkDVdsxV1iv4oWj4u+Tl9Zbf+fOWkGLuVMRA3HkizGUwx21c8L9lr6S2xCt5RxqZ8AbqCrhVAsyUKJs5nWcmwqzJHJMLdcYo4u2N7Xwbfe+3Iu7G/nN7+wl689deqs64wFI7idjkwjwHK0el105ukKW23xZJq/+v4L7Ozv4M1Xb9vo0wHMWqf+ztyZt1A0ic/trNoW/Vqxo7+DeDLNe7+8l91b/Hzy115S0PP0Nef34HM7K1Ln8vOj5m1csrWr6Ot21Wjbfwlc6tx3nxsjnkrzq1cNlXU7W7tbS14qMgxjKeMyXnrGpVF6uNgy3XPDxb3gTdXlUtH6bYl++Hkzq3LLJYOZY32dPr76nl/i5Tt6+cN/P8jf/+DIsu3KYwEzc+eqUCM2c9p37WRcvvLESU7MLHL3r1xU8huW9TDgb8m5VDQfbZ6uudnsXV59HT7ufedLC86MtXhcXHvBporUuXztqdNs723nim3FBy72vKJaq3OpnUe8KMl/7DvDhX3tXDrkL+t2tnW3lpxxOT69wNxignM3tXEmECn5Xfe41Xm1UQIXu4Fcse3iJ0MxPC4H3XW0JXww0z13PQKXcS4b6mJoxbDEDt//3969x7d11ocf/0i2LMm25DjxJYmd5tI4T9y0TdOkaaFNoQ20HbdyaynjEqAMxtjY9ttgbGPrBmOUbcALeA3GRkvL5UVbLqWMUdrSAm2htImT9JI4T+I0N9ux5cSOLV9k6/b745yjKI4vki1ZOjrf9+uVV5xjSTn6+sj66nm+z/cp564dW3jr5U186ZcH+bsHX0o1++oeHMvJiiJLQ8BXNInLUCTKlx8/xCsvXMJ1c6xry5elwamLtMORqKO65lo2LA9y+zWrufcDW7P+vbatpY5DoeF5Fb13hMLsOjbAO65YMaeVmjLiIlJy1ciqc2CU547085ZNTfNePtxUa4y4zOXc2sxpondcsQLIfEfUyVLN50okcamrNpYeZj9VFKG+2l5Lwhvz1ISudyjC3hNnuHHD1Dtce8rcfOGWjXz0ugv5/nPH+ePvtjE2ETe65s5jV+jJGoPeolkO/fVfH2ZgNMrfva616K6RxmmKtIcctMFiOk+Zm394w0Vz6q+zrcVo/z+fUZf7d56g3O3irZfPbTrRSjaLbb8iSVwW2K3feIbPPXwgJ4/1kLkT8M2XzW+aCGB5jY9xc2fmbO0+foagr5w/uNgYyj84xwLdnhKbKvKWl1Hj92T9Sd1oPmevGORrqujR/cY00Y1p00STuVwuPn7jej598wYePxDiD7/5e7Pdfw5HXMwdsAvdPbfrzBh3PX2Et2xq4uKm7If+862xxkc4EjtvNUw4Ek1NO4jMrF8aoK7ay9Mdc6tzmYgl+NHuLl7T2jjnWi8ZcRFEonF2He3n3t8dnbK7ZDaSySQP7uli66rFOdkBuKnWeIy5TBftPjbApgtqWbmkCm+5+7xOkZkKDUUI+srxV5ROAV9DIPteLqGhcVvVtwBUecsJ+MpzPlX06L4e1tRVZbQ53HtfsYqvv2sz+7qHmIglcjxV5GUilij4J88vPnoQgL+6YV1Bz2M6qSnDSdOjYYeOuMyHy+ViW0sdTx86lXHH6HS/bO+lf2SCd2xdMedzCBTpqqJZrySllA94EvCat/+h1voOpdRi4H5gFXAUuFVrPWDe52+B24E48DGt9SPm8c3APYAf+Dnw51rrpFLKC3wb2AycBt6htT5q3mcH8CnzdP5Fa33vvJ91gRw9PUIiCeOxBN979jgf2z73Tpf7uofoCA3zr2+5JCfnZu3p0nVmjI0rFmV8v6FIlIOhMK+/dBllbhcX1ldzcI4ri3qGIrbfo2iy+oCXviyT1FA4wpZVtXk6o/xZGvTldMRlcDTKM4dPc/u21RlPidx08VK+98Er+YefvMSWlXNryDiV+tRu3xFqClR71D8ywU+f7+JdV66kuXb+H1byIb0JXXor+3AkSsArIy7ZumZtHQ/u6aK9ZyjrVUH37TzB8hof15pTTnNRUe7G7ymz5YjLOHC91nojcBlwk1LqKuCTwONa6xbgcfPfKKUuAm4DNgA3AV9TSlkfob8OfAhoMf/cZB6/HRjQWq8FvgR83nysxcAdwJXAVuAOpZT9fqObOszajwsWV/LtZ47Oq6nPT/Z0UVHm5vWXTN19MVvNi+Y24rL3+BmSSbj8AuPHsq6xes4jLj1D4yUzTWQxVqNk/mY+EUswMBq11VJoy9IaHz1ZFiLP5AndSyyRnHGaaCpXrFrML/7iWi6ZwyqK6TROM5KwkB7c00U0nuS2eXyCzjer1mlyPdDQmIy4zMW2lrm1/+8cGOWpQ33csmXFvFfW1RThDtGzJi5a66TW2voI7TH/JIGbAWv0417gzebXNwP3aa3HtdZHgA5gq1JqGRDUWj+jtU5ijLCk38d6rB8C25VSLuBG4DGtdb85mvMYZ5Md2+kIDeNywR1vvIhTwxP89PnuOT1OPJHkoee7uW59fc4+/QX95VR7y+nMsgld27EB3C7YuMJ4k2hpDNA9GEltY5+NUAk1n7PUm1NFmdZGWKMzdmo+Z2nMcRO6R/f10hDwcllz5iOA+dKQNuJSCMlkkh/sOsHG5hrWL53fCsJ8apyi1ikaTzAWjUuNyxw0BH2oxgBPZ5m4/GBXJwC3bJl/j5+gv9yWIy4opcqUUnuBEEYi8SzQqLU+CWD+ba3LawJOpN290zzWZH49+fg599Fax4BBYMkMj2VLh/tGaK71c/36BtYvDXDXU0fmVOz3245T9IXH5927JZ3L5WL5Il/WvVx2Hx9gXWMgNRea2hE1y5VF8USSUHg81Ta8VNQHvESiCcIZLhFPdc21WY0LGNMEfcPjxOcwHz9ZJBrn17qPGzY04s5RL5b5SC1tL9CS6Bc6BznQE+bWK4p3tAWMJerV3vJzRlyGHdruP1e2tdTx3NH+jEfo4wkjyd3WUp+TKcUav6fgtV2TZXQlaa3jwGVKqUXAg0qpi2e4+VS/ZZIzHJ/rfc7R3t4+wymdKxKJZHX7XNl3/BSNlWUcOHCA113o44u/7eN7j+9mc1N2F9e9T4WornCzjH7a26ffr2UmU8WgpjzOyz0DGccmkUzSdvQ0r15dnbqPO2xk5k/uPYh/JPNPhv2jMeMNb/TMgv5s8n0tRMPGtNmze/fTXDP7zqx7jhubB46cPkl7+/zbfc8ml88/OTpEPJHkmT0vsaRyfm9Svz8+wlg0TmtgYkGuh0zi4Ct30X60m/aG7Ffezdc3nunDW+ZC+YbzFo9cXQu1PheHOvtSj9U9ZPxOCPf30d5eHEvKZ1Ko94fprPSNMRFL8MPf7M3ovWJX1yjdgxHed1lwzs8jPQau2Di9o7GiiklWv1201meUUr/GmK7pVUot01qfNKeBQubNOoH0jwXNQLd5vHmK4+n36VRKlQM1QL95/NWT7vPrqc6ttbU14+fR3t6e1e1zIZFI0hU+yvUbmmhtbWVNS5zvvPArHj0e592vyfxcRidiPPP9Y9x8WRMbL94w5/OZKgbrDsT4vxdPZhwb3RNmNHqE7RvX0Npq/GhVIonvZ12E3YGsYvxi5yBwnI3rVtHaml1Nw3zk+1ro95yCp/oINDTTumb2vaTaBo8BvVx56foFmTbL5fPvTPbCs6cINKygNYsC76nc9dLzBHzl3PKqTVSU53/xYyZxWLaol5inasF/d4xNxHnqvuO8/tLlbNk499f8bHJ1LVzw20FGJ+Kpx4p3DQInWL/mggV9bc9VId4fZrLqwjif+dWjHBv38+4MzusrbW0srqrgfa/dPOfXTnoMml8Yp/to/4LHpK2tbdrvzfqslFL15kgLSik/8BrgAPBTYId5sx3AQ+bXPwVuU0p5lVKrMYpwnzOnk8JKqavM+pX3TrqP9VhvB54w62AeAW5QStWaRbk3mMdsp+vMGOOxRGpZp7e8jB2vWMmTB/uyapP/2P5eRifivDkHvVsma6r1c2Y0mnHnW6vx3OaVZ+ul3W4Xa9N2RM1UqfVwsZytjchsiiEUHsflgiVVs4/OFJtc9XKJxRM83t7L9vUNC5K0ZKo+4KWvAMW5D790kvB4jFu2FPc0kaUx4DuniNkq7HRiy/9c8FeUsWVVbUYFuqeGx3lsfy9vu7wpZ6+doN9jyxqXZcCvlFIvADsxalx+BtwJvFYpdQh4rflvtNb7gAeA/cAvgI+aU00AHwG+iVGwexh42Dx+F7BEKdUB/D/MFUpa637gM+b/uxP4tHnMdqwVRRem9aN415Ur8Xnc3P30kYwf58E9XTQt8nPFqtwt9bRYLdUzXVm0+/gAi6sqWLnk3OHLdQ2BrDdbtN7sSnE5NGTePbcvHGFJVUVR7T+TqUZzc8z5tCgH2Hl0gIHRaNarifIt2xViuXL/zhOsXFLJVWty/5rPh8YaH6FwJNV7JCw1LvO2raWeAz3hWa+/H+/uJJZIprqY50LQ72F4PDanXjL5MuuVpLV+Adg0xfHTwPZp7vNZ4LNTHN8FnFcfo7WOALdM81h3A3fPdp7F7nCf8Ua+tv5s4lJbVcHbNzfzwK5O/vpGNWt3w77wOE8dOsWHr12Tl4JFK3HpPDOWUYvq3ccGuPyC2vN6bLQ0Bvjxni4Gx6KpzouzCQ1FcLugrtp+RakzqfF7qChzZ/yGFxoap96GS6EB6qq8lLtd8x5xeWRfD95yN69Sc+8/kQ+NQR+Pt4dIJpML1mr/6KkRnj3Sz8dvVEXX3n86S4M+ovEk/aMT1FV7U83LgjLiMmfbWur4/C+MhRlv2TT1SqFkMsl9O0+wZWUtaxuy32JgOkFfOcmkkYAWqofRZPb7WGdTHaFhFldVUDtpCuADV69mIpbgu78/Nutj/OyFbuKJZE5XE6Vrqs18xKV/ZIKXT41w+crzaxnWNRrJWTb9XHoGI9QHvDnbzbdYuFyu1JLoTITC9uuaa3G7XTQEvPNaEp1MJnlsfy/bWuqprCiuT+gNAS9j0TjDc9xEdC5+0HYCtwveNse9ZgqhMa0JHZwdcQn6i+vnaScXLQuyuKqCpw5OP12069gAL/eN5HS0Bc62/S+mXi6SuCyQw33D54y2WNbUV/Oa1ga+8/tjsy53+8meLjYsD85pw65MNAR8lLtddGXQy2XPcbO+5YLz+wFaS6Kz6aDbMxQpmc0VJ6vLKnGJ2DZxAWOaYD4jLi91DdF1ZmzaTRULyeqts1BLouOJJD9s6+RV6+ptNYW6dFITOitxqfZK4jJXbreLq9fW8VTHqWlbaNz33AmqveW8/tLcNCW1BItwvyJJXBZIR2j4nPqWdLdfs4b+kQke3NM17f0P9w3zfOdg3kZbAMrcLpbWZNbLZffxAcrdLi6dojlY0yI/lRVlWRXohkqwa64l0/2K4okkp4YnbNl8zjLftv+P7OvB7YLtrUWYuASm7gqbL08e7KN3aDznn6DzzerF1JNKXKJUVpTZsm6rmGxrqaMvPI6e4vfqUCTK/73YzZsuW57zkcrUiIskLs5yenicgdEoF9ZXTfn9q9YsZsPyIHc9fWTaAqiH9nThdsGbNi7P56nStMif0VRR27EBLloenHJDRLfbRUtDNYdCWUwVlWDXXEumU0X9IxPEE0lbtvu3zLd77qP7e9i6ejGLi3BVlfWGnO2mmXN1/84TLKmq4Pr1xZfEzaS+2ovbdXZ7hKFIVApzcyDV/n+K6aKf7u0mEk1wWx6SXKs2SUZcHOZwn9FUbLodbl0uFx/ctpqO0DC/OdR33veTySQP7u3i6rV1qQ6e+dK0yD/rVFEsnuD5E4Op/Ymm0tIYyHiqKBKNMzgWtdVweDbqq72cHpkgGk/MeDvrDdHOU0VLa3yMTMTntOXDkVMjHOwdLrrVRBaraPrhF3v4xUs96J7wvPYbm8np4XF+2d7LWzblblnrQikvc1NXfbbWKRyJSWFuDiyr8bO2oZqnOs5PXO7feYLWZUEuacrd/lwWqyC3mGpcJA1eAKml0FPUuFhef8ly7nz4AHc9dYTrVMM539t9fIAT/WP85Wvyv5V9U62fnqEI0XgCzzRDuwd6woxF41y+cvrEZV1jNT9s6+TM6ASLKmf+9Nxboj1cLNbUz+nhiRmTM2vlkd2nisD4mWbbt+ORfT0A3FCkiUvQV87G5hp+sa+HX5jn6nLB8ho/q+uqWF1Xxaq6KtaYXzfX+uc8PfLgni5iiWTRt/ifztK0WqdwRDZYzJVr1tbx/eeOE4nG8XmM0e6XugZ5sWuQf37ThrysPAuaP7tiGnGRq2kBHO4bxu8pSy03nkpFuZsdr1zFv/1C035yiNZlZ9vlP7inC7+nbEE+iS5f5CeRNN54ptvnYrdZmHv5BdN3R21JK9Ddunrm/hPW6oNS26fIUl99doph5sRl3Ly9fRM46/n1DI5nvSTzkX09XNJUM+PrpJBcLhcP/ek1hCNRjp4a5eVTwxw9NcqRU8McOTXCT/Z2pQpRAdbUV3Hfh67KeuovmUxy/84TXLZiUarQ3W4aAj46B0YBo8Zltg8vIjPXrqvjnt8dpe3YAFevNaaOHth1gopyd16akoJRVO12UVT7FUnisgA6QsOsqa+atffKH269gK8+3sE3nzrCF27dCMBELMHPXjjJDRsaqVqAqnzrTaNrYGzaxKXt2ACNQe+MbzBnVxaFZ09crOZzJTviYm3QF8HYzWJqqakiGydwc+2e2zsUYc/xM/zVa/M/qjhfAZ+HS5pruKT53J9lMpmkf2SCo6dHaD8Z5rP/186Ou3dy/4evymqqZO+JMxwKDfO5t16S61NfMEtrvOw6ZvQKHYrEWLF4/pv9Cbhy9RI8ZS6ePNTH1WvriETjPLini9ddvDRvPVZcLlfRdc+11+SpTXWEhmecJrIsqqzgli3N/PT5rtQuwb/WIc6MRnlzHlcTpUv1chmcvs5l9/EBNq88v/FcuuU1Pqq95Rn1cgmZRXyNpVrjkmH33NBQhICvPDUEbEeTl8Jm6rH9vQDceHFxThNlwuVysaTay+aVi3n3VSv5r/ds5lBvmD+6d1dWtTAP7DqB31PGG3K8rHUhLQ36ODMaJRI16p2CGTaiFDOr8pZz+QW1PG22/3/4pZOEIzHeccUFef1/a/yeoqpxkcQlz8Ym4nSdGZu2MHeyD1y9mlgiybefMRrS/WRvF0uqKthmDgvm2/KasyMuUwmFI5zoH5uxMBeMX+LGnkWzF+j2DEXwe8oIlGifh7pqY5h8tv4fdm4+Z/F5yqjxe7Ju+//Ivh5W11XRkuHrxA5eta6eL9y6kWeP9PPn9+0xdj+fxehEjP99/iSvu2SZrff2serVQkPjDEmNS05ta6ljX/cQp4bHue+5E6xagO0ggj6PLId2EqvVfyYjLgCr6qp4bWsj3332GL1DEX7ZHuKNG5cvWA8Ef0UZS6oqpu3lsvvYGYAZC3Mt6xozWxLdMxRhaY3PNi3Ns+UtL2NRpWf2EZfwuK2XQluy7eUyOBblmcOnuWFDY8ldAzdf1sQdb7yIR/b18qmfvDht8zDLz1/sYXg8ZrveLZNZI2/H+0eZiCVkVVEObWsxtsL47u+P8eyRfm69YkXeXzc1MlXkLKk9irL4JPnBbWs4MxrlT763m4lYIq9N56bSVOun68zUbzy7jw9QUeZmw/LglN9Pt64xwKnhCfpHJma8XWgoUrKFuZb66tl7uYTCEVvXt1iWL/Lx7MunuevpIxntNP6rAyFiiWTRLoOer/dfvZqPXnch33/uBF987OCMt31g5wlW11VxxarZPxgUM2vExfrgIiMuuXNxUw2LKj385686KHO7ePsCbAcR9JczFCme4lxJXPLscGgYtwtW1WVenHbFqlouba6h7dgAa+qquLQ592vzZ7Lymk/+AAAd+ElEQVS8xk+XuSJgst3HBrikuQZv+ex1GC1pBbozKeXmc5aG4Mw7CyeTSUJD9p8qAvjETetZvzTIZ362n6s//wRffFRzenj6pO2RfT00BLxcNkUX5lLx1zcobrtiBV99ooN7fjv1bvAv9w3z3NF+btnSbPuRp7OJi/HBTUZccqfM7eLqC+uIxpNcv74h7729QEZcHKejb5gLFldm9EZvcblc3H7NagDevKlpwX+JNdX66T4TOW9YeyKW4IWuwRmXQaezNlucKXFJJpP0Do2X7IoiS321l74Z3rzD4zHGY4mSmCpqXRbkgT9+BT/6yCu5YtVivvJEB1d//gn+8aGXONF/bkIcicb5zcE+XntRY152PC8WLpeLf3nzxdxwUSP/9L/7eWjv+dt7/KCtc8E+Qedb0FeO31NGh1njJiMuuXXtOqPmMR+dcqdSbDUucjXl2eHQSFbTRJY3XLqcoUiMmy/Lb4v/qSxf5GcsGmdgNHpO6/V93YNMxBJszqC+BYxah4C3fMbE5cxolIlYYkE+NRRSfcBLaGicZDI5ZSJqrawqhakiy+aVtfzPe7fQEQrzjd+8zPefO873nj3OGy5dxoevvZCLlgd5+tApRifiJTtNlK68zM1X3rmJHXc/x1//4HlqKyu4dp1RrxCLJ/hRWyevXldfEq8Fl8vY9+zsVJGMuOTSWy9vpq7ay/XrG2a/cQ4E/R7GY4lzGt8Vkoy45FEsnuDIqZGMC3PTlbldvOeqlQUZYk3v5ZKu7ZjVeC6zxMXlctHSOPPKolLv4WJpCPgYjyUIT1PzYU0j1ZfAVNFkaxsC/PstG3nyE9fxgatX8cv9vbzuK0/x3ruf41u/O0LAV85Va5YU+jQXhM9Txv/s2MLahgB//N029p4wit1/c7CPUHjctp1yp9IQ8DIwanxKlxGX3PKUudneunDF7NZy9mJZEi2JSx51DowxEU9Muyt0sWo2e7lMXlm05/gZmmv9WX0iXNcY4FBveNrVFFa/j6U1pfeGnW62Xi6lsE/RbJbV+Pn711/E7z65nY/fqNjfPchvO06zfX2D7fbjmY+gz8O9H7iCumov7//Wc3SEhrl/5wnqqisW7BP0QkjvEi19XOyt2HaIds5viwKw9iiay1RRIS1fNHXi0nZsIOPRFsu6xgADo1FODU+9sshKXEqhtmMmVkJiTQlNZh2vL/E4gLFp20evW8vTf3M9X33nJj75B62FPqUF1xDw8Z3btxojq3c9yxMHQrz18uZp9wezo/RRVBlxsbez+xUVx8qi0nmVFKGOLHu4FIvaSg9+T9k5U0XdZ8boGYpkXN9isVr/T9dBt2fQ7Jpb4lNFqRGXaQp0Q+EI3nJ36heEE/g8Zbxx4/KS3RV8NiuXVHHP+7cSjsSMDRW32L8oN531mna5oLrCOdd1KSq2ERe5mvLocGiY+oA39UO3C5fLxfJFPrrTRlyyrW+xpK8seuUU3X97wxGWVFWU/FRBfWrEZeol0aHwOA1Br+2XwYrsXNxUw/c+eCUvdQ9mvSllsbMS0mpveUmvGHOCYqtxkcQljzr6hrmwvqrQpzEnTbWV50wV7T4+gN9Txvpl2f1ytRK3g6GpC3R7ByMlsYpiNjV+DxVl7ulHXIZKo2uuyN7GFYvYuKL0ethYTSWlh4v9WR++i6WXS2l/zC2gZDLJ4dCw7epbLE2L/OeMuOw+NsClzTVZz8G7XC6j9f90U0VDEZaW0BLg6bhcLuoD03fPDYUjJV2YK5zHmiqS+hb7s5LPYpkqksQlT/qGjc3F1tqsvsXStMjH6ZEJxibiRKJx9nUPZV3fYmlpDHCwd3jKlUW9Q+OOqXGYKXHpK4ENFoVIZ40gSuJifxXlbvyeMhlxKXXWiiK7LYW2NKUtiX6hc5BYIpl1fYtlXUM1g2PR8960o/EEp0ecM0UyXeISicYZisQcMWUmnKOi3E1ddYVMFZWIoL+cIVlVVNoO940A9lsKbVleYyQu3WfG2H3cLMyd44jLutSeRefWuYTC4ySTOGrEJTRF4mIlM6XYfE4425s2NvFqVV/o0xA5UEz7FckYXp4cDg1TVVFm246w6SMubccGWF1XdU77/2ykb7Z4TcvZlUW9Dumaa2kIeOkfmSAaT5xTK1TKXXOFs/3jGy8q9CmIHAn6PEWzqkhGXPLkcN8wFzZU23Z569KgD7fLaPu/53j2jefS1VVXUFvpOW/Pot5Bs/mcA4pz4WxicnpSM77UPkWSuAghilQxjbhI4pInHaFh2xbmgrEh3NKgj2dePs2p4QkuXzn35ZrGnkWB8xIXp+xTZLFqeawRFkso1e7fGXEQQthP0C8jLiVteDzGycGIbQtzLU21/lTjubmuKLIYS6LPXVnUOzSOp8w15ykou5luv6JQOEKZ28USh8RBCGE/QV85g6OSuJSsl23a6n8ya5foam85LfPs6rmuMUB4PJYaZQGjxqUh4LPtdFq2Ut1zJycuQ+PUVVdId1EhRNGq8XsIj8dIJKbeMHchSeKSB2c3V7Rn11yLtdnipgsWUTbPN1Ur8UlfWdQzGHHMiiIwan3g/BGXvmHnLAkXQthT0O8hmYTweOGXREvikgeH+4Ypd7tYucTeiYu1smjTPApzLdaeRekddHvDEcfUtwB4y8tYVOk5f6poSJrPCSGKW7CINlqUxCUPOkLDrFxSafst6lebidfWVYvn/VhLqr0sqao4p0DX2KfIWW/YDQHvlMW5TouDEMJerEaCxbCySPq45EFHaNj29S0Ar7hwCQ98+BVcsWr+Iy4ALY3VqamicCTKyETcUSMucH733JjZPbhepoqEEEWspoh2iLb3kEARisYTHDs9atuOuelcLhdbVy/OWfGsagzQETJWFvWavUsanZa4VJ/bPff0yATJpDSfE0IUt6DfGOeQqaISdOz0KLFEsiRGXHKtpTHA8HiM7sFIqmuu0xKXhqCPvvB4alm4NJ8TQthBasSlCPYrmnWqSCm1Avg2sBRIAP+ttf6yUmoxcD+wCjgK3Kq1HjDv87fA7UAc+JjW+hHz+GbgHsAP/Bz4c611UinlNf+PzcBp4B1a66PmfXYAnzJP51+01vfO+1nn0eE+a0WRJC6TrUtr/d9vdo910qoiMEZcxmMJwuMxgj5Pqt5FEhchRDGzinOLocYlkxGXGPBXWutW4Crgo0qpi4BPAo9rrVuAx81/Y37vNmADcBPwNaVUmflYXwc+BLSYf24yj98ODGit1wJfAj5vPtZi4A7gSmArcIdSKjcFF3li912h8yl9ZVFv2BpxcdYbdqqXiznSkuqa67CRJyGEvVRXlON22aTGRWt9Umu92/w6DLQDTcDNgDX6cS/wZvPrm4H7tNbjWusjQAewVSm1DAhqrZ/RWicxRljS72M91g+B7UopF3Aj8JjWut8czXmMs8lOUTocGmZp0Ee1V+qeJ1tUWUF9wMvB3mF6ByMEfOVUVjgrTg2TuudaCUx9tbMSOCGEvbjdLgK+4tivKKt3DaXUKmAT8CzQqLU+CUZyo5RqMG/WBPw+7W6d5rGo+fXk49Z9TpiPFVNKDQJL0o9PcZ9ztLe3Z/w8IpFIVrfPxkvHT7Gsyp23x8+VfMZgJk3Vbl442kddVRm1XlfB47TQcRg6Y0yR7T3wMosmQhw8cYqg183hQ3rBziFdoa6DYiNxkBhYJA7Tx8BfluRE7+mCxyfjxEUpVQ38CPgLrfWQUmq6m061BCU5w/G53uccra2t053Pedrb27O6faaSySTd9x3nbZcvzcvj51K+YjCbyw4luH/nCfx+HxfUVxY8Tgsdh+WjUXioE09wCa2ta4ju3MWyRcmCxaFQ10GxkThIDCwSh+ljUFdzCleFb0Hi09bWNu33MlpVpJTyYCQt39Na/9g83GtO/2D+HTKPdwIr0u7eDHSbx5unOH7OfZRS5UAN0D/DYxWl3qFxhsdjUpg7g3WNAcaicdpPhh23ogiMJYUVZW76hs/WuEjzOSGEHdT4i2OqaNbExaw1uQto11p/Me1bPwV2mF/vAB5KO36bUsqrlFqNUYT7nDmtFFZKXWU+5nsn3cd6rLcDT5h1MI8ANyilas2i3BvMY0VJCnNnZxXoTsQTLK1x3hu2y+UymtCZtS194XHp4SKEsIWgz1MUfVwymSq6GngP8KJSaq957O+AO4EHlFK3A8eBWwC01vuUUg8A+zFWJH1Uax037/cRzi6Hftj8A0Zi9B2lVAfGSMtt5mP1K6U+A+w0b/dprXX/HJ9r3nWEjHb2a6WHy7RaGs/uMu3EERcwu+cOG71cJHERQthFsYy4zJq4aK2fZupaE4Dt09zns8Bnpzi+C7h4iuMRzMRniu/dDdw923kWg8N9IwR85fJGNIMav4fGoJfeoXFHJy7HT49yZjTKRDwhO0MLIWwh6PfYYzm0yJy1R1GuWuSXKqsRndP2KbI0mCMuqR4ukugKIWygxu8hEk0wHovPfuM8ksQlhw73DUthbgZaGozExckjLv0jE3SfGQMkcRFC2EPQZ+1XVNi2/87q/pVHQ5EoofC4JC4ZeMumJsaicce+YVtTiftPDgHSNVcIYQ/pbf8LWRIhiUuOpFYUSWHurC5pruFzzZcU+jQKxqpp2d9tJi4OTeCEEPZiJS6FrnORqaIcORySzRVFZqxPKvu6B6mqKKNKtocQQthATZFstCiJS4509A1TUeZmRa2/0Kciipw1wnL09KhMEwkhbCPoM0dcJHEpDYdDI6yqq6S8TEIqZrakuiL1tSydF0LYhTXiIolLiZAVRSJT3vIyFlUavwAkcRFC2EXQb64qihR2VZEkLjkwHotz7PSIFOaKjFnTRVKYK4SwC295GT6PW2pcSsGx06MkklKYKzJXn0pcpMZFCGEfxbBfkSQuOSBLoUW2rIRFRlyEEHZSDPsVSeKSA9ZS6DX1VQU+E2EXqRGXoCQuQgj7KIb9iiRxyYGOvmGaFvmprJB+HCIz9dUyVSSEsJ9iGHGRd9ocONw3zIVS3yKy8CpVz65j/ayqqyz0qQghRMaCvnI6QrJXke3EE0n2nhjg8fYQTxwIcaAnzB9tW13o0xI2sq4xwDfes6XQpyGEEFmRERcbGRyL8uTBPp44EOLXOsTAaJQyt4srVtXyd69bz61bVhT6FIUQQoi8Cvo9hCNREokkbrerIOcgicsMOgdG+fmLJ3niQIidRweIJ5LUVnp4tWrg+vUNXLuuPtVJUAghhCh1NX4PiSQMT8RSWwAsNElcZvD+b+3kUGiY9UsDfPjaNWxvbeCyFbWUFSjLFEIIIQopfb8iSVyK0Dd3bKHM7aK5VgoohRBCiGDaDtHNtYU5B0lcZrByifRlEUIIISyp/YrGCreySPq4CCGEECIjNWkjLoUiiYsQQgghMpKqcSlg91xJXIQQQgiREavGpZAbLUriIoQQQoiMBLzluFySuAghhBDCBtxuFwFvudS4CCGEEMIeaio9DEVkVZEQQgghbCDoK+x+RZK4CCGEECJjNX6P1LgIIYQQwh6CPo8shxZCCCGEPdT4ZapICCGEEDYR9JdLy38hhBBC2EON38NYNM5ELFGQ/18SFyGEEEJkLNU9t0B1LpK4CCGEECJjhd5oURIXIYQQQmQstdFigRKX8tluoJS6G3gDENJaX2weWwzcD6wCjgK3aq0HzO/9LXA7EAc+prV+xDy+GbgH8AM/B/5ca51USnmBbwObgdPAO7TWR8377AA+ZZ7Kv2it7533MxZCCCHEnAVtMOJyD3DTpGOfBB7XWrcAj5v/Ril1EXAbsMG8z9eUUmXmfb4OfAhoMf9Yj3k7MKC1Xgt8Cfi8+ViLgTuAK4GtwB1Kqdrsn6IQQgghcqXGb4x5FKrt/6yJi9b6SaB/0uGbAWv0417gzWnH79Naj2utjwAdwFal1DIgqLV+RmudxBhhefMUj/VDYLtSygXcCDymte43R3Me4/wESgghhBALyA4jLlNp1FqfBDD/bjCPNwEn0m7XaR5rMr+efPyc+2itY8AgsGSGxxJCCCFEgRR9jUuWXFMcS85wfK73OU97e/usJ2eJRCJZ3b4USQwMTo+D05+/ReIgMbBIHDKLQUWZiyOdPbS3L3zyMtfEpVcptUxrfdKcBgqZxzuBFWm3awa6zePNUxxPv0+nUqocqMGYmuoEXj3pPr+e7oRaW1szPvn29vasbl+KJAYGp8fB6c/fInGQGFgkDpnFoKayC09VMG+xamtrm/Z7c50q+imww/x6B/BQ2vHblFJepdRqjCLc58zppLBS6iqzfuW9k+5jPdbbgSfMOphHgBuUUrVmUe4N5jEhhBBCFFAh9yvKZDn09zFGPuqUUp0YK33uBB5QSt0OHAduAdBa71NKPQDsB2LAR7XWcfOhPsLZ5dAPm38A7gK+o5TqwBhpuc18rH6l1GeAnebtPq21nlwkLIQQQogFFvQVbr+iWRMXrfU7p/nW9mlu/1ngs1Mc3wVcPMXxCGbiM8X37gbunu0chRBCCLFwavweTg1PFOT/ls65QgghhMhK0O+RvYqEEEIIYQ+FrHGRxEUIIYQQWQn6PAyNRUkmp+1SkjeSuAghhBAiK4sqPSSSEIkmFvz/znUDOiGEEEKUuLde3kxtZQX+irLZb5xjMuIihBBCiKwsrqrgbZubZ79hHkjiIoQQQgjbkMRFCCGEELYhiYsQQgghbEMSFyGEEELYhiQuQgghhLANSVyEEEIIYRuSuAghhBDCNiRxEUIIIYRtSOIihBBCCNuQxEUIIYQQtiGJixBCCCFsQxIXIYQQQtiGJC5CCCGEsA1XMpks9DnMW1tbm/2fhBBCCCFSNm/e7JrqeEkkLkIIIYRwBpkqEkIIIYRtSOIihBBCCNuQxEXMSikl14mQ60CkyLUgLIW4FuTiE9NSSl2nlGrRWieUUlMWSYnSJ9eBsMi1ICyFvBakOHcKSqn1wLjW+kihz6VQlFLbgZ8BTwK3aK2HCnxKBeH0a0GuA4PTrwOQa8Ei10LhrwUZcZlEKfUGYD/wQfMCdRyl1B8A/w78FXAAaDKPlxXyvBaa068FuQ4MTr8OQK4Fi1wLxXEtSOKSRikVAK4DPgdUAW9XSqnCntXCUkpdBPwN8Kda668B9cCnAbTW8UKe20Jy+rUg14HB6dcByLVgkWuheK4FSVzONQb8l9b674H/AtZgXJwXpd+oxAvTuoHbtda/M//9Z0C1Uuq1BTynQnD6tSDXgcHp1wHItWCRa6FIrgWpcQGUUhcCMaBbax1NO94KfBx4GfgycAOwS2t9rCAnmkdmDBJApxUDpZQHKAP+FQhpre9USrm01iV70Tj9WpDrwOD06wDkWrDItVB814LjExel1FuATwGDQBuwT2t9T9r3W4EPAeuBrcDVWusDBTjVvMkgBlcCPwJu01o/XZCTXABOvxbkOjA4/ToAuRYsci0U57VQykNas1JKBTHm6/4M+EPgGeD1Sqm/sG6jtW4HIsAm4NoSvCgzicGzwL3Aq5RS5QU50Txz+rUg14HB6dcByLVgkWuheK8FRycuGMN/XRhDgD3AI8BXgVcopd4FoJSqAZYAf6C13lewM82fWWNgegL4ltY6VoBzXAhOvxbkOjA4/ToAuRYsci0U6bUgU0VKfQ64ErhZax02K8ffAFyKMTyWBMq11hMFPM28miUG/5g+r1vKnH4tyHVgcPp1AHItWORaKM5rwbEjLupsp79PAXuBryqlAlrrMPAUxnxlvdY6UaoXZYYxWFyo81soTr8W5DowOP06ALkWwIiB06+FLGJQkGvBcYmLMpvkWJXP5trzLwF9wMNKqXXA9UAlxjBZyckyBiXfp8HJ1wI4+zpQSlVYXzv1OphDDEr1WqgFIwYOvhayjUFBrgXHJC5KqS1KqeVa67i1zl6d7fRXBtwJ/BIju/wA8BGt9anCnG1+SAwMythj49JJxxwTB6c/f4syek98wKxTsI45Kg4SA4NS6nrga0qpprRjjoqDnWLgiMRFKbUK+F/gx0qpZm1sClVmvoFfB3wDWKK1/ifg/cCNWuu9hTvj3JMYGJRSNwDfBKrTjrnNOFxPicfB6c/fYr5h3wN0aK0HzWMuMw7bcUAcJAYGpdSNwLcwpj5WmMes18SrcUAc7BYDxxTnKqX+E6NN8wbgHVrrl5VSlcDjwH9orX9U0BNcAE6PgVLqVRgvwD/RWj+hlKoCxoFyYAL4LfAFrfUPC3iaeeP05w+pGo4yjM6nv9Faf0cptRjwA1Va64NKqd8BX9Ja/6CQ55ovEoOzlFJvAv4JY6nvFRj771yvte43i1AfA/5Na/3jwp1lftkxBiW5/j6dOSXixuj6903gKuAepdSXgZPAa7XWw6qEuz9KDFK2AAPAM0qp1RgdHz1AB3AfsE1rHSvhODj9+Vs1HDGl1BHgZTN5+zlwCFihlPpvrfUrITX6UHJxkBicYyvwN1rrA0qpk8A24HLgl+YKmpu01mdKPA62i0FJTxWZgU5oY235k8DFWuv/AI4A3wfWm2/YZcXyA8k1icFZWusvYPQheAij0+NvMHoSnMSYs602h0dLMg5Of/5wzj4ycYw5+7/EGIV6H/AJ4E+VUpvgbKFqqZEYnKW1/pTW+jFzFGrI/PPhtJuEzduVbBzsGIOSTFyUUi1KqUatdTLtRToCXKCM9sSvBB4A/lIptUqX4A6nEgODFQfr3+Yc7a+Bb2ut/0tr/RuMqbKVQExrnSjIieaJ05+/Je31kADQWt8JaOBjwAta67jW+jlgP8b0WcmRGBjSXxPq7JJfazTh74EmpdQHoHR3v7Z7DEoucVFK3Yzxi/gflVIXpP0i/iWgMD5xfkJr/W7gu4Br6keyL4mBYXIcrONa638F/jP9phjFqp6FPcP8cvrzt0wXB+AjGHuvfEMp1aCUeh/GEHl44c8yvyQGhil+NyatUWlztHEcuAtYV9gzzZ9SiEFJFecqY0nf94ADQAhoBL6stT6ujF4FbwOOaq2fMW9fNHN2uSIxMMwSh9RzVsaeG+8BdmitXyrYCeeY05+/ZaY4pN3mPzBGGK4A/lKXWOt2iYEhi9fEKzAKl7dprYcKdsJ5UCoxKKnEBcAsOjyNsVvnzRiV8l/VWh8xs8mENTRWim/YIDGwTBOHr2itj6bd5h+An2itXyzISeaR05+/JZM4mLfzaa0jC3+G+ScxMMwWB+vNWylVrbUeLtyZ5k8pxKAkEhdz6LMXY8+IkbTjV2L8YHzAxzGGQF/WWp8uyInmkcTAkGEc/hrYDOhi/DQxH05//pYs4rAF4/VQUs3EQGJgySIOlwPHtNZ9pTYSXWoxsH2Ni1Lq9RhL+b4KfEsppazvaWO77YcwVk08hbEevbIQ55lPEgNDFnF4GqPeZ1EhzjNfnP78LVnG4VGMT5wlRWJgmMNrwmd+ryjfsOeiFGNg28RFGZtArcBYzvenwD8AzwK/UkptsG5n/mCagGXANVrrE4U433yQGBjmGIer0+f47czpz98irweJgUXiUNoxsG3iYmaD3cAzGI2TQtroU3En8KgyNoJCGZtGXQe8tdSKDyUGBqfHwenP3yJxkBhYJA6lHQNb1rgopdYCtcDLwNeANq31v6V9/xPARRitzUdLseBMYmBwehyc/vwtEgeJgUXiUPoxsN2Ii1LqDcCPgf8A/hljadefKKX+Nu1mD2As7Rsz/11SzZQkBganx8Hpz98icZAYWCQOzoiBrfYqUkq9EuOH8U6t9R6l1H9j7LPwSuD3ytiC+z7gGoxVE4uAgWIuMsqWxMDg9Dg4/flbJA4SA4vEwTkxsN2IC3Cn1nqP+fXfA5u01t3Aq4E1wP/DKER6v9Z6oDCnmHcSA4PT4+D052+ROEgMLBIHB8TAViMuGBXRLwGYmaMXWK6UWqa1flkp9c9AF8bW7IMFPM98khgYnB4Hpz9/i8RBYmCRODgkBrZKXLSx2ZPVMMsFnAH6tdYnlVLvxtiO+y/s/AOZjcTA4PQ4OP35WyQOEgOLxME5MbDlqqJ0Sql7MJrn3AC8T5dw6/LpSAwMTo+D05+/ReIgMbBIHEozBrZNXJSx144HaDf/3q61PlTYs1pYEgOD0+Pg9OdvkThIDCwSh9KOgW0TF4sytmHfqUtwN9NMSQwMTo+D05+/ReIgMbBIHEozBraqcZnGvXZbypUHEgOD0+Pg9OdvkThIDCwShxKMge1HXIQQQgjhHHbs4yKEEEIIh5LERQghhBC2IYmLEEIIIWxDEhchhBBC2IYkLkIIIYSwDUlchBBCCGEb/x/+v36GiYh6NgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (9,6))\n",
"plt.plot(kiva_vietnam_loans.resample('M').sum()['loan_amount'])\n",
"plt.title('Kiva Loan Amount in Vietnam')\n",
"plt.xticks(rotation = 45)\n"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"posted_time\n",
"2014-01-31 00:00:00+00:00 147200.0\n",
"2014-02-28 00:00:00+00:00 153875.0\n",
"2014-03-31 00:00:00+00:00 311275.0\n",
"2014-04-30 00:00:00+00:00 257075.0\n",
"2014-05-31 00:00:00+00:00 326475.0\n",
"2014-06-30 00:00:00+00:00 423425.0\n",
"2014-07-31 00:00:00+00:00 214650.0\n",
"2014-08-31 00:00:00+00:00 325775.0\n",
"2014-09-30 00:00:00+00:00 182175.0\n",
"2014-10-31 00:00:00+00:00 421925.0\n",
"2014-11-30 00:00:00+00:00 470650.0\n",
"2014-12-31 00:00:00+00:00 746950.0\n",
"2015-01-31 00:00:00+00:00 405075.0\n",
"2015-02-28 00:00:00+00:00 419225.0\n",
"2015-03-31 00:00:00+00:00 157275.0\n",
"2015-04-30 00:00:00+00:00 405800.0\n",
"2015-05-31 00:00:00+00:00 335725.0\n",
"2015-06-30 00:00:00+00:00 375450.0\n",
"2015-07-31 00:00:00+00:00 497825.0\n",
"2015-08-31 00:00:00+00:00 261675.0\n",
"2015-09-30 00:00:00+00:00 250450.0\n",
"2015-10-31 00:00:00+00:00 329525.0\n",
"2015-11-30 00:00:00+00:00 307975.0\n",
"2015-12-31 00:00:00+00:00 529275.0\n",
"2016-01-31 00:00:00+00:00 276400.0\n",
"2016-02-29 00:00:00+00:00 272975.0\n",
"2016-03-31 00:00:00+00:00 245600.0\n",
"2016-04-30 00:00:00+00:00 308300.0\n",
"2016-05-31 00:00:00+00:00 353575.0\n",
"2016-06-30 00:00:00+00:00 388700.0\n",
"2016-07-31 00:00:00+00:00 472300.0\n",
"2016-08-31 00:00:00+00:00 233700.0\n",
"2016-09-30 00:00:00+00:00 638950.0\n",
"2016-10-31 00:00:00+00:00 358400.0\n",
"2016-11-30 00:00:00+00:00 364750.0\n",
"2016-12-31 00:00:00+00:00 478900.0\n",
"2017-01-31 00:00:00+00:00 454000.0\n",
"2017-02-28 00:00:00+00:00 317550.0\n",
"2017-03-31 00:00:00+00:00 346275.0\n",
"2017-04-30 00:00:00+00:00 257325.0\n",
"2017-05-31 00:00:00+00:00 321225.0\n",
"2017-06-30 00:00:00+00:00 466725.0\n",
"2017-07-31 00:00:00+00:00 79075.0\n",
"Freq: M, Name: loan_amount, dtype: float64"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python",
"language": "python",
"name": "conda-env-python-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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