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color_scatter.html
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color_scatter.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>color_scatter.py example</title>
<link rel="stylesheet" href="https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css" type="text/css" />
<script type="text/javascript" src="https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.js"></script>
<script type="text/javascript">
Bokeh.set_log_level("info");
</script>
</head>
<body>
<div class="bk-root" id="6a837d42-e1b0-4716-a677-bb0ef350cc8e" data-root-id="1001"></div>
<script type="application/json" id="1134">
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Sb3/+k/fnd7IYf37z/jJSKa8OXSP3wV2SWg7Ls/1je9KbTy5j9nQbSLjZf2Pz4Q8/8RKM4/i7QBXHS98z9UtZhxX27mP55Ajuc9CuA/ve4TzAPo7j/07Kz7ylfhP1oy8htcz/c/oIsFFZ9cjj9sEZ9535n2P/Op2r6gt/E/7EENJU8J8z8wfjGZubHpP+iD7YRvx/U/Pn2bYeQs5z8xGF0KSOLoP21ONc+O5Nc/6OWWqAgOoj9qSs7kCwXiP26xf09wyus/Tb+QRVBj4j/uvAQa8ZTJP5+Ic7HHAu8/qOpz0/mn1z/kwyWz63jNP7QK9noGHOg/cGFd/WyE8z8NEYdtXGDzP+A1Ov15mbE/2oyYVr7w9D8ORHFKtH7gPzxx2Sxn27I/U3bu8ThZ1T+kJDryfMXxP+mFYsTZkfc/v9ipVNtH8D/42dGYByDRP+NEnheeqfA/NAU1f8zG2D+BcAYQwgbnP0qR1dh5+/E/srIgshp89j8s8/8S1aTyP62dwh3yQ/I/GuEEW0oc8z9kYhAFC7nkP6gY6bZ1auE/qSTk1XOx0z/JrjMYurr2P/EyQcMLvPQ/+lQf0gyb7j8o1HLpfkOrP3lmUD5uvvE/gUZPro3G8j9weKMTFxX0P+7nlTACaPM/yX04oGmB5j+Wtc2eL/DYPzguirqT4K8/fpf7Ka8r4z9GMh8Yv2HyP8f45+ekON0/vMz2Czg56T807IR2CkHHP1UTTyNRHec/xjdrY0g26T9GccTdMUbwPx6Slxj19OM/dkRqL75j8z/P9V9Ttc31P56dpKGxX94/D/isD/RE4j9xAz28WITuP7Om/kWQi+I/HfdfHofg9T8P4mAFkvf3PzzZggEzwLg/yM1709OT9D9gcjIcG+P0P9BC6uJkNdM/uIH98X4b8z8+os9Z4uXOP35oVrEdeNs/cSzFG8YW8D8KD/j8o83JPwPYzgTiv/A/bfP0FdVc2j+cLeOZJ3j1P0MHdEFm+eI/j7K6kxZT2D+ja+yWu9rgP75QRoYxls0/qOfGIlPa8j/anDIbm9/mP7dm+zFhbPI/WKDwJjrH6D+AzWHY4WKyP1pcp48oT8k/rm6Cica36j90ft8riH30P+Bi1fWqZPE/tTOItF1d8T9YU/cSkt70P5wppPEROu8/g4Md1XPp6D8gh819PBLTP/ZouAKmoNQ/iCyzRGBh5j/82hLq8J21P0QCWI0l8u4/kLjME7qd5j8KYuyjfdv0PyUHIBBSn9I/93wl7MaY5D9rW+qCdObgP6BCxGQ+qdI/sLlAVt9irT9o27miGvb0P8xHqR19LOY/wP50cz5c6z/+GGBkDYTBP3F6w57qsPA/LRrFYWPf2D9OHL3p1fjfP44/D5bPl9w/APOjla909D/Du5vTUcjYPzVEaWN7Wuo/7vGp8HCq8j/kkgLBFB/DPwEdjtMwtto/CB/m4AP41T9xis3725b1P4F3kg/++/A/XGIMQ4Rn8z9Okm1UpfvmPzjFkgJRu9U/FHPqjMAW8z8OSxhG76PlP05/BSHhKcY/3NMh+/YzxD/Vyc0m0J31P2YPthG1d/U/aakK6IvR5T829B2939XRP+Q6cSi/C+Y/7Rus6g/47j+QSflV7Nb1P5Q49yeMVOk/SGdVbPkC4T+yltqDWsH3P6ZzwIGIjfM/YC1yx2c69j8npo2ps0/wP9qzclz+CuU/s8J1syeT8D/gOVrLMSXxPyL04QJr+vM/6k1EkcAK5D8QKr7Hc7u8PwCLyzI6HWA/UE7HX+BipT/j5LyOnZXxPzc4DnLc/fE/EmDptYcQ3T8a7L7nwT3mP94OGJhkwcU/oip8E6nj0D/4PSyLKXizPy/3O95w2NI/KB1H6wun9T9SkAKje7fhPxiVhom90aM/g85un2QV2j+TCOW5K2zrPwBfB5c0hqo/rhkjeZEr7z8S7qsVNI3JP3IdDCOndvU/vHjKUqWWyj+3eLXlGGLyP+SfWzudT/U/2ptlAu5r8T+qeOAzh7fgP2bxQ2f/D/M/jAaL3g018j+kmNqROk7lP8XEUx4eQuw/iPVugt8k9T+rltJT5W7wP3EZdRF0V/Y/1Derux5Dtj+8Bsgyavf0P+PEfqb/q9E/3T3Myph75T/tF1gsWr/RP1KWjCDw1+Y/RrDNlyDR9z8cvTLC4vjpPzTfpgSxyfc/2HRh1OPe1D+DsoTsWJjyP5Bpxk05W94/xnjyuLOa4z+g1tkkDjTtP3j/azwclvc/kg62Uuse7T+ArXKyKxHwP6TdEddf/Pc/utcDYM6W6z8dsT2XErbVPzS1EU5pwe0/iOjvtetf7D+cmAndNDzkPwGfCudfnPM/UrxHMZgm9z9HGkQA+pXYPyJ8xI5Yie8/deQD5W1p3D+wpv81cm7oP0LryRmkgNg/+z1Ky4/U9j+bMz70Cx/jP6jzW0VmUOw/tITOwlYc7j/W7eLFM771P6Ke7FKBzvQ/FPZFKPWR5D8wGh5UW4y2P0eKrh3R6vc/NAf5I6Evwz+7YlZaguDQP6aDM3BH7Nw/slVq7ZE29T8eDrjdivvqP9yBnLXS0OA/vjbIPEAZ9T/CA+4GZVPvP2SujnPMjeg/Z6LQP6O69j9mUmBWa0XMP7HLBW3w7/Q/NG8729It3j9ECWnsVpDlP1plBWoxdfA/haivX0N19z8OavufTTDgP+j53Kx7Le8/AoH8iSqY5j8Y4BQbmxrzP37WIYyEQ/M/iOEoEhX+7T9eEqFFtHbkP/o6x8S5E+0/+/wNR7my9D8CBZztujHmP23LQWjqk/Q/wJiWOlS+7D9ZAkyOQV72P2u7NInHN98/HBSHQ3vq5j8ADbv4+Lr1P8LOvuELcsQ/CI+VwhGP7z/wFXBNR7voP8fwtHeBP9U/hNQDp6586D+MU3PzIkDoPzuqeg9wJNo/sVRlV/JZ8j+wqmDdlKXzP9SUR1Y0yOA/4ioh14Ai6D8078HUg2DPP+55Ew2FX9o/NQ8XVpxP9z9WScj3IWXrP4ZX9HmWkeI/704YfCUP8T+XLsmcqGz3P+ycgEsKs9c/Oo8JyrLU8D/uJY28d3nhP0H2JQRqUPU/CKVrNx6k6z9Cmul06czvP9levOpNzeQ//xnCGfJM6j/sdmciO63kP0RLNJ85R/E/KDx5SBOs8j8S1SN6WFLePyRwm3qWHuk/0zQVAFbn5D/AQsCey76wP2hR4l1O5us/vGzpMXBXyz9EUapABHv0Pzueo4bSZPE/YhZpqkTf3z/wVXTi9G71PxT/cyFD2us/+JM922fQyT81JyXH9LvlP/GrpaFmxtU/M98jgrdQ1T9k5kVCzpPJP3YJrAZdM/Q/oU6LHt8y0j9A9leY02N0P6AR3VAUKuU/Uf7jdudc0T+RkSYV7uLxP55XywFeg/Q/AGNflaBXsz89h351T/bxP7FaQL6eIfM/2Gj4UA1X0T/7FUDF9PDVP0hBYeu01Ok/dXG/eJJ83T/0j7Zj9KjzP74NRfxukuk/3dsjLhwF3z/WLdLOvmHtP5wTiIRP79Y/MdlvSu1l0j+tsma1SQzzP0qgkL4L88U/R0gbQpNR6T+fUuVl4xDyP67RHYPDRfQ/hnJTcQqW8j9WZ2NV4T33PzFZyXWAnuo/crSrbT97wT8ARqvS7pdeP4RTAnyuBO0/qBM/iIBl8T8gCjJHF/XcPzxcT60ndvE/JGCS34rgtj9NArLYfDjzP7wcuXKOUvQ/FMcW9mBk6D8Obuid/XnJP6ZJ9X633OE/Vu9dbUOF5z9wHNzv87+aP7bAwRMSeOM/QKLVOZ0J6j8psuUpxD7VPzDA+s9FzOo/FI1rqZDZvj+MOGtq9vbEP+i8W6YfYsk/CHuvYhQF8z9YbTvZcDXZP6Nj14Kz1+8/vFUvi1eewz90iw+bm/30P9gQfp9a+b0/opjzUYhK3D/FJMxT0gPXP8+7CtCqTe0/7MSBNUpf9j+pd9Ic6AP0P5uHS5vzVOo/DyYB1xN71T8mnBoT0FjqP6ZeHj/3utI/dzAwzOil6z9wKVJL7WbkPxbtvXG1qs4/qq00iSbN1z/dWr7NhY33P/Zigo1nQ+0/x1Le6DUP7D+8e2zIap/hP4Q5heZJHc4/xNIfWBgRxj90hB4dTG/mP3Lm3MCsmsw/JfyJDTok3z8w+zQ2n6LtPztWz3Ba6vA/0KJ1+mrx4j+Y8FU+B//3PxKw4g6fm+w/LG9PfAwKwD8XQoQBkZrjP+d/JES9v/U/xHXypK2Q8z+5WRtjbY71PwDVEGPX5vc/2F3dK9gI3z9wGLMAu1rwPxATT0z88Zw/BEa8UU6NwT/KO7Jj9e/yP/K+obWxbfc/1SRYHaLG8j+ghaU2MvuFP67X3ieFwfA/wD2S9aHu6z/uBaxY15rGP+RcNjsvxvc/JNZFsc9WuD+UE+DUTovXP035D/RzvfI/TE0MyyF1zD9AdXiXALDqP+qVF9cZm+4/DvkiXLGdzj8FJn50snbWP4iaiWkVCfU/wqcBvDh67j/X7A6wF3zwPyb36u8TqOU/NbZNFNN/8z9Hi9l3Ca73P1bU72h05uk/h0wVTQoH0z/mDwc+Y4jzP/ei0s56Jvc/cJo+zRtjoD9MOMxf8YXzP+g9ZUhRg7g/mQvHJVcr9D8OrhwKJ7DSPz7T7m6JPMw/bDbW98Wcxz9+0SBIpOXmP3JMzq439tQ/9I/USZtX9T9ANNxr0xv3PxEbIm/YjvY/luBzS/PL6D82SJiS5eTzPxY7Vui01fc/GO7/G7f+7j+ds8ygDSnRP0ZwNYGTsNg/lEqttRhS7z+JtsSjcMPaP2jnDI+C4/Q/Phf71lae4j+Y3jijQT/hPwjKt9YL26s/lfit2IH68j8nzZkYT7L3PxCQiCzcq/I/d5PlfVjp9T+8eeS3HZHhPw8aVmed6OE/Mw3CM6ZY3D8xzs5EXOPQPyz96IGa5eM/fDYS2r0J6T/6jyUUTbPzP1b9wBAZo8I/mvkbo2RHxj/oLS8odEG/P2p40k0FE/Q/2F0XL9pF8T8EA4dSH6vtP4QHY/TWBes/ijpfX+zN8j/MO2Bf/jexPwpsrJqgkeg/jBSbNlpv8z/Lvvp3yRznP9SeljO5iO0/xgpQO9vj9T/U5XGKJVCwP8vxXJL26N8/nCakwA/gyz/fRXbbdJ7oP6X5Lj28aeQ/bmXJGhQ09j8QjgNkrQKUP/Jw9Gc9n/I/DGQ0xQaczT/Ti8C4jJTyPxKAnN5tw/U/N2/IDHh28z+4HFjaahLCP3zFUTH9ZPM/dhHw/YYt9j8CqY0ljVLcP/e+uUl8nfc/dE1yvAVdwD8iJOZuvd/mP9gI4KLD4+I/+u6Hs6QL7T+2keP1z5/wP/sfm9BEBPM/dS8yxkvz1z+u5DYtMIzMPyynyi0vB/U//q/XD+g38j9y4QDAZ53nP+oznIpxyu0/7ALMj5+f6z/azFh4cq/1PyWRvs3MC/Q/yigmEavv7T+cUNqSJhG3P4v9GRoN4/c/kNw0TBpHtz+SX2yuI3/NP+G61GaENdo/Lsjv12jm9z+6oSseAiHGP4AVrC0zZms/gcdZk4t68z+1Sj6gD57mP1JSACCtmcs/n5gMtzg09j9yLQPyPLHAPxhN1hLPcME/IWhBvDWk4T90FB/aQFGwP6CVuI6hWLM/MG5lXmS32z+Q6/3cHqTDP+Qh8QGL4+M/WwLdpacE9z+yESX/saXhP94GxvTq0PQ/orWbgTjR5z9QE5RDe7LrP9xKUBVoRbE/KFLJE5Qs5D8Ah+c8tSDSP8LMpWrBneg/AxwRHOSo9j/M2w5UiAvcP62pwI/4J9o/Lvs4XkVf9z8hGVqSgdLuP0us7IpEQe0/aLHzV8Y1sT8AdygFpKHmP5r/sZGNLe4/hd8MhWej3z8+HscqQVzhP3CudYBJZOs/T8xEJVuP4T8w3q8VJSDiP/8HmaWJw+U/JNfgUing4j9sAa2LalTmP1SWM+jKyeU/OlmIRrlZ4D8Eo8pnm0a9P8af7q7rUPU/4Lbw9yP03D+yJeyXalHsP0BDKPIvQe0/CC271799qD/0PXZrM7vnPwRf3qX3L+Q/cPGVi/rR7T/IG/lPckWuP1jGl2botOU/qEkwCppUuD8xkFy1hv3XP16zwD8CmuM/rGHRTKAT7z+VLz+fVkPzPx80MpjiueI/sFpd68vvuj9SgpEE2Jf3P5T48t+gnPM/tD9UqxW86T909VPrqHvzPwDB/rNnvlo/yEIQ/u6H6D8JPZenNlTXP9cohtMXYfY/vPLpZfFM4T9yv91JVZnuPyABT/RAt+o/2gcrBgqmzj+0SKRdTcz2Pw+X6FpLZNg/DABHZZHGzD/QaZ8mS37pPzS7rBi+DvA/+MvpF6tm7j+iRAqE3w30P793ZBjsJ/Y/jEIfqTHK9T9TeyeC75zZP7uGKkJN6fY/Dkx6IW0o9T/0b+f6ixr3P6C0x968XfI/YMXNuKOfnD+aWqMT6OfaPxrokQDriec/n0rBd6MO5j+oo/t9MVjNPzwlkQdaxeY/qzvAA8Jm9z82HOWzX2DSPziZXaWbiuY/4jthRJui7j/Mwe7Fg+D1P5epHSeSNNE/fmmOzjz09T92jP8lyi71Pyqvvt1IB/I/bsVTfWrp8T/i9bEsR831P6hpEmxBndU/9DPfVNJ3zT8Pvy8UgTP0P96lzdCBpNQ/aUYVFExN9j/wYigj5ybkP9M0LPzsEfA/mvvoWZso1T+nmkdh3oXnPxw5TXzWW9s/55e+355J1T/SAjTq0eXwP/0FPO89wvM/0JNqOnPsqD/oaZo2ycfiPwjkFzlHTeI/0K6H+2uPtz8HEd19ntP0P+gFuQeRUcE/CCX+s2lx7D/NLt8DhdLdP8Pgp/P6weU/FK5lEX+byD9geUHLg4G9P1K+98y9KsI/R8YuOCrq6T/joeTV2pzuP3Tkk+O5M+I/41SE/Hll2T+67Jpv91bbP6sEG+6AuPA/a2VtZTrI9z989yA9wWL1P/8byTcxcuw/iGtSBSeQ2z8EF5u6jcmzPyDucgcqoOg/xUBYYx8u6z/Gge3y9lntP+IFOsdDB+k/RFzass8H5z/c2WVn37TwP/uBNuFUG/c/g641bOSV2z8A9Sp5sk1VP96cuQ+f1PU/j/eH9qIZ9j+O5doWkaTfP4AQOl6lq/U/SwLVG3JI6T+YRtoOIlbhP9N9nqfF3+E/DkOCi6z49T8QaHb4bzjyPyRatZllveA/x7tR9uNj9T/eLe+8XCzZPzpS2q1Ug/E/yu3rq3J46D9Pfs0xeKHpP0yPbfb7UfM//5QiqQUy9T+Otyna4NngP0BmhzoPk68//ZQ20MY46T/NNBPP4XTQP84tUmXj8fc/1Kmv9H1g8D+Cr1OKBQH2Pzy2TNJXi+w/FgiyCNNGwz/eE7dpoT3vPxPWsVA//dM/t04AzPHy3j9I9yR2huv0P1RIxTYzmOU/BGq8CTrc7j+fI4ku+wXrP3ShsJdLOPY/ank4L/OI6T/8hWWZsHvuP6wptKIlmO0/5Mxd6dEkuj/fUszdjALfPyKjJXLthvM/QRZXb8qA0j+QeieR+NDCP+AIWbqZsNk/Tsk3rp1N6z+6AjCmQWfuP+iIV79cB90/HtpSiKvl4z+Q/hVX4FicP/JlEqA6V+4/vnBt9Sofyz/QDY4UGf7APwZdmCymE/c/EEGZm8WpkD/YTPXVqoPUP8E9RusZxvY/ymdIofCp6D+vJDNdKlbVPx4DYOG6yMM/nfQ0VSCf8D+gp15LwmP3PyTM3vXAKeM/Qs1ivE025j+IHTzHwbH2P/e0uheGvtg/2nvOVMGEzz9BUqMowULYP8eSJp7PyfM/izPHCzBZ4j82UieIUzfxP1L0YkHPv/A/HEjJ4LD89z9ACxmUplDuP/9TlQ27NPQ/e+gpdsUd7D/MqYjq3sjnP5BYCANAw+0/pvsBjzJa5D/36OVkLD/oPz3tggCHct8/0KRG1Gwruj+PvY+xujzwPzuRZceYj/I/XPGP/3KN5T/JCKUSgVjxP3p+zuK72N4/EWimt64P9T+FQyD2IfnxPxI4tH7A9+k/pkX5tOV/7D9IJoPX5zj1P8x3UhYHbMY/Yg+5XTWc4j/2EoBI0NvSP3FHjRi3Q/Q/RFAan6jP9j+Shae2BKHwP6IRnnteifc/bnBOhEmT8z/A3HAqkjnjP5j04Lr4dqw/4bJHmWbD9z/SO7u7PNXhP7RofZEULbo/DRZGxCQV1D8jjIFCVQ3wP/rbnxcyKMU/dXAxyDJs9j8oC4Odg6/qP1ofXZvBIPI/4W3gor108z9wZXDWL4zvP5gzZPyVL+o/yaisdZBG1j9BBokt5rv0PwZzGLECEck/w0z1HpHS8D+1BK+2gDnyPw6MiKUTUus/fLw+9NVZvz/IFMzfKNyxP7gNPgCVJM4/zhw4wrsm6T/+2UKS2yb3P9uo2QtNBPQ/zBMc3pnA9j/scwZgGG7vPwCaFLS0rPc/D0YZ2uKX8z/AmIkmfdeNP9x5Ze4E0M0/z2V0qkBh0z9Kws71al/kP4rxbvwlJ8Q/MIsm5CsPxD/O/w23tCnwP4ZNFdxb6tI/CMO59/wT9D+ADWkSx8CtP9gnqxlRfvc/uPRVGg9W6D+kzdv9wFn0P84Jdwl0zOw/P7Yy6R8/5z8Qxi4IEj/NPxxvApeILfY/jgXk7Kga3T+HwBVQbNT1P3Avz+r+XvE/KO3Lo0Pezz/aqjFg+7P2P9AZ+UeqoMc/tvpnRKJe8T9Ar+urHofbP6l/kYam3/E/VTxfIyDl9j9G6yeQBI7yP/D2YVz/j+U/+XobJSnu3j++7KvxSTbMP1NGFp6LdfM/eNOAEpCJ9D9FyFvS1xbuP3Wi26f149g/snY/0iyw6T+6SOyOOErjP2D5T3C1YoA/esGY+Uvl9D8qMb6Hx9f3Px0ieJmJTtY/miLMqbBs6T9UWFMTFaTxP5woTPk3osU/WrRfVvufyz9sAY4EidvQP5yMyyvoA94/JIhp9SCmyD9QovYTAgjwPwy2DzW6DOs/9jkvRsmI8z8mdn02QKTyP3IKbzbdTt4/qT6iTU+s6j/nJgQDHvLTP7K1xOnlivY/7l1UCoSn9j9z8NDdcnjXP/Wc9vAYvfY/pnpcVS/E6j9U7hl5Rev1P8EXD8EoqPU/oERAt7XHvj8WxitMNZ3zP3SmJSyr8/Y/2q4UitxP6j8iJmy76sr1PxhdLnJUXvU/6JNi3qPf7j+0Zr/JLLb3PzggOM158/U/jlfdTgxI6D/fk0GU3Sz1PzhBbJsQCvE/rILKzz6Uvj8MWd4l816xP2/VDArx/PQ/oFWOVYjU3T/aQyvPA9XpPzYLccd/peg/tkqWuqf18T8nMva8bpvZP3oMM+FB7+k/JE4GDg4c6j/cnANuQQbtP5cvXEkJCPM/HN1Oxipn8z/AlKsnBZmSP/8LMDLNoOI/qN5jWgHh7z8qROjvWG7wP2QT4y/+TeM/RsF0c+mr5z9Xm6WseejjP2jQnNj6MbM/eRilW0SA2z+g/np0VX7fP9rf0K3ROOc/zUQsJPlb8j+mwAoekVrtP0Dm2Wf1Ivc/B7SBnNK75j+GxCw1NHPyP6DvLGozPNs/xizvzK8y1z+wseYkumjsP1A8tk3oLKU/qQ7clmLL4D/87n6bTwXrPz5RXz4kTe8/9H3LXNvRvj/MOdjcXU2yP/SmBp15S+g//K5DV3/R0T9RnKuW/4TwP5wdX+rOIO8/KNKKIaLTtj/N1ZmZnuPsPy32eIpr09U/Xh8qldBq4D9Wbie3F4/TP9EDFcjFZPU/GO9G+2c12T8TupX7OmTRP1B/gmwUYq8/ljMTGLf26j940M+7xMP0P0RSthy9i/A/i9deKqsJ8T/Q7nwSIdvwP44aQrTC8PQ/nH8RthGV7j8MXnlMeuPXPxAPKH1arq0/pvq94eI/7z+TuwRAF8LRP+iGE2z5RuQ/OK8V8JkWrT+WbmxEpNzwP9ZeTYxmRvA/pnrWl/uCxj91l7jrMELiP+y696hvc+I/B2UfQFxf1T+gSdpMCjv0Pz5ZJa4xLPA/ePuLCNZo7j9mkeqJws/gP2VVia0FyfY/+WNLkK8P9D+WvL11sOHkP2IBWyPHk8c/N9jasVbS7D90yL5zwfzvPwqlnCO+FfI/74el2p707T8VNt6DiuH1P14aQzuBPOU/Y8d5tE1Y9j8xlSzvWOP1P5h4YqE3rvA/+I+5khRs8z+esiF9H77mPx0f9hsrDNo/mhonRX2c5z/MB4gaMdXrPxQGy6OXNOQ/NJYJQWrb9T++fOAvkwziP2L5GruUXvM/s1TAPOMc9j+Uzy3f6W7xP1JAVOo6pfM/ONOaj0Ll4j+jszK+sK/zPzVTQG3f1u8/mivuBkYd6D+XWscmWUryP7gufTTacfI/fIMJ6v1O5z+I1bjTf/TsP66JP0gXFuA/RHW59Bp47D+H3jaVxdP3P6SWuthTjPM/SDPEidkb4j9yYn13LeTuP4VYoFn63/E/9xphAxlj3z9fdUVMngXUP+5eOLD+o+0/OpCgOJcm6D+vutHcNyXxP/Q+XoI2WeU/mKRi3H4c8j/twfU4mq/XP7QQ1aL8du8/AANX94J4kD80MsD0iFr1P0kEigWdR/M/tlfhTBzr4j/wphhG2b/WP09LdSG8HOc/XSXaHMHk4z+j5r9oNpHzPx7TbA9Bf/Q/gdJB0N0q5j/E891ZMdK4P/I+UP2UMeE/iH+q21GL8j9YzWFORsPHP6AlPDDwKb0/C22QTfL+2z9e4NeRKNzuP7C+mzY2k+s/x9WAqPNN9j9sfCBsJ+3hP8obXDEqk+E/wnJK8S6e8j+bz6QJI9bUP+hGRWETW/E/9Wzm7dpr0z+bU0cjTxbyP1Rc9JzfxeU//qxdxnt+7T9KGEmgALLJP7SRSNQKLes/ht19b59cxj+Kvzgs8RLsPyXecnOdeOU/xLhBtuE11j+miFotJvn2P2CrKmwB04M/ei38n4fJ1j/IWgsV8VTfP1wnOASsdds/cIIiPN4C9D/Am4QUoCz1P5WxIOQzIeQ/SqCexyyH8z8mXYz/mwP0P4WTSGENVtw/XnMLwtW/9D+exxccYPntP0cU1Egj3eE/njvsjfWr9D9CuuBW8O7DP1JzyV9vVcM/aSoBYKL91j+DkUR7Q/D0P3BfVQdJvds/nPuS6kDg4j/g+VSjoyHHP25fOhKRd+Y/rYmYq5yH5T+HSaVO76bkP6C9zR7UteU/YJh33iC37D/H0NanwnTzP6q/wo5vbuo/JOB0zuiotz/Zt1zT9dDXPyTgkY3GcOU/DwDDY0sR8z++hNZh/lriP/Nz9Z0eY9Q/LNVGxNyO4D9U52gSBezIPwzUdt/OaPE/FW7F0M4k3T8O0kJ+I9XrP+qC4J7dee8/UK2QG3sgyz8b4GRBHOnTP1KaMU7U4fc/LbQDT8u/7z8+E3NLrubYPzSnYMdFmMg/+UKlrA1U5j8JinDtrdvbP+grNZ4jMeo/worJKhDH8T+EsmvGUJvyPzrc6B2JSuk/VJxlrUhX8z80ep9bJ2zlPw7SL27+N/A/rh7zzfOy7z81EdWvdCDbPwBSnntajM8/km6ZkvDk5j/qs/tqF6vKP7K6hH/TKuU/32zN4T3/8z/mdVY2XhD3P/XTHrednd8/MZvvlUeS4D+a5YL4oObvP366rhsaNsw/SuCbIa+45z8BOI9TJKnsP86y68WfHtU/xHknVq+59z/6BUcUcD7nP1ws2uiidMs/ekskcibwwT9w0NAYe/TBP95CP/H3B84/Oztbu90A2T+Ulna+h5X2P76lgWczZMs/wIErewRl4T+I02G0lqejP2p0sw2uueg/MGrDR9g89z8dk9nYpq/yPwlZEEmwrvQ/KlbZUmr2wD8I+49cv97lP2BrHjAlOKA/jRKp8D3E4j8yxXbHb971P9hgc4v9muE/qzmMx8qx0T9YIKOJgXbkPxd/q9j0I9g/wLXF/ARz8j9CB3wB0pbtP0UoRhwdaNo/2F8cxqgd8z9ohkmt4mTiP5BJPt8NApo/eHT+86a6oD8oxkTv7TTiP4A9N3Euoek/LNxFjzrguT9yt04Xs0PZP/JKlsyv9eA/i6OxplJP7z8fP5FzD07eP9eQhPY0RPA/uicJrv7W9j9/0Kv2kUfpP4czVdX+fvM/rncf7W2OyT99UmZAMjDYP4TiO4ctbvU/qP2Grnxu7D+Tmq0pR8PaP8goRQvITfM/UAjjRflt8D+4qs1blH3rP/rjwdr++vI/hhGZE1v88D8GBp8iU6DXP4arGyQD5fQ/aGkfp5fd6T8CVyYuqDfqP+7cwIKDMOQ/Iot4U/y/1T+GytZsek71P2hAm3grjvY/XM1a6Ip19D/MwovqJzWzP76tbIIcjOM/aLvvc9fk5D885lYPFwvAP32k26rnMtw/XBSxHUoA7D9VV2wbpITeP8IImyXxAOA/5dWjdU2g0D9HALlzz/z1P+YNeP0rR/A/0pxzYMBE5j9aat38fmn3P1AMApGmKcY/4Ou1GcyQ8z9TfsCwwlvUP3b2StVpLtc/kFIe2TxB2j87NCGXkGr2P2KOfbDqzfc/cLkGiK4k9T/UZkDYw/TpPwDtuXJSUqo/ngmHnwHZ2j+8WRWs/9b3P2Bnew4j6t8/xfwzQq2g8T+p897Kh0LcP/zNz1ixvvI/rtwvMCJIxz/V8j1zf+TcP58jjlBtxtI/gDDFs/e/6j/84jwDPS/sP95WwqMXIuk/OHhQvRBArj8tgi9F+rL0P2rCsGyeld4/8IVmuIq5wT+kBK7YmdL0Pxr/1JB1NPQ/urWZnoTe6j82p7DLKdPnP66W81Hzh/Y//HdfeblE4T+u0zJivmPwP7b5KJXCMNo/MA1GkHXU8T+iclBfnbPjPzZzS6svCd4/o9Kv//YM3D8AoxcZ87LZPyCfxfkh4vI/pCPc8po85D/SpQNZuADoP3wZUMM++9Y/xu5DFOs85D/kie23x7LaP8immp5V++Q/YOB9DuA37D98+dvcB8XoP+T9Err6XOA/SO/4OGZPxz/BK9N6WyvzP9yeSMrobOk/mNfMDx7iwz87UQhTPHrWP6yTQXumFsA/hz4RaoRL7z9waMgUJdijP8Iw4pg19cU/gsRERHbq5j/vKFRYM3PfPyYSGjoIdvc/HLBkFgmu0D/r3LvAxpXjP8C4noaGGOU/RoCIHcUn5j9H78AzM4T2P2asvI05mfE/YJwnUBCGqT/jWuqlt03kP5eOCfwIefI/1osETCyj4D/QTtm2i57vPwwfC1ItjuM/UrZD5CBSyj8uhuaQFwfyP17o7fRobPQ/3WdfBPd79j9MHW3DbSP0P9I231EuEs8/uL3sqH8o8T/8VTzUnBLsPwn3V4A7+eM/rDskwSeF8T+JHqAMI9fRP/eyMCJUkPM/rcaaYSZs2z/oSQnj/HCwP8oaIg/53eg/SuyOlUy09T9ug+gh/pHcP48xsrEQYPI/WyBouwMk1T8Mk5yBEhbsP2VyCPsqat0/1xjB4Wod3j9x4+oEFfzsP1qEiUn4CME/d9h7nckw9T+MYT9Oum/uP7ZIiDZ7WOc/kEpU7n278D9IODfTkITkPzCwwNgHgvU/tFqGKCTJ5D/kYYI9hwPIP6TRAeC+JMA/flD0X6X/0D8erBjbJHbyP24ceki7fcw/SIOYsq5i8z/6yGAKl4H0P/TC5Bl1G/c/cZ0AABEB1T/x+gP7fBX0P8dBrTooOdo/+O1siHO+tj/ztD9IXsPXP0ES5Go0/Oo/M0udrO6U7T+s5s432uHpP534MbkRAPE/TsbHbKDh7j+0HN3aR87kPzRhy+qAFfM/eM8EpSl08z/c0juDj3rYPx6ZYjIv7Mk/AvXLBXc41T+A45OxyfvyP4C1BiTe2ok/p0UK5Ep+3z8ms1FdbST0P5PGqgz5t+A/2gxWWYJ15T8jOracFeTfPxSb5+AmDfE/wx9vdpdE6T9a/uNFBmHrPxa5M+U8O+g/ITVo4qQO2z8IrZNAYmDhP53XeXJ+5/I/mjHNWa1I6j/ThgrnsK/hP/+p32DgfvM/DnmCXTs29j/4rerQP4LwP0zLyaCcBOI/DmQ0HH9m9j9YUUHLFBjNPw39otSZNPE/aoPs3E0E0j+oN/VMvyTxP1CHLddzubQ/iCBHQ6YD6D+YEkj6R971P/M6ck9Bwu4/wTVo8Kck5z9rxVWA1jv0P6xIa1bvnc8/imOwPxmfzj9Srl7nyI3KP4LRQKSBv/I/xIRgxNtH4z9ckRXgoz/0P+AX6M2GSYI/AZ5YTx4v8z9kAR3jTqXoP8UBA7P9SuA/045Cc5pu5T+jUoaRq3nVP8RmVgbr0OI/Lpq4LFOh8z8y7oqTPPjyP3JDDBNVMdo/dI1Wwl7x6j/mFbcc4zvNP+VBJeZixfQ/7ah12gBz8D8eH6VOpqbzP0SSMrAzees/whtWKKax9D+Wx0W/1A73P8gDnacn6NI/XOGulDb5zj8c6BB6QZfnP1xf75U6uN0/uURqwvjW8j8lvaYanlLkP/IGrDGGafM/+thR1aio7D9DtLNu50blPzja90wJZew/LkzbAbKb8D8cHOiLHZ7hP2LGtLfjMfQ/MNr80Qaw8D8SeVWZYWz2Pw71m50r9fY/mTfBYxfx2T/mq3jD6PTjP9XhQt2UBeA/K4afRMRU9j/QD6/iSCv1PzbVQ5lSYNY/AlM0xdwl8D9yiQ1iD+zEP89Exu53PvQ/fwUF1mWM9D/EnTNKP3DTP9JZr7Gxb+U/gM8DWs7VfT982VhiEsf0PyD7VhNBfZk/NrEjeWEu9j9y2lfVVjjlPxdcAXwbuOE//j0Pw6x+5D+IcAhVtcjkP4S4HgH/Pu8/uPEyip8n9T9uydG1U3fzP6RtdB3B6Ms/y07H7HdY5j+Tirfn77f2P8lwUW50pNc/0vkCmXpQyD//gV9zH1DyP7ROXYtgOPY/0Pd1Xprx9j+IBpTmUsjzP6QrdgthXsA/Go2Tw/Q38T9xw5UMTPbmP0Z9dV8O1vM/8FLuI4KovD83ndItUC/rP8YWjE7TVew/woQ8PQhL2T+4KBpZPdPuPwh1Yafzc9g/cDYwyeKa6z8HrPaTcMzbP0Cp5Wh1P3M/uJ2AgvFApz9kZHbQep/3P2cm5AbHa9g/7Pb2Tu1l6T/KTk+y6lv1PxYyJ64dfO4/TN5Y7UpU6z/WTvJgw4HxP7dVLp6HFfY/M92GIOVJ1j9Oc3rfcAHvP5yH9BjMg+o/VuvEA+bGyD/eBM8GGQLnP7gRJ2jf4/c/LQSvb8Um4j/k+9dSBsriP3G37YHNDPI/dAIcUeyF8T+qOygOfFrQP3avzzGE8OQ/HDkp5YAexT9e+IwhD4D2P4wezeku4Lk/PTmyqqYd7T+8XuVpm3DqPzcopLpHA94/iMTMKwrQ8T/wmKa9rEmjPziN11ZFha0/nAsb811lzT9v4Zrb9ZT3P8ygJNns7dQ/CHsWrVX5tT8CiD36N8TmP9MEoFaWavc/BI6chN8d9z+rylE+GSnzPwS8swdjZ8c/QIIFsxBz4j+BBSPHsefyPySsF1uzYuw/DmjfAc5j4z9Kcx+q0m3zPx6cbmXdIec/vk4l1gKE6j+yLx4pq1X2P7YZD+UiE+M/2yE5b6Yq5D9Y9cBcLgHtP6IpHPhy9uY/Ng+sss1I0j965AYLvbD2P0xwqyaEbbM/xvxcDLyk2D/gCk5I4AXyP7toA18bO/Y/OiXdtaHT9z+5Evk4DgX1P6ZmHgCXpeU/7rrsMTUL8j8cZubw1m6+P9MYJUW5Edg/OlTxu0+T8T/f0SveIYjcP6Y9D9rl9co/ROw7UTaJ8z9yVS0IvoDyP+wQph29fPE/3eGRcJjQ8T/7VKS2C8zxP7ZJ1Twf+eU/NHxOQKJm8D/gfys+QYbmP5Ay4JvDhLg/aAgp0efQ6z/3jwTb/UTRP6RdObJmOOU/HpgeInVD8D9V3ByCt1j1PyxVfo5/auM/gy0DDahk1z9k9Zferoj3P2C6kHOtmPc/Zbhm/fnk8z+0W8W/wl2xPz/czpsjdfQ/lr2gfTH78z+eIDtM1VjMP6b1+EICivU/BEDFHyui5T/q2TMiV5LqP4qEFNTm7PQ/bjscK+BJ7z9QHVbmWYfwP9SfKDXEfvM/4Fmu0DA56T/QhGS/rxD3P4plYMzgRtw/2l4s6QTh9z+IAF9YVYT2P0sPHkGUOuc/HH+EASUq5D/x8zdXeAHzP3DYBFDe45g/32TArFgy6D9S2bx7mxrPPwkNOwaX4/c/BdpMKuSA8D+E3aOco8rqP8SpQab0DuM/PLgGzXVC8T/8Mdym6tbUP3C/0idd3/c/hF/3a5Xsvj/MCI1brHbqP5mJ+3saq9g/1hJzFJD2wT9bcevHpkjVP4cWW8fqDPI/NFP203HB4D+te9lrdu3xP6YJFx+KjvI/UGkRp5NesT9sEv4sK3C7P4Rd+jSCWcY/DoLNZm3S2T8+8TDgjrb3P3hTT64lOuc/9JVCsgRB6z+wzNvI1TbrP0yHWZK52NE/dgZOY2B18D9z/1OQNkPqPwhNONlnieE/MKrqzyTl5D+3vMY0qfTyP1QgCzsQ5NE/VSo/utFd2z8cQfdb+2e2P9pB9EzRKu0/zt2HXFQM3j+qY0wXRnrGPyXJGT/AtvQ/X6Ddkv4q2D98e3IeBjTDP5xCSluYsfc/dcn/C9P+7z9fS0k9X03gPxdlJ4OlodA/DgrXZvLs3j9+tjy/6j3GP4nTauHLlu4/wqhGsVfe8z+q9R0ko7X1P+hImH8aO9k/eqwgVVP98D8w6x23h5ThP5B36D9JtfU/BpAD8UYZ6z8Wp//ZsHDUPxyC0wQa87I/jQvPWSHB7D9LthbufqbQP3oXlHFkkeA/LhDyLDr18j+jKRwJOrfzP13gPfxm3dw/EluPQ1Qc8j+ftCuTl831P2+8EI4tQu0/IBJdKpZjuT9AALQzk43yPzQVohLVdN4/C764ovTf2z+6LgVYPIrtPyit2ViNBeY/SMAfL+Ik6z/eUll20xbuP+arMZWy9cM/hm0x3F4o6j8MIuXUl+TlP1z8R589gcM/Yzfe+A440T9kzweeiiLoPw8VnT7SMuw/gIxfn5aKyz8SrF+pErThP6OUryaxKd0/rioDG7lM0j8LgAIswaLSP9JOPsmcUes/e7xT77YK9D/uldt7b+LlP6j11kEfk+w/MVAeoqA08D9UVXoqby3jPzBeIYPr9a4/gAPoc6a56D+nrNWbQqXyP2e8BLKENfI/x/9jqvIt1j8Mm7o+wHXUPxW9RTrEifU/37nKH+8Y8z8mzwJhLc7tPwgfDpIShqs/0udfpBNJ6T/G+UEIsmvoP86i4SuEJvM/BQlNJLd59z+Y3bP+ZXzqP9R3Pdzdr/Y/uFqGiO9B9z8ATtdOvRhTPz6MgbTpZvc/ACpjHIZvqD+0tQQTAdbvP1Kw3LJzDvc/+HOmgqwF7z+caTNK7ab2P7p/6xjXSfU/MAaXu/PO1D8/DqGV+dHQP1oJq1EAkeM/+AIfChRS4j+Jbm4/MW7yP1K6+AGsD+Q/LnxPg8Ty7D/OZNjoBsLgP0QB2KSoses/+9w6yMPB2j+ve8o+K+T0P/hdeBTzBr0/sH3oMIb06z/arp5Vs2DNP4Su2YT5X8U/KrRTdtga8D+NoiP8W9vuP0Op11Mw//A/0s7xWb/Y6j94kprrt9DmPzBR+GzLydQ/no1BDAexzz+SstCDnuTjPyXs8YJqxd8/+yWfa7j25T+4TKgTR9LkPxYk4MKKcs8/1MZxMyPC8j+b/UGFYt73P0JheCaFl9A/AQ7cb0VU5z8AAJB6PTekPrZL1t2kBNw/BVVpMHDr5j/E+Divzx+xP6LcdwPsDfA/BqVOZRtS2z/tyP3jP8X0P5KXOPvMjvQ/uFuqWDQl4z/sLeLoKTrhP8Ku3OeKs9w/HoprX7JU8j+gKENMy/fxPwDWOVckfNA/a6gjGPDP1z/QzurrHCHQP0jbjS+jXu8/8DvFPZT74j+JZX9ICE/gP+XnIQaIH94/A0Bi51TT6j8iq6fh82L3P5j0A/Onzsc/dkGG8FeO3j/I7Zh1fPK9PwgcFyySivM/KHBfoqZ27z/QuqRDzwegP+c8rWpbHPE/kEaP+Cgqyz9gVIkbq/DMPwqYXb/AGeg/WF9nG7Ac9T+sOA4h6frcP9z5SSKJurA/vuDeSckR6T++4FIltTzIP6mN9Z0EktQ/8JeEPjgJ4z/Zm1ZYFuzrP6UX4osSgvE/vK+bM/9/7j+OhEjgka7aPzefOQYwkfE/0InZYDKumD94kEZTbGD2P8qxzSNw6tw/qa/Oy5Ps8j8OePDMqvziP+kggN01v9s/yc5gljFr5j+iKlCFIHz0P8dSNEX3h9o/lOFZQWJxvj86aT0hmXDIP5zQNDJd2cA/cLT35KYj8z/SYNHDnFj0P2Go4HN1I9I/JUKRznOp9D8W9qyqc/L3P/vl0v6q5vE/7RchHgd12z9DfJT4rtj3Pw8iZrZbp+s/rjzuJV8I7T8DBnaISiLpP7K3+608LNE/JD/niPOZ8z9IrY4Ao7DwP/F/HEXpFdY/vEYI3oXn8z+91JI6SlPzPzEY/2XP8dQ/dsQHYzu25j982ootKTrqP7Cg17Ot/pk/cALq1V0U3z+OKujvCNTTP7h26cwAS/c/EkXZZjWcyD/a7dkCYKL0PxLC+dDZZvM/TLAcn6gA9j9Ht6g9JzvZP9/qOGUFfvU/qz4WqbrN9j/EDg7GgE/vP3PRY/LTv9M/TosZtBjM8j8IZ2EucmzhP/DilZB8dec/0E5i/4N99T+WzQgZHMz3P+wcHtujz7o/VRMmjf240j8/yAxc0wLdPzcZGvruJOg/QKEOZLxJyz+EAm0Mz0DiP7DibLXCap0/FIY2q2IN8z9L3QsrrZf3P5Y2foVvHfE/KMLx9hUJ8D95F90Cc83uP5YT2KJk6PQ/kC2JV/RLmD+0+Gsirr/XP2CF5KE7X+U/RJO8RSjK5D80TgzP5mC1P3HPZxya7PQ/z+C4u+VN8D/uNEFjkmbxP6Y6/sAoh+g/Psxhbus69j8R6wMkK7XgP4DqJ8soQtk/iUqBQyHM4z92k0FEHU/1P20GouVjwPQ/6piXqara9T/Cgv0z/rn1P7jKRAx/A+Q/d1AmCHS69z/c+2W0u2O+P+l8Qy/cdtM/tAeSYWW8zz/g4/MVrV7yP92HeHwemvM/lmhb6el/1j/iazP5SKnzP/bTyhCShfQ/WnP6hCIL9z/bN1nGjnjtP3o6JDiga/c/8dPEqvXT4D/if3FXlcDiPxel3Q808fM//g9PelIO9D/f+csVPCvhPyaAwEiAD/A/Zsq5lgHe7z+wUqjCaWLNP2QfFw4+G9Y/Xveeoz9R6T+K22bS0EnWP2TK+rqfquQ/fx2vOW8A7T+RnmVPOCnXP5tzVLubJuk/FqsOC5O18j+0c2rccZfjP2LtzU5L2fc/buujualOwT+z/lmrGw3XP9zRSjJbre0/1z+tUmNL5j/aePIXosDpPzJD1H6xyOs/CgbOVm+28z+OIAzhG37SP0BdDzerY/c/LoS+aUfc9j+2Q3NpUPztP4H895tADdY/cZXJcCeF9j/cPHA15ALsP98gCmgWtdA/7hDz6Crh9D8cWhuAQbjlPxujpmUr1t4//290FNOR6z9SMnj/FmvmP7CzgLUaMPE/FPA4voRH0T/BjBb6YKb3P0Z2KPbKe+w/oNgzA0tLxz/aDN0KVe72P20/NEMfXt8/Pmxrwjf08j/6J5apQV73PxYNMqRU5PQ/oK5dk8jcoT8U3MPwX4blP9ACS39hOdA/aoNRlvh18D9F5caWbd7TP2ADhgsVeoI/9OTmmMDR8D9IlQqwyKLHP9DL1PUH1OA/52IIsrNx8T/Ysm5YnJPwP5gEdEkveLk/A1quC9Zr4D82TVNoHHf2Py5d24tte/E/KB7LLtvY8D9vr2FL3z3nPzED+8TDUvM/J+24t3pY7T/smGCkwZy3PxS8s+WzAfE/+KgSj8+trj+0qPYGdi7fP5DUHyNQWNY/Vfv6WMwE1T+oAeGKZtPJP3jgaUK9K+k/eBbDY8D8pz+sCo2UYhLrP2u+kANqi+8/KKuWlJn09z86p4MdeZTyP2XEJeDrDfA/ODnIlYox8T/IuY7JcAfNP1nBqtxsOPQ/ra+GEpEe9z++fAmawofjPxy5hME0POo/RmlVfFcH1z9IYlzdYoHpP9yuDwlY5PA/iSEZiTHE9D8oyTxX0Hr1P5cFxnCqIto/ZBYtE+U98T9C/z1257fcP1OR8NZcnvc/XIv63HAP1T/cytjMfQ7mP86Ck7szlPQ/4KexVBnh1j/Gu+lt4KLCPzC4LCJ38ac/slf85NRn8j8UDZqrNvPwPzlwEFZTEPM/JUPKl8fv1z/vEw+bryTeP6lc7/76uPY/+meq0ErU7D9YeF8xBCWlP4soqaeG4Ng/HIH+yVvW4D9c8inh/xXkP6ltA45igPc/AAw4FzOFRj8SF0pUCAL0P+0WLvV2ytg/eONbiSZZ4D/0hQYlSZ3hP0inzyfyxPc/sJmQlzZZlj+wb5WMjJz0PyIEwlTR/eA/AGv/a0Ff5z9z8ds5ea3pPya5z8IVdu0/vnnkLEE77j/g/8qSAva6P60BpDNZr+A/gINsUZM27j8WDLou9TfAP4XTTTQjVu4/oPTMsrCyiD8IDvey/szPP8JebKrS6+M/ji8JncXe6z9CpESjgAX0P63P3mv44fM/MWs/N1R54z8GaBaYluv0P9y6DvGBNu4/km+Og4Io8z9SG1nVVb/xP3vd6dKw/PE/JG5uckj84D+GeRJF0lH3P2Zbo8XlJ/Y/Im3B8HFz5j92+r1j4RzvP5yGf6SX5us/Aj0f4BnZ6z/vggA+fFrVPxbbqqe/yMU/QVcRPDWP7D+ZVwqhVgv2P4g7jKSkd9k/s4BI0HCs8j8tNrd1Zy3wP2YnRbt9HtU/7zIxp68G5j+XZ87nSW32P0CUG36nWO0/gg88cA9F1j+c+ydoewbsPxwpbLQy3uo/Ho4fJV/m8z8LambXBjfYP8O/xt6ylPM/0n8iBgC1wj/kS2by0PPqP0/pZdbrfNM/wLAH94pT7z+rHenBa7bxP3ZB7lfxK/U/G87+3MPV4D+ofr12z0SrP2ME4biPHuc/PilZGmXS6z/MnmhK/ormP6tPAh3moe4/KIsviOSi0D+CyALy90DgP1pZJE3+WdY/NycLe2/J9z9grIXLgLDyPx6sfqr5m/I/SEEA+UWApD/WBEFCx1b2P4jb8rQxYuU/sFmJai7J6j/+hfPuz+L1P261mDgWD+I/wXDjlJrY5T8wb06Cwlb1P4JwTe3VvNU/5LLjg/Is6z9g/RcaZmaTP4i556BwdO0/5FkgSq3e5D/Qf9+/1BnZPxqNkAcQF+A/vnvGf5IX9D/0/eOLrPzpP0wI3QxOq8M/i+g0e5aj9T9+xU8aSN7tPwneFpHeFus/UTCad7N/9T+0OJSmZjHyP6gIwxavBtE/31gzKVpW0j8C5F9mhJP2P3T1km5yS/A/0Glbja0Erz9pWP/GmrfsP880zLjuTO0//LQ8WtAt5z+4KK4BCBbnP0Qn1UknI8Y//jnTaoK62T/7BNs9iLnhP0B7oKlcfuQ/LCV9Nm+q8D8mKEeu5dL2P3hwc7FihvA/cKALHtiV5z+EiRbcpJ7xP84XSlRfc+Q/uoEAAXjK4z9ts4ZCB233P61OIi+w0dI/zqZmT4uc9D8AlC9ogOzwPzgdCvc0K9Y/7iw60L5syz/fOH6Ym0DsPw2JlWdAQ/I/YNQYryna3T/5ssZ+KVbwP3kJw7DEmfY/LGeuHp9O9D91z/IEiZTbPxuM/qRqpfI/qyQxEIEn8T9xTXGW0iT3Pykcms7pz9w/Cf2pL6TZ9D/Qjceq2yDlP6KGpyBzXug/rXIpl5XG9T9OdF7nLgTWPzBZTvgkr7k/JmwrG1LV8T9LTyFxG3jbP17L1F13LfY/yL+4n5tQ9z+FMv4WeFD0P8oR8YC3JeM/br65Pyv63T9UAALq89bYP4k08mzbON0/V0qpcl9q5T/LF49HISP1P5yeot5Gcu8/rhnsPJ+z3z9bR1clLtTaP9HYUNZJNNQ/VPbZbJ/36T81CnA9Hk7gPxwYZ+46BLk/iF7fIfYh0j8uOPyGo4D3P85TxVDyX/Q/cvmlpdCy4T/GZYPmHJ3kP+rqc4atruY/dFEFXgT59z8qJEsCWTDKP9NPyFvjaOg/AMC5hLFnyD8SYf1lZYTqP6ZZ1z87ueo/gvC2esrE9z9kEyVZ76jmP/IbXq9wJeM/N08V4nLv9j/fJIEb/l7yP8JwOJQlVOc/whzzwvkA6j+auk/Tu0LkPwY5HjZEbuw/DkFm3SzV6D9eaJmQT9r0P2gfYIT+4uw/A/fuhQ6Q9j+SSp+NZaH2P6Be2JwCxLA/NFxHbtTg9D/8pOkfuiTsP/AuUapKSbg/unW3JJtM8z+gcRRKgLzkP3v3VilY4t0/OAbATWzX6D+a2FBxDSPiP8wXOFS0d8I/I/YG7+Wt1z9g8q73OeHwP5CaR5C6NLE/L1joIUyw8z9wP/xKmuzmP4oS01dt9fU/hpW2ckPa6z88WPZBvNb1PySSDTJhXN8/kvjGgMC25D+Pd7HgT0XwP1zkER6fGbk/+B48so2V5z/+MdOHG8X3P4QTSMZVobo/SEP6qoHb6T9Qs5v8PTm3P5BANyHPIvA/bAPvan0O9z9AMTnHBs/IPwBWPijrl9Q/EmwO9MtX4j/QhDeSd7KaP0gi7IHfUN4/g2KeZhFT2j9wDv+fwYb3P1F31sW5uPQ/Mt3tctq+2j/dBVnfQV7zP4pJiOt3rcc/5wQ6U25m8T9SBXb7Do3WP7orv/r27uQ/owIzeTM16z9otlczbk22PzBWgs4O8cM/7FTeVfEV4T8j/5qSYWDrPxqbSt1FWvQ/QI/YfI1S9z+cuB+D16HxP7WJ500teto/J7uvrK923z+i7Thnxr7XP7z/bDEuuOM//MIi7XI7xj9gBslJx6DlP/gmVaaxIvU/1MvKsqIU7T/KCfycBu/sP4rBmLxPjOc/ODFAVtsVrj90RicyGrfyP7n1wGw/OvM/M5WapRCZ9T+mw9DAwWzvP/AbC2CjRvM/CmU7B6zV3T+OFWdPvVvrP5yGh5PBSuE/8Au1liFCyz9+tnQHC0vyP9MIoYPgLd4/OYWfZqg29z9Wj+yhEonuP9LhrjjPb/Q/BMQF1ktj7z/J4RiWTh7oP5gG4q2+8aE/YtJP1BXR2j8KSAnvuTLdP3moLy6tPuA/1zeA/ibv3z+wesFcMpzSP2biNHs8IfE/NEXex/eF8z9Zqc244ibfP4yrTvnQs+Y/FhFJhqx97z97tSeXF8f1P/hQZCL2V7g/vASwdR0e8D9uOdmr1+3uPxwfCOTBCbA/3s5TKPmRxT9dGcJob6nlP3YPYgON5NI/SxSyn4yo4z+Ts2TbuK3yP5IxlRbxh+0/pHN5X3ks3j8UCqmRhiv1PzK2JiMcTvA/rsj+BZv65T/Ggr0YkQvxP6azqerhsvU/+t84PhL77T80tSsMnIjyP7ahgocDAuI/fbQmAorr4T/SxPpoCjXyP+I8ZgmHiMA/Gl+y11PX9T8I92LlPv+5P7CW4U1EGrY//vlC6YEZ5z++22nLGAD3P7DblitWoPA/zDY3p1s/8j9Fn4ERQcLYP1eARcHywds/XKmfMphuzj/Ew7eyZtDxP8j4YomulOA/y4VdOGDc4j+iIGjQsorsP0ZVliy8Kt4/ePSgSBJJ5D88a+l6EmjAP+jXJNsxCa0/CuLUtD4D9j+Q/U/07+XzP1MTvf1zDuc/jCsJSbeh2z9AnJ36nl12P2JY8wSMi/Y/ki3eD9Dh7j8NSqJuGsbyPzsBaykVjtk/CNoWRhVu9T/hYjbaeqzaP3EdyABCc9o/dPoTkvBw9T/ER7sViTrBP766S1mXuMw/EJslSgRZ5D8UD6JUm7ThP/L9rAjgn+k/+vqvQt0r7z/2vAOBr9fyPxbtqPxervA/QCi4DmSMfz/aEb4FYgDIP8b9MlCnKNY/DBG9wp9a9j9GJg6OFGbfP0d7Zx5H8/Q//HCcLNSLuD+s6+3Jq4/yP8YFyNWSgPE/8Xcip1MT5T/BR9IWGAXbPx6soiqv5+A/mX6VpiSo0j8I2LK7hgetP5HA4t+5v/I/+Pap3Pjt4T8ev+UNF3vtP0G3YbnqPt0/cJv5qO5Y6j8MuOrZZzPxP9zyqFNP3u4/z2pzK6/+6z8r7boUNMPtPxaQju+i3MY/poLh+4BG1z9HtJjp6NDwP3wXO7Vtpuc/pBBbAwVH5z+daLv18u33Pyetq8NLf/A/EM/5InKpzj8NMIaaQU31P4aSjvbf2+g/Yh8989Xa9j+OAfDNY4r3P+Dl/+oOFOU/ADrhbs+29j9YoPycr/XpPxd9h3SEXNY/3Px8skAM9j/OEFrfoN7wP3FFADCNluM/f73XsWzB9j/VC8OSARvcP/nUXJbvpPY/3M0b54kUvj+YsHBZGhn3PwvWgND/39c/TKUU9dBY9z+gmriT/bjWP/wDpljSCus/JVxs3Uq80j8U9wS6iLW+P902pBvFE/A/XlfjV4or7z9Fpmun47v2Pz6mLKq77vA/O02+kTEu7D9jgKr7MKHjP2qYlJhyZdY/CBwxWxYaqT+40m4DIdP1PyIw0wjbq+g/ekfPzlhs8T9GpHgDG2z2P24LSQ/41uk/wC+WktvG6j8U+JP2Xk7GP9ZE70ovheA/wlYBTcjr4D8MuOXY/V7sP3OGMrhDEOY/AT4orqwr3j9G27i7nBjmP3bkMfEb++8/oh1qWoUF7T8o+fYYvZ3JP1ZEMTLPju4/hxyVwTrN8T+oEDRIIF31P1alWgoybew/sAoQK/ZM8z/SRrrWAeX0P2onKnG8q+M/MmhMkvZEzj/2UhMEZXbwPx4ai5Uud/Y/m9o7OTdI8z+Pu634nOnxPzEZsfFTl/Q/BFGaddWb6D9N56VuzdLpPygEoa9zgfA/4inuXPwa8D9q6FeTFbDzP+jcRi4Tqs0/KtTAHFKC8D80/1W1MhPwPy+732c7Od0/ZyajGQzO9j/aL1A74d3hP6aYNivkot0/SPUKoRTlzz85coBqda3gP1CYN9akUOQ/334FOhYq4z8N5yqKzAD0P672dA7IsuY/UHu204pj9D+gy4DJVmmUP1IAn6HlIeI/B8UtIzC04z8oxKNka8zmP6QLahSFR7o/bTQWGpf78j+3927sURTxP6Wk+KcKP9E/p6Mse3GT1z8cGFT8PEbZP1IgyDUQE/c/c+2qGuoZ7j/eIMMGNm7EP1JmgAJ5Fdg/Xkb5Drob6j9p6qGOzrzXP9pSCnMtfPM/Gm3jI4cawj/u+hOHp4HxP4QVZIL10r0/6v1k/nNc7T++9+OWENvPP+89Caj3GdM/CgKz7HeE4D/YmsB23QXCP7jfFdzmm+0/smBNtyZC8j9rcqCJ3cfmPyR/EOAtwOM/bPUBsND5xT8cwHzBgPD3P7g+c20Mv6Q/HLpscpiV8D+Gfy9JdbDpPwjEN3zBUMA/CLf0h2Mn1T/iJwCdx0rpP8BzPZQcj+o/KIzafak16z90oDUNule1P6+jt2+j9/U/zayxcWi31T8/j+a5T7HxPx6Kmx2dGvM/C0Ds1Liw3T/8qxUumNbzP1LBbsELJ8o/oPTyOZPh5z9uAOKqcjfqPzCljSwYI7E/cB18Fvh9uD+FIAqPxnvlP7/mJp9B6+s/O4+qbbZF8j/MR4AcEofoP9x1G5Te0vQ/BsWlIiTM7T+hrq+Yp7raP0AKydaIMI0/+lb2kWvm5j8MMVW8qPv3P2K8a60Ve/I/aC5Ulo6QwT9qylriFhrmP0aUd4GiO94/bMhrHPPu5z/6NOyrB7XIP9uax5VUu/M/+wKCIN0u8z+C59zf3tfWP6kTapp9HNE/cRKs4xJ46T8jOTzASd7oP4gQDEHbaOY/h+/QhEcc2D/0x9psLEDnP336TK9sH+I/+zGE0Bpd9z83UkJs80zbP20ud9w/GPU/aH7vKrTj9D++suCOxo31Pxah1NwVyec/X3pEdAZa9z9gpmvjDbquP5y79xZsRO4/ghIuK0gt0j9CI6Bn7t3tP26Pmn6Iktk/KJM5RRDj4j/sm4dKcgDCP8acFeXFVvI/ng73PfsI9T8AYpbbzHmOP4QZY5ItM/Y/nzw6Lcdz9j9gGY0oMb6xP4wdGL3gedc/OGFMpea96T8wU/qz/unrPx6PCOFyy+4/ANMJcR0S9D9sfiqn4UjQP/iQqRcBLfE/OBv0kr73qj9WOxIFRQvyP0Cbdl0Nk4k/XDcmklKC9z8Qvkn45cy+P3AOD83Ksuk/Cn1+GBEh2T+ghcohRi73P31USUfxKvc/ITVJs1FI9T88OS3IISqzP7MkamG5L/I/Rol0XJ/V3T8hG18k0ijVP0L/OHRwS9Y/5uq2i6jk4T8LmVHCz/7rPxU2rDyo3OY/AJucuxkE0z+6KUx8qTLqP3z81gLzAsg/M7hXqXLS9j+oiL2lgBPwP2MNsQ7f6fU/FGq7CjPP6j9QM2Q2YL+fP5CdAJXJBec/6GDskaWA1T/fC5ub5zfgP2oskedhH/c/xuwk7HDB4j/ezm4kxRnUP5nWtslGHvc/6em7mpUg9T9+eAFw1dP0P+UShLNO1tQ/VkL2IOGI7D+BJcMF9GnwPw9RnJlKydk/vcqeN6Sm9D9uWrzmJxfGP8a6JhatQ+U/bFd6jx8V6j89vrTNC4z3P34LqIpEudg/dph8bcEw3j8+kb69/tLtP4MISwizLN0/6p+pMsBb0T90cIFlPc/2P2SSg4Nkxeg/OGR0KWeB9D9sqR22DPfmP3PpeG4Or/Q/QB86pp6F1z9uKW+CU0X0P3wEspnaB+c/QjKZ5m5c4T+08ojw3UvZPwz0aX2lhuM/4viZO1NO8z/bp5+fXE32PyAGmCqtIvM/0TMhVQop0j8kPSxwPgLAP5pY/MRHu/M/WgB0Uv5Fxj9eIwmO833SP7kWHvdTi9Q/Bpfd68mI9D/KTWFPHDv0PwzNtPeANPE/Sp6JQ7di6D9WgoMsSNfFP2wKEf6wr+8/aHXbQk6T5z+lt4Y25FfgPwz2ANgZLvQ/b0psVKh08j87+En1yvT3P8KbkHjaIM8/pFOw8Fo0sT9dY7AVuPTwP0F3rOWs/Nc/Y0J6bC/m6D9rs0pOFdT2P2f/LpyMhtg/6AHiUOCQ8D9pTRR6IV7yP0g769cCDuw/f+TbUk4W8T8xqqHqE7rYP7RcDUUs/LM/otrrSU6x9j9dFUwAXEj3Pz6HSEFVt+o/+wEGcNO07z/ONrQbIlfjPzJKKTd+8us/APe7lagU6j/ZIIQrm83UP3f8Y8TAY/A/SEYRUun79j+D8Ed6zIjUP2zCo8KdRMA/fPDlt9x58j/PxMMGda3oP4DFYx6urLk/4g1Ya3NA7j+WtEYSfEfuP0hOcAZTvfQ/IHnTGT6rlz9wGKcWqmicP9tZX3izIt0/4BAWjmatxD8ksC7Nc0/gP8aDCYmP5uw/YOdTPecc5z+a2tnsG7jBP0QJYbWJt74/JKIVzenx8j/yB+m6ebDrP2BISso4wds/Hsm2IvQ75z+oIZGffCnmP0pNmYkL9/Y/PpOWqE7+8z/Lnu3ovmfhPxB8RJor2dc/8nJHgP088z+e3Yaom1H1PwSavQn53fU/Zes4XQB79D/IhrV5sDryPxKOmCIWk+8/4sF32cKr7D+IXwyqQgn1PyjJs4RSneA/+GxBOTG37z/wZy+M+gvmP5hQVu6O4Ok/JaNUasAs0D+jaTMZ0p33P68KCflo0OM/KB3B11S8qT/wWeFFD4SsP/Q0xdEmV+s/ZpJfFvQR9T8hdCNeVvf1P/vP+2aE1dQ/3JuyjQZK8T+Bqg75WUvrP8fgWga0H90/g+aoDVBJ4z/w4/hc5DT1PzwDiyo7G/c/ksSIFUks5D+EKtl3UeLBP5QAc5jznrU/o30a5fnv5j9zI1cj+8HzP3KOr9K8j+k/inno+cXU9j+DyzQiiuTuP0DvjGd8pJ4/mKFsUxVf3z8ELbM20az0PxyEwjhoBMY/3JBDOXa1sT8CMkbQI1zxP6c+5It8+vY/xZWqT/fI4T8Ir23cxp3hP6DTs8aXDoo/tNXxjBax9z8Z5v5UuVThP+zuhWgMi/I/ZkqtDfLGyj9EhgNQxXfxP6gPDIfJo+I/RAeqPiqk9z8vcRxWatvxP6bm81f3gOM/gPnv4zw66T+6wYorOBTYP5WRJTqpvtQ/jhGsFyl36D/KhOpVDz/yP56xXdu+OeE/zwngC91s9D+y1+PEleP2P94jdVkuE+Y/L8u6hKCM9j87/9TElKHgP7qciKHoW+Y/osRUCzRGwD/c3+Ftvf65P8LMhwAXsdc/Dh5u8E3Z8j8M2yAg59TCP15UNsQFUvI/QT+mv/ns8z+BVePIXrn1P5RJqhDzx+Y/jeSB1Vxn6D/BItuAOgzTP/7wqFL2hc0/4qRtoy+T6z9mLHt4saLmP8/SPHfOh9Q/jH4Rb1O85T+AGpdp3+J0P4Dpxz072eU/XbjqwdiJ2j9zK+Lh99bWPwk0cUpfkNE/L9PfBEtd3z9URQuzsPz3P/ityc8DDPE/2ugtvJKc1z+buTpwzI7kP1HW6w3QuOM/aL4I3xab2D9vfNGu6/jePyofgMDR4fE/SMvyY5Eu8T/WmCz5vlLwPyAukRq7q9c/RALDWDY57j+IIkoteOrhPyZlUtw9tuw/bpW7glo+zD/V7Z0m5+XzPwqxQSNAl/M/m4ZrRzaG9D//I1QZjOrzP5MTLBQGzOk/LNxFOX8kvT98x2xgQUTFP144y5zv2fI/ZyFuP/F73T9WpFhRaWjpP+R0EihHk9Y/47J8Tt6D8D90qDLlKmTbP8iiPP5jYLE/M8i22Yo18z84zy2Ja/LmP0NnseRV/uk/CBGJUJi65j8f0TkEyxXYP7xE8Sh3MfA/XIfxSD3t6D+Idd+C2j/lP9haupYGnOY/I077/j6O8D97i4DOmTzTP0Bx6eeR4+U/eUB8YSta3D/XxM1SOILQPwLWBQUr58M/EKV4vrC88j/WaIweZjXoP4uRC/23E9I/maRqNHK57j8GZTaIoDP1P68yfDyQcds/aAJ7+CBMwj8A/QF0ektYP+Eg3p8a2Oc/dw5szpls3j+i3CTJl+33P3ARNEw/Q/A/tGDene8svD8r6zEN4OrlP9LbRaUBdfY/qySG1+ju8D/PjniVgkrVP7rDIi4zlO8/0iKmfavU3j8rFG9ch9nbP6TyIQm6c8M/dSdcwK/c8z9zUNf3jUrQP6zN8WOM/Ok/i7RQEgCR9D9uyUpju3rqPwdJCt47ru8/s5vK6QEz7D+8ekVJtKjkP1DhEXAUwOo/aMnDDVUk8z9AQGXw03jpPzdNyx8uy/M/ertoyabO0z+go20DVlHyP2oZsRY7F/A/37wwBdBf0z+suoltmtToP5LfSi+vHfY/f2JPZFgs8j+kUIEMpivSPwLiN4U/iPI/R3MG2rVm8T+A3jUt0j1jPxjEfxkmTr8/l8f6kXVE8z8BA0/5CC7QP6lg/ZHlnOo/rprNcoXm8j+y0n1ZivzjP1x4kLwfsfE/1KdWaUW3yD9M21f8B/riPzZJpjtCfN8/njPXllr2yj/uC4Jv0hPpP7W+qIxY4dk/fuG2NNXm4z9kBtpZGa7OP7bhqozWMfc/onY7DldY3j/n3hGEN2fnP8LtqrANge8/IRg/lSoZ2z+MuER0tBjuPzt6/OBcVd4/CG/SRHuyoz96ExZExLD2P6KiLgQbFus/U5w5IoY/8z8QSjViLkn3P1gK9/rY/vI/o8apHp+Y4T9WUjMg+ZzPP5ydU9mNBvY/lxfzXgRA6z+cADK09lvlPzZKuMEXp/I/WvkIrDjq9T8UfSPmUkL3P1rQOs7Ilew/1YzsVAdy9T/M0GzdRNHzP6c7iediW/Q/Bk2gKl9O1j9asdvqp7zhPxlOygbITtE/1eQQpTcK0j8wqh3Lu8aRPzAkeeRrcJE/7klpmIfl6T9AE8s9dnTcP3iblS6Zf+U/0uHJ2pvP6z/E2sS70Xa8P4DBkZO2fu8/QO8SYy2o9T/i9BjtluDnP+JrNKSWSsY/MV1A1o/w8T8sPpd1CpHvP1KfOSL7XO0/bLp/LEkp5j9em8oB0dDwPxqwnWQ0beA/F3pBzYc23T/H0EO0ZLHzP1kbDzK2Mtk/OchwWTKi6j9bhUje52XtP2x4wZetLeg/wF/sFpZBhD+s5OAZJAznP9TkGxfCL88/GnpR8xWi8D9U0q9RAsTuP2TiKbbwn+w/PJaOxoPQ7j8INJhnAcP1P3RYZKLUY+c/citDM4Mh7T9btGAfSxbSPwhywTlfg8o/ShzZtYdx5z9W7mqXd7LxP/giw0xvOtA/LgU9W15F8D9wy+h16hniPxQEIhzgDOc/ULW9n8GH3T80fvH7zlboP8he6/WH+N8/ELx2ue6umj8aknyJwGT3P1JeHvrPQ8o/Zo8MNdiNxD+5LfNDBqTWPz9tp922GOc/6CD1JNWY6j/tU0cbOhTkP6qoLzm4efQ/QmhNe6kIzT+GSRfGCl/hP8wF1QpaYeI/61mYcn+F4T/CybL+0NTqP+xgTgFSqew/YjL+Gg3F4z8rkg7MiYLfP10KXAjLGdk/e/sfL/rp8z+qnW1zftLrP2JPvJzSp8o/0I30LHF03z+Qml30A4roP/wrMjJ2aOY/ONVa9iLmvD9gV7xc85zyP5KqMjpjdPY/lNKqiuFS7z9CX6RzviLnP5gp2pWFhe0/7ksU5Iqwzz+wtClhYRj2P9CaJhM1u6Y/iuqtLOlE5T+OngnBf3zgP9TU9ylvJuQ/8KXRvTQX2T9srxIEYcu5Py48XrcoRvA/0PjRjutftT8wfUfptZf0PyCe+MCuK9o/bHsgT4+f9j9MiKjcohLyPwoo8Dx7ufQ/XiY54pxd4D/YqizH9H3gP9ZyIngkENU/zLTmqM027j9bkK+im5vVP2hjISg7E94/CBchPHWlqj/0C9/UFTzlP15bl4yyjvU/LGPDseOXsD89Y1STGYrzP+DU662fCu8/Fs4QjaKS9z8svkEOWa64P6Acqo+WOM8/aedbyUrs8j+TVFV5To/1Pxt9QAHGDvM/rUEdQ3Ji6D9tt56UtSrcP4hdqtflNfU/EA6hw5hp9j/45EqX5HHrP6DAHffIJ9g/h/S/8tk17D/hko7ml+HyP8meBzs3ztM/13opiY2K3z8++aiz9hT3PzzMWBdOA/U/siC0/FzsxD9NQYBzl1zzP3AMbAnBLdM/YMesVF9F9T9v8hPDp43ZP5b1Qnc5lvY/PPW/aHUn4T9vpfKFTpPoPyLODw4D0eY/6L56fGk8qT//XtYQl3L3PyHHbnDc9/E/sERxFL2N4j/QCTajPLqmPxKVjYvSHuE/v0qMXnyV9z8TOonrceDVP0K2e8q+FOs/lMYMAjz35T+cL3wakgrmP7KNSfWkrek/HnN24RNb5D8wlkEzrInkP67JpscJCdY/1t6Dyadw7D+ZA+hA+w/wP1p8xI//oso/otg0mP0FxT8CprpdtRX2P4RLV8xlVeU/Jb1VU7Tp7j8fOYGrtW3lP4hoDseFZM8/VrnQj4By6D9sETS/w97PP5Qj3SR/IO8/RpRp6c3t8z+m3JCXVtrtP8QReyZ8VfI/wI68EEdjoj9HF/glqxTeP1dVcYKCY/M/Pmk6cTXY7j+9r7Ld3LPwP6nK+F2BkPI/F6qqP5Lw9z+tL0PZyUH1P8rxcpUKavc/+gSaiXIf4z+AhURTicL3P6TUC39uR8A/TJfqSmWX9j+8EzpbtALyP4x/XlbMzvU/p+LZnobp1z9+nDiDoADsP17ZY9DZeec/VKAbtkkR1T+E9tKOFyDTP8K3GtsrnNk/JsiLK4OS7z+WBe6N0bL3P4EiEw8yeek/B/oDcMTN9T8kkUx0lqjwP7WE5CltxOA/4CIgaHfgvz/9wBjAO6jVP9JtnifmeNk/cB/g0g2u5z8xPFbI6/TUP8eh9mi7wdQ/cxZLSEha9z/If+iNgECkP8caYiWtivM/NYDgAnR53D/UezC5CZPhPwCRDCKohKw/nBDmWuVS2T8HVbLOspnoP8LH3xJc6e8/mAwOHX9Z7D9SolDC8ILtP1yJqUTMZO8/ME9TA/P55z/+tATIhmzyP3xlvfp7DuY/xijIqtEB4T+g+epZc9/3Pyyg9yexzvQ/sIFTS50Y1j+KdbyUPv31P2Lasx+RWO0/3cZmcNZ90j/JYbB6xpL3PxhN4BSs6Kw/uMHfX/ld8T+gZIrpCYzlP+hsy6PVGc8/tj4JTkj86z8wqul3Tkj1P1QRL19SOvc/eMcFZcS48j+3NgjqPL/kP3Kjt8PIS+Q/WCTnW5L97j8ThdgfztzrP+czDMKHZec/oDfg3iR5oz/A3KbG23DOP6z6cv4Q0/Q/m+yqZj9n8D9m7FGOd+zyP1KPEnTdUcE/AOZ7A6Fe6T+koqi7YmTkP2v2Woi4cNk/sr6723zA6j/m0BjwNZzgP3aFCQnQ4cs/NFm2/pvc5T+yBviKOobIP2IGItcE7PE/4pcd5hFm0z9s2GHG5jbyPzD7BjmK3Pc/hODnhEoA2j8TJQYdQCHsPzPH4TfQuvI/50dX4AH75D9g4Wb38kfZP4aR6F5u/PI/Yo8J7CdK7D86Xnky8cvnPw5nfORlvvE/wC3k8iN2yT/QGtBcu0rxP0tu86+RUt8/AnYtW4g88T/VXENXjbTuP+kTE3MjdPA/RNa61ctA8j/2XNe1PVPvP/fT6M8u5dM/y/FIQcMM6T9MnhVJjqrnP/4TS3zGouk/DsPMk3G64D++paG3HRnkPzS+kYtwctA/wIoluAT78j+vu5wYAnHxP+nm1p6PUPM/MRqu2wai5T8OaEISLFTjP7zRYdzHiPI/7GRnR1P91T+QTJ6Vd8TsP8xLGH1WAeA/qAZk70EE9j99xgXbFxXxP+zG6W9str4/aQYVswwV8j8gCAT+c+uoP7XDCFq+N/I/I2zSEFJ/8j+SJYFc4jLnP9gh1ywJ0s0/6mA/jIDA8j8F+GqygV/sP0xGclyKYPY/DGy4Ue8W8D8wVu8jYFnyP+gR9+5STdM/42Zk/QVy9T9WI8r3cJfMP30ANyMsuOM/0/4ex3zC9z8smWCsapnEP6pR/Z4tAPU/qfaxDpcS8T9MASUs6mHjP7WvNYAV0eA/7tAo8TczwD94OYik57bQP3CQIA1c9PU/zwHCUPvx9D/gXwfmn7mSP2AOveZ49eo/gn8tYbofyj9N3yBrqVX1P0QSF3u2K8o/7ZCidcBN9z8GGQaJwYzxP3za/SPkK+A/bBh1wPo28z9ztvNhVJf1P5poWWOIhes/CN1XyK7M3j/f8wEpt/HwPyEmZgQgne4/sDpPX6RLoz+qDnRe/rHYP1R74n54EPI/kASiqEc65D8K0sENbpf2P0ms2fO1A/Q/SlXjupZY8T9M5N+EeA3uP1QI+KczOeg/FeBqZusC9z+Vx5C+ztPUP1iZxyY/E/U/aJAZike9tj+xnnA9+0L3P/GDzQfyS/I/qGT9+yT66z+jPnMYdaDvP2pwTDI9ae4/tsl2NYNB7z8U1yL98N7IPzPUQEHKT/c/nP2/Hj0l5D8E4O/j5Fu5P5A/oWgAsO8/IqZGg1b99D9E2Omov7/iPx6dKw6leOY/zX+I4ABH9j9Tb+yXUwrQP25VNzbR4eI/f6+3qfXN0j8aW8hk6mfkP3qUNQv5vPY/qp+p5urI9z8GNCI0+yb3Pzaip2OGNeI/WP+MfSct3D/GzsupRLnvP3gvSRrmb+I/kvJwT4665j9EBEbHlfjOP0cNJEsMZ/Y/AhFPJuGc4D9qaAfR1H7xP/CKZ2qjZuk/nCOAso928z+cvqRSoYf3P4/fjQ/ZMdw/GkW2npEK9z/Q+pIg+ZT3Pxa+0eUb+Ow/jDPghlTR4T923pAh7JjfPxyU1+E2mPc/Q311bBC29z9Kc0HAt9fuP+3//jQRquQ/b5A5uXIS9j+sD2LbK8TDPzsFcbrUF9c/HPaIqM6o9D/8/5qWuSToP0x1PRvCFuA/9tBrv/xM5z9aCMdMoGz1P19h1LBJde8//ydyhoy19j+gMoG9DCSSP8Rxg9YKlek/in7Mawws7j80ApDutWnyP8gsPSAWzOE/Jr4Z1XWd9z/uOoeVVQLHP6WVKp+XEt4/urubXRie4T+UWV/KGYL2P6JHOJiVxus/1BNATxdO6D/GeSOubGPzP4h+zUmMa+E/ox0DrnBE9T9OJrVGAo7sP+qoIqx1Fes/y8FOX+tY3T+R/SsJz/fRP3ymwJcybsE/pNWUXpod7z+YCryoXAjLPwALaOo/PuI/EhY/32xC6D/cFleJ4O32P0Amltr3Ze0/BLvo5Zds9z8OUM0P8JD1P6Dlcu8tQ7M/ewu0lEu01T9iHZRrVj7oPxH9sqFSF9s/AK5OXgErtT8i4eQO9VnrP5S2vyoZteY/xDhHjnz99z+EESbgnbjJP9CqQeSdO/U/RqLnCjqc5z8l0vWMrvXUP4ZL0sjoK+s/ywm8GzlF2j/u3Ipeqa/0P/DuTGSMt8Y/AC6Ahs58rz/NHywe4AfxP8T0Dp+xE78/oufpZ5eG8j82g/tLGKX2P3P7wNt7UNk/vBQmyjzJ9j8KkzApes3bP6oNDvAX/PY/BOgTCo7/9z+YfEOMQtbUPzyI+7kIIO8/vjNPdd9M6z/9FkNvOdvlP4izsAXgMu4/fLQ07j0T9z+PM7OY7iL2PzCnHWJrQMU/WK097ybJ7j9ayjQggGzYP+zw+HK+b+U/m3OIJAxO9T8crUJ8s+fqP8D+QfJ/ovU/JkijZ3uEzT+E6YuwOvHqP1SVosQGb+M/HrmF2fUE4z9xz+keMZbQPy7rP35dLvc/SHrTnz/h0j/oDFp6V9voP1pclqb1YOk/kF/MKsdl6z9+U9nB5l7UPzNGhx6nYOU/Tm8jAnR80T962yFV6CzVPzyarWAiTtc/tcDUrA8s8T8N6V3YgV7zP9TKG5IxYOc/CASWob0T6z9eLsS1ulzFP9y3r0Eagu4/YdVK+GmF8D/i/z8wUir1PzXCbgYM8Pc/8mX9YEUQ5j96MwWVkGHiP5TCjBh6cfc/foukjUat6z+OnoVHyzDgP1g0Ui3KeMo/IZuZfh+u8j95RdOENXbfP87NLIzPgN4/qvFciyfg6z+6FuwSLeTyP0yzTc49Be4/hIUGUnoetD9oh9ZNerjpPxbul1L7TfA/EltjZ6Lw9j9x2rW/e+nbPzY+tiVrPfU/APalp4ITkT+nAZ5dzUPhP1wRpLoob+4/63jiSTqz8z8lLzPDdpLzP+B2Ih9T8Ko/OTl/zPCK1z9ooAlaErjkPy6veoHL4vM/JmealLB86j+kU1rzQfvqP6njoZgvB/E/SiJxta9Y8j+NTieOkvPzP7ALBdkxUb8/H/vE23o35z/VE8QriC3kP9oqtrdWzfY/Koz7cIMLxT/o+DP2pJqyPwm7oBquPvA/ZwQeqr4I9T+7LIwIxKz1PwjZkT0b1Oc/PO3wXFsE9T94BGDLUIzgP26v0Ow9wPM/Ri/PKWuD1T+eNH2RL9zOPycx1SBIltI/VjrhCTPP5D/Hz6AKwovSPzTw0DRVrfM/gIcxNnsmrD9kBJhHfz3wPyPxIRU9eew/B6oBB7y00T+Opfiim2HbP6fsl/Mrzuk/jLJrNEWj1z8yHvE+QDfBPxD8IhNH4vQ/StTTyY4t4j+AjLtIbjq8P5A6a886mO4/c/fxqWwQ0D9OrU8lDLD0P5T3EH7iFtM/AZMpcLKK9D/IS+bnbOW2P4D08d62fdY/EjWcfwC41D/PEvmdzIrnP7QuH1g7JuY/2wI+pJGJ9j/791mblfHtP6JqvQbqys8/fzo+GTVv3T94rg1eUTL1P0BgDAQkTKI/fX96ZjXb1D+oYiEMZIajPxbzHu/jOdw/JRLyjKZ79z/qPKl0puLvP6JQxgKPq8I/5vrGGbaP8z8HWUBdcZbeP5Uk/cOiQek/8KW31v+o0T+6iwDHyrHzP3yrpsMbDNw/IpOIn/cS7j9Wqzqw0wrpP+RCze+kc+c/+CeAIp2O8D/wmde10NzPPzODIzLOVfc/nTTlANMo6T9GMHfw7qfkP8wjjKhbEvY/wMXEw+l+9T+u6WvSYdLvP9xnQ5AJW+g/UpZy5Q8F2j80P+tmpTvuP9TQVjSte98/iaGRWFuf2j+K4pwvRF3ZP7iR09Y7ss0/XhIVw2AM7j+DyAYSMP/kP3iSSUgjcew/WAx+M5Ox6j9Cru+8JXz0P5kHKMzBL/A/k1B+3Prz9j8sSckmnMjHP0ZD9ka02uE//ASy8kfk8D/SrVTLg4r1P2ChI9HzBOE/UrjsAYZsyj9YRQJa81XyP9a+AURGlPc/ZC45CZNV5D/rwEJ4///0P6l2ui/XZOo/N9YDhKc16z977gorPS7xP5CPlFQCJ+Y/3gWr8qpE3D+oTn7/p1/2P2XVxex+ntk/IAtWKCWU8D/+9EAZK5fsP+TB0zXIaO8/gF6uehDW8j/E9ctQ1JLkP7WU16kUjN4/Qo/Hzu+L3D+gh9uMzkiDP1gzwsY9kaY/qLyjxpge6T94ZrtEMa7zP51bPXfdnOc/L4Wo2E510j+OYdSPXc/YP9l9WTy+kvY/qYNNoAG/9T/pCIoe4ZjrP7QrH5dHzfY/vecwe5R20D/Vq9DnqM3TPyWD9HXJh/Q/xP7ZUi8OxT8cySd+lwj2P4bb11pb5PQ/9p/5uKir8D97z0l7TpHyP1yZbZttHvc/vOtNTRo+7D/+bSDufR7fPyWWybTgj+Y/JAOxsT6k2j8QU3RDefzXP3dnOoK8xPE/yOy5fSnL8D/4T3yL2CDhPxQUGIpwCMc/VB9AXWcx5D8AxhVyjcPzPx/tby1une0/nSddtT7R8T8B3CP8ZNnxP/umS42eD+Y/Sm7v92nc2T/rHltip5H3P7SKcnh5eu8/Mu28Ky0O4z/fuUlm2JPxPxzNYmdb2+U/ENkE0G5l8j8I4VmRYGHLP95TZ1acp/A/9OSkyVyJxz+i5jrei43wP7VgAYX3JPA/Nx6uxGk53D/QSZ48AQL3P+gLFmKaArg/MrP81tDw8T+I7rDdVdbAP0gVtr9z6OQ/O3dwLXOb3z/Royfx3OfzP2xqCW456ts/9MblUqU+xj88wdsYA6u6P+4ARc4i2/M/7q2iJE714z8T8KzFj6/nP9769bSlg8w/tzuSGJB+8j/n1Q8eDSziP6o+UxVYjPM/9kWvYobO8z+i6d/NpwrzP6OBsLPBnPQ/0Y3loUOE9D9o13E3SDOkP4xqJvSCi/M/IorZRqu64T9R5rKWY8vzPxA9cInCEKY/TpKwiHVC8D+frjqV3yrtPyK8FQmNcOk/USnpdLMP8T/8aSSHjyTgPwbrXz3ayuw/ysd1t6TJ9j9T3RNyW6fxP2hH/pcDlNM/wDRpKTnPuz8ruC+8dnn2PwS/OBIydLI/ThvM99cZ6j+cM0ce9NLqP4spljREXOM/dFl88qBK5z/ZTB/nwSvTP2J4WDAyYfU/TzcXzjtS6D+mLtI+8hDaP6DWT71Oi+s/3znbrm6b0z8qfbCD8870P8hKqyNYcfY/SdIAJYrH4j/edGZLi0fqP5QO+09pL8k/LXpxTKIi1T+VOrh9OdLrP3cuYnhc9fQ/icFMCA2o1D/WBNIv9QnoP1TKHHHePuw/VDIsW9jF9z9pqB8F2tX3P7jY/dQ0+PM/S+lDnt429D/AqcsPsS6BP6efQH9rxt4/LsqU9bO46j8=","dtype":"float64","shape":[4000]},"x":{"__ndarray__":"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","dtype":"float64","shape":[4000]},"y":{"__ndarray__":"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