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@hmartiro
Last active March 17, 2020 15:07
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Uniform B-Splines via sympy
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import sympy as sp\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"from pylab import rcParams\n",
"rcParams['figure.figsize'] = 14, 3\n",
"\n",
"from IPython.display import display\n",
"sp.init_printing(use_latex='mathjax')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"class UniformBSpline(object):\n",
" \"\"\" Symbolic b-spline definition using sympy. \"\"\"\n",
" def __init__(self, degree, t_start, t_end, num_segments):\n",
" self.degree, self.t_start, self.t_end = degree, t_start, t_end\n",
"\n",
" # Times\n",
" self.t = sp.var('t')\n",
" self.t_sub = (t_end - t_start) / num_segments\n",
" self.support_start = t_start - self.t_sub * degree\n",
" self.support_end = t_end + self.t_sub * degree\n",
" \n",
" # Compute bsplines from knot points\n",
" knots = np.arange(self.support_start, self.support_end + self.t_sub/2, self.t_sub)\n",
" self.bases = sp.bspline_basis_set(degree, knots, self.t)\n",
" \n",
" # Control point variables\n",
" self.weights = sp.symbols('c:{}'.format(len(self.bases)))\n",
" \n",
" # Symbolic expressions for each basis function at each derivative\n",
" # The symbolic form allows doing algebra, differentiation, etc\n",
" self.basis_value_exprs = [weight * basis for weight, basis in zip(self.weights, self.bases)]\n",
" self.basis_der_exprs = [[basis_value_expr.diff(self.t, der)\n",
" for basis_value_expr in self.basis_value_exprs]\n",
" for der in range(self.degree + 1)]\n",
"\n",
" # Numerical exprsesions for each basis function at each derivative\n",
" # The numerical form allows much faster evaluation and plotting\n",
" self.der_exprs = [sum(basis_der_exprs) for basis_der_exprs in self.basis_der_exprs]\n",
" self.basis_der_funcs = [[sp.lambdify((self.t, self.weights[i]), expr)\n",
" for i, expr in enumerate(basis_exprs_for_der)]\n",
" for basis_exprs_for_der in self.basis_der_exprs]\n",
" self.der_funcs = [sp.lambdify((self.t,) + self.weights, expr) for expr in self.der_exprs]\n",
"\n",
" def value(self, t, der, weights):\n",
" \"\"\" Evaluate the value or derivative of the spline. \"\"\"\n",
" return self.der_funcs[der](t, *weights)\n",
"\n",
" def basis_value(self, basis, t, der, weight=1.0):\n",
" \"\"\" Evaluate the value or derivative of a single basis. \"\"\"\n",
" return self.basis_der_funcs[der][basis](t, weight)\n",
" \n",
" def plot(self, der=0, weights=None):\n",
" \"\"\" Plot the spline and bases for the given derivative. \"\"\"\n",
" if weights is None:\n",
" weights = np.ones(len(self.weights))\n",
"\n",
" # Evaluate each basis\n",
" basis_tvals = np.linspace(self.support_start, self.support_end, num=500)\n",
" for i in range(len(self.weights)):\n",
" basis_values = [self.basis_value(i, t, der, weights[i]) for t in basis_tvals]\n",
" plt.plot(basis_tvals, basis_values, color='b')\n",
"\n",
" # Plot the spline\n",
" spline_tvals = np.linspace(self.t_start, self.t_end, num=500)\n",
" values = [self.value(t, der, weights) for t in spline_tvals]\n",
" plt.plot(spline_tvals, values, color='r', linewidth=4)\n",
" \n",
" # Plot control points if plotting value\n",
" if der == 0:\n",
" control_points = []\n",
" for i in range(len(self.weights)):\n",
" t_center = self.support_start + ((self.degree + 1.)/2. + i) * self.t_sub\n",
" control_points.append((t_center, weights[i]))\n",
" plt.plot(*zip(*control_points), color='black', marker='.', linewidth=0, markerSize=10)\n",
"\n",
" plt.axvspan(self.t_start, self.t_end, color='black', alpha=0.1)\n",
" plt.xlim(self.support_start, self.support_end)\n",
" plt.title('B-Spline degree {}, der={}'.format(self.degree, der))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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uzZXCc/duD9evO1t9P0ZdgsEI1dXmqitRUeGvLaqWnv6ZzS3hcHrcYsZ6WJlw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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f1dece50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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mrMsPzQfwsWNGHnmkLNWrq7XbpSljGR+vpsWTkrz06lWW06dD85bascPEiy+q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jAAAg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\nP16RabK0K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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f3fd6610>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ce42F2bOdvPlmGIMHJxT55pDjkksyWb78JHFxNp56ynsN8gMH7HTvHk3Nmm6W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\n8sYbbUhJM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mwNjs4VwFuBz28BVzajLEpoBgHbjTE7jTEe4D2s3oIJ1uNCYIiISBRlVI4T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\n0VEURVEURVEUpdXx/wF8C4A0Cy24qgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f457dc50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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1MglNST8Etmwx63Gvvdb8e2HVpKIkNZ99FkS7dtHccks2K1eeLfESsj17Anj2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\nNerUKIqiKIqiKIpSr/l/rvtt4r4dsyEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f42ac7d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot uniform weights for b-splines of varying degree\n",
"# The spline (red) is defined on the domain (t_start, t_end) and is the sum\n",
"# of each basis function times its weight (control point). The bases extend\n",
"# on either side to fully support the nominal domain. Each basis has a\n",
"# finite support that grows with the degree. In a uniform b-spline, all bases\n",
"# have the same shape but are shifted in time and scaled by their weight.\n",
"# As the degree grows, the basis functions start to approximate a gaussian\n",
"# distribution.\n",
"for degree in range(1, 5):\n",
" bspline = UniformBSpline(degree=degree, t_start=0.0, t_end=2.4, num_segments=12).plot(der=0)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Stick with a degree four (quartic) b-spline\n",
"bspline = UniformBSpline(degree=4, t_start=0.0, t_end=2.4, num_segments=12)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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cdO8ezrJl/udeS0uD3r3DmDkziHbtklmzJpprrimZFuy5uftuEwJvvz2Tvn3D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\n77+1GXRdvOhFUpLQ5uenUqWKhXr1zNSrZ6Z0aSs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i4xXefz+YNWv8CQ+3M3x4Ml27Gl09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\nZmZmZlZ7/wLRvRGvjqD8NwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f3e836d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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jxr5JaJYsgaFDjfeH0aPhscegtOrx+/fDoEHw3Xfw5JMwdSrVOqoqfE8SGlFt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\nIkczd25Bd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WE06oiMDLWZ+MOoUQEcOuTB2LGpZe5tuvdeC8uWybK9Nm1CbVZ+9uWX/uzc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\nIQ88kEuDBtm0b59p89K30mC1w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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f1c7e3d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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hpEKFwqVM2rt1y7BtW7oUpOShh5JJSREsWuTbxVk1Go1GowFtdq5rZs9WEZ1s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\nzJ49uZfV9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XUAc6NGTrfZO+0M+/dr+fLLRJd7RsaMSePaNRWbNnm28tS0qRmtVnY6zd63\nT0Pjxma8vMR78rPP/Ni+Xcf77yfRtWvOEzSvNWvQ/P6702VJH36I7Fc0I4569SwEBtqdhNi+fVrq\n1LFkVAtLi+rVbdx7r5V9+zKft9Ke13EQFmbn4YctOYSYTifTsGHpih1fX5nGjZ3bEx3zOs2bl25s\nGo3Yo5R1psgxr1PaSbtCIao7v/2WmdOV5XkdR2yl/bz9VylqZeck8CTgZOIsSVIdoD9QF+gCzJIk\nqQya/GXSuze8/z4sXSoqGSXJxx+LE4hhw1xf36ULzJoFW7bAm2+WbGyffipaw8aNc31969aweLEQ\nbC+84LnHffNNuHVLmDbkxuefi2TwxRddX9+4Mfz0Exw7BiNG5C9iTSYYMSKI27eVLFigz9Xud8KE\nVJKTFSxcmPtp+/ff+2A2k+spe82aVubP13P5sorx44PyFbFWqzgpvnBBxZw5ORN2B88/n4LZLKpK\nubFokQ8pKQqn6kRWqla1sXixnjt3FIwaFZTv3iNHUnzqlJoZMxKoU8d14jJmTOrdCk3usa1Y4c2d\nO0qnqk5WKlSws2SJGNwfNizYpc1udt59N4BDh7R88UVirvtghg1Lw9fXztdf555srl/vxeXLKsaO\nTXXZZhAUJISiQiEzdGhInmLYwWef+fHbbyIpdrhCZWfgQFF5yiu27du1nDypYdy4VI+1Z8ya5cu6\ndd689loKnTu7Lnn36mWgShUr06Z5xqDBQVCQzMMPWzl4MMvcToMGTrdRHzvOuHEp9O7t+kSkUycj\ntWpZ+OYbX48eEul04kTb4XqWmChx8qQ6owKwbp0XM2b4MWhQWsbC0KxIBgP+n3zidJmhc2eMXbsW\nOTaFApo3N2UIMaMRfv+99OyJsyJJIjE+eFCT8bNy4IBoxSoLLUUtW5qIjVVntE6WhXkdB61amTlx\nQp3xmbJ/v5Z69SwEBJTevI6D1q1NXLig5uZN8SKWhXkdBx06iM6OM2fE/3ftEusqHnmkdONyRUwM\nhIaW/jL5/ypF+oiRZfmMLMt/u7iqB7BClmWTLMuXgPNAs6I8Vknw1ltiXuT114vHWtkV+/cLEfPS\nS3n7qo8aJYb3P/1UVHpKgpMnYcUKMauT196ffv3gtdeEZXQ2B9VC06YNtGolvl9XFaNLl2DePBg+\nXLjr5cbjj8PUqeL7mDYt78f84AN/Dh/W8tVXCXlu8n7kEQsdOhj5/nsflwPQt28rWLDAh549DXnu\nIAkPN/P++0ns3Knjq6/yPtH96is/du3SMXVq7kkxQI0awgxh8WJv9Pqcb+/kZInvvvOlY0ejU9tP\ndho0sPDll0kcPqzlgw/884ztu+98WLfOm0mTUujUKfekqlIlOwMGpLNypTfXruU8+zAYYPp0P5o1\nM+W5CLJ2bSszZiRw+rSKyZPztn1etsybJUt8GDcuhV69ci8TBgXJDBuWxubNOv7+O2d1x2oVr8HD\nD1tcntQ7qFbNxrx5CVy9quTFFwPz3MGzfr0uIykeMiRnUuzA21tmzJg0oqN1/P57zuqOLMOXX/pR\nrZqVJ5/0jN30jh1aPv7Yj6goA88/n3tbnEYjxP8ff2iIifFsVhge7px8mhs2dLq+teYwk19LzvXr\nFQp48cUUzp5Vs2lT0QxBcsZm5uRJkXweOqTFbhf7dY4fV/PKK4E0b27iww+TXIpin7lzUWbprZU1\nGpLfe89jsbVoYebyZRU3b4o2QKMx990/JU3Llib0emErXlbmdRy0aGHGaFRw/LiGhASJM2fKTmzh\n4WI25vBhTZmZ13HgEPkHD2qx20XSXlbaxBxxOKom0dEitygL4jo7MTFilqh8Xqd4KK6XvApwNcv/\nr929LAeSJI2SJClWkqTYO3fuFFM47iFJopLQuLGwL750qXgfT5bhjTeEGcGECfnf/ptvoEULUQEq\nCYe2t94S8zCTJuV/26lThcnDuHFw+HDRH1uS4L33hO/8rFk5r58yRVR13nor//t67TVhVjBpkjjZ\nccXGjToWLvRl9OhUevTIf3DrpZdSSEhQupxBmTHDF7NZ4uWX8x+yevrpdPr1S+frr/1yHbyPidEy\nfbov/fqlM3hw7kmxgwkTUjEaJb75JmcF5fvvfUlMVPDqq7kniQ569jQwcmQq8+f78vPPrluBYmK0\nfPSRP088YWD8+PxnRcaNS0GScCnuli3z4d9/lbz6akq+H/gdOph4+eUUVq/2ZvFi16cER46oeeut\nANq1MzJ5cv6vxahRqXh7y3zxRc7Yfv7Zi0uXVLz6akq+vyibNzfz9tvJbN3qxcyZrqtYp06pePnl\nQB59NPekOCtDh6YRHGzjs8/8c4i7rVt1nDyp4YUXUgq0yyg3Ll1S8vzzQdSta+GrrxLzja1v33Sq\nVLHy+eeere5kJp/im7LWro1dmylags3/ovk3b+eW7t2N1K5tYdo0P4/O7rRoIZLPI0c07Nsn2p2q\nVbMwYkTQ3fmvBDQuRrcUt2/jO3Om02Vpw4dju+8+j8XmSIIPHtSyf78WhULOOTNUSjjiOHBAU2bm\ndRxkja2szOs4aNzYjEYjc/Cglj/+KBvzOg7q1BG24gcOaDh7VlMm5nUc1KghdipGR8M//4icrqzE\nlpV//hF/ylvYio98xY4kSTskSTrp4k8PTwQgy/JcWZabyrLcNCwszBN3WSS8vETlRJahT5/iNSzY\ntk2o+bfeEq5r+aHViv0xfn7CTCEpqfhiO3hQzOO8+qoo++aHUgk//iiqLE8+CbdvFz2Gjh2FgPrw\nQ2dntpMnRbvhc8+JJaT5IUnC3a1WLTH3dPWq8/WXLimZODGQxo3NvP56/iIAoFEjC088YWD2bF9u\n3858G125omTZMh/69k2nRo38e2eEm1ci9eubmTAhKMesx61bCsaPD6RWLStTp7r3gj/4oJX+/dNZ\nvNiHy5cz7+/2bQVz5/rQrZvBbbeuN99MpkULE5MmBXDypHPF4+ZNBc8/H0jt2lamTcs/KQaoUsXO\nsGFprFzp5bQVPDFRYvp0X1q1MrmdYLz4YiodOhh5992AHPMsCQkS48YFUaWKjZkzE9zalB0cLDN2\nbCq//OLFkSOZmWp6usTnn/vToIGZxx5z7wPh2WfT6NEjnc8+88thU5yWJjFmjFjM+f33rpPi7Pj4\nyLzwQip792rZuTPz/sxmmDrVnwcesHikqmMywdixQSiVMH9+QsYMSl5oNPDKKykcO6Zh/XrPzcdk\nJp/i+7VJKk5onOd21MeO5XkfCgW8+moK586pPerM1qSJBbVa5uBBDfv3a2na1MzkyUHcuaNk3rwE\nQkNdl/T8vvwSRZYBQntgICkOC04PkTX53LdPQ/36Fo/vXCos991no3JlGwcOCCFWFuZ1HAQH23no\nIcvd11SDTmenQYOyIXa8vKBhQzMHDmg4cEAI2NLar5MdpRKaNTNz4ICWQ4fEe6ysJO2SJMRNdHTp\n7/7Ji/J5neInX7Ejy3JHWZbrufizPo8vuw5UzfL/e+9e9v+CGjXEHMrvv8PLLxfPY5jNYtakRg3R\nouYu99wjxNilS8VnpmCzCQvsypULNocTEgJr10JcnHBuy6uFx10+/VS40U2dKv4vy6IKFhAABTEu\n8vMTsZlMolXRMYdiNMKYMUGoVGRYTLvL5MnJmM2SUyVgyhR/FArZraqOAy8v+P77BFQqmdGjgzNM\nGaxWeO65INLTJb77zr3E08Err6SgUsl8/HFmC9rHH/tjMkluCzoQhhnffZdAYKCILSVFKBrxMxKE\nwSBi8/Z2P7YJE1IICJD54IPMKsW0aX4kJip45x33FbxCAdOnJ3DvvTbGjAkmPl58nMkyvPxyIHfu\nKJk9O6FAfe2jR6dRqZKNKVMyY5s925ebN5W8916y2y0GkgRffJFErVpWxo0L5Pr1zI/aN94I4NIl\nJd9+m0BYmPtvkiFD0qhWzcoHH/hnVCkWL/bh4kUV776bjKpg5nkumTrVnxMnNEybJp5Xd+nTx0C9\nemamTvXL01SkIAQHi4WKjtmYr7/247eUFk63yU/sgHC0Cw838dlnfm7NUbmDl5cYXN+7V8uZM2o0\nGpnt23W89VZyru2hykuX8P7xR6fLUl5+GTm7u0oRyZp8Hj1aNuZ1HEiSaMlyCIrwcHOZattp0cJ8\nt1qnpWlTS5mY13EQHi7mdvbs0ZSZeR0H4eEmLl5UsWePDzVqCIOgskKbNuLwdd06kaNkW9lVJoiJ\nEaMCZXGW6L9CcbWxbQD6S5KklSSpOvAg4IHmppKjRw+YOBFmzxYVC0/zzTfw118wfTpunexmpXVr\nUe1YuVLMyXiaBQsgNlYYABTUHKhhQ/G9bdsmbKGLSqNGYi7n66+FI93q1aIV7cMPxTBfQahdW9hZ\n79+f2f72wQcBnDxZ8OQOhLvQ8OFpLF/uTWysmpgYLVu2ePHCC6ncc0/BlN6999qYPj2RM2fUvPuu\nWCj45Zd+HDyo5eOPkwp8+lmpkp3nnktl0yYvoqO1HD2qZuVKb0aOTHWr4pSVsDA7s2eLOZRXXw1E\nluGbb3w5cEDLRx8l5ViUmB+BgTIvvZTC7t06Nm/WcfasikWLfBg4ML3A+2ECA2XmzNGTkKBgwgQx\nI7NggQ/btnnlmXjmhre3zGuvJXP0qIYVK8Rs0axZPkRFGQp8kurtLTN3rh6zWWLcuGAsFli1yovV\nq7158cXUAi951Gjg7beTOXdOzbx5wnFv2jQ/2rY10r590RParVt1zJ/vy7PPpvLYYwW7P4UC3n03\nmRs3VMycWTRHsaw4ks+YGA3TpvmiaO5sUqBxQ+xIkogtIUHhskWxKLGdPClOR2JitDz2mIFnn83d\n9tFv+nSkLE4J1urVScvq5+9BHMmnxSKVmRY2B+HhZuLilNy4UXZmYhyEhwvL87/+Upf6fp3stGhh\nwmaTOHq07MzrOHDEExvrVeYqJ454du8u2/M6ERFlM7b/CpJchNKAJEm9gG+BMCAROCbLcue7170J\nDAeswIuyLP+a3/01bdpUjo2NLXQ8nsZiEQNux4/DH3/Agw965n4vXRIKvn172LChcPdht4vh+127\nRMtZttndQnPzpjj5qFtXvAELc+omyzBggBAm0dFCnBWF+Hh46CGoVk340FeoIKpu7rQmuWLMGCES\nR42KZ+7cEEaPTuWdd9yvdmQlLU2ibdswfH1ljEYJhQJ27rxd6BPBjz7yY+ZMP557LoVZs8Sczpdf\nFq5f0WSCTp3CMJslvLxkkpMVxMTczmGn7S4zZ/ry0Uf+d+d4fOjVy8D06W5sfnWB1QpPPBHKrVtK\nKle2ceWKit27bxMSUrhy4NKl3kyeHMgzzwjx2aaNiYUL9YX++e3TJ4RTp9Q8/LCFkyfV7Np1J1d3\nvvxYv17HuHHB9O+fxoYNXtSvb+Gnn+ILVYmRZXjmmWD27hVb5w8c0LJt250CC87sXL+u5LHHwqha\n1cr69XGF/vkdPz6QjRu9+PXXOzmWaBaGDRt0jB0bTHCwjaAgOzvmxFKtY8uM6+0+Ptw6c8atD4M3\n3ghgyRJv1q2Lo2nTgolgV8TEaBk4MASQqVzZxvbtd5x2S2VFeekSFdq0cRI7CTNmYOjVq8hxuOLY\nMTWPPx6GJMmcPn2rzLSxgVi2HBFRERCflbVrl402NoC4OAUNGlQCYO3auDLTKgainfahhyphs0ks\nWhSfpxlMSWO1wsMPVyI9XcHSpTB4cGlHlIksiy6Vf/8Vh8se7hotMtevi7miL78svk6i/yqSJP0u\ny3LT/G9ZRLHjacqa2AEx39GwobBRPHCAIpe1bTZx0vDnn+JPUewZ79wRsfn6ikpMEVc0IMtiJ83O\nnXD0qBAYhSU5WRg9mEzC+jkkpGixLVkCQ4eKk48jR8R9FxaDQXz9X3/J1KtnYdOmuCINdm/bpmXY\nMJH0rFkTX6TdBxYL9OgRyvHjaqpXt7J9e1yB2teyc+CAht69RQls8eJ4OnYs/C9Iux0GDAhh714N\nVarY2LXrDj4+hY/txAk1XbuGIssSM2cm0LNn4fufZBlGjw5i82YdwcF2YmJu59hDVBAuXFDSvn0F\nrFaJjz9OzNMtzR0mTQrghx988PGxERNzh8qVC9/jeeOGgoiIChiNCiZPTnbLGCIvrFbo3TuE06fV\nbNlyp8CVv6zo9Qratg2jalUb69YV7X0FYmatSZNKKJUyv/56h7p1LFSsXx9lli3Gt7duxepGb0pK\nikT79mH4+Ij7yr43rKCkpkrUri0S43Xr4nn00dzf94Evvoh3FhtNS82a3Nm5s/AnNvlgtUKNGpUJ\nCLBz4sS/xfIYhUWWoWbNStjtcPHirTLVxgZQt24lkpMlLly4WeCui+Lm0UcrcuOGgjNnypaABWjb\nNoxz59RcuQJVq+Z/+5IkPFwcCv/5Z9lrFVu+HAYNEjlckyalHc3/LwoidsqLZvlQtSosWiSS/1df\nLfr9ffop7N0LM2YU3Yc+LEy8Uc6fh7Fjiz6/M2sW/PKLaD8ritAB8PcXbXa3bwuRUtT5nazl3aLu\nzJCkzIqVUulZq8eiOj5JEigU4oUU33PRXlSbDSRJvhubJ75RcV92e9FfB4sl83X1xEJax/cpy2Cz\nFe17tVikjJ8Lk6noz1vmz5hU5NjMZinLv4t0VwB88YUfR45o+fTTpCIJHRBzNh9/nMSxYxqnebHC\nsmaNGHh+4AGrWDIrSZibOv9u07h5QObnJ/PFF0mcO6fm7bcDihzb8uXegISfn5yn0FFeuoTXmjVO\nl6W+9FKxCR0Q701Z9szcZHEgPoPLmMrJQL77OVzacbhCfMYV449OoXG8nJ5whPQ0jtg8MdfoaWJi\nRL7kqe6cclxTJt/OZY3u3cUenG+/FW5ohWXTJjErMmCA58q8bdoIi+YffijajpuYGGGY0K2bcDnz\nBI0bi9Ls5s3i78Ly++8wciS0bCkMGp56SrTbFQZZFvbYZ87AsGEJHD+u4fPPC18SO39eLAV95BEz\n1atbee65IK5eLfxvovff9+foUS2jRqVy4YKa994rfFJ27ZqSMWOC7iaKZl5+OZBz5wr/af/VV37s\n3atj1KhUbt/OnN8pDHFxCkaODOaee2w0bWrizTcDOHGi8L8l58zxYdMmb4YOTcNgULi1qDU3kpMl\nRowIJjjYTmSkkalT/Tl8uPBHvD/84M2yZT7075+GQiEMMQorUgwGiZEjg9FqoXNnA19/7Ud0dOHL\nzevX6/j2Wz8GDEjLcw9RQXj8cSPDhqUyZ45vkfbb/Pab2PVz331Wbt5UEDEkkwAAIABJREFUZrye\nlkcfdbqdu2IHoE0bExMmpPDjjz5Fcmc7dEjDhx8KMZeeLuW53Nbvm2+c2tcsNWti6N690I/tDseP\na7DbJRITlRnGHWWFK1eUGAwKTCaJS5fKVtau1ytITFRis0kZ81hlBYMBbt9WAhKxsWWr5GSziVZY\nELMxZY1//hF/79lTunG4IiZGtPqXRQH7X6JsfQqWYT75BJo3FyLFYRNYEI4cgYEDhQCYN8+z1YQ3\n3hAWzWPHispMQTl5UgiImjVFpciTJ1rPPSfue/Jk+Omngn/9+fMQFSXmdNauFXbYer1ot0tx3/As\ng/feEzbU77wDkyfHMWhQGjNm+N09pS0YN24oGDIkGJ1OZv58PQsXJmA2SwweHExCQsFf4LlzfTIG\nxN99N4Xnnkth2TIfl7t88iM+XsHTTwdjtUosWKBn3rwE1GqZwYOD+fffgr/AK1Z4MW2aH/37p/HO\nOylMnpzCpk1e+S5DdUVSkniOEhMVzJunZ+7cBIKD7Tz9dDBXrhT8E3/zZh0ffih2/Xz4YTLvv5/E\nnj1a3n8/506a/EhPlxg6NJirV5V8910Cs2YJ44pnngl2uWw0P6Kjtbz+utj18+mnSXz5ZSJHj2p4\n/fWAAp+6m0wwYkQQf/2l4ttvE/j220QeesjKyJFBHDtW8MTs8GENL78cxKOPmty2NXeXt99OpkkT\nYafu2KdSEE6cUDNuXBB16lh44YUUUlIUnDolvkdzdrFz5EiB7nvixBQiI4289lpArrut8uLcORUj\nRgTh6yujVMrYbBKxsa6ff8WNG3itXet0WXFXdUC0rzpwuNmVFbLG5rAVLytkfa6yxlkW+OMPDVar\nhEIhF+o9VZycOaMiLU2BVmvPsHguK1y+DDduiOpJWYvt1i34++9yy+mSoFzsuIlGIyoz1auLSs/O\nne5/7cGDYmdMaKiwP/T23LoHQPzeXLUKGjQQwmLTJve/9s8/hVGCVgsbNwpLZ08iSWLeplUrIRQL\nInjOnhUGESaT+J4qVBBiccUKYRrRoYMwL3AHWRZVtfffF+5ujoXlH3yQRLt2RiZNCijQSe+1a0r6\n9AlFr1ewaJGeKlXsPPiglfnz9Vy5oqJPn1Bu3XL/7TV7tg9TpgTQrZuBd98VZgmTJqXwxBMGpkwJ\nYO5cH7cT93//VdCvXwhXrihZuFDPAw/YuO8+G0uX6tHrFTz5ZGiBRMWSJd5MnBhIZKSRTz4RCzDH\njEmlX790vvrKj6++8nU7Nr1eweDBIfz1l5q5c/XUq2elYkU7P/ygx2KR6N07pEDVpzVrvBg7NojG\njS18/XUCCgUMHJjOs8+mMm+eL1Om+LstKpKTJYYNCyY2VsOMGQk0a2YmKEhm+fJ4tFqZfv1CClR9\nErNcwdSqZWX27ARUKlH1ePHFFFas8GHSpAC32x7T0yVGjw4mOlrH558n0qGDCR8fmWXL4gkNtTNo\nUEiBqk9792oYOFBU1ubPT/C4xa5WC4sWxXPffVaGDQvOsWsoL/74Q02/fiEEBNhZuFBPmzaix9GR\nfJofeQQ5yzCF6to1FAUo9SqVwuq9Xj0LY8cGs3Wr+9WnM2dUPPVUCEolVK5so2FDMwqFnGvS7rtg\nAVKWF9lao0axV3VAJO0PPWTB29te5pJ2x36dsDBbmRRiOp2dGjUsZU6IOfbr1Ktn4eDBshXb/v0i\nngYNjIU6DC5OHIvEW7USB9VlaEw9owpWLnaKn3KxUwBCQ2H7duEh37mzcPbIK5GSZeH61bat+Nro\naOG6URwEBMCWLVCnjqiEfPxx3vMjsixa38LDhZCLjhaVneLA21uIlebNxY6bt97Kf9Zg/Xpo1kzs\nwfntN+ehwieeEFWeP/+EFi3gcD6m5gkJoqo2dSo8+6x4TRyVNa0Wvv9eT2SkiYkTA3nnHf98F8nu\n3q2la9dQ4uMVLFsWT6NGmc5O4eFmFi+O58oVJVFRofkmGqmpEhMnBvDhhwFERRmYMSNzAaZKBTNm\nJNCtmxA8EycGkJ6ed8XoyBEN3bqFcfmykoULE5wsSuvXt7B8eTyJiQqiokLZtSvvX5gGA7zzjj+v\nvx5Ihw4mFizI3EOkUMDnnyfSt286X37pz5gxQRk7eHLjzz/VdOsWyqlTambPTqBDh8xBnQcftPLT\nT3GYzRI9e4by6695J6BmM3z8sR/jxwfRvLmZ5cvjMwbOJQmmTEnm2WdT+f57X4YODUavzzu2v/9W\n0b17KAcPapg2LZHu3TN/CO67z8bKlfFoNDJPPhnCmjVeef7CtNng6699GTEimLp1LaxaFYefX+YX\nTJyYwksviVaq/v1DnJbSuuLiRSU9e4by229apk5NpH//zHazihXtrFgRT1CQnf79Q/jhB+88Y7Pb\nRQVx8OAQ7r/fxs8/xxXaAS8/goNlfvwxnqpVbQweHMy8eT55thbKMixb5k2fPqEEBdlZsyaee+6x\nU7mynWrVrJmJsU6HpX59p68taHXH11dm2TI9Dz1k4dlng5g+3Tdf4bl2rRdRUaGo1bBkSTznzqlo\n1cpM/foWl0m7lJKC97JlTpeljh5d7FUdiwViYzWEh5to2tRcphJjWRaComVLc4abYFlKPg8c0PLo\noxbCw80cPqwp8lyiJzlwQCyIjYgwceyYOt/fBSXJgQMaqlWzEhGRxunTnlkq7imio0X+FRUlKjzn\nz5d2RJnExIiF8kUxXCrHPcrFTgGpUgX27YPHHhMLN1u2FPbRlixOphaL2DMTESFsjtu2FdWd4l60\nFRoqelL79BGtbU2aiBmjrMPfNps46ejUSVRamjQRYsFTttq54e8vRMvw4UJ01K8v9hdlXUBot4vn\n9oknoGdPIb6OHBEVq+x07y7uz2wWr8GoUWIOJ+svzsREsZ+nbl1hg/3hh2LPTvYhRS8vWLJEz4gR\nqcyf70vbthVYudKL1NTMXyayLE6cR48OYsCAEEJD7WzefMelhW1kpJmff45HrRYWxi+8EMipUyqn\n2FJTJRYv9qZ9+zBWrPDm+edTmDkz5wm7Wg1z5iRkVAMiIiqwbJk3SUnOsZ04oWbChEB69gxFq5XZ\nsCGOyMicU/+PPmph7do4goLsDB4cwtixogUqa2zp6RIrVnjRsWOFjLa6efP0OVzhlEr46qtE3nwz\nmV9+0dG6dQUWLPDJISzOnFExaVIAjz8eisUi8fPPcXTtmlNR1qtnZcOGOO6918qIEcEMHx7E4cMa\npwMFg0EknZ07hzFjhh8DB6axdGl8Djtth+D56KNE9uzREhFRkdmzxW6arJw/r+Sdd/x57LEw9HoF\nP/4YT+/eOWdXHnzQysaNcTz8sJXx44MYNCiYPXucYzMa4ZdfdHTrFsrnn/sTFWW4K0RyxjZxYgrT\npiVw9KiayMgKfP21b45K4D//KJk61Y8OHSpw5YqSRYv0PPNMTle4+++3sWHDHZo2NTNpUiC9e4ew\nc6fWKTazGbZv1xIVFcqUKQG0b29k9eo4KlQo3gn2ypXtrF0bR7t2Jt59N4AePULZskXnJCwsFnGA\n0Lt3CK+9Fkjz5ibWrYtz2nsVHm7i0CFtRvJZWJOCrAQH21m9Oo6oKAOffupPly5hbNyoy/F5eeCA\nhgEDgnn++SDq1bOwceMd4uPFXEd4uEjajx7V5Fim6v3DDyiy9NraQkJIf+qpAsdZUE6cUJOerqB5\ncxHbmTPqfMV+SXHlitivEx5uokULEzdvKgvVuloc6PUKzpxR07KliZYtzU6tk6WNwSDa2Bw/b1Zr\n7q2TJY3NBgcPamnZ0kSzZuJNUFbmdmRZiJ22bUWXCJStVraYGFFxKoumDv81yq2nC4mjMjJpkhiW\n9/WFWrW4a6cprJcrV4Z33xXD9SXp7CLLsGYNvPKKGMzz9hZiRqkUO34SEoQV9Ntvi2H9kn6j/fKL\nMEM4d04IjZo1RYXl8mWIixNVqjfegAkTQJdPh0liIrz5pjBnMJmEgcE990BamljaKsti+O+bb3Ke\nnpw9exZfX1+ny/bs0fDeewH89ZcarVamWjUrXl4yV68qiY9X4uUllnWOGZOWryV0errEF1/4sWSJ\nNwaDgtBQG1Wq2DAaJc6dU2G3SzRqZObdd5PzdHNycOSIhvfe8+fYMQ1qtYjN11fm+nUlt28r0Whk\nRo5MZfz4VKdKgiuMRvjmGz8WLPAhNVVBUJCN+++3YTKJ2KxWibp1Lbz1VrJL0ZSd48fVTJniz6FD\nWpRKmerVrfj5ydy8qeTWLSUqlczQoWm88kpKvpu/LRaYPduXOXN8SUxUEBBgp3p1K2azxPnzKsxm\niVq1LLz+erJbyy9Pn1bx4Yf+xMTokCSZGjWsBATI3Lql4MYNFQqFzIAB6UyenEJwcN7Jv80G8+f7\n8O23vuj1Svz87DzwgBWrFc6fV2M0SlSrZmXSpGR69MinRIgwuPjoIz+2bhVlqRo1rAQG2vn3XwXX\nr6uQJJmePQ28/XYyFSvmHZvdLhzCvvjCjzt3lPj4iNjEZ5KK9HQFVapYeeWVFPr2NZSo5a8sC5E6\ndao/t26J91HNmlZkGf75R0VKioKKFW1MmJDCkCHpOT4vV6/24oUXgti69Tb16lnRbdlC8LPPZlxv\nrl+fuF/zXeWWa2xbtuiYMsWfq1dV6HR2HnjAhkIhc/WqisREBcHBNsaPT2X48DRUKlFV/O47X86c\nucW+fRqeeSaEVaviaNny7vvYYqFieDjKLO11yRMninmdYmbWLF+mTvXn2LFbXLqkolevUObP19Ol\nS/4/j8XNihVevPJKELt2iaP/du0q8OWXCU7VytJi82Ydo0YFs27dHapWtdGkSSXeeSeJ0aNzXxRb\nUuzdq6Ffv1CWLImnWTMzdetW4vnnU5k0qRCDqx7mxAk1XbqE8e23CbRrd4fmzWvxzDPCcba0uXQJ\natSAmTPFTHPlymKkIFvBtVSIixOOulOninynnIJTvmenBLFY4NdfYccOkbyrVKL606WLaHUr6i6H\nomCzibh+/VXMv0iSEAKdO4v4suX5JYrdLk41Nm4UZWWLRTxvHTqIZan+BXStvXVLtLbt3SvEnFot\nxE23bpBtnjkDV2LHEVtsrIYtW3RcvqzEaJSoVMlOixYmOnc25pusZ0evl/jlFy+OHNEQH69AqYS6\ndS20ayfaTAqSdMoyHD2qZssWHZcuiSSxcmUbTZua6drVUODdMsnJEps3exEbq74rSuChhyxERorT\nzYLGdvKkml9+0XHhgoqkJBFbgwZmunc3EhpasCpCerrEpk06YmM1XLsmYqtVy0pEhImICFOBDxBO\nnVKxdauOv/9Wk5gokut69Sz06GHIV0hkx2iEX38Vr+nlyyK2atWsREaaaNvWVGCL07NnVWzZouPk\nSTVJSQoqVLBRp46FqCgDVaoULDazGbZt03HokIYLF1So1XDvvTYiI020a2cs1d0hViv89puOffs0\nXLyoQqmESpVstGkjYsvt8/L6dSXNmlVkypQkRoxIQxEfT6UsrWyyQsGtU6eQC/rBkQWbTVSYoqO1\nXLyoQpKgYkUbERGmjBkpB1FRocgybNwYR1KSRN26lXj55RReflnsPPJas4agLNsL7Todt48cwR4c\nXOj43GXIkGD++UdJTMwdTCaoU6cSgwal8/77hVuc7EkmTAgkOlrL8eNi90+DBhVp187EN98Ubjmx\nJ3nrLX9WrPDm9OlbaDTQqlUFatWysHBhQmmHxuef+zF9ui+nT9/Cz0/m8cdD0Whk1q51c2i1GPnu\nOx8++CCA2Nhb+PklM358LW7cgBMnSjsycQg6YgScOiVa/Pv3FznC1aueNYkqDKtWQd++opulZcv8\nb19OTsrFTjnluEFuYqeccsope7RoUYF69SzMmyeSz7D27VH//XfG9fELF2J67LFij8NgEJvsR49O\n5Y03xMl6586h+PvLrFolks/Qxx9Hc+xYxtekDR1K0kcfFXtsNhvUq1fpbmuecNjr2zeExEQF27bd\nKfbHzwtZFksxmzQxM2eOeA1Hjgzizz/VHDpU+kMe7dqFUamSjR9/FAtrX301gM2bvThx4lap2wJH\nRYVit8OmTXEAfPCBPwsW+HD69K0iLZ32BIMGBXPtmhDXqamp/PxzLd54Qyw9Dw0t1dDo10+Im2vX\nhLj57jtR4Tl3rvhmlN1l1Chh2BQfXzb3//x/oHypaDnllFNOOf8pwsPFQLtjbseU7ThUu39/icRx\n6JCwAM5q/hEebuaPPzQYjaA+dsxJ6MiSROqIESUS27FjapKTFbRsmdneGR5u4vRpFYmJpXuUfe6c\nips3lU5tseHhZq5dUxVpN5knuHFDwdmz6gznP4AWLcwkJSk4c6Z0M9GkJImjR51jCw83YTZL/P57\n6Q57GI3C+S/ra+pwFivtuR27Xcz1duqUWcVxxFbajnGyLMyu2rUrFzolRbnYKaeccsopp8wTGWki\nMVHBn3/e3bdTSmInOlqLVivTokWm2Gnd2oTRKHH4sAafJUucbm9q1w5bjRolEltMjBZJkomIyEw+\nW7UyI8tShj1waRETIx4/a2LsEGV795ZubHv25IytRQvx79J+3vbv12K3S05ip1mzvC3PS4rYWA1G\no8LpeWvaVMwJl7YRwNGjomrSqVPmZQ89JFZYlHZsFy+KGeWssZVTvJSLnXLKKaeccso8kZEmJEkm\nOlokeKYWLZCzNN6rTp9GSij++YqYGC3Nm5uc2odatjSj0cgc3pKO1/r1TrdPGzKk2GNyEB2to2FD\ni9PsXuPGZvz97flazRc3u3drqVHDStWqmS57tWtbqVTJlvGalhYxMVoqVLDx8MOZNoFVqtipWdNS\nJmLz9bXTqFGmuPb3l2nQwJIhIEuLPXu0qFSyU5VToxGmQNu3l2JgZD5+x46Zl0mScGbbubN09+04\nYisXOyVHudgpp5xyyimnzBMSYqd+fQvR0cKiUQ4OxvrwwxnXS7KM9uDBYo3h+vWc7U4A3t4yzZub\nqfjLCqQsi7qs996LqX37Yo3JQWJiznYnEG0yrVub2LVLV2oJnskE+/draNvW2RFOJJ9G9uzRur1g\n19PY7UKICTHtfF27diYOHtRiMJReC+Du3cLWObtrart2Yt+OXl96aVxMjJamTc05rP+7dhVuqJcv\nl05cIARF/fpQsaLz5Z07U+oGCtu3Q9Wqxb/yo5xMivQukSTpc0mS/pIk6U9JktZKkhSY5brXJUk6\nL0nS35IkdS56qOWUU0455fwv06aNiaNH1Rl7prLP7WiKuZVt924htNq2zWl53q5NOk/dmet0WfrT\nTxf7ElEHe/fmbHfKiK2d2Glz9mzpDAgcPpyz3clB27YmkpIUHD1aOjaBJ0+qSUhQ5vq8mUwS+/eX\nTmyXLin55x+Vy+etfXsjsiyVWnUnLk7ByZNqp5ZJB127ir8L6QZfZFJShDGBK7+SLl3E37/8UrIx\nORA7z4ToKm1HuP8linoksB2oJ8tyfeAs8DqAJEl1gP5AXaALMEuSpLKxOayccsopp5z/l7Rta8Jm\nkzJmLEytWjldry3mqehdu7RUqmSjdu2cZYhevtuoyYWM/8saDekDBhRrPFmJjtbi5+fc7uSgTRtR\nUSmtVrZdu3RoNHLmHqIsREaaUCrlUovtt9/EnJMrQSHaFUuvBXDHDiGu27fPGVuDBhaCg23s3Fl6\nz5ssS3TsmHN/U61aUL166QmK7duFqHjiiZzX3XMPNGpUerHt2SPEWPfupfP4/6sUSezIsrxNlmXH\np/5B4N67/+4BrJBl2STL8iXgPNCsKI9VTjnllFPO/zaNG5sJCLDz228iCTSHhyNnsTNSnz+P8urV\nYnlsk0m07bRvb3R5Iltrr/OmQsMTT2APCSmWWLJjt4vEuG3bnO1OIOZPate2sHNnPluaiwFZhq1b\ndbRs6byryEFAgEzjxuZSS9q3b9fRuLHF5R4wnU7MY+3aVfLPG4jYatWycP/9thzXKRRC/EdHa7EX\nbBWXR9ixQ0elSjbq1s0p/CVJ7LjbuVM4tpU0mzZBYGDu+2u6dYP9+8VS8pJm0yaxRL1Dh5J/7P9l\nPNnsORxwFC2rAFl/41y7e1k55ZRTTjnlFAq1WrTv7NghLKhlPz/M2bYGa3ftKpbHPnhQS2qqgsce\ny5m9SYmJeG3b5nRZ+uDBxRKHK44dU3PnjpLOnXPPLDt1MnLwoKbELagvXFBx+bKKTp1yj61jRxMn\nTmi4caNk509u3VJw/Lgmz9jatzdy+bKKc+dKtgUwOVni0KH8YjOh1ys5erRkLagdwr9jR9fCH0Qr\nW3p6yds82+2webNoV3Ml/EGIHZsNsr1lS4TNm4XltI9PyT/2/zL5frJIkrRDkqSTLv70yHKbNwEr\n8ENBA5AkaZQkSbGSJMXeuVO6S8/KKaeccsop2zz2mBG9XklsrJijMLVt63S9tph8Zbdu1eHlZad1\n65wtRV4bNiCZM1u0kitUx9ys5JoZtm3ToVTKtGuXe2LcubMRm03KqIqVFNu2icfLK2nv0sXodNuS\nwtEmlldsDgG5ZUvJxhYdrcVqlejUKefPm4N27YyoVHKJx3bw/9q78/Aoq7Px498zk8ySjRAJEAVR\nBFdaUaxQEUsQMewBESEiICCiFbXaV6v1bV2qtS6ttYosgRdBFgMCCYsgCMoPBRQFFSEiZRERCBAg\ny0wmmZnz++NJICuZySwh4f5cVy4yM0+eucnJJM895z732WSlsNBUSyJmXNAvWRLGwIAtWyAnp/oS\ntjKdO0NiYvhj27XL2ND0bLGJ0Kg12dFa99Rad6jmIxNAKTUa6AfcrfXpXi8HgdblTtOq9L7qzj9V\na32D1vqGxMTEgP4zQgghGrfkZBeRkZpVq4wLvKLKyc6GDUbBfhBpbVyI/+53Luz2qo9HLVhQ4faq\nFmlhXX380Uc2OncuJj6+5nZrHTuW0KKFJ+wXxh99ZKVDh2IuuqjmWqt27dxcdlkJK1dW880NodWr\nbbRu7a52DVaZpCRjHVS4v2+rV9to2tTD9dfX/LMcH6+56SYXH35oD2unvY8+smGzeenateZEzG43\nZneWLCGsZXZZWUaJX1kjguqYzTBggFFS5qr5vxB0ZclV377he05hCLQbWwrwBDBAa+0o91AWMEwp\nZVVKXQq0B74I5LmEEEKI2FhN164uVq0yWim7r7kGT/Pmpx83FRZi2bIlqM+5fXskhw6Zqy1hM+/e\njeXrryvc9/ef78VTdZlFSOzbZ+aHHyLP+i47GBeAt91WxCefWMO2juLoURNffWWhV6/aryhTUorY\nuDF8ZXb5+Uaji169ai7FKh/btm3hK7NzuYxk57bbXLU280tJKWLv3oiwddrzeODDD20kJ1ef+Jc3\neDAcPgwh7gh/mtawYIFRJlbbcrnBg41GAR9/HJ7YABYuNDZdveSS8D2nMAT6yn0LiAVWK6W2KaUm\nA2itvwcygB3ASuD3Wusw/eoXQgjRmKWkGOsoduyIAKWqlLLZgnwFs3SpjYgIXW1JUeVZnYPtu7L1\nxGV8+WV42hUvXWpccfbpU3sGk5JShMNhYv368DQDWL7chter6NfPWeuxt99ehNsdvjK71attuFyK\n/v1rj62szK5sNjHU1q+3kp9v8im2sjK7FSvCE9uXX1o4csTsU2x9+hjrZhYtCkNgGHvn7NoFd95Z\n+7G33gqxsbB4cejjAmPPoS+/9C02EXyBdmNrp7VurbXuWPoxodxjL2qtL9NaX6G1rqdu60IIIRqb\nvn2LMJs1WVnGhX5RcnKFx20rVwZti3StISvLTrduLhISKtXjeDxEffBBhbvMY4dgs3nJzAxPSVZm\npp1OnYpp1ar29xO7dnURH+89/X0LtaVL7Vx+eclZy8TKXHddCUlJnrDFlpVlJynJQ6dOJbUe266d\nm8svLzmdWIba0qV24uOrXx9WWcuWXjp1Kmb58vDEtmyZDZtN07Nn7bE1aQI9e8IHHwTt5XhWCxYY\nM5iDBtV+rNVqrJ1ZsgRKav8RCFjZr4k77gj9c4mq6m/rXSGEEKIOEhK83HKLi8xMY62CKzkZbTkz\nkxKxbx8R2dlBea6tWyM5cCCCAQOqvpNt+ewzzIcOnb7ttdvRg/rQq5eLZctsIb+I2r07gp07I6uN\nrToWC/Tt62TlShsOR2jLxQ4fNrF5s8Xn2EwmSE118sknVnJzQxvbqVPGZpz9+jkx+XgVlJrqZPNm\nKz//HNotA4uKjDUxKSlOLD5ODqamOtm5M5Ls7NCWsnm9sGKFneTkomrbiFdn2DBjVmPjxpCGhtZG\nmVj37lCuqvWshg6FY8dgzZqQhgYYidh118Fll4X+uURVkuwIIYRocAYMcHLgQARffx2Jjo3F1a1b\nhcdtQdq+PTPTjsWiT5cylVe5hK2oTx90TAypqU5yc81s2BDacrGsLBtKaZ/KxMqkpjpxOk2sXh3a\n2JYts6O1on9/3xcIpaY6cLtVyGcpVq2yUVzsWwlbmdRU49hQz9h98omN/HwT/fr5/n0bMMCJ2axZ\nvDi0sW3a5HsJW5lBg4xmBe+9V/uxgdi6FbKzjQTGV336QEJC6GP78UfYvNlI/ET9kGRHCCFEg5OS\nUoTVeuYCz9mnT4XH7UHYIt3tNsqdkpOLiIur+E62ys/HVuk5HKUF+d27FxEX5w3pxafWsGhRFF26\nFNOype/trjp3LqZlSw+LF0eFLDaAhQvtdOhQTLt2tZewlbnmGjft25ewZEloL9ozMqJo08bN9df7\nPvXWpo2HTp2KQ55QZGTYad7cQ7duvrcJa9bMmOlcvNge0s5n778fRWys16eGE2ViY2HgQMjICHqT\nxApmzjRK0/xJdiwW4/jFi41mBaEya5YxcxnGrbdEJZLsCCGEaHDi4jS3317E4sVRFBWBq1cvdLma\npMidOzHv3RvQc6xdayUnx8xdd1V9J9u2fDmmcm3N3BdeSHHXroBx0dW/v5MVK2zk5YWmJGvzZgt7\n90Zw112O2g8ux2w2ZinWrbNy9GhoLgG2b4/gu+8sDBvmX2xKwaBviiEDAAAZhklEQVRBTjZtsrJ/\nf2jKxfbvN7Nxo5WhQx1+dwcfNMjBzp2RbN8emnKxY8dMfPyxjTvucBLh51MMGuTk4MEINm8OTWOM\nggLF8uU2BgxwYrf7twDn7rvh+HFYuTIkoVFcDHPnGklV06b+fe2IEeB0hq5RgddrJDu33QYXXhia\n5xC1k2RHCCFEgzR8eCEnT5pYudKONyGB4i5dKjxuX7YsoPPPmxdFYqKHHj1qL2FzDhlC+QUgaWkO\nnE5TyGYp5s2LIibGS9++/veRHj7cKBfLyAjN7E5GRhQWiz5d+uWPoUMdmEyauXNDF5tSmjvv9C8R\nAyNJtFo1c+ZEhyAyWLTIjtutGDrU/9h69y4iNtYbsu/b8uU2nE5TnWK7/XZo0QLS00MQGLB8uZFM\njRrl/9fedJOxjmb69ODHBfDpp/DTT3WLTQSPJDtCCCEapJtvLqZ1azfz5hkXeM5Ku/XZA2gDdeSI\n8S770KEOIiMrPmbevx9rpc1DHEOGVLh97bUlXH11yenYgikvT7FsmY2BA51ERfn//2vXzk2XLi7m\nzo0KetmTywUffBBFSkoRTZv6H1tSkpeePYt4//2ooDd48HhgwQI7t9ziOusmpzVp2lTTt6+TRYvs\nQW/woLVRJnbddcVcfrnvpX9loqI0Q4Y4WL7cTm5u8C/t5s6Npm1bt0/d6yqLjIRx44yk5Kefgh4a\nU6dCUhL06uX/1yoF48fD+vXw/ffBj23yZIiPh9TU4J9b+E6SHSGEEA2SyQTDhjnYsMHKnj1migYM\nQJer/4n88Uciv/mmTueePz8Kj0dVWyYWtXBhhdvFnTrhqdRmSSlISyvk228tfPttpWwpQAsXRlFU\nZCItzf932cukpTnYty+Czz4LbtlTZqadkydNDB9eWOdz3H23g6NHzXz0UXD3jlm92sbBgxEBfd/u\nucdBQYEp6I0KPv/cQnZ2JCNG1P37NmKEA5dLkZER3Ni+/TaSLVssjBxZ6HfpX5n77jMSumDP7uza\nZZTH3X8/fpf+lbn3XmP9zuTJwY3t4EFjj6ExY6h1A1YRWpLsCCGEaLDS0hxYLJr09Bi8CQkU3Xpr\nhcftlRITX7hcMHNmNMnJRVx2WaX9a7zeKud01LAq+o47nERHe5k2LXhlTx4PTJ8eTadOxXTsWPep\njz59nCQkeEhPjwlabFrDtGkxXHFFCd261X01enKyi4sucjNjRnDLxdLTo2nVyl1tZz1f/eY3xVxx\nRQkzZkQHde+Y9PRoLrjAU6fSvzJXXunmN79xMXt2NJ4gbuM+fXo00dFev9eHldemjdH9bNo04/UV\nLG+9Zcwc3X9/3c+RmGhs9jlrFhQUBC+2KVOM1+vvfx+8c4q6kWRHCCFEg9W8uZfBgx28/76d3Fxl\nrJ0px75kid9toJYssZOTY2b8+Krvsls2bCCiXC2Otlpx9u9f7Xni4jRpaQ6ysuwcPBicP7erV9vY\nty+C8eMDuyqz2+HeewtZs8bGrl3BWXC/caOFHTsiGTeu7jMAYDRRuO++QjZtsvLVV8GZFdu+PYKN\nG63ce29hnWcAoKzsqYAdOyL59NPgtO/et8/M6tU2RoxwYAtwMuu++wrZty+CFSuCMyt29KiJrCw7\nQ4c6qnQk9Ncjj8DhwzB7dlBCIy/P6MJ2113QsmVg55o40Tjf1KlBCY2iIiPZ6dsX2rYNzjlF3Umy\nI4QQokEbP76QoiIT774bTdGtt+KNjz/9mPnECWyrVvl8Lq8Xpk6N4aqrSqpt/xs9a1aF287evdFN\nmtR4vnHjCtEapk8PfAZFa5g8OZrWrQObnSgzerQDm83LlCnBmUF5550YEhI8DBpU9xmAMmlpDuLj\nvbzzTnBmnt55J4aoKC/Dhwce26BBTlq29PD228GLLSICRo6sewlbmZSUItq2dfP22zFBmXmaMiUG\nt9tIjAPVsyd06gSvvEJQZp7+8x+jZfSjjwZ+rs6doUcPeO214Mw8TZsGOTnw2GOBn0sETpIdIYQQ\nDdoVV7i59dYi0tNjOFVkw1lpNXD0jBk+n2vpUhvZ2ZE88EBBldkJ0y+/VEmcHCNHnvV8rVp5GDjQ\nyezZUeTkBPYn99NPrXz5pZUJEwoCmp0ok5DgZdgwJx98EMWBA4G1et6yJZK1a22MH18YlPUJ0dGa\nUaMKWbnSRnZ2YP/Z7OwIMjPtjBlTSJMmgWcAVivcd18Bn39uZcuWwGaeDhwwM39+FGlpDr/2S6qJ\n2QwPPljAd99Z+OSTwGaejh0zMXNmFKmpzqrlnHWgFDz1lLHJZh2qSyvIy4PXX4d+/YwEKhiefhoO\nHTJmiwJRVAQvvwzdukH37sGITARKkh0hhBAN3hNP5HHypIlJk2IorJSAWL/4gshvv631HCUl8Oqr\ncVx5ZUm1ayei58xBlWtfVnLllRTfeGOt5/3DH/IpLla88UasD/+T6mkNL78cS+vW7oAW2Ff20EP5\nmM2aV16pe2wAr7wSR7NmHsaODXwGoMy4cQXExmpeeikuoPO8/nosMTGaCROCtyBjxAgHzZp5ePHF\nuIBmUN54IwazGSZODN6uloMHO2jVys1LL8UFNIMyaVIMLpfi0UeDF9ugQXDNNfDMM4FtMvrmm3Di\nBDz7bNBCo0cP6NIFXngBCgP4MU5Ph19+gb/+lYDKOUXwSLIjhBCiwevQwU1qqoP09Gh+bnIVrm7d\nKjwe7UMbqPnzo9i7N4Inn8zDXHmiw+kkas6cCncVjhzp09VM27Ye7r7bwZw5UezZU7cZlKwsG999\nZ+Hxx/OxBLGBWlKSl3HjClm0KIrvvqvbLMW6dVY++8zKxIkFdWqFXZOEBM3EiQV8/LGtzl3jvvzS\nwooVdu67r7BOrbBrEhOj+eMf8/niCysrV9Ztfcz330ewYEEUI0YUkpQUvB7gVis8/XQeO3ZEsnBh\n3abZ9uwx83//F82QIcGZ1SljMhmlYrt3w9tv1+0cP/9szJykpgZvVgeMl/Jrrxld1F59tW7nOHbM\nSHK6dzeSJ3FuUDqAtySUUi8AAwEvkAOM1lr/opRSwL+BPoCj9P6vazvfDTfcoLds2VLneITwx65d\nu4iJCV4nIiFE/dq/30yPHs1JTi5i9l0ZXDB69OnHdGQkRz7/HG8N25gfOWIiObk5V11VwsKFx6vk\nMNHTp9PkL385fdsbHc2Rr79G+/g75OhREzff3JyOHUuYP7/q+c/m5ElF9+7NadnSw/Llx6omYgHK\ny1N07dqcNm08ZGb6d36HQ9GjRyIWi2b16qNYg7Nm/zSnE265pTlxcZoVK/w7f3ExpKQkUlCgWLfu\nKNHRQWyfBrjd0LNnIi6XYs0a/87v9cKAAc346Scz69fnEB8f3Ni0hv79m/HLL2bWrvXv/FpDWloC\nW7daWL8+h+bNfUvECgoKuPzyy306NiUFNm+G7Gxjw1F/DB0KS5fCjh1w6aX+fa0vhg2DrCzj/Jdc\n4t/Xjh8PM2bAtm3QoUPwYxNnKKW+0lrf4Muxgc7svKq1/rXWuiOwDCj7S9AbaF/6MR54J8DnEUII\nIc6qTRsPjz+ez4cf2lno6Iu73JWKKikh9o03avzaZ55pQlGR4pVXTlZNRIqKiKn0NrTjnnt8TnQA\nEhO9PPNMHhs2WJkzx7+NRv/2tzhyc0289trJoCc6YHSNe+GFPLZutTB1qn/NCl57LZYDByJ45ZVT\nQU90wOga9/e/nyI7O5J//tO/UrtJk2L44YdIXnzxVNATHTD2dXn55VMcOGDmb3/zr9Tu3Xej2LrV\nwl//mhf0RAeMWYqXXjrF8eMmnnmm5gYa1Vm40M769TaefDLP50THX2+8YaxtGTvWv31/MzNhwQJj\nfU0oEh0wGihERMCoUf41Uli71ihhe+QRSXTONQElO1rrvHI3o4GyH9mBwCxt2ATEK6WSAnkuIYQQ\nojbjxxdw7bXF/OnpBPbdWXGDi6j58zHv2VPla2bOjGLFCjuPPZZfbclO9Ny5mI8cOX3ba7NRMGGC\n37GNGOGga1cXzz8fx44dvi26X7jQzrx50dx/fwEdOrj9fk5fDRzopHdvJ6++GsfWrb6Vs61aZWPK\nlBjuvruQLl0CWIBRi549Xdx1l4NJk2J8LmfbsMHC66/HMmCAk9tuC+LGLpV06VLMuHGFzJoVzUcf\n+Zbtbd0ayfPPN6FHjyIGD677vjq1+fWvS3j00XwWL45i0SLfytmysyN46qkmdO7sYuTI4K0Nq+zK\nK+Ef/4Dly2HSJN++Zu9eGD0arr8enngiZKFx8cXG/j3r1xvlcr44fBjS0uCKK+C550IXm6ibgNfs\nKKVeVEodAO7mzMzORcCBcof9XHqfEEIIETIRETBp0gmU0vT74EFcF595+1d5PMRVKsZfv97KX/7S\nhJ49i3jggaoL2FVuLjH/+leF+xyjRuFNTPQ7NqXg3/8+QWysZtSoBI4cOfuf4C1bInniiXh++1sX\nTzwRvEXiNcX2j3+cokULD6NHJ/DTT2efQvr++wgefjiea68t5rnnToU0NoBnnz1Fu3Zuxo1L4Icf\nzp4o7t5tZsKEprRr5+bVV0+GPLYnn8zjV78q5sEHm9aaKB44YGb8+Ka0aOHhzTdPhHwB+8SJBXTu\n7OLxx+PZsOHsieLhwybGjUsgJkbzzjsnQjKLWN5DD0Hv3sZMSFbW2Y89dsxYowNGJ7dQzCKWd889\nMHy40Uih0lK9Kk6dMmLLyzNmnaQ6/txTa7KjlFqjlNpezcdAAK31n7XWrYE5wEP+BqCUGq+U2qKU\n2nL06FH//wdCCCFEOZdc4iE9/QR7Dtj5U/HzFR6zZ2VhXbcOgMxMG6NHJ9C+vZu33qr+4i7uxRcx\n5+aevu212Sh44IE6x5aU5GXmzFxOnDAxaFCzGjf0XLPGyrBhF5CU5GHq1BNEBmdvzbO64AIvs2fn\n4nYrBg9uxjffVP+kGzdaGDKkGTExmvT03KC0mq5NXJxm9uxcbDbN0KEXsHlz9Rfu27ZFMmhQM0wm\nSE/PJSYm+CVildntMGtWLomJXkaMuKDGzUazsyNITW1GYaGJ9PTcoDZMqElEBEyfnsull7oZMyah\nxmYKe/eaGTy4GTk5JqZNO0GLFqEpXyvPZIL33zdmaoYOhblzqz/uwAFIToZduyAjI3Tla+UpZay9\nSU42ytmmTau+3O7wYejVC776yohfytfOTQE1KKhwIqUuBlZorTsopaYAn2it55U+9gPQXWt96Gzn\nkAYFIpykQYEQjdvnn1sYPy6eT/J/w6+9207f77wgidGdviLjoyRuvNHF9Om5JCRU/Vto2biRZkOG\nVLgv73/+h4Ig7GL41VeRjB2bQGGhYsyYQu6809io8scfI5gxI5rFi+386lclvPtubsjWTdRk+/YI\nxoxJ4NgxMyNHFjJ8uINWrTz8978RvPdeFPPmRXHZZW7mzMnloouC16nLFz/+GMG99yZw4ICZe+4p\nJC3NwcUXe9i3z0xGRhQzZ0Zz4YUe5s49Ttu24Y1t/34zY8YYM09paQ7uucfBJZe4OXjQzKJFdqZN\ni6FJEy9z5x7n6qtDV5JYnUOHTIwdm8A331gYMsTBqFGFtGvnJifHTGamnUmTYrDZNLNnH+f660vq\n9Bz+NCgo79gxoyX1hg1w553w8MNGe+rjx42ZkpdeMhKNrKzwdzjLz4fBg2HNGujf39jAtGNHYxZn\n0SKjTbXTaSRtAweGN7bznT8NCgLtxtZea/1j6ecTgd9prYcopfpizPL0AToDb2qta92MQJIdEU6S\n7AjR+O3daybj8Wz+ubkHZs4kDQvMd7Fx4lQemliArZo3u03HjpF4++2YDx8+fV/J5ZdzdNUqgtX7\n+eBBE88/34Tly21ofaaeyWbTjB1bwCOPFIRkYb0vjh838eyzcWRm2vF4zsQWGWls9vnYY/lB2aCz\nLvLyFM8/H8fChVGUlJyJzWTSpKU5ePLJfBISwpsglnE4FC++GMf8+VEUFVWsURsyxMGf/xy6Rf+1\ncbmM/ZDefTcKp7NiYU+fPk6ee+4UF15Y99jqmuyA0dnuhRfgX/8yEozyevc22lSHY0anOl6v0ZL6\npZeMkrXyfvc7mDLFWKsjwiucyc4HwBUYraf3AxO01gdLW0+/BaRgtJ6+V2tdaxYjyY4IJ0l2hDh/\nlPzPy7SZ+58K9+VPnEj+k09W2StH5edzwbBhWLZtq3D/scWLfdpE1F979pjZssXCkSNm2rZ1c+ON\nxSQm1s8FcWU//2xm0yYLhw6ZufhiN507F9Oy5bkR2+HDJj77zMrhw2aSkjx07uzioovOjdhyc02s\nW2clJ8dEQoKXm24qpnXr8M401eTUKcXatTZyckzExGhuvtlFmzaBxxZIsnPmHLBsGRw6BDYb9OwJ\n7dsHHFpQOJ1GQ4WDB8FshttukySnPoUt2Qk2SXZEOEmyI8R5xOUisU8fIrOzK9xdOHw4ec8+e7qN\ndMSuXTR98EEid+6scFzBhAnk/e//hi1cIRqaYCQ7QvjKn2THt96XQgghRENmtZKbnk5iv36YTp7p\n0BU9bx72Dz/E1bUrKj8f64YNKG/F2QHXzTeT99RT4Y5YCCFEEATceloIIYRoCDyXXsrx997DG1dx\nA0jTyZPYly/Htn59lUSn+PrryZ0+3WhrJYQQosGRZEcIIcR5o+S66zi2aBFuH1Y7O/v143hGxukS\nNyGEEA2PJDtCCCHOK+6rruLoqlXk/+EPeOPjqzxecuWV5E6ezInJk9Hh2ERGCCFEyMi8vBBCiPOO\njo4m/49/JP/hh7Fs24Z5/360xYL76qtxt2tXpUObEEKIhkmSHSGEEOcvi8VoJx2CltJCCCHqn5Sx\nCSGEEEIIIRolSXaEEEIIIYQQjZIkO0IIIYQQQohGSZIdIYQQQgghRKOktNb1HcNpSqmjwP76jiNM\nmgHH6juI85yMwblBxuHcIONQ/2QMzg0yDucGGYf6dy6PQRutdaIvB55Tyc75RCm1RWt9Q33HcT6T\nMTg3yDicG2Qc6p+MwblBxuHcIONQ/xrLGEgZmxBCCCGEEKJRkmRHCCGEEEII0ShJslN/ptZ3AELG\n4Bwh43BukHGofzIG5wYZh3ODjEP9axRjIGt2hBBCCCGEEI2SzOwIIYQQQgghGiVJdsJEKZWglFqt\nlPqx9N+mNRznUUptK/3ICnecjZFSKkUp9YNSardS6k/VPG5VSr1f+vhmpdQl4Y+y8fNhHEYrpY6W\n+/kfVx9xNmZKqRlKqRyl1PYaHldKqTdLx+hbpdT14Y7xfODDOHRXSp0q91r4S7hjbOyUUq2VUuuU\nUjuUUt8rpR6p5hh5PYSQj2Mgr4UQU0rZlFJfKKW+KR2H56o5pkFfJ0myEz5/Aj7WWrcHPi69XR2n\n1rpj6ceA8IXXOCmlzMDbQG/gamC4UurqSoeNBU5ordsB/wL+Ed4oGz8fxwHg/XI//+lhDfL8MBNI\nOcvjvYH2pR/jgXfCENP5aCZnHweA/1futfB8GGI637iBx7XWVwNdgN9X8ztJXg+h5csYgLwWQs0F\n9NBaXwt0BFKUUl0qHdOgr5Mk2QmfgcC7pZ+/C6TWYyznkxuB3VrrPVrrYmA+xliUV35sFgK3KqVU\nGGM8H/gyDiLEtNbrgdyzHDIQmKUNm4B4pVRSeKI7f/gwDiLEtNaHtNZfl36eD+wELqp0mLweQsjH\nMRAhVvrzXVB6M7L0o/KC/gZ9nSTJTvi00FofKv38MNCihuNsSqktSqlNSilJiAJ3EXCg3O2fqfrL\n9PQxWms3cAq4ICzRnT98GQeAO0rLRRYqpVqHJzRRjq/jJELvt6VlJR8qpa6p72Aas9KSnOuAzZUe\nktdDmJxlDEBeCyGnlDIrpbYBOcBqrXWNr4WGeJ0UUd8BNCZKqTVAy2oe+nP5G1prrZSqqQ1eG631\nQaVUW2CtUuo7rfV/gx2rEOegpcA8rbVLKXU/xrtIPeo5JiHqw9cYfwsKlFJ9gCUYpVQiyJRSMcAH\nwKNa67z6jud8VMsYyGshDLTWHqCjUioeWKyU6qC1rnZNYUMkMztBpLXuqbXuUM1HJnCkbPq79N+c\nGs5xsPTfPcAnGO90iLo7CJSfIWhVel+1xyilIoAmwPGwRHf+qHUctNbHtdau0pvpQKcwxSbO8OX1\nIkJMa51XVlaitV4BRCqlmtVzWI2OUioS4yJ7jtZ6UTWHyOshxGobA3kthJfW+iSwjqprChv0dZIk\nO+GTBYwq/XwUkFn5AKVUU6WUtfTzZkBXYEfYImycvgTaK6UuVUpZgGEYY1Fe+bEZAqzVsgFVsNU6\nDpVq4Qdg1G+L8MoCRpZ2oeoCnCpXfivCRCnVsqweXil1I8bf6gZzYdEQlH5/pwM7tdb/rOEweT2E\nkC9jIK+F0FNKJZbO6KCUsgO3AdmVDmvQ10lSxhY+LwMZSqmxwH5gKIBS6gZggtZ6HHAVMEUp5cV4\nQb+stZZkJwBaa7dS6iFgFWAGZmitv1dKPQ9s0VpnYfyyna2U2o2xaHhY/UXcOPk4Dg8rpQZgdOjJ\nBUbXW8CNlFJqHtAdaKaU+hn4K8ZiVLTWk4EVQB9gN+AA7q2fSBs3H8ZhCPCAUsoNOIFhDenCooHo\nCtwDfFe6VgHgaeBikNdDmPgyBvJaCL0k4N3SrqkmIENrvawxXScp+ZkRQgghhBBCNEZSxiaEEEII\nIYRolCTZEUIIIYQQQjRKkuwIIYQQQgghGiVJdoQQQgghhBCNkiQ7QgghhBBCiEZJkh0hhBBCCCFE\noyTJjhBCCCGEEKJRkmRHCCGEEEII0Sj9f0+ljMo5pTZeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f3e83cd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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hoFKz33+vudzMnJkzKeBcsMCzdgFUordnT81leua89BJVAH3yiWftuhMQQdAt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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f3a11390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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HEmy4FGFpstqUzVGcVueMDZ5WNwYoR47KEGJXbLuGOdIzIJkpUtyvihHKjHhf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\nx3Ecx3Ecx3EcwM2R4ziO4ziO4zgOAP8/NC0gpI69/JwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f1bbded0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot a step function in control points\n",
"step_weights = [-1] * (len(bspline.weights) / 2) + [1] * (len(bspline.weights) / 2)\n",
"for der in range(bspline.degree + 1):\n",
" bspline.plot(der, step_weights)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FkrLNQuTyR0Xh6tGDlKVLObphA/aHHsJvs510nDkpiZhhw6jRqRNB339fCSMVQgiRn9aQ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DAwwObNmxkZGel0aFqiKpUKBw8eZO/evRw8eJBKpdLpkCSpYU4KIEldplQqMTo6ytjYGJOTkwwO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\nkiRJUmFZ0EiSJEkqrP8DKGI+S56rcu4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f6764710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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S6foZ+RUYqI/dvDkMH64ruglR0KxWOHXKwrlzTqlpMj4+Nu6+28oDDyTh4VF0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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f670e490>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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uh/nzYdQo43sYMADGjyfH3wNRcopzJGg10Dnj687Aqiz1nTKyxNUH4mQ9kBDX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\ndj0sjtyf0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S++4NyePSQsXGiMcPn6lnb3yowhQ1IJCXHx0ku5CTgyWrZ028fv88/BXrwA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\nCSGEEEIIISqU/weiBJ1H1sVwrwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f67a7350>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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n3E5yMkVHE/LMM1j27s12jsaNUxgwII5ly3zYuNE72/6rmcMBI0YEsH69jZdf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VdcYU4i9mKWDbndMGKEScX6+ONpIa0VI4pntcLEialkZFgYN853ONFdrx7J772Ho5BF7rktWnBs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\nHspg6NCyZ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COKvhYpPBzHxRf7NOWtO8rTvXsOvXplA5pJk2rh9iSD+/bbCL75JpLYWI3T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\nCdIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f1b4ed50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kqe8mgtfZ80JzM4XmZmpW+bhINZDux57n8c0+nnUYAGyV2ly5On+fv2pImjzG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\nERERERGRAfx/TnkHGXFDl8gAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5f1decbd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot random control points\n",
"np.random.seed(42)\n",
"random_weights = np.random.uniform(-5, 5, len(bspline.weights))\n",
"for der in range(bspline.degree + 1):\n",
" bspline.plot(der, random_weights)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"value of basis 7:\n"
]
},
{
"data": {
"text/latex": [
"$$\\begin{cases} 26.0416666666667 t^{4} - 62.5 t^{3} + 56.25 t^{2} - 22.5 t + 3.375 & \\text{for}\\: t \\geq 0.6 \\wedge t < 0.8 \\\\- 104.166666666667 t^{4} + 354.166666666667 t^{3} - 443.75 t^{2} + 244.166666666667 t - 49.9583333333333 & \\text{for}\\: t \\geq 0.8 \\wedge t < 1.0 \\\\156.25 t^{4} - 687.5 t^{3} + 1118.75 t^{2} - 797.5 t + 210.458333333333 & \\text{for}\\: t \\geq 1.0 \\wedge t < 1.2 \\\\- 104.166666666667 t^{4} + 562.500000000001 t^{3} - 1131.25 t^{2} + 1002.5 t - 329.541666666667 & \\text{for}\\: t \\geq 1.2 \\wedge t < 1.4 \\\\26.0416666666666 t^{4} - 166.666666666667 t^{3} + 400.0 t^{2} - 426.666666666666 t + 170.666666666666 & \\text{for}\\: t \\geq 1.4 \\wedge t \\leq 1.6 \\\\0 & \\text{otherwise} \\end{cases}$$"
],
"text/plain": [
"⎧ 4 3 2 \n",
"⎪ 26.0416666666667⋅t - 62.5⋅t + 56.25⋅t - 22.5⋅t + 3.375 \n",
"⎪ \n",
"⎪ 4 3 2 \n",
"⎪- 104.166666666667⋅t + 354.166666666667⋅t - 443.75⋅t + 244.166666666667⋅t \n",
"⎪ \n",
"⎪ 4 3 2 \n",
"⎪ 156.25⋅t - 687.5⋅t + 1118.75⋅t - 797.5⋅t + 210.45833333333\n",
"⎨ \n",
"⎪ 4 3 2 \n",
"⎪ - 104.166666666667⋅t + 562.500000000001⋅t - 1131.25⋅t + 1002.5⋅t - 329\n",
"⎪ \n",
"⎪ 4 3 2 \n",
"⎪ 26.0416666666666⋅t - 166.666666666667⋅t + 400.0⋅t - 426.666666666666⋅t + \n",
"⎪ \n",
"⎪ 0 \n",
"⎩ \n",
"\n",
" \n",
" for t ≥ 0.6 ∧ t < 0.8\n",
" \n",
" \n",
"- 49.9583333333333 for t ≥ 0.8 ∧ t < 1.0\n",
" \n",
" \n",
"3 for t ≥ 1.0 ∧ t < 1.2\n",
" \n",
" \n",
".541666666667 for t ≥ 1.2 ∧ t < 1.4\n",
" \n",
" \n",
"170.666666666666 for t ≥ 1.4 ∧ t ≤ 1.6\n",
" \n",
" otherwise \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluated at boundaries: -1.77635683940025E-15, 2.27373675443232E-13\n",
"---\n",
"derivative 1 of basis 7:\n"
]
},
{
"data": {
"text/latex": [
"$$\\begin{cases} 104.166666666667 t^{3} - 187.5 t^{2} + 112.5 t - 22.5 & \\text{for}\\: t \\geq 0.6 \\wedge t < 0.8 \\\\- 416.666666666667 t^{3} + 1062.5 t^{2} - 887.5 t + 244.166666666667 & \\text{for}\\: t \\geq 0.8 \\wedge t < 1.0 \\\\625.0 t^{3} - 2062.5 t^{2} + 2237.5 t - 797.5 & \\text{for}\\: t \\geq 1.0 \\wedge t < 1.2 \\\\- 416.666666666668 t^{3} + 1687.5 t^{2} - 2262.5 t + 1002.5 & \\text{for}\\: t \\geq 1.2 \\wedge t < 1.4 \\\\104.166666666667 t^{3} - 500.0 t^{2} + 799.999999999999 t - 426.666666666666 & \\text{for}\\: t \\geq 1.4 \\wedge t \\leq 1.6 \\\\0 & \\text{otherwise} \\end{cases}$$"
],
"text/plain": [
"⎧ 3 2 \n",
"⎪ 104.166666666667⋅t - 187.5⋅t + 112.5⋅t - 22.5 for t\n",
"⎪ \n",
"⎪ 3 2 \n",
"⎪ - 416.666666666667⋅t + 1062.5⋅t - 887.5⋅t + 244.166666666667 for t\n",
"⎪ \n",
"⎪ 3 2 \n",
"⎪ 625.0⋅t - 2062.5⋅t + 2237.5⋅t - 797.5 for t\n",
"⎨ \n",
"⎪ 3 2 \n",
"⎪ - 416.666666666668⋅t + 1687.5⋅t - 2262.5⋅t + 1002.5 for t\n",
"⎪ \n",
"⎪ 3 2 \n",
"⎪104.166666666667⋅t - 500.0⋅t + 799.999999999999⋅t - 426.666666666666 for t\n",
"⎪ \n",
"⎪ 0 \n",
"⎩ \n",
"\n",
" \n",
" ≥ 0.6 ∧ t < 0.8\n",
" \n",
" \n",
" ≥ 0.8 ∧ t < 1.0\n",
" \n",
" \n",
" ≥ 1.0 ∧ t < 1.2\n",
" \n",
" \n",
" ≥ 1.2 ∧ t < 1.4\n",
" \n",
" \n",
" ≥ 1.4 ∧ t ≤ 1.6\n",
" \n",
" otherwise \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluated at boundaries: 1.42108547152020E-14, 0\n",
"---\n",
"derivative 2 of basis 7:\n"
]
},
{
"data": {
"text/latex": [
"$$\\begin{cases} 312.5 t^{2} - 375.0 t + 112.5 & \\text{for}\\: t \\geq 0.6 \\wedge t < 0.8 \\\\- 1250.0 t^{2} + 2125.0 t - 887.5 & \\text{for}\\: t \\geq 0.8 \\wedge t < 1.0 \\\\1875.0 t^{2} - 4125.0 t + 2237.5 & \\text{for}\\: t \\geq 1.0 \\wedge t < 1.2 \\\\- 1250.0 t^{2} + 3375.00000000001 t - 2262.5 & \\text{for}\\: t \\geq 1.2 \\wedge t < 1.4 \\\\312.5 t^{2} - 999.999999999999 t + 799.999999999999 & \\text{for}\\: t \\geq 1.4 \\wedge t \\leq 1.6 \\\\0 & \\text{otherwise} \\end{cases}$$"
],
"text/plain": [
"⎧ 2 \n",
"⎪ 312.5⋅t - 375.0⋅t + 112.5 for t ≥ 0.6 ∧ t < 0.8\n",
"⎪ \n",
"⎪ 2 \n",
"⎪ - 1250.0⋅t + 2125.0⋅t - 887.5 for t ≥ 0.8 ∧ t < 1.0\n",
"⎪ \n",
"⎪ 2 \n",
"⎪ 1875.0⋅t - 4125.0⋅t + 2237.5 for t ≥ 1.0 ∧ t < 1.2\n",
"⎨ \n",
"⎪ 2 \n",
"⎪ - 1250.0⋅t + 3375.00000000001⋅t - 2262.5 for t ≥ 1.2 ∧ t < 1.4\n",
"⎪ \n",
"⎪ 2 \n",
"⎪312.5⋅t - 999.999999999999⋅t + 799.999999999999 for t ≥ 1.4 ∧ t ≤ 1.6\n",
"⎪ \n",
"⎪ 0 otherwise \n",
"⎩ "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluated at boundaries: 5.68434188608080E-14, 2.27373675443232E-13\n",
"---\n",
"derivative 3 of basis 7:\n"
]
},
{
"data": {
"text/latex": [
"$$\\begin{cases} 625.000000000001 t - 375.0 & \\text{for}\\: t \\geq 0.6 \\wedge t < 0.8 \\\\- 2500.0 t + 2125.0 & \\text{for}\\: t \\geq 0.8 \\wedge t < 1.0 \\\\3750.0 t - 4125.0 & \\text{for}\\: t \\geq 1.0 \\wedge t < 1.2 \\\\- 2500.00000000001 t + 3375.00000000001 & \\text{for}\\: t \\geq 1.2 \\wedge t < 1.4 \\\\625.0 t - 999.999999999999 & \\text{for}\\: t \\geq 1.4 \\wedge t \\leq 1.6 \\\\0 & \\text{otherwise} \\end{cases}$$"
],
"text/plain": [
"⎧ 625.000000000001⋅t - 375.0 for t ≥ 0.6 ∧ t < 0.8\n",
"⎪ \n",
"⎪ -2500.0⋅t + 2125.0 for t ≥ 0.8 ∧ t < 1.0\n",
"⎪ \n",
"⎪ 3750.0⋅t - 4125.0 for t ≥ 1.0 ∧ t < 1.2\n",
"⎨ \n",
"⎪-2500.00000000001⋅t + 3375.00000000001 for t ≥ 1.2 ∧ t < 1.4\n",
"⎪ \n",
"⎪ 625.0⋅t - 999.999999999999 for t ≥ 1.4 ∧ t ≤ 1.6\n",
"⎪ \n",
"⎩ 0 otherwise "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluated at boundaries: 6.25001916887413E-8, -6.24997937848093E-8\n",
"---\n",
"derivative 4 of basis 7:\n"
]
},
{
"data": {
"text/latex": [
"$$\\begin{cases} 625.000000000001 & \\text{for}\\: t \\geq 0.6 \\wedge t < 0.8 \\\\-2500.0 & \\text{for}\\: t \\geq 0.8 \\wedge t < 1.0 \\\\3750.0 & \\text{for}\\: t \\geq 1.0 \\wedge t < 1.2 \\\\-2500.00000000001 & \\text{for}\\: t \\geq 1.2 \\wedge t < 1.4 \\\\625.0 & \\text{for}\\: t \\geq 1.4 \\wedge t \\leq 1.6 \\\\0 & \\text{otherwise} \\end{cases}$$"
],
"text/plain": [
"⎧625.000000000001 for t ≥ 0.6 ∧ t < 0.8\n",
"⎪ \n",
"⎪ -2500.0 for t ≥ 0.8 ∧ t < 1.0\n",
"⎪ \n",
"⎪ 3750.0 for t ≥ 1.0 ∧ t < 1.2\n",
"⎨ \n",
"⎪-2500.00000000001 for t ≥ 1.2 ∧ t < 1.4\n",
"⎪ \n",
"⎪ 625.0 for t ≥ 1.4 ∧ t ≤ 1.6\n",
"⎪ \n",
"⎩ 0 otherwise "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluated at boundaries: 625.000000000001, 625.000000000000\n"
]
}
],
"source": [
"# Take a look at the structure of one particular basis, say the seventh. This basis has\n",
"# support in (t, 0.6, 1.6). It is a spline of five fourth order polynomials.\n",
"# Also note that the boundary conditions for all derivatives are zero. This is what makes\n",
"# the sum of bases maintain continuity at all derivatives up to degree - 1.\n",
"basis_7 = bspline.bases[7]\n",
"print('value of basis 7:')\n",
"display(basis_7)\n",
"print('evaluated at boundaries: {}, {}'.format(basis_7.subs(t, 0.6 + 1e-10), basis_7.subs(t, 1.6 - 1e-10)))\n",
"for der in range(1, bspline.degree + 1):\n",
" expr = basis_7.diff(t, der)\n",
" print('---\\nderivative {} of basis 7:'.format(der))\n",
" display(expr)\n",
" print('evaluated at boundaries: {}, {}'.format(expr.subs(t, 0.6 + 1e-10), expr.subs(t, 1.6 - 1e-10)))"
]
}
],
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
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