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Gaussian processes regression and Bayesian Optimization using GP
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GP Regression"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import itertools\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"# sns.set_style(\n",
"# style='darkgrid', \n",
"# rc={'axes.facecolor': '.9', 'grid.color': '.8'}\n",
"# )\n",
"sns.set_palette(palette='deep')\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = [12, 6]\n",
"plt.rcParams['figure.dpi'] = 100"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"n_test = 50\n",
"n_train = 5\n",
"\n",
"Xtest = np.linspace(start=-5, stop=5, num=n_test)\n",
"Xtrain = np.array([-4, -3, -2, -1, 1]).reshape(-1,1)\n",
"\n",
"def f(x):\n",
" return np.sin(x)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x11f803d10>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot function f. \n",
"sns.lineplot(x=Xtest, y=f(Xtest), color='red', label = 'Test')\n",
"plt.plot(Xtrain, f(Xtrain), 'bs', ms=8, label='Train')\n",
"plt.legend()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\n",
"\\text{cov}(x_1,x_2,\\sigma_f,l) = \\sigma_f \\exp\\left(-\\frac{1}{2\\ell^2} \\Vert x_1 - x_2\\Vert^2\\right)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def kernel(x, y, sigma_f=1, l=1):\n",
" return sigma_f * np.exp(- (np.linalg.norm(x - y)**2) / (2 * l**2))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"K = [kernel(i, j) for (i, j) in itertools.product(Xtrain,Xtrain)]\n",
"K = np.array(K).reshape(n_train, n_train)\n",
"\n",
"K_s = [kernel(i, j) for (i, j) in itertools.product(Xtrain,Xtest)]\n",
"K_s = np.array(K_s).reshape(n_train, n_test)\n",
"\n",
"K_ss = [kernel(i, j) for (i, j) in itertools.product(Xtest,Xtest)]\n",
"K_ss = np.array(K_ss).reshape(n_test, n_test)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"((5, 5), (5, 50), (50, 50))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"K.shape, K_s.shape, K_ss.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Joint distribution:\n",
"$$\n",
"f(X), f(X_*) \\sim N(\\mu, \\Sigma)\n",
"$$\n",
"\n",
"$$\n",
"\\mu = 0\n",
"$$\n",
"\n",
"$$\n",
"\\Sigma = \n",
"\\left(\n",
"\\begin{array}{cc}\n",
"K(X, X) + \\sigma^2_n I & K(X, X_*) \\\\\n",
"K(X_*, X) & K(X_*, X_*)\n",
"\\end{array}\n",
"\\right)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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S13Pa1h1ANSLQ9XWZa6i6TzyvJeb4usynTPB6TmlZt4BqLPVb622r6/XPp0pU11Nd4FxN1eq4d4P37ACqfuHr6vfsh7QNV9jpvZigzGPq+txR1/Ocev2baBt+sV5/Sr3+8Lb1T6IaXWZTvVxZ78+jp+J4bIn/17q+/zHB9sdTJbVb6uf+e6oW/ru9xk77tP14ouomdDrVBdQd9ev4PaoW+G90czzV6x9BdZFyW72PL6dleNk65kiqfvdr6v1zI9WFwpMbvAfjfl7aYu5xXFBdtP4H1cXVuvp9vH/7a6D6Zu6fqC6odvKbQYbGXu8rx3m+u+0LqlmAE3hFW9xe9fvwA2B2r443FxeXPWuJzJ51PZQ0jqhm4nxKZi6c6rpIkqQ9j334JUmSpBnMhF+SJEmawUz4JUmSpBnMhF/qs8w8xf77kiQpIv4gIi6IiJsjIiPiTxs85viI+J+IGI2IqyPilNLnNeGXJEmSdo8FVCORvbhJcEQcQTUXy9eB36Ga2fzsiHh0xwe2l+MoPZIkSdLuFREJPDEzz+8Qcyrw2Mw8tmXdp4DFmXlS0+eyhV+SJEnqUkSMRMTebctIj4p/GNXcOa0urNc3Nm1m2p33wBWNv2o4/vnPalzuWU+5f+PYgxbPbRw7FDF5UIsnfrDxBJ9cs3pD49i1N66bPKg2uvbGxrEAbPxV89jtdzaPnTOvrB5Lmk8MuuDAgxvHHrxsv8axRy0fb3LNid33kL0bx95n6fzGscsWNo9dPH9O41iABXNnNY6dN7t57JzhsnaF4aHmn62hgtiSj2xQ9vkuPB1I0sCaO1x4gtxNSvLIPngz8MZx1r2pB2UfSDV7fau1wN4RMS8ztzQpZNok/E2VJPuaAQqSfQ2+kmRfkqRpYhVwRtu60amoyESKE/6I2A94LtVXCQfWq38JfJtqCvbmTc6SJEnSAMvMUfqX4P8SWNq2bilwW9PWfShM+CPid6n6Dd1B1Z/oZy1P/BLgNRHx6Mz8fkm5kiRJUtdixt6W+h3g5LZ1j6rXN1bawv/PwGeAF2Tb8D4REcD765iiGwkkSZKkmS4iFgJHtaw6IiJ+B7glM6+PiFXAIZn57Hr7+4EVEfFO4MPAHwJPBR5b8ryll0MPAM5sT/YB6nVnUo0R2tF4dzPnzh2FVZEkSZKoRk+YqqXMg4H/rReo+v7/L/CW+veDgGVjwZl5LVVy/yiq8fv/DvjrzLyw5ElLW/h/CTwEuGqC7Q/hnncSj2clbXczb197GbMPekhhdSRJkqTBkJnfgIlHOsrMUyZ4zAN35XlLE/7TgQ9ExHHAf/Kb5H4p8EfA84BXNijnHnczDy89bmNhXSRJkiRNoijhz8z3RMR64OXAi4Cxwbh3AJcBp2TmpxuUc4+7mec9cEVJVSRJkqTKzL1ptyeKh+XMzPOA8yJiNjA2c9H6zNzW05pJkiRJ2mVdT7xVJ/hrelgXSZIkqZxTnncU4wy4MyUe875LG1fkGx/4WONyS2bmPesp928ce8iSeY1jAW66tfHcCGzasr1x7Po7ms/zsPq2OxrHAvzgps2NY6+6qfktGNeuvrWoHr+6sflcbtt+dUPzgm9b3zx2R+EXWCMLmsfuc3Dj0L0Oaj7z8CHL9ps8qMVRyxc3jr3fIXs3jr33/vOL6nHYwubxi+bPbhw7f6R5+8a8OWVfDc+e1Tx+eFbzP0qzSv6AFf6ti4IH+HdU0pi5w6Vnm91j3u++YsoS2i3fO2Na7pNWA9fhqSTZ1+ArSfY1+EqSfUmS1EzXXXokSZKkacGbdjty70iSJEkzmC38kiRJGmzebNSRLfySJEnSDGYLvyRJkgabffg7cu9IkiRJM5gJvyRJkjSD2aVHkiRJg82bdjuyhV+SJEmawSJzymYivptfrNvSuCIrPvvDxuWWzMx7/POf1Tj2c3/9kMaxpXbuLIgteP+27SgoGBjd1jz+jjt3NI7dtHV7UT1+tXlr49hrNmxuHHv5zXc0jr3qxg2NYwFWr761cey6m5rPJrxj7fXNK7Hp181jAXY2fw+Zu7B57L6HFlVj0UEHNo49dPm+jWPvtWxJ49hjDyl4fcC991vQOPbQvZrPJrzXvOZfwi4YKfvCdt7sWY1jZw83bzmbNVTWyjaroFUu+tSCZ8Og1NzcYablJ2bew187ZQntlm+/fVruk1YD18Jfkuxr8JUk+xp8Jcm+Bl9Jsi9J6p59+CVJkjTYbEDoqLiFPyLmRcQjI+I+42ybGxHP7k3VJEmSJO2qooQ/Io4GrgS+CfwoIi6KiINaQhYBH+lh/SRJkiTtgtIW/lOBK4ADgGOA24FLImJZSSERMRIRe7cuo6OjhVWRJEmSqGbanaplAJTW8uHAysxcn5lXA48HLgQujogjC8pZCWxsXd7/7tMKqyJJkiRpMqUJ/zzgrjEVs/JC4ALgIuDohuWsour+c9fygpe+qrAqkiRJEtVNu1O1DIDSUXquAh5M1Y//Lpm5oh4f+YtNCsnMUeBufXh+sW5LYVUkSZIkTaa0hf/zwNPH25CZK4BPwvSckEGSJEkzlH34OyqqZWauysyTO2x/UWYOxiuXJEmS9gCROWUzEd/NHduaV2TNhuazr5bMzPuND3yscewVXy27yfiQJfOK4qeDkkOj5DjaWXjI7Sh4wLYdOxvHjm5vHnvH6I7GsQC3b93WOPZXm5qPUPXzDZsax/7wps2NYwF+euPGxrHXrb6lcey6m9YV1SPXXd88eFPzepDN32/mL2oeC7DvoY1Dlxy8tHHsYcv3bRx79LLFjWMB7nfwwsaxx+y3oHHswQvLznV7z5vdOHbByKzGsSPDzWNnD5d9MT1rqHl8yWzCURTbOFTqqbnD07Mnx7w/eNOUJbRbvvmmablPWg3cTLslyb4GX0myr8FXlOxr4JUk+5LU0YB0rZkq7h1JkiRpBhu4Fn5JkiTpbgq62u2JbOGXJEmSZjATfkmSJGkGs0uPJEmSBps37Xbk3pEkSZJmMFv4JUmSNNicnKIjW/glSZKkGcwWfkmSJA02+/B3FJnTYybTrdvpS0V2Fry+kll8j/3jVxXV49bvnVUUL+2q0o92yblgR0ls4WzJ27Y3jx/dvqNx7ObR5rG3bdnWOBbg5k1bGsf+dP3mxrE/unlT49ifXb+hcSzADdf9unHsrTevbV7wr28sqgd3bGweW/IHfeE+zYvdf1nzcoH9D9m/cezyw5vX45hDFzWOvf8hCxrHAtxr8cLGsQcsHGkcu9fcstmS54/Mahw7Mtz8/Z49q3nsrMLx2kvCo6BbyaD2QJk7zLSs+bwT3zFlCe2Wr71mWu6TVj25HIqSI1ySJlCS7GsGKEn2NfBKkn1JvdWrLj2jEfGAzLyyR+VJkiRJzdj23FFRwh8RZ0ywaRbwmoj4NUBmvmJXKyZJkiRp15W28L8MuBxo7ywawL2BzdCfvviSJEnSuLxpt6PShP+1wPOBv8vM/xpbGRHbgFMy8ydNComIEeBudwVt2LSVkZHmNwpJkiRJmlzR5VBmvgN4GvC+iDg9Ispuz/+NlcDG1uW0U1d1WZQkSZL2aBFTtwyA4u8/MvN7wHHA/sD3I+JYyrvxrAIWtS6vevXK0qpIkiRJmkRXo/Rk5ibgORHx58DXqG7aLXn8KDDaum7r9m5qIkmSJKmTXRqWMzM/FRHfomrxv643VZIkSZIKeNNuR7s8Dn9m3ggUTq0oSZIkaXeIzOkxiuZj3ndp44qc9ZT7Ny73oMVzG8cO9fHGiyW/u6J58OzmdWbx0sah85Ye0rxc4KBl+zWOPWLZksaxxx7WfPp4gGOXzm8cu3yv5tPNL5nf/J7zhXPLro3nzunP9PHDBXO8DxVOH19y+EfBzOoDcj+TJKmBucMFfwB2o3mPOXPKEtotX3n5tNwnrQbu+4+SZF+DryTZlyRJ0j3tcpceSZIkaUrZh78j944kSZI0g5nwS5IkSTOYXXokSZI02BwhoiNb+CVJkqQZzBZ+SZIkDTZv2u3IvSNJkiTNYLbwS5IkabDZwt+Re0eSJEmawaZNC/81qzc0ijv59G/y6Rc/vHG5O/duXoehWc1ji82e2zx229bmsRvWNg7d0rxUANYUxvfDFTds5NjDFvWp9AV9KrePhptfo5d+uIeGCkY4iIIZzLNs5AQHWpAkqbemTcLfVEmyr8HXv2Rf05HJviSpK/4B6cguPZIkSdIMVpTwR8SDIuKIlt+fFRGXRMQNEfGtiPjz3ldRkiRJ6iCGpm4ZAKW1/AjwWwAR8dfAvwDfB94GfA/4YEQ8t6c1lCRJktS10j789wJ+Xv/8IuClmfnBsY0R8T3gdcCHOxUSESPASOu6o17xRYaG5xRWR5IkSVInpS38dwD71T8fAny3bfulwBFMbiWwsXW55b/PK6yKJEmSRHXT7lQtA6A04f8K8ML654uAp7RtfypwdYNyVgGLWpd9fu9phVWRJEmSNJnSLj2vBi6JiIuo+u7/XUQcD1wJHAP8HvDEyQrJzFFgtHXdMa++sLAqkiRJEgNz8+xUKdo7mXkz8EDgO8BJQAAPAf4YuBF4RGZ+udeVlCRJktSd4om3MnMD8Jp6kSRJkqbWgPSlnyrTZqbdtTeuaxT3f1Z+gc+94aTG5R6RCwpq0ceDZfHS5rEb1jaP3ba1P+UCWwpi1xSV3Ny119/KEcuW9Kn0EiXH0TQxXPb1ZsnJYGio4LMS2Tg0E6Lgc+j5XZKkyQ1ch6eSZF+Db3ok+9pdSpJ9SZLUzLRp4ZckSZK6EX7l29HAtfBLkiRJas4WfkmSJA00W/g7s4VfkiRJmsFs4ZckSdJgs4G/I1v4JUmSpBnMhF+SJEmawezSI0mSpIHmTbud2cIvSZIkzWDTpoV/dO2NjeIet+Jsznr7MxqX+zs7FjeOnTPcv+ufeUsPaRy7paTgDWubx27bWlJyUdkldV5TEnv9eg5atl/BI6aLBVNdgXIFx3/JiWNoqHmrS5IUNdJk82AbfyRp5rKFv7OBa+EvSfY1+AYz2Ve3PF9LktR706aFX5IkSeqGLfydFbfwR8SKiDg3Iv68/v1ZEfGTiLgqIt4eEV5ESJIkSdNEUXIeEa8H/h74KnBmRCwHXgWcCewEXg5sA97Y43pKkiRJ6kJpa/wpwCmZ+f8i4gHAZcBzMvPjABFxFfBOJkn4I2IEGGldN3LCW4khvxyQJElSGbv0dFbapedg4PsAmXk5Vav+D1q2/08dM5mVwMbWZfvqbxRWRZIkSdJkShP+XwL3AYiIewGzxn6v3Rf4VYNyVgGLWpfhw48vrIokSZIExBQuA6C0D83HgXMj4gvAH1F13zk9IvYFEngd8NnJCsnMUWC0dd28E99RWBVJkiRJkylN+N9INcfSw4APAu8ALqdK/OcDFwBv6GUFJUmSJHWvKOHPzJ3A29tWf6peJEmSpN3Om3Y7mz7D4mxs0vUfVrz4Xfz1a5/XuNjHHL2zcez8OY1Di2cELZkxdk1BuVtKKrFhbUk0bNval7JL6nzN2puYt/SQgkcMogVTXYFyw81v/yk9yQwNFXy4IpvHZvNy/bshSZpJpk/C31BJsq/BN/OTfbUqSvYlSarZwt9Z8Uy7kiRJkgbHwLXwS5IkSa1s4e/MFn5JkiRpBjPhlyRJkmYwu/RIkiRpoNmlpzNb+CVJkqQZzBZ+SZIkDTYb+DuyhV+SJEmawWzhlyRJ0kCzD39n0yfh335no7Cz3/IeHvlXz2xc7B137mgcu3h+No4tPbCOWLakKL6pNQWxW0oL37C2eey2rX0pd8uGtbB4aeP4kv0xmBZMdQXKDRd8kbgzGS6YbbdoZt5o/vkmyz7f/p2RJE1nA9elpyTZ1wxQkOxr8JUk+5IkqZnp08IvSZIkdcEuPZ0NXAu/JEmSpOa6auGPiDnAnwIPAw6sV/8S+Dbwhcxs1iFfkiRJ2kW28HdW3MIfEUcBVwIfBR5YlzFU/3wu8OM6plMZIxGxd+uSO5vfXCtJkiSpmW5a+N8H/Ah4YGbe1rohIvamSvrfAzy6QxkrgTe2rti+9jJmH/SQLqojSZKkPZoN/B1104f/EcDr25N9gHrdG4Dfn6SMVcCi1mV46XFdVEWSJEkaHBHx4ohYHRFbI+LSiOjY4h0RL4uIn0bElhVLMFIAACAASURBVIi4ISLOjIi5Jc/ZTcK/ATi8w/bD65gJZeZoZt7WusTQrC6qIkmSJA2GiHgacAbwZuBBwOXAhRFxwATxzwDeUcffG/gr4GnA20uet5suPWcD50bEW4H/BMZmUVoK/BHweuCfuyhXkiRJKjZAN+2+AvhgZn4EICJeADwWeC5VYt/u4cAlmfmJ+vfVEfFJ4KElT1qc8GfmP0TEZuBVwD8CY9NXBtVIPadm5jtLy5UkSZIGTUSMACNtq0czc7Qtbg5wHFXXdgAyc2dEfI1q5MvxfBt4ZkQ8JDO/GxFHAicDHyupY1fDcmbmqcCpEXEELcNyZua13ZQHwJx5jcK+9bHPccjv/2HjYjdt3d44dmdOHjOmtC/UsYctKnxE760pjN9SErxh7eQxY7ZtbR677jqY3bybWkmdS/fH4Fkw1RUoNgqMDDf/dJWcwIZKZvGNgpMBQDYve3AaoSRpcExxC/89BqOh6oLzprZ1+wGz+E3vmDFrgd8er+DM/ERE7Ad8K6oXOQy8PzOLuvTs0sRbmXltZn6nXq4FiIjDIuLDu1JuJyXJvmaAgmRfg68k2ZckaZq4x2A0tLTi74qIOB54LfAiqj7/TwIeGxFvKCmnqxb+SewDPIeqL5IkSZLUV1PZwl933RmdNBDWAzuo7ntttZSqW/x43gp8LDPPrn//UUQsAD4QEW/LzJ1N6lic8EfEEyYJObK0TEmSJGkmy8w7I+IyqkFuzgeIiKH697MmeNh8oD2pH5uttvFVTjct/OdT3ajb6UkKO8BKkiRJM94ZwEcj4vvAd4GXUd10NzZqz7nATZm5so6/AHhFRPwvcClwFFWr/wWZuaO98Il0k/CvAV6UmV8Yb2NE/A5wWRflSpIkScUGZVjOzDwvIvYH3kI18M0PgJMyc+xG3mXcvUX//1I1pP9f4BBgHdVFwOtKnrebhP8yqiGFxk34mbz1X5IkSdojZeZZTNCFJzOPb/t9O9WIP2/elefsJuE/jc7j/V0NnNBddSRJkqRCNjV31M3EWxdPsn0zcFHXNZIkSZLUMw56LUmSJM1g/RiHX5IkSdptBuWm3akyfRL+JQc1CrvpiiuZvXi/xsX+avPWxrFH7Ox0a8LdDc8qO7COXTq/KH46WFMQu6Wk4A3tM0pPYlvz97Ck7JI6l+yLwdX8+O+XrXfuYO6cWc0fUDAzb8nJbmio8A9HFIxEnM3L9u+XJKkXpk/C31BJsq8ZoCTZ18ArSvYlSarZwt+ZffglSZKkGWzgWvglSZKkVrbwd9Z1C39EHBoRC8dZPzsi/mDXqiVJkiSpF4oT/og4KCK+C1wHbIiIc9sS/32Ar09SxkhE7N265M7tpVWRJEmSNIluWvjfAewEHgqcBNwH+HpELGmJmex7lZXAxtZl+zX/2UVVJEmStMeLKVwGQDcJ/4nASzLz+5n5NeARVKMW/ldE7FPHTDZG3SpgUesyfOQfdVEVSZIkSZ10k/AvAm4d+yUzR4EnAaupuvIcMFkBmTmambe1LjHk/cOSJEkqFxFTtgyCbhL+a4D7t67IzO3An9XbvtSDekmSJEnqgW4S/q8Az29f2ZL0/4CB6dEkSZKkQWcLf2fd9KN5HTB/vA2ZuT0ingwcUlroggMPbhy7+fpfNI69ZsPmxrEP2rFk8qDayOyya6Xley0oih80awpit5QWvmFt89iSmXkLyi2tc8n+GEz9OZ43bd3Owrl96t433PwzW1qDoaGCE35MdotTi2xe7oD8zZEkTYHiFv7M3J6Zt3UIOQh4Y/dV6qwk2dcMUJLsa+D1LdmXJGkP1vXEWx3sAzynD+VKkiRJ92CXns6Km9Mi4gmThBzZZV0kSZIk9Vg335+fTzXOfqdLmoJOqpIkSVL3BqWlfap006VnDfCkzBwabwEe1OM6SpIkSepSNwn/ZcBxHbZP1vovSZIk9U5M4TIAuunScxqdx+S7Gjihu+pIkiRJ6qXihD8zL55k+2bgoq5rJEmSJKlnHPRakiRJA82bdjvrxzj8kiRJkqaJadPCf/Cy/ZoFLtuPn3/53xqXe/nNdzSOffy9dzaOXdg4srJk/uyC6E63SAy+NSXBSw9hy9qbmseXzMy7bWt/ygW2FMQW7Y+B1Px4vvWObYWflT4ZLmsLKTmRDg0VtEJFwQjHWda6ZWOYpJnEFv7OBq6FvyTZ1+ArSvY18KZFsi9J0gwzbVr4JUmSpG7YwN/ZwLXwS5IkSWquZwl/RFwTEffqVXmSJEmSdl1xl56IeMkEm5YBfxkRvwTIzH/qUMYIMNK67r4r/42h4Tml1ZEkSdIezpt2O+umD/+7gJuA7W3rh4BnA9uABCZM+IGVwBtbV6y75FMs/T/P7qI6kiRJkibSTcL/AeChwDMy88qxlRGxDfjjzPxJgzJWAWe0rtj/EX++sYu6SJIkaQ9nA39nxX34M/MFwFuACyNiRTdPmpmjmXlb62J3HkmSJKn3urppNzM/DzwMeGJEfCUiDuxttSRJkiT1Qtfj8GfmTRFxIvAa4H8Bv0yRJEnSbudNu53t0sRbmZnAqoj4KvBIYE23ZR21fEmzuBc+k6+c9ZHG5V5144bGsXeM7mgcu+/CxqEALJzbrznOFvSp3Gli2X6suX594/AtJWVvWNs8dtvWkpKLyi6pc9cfsAFx3e2wfK8BPKaHm39ZWnImGBoq+AMWWVAykM3L9u+oJA22nmShmXkZcBlARBwGvDkzn9uLstuVJPsafCXJvgbfQCb7kqQpZ8NEZ/2YaXcf4Dl9KFeSJElSoW4m3nrCJCFHdlkXSZIkqVhRF8g9UDddes6nmlir054t7EwqSZIkqR+66dKzBnhSZg6NtwAP6nEdJUmSJHWpm4T/MuC4Dtsna/2XJEmSeiZi6pZB0E2XntPoPBbk1cAJ3VVHkiRJUi8VJ/yZefEk2zcDF3VdI0mSJKmAE2911o9hOSVJkiRNE/2a/rXYfQ/Zu1ncqpdy+pvOblzu6tW3No69feu2xrE/uWkb92lYZ4C5c2Y1ju2XJfMXc+sdzV9jvxx72CKuuGFjo9gjli3h2uubv4clM9EWzcoL/ZuZt0+z8l6z9ibmLT2k4BH9ccUNGzn2sEXNYtfewbFL5xeU3p+JujZt3d6/2bH7NCsv9HFm3oJZeWFw+rRKmjk873Q2cC38Jcl+P5Uk+9PFdEj2gcbJPlCU7PdVSbI/TUyHZB9onOwDhcl+//Qt2e+j6TIGtX90JWn6GbiEX5IkSVJzg9eMJUmSJLXwpt3ObOGXJEmSZrDihD8iDo2I/Vp+//2I+HhEXBwR/xoRD2tQxkhE7N26bL/zztKqSJIkSUTElC2DoJsW/s8BvwcQEX8CfANYCFwCzAcuiojHTVLGSmBj63LJp9/fRVUkSZIkddJNH/77Aj+uf14JvDYzTx3bGBErgLcAX+pQxirgjNYVj3jqC5oP3SJJkiTVBqShfcp008K/Hdir/vkI4Ctt278CHNOpgMwczczbWpfhOXO6qIokSZKkTrpJ+C8Cnl7//L/A8W3bTwBu2oU6SZIkSeqRbrr0vAa4OCIOBr4FvC0ifhe4kqpl/2nAC3pXRUmSJGlig3Lz7FQpTvgz88qIeCjwf4G/p5rb/i+ouvp8D/jzzDy/tNz7NJxh88PvewnPfd1nG5e77qZ1jWN/tWm0cex9GkdWRoanfgTUhXOH2bR1e8EjFvStLk0de9iiopl5S6wpiN1SWnjJzLzbtval3C0b1sLipY3jS/ZHv1xxw8aimXnLTP3xXKzkvLEzGS6YbbdoZt7I5rFZ9kfXv9GS1H9dTbyVmb8Anh7V5dQBVF2D1mfmtl5Wbjwlyb7urizZnx76lezvEQqS/emif8n+zFeS7E8XJvuSesXzSWe71OyclbWZuWYs2Y+IwyLiw72pniRJkqRd0Y9+JvsAz+lDuZIkSZIKFXfpiYgnTBJyZJd1kSRJkop5025n3fThPx9IoNOeLbjDS5IkSVK/dNOlZw3wpMwcGm8BHtTjOkqSJEkTipi6ZRB0k/BfBhzXYftkrf+SJEmSdpNuuvScRucBra+mmm1XkiRJ6jv78HfWzcRbF0+yfTNwUdc1kiRJktQzUz/9qyRJkqS+6Wqm3X5YtnB+o7ivvfvZPPEd/9G43Nuvvqpx7M83bGocezz7N46FwlkwhwfxOqxTL6/uHbt0PlesvaMvZZdYUxi/pSR4w9rmsdu29qdcyupcuj+auvb6Wzli2ZI+lV6iP8dzXxWeN0pO/kMl569oPkhbJkTBLV9+Yy9pIp4fOhu4zLIk2dfgmw7Jvnaf6ZHsa3cpSfYlSd2bNi38kiRJUje8abezgWvhlyRJktScLfySJEkaaDbwd9ZVC39EPC4i3hIRj6h//8OI+HJE/HtEPL/B40ciYu/W5c47R7upiiRJkqQOihP+iPgb4PPAycCXI+KZwPnATcBq4F0R8dJJilkJbGxdPvb+M0urIkmSJGkS3XTpeQnwosz8YEScAHwZ+LvMfC9ARPw38PfAuzuUsQo4o3XFs17w8o1d1EWSJEl7OG/a7aybLj1HABcCZObXgVnAN1u2fwNY3qmAzBzNzNtalzlzRrqoiiRJkqROukn4f02d0EfEwVTfEixr2b4cuGXXqyZJkiRNLmLqlkHQTZeeLwAfioiPAk8AzgX+MSJ2AgmcBny1d1WUJEmS1K1uEv5XA3OAPwe+DfwtVb/+LwCzgYuobsotsnj+nEZxX3/LY3nm2Zc2LveqH/y6cewPb9rcODabzx4PlE1NX/SmDA/iVAoLGkcu32sB193e/H2ZLtYUxG4pKXjD2uax27aWlFxUdkmdS/bFmuvXc9Cy/QoeMV00P6anjYJzR8k5qeRcl2RZ61g2Dx6UVjdJvWEf/s6KE/7M3Ay0D715ekScBczOzNt7UrMJlCT7GnyDmOyre4OZ7Ktb/n2WpN2jZ83Dmbk1M2+PiMMi4sO9KleSJElS9/rRH2Qf4Dl9KFeSJEm6B2/a7ay4S09EPGGSkCO7rIskSZKkHuvmpt3zqUbj6XRNU3hLqyRJktQdb9rtrJsuPWuAJ2Xm0HgL8KAe11GSJElSl7pp4b8MOI5qGM7xTNb6L0mSJPWMLfyddZPwn0bnQaevBk7orjqSJEmSeqmbcfgvnmT7ZqrJtyRJkiRNsW5a+CVJkqRpwx49nU2bhH/B3FmN4j6/4uG86oKfNC73qp07Gsf+9MaNjWMzywYiKjkQS6amL3oDh/sx7UJ/LZm/mFvv2DbV1eirNQWxW0oK3rC2rCLbtval7JI6X7P2JuYtPaTgEYOoU4/Iaarg3FH6R6XkfEcUnHezebkmCpJmummT8DdVkuxr8M30ZF93N/OTfbUqSvYlqQNv2u1s8Jp8JUmSJDXWVQt/RDwEeBhwYL3ql8B3MvO7vaqYJEmSpF1XlPBHxAHA54BHANcDYx15lwJnRsQlwJMz81c9raUkSZI0AXv0dFbapee9wCzg3pl5eGY+tF4OB+5dl/eeyQqJiJGI2Lt1GR0dLa68JEmSpM5KE/5HAy/OzJ+2b6jXvQQ4qUE5K4GNrcv73nVaYVUkSZKk6qbdqVoGQWnCPwrs3WH7XnXMZFYBi1qXF77sVYVVkSRJkjSZ0oT/POCjEfHEiLgr8a+75TwR+AjwyckKyczRzLytdRkZGSmsiiRJklT14Z+qZRCUjtLzCqqLhE8BwxFxZ71+DrAd+BDwyt5VT5IkSdKuKEr4M3MUeGFEvBo4jrsPy3lZZt7W4/pJkiRJ2gVdjcNfJ/Zf72VF5s2e1SjurCfdj3+59LrG5X5p7sLGsdetvqVx7I4smOIdGI6C3lMF08eXzFRZ/GYPT/28bAvnDrNp6/aCRyzoW12mgzUFsVtKC9+wdvKYMdu29qXcLRvWwuKljeNL9sdgGsDjueS8sTMZLjiHFc3MW3AeJcu+kx+Ur/ClPcmQH8yOijO6iJgXEY+MiPuMs21uRDy7N1UbX0myr8FXluxr4BUk+xp8Jcm+JKl7RQl/RBwNXAl8E/hRRFwUEQe3hCyiunFXkiRJ2i28abez0hb+U4ErgAOAY4DbgW9FxLJeV0ySJEnSrivt1v1w4MTMXA+sj4jHU82+e3FEnABs7nUFJUmSpE4GZQKsqVLawj+PavhNALLyQuAC4CLg6B7WTZIkSdIuKm3hvwp4MFU//rtk5or6yuqLPaqXJEmSpB4obeH/PPD08TZk5gqqWXb9TkWSJEm7zVBM3VIqIl4cEasjYmtEXBoRD5kkfnFEvCci1kTEaET8LCJOLto/JcGZuSozJ3yCzHxRZk794O2SJEnSNBMRTwPOAN4MPAi4HLgwIg6YIH4O8B/A4cBTqAbNeR5wU8nzdjXxliRJkjRdDNBNu68APpiZHwGIiBcAjwWeC7xjnPjnAvsAD8/MbfW61aVPamu8JEmS1Gd1a/1xwNfG1mXmzvr3h03wsCcA3wHeExFrI+KKiHhtRMwqee5p08I/p+F07H/7iCP42s/WNi9430Mbh667aV3j2B07C6ZtB2aXvC0l07wXTB9fNC09hQdHw/ev1Nw5s9h6546+lA0L+lTu9LCmMH5LSfCGgs/gtq3NY9ddB7PnNg4vqXPp/hg8g3c8jwIjBeeOknNS0fmu4DwKFJ2jB6fRURpsU/lZi4gRYKRt9Whmjrat2w+YBbT/EV0L/PYExR8J/CHwceBk4CiqIfFnU3ULamTgWviLkn0NvP4l+5qWCpJ9Db6SZF+SprGVwMa2ZWWPyh4CfgU8PzMvy8zzgLcBLygpZNq08EuSJEkDaBXVjbit2lv3AdYDO4ClbeuXAr+coOw1wLbMbG0BvRI4MCLmZOadTSrYVfNKRIz7uIgYiohl3ZQpSZIkdSOm8F9mjmbmbW3LPRL+Ojm/DPiju+pd5dR/RNVPfzyXAEe15d5HA2uaJvtQmPBHxN4R8Wlgc33jwFvabhrYH7i2pExJkiRpD3EG8LyIeE5E3Bt4H9VNWGOj9pwbEata4t9HNUrPuyPi6Ih4LPBa4D0lT1rapeetwAOAZwGLgdcDD4qIJ7VcZUx628R4NzesuWUzIyPt9ztIkiRJnXUzAdZUyMzzImJ/4C3AgcAPgJMyc+wm1WXAzpb4GyLi0cCZwA+pxt9/N3BqyfOWdun5U+BvMvOzmXk28GCqVv0L6iQeoMlwB/e4ueHM08cbelSSJEmaOTLzrMxcnpkjmfnQzLy0ZdvxmXlKW/x3MvP3MnNuZv5WZr69rU//pEoT/v2B61oqsB44EdgL+DIwv2E5q4BFrcvLX/mawqpIkiRJmkxpl57rgXvT0k8/M2+PiD8Gvgp8vkkh9Y0Md7uZ4dY7HH5RkiRJ5QZopt0pUdrC/1XgL9tXZuYm4NFAwQw7kiRJkvqttIX/jcDB422oW/ofBTxol2slSZIkNWQDf2dFCX9m3grc2mH77cBFXVWk4e3VJ/32gfz4xtsal7vooAMbx2786RWNY7dtL5uKfe7s5rFFB23BFO+l08eXTE1fdCAVzK45MjzE6Padkwf23YKprkDfrSmI3VJS8IbC2bG3FXxRWFB2SZ1L9sXgmvpjeuudO5g7Z9bkgWMKzh0l56SScx1Qdi4tOEebsEjql+KZdiNiHnAccEtm/qRt21zgqZl5bo/qdw8lyb4G3/RI9rXblCT7GnhFyb4kdTDkFXNHpRNvHU01ne83gR9FxEURcVBLyCLqiQMkSZIkTb3Sm3ZPBa4ADgCOAW4HLomIZb2umCRJkqRdV9ql5+HAifX4++sj4vHAe4GLI+IEYHOvKyhJkiR1Yo+ezkpb+OcB28d+ycoLgQuobtY9uod1kyRJkrSLSlv4rwIeTNWP/y6ZuaKe8OCLPaqXJEmS1IgTb3VW2sL/eeDp423IzBXAJwH3uCRJkjRNFCX8mbkqM0/usP1FmVl6ESFJkiR1LWLqlkFgci5JkiTNYCb8kiRJ0gxWPNNuvzSd2vx+yxZx/fo7Gpd76PJ9G8duvOyWxrGj23c0jgXYq0+7uuirpIIp3qvCm08fXzI1fcmeGJ4zi+07C6axnzYWTHUF+mpNQeyW0sI3rG0eWzIzb0G5pXUu2R+DqT/H86at21k4t09/hoabt2eV1qDkfFdyHi05Rw9KNwJpd3Gm3c4GroW/JNnX4BvMZF9dK0n2NfD6luxLku7Gs60kSZIGmu37nfWkhT8i/isilveiLEmSJEm9U9TCHxFPmGDTHwCPi4gbADLTCbgkSZK0WzjxVmelXXrOB5Lxvzn55/r/BGZ1KiQiRoCR1nW/vm0LIyMjEzxCkiRJUjdKu/RcCHwFODAzh8YWYAdwbP17x2S/thLY2Lqc/s5VhVWRJEmSNJnSmXYfA/wn8P2IeNwuPO8qYFHr8sq/X7kLxUmSJGlPNRRTtwyC4lF6MvPMiPg68PGIeDzw8i7KGAVGW9dtvtPhFyVJkqRe62qUnsz8AfBgqv76P8DRkCRJkjRFImLKlkHQ9Tj8mbkFeEE9cs8JwPqe1UqSJElST+zyxFv1EJy7PAxn0wuk5fvPZ91tdzYu917LljSO/XHubBy7eXRH41iA/fYqCu+L4ovQgmneS6aPL5mWfs5QsLNktt3hgZs8Glgw1RXoqzUlwUsPYcvam5rHl8zMu21rf8oFthTEFu2PgdT8eL71jm0smT+7j3VpqPC8UfKHs+R8V3IeLTo/08X5XxowHuOdFWdHETEvIh4ZEfcZZ9vciHh2b6o2vpJkX4OvKNnXwCtK9jXwpkWyL0l7gKKEPyKOBq4Evgn8KCIuioiDWkIWAR/pYf0kSZIk7YLSFv5TgSuAA4BjgNuBSyJiWa8rJkmSJDXhTbudlSb8DwdWZub6zLwaeDzVZFwXR8SRPa+dJEmSpF1SetPuPGD72C+ZmcALI+Is4CLgGT2smyRJkjSpQZkAa6qUJvxXUY2/f2XrysxcUX+lscuj9UiSJEnqndIuPZ8Hnj7ehsxcAXwSJ+GSJEmSpo2ihD8zV2XmyR22vygzB3EgdEmSJA0ob9rtzORckiRJmsF2eaZdSZIkaSoNRjv71Jk2CX80fKsO2HuE27dua1zusYcsbBx7/vxFjWNv29K8DoOq6FuqkmneC6aPnzUryILJdosO6OFB/IJrwVRXoL+W7cea69c3Dt9SUvaGtc1jt20tKbmo7JI6rymrxcC57nZYvtcAHtMF546Sc9JQyTAjBedRoOgcPSA9FCQVmDYJf1Mlyb4GX0myr8FXkuxr8A1ksi9pWhrySrWjQWzilCRJktRQUQt/RIwAOzNzW/37bwHPBZYB1wEfysxre15LSZIkSV0pbeG/EPgTgIh4BPBj4HHAbOBk4IqIeFhPayhJkiR1EDF1yyAo7cP/QODy+ue3Ae/NzFeMbYyItwKnAY/sVEj9TcFI67pbb9/KyMjIBI+QJEmS1I3SFv5Z9QLw28BH27afAzygQTkrgY2ty2mnriqsiiRJkuTEW5MpTfgvBR5f//wL7pnc/w5wS4NyVgGLWpdXvXplYVUkSZIkTaa0S8/rga9ExALgk8A/RsS9gCuBY4CXUCXzHWXmKDDaum4PGNZekiRJfTAgDe1Tpijhz8zvRMRjgDOAh9arX1f/fzPwpsx8dw/rJ0mSJGkXFE+8lZnfAR4WEfsDR1J1C1qTmat7XDdJkiRJu6jrmXYzcx2wrlcVafpVzN7zZrPlzh2Ny733fgUzOe57aOPQmzdtaV4ucD8WFcUPmqKv0gqneE+aT7dbMjV90cE/PIhz1A3eLKZHLFvCtdff2jh+TUHZRZ/YDWtLomHb1r6UXVLnkn0xXVyx9g6OXTq/4BGDd0yXnDtKzkkl5zoAomDa8sJztDQdONNuZ8VZTETMi4hHRsR9xtk2NyKe3Zuqja8k2dfgK0n2NfhKkn0NvrJkX5LUraKEPyKOprpB95vAjyLioog4qCVkEfCRHtZPkiRJ6siJtzorbeE/FbgCOIBqVJ7bgUsiYlmvKyZJkiRp15X24X84cGJmrgfWR8TjgfcCF0fECcDmXldQkiRJ6mRQJsCaKqUt/POA7WO/ZOWFwAXARcDRPaybJEmSpF1U2sJ/FfBgqn78d8nMFfWV1Rd7VC9JkiRJPVDawv954OnjbcjMFVSz7/qdiiRJknaboSlcBkFRPTNzVWae3GH7izJzUF67JEmSNON1PfGWJEmSNB14025ntsZLkiRJM9jAtfDPmzOLbTt2No4/dK/mMzkuOXhp49ifri8bgfTRRdEzW8lFeBBkyWS7BdPHl0xNX/xBGR7Ea+kFU10Bjj1sEVfcsLEvZa8piN1SWviGtc1jt23tS7mldS7ZH/1yxQ0bOfawRX0qfeqP52IF543Sc1LJ+a7kPEqWtaraCKt+KTnE90QDl5WUJPsafEXJvgZev5J9TU/9S/Y1HZnsS1Nn4BJ+SZIkSc0V91SIiAcAxwHfyMxrIuK+wIupLh4+n5kX9riOkiRJ0oTs0tNZUQt/RDwJuAx4J3B5RJwIfAu4F3A48G8R8YxeV1KSJElSd0q79LwOeGNm7gc8D/gMcEZmPiozTwJeDbxqskIiYiQi9m5dRkdHiysvSZIkRcSULYOgNOE/Bvh4/fN5VMMgnN+y/fPAUQ3KWQlsbF1OO3VVYVUkSZIkTaY04b8d2Lf+eTHVPQD7tmzfF9jUoJxVwKLW5VWvXllYFUmSJEmTKb1p92vAeyLin4GnAV8FVkXEXwIJnEbVp7+jzBwF7taHZ+v2wppIkiRJeNPuZEpb+F8J3Aa8H5hDlfR/H/hJvRwMvKaXFZQkSZLUvaIW/sxcC/xx2+q/jYgzgfnAVZlpW70kSZJ2mwG5d3bKFI/DP57MvKYX5TQxe9YQO3c2n351r3nNX+Jhy/edPKj2o5ub3KqgXVX8AS6Z5r1g+viiaekp/GAND+L8dwv6UuqxS+dzxdo7+lJ2iTWF8VtKgjesbR67bWt/yqWszqX7o6lrr7+VI5YtRkXgywAAIABJREFU6VPpJfpzPPdV4Xmj5JxUdL4rOI9mQtC8bBM4qXe6mXhrHtXEW7dk5k/ats0FnpqZ5/aofvdQkuxLGizTIdnX7jM9kn3tLiXJvlRqyCvEjkon3joauBL4JvCjiLgoIg5qCVkEfKSH9ZMkSZK0C0r7EpwKXAEcQDUm/+3AJRGxrNcVkyRJkrTrSrv0PBw4MTPXA+sj4vHAe4GLI+IEYHOvKyhJkiR1Moh3w+1OpftnHnDXKDxZeSFwAXARcHQP6yZJkiRpF5W28F8FPJiqH/9dMnNFVDdLfLFH9ZIkSZIa8Z7dzkpb+D8PPH28DZm5AvgkeBu+JEmSNF0UJfyZuSozT+6w/UWZaTcqSZIk7TZDEVO2DAKTc0mSJGkGM+GXJEmSZrDimXan2tBQsDObz7a7YKT5Szx62eLGsT+7fkPjWO0+Rd+sZX+mj4eyqemLPoTDg3iNvqBx5PK9FnDd7YM3uu+agtgtJQVvWNs8dtvWkpKLyi6pc8m+WHP9eg5atl/BI6aL5sf0tFFw7ig5J5Wc65Ls2zl6QHpVqI88BjobuOyhJNmXNFgGMdlX9wYz2Ve3TMikqTNwLfySJElSq4Ivm/ZIA9fCL0mSJKm5rlr4I/5/e/cfJ1lVH3j/8+2ZoWGGn8ERFuOAQQI8EjGi6CSu0SAKiRpJNsKTbCK6q9GYGETJMPgD1PiMZFwwUUQfdRENgkRXMZsYeJBo/MGiuAFDEM2j/HZoBZmBgelmhvnuH7cai6K76p6qW1NdPZ83r/uarntPfftLna5bp84995w4GlgN7N/adRdwdWZ+s6nEJEmSpDrGZXrMUSlq8EfE44HPAr8K3AbM3vW1H3BuRHwd+J3M/HGPOJPAZPu+jZunmZycnOcZkiRJkvpROqTng8AS4PDMPCgzn9XaDgIOb8U7r0actcCm9m392esKU5EkSZLUS+mQnhcBz83M73UeyMzvRcQbgC/XiLMOOKd9x2lr1m4qzEWSJElyFqgeShv8M8CeXY7v0SrTVWbOdJab3laYiSRJkqSeSof0fBq4MCJOiIhHGv4RsWdEnABcAFzcZIKSJElSNxMxum0clPbwn0r1JeESYGlEPNTavwuwDfgY8Obm0pMkSZI0iKIGf2sozusiYg1wFI+elvPbmXlfw/k9xkQEJYvt7rZsSe2yv3TA7rXLfumrP6ifhBakYS3xXgWv/0dasjR90Rt26fgts7HP8r2598Gto05jqDYUlN1SEnjjVO8y7bZODyV2Sc4/nLqT3fZ7QsEzxtGKUSdQruDcUdprWHK+KzmPlpyjHeutnVFxiyAiDgd+B9iQmRcD/wK8HHhfRPx6w/k9RkljX9J4WeyNfT3a4m/sq11RY18qFCP8bxyUzsN/HHAZsBlY3hq3/wngeqovD1dExAsz86rGM5UkSZJUrLSH/+3A+szcF3gl8CngI5l5bGYeA6wHTm84R0mSJGle3rTbXWmD/ynAx1s/X0o1Dedn2o5fBDx18LQkSZIkNaH0fhuABMjM7RExTbVS7qz7gb2aSEySJEmqY1x62keltIf/FuCQtsergdvaHq+ibBIKSZIkSUNU2sN/PvDIPJeZeUPH8eMBb9iVJEmSFojSefg/1OP4GYOlI0mSJJUJF1joavxW5pEkSZJUWz837UqSJEkLhjftdjd2Df7SKzbLltZ/wqGPq78E+r0/KlzGXmOt+EphwTLvJcvHl6xUWfzmXjr6C36777qUzdPbCp5R/z07jkpmQNhSGnxjwTls6/RQ4m7ZOAV771e7/OKfEWIM/55Lzhvbk6UF57CilXkLzqNF52f6OP9LC9DYNfglLV5ljX2NvYLGvsZfSWNfKuUXs+5G36UnSZIkaWhs8EuSJEmLWF9DeiJiIjO3z7Uf+PnMvG2Op0mSJEmNm3BMT1dFPfwRsWdEXAo8EBFTEfHOiFjSVmQlcHONOJOtWI9sMzMzhalLkiRJ6qV0SM+7gCOBPwDeAvwhcFlE7NJWps5XrLXApvZt/dnrClORJEmSqmk5R7WNg9IG/8uAP8rMz2TmR4FnUPXq/11ETLbK1Jkbax2wV/t22pq1halIkiRJ4yUiXh8Rt0TEdERcExFH13zeSRGREfH50t9Z2uBfCdw6+yAz7wZeAOwB/AOwvE6QzJzJzPvat8nJyd5PlCRJkjpEjG4ryzNOBM4B3gE8HbgeuDwiHt/jeQcB7wW+2sfLU9zgvw04vH1HZt4PvBDYDfhcP0lIkiRJO4FTgY9k5gWZeSPwWuBB4FXzPaF1v+xFwJnAD/v5paUN/iuAV3buzMzNwIuAguUYJUmSpJ1D657Xo4ArZ/e1Zr28Eljd5alvB36cmR/r93eXTst5JnDAXAcy8/6IOJbq8sSCsaTgbooDdt+tfuB77ugjG+0sii7xlSzzXrB8fNGy9BSeDJYOZwmPXXdZwvRDDw8lNqwYUtyFYUNh+S0lhTdO1S+7taDf5ye3wrJdaxcvybn09Rg/4/f3PANMFpw7Ss5JRee7gvMoUHSOdmbI0ZmoNWfMcLTuY+0cmz6TmZ1TUD4OWAJ0nlSngMPmif0c4L8ATxskx6JP7cy8F9geEa+MiMNaiRwWEedHxH8HnpmZXxkkIUk7r+E19rUgFTT2Nf5KGvvSmHnM7JOtfQOJiD2ATwKvbt0327eiTr2IOA64DNgMLI+IE4BPUN1wMAFcEREvzMyrBklKkiRJqmvEV1fWUd2I226uBabuBh4G9uvYvx9w1xzlDwYOopoNc3bfBEBEbAMOzcwf1Emw9Ov224H1mbkv1Vj+T1HdeHBsZh4DrAdOL4wpSZIkjaW5Zp+cYzgPmfkQ8G3gmNl9ETHRenz1HKFvAn6JajjP7PYF4J9aP99eN8fSMfxPoVpsC+BSqssMn2k7fhFz3NQrSZIkDcu4LIBFdSXgwoi4FvgmcArVTTkXAETEJ4A7M3NtZk4DN7Q/OSI2AmTmo/b3Utrgh9bCWpm5PSKmqcYpzbqfaiEtSZIkSW0y89MRsRJ4J7A/cB1wXGbO3si7Ctje9O8tbfDfAhwCzI4XWk01N/+sVewMkyNIkiRJfcjMDwAfmOfY83o89+R+fmdpg/98qumEZn9p5+WE4wFv2JUkSdIOM+GcqF0VNfgz80M9jp8xWDqSJEmSmtTPGH5JkiRpwbCDvztXwZAkSZIWsUXfw7+k4Cvfnrstqx/4wU29y0g1FPVKFCzxXrp8fMnS9EUnjoLVNSeXTjCzrfHJCfqwYtQJDF3J7ApbSgJv7Fwxvoet00OJXZLzzjHTxOj/pqcfephdd1nSu+CsgnNHyTmp5FwHlJ1LC87R9khrR1r0DX5J42NhNPa1w5Q09jX2ihr7UiFv2u3OIT2SJEnSImYPvyRJksaaHfzdNdLDHxFXRcSBTcSSJEmS1JyiHv6IeOk8h54LvDgibgfIzC/0iDMJTLbv27h5msnJyXmeIUmSJM3NMerdlQ7p+TyQwFwXTt7f+jdpW413HmuBM9t3rD97HW99+1mF6UiSJEnqpvQL0eXAF4H9M3NidgMeBo5oPa5zG/46YK/27bQ1awtTkSRJktRLUQ9/Zh4fEW8Ero2IP87M/9nPL83MGWCmfd/0tn4iSZIkaWcX3rXbVfGQp8w8F3gpcHZEfDgiljefliRJkqQm9HWPQ2ZeBzyDarz+dcw9pl+SJEkauhjhNg76noc/M7cAr23N3PN84O7GsmpQySWeFZMFqwCG94Nrxyu6YlmwxHsVvP7y8SVL05ecZJbusoRt2wuWsV8wVow6gaHaUFB2S2nwjVP1y5aszFsQtzTnktdjPA3n73nz9DZ233VIy/8srf+ZXJpByfmu5Dxaco52tIoGVdxqjYjDI+KVEXFYa9f3gd2A90TErzeanaSdyng29tW3ksa+xt7QGvsSMBExsm0clM7DfxxwGbAZWB4RJwCfAK6n+vJwRUS8MDOvajxTSZIkScVKe/jfDqzPzH2BVwKfAj6Smcdm5jHAeuD0hnOUJEmS1KfSBv9TgI+3fr4U2AP4TNvxi4CnDp6WJEmSVI837XbXz52nCZCZ24FpYFPbsfupFtKSJEmStACU3kFzC3AI8IPW49XAbW3HV7EzTGAgSZKkBWNM7p0dmdIG//nAI3NXZuYNHcePB7xhV5IkSVogihr8mfmhHsfPGCwdSZIkqUzJuks7I1ePkiRJkhYxG/ySJEnSIuayd20mly7pXWjW7j83vESkBhRf3SxY5r1k+fiSZel3mQi2l6y2u3Qc+yxWjDqBoSqatWG/J7Bl6s765UtW5t06PZy4wJaCsot/Fov6f8/3PriVfZYvG2IuNRWeN0oaSiXnu5LzaNH5mZ3zBtZx/DTYkXx9JC0YRY19jb2ixr7G3oJo7Es7KXv4JUmSNNa8abc7e/glSZKkRayohz8iJoHtmbm19fhg4FVUC27dCnwsM29uPEtJkiRJfSnt4b8c+C2AiPhV4N+AFwPLgN8AboiI1b2CRMRkROzZvs3MzBSmIkmSJEGMcBsHpQ3+Xwaub/38buCDmXlkZp6UmU8HzgHW14izFtjUvq0/e11hKpIkSZJ6KW3wL2ltAIcBF3Yc/zhwZI0464C92rfT1qwtTEWSJEmqbtod1TYOShv81wAvaf38Ax7buH8a8NNeQTJzJjPva98mJycLU5EkSZLUS+m0nG8FvhgRK4CLgf8WEYcA3wUOBd5A1XsvSZIk7RBOO9ldUYM/M6+OiOOpxuo/q7X7La1/fwSclZl/1WB+kiRJkgZQvPBWZl4NrI6IlcAvUH2p2pCZtzScWyNKhlYtW1q/cKxc1Uc20sJVNAyxZJn3guXjlywJsmCx3aIT2NJx7P9ZMeoEhmvV49hw2921i28pib1xqn7ZrdMlkYtil+S8oSyLsXPr/XDgHmP4N11w7ig5J01MDOc8ChSdo8dkCLoGVNzgj4jDgWcD38jMayLiMGBNa47+v8nMq5pOUtLOoaSxr/FX0tjX+BvLxr7GxrjcPDsqpQtvHQdcBmwGlkfECcAnqKbqnACuiIgX2uiXJEmSFobSa9xvB9Zn5r7AK4FPAR/JzGMz8xiqOfhPbzhHSZIkaV4uvNVdaYP/KVRz7QNcCuwBfKbt+EXAUwdPS5IkSVITisfwAwmQmdsjYppqpdxZ91MtpCVJkiTtEA7h7660h/8W4JC2x6uB29oer2LxTzQgSZIkjY3SHv7zgSWzDzLzho7jxwPesCtJkiQtEKULb32ox/EzBktHkiRJKjMxNrfPjsY4rkQjSZIkqaZ+btqVJEmSFgxv2u3OBn+bJQXLXK98wsohZiItbEUn1sIl3pP6y+2WLE1fdLJbOo4XP8dvFdMnrdqHm2+7t3b5khkhtpQksnGqpDRsnR5K7JKcx3F2jBumHuSI/ZYXPGP8/qZLzh0l56SScx0AUbBsecE5WuPLBr+kBaOksa/xV9LY1/gra+xLZcIx/F2NYzeWJEmSpJps8EuSJEmLWPGQnog4EjgK+HJm/jAingK8nurLw+cy8/KGc5QkSZLm5U273RU1+CPit4FLgY3AZEScAPwtcC3wMPD3EfGHmfmpHnEmgcn2fRs3TzM5OTnPMyRJkiT1o3RIz1uAMzPzccCrqRr752TmsZl5HLAGOK1GnLXApvZt/dnrClORJEmSqoW3RrWNg9IG/6HARa2fP001Z9bn245/DnhyjTjrgL3at9PWrC1MRZIkSVIvpWP47wf2BW4B9m49f9+24/sCm3sFycwZYKZ93/S2wkwkSZIkHMPfS2kP/5XAeRHx+8CFwBXAuog4LCIOBdYDX2s4R0mSJEl9Km3wvxm4D/gQsAtwItUNuzcC3wUOAE5vMkFJkiRJ/Ssa0pOZU8ALO3b/aUScCywHbsrMsR2cs6TgetCBB/3cEDORFo+Sy6xBkCWL7RYsH1+yNH3xfMVLx3FJkxWjToAjnrgXN9y+aSixNxSU3VIafONU/bJbp4cStzTnktdjWG64fRNHPHGvIUUf/d9zsYLzRuk5qeR8V3IebT2hsPyO4ZCe7vqZh/9w4NnANzLzexFxGPBnVNNs/g1wVbMpStpZFDX2NfaG1djXwjS8xr6kXkrn4T8OuIzqxtzlrXn4PwFcTzU86IqIeGFm2uiXJEnSDhEL9MrDQlF6HfrtwPrM3Bd4JfAp4COtefiPobpp1zH8kiRJ0gJR2uB/CvDx1s+XAnsAn2k7fhHw1MHTkiRJktSE4jH8QAJk5vaImKZaKXfW/VQLaUmSJEk7RMl9yjuj0h7+W4BD2h6vBm5re7yKhTEZgCRJkiTKe/jPB5bMPsjMGzqOH4+z9EiSJGkH8qbd7krn4f9Qj+NnDJaOJEmSpCb1M4ZfkiRJWjBceKu7cVweUpIkSVJN9vC3iYKvh4f+vJMRSU0r7qHJ4SwfX7QsPYUn0qXj2M+yYihRj9hvOTdMPTiU2CVKZ5rYUlJ441T9slunhxOXspyHNfPGzbfdy5NW7TOk6CWG8/c8VIXnjZJzUun5TuPJBr8kaSQWQmNfO87CaOxrsfKm3e7GsatJkiRJUk199fBHxNFUc/Dv39p1F3B1Zn6zqcQkSZKkOhyZ1F1Rgz8iHg98FvhVqgW3ZgcR7gecGxFfB34nM3/caJaSJEmS+lLaw/9BqoW3Ds/M77UfiIhDgf8OnAf8brcgETEJTLbv27h5msnJyXmeIUmSJM3NMfzdlY7hfxHw+s7GPkBr3xuA42rEWQtsat/Wn72uMBVJkiRJvZQ2+GeAPbsc36NVppd1wF7t22lr1hamIkmSJKmX0iE9nwYujIg3Al/KzPsAImJP4BjgHODiXkEyc4aOLwbT2wozkSRJknCl3V5KG/ynUl0VuARYGhEPtfZPAluBjwFvbi49SZIkSYMoavC3euZfFxFrgGdQzc4D1Ww91872+EuSJEk7ih383fU1D3+rYX/V7ONWT/+RwFg3+EsuBz31CWO4NLe0yBRdws2CwpFFeZQsTV900l06jmsj1j83HrjHCm69/4Eh5jIcGwrKbikJvHGqd5lZW6dLIhfFLsm55LXYcNvd/IdVjyt4xkIxhp/3BeeO8oagTetxVDoP/znzHFoCnB4R9wBk5qmDJiZJWtzGsbGv/o1nY1/jYsJB/F2VfrE7Bbge2NixP4DDgQeAsq4xSZIkSUNT2uA/A3gN8KbMbB/SsxU4OTNvbDI5SZIkSYMpGiCame8BTgTOj4j3RsSy4aQlSZIk1RMj3MZB8R1hmfkt4ChgJXBtRByBw3gkSZKkBanfWXo2A6+IiJOAK6lu2pUkSZJ2vHHpah+Rvhr8szLzkoj4GlWP/63NpCRJkiSpKQM1+AEy8w7gjgZykSRJkoqFXfxdjeOqLpIkSZJqssEvSZIkLWIDD+nZWR2y9+6jTkFSgaJFGLPw0nDUn6hsYqJ+7KIT9NLx67/ZZ/ne3Pvg1lGnMVQbCspuKQm8caoska3TQ4ldkvMPp+5kt/2eUPCMcbRi1AmUG8Nzx1xcaLe7xVHLkqSxs9gb+3q0xd/YlxYue/glSZI01uzg766vHv6ImPN5ETEREasGS0mSJElSU4oa/BGxZ0RcCjwQEVMR8c6IaF90ayVwc6MZSpIkSepb6ZCedwFHAn8A7A28FXh6RPx2Zj7UKtPzqkpETAKT7fs2bp5mcnJynmdIkiRJ83BMT1elQ3peBvxRZn4mMz8KPIOqV//vWo14gDrTVawFNrVv689eV5iKJEmSpF5KG/wrgVtnH2Tm3cALgD2AfwCW14yzDtirfTttzdrCVCRJkqRqpd1R/TcOShv8twGHt+/IzPuBFwK7AZ+rEyQzZzLzvvbN4TySJElS80ob/FcAr+zcmZmbgRcBBSt7SJIkSYOLGN02Dkpv2j0TOKBzZ0REZt4fEccCT28kM0mSJEkDK2rwZ+a9wL1zHJqJiCMz87vAVxrJbIF7/O4OQZIWq+Iemyx4QtSZ16AyMVE/bvEqiktHv9D67rsuZfP0toJnrBhaLgvBhoKyW0qDb5yqX3ZrwcX6grhbNk7B3vvVLl/yeoyncf17XtK7iBacos+IiDhnnkNLgNMj4h6AzDx10MQkSYtbWWNfY6+gsS+VGpORNSNT2il0CnA9sLFjf1DdzPsA9abllCRJkrQDlDb4zwBeA7wpM6+a3RkRW4GTM/PGJpOTJEmSerKLv6uiQZyZ+R7gROD8iHhvRCwbTlqSJEmSmlB811Zmfgs4imoRrmsj4ggcxiNJkqQRceGt7oondoBH5t1/RUScBFyJt2xLkiRJC9JA87Jl5iXAM4DfBm5tJCNJkiRpkYqI10fELRExHRHXRMTRXcq+OiK+GhH3trYru5Wfz8ATMWfmHZl5WWY+MGgsSZIkqdS4rLQbEScC5wDvoFqs9nrg8oh4/DxPeR5wMfB8YDVwO3BFRDyh5PeOfuUVSZIkaedwKvCRzLygNbvla4EHgVfNVTgzfz8zP5iZ12XmTcB/pWq/H1PyS/sawy9JkiQtFKO8dTYiJoHJjt0zmTnTUW4Xqolv1s3uy8ztEXElVe99HcuBZcBPS3K0wd+nPXZ1RlJJlaJLullQOOpPgDYxUfZxV3TyXzqci8G77rKE6YceHkpsWDGkuAvDhsLyW0oKb5yqX3brdP2yP7kVlu1au3hJzqWvx/hZSH/Ptn/msBY4s2PfO4CzOvY9jmqim8432RRwWM3fdTbwI6pJc2qzwS9JGonhNfa1IBU09qVio50dcx3VuPx2M3MVHEREnA6cBDwvMwu+bdvglyRJkvrWGrpTp4F/N/AwsF/H/v2Au7o9MSLeDJwOvCAzv1OaYyPXaSPiqog4sIlYkiRJ0mKTmQ8B36bthtuImL0B9+r5nhcRfw68DTguM6/t53cX9fBHxEvnOfRc4MURcTtAZn6hn2QkSZKkUuOy4i3V0J8LI+Ja4JvAKVQ3aVwAEBGfAO7MzLWtx2uAdwK/B9wSEfu34mxuLYRbS+mQns8Dydwjpd7f+jfpsfLuXHczb9w8zeRk5w3OkiRJ0uKQmZ+OiJVUjfj9geuoeu5nb+RdBWxve8rrgF2Az3SEmuum4HmVDum5HPgisH9mTsxuVOORjmg97trYb1kLbGrf1p+9rvszJEmSpDmMy8JbAJn5gcw8MDMnM/NZmXlN27HnZebJbY8PysyYYzur5HcWNfgz83jgS8C1EfHikud2WAfs1b6dtmbtAOEkSZIkzaV4lp7MPDci/gm4KCJeAryxjxiPuZt5eltpFEmSJEm99DVLT2ZeBzyDarz+dYx69lNJkiTttGKE2zjoex7+zNwCvLY1c88xVHOLSpIkSVpABl54KzO/EBGfAT4E/HjwlMbD8sk69yZL0qMV3eCVBYUji/KYmKgfu+iDYmn9C8eTSyeY2ba9d8GhWzHqBIZuQ0HZLSWBN071LtNua8HioAWxS3IueS3G1+L/m36McelqH5HSefg7lw2etQQ4PSLuAcjMUwdNTJK0uC2Mxr52mJLGvqRGlfbwnwJcD2zs2B/A4cADVOP6JUmSpB1ijBbeGonSBv8ZwGuAN2XmVbM7I2IrcHJm3thkcpIkSZIGUzoP/3uAE4HzI+K9EbFsOGlJkiRJakLxtJyZ+S3gKGAl1QJcR+AwHkmSJI3IOK20Owp9zdKTmZuBV0TEScCVVDftSpIkSVpgBpqWMzMviYivUfX439pMSpIkSVJ9Y9LRPjJNzMN/B3BHA7lIkiRJatjADX5JkiRppOzi76r4pl1JkiRJ48Me/j5NFiwfL0n9KJr9IQu7t6L+5GoTE/Vjl3yoLN1lCdu2j+MkbytGncBQbSgou6U0+Map+mVLVuYtiFuac8nrMZ4W99+zKjb4JUkjMZ6NffWtpLEvFXKl3e7sppYkSZIWsaIe/oiYBLZn5tbW44OBVwGrqKbl/Fhm3tx4lpIkSdI8xmUBrFEp7eG/HPgtgIj4VeDfgBcDy4DfAG6IiNWNZihJkiSpb6Vj+H8ZuL7187uBD2bmqbMHI+JdwHrgOd2CtK4UTLbv27h5msnJyXmeIUmSJM3NDv7uSnv4l7Q2gMOACzuOfxw4skactcCm9m392esKU5EkSZLUS2mD/xrgJa2ff8BjG/dPA35aI846YK/27bQ1awtTkSRJktRL6ZCetwJfjIgVwMXAf4uIQ4DvAocCb6BqzHeVmTPATPu+6W2FmUiSJEngmJ4eihr8mXl1RBwPnAM8q7X7La1/fwSclZl/1WB+kiRJkgZQvPBWZl4NrI6IlcAvUA0LusvpOCVJkjQKLrzVXd8r7WbmT4CfAETEQxFxZGZ+t7HMFrhlS1yzTNLCUTwHdRY8IeqviDsxUT/uLhPB9pLVdpeO43l3xagTGKoNJYX3ewJbpu6sX75kZd6t08OJC2wpKFv0eoyp/8g+o05BfShdeOuceQ4tAU6PiHsA2qfqlCRpLkWNfY29osa+VMiFt7or7eE/hWoe/o0d+wM4HHgA8AwuSZIkLRClDf4zgNcAb8rMq2Z3RsRW4OTMvLHJ5CRJkiQNpmhAZGa+BzgROD8i3hsRy4aTliRJklRPjHAbB8V3QGXmt4CjgJXAtRFxBA7jkSRJkhakvmbpyczNwCsi4iTgSqqbdiVJkqQdb1y62kek72k5ATLzkoj4GlWP/63NpCRJkiSpKQM1+AEy8w7gjgZykSRJktSwgRv8kiRJ0ii50m5347hsoSRJkqSa7OHv05KC5eMlaaEpWpUyCwpH/UnbliwJsmCOt6IPrKXj2J+1YtQJDNeqx7HhtrtrF99SEnvjVP2yW6dLIhfFLsl5Q1kW6sGVdrsbxzOiJGkRKGnsa/yVNPYlNcsefkmSJI01O/i7K27wR8SRVNNwfjkzfxgRTwFeT3W14HOZeXnDOUqSJEnqU9GQnoj4beDbwF8C10fEC4CvAYcABwF/HxG/13SSkiRJkvpTOob/LcCZmfk44NXA3wLnZOaxmXkcsAY4rVeQiJjbq5QWAAAX6UlEQVSMiD3bt5mZmeLkJUmSJGKE2xgobfAfClzU+vnTVFMKfL7t+OeAJ9eIsxbY1L6tP3tdYSqSJEmSeilt8N8P7Nv6eW+qewD2bTu+L7C5Rpx1wF7t22lr1hamIkmSJFULb43qv3FQetPulcB5EfF+4ETgCmBdRLwSSGA91Zj+rjJzBnjUGJ7pbYWZSJIkSeqptIf/zcB9wIeAXaga/dcCN7a2A4DTm0xQkiRJ6iZidNs4KOrhz8wp4IUdu/80Is4FlgM3ZaZ99ZIkSdIC0dTCWzcBR+5Mjf2JMflGJ0mDKurByvqFIyCpv9zuRMGJt+jDbek4Ljq/YtQJFHvSqn24+bZ7a5ffUBB7S0kiG6dKSsPW6aHELsm55LWQ5lJ0ToyIc+Y5tAQ4PSLuAcjMUwdNTJK0uJU09jX+Shr7Uin7Ybsr7eE/Bbge2NixP4DDgQfAM7gkSZK0UJQ2+M8AXgO8KTOvmt0ZEVuBkzPzxiaTkyRJknoZl5tnR6Vo4GJmvodqZp7zI+K9EbFsOGlJkiRJakLxnUqZ+S3gKGAlcG1EHIHDeCRJkjQyMcJt4etrlp7M3Ay8IiJOolqMa0mjWUmSJElqxEDTcmbmJRHxNaoe/1ubSUmSJElSUwaehz8z7wDuaCAXSZIkqZg37XY3jquNSJIkSaqpqZV2JUmSpJGwg787G/x9Cq8dSdJjlJwagyBL5niL+oUnJuonUvxBuHQcL46vGHUCHPHEvbjh9k1Dib2hoOyW0uAbp+qX3To9lLilOZe8Hto5jONZS5K0CBQ19jX2htXYl9SbPfySJEkaaw686M4efkmSJGkR66uHPyKOBlYD+7d23QVcnZnfbCoxSZIkqY7wtt2uihr8EfF44LPArwK3AbN3nOwHnBsRXwd+JzN/3CPOJDDZvm/j5mkmJyfneYYkSZKkfpQO6fkgsAQ4PDMPysxntbaDgMNb8c6rEWctsKl9W3/2usJUJEmSJKp5OUe1jYHSBv+LgNdn5vc6D7T2vQE4rkacdcBe7dtpa9YWpiJJkiSpl9Ix/DPAnl2O79Eq01VmznSWm95WmIkkSZKknkp7+D8NXBgRJ0TEIw3/iNgzIk4ALgAubjJBSZIkqRtH9HRX2sN/KtWXhEuApRHxUGv/LsA24GPAm5tLT5IkSdIgihr8raE4r4uINcBRPHpazm9n5n0N57dgucCDJA2m+DyaBU+I+sv4TkyUJVL0wbl0HJe7WTGUqEfst5wbph4cSuwSGwrLbykpvHGqd5lZW6eHE5eynEtfj4XKdll3fZ2JMvO+zPwn4AvArsALgD+IiH2bTE6SJC0OC6GxL+2sSufhvxF4Tmb+NCKeCPwzsA/wfeBg4O0R8ezMvLn5VCVJkqTHcuGt7kp7+A/jZ18S1gE/Ag7MzKOBA4HvAO9uLj1JkiRJgxhkcOFq4KzM3ASQmZuBM4HnNJGYJEmSpMGVztIDMHsn1K489l6PO4GVA2UkSZIklXBET1f9NPi/FBHbqBbgOhS4oe3YgcA9TSQmSZIkaXClDf53dDze3PH4JcBX+09HkiRJKmMHf3el8/B3Nvg7j582WDqSJEmSmtTPkB5JkiRpwXDhre7GcQlASZIkSTXZwy9JGgtFPXhZUDiyd5k2ExP1Yxd9yC4dxz64FbVLHrjHCm69/4Eh5jIcndMRdrOlJPDGqfplt06XRC6KXZSzxpYNfkmSNHTj2NjX+HCl3e7GsTtBkiRJUk328EuSJGmsedNud3318EfEnM+LiImIWDVYSpIkSZKaUtTgj4g9I+JS4IGImIqId0bEkrYiK4Gba8SZbMV6ZJuZmSlMXZIkSVIvpT387wKOBP4AeAvwh8BlEbFLW5k6F1XWApvat/VnrytMRZIkSVIvpQ3+lwF/lJmfycyPAs+g6tX/u4iYbJWpM7/ZOmCv9u20NWsLU5EkSZLUS2mDfyVw6+yDzLwbeAGwB/APwPI6QTJzJjPva98mJyd7P1GSJEnqEDG6bRyUNvhvAw5v35GZ9wMvBHYDPtdQXpIkSZIaUNrgvwJ4ZefOzNwMvAgoXApOkiRJGkyM8L9xUDoP/5nAAXMdyMz7I+JY4OkDZyVJ0gCKLrNn4Qd21LlVrTIxUT920Qfy0vFbN3Of5Xtz74NbR53GUG0oKLulJPDGqbJEthb0v5bG1lgqOr9k5r3AvbOPI2IF8HLgyVR/5xdn5lcazVCSJI29xd7YlxayogZ/RNwIPCczfxoRTwT+GdgH+D5wMPC2iHh2Zvaci1+SJElqwrjcPDsqpdcED+NnXxLWAT8CDszMo4EDge8A724uPUmSJEmDKB3D32418NrM3ATVjbsRcSZwSSOZSZIkSTXYwd9dP3f9zN6ttCuPvT/lTqq5+iVJkiQtAP308H8pIrYBewKHAje0HTsQuKeJxCRJkqRa7OLvqrTB/46Ox5s7Hr8E+Gr/6UiSJElqUum0nJ0N/s7jpw2WjiRJkqQmDXLTriRJkjRy47Li7aiM31J9kiRJkmqzh1+StFMrXrAnC54Q2btMy8RE/bjFH95LR9+/t/uuS9k8va3gGSuGlstC0DnNYTdbSoNvnKpfdut0afQFyYW3uhv9GUCSJC16ZY19SU2yh1+SJEljzQ7+7uzhlyRJkhaxRhr8EXFVRBzYRCxJkiRJzSka0hMRL53n0HOBF0fE7QCZ+YUecSaByfZ9GzdPMzk5Oc8zJEmSpHk4pqer0jH8nweSuV/W97f+TWBJjzhrgTPbd6w/ex1vfftZhelIkiRJ6qZ0SM/lwBeB/TNzYnYDHgaOaD3u1dgHWAfs1b6dtmZtYSqSJElStfDWqP4rzjXi9RFxS0RMR8Q1EXF0j/K/GxE3tcr/a0T8RunvLGrwZ+bxwJeAayPixaW/rC3OTGbe1745nEeSJEmLWUScCJwDvAN4OnA9cHlEPH6e8r8CXAx8DPhlqtE2n4+II0p+b/FNu5l5LvBS4OyI+HBELC+NIUmSJDUlYnRboVOBj2TmBZl5I/Ba4EHgVfOU/zPgHzNzfWZ+NzPfBvxv4E9Kfmlfs/Rk5nXAM6jG61+Ht0pIkiRpJxQRkxGxZ8f2mKErEbELcBRw5ey+zNzeerx6nvCr28u3XN6l/Nwyc6ANeAlwLvD4QWN1xJ0EzgImm4w7zNjjmLOvhzmb8+LN2dfDnM158eY8rq/HYtxar1V2bGfNUe6A1rHVHfv/ErhmntgPAf93x74/BqZKcozWE/sSESuAlwNPBjYAF2fmPX0HfHTsPYFNwF6ZeV8TMYcdexxzHmZsc94xsc15x8Qex5yHGducd0xsc94xsccx52HGHmbOi9Fc080DM5k501HuAOBO4Fcy8+q2/X8J/FpmPmuO2A8Br8jMi9v2/TFwZmbuVzfH0nn4bwSek5k/jYgnAl8F9ga+DxwMvC0inp2ZN5fElSRJksZRq2E/07Mg3E01s2VnQ30/4K55nnNXYfk5lY7hP4yffUlYR/Ut5cDMPBo4EPgO8O7CmJIkSdKilpkPAd8GjpndFxETrcdXz/O0q9vLtxzbpfycShfearcaeG1mbgLIzM0RcSZwyQAxJUmSpMXqHODCiLgW+CZwCrACuAAgIj4B3JmZswtU/RXwlYh4E/D3wElUE+e8puSX9tPgnx30vyvVuP12dwIr+4g5lxmqOUrrXCJZKLHHMedhxjbnHRPbnHdM7HHMeZixzXnHxDbnHRN7HHMeZuxh5rxTy8xPR8RK4J3A/lSzXR6XmVOtIquA7W3lvxERvwf8BfD/AP8OvCwzbyj5vUU37UbEduAGYBtwCHByZn627fhzgU9l5s+XJCFJkiRpOEp7+N/R8Xhzx+OXUN3IK0mSJGkBGGhaTkmSJEkLW18r7UqSJEkaDzb4JUmSpEVswTb4I+L1EXFLRExHxDURcXQDMddGxLci4v6I+HFEfD4iDm0i347fc3pEZES8r6F4T4iIv4mIeyJiS0T8a0Q8Y8CYSyLiXRFxcyvmDyLibRERfcR6bkT8XUT8qPX//bKO4xER74yIDa3fdWVEHDJI3IhYFhFnt16LB1plPtFaxW7gnDvKfqhV5pQm4kbE4RHxhYjY1Mr9WxGxatDYEbF7RHwgIu5ovc43RsRra8Tt+b6IiF0j4rzW3+DmiPhsRPRc4a9X7Ij4uYh4f0R8r5XzbRHx1xGx16A5t5WNiPhir3oujR0RqyPiqlYd3hcR/xwRuw0SNyL2j4hPRsRdrbj/OyJ+p0bOr4uI77TyuC8iro6I49uO91t/88btt+7q5txWrrT+esYtrbu6sfutvzl+z2M+Q/qtw16xB63Hbjm3HSuqw7qx+63HbnEHeA+e1YrVvt3Udrzv+usWe5D665VzW7mB6k8Lw4Js8EfEiVTzlL4DeDpwPXB5RDx+wNC/BpwHPJtq0YJlwBURsWLAuI+IiGcCf0S1CFkT8fYBvg5sBY4H/i/gTcC9A4ZeA7wO+BPg8NbjPwf+tI9YK6jq6PXzHP9z4A3Aa4FnAQ9Q1eeuA8RdTvW38a7Wv78NHAp8oaGcAYiIE6j+Xn7URNyIOBj4GnAT8DzgqVT/D9MN5HwOcBzwn6nq9H3AByLipT3i1nlfnEt1U/7vtsofAPyPGjn3in1Aa3szcARwcuv/4WMN5DzrFH42nXAdPWNHxGrgH4ErgKOBZwIfoG0qtT5z/gTV3/FLgV+ieo0vjYhf7pHzHcDpwFFU8zNfBVwWEU9pHe+3/rrF7bfu6uY8q7T+usbts+7q5txv/T2iy2dIv3XYK/ag9Vjnc6+0DnvGHrAeu+U8SB3+G/Af2rbntB0btP7miz1o/XXLeVbf9acFJDMX3AZcA3yg7fEE1Rz/pzf8e1ZS/RE/t6F4uwPfB14AfBl4XwMx3wN8dQiv8f8EPtax77PA3wwYN6nmh519HFTrNby5bd9eVA3ck/qNO0+ZZ7bKrRok57b9T6D6gH8KcAtwyqBxqRam+2QD9TdX7BuAt3Xs+zbwF4WxH/W+aNXXQ8B/aitzWKvMsweJPU+Z36Wa+3npoHGBp7XqcP86f0N1YwP/C3jXgHU4V9zNwB90lLsH+K99xP8p8F+arL/2uE3VXbfYTdRfZ9wm6q5L7IHqj3k+Q5qow/liD1qPveIOUofdYg9Sjz3i9lWHwFnAdfMcG6j+usUepP7qxG3qPeg2+m3B9fBHxC5UvSdXzu7LzO2tx6sb/nWzl7x+2lC884C/z8wre5as76XAtRHxt1ENA/iXiHh1A3G/ARwTEb8IEBFHUn2z/2IDsds9iepE0V6fm6i+1A2jPhPYOGigqJa6/iSwPjP/bdB4bTF/E/h+RFzeqs9rGrxE+g3gpVENAYuIeD7wi1Q9YCU63xdHUfVGt9fhTcBtlNdhnffcXsB9mbltkLgRsRz4FPD6zLyrKMsusVtXGp8F/DgivhERUxHxlYiYq2esKGeqOjyxdZl+IiJOolrk8Mt1g0Y1XO8kqitCV9NQ/c0Rdy791N2csZuov864DdbdfK/HoPU332dIE3VY8vlUUo/zxm2gDueM3UA9dnstBqnDQ6IacvnDiLgofjZUs4n6my/2XErqb964DZ5DtQD0s9LusD0OWAJMdeyfovpG3IhW4+t9wNezcLWyeeKdRDW05JmDxurwC1RDb86hWmHtmcBfR8RDmXnhAHHfA+wJ3BQRD1O95m/JzIsGTbjD/q1/56rP/WlIa3jQ2cDFmXlfAyHXUC0w99cNxJr1eKqepdOBt7Z+x3HA/4iI52fmVwaM/6fA/0vVG7ON6tL2qzPzn+sGmOd9sT/wUGZ2fpEqqsM677mIeBzwttb/x6BxzwW+kZmX1Y1VM/YvtP49i+oy+nXAHwJfiogjMvPfB8j55cCnqXoUtwEPAidk5v9fI+YvUTU8d6XqpTwhM2+MiKcxQP3NF3eOcv3UXbfYfddfl9fi2a0iZ9F/3XXLeZD66/YZMtB7sOTzqaQea8QdpA67xe77PVgj537r8Bqq4TTfoxoacybw1Yg4gsHPofPGzsz7O/7/St6HveIOfA7VwrEQG/w7ynlU492Ke3Y6RcQTgb8Cjs3MOmOxS0wA12bmGa3H/9I6gbwWGKTB/3Lg94HfoxrD9zTgfRHxowG/SOxwEbEMuJRq+NDrGoh3FPBnwNMzs8lxi7NX1C7LzHNbP18XEb9CVZ9NNPifTXVV6FbgucB5rTqte9WpsfdFaeyI2BP4e+BGqg/yvuNGdd/CrwO1x07Xjc3P6vHDmXlB6+d/iYhjgFcBa/uMC9X9HHtTDTW4G3gZ1fjh/5iZ/9oj5veo3sd7Af8JuDAifq1GLr3MGbe90T9A3c2X85MZrP7mi9tE3XV7Pfqqv2F+hpTELqnHXnEHeQ/WyLmveqz5WvRVh5nZfnX8OxFxDdV5+OXAlvmeV0eP2I+M1S99H3aLGxE/oZlzqBaKUY8p6tyAXai+VXeOT76QqqHUxO/4AHA78KSG4r2MaijJtrYtqXpYtwFLBoh9K/DRjn2vA+4cMOfbqS7Tte97K3DTgHE7x/D/Qmvf0zrKfQX4q37jtu1fBnyO6mbWfRvK+ZS2umuvz4eBWwaIuwvVzddv7Sh3NlVP7yA570Y1RvQ3O8p9FPjHmjHnfF9QnfQT2HuOv803DhK77fgeVJfSrwR2LXgd5sv5fV3q8MsDxn5SK9Z/7tj/aeCiAeIe3Ir7lI79VwIf6uPv+krgw03U31xxB627HjkPXH/zxB2o7nrE7rv+6P0Zcky/dVgj9pJ+6rFG3Pf3W4c1Ys++1kX1WBC3qffgt4B1Tb8H22M3/T5sy7nR96Db6LcF18OfmQ9FxLepTnCfh0cufx9D9UHZt4gIqpPQCcDzMvPmAdOd9SWqu/nbXUA1E8vZmfnwALG/TjVjQLtfpDpRDGI5j53N4GGan7npZuAuqvq7Dh7phXgWcP4ggdt69g8Bnp+Z9wyW6iM+SdtYy5bLW/sveGzxelp/299iOPW5rLUV12mN98W3qb6oHEN1YzdRTSe5ivnHcteNPfv3cDnVTWYvzRo9nDXivofqy067fwXeCPzdgLFvoZq1aa56nPcemBpxl7f+bep9OQFMMkD99YjbV93VjH0mfdZfj7i30Efd1Yw9SP11/Qyh+oLYbx32/Hzqsx575Xw31RehdnXrsFfsH9JfPfaK29h7MCJ2p/oC8Ukafg92xG7sfdgR91KafQ9q1Eb9jWOuDTiRahaXV1BNL/hhqmko9xsw7gepbuj8Napxc7PbbkP4f/gyzczS80yqE8UZVJe5f49qWsvfHzDux6nGev8mcBBVI+QnVB8ApbF2p7rE/TSqHoA3tn5e1Tq+plV/s9OcfZ7qhN21F6JbXKrG7WVUH4RHdtTnLoPmPEf5W6gxS0+N1+IEqp74V7fq80+oek6e00DsL1PN1PM8qp7Mk6kuJb9u0PcF1ZezW4HnU92A9g2qsZ0Dveeo7iP5X1RT4x3cUWbeK2N1cp7jOXNeJerz9TgF2EQ1pOPJVMMAtgAHD/BaLAP+HfhnqmkGD6aagnc78Bs9cl5HNYTrIKr32LrW844dsP7mjdtv3dXNeYD66/VaFNddzdej7/qb53d9mUfPHtNXHfaKPWg9dsu53zqs+Xr0XY9dXotB3oPvpXpvHwT8CvD/UX2mrhy0/rrFHqT+euXcZP25jX4beQLzJlY1hG6l+sZ6DfCsBmLmPNvJQ8i/64mvMNaLqb5ZTwPfpboRc9CYe1Bdsru1dZL8AfAX1GgszxHrefO8rh9vHQ/gnVQ9/dNUvee/OEjc1glqvvp83qA5z1H+Fuo1+HvGpRpj+u+t1/064Lcaep33p+qturMV+ybgVCAGfV9Q3aB4HtWMMg9QzR+9/6DvuS7/TwkcNEjO8zynToOxVmyqm69vb70e36DHl7aar/MhVD2AU62419MxReA8sT/W+hudAX5M9R47tu14v/U3b9x+665uzgPUX8+4pXVX8Dr3VX/z/K4v8+gGbl912Cv2oPXYLed+67Bu7H7rscfr3O978BKqqw4zVJ1pl9D25WOQ+usWe5D665Vzk/XnNvotWpUoSZIkaRFacPPwS5IkSWqODX5JkiRpEbPBL0mSJC1iNvglSZKkRcwGvyRJkrSI2eCXJEmSFjEb/JIkSdIiZoNfkiRJWsRs8EuSJEmLmA1+SZIkaRGzwS9JkiQtYjb4JUmSpEXs/wCLQRbUFIqQ3AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"a = np.concatenate((K + 1e-6*np.eye(n_train), K_s.T), axis=0)\n",
"b = np.concatenate((K_s, K_ss), axis=0)\n",
"C = np.concatenate((a, b), axis=1)\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"sns.heatmap(data=C, cmap='Blues', ax=ax)\n",
"ax.set(title='Components of the Covariance Matrix C');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prior:\n",
"$$\n",
"X_* \\sim N(0, K(X_*,X_*))\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"for i in range(0, 100):\n",
" sns.lineplot(x=Xtest, y=np.random.multivariate_normal(mean=np.zeros(n_test), cov=K_ss), color='blue', alpha=0.2, ax=ax)\n",
" \n",
"# Plot \"true\" linear fit.\n",
"sns.lineplot(x=Xtest, y=f(Xtest), color='red', label='f(x)', ax=ax)\n",
"ax.set(title='Samples of Prior Distribution')\n",
"ax.legend(loc='lower right');\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Posterior:\n",
"\n",
"In a bivariate Gaussian:\n",
"$$\\left(\\begin{array}{cc}X \\\\ Y\\end{array}\\right)\n",
"\\sim\n",
"N\\left(\n",
"\\left[\\begin{array}{cc}\\mu_1 \\\\ \\mu_2\\end{array}\\right], \n",
"\\left[\\begin{array}{cc}\\sigma_{11} & \\sigma_{12} \\\\ \\sigma_{21} & \\sigma_{22} \\end{array}\\right]\n",
"\\right)\n",
"$$\n",
"\n",
"we have the following conditional distribution:\n",
"$$\n",
"(X\\vert Y=y) \\sim N(\\mu_1^*,\\sigma_1^*)\n",
"$$\n",
"with\n",
"$$\n",
"\\mu_1^* = \\mu_1 + \\frac{\\sigma_{12}}{\\sigma_{22}}(y-\\mu_2) \n",
"$$\n",
"\n",
"and\n",
"$$\n",
"\\sigma_1^* = \\sigma_{11} - \\frac{\\sigma_{12}}{\\sigma_{22}}\\sigma_{21} \n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This can be extended easily to the case when both X and Y are multivariate:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"mu = f(Xtrain).T.dot(np.linalg.solve(K+1e-6*np.eye(n_train),K_s)).squeeze()\n",
"sigma = K_ss - K_s.T.dot(np.linalg.solve(K+1e-6*np.eye(n_train),K_s))\n",
"stdv = np.sqrt(np.diag(sigma))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((50,), (50,))"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mu.shape,stdv.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10, 8))\n",
"sns.heatmap(data=sigma, cmap='Blues', ax=ax)\n",
"ax.set(title='Components of the Covariance Matrix');"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"for i in range(0, 100):\n",
" sns.lineplot(x=Xtest, y=np.random.multivariate_normal(mean=mu, cov=sigma), color=\"blue\", alpha=0.2, ax=ax);\n",
" \n",
"# Plot \"true\" linear fit.\n",
"sns.lineplot(x=Xtest, y=f(Xtest), color='red', label = 'f(x)', ax=ax)\n",
"ax.set(title=f'Samples of Posterior Distribution, sigma_f = {1} and l = {1}')\n",
"ax.legend(loc='upper right');"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '2 $\\\\sigma$ confidence interval')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"sns.lineplot(x=Xtest, y=f(Xtest), color='red', label = 'Test')\n",
"plt.plot(Xtrain, f(Xtrain), 'bs', ms=8, label='Train')\n",
"plt.fill_between(Xtest, mu-2*stdv, mu+2*stdv, color=\"#dddddd\")\n",
"plt.legend()\n",
"plt.title('2 $\\sigma$ confidence interval')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bayesian Optimization using GP"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"\n",
"import numpy as np\n",
"from scipy.stats import norm\n",
"import matplotlib.pyplot as plt\n",
"import itertools\n",
"%matplotlib inline\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"bounds = np.array([-1.0, 2.0])\n",
"noise = 0.2\n",
"\n",
"def f(X, noise=0):\n",
" return -np.sin(3*X) - X**2 + 0.7*X + noise * np.random.randn(*X.shape)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((300,), (2,), (300,), (2,))"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_init = np.array([-0.9, 1.1])\n",
"X = np.arange(*bounds, 0.01)\n",
"\n",
"Y_init, Y = f(X_init), f(X)\n",
"X.shape, X_init.shape, Y.shape, Y_init.shape"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": [
"plt.scatter(X, Y, color='red', s=2, label='Hidden samples')\n",
"plt.plot(X_init, Y_init, 'bs', mew=3, label='Initial samples')\n",
"plt.legend();"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def kernel(x, y, sigma_f=1, l=1):\n",
" return sigma_f * np.exp(- (np.linalg.norm(x - y)**2) / (2 * l**2))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def simple_acquistion_function(X, X_sample, Y_sample, xi=0.01):\n",
" '''\n",
" Let us use the simplest possible acquisition function ie the mean of the posterior distribution\n",
" Args:\n",
" X: Points at which mean shall be computed (m x d).\n",
" X_sample: Sample locations (n x d).\n",
" Y_sample: Sample values (n x 1).\n",
" xi: Exploitation-exploration trade-off parameter.\n",
" \n",
" Returns:\n",
" Mean of posterior distribution at points X.\n",
" '''\n",
" K = [kernel(i, j) for (i, j) in itertools.product(X_sample,X_sample)]\n",
" K = np.array(K).reshape(len(X_sample), len(X_sample))\n",
"\n",
" K_s = [kernel(i, j) for (i, j) in itertools.product(X_sample,X)]\n",
" K_s = np.array(K_s).reshape(len(X_sample), len(X))\n",
"\n",
" K_ss = [kernel(i, j) for (i, j) in itertools.product(X,X)]\n",
" K_ss = np.array(K_ss).reshape(len(X), len(X))\n",
"\n",
" \n",
" mu = f(X_sample).T.dot(np.linalg.solve(K+1e-6*np.eye(len(X_sample)),K_s)).squeeze()\n",
" Sigma = K_ss - K_s.T.dot(np.linalg.solve(K+1e-6*np.eye(len(X_sample)),K_s))\n",
" sigma = np.sqrt(np.diag(Sigma))\n",
" \n",
" fig = plt.figure(figsize=(10,8))\n",
" plt.plot(X, mu, 'r--', label='estimated mean')\n",
" plt.plot(X_sample, Y_sample, 'bs', ms=8, label='Known')\n",
" plt.plot(X, f(X), 'g--', ms=8, label='GT')\n",
" plt.fill_between(X, mu-2*sigma, mu+2*sigma, color=\"#dddddd\", label='estimated 2 $\\sigma$')\n",
" plt.title(\"# Sampled Points = {}\".format(X_sample.shape[0]))\n",
" plt.legend()\n",
" plt.show()\n",
" plt.cla()\n",
" plt.clf()\n",
"\n",
" return mu"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.9900000000000029 -2.2590094413176396\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5100000000000013 -0.9022679452714768\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0500000000000016 -0.3590927526328488\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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