{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(gp_marginal)=\n", "# Marginal Likelihood Implementation\n", "\n", ":::{post} June 4, 2023\n", ":tags: gaussian processes, time series\n", ":category: reference, intermediate\n", ":author: Bill Engels, Chris Fonnesbeck\n", ":::\n", "\n", "The `gp.Marginal` class implements the more common case of GP regression: the observed data are the sum of a GP and Gaussian noise. `gp.Marginal` has a `marginal_likelihood` method, a `conditional` method, and a `predict` method. Given a mean and covariance function, the function $f(x)$ is modeled as,\n", "\n", "$$\n", "f(x) \\sim \\mathcal{GP}(m(x),\\, k(x, x')) \\,.\n", "$$\n", "\n", "The observations $y$ are the unknown function plus noise\n", "\n", "$$\n", "\\begin{aligned}\n", " \\epsilon &\\sim N(0, \\Sigma) \\\\\n", " y &= f(x) + \\epsilon \\\\\n", "\\end{aligned}\n", "$$" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## The `.marginal_likelihood` method\n", "\n", "The unknown latent function can be analytically integrated out of the product of the GP prior probability with a normal likelihood. This quantity is called the marginal likelihood. \n", "\n", "$$\n", "p(y \\mid x) = \\int p(y \\mid f, x) \\, p(f \\mid x) \\, df\n", "$$\n", "\n", "The log of the marginal likelihood, $p(y \\mid x)$, is\n", "\n", "$$\n", "\\log p(y \\mid x) = \n", " -\\frac{1}{2} (\\mathbf{y} - \\mathbf{m}_x)^{T} \n", " (\\mathbf{K}_{xx} + \\boldsymbol\\Sigma)^{-1} \n", " (\\mathbf{y} - \\mathbf{m}_x)\n", " - \\frac{1}{2}\\log(\\mathbf{K}_{xx} + \\boldsymbol\\Sigma)\n", " - \\frac{n}{2}\\log (2 \\pi)\n", "$$\n", "\n", "$\\boldsymbol\\Sigma$ is the covariance matrix of the Gaussian noise. Since the Gaussian noise doesn't need to be white to be conjugate, the `marginal_likelihood` method supports either using a white noise term when a scalar is provided, or a noise covariance function when a covariance function is provided.\n", "\n", "The `gp.marginal_likelihood` method implements the quantity given above. Some sample code would be,\n", "\n", "```python\n", "import numpy as np\n", "import pymc3 as pm\n", "\n", "# A one dimensional column vector of inputs.\n", "X = np.linspace(0, 1, 10)[:,None]\n", "\n", "with pm.Model() as marginal_gp_model:\n", " # Specify the covariance function.\n", " cov_func = pm.gp.cov.ExpQuad(1, ls=0.1)\n", "\n", " # Specify the GP. The default mean function is `Zero`.\n", " gp = pm.gp.Marginal(cov_func=cov_func)\n", "\n", " # The scale of the white noise term can be provided,\n", " sigma = pm.HalfCauchy(\"sigma\", beta=5)\n", " y_ = gp.marginal_likelihood(\"y\", X=X, y=y, sigma=sigma)\n", " \n", " # OR a covariance function for the noise can be given\n", " # noise_l = pm.Gamma(\"noise_l\", alpha=2, beta=2)\n", " # cov_func_noise = pm.gp.cov.Exponential(1, noise_l) + pm.gp.cov.WhiteNoise(sigma=0.1)\n", " # y_ = gp.marginal_likelihood(\"y\", X=X, y=y, sigma=cov_func_noise)\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## The `.conditional` distribution\n", "\n", "The `.conditional` has an optional flag for `pred_noise`, which defaults to `False`. When `pred_sigma=False`, the `conditional` method produces the predictive distribution for the underlying function represented by the GP. When `pred_sigma=True`, the `conditional` method produces the predictive distribution for the GP plus noise. Using the same `gp` object defined above, \n", "\n", "```python\n", "# vector of new X points we want to predict the function at\n", "Xnew = np.linspace(0, 2, 100)[:, None]\n", "\n", "with marginal_gp_model:\n", " f_star = gp.conditional(\"f_star\", Xnew=Xnew)\n", " \n", " # or to predict the GP plus noise\n", " y_star = gp.conditional(\"y_star\", Xnew=Xnew, pred_sigma=True)\n", "```\n", "If using an additive GP model, the conditional distribution for individual components can be constructed by setting the optional argument `given`. For more information on building additive GPs, see the main documentation page. For an example, see the Mauna Loa CO$_2$ notebook." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Making predictions\n", "\n", "The `.predict` method returns the conditional mean and variance of the `gp` given a `point` as NumPy arrays. The `point` can be the result of `find_MAP` or a sample from the trace. The `.predict` method can be used outside of a `Model` block. Like `.conditional`, `.predict` accepts `given` so it can produce predictions from components of additive GPs.\n", "\n", "```python\n", "# The mean and full covariance\n", "mu, cov = gp.predict(Xnew, point=trace[-1])\n", "\n", "# The mean and variance (diagonal of the covariance)\n", "mu, var = gp.predict(Xnew, point=trace[-1], diag=True)\n", "\n", "# With noise included\n", "mu, var = gp.predict(Xnew, point=trace[-1], diag=True, pred_sigma=True)\n", "```" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Regression with white, Gaussian noise" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:12:49.739412Z", "start_time": "2017-09-04T05:12:48.977594Z" }, "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import scipy as sp\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:12:56.120937Z", "start_time": "2017-09-04T05:12:49.877135Z" } }, "outputs": [ { "data": { "image/png": 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5ee19dlWlqjtHM30iImIn/R2S9hauS0C3VMC1H0JljXX8wdHQPcWemKJdVCb911xzDe+88w5ffvklu+22W5vvf+CBB/Liiy+2ePttt93GDTfcUHfdMAzcbvdOxRpNVKrWVEctd9AHh53jdDr1sxIREdvo75C0p3CdkLtzBvy60Tp2xTA4pI8d0cSGqCrvDwaDXH311bz55pt8/vnn9O3bd6ceZ8GCBWRnZ7d4e1JSUt2btN6s66lUzaqjlzuoVFVEREREaoXjEtC3lsJrS6xjQ3rCTSPtiSdWRNVM/1VXXcVLL73E22+/TdeuXVm3bh0AaWlpdO7cGTBn6desWcMLL7wAwEMPPUROTg4DBw6koqKCF198kTfeeIM33njDtu8jnO2oVF0zzvXC9eyqiIiIiES/cFsCuroUbv/COpaaCI+MgYR4W0KKGVGV9D/55JMAHH744ZbxKVOm4PF4ACgqKmL16tV1t1VUVHDTTTexZs0aOnfuzMCBA3n//fcZO3ZsR4UdMVpbqq7qB5OWO4iIiIiIncJlQq6yGq75EDZXWMfvOgL6dLMlpJjiCAaDQbuDiHSGYZCWlkZpaWnUJruGYZCfn29pBOJyuZg0aVLUfs+hoC0MRURERCTW3TMLnpxvHTtzANw/2p54okVr89ComumX9qNS9Z0TLmdXRURERETs8I0PnmqU8PftBhMOtyGYGKWkX1pFpeo7T8sdRERERCQWlW6DGz6BhqXlCXHw6HHQJdG2sGJOVHXvl/ajzvwiIiIiItJawaDZuK9os3X85oNgcA97YopVmumXVlOpuoiIiIiItMZby+Ddn61jB7nhsqH2xBPLlPRLm6hUPXxtqzK/JsWDw2FvLCIiIiISu3wG3NFoe760JHjgGIjT59QOp6RfZDsMw6CkpITMzMywOtlRVQNLN8CCdX9ciuDXjeZtcQ7okgCdE8yvKQ0u3VNg9B4wup/ecEVEREQk9Kpr4IaPYVOj7fkmHwXZXe2JKdYp6RdpQbhst1ddA2s3w0/r65P8H36HrVXNH18TNN9kG7/R1npjCfRLhyuGwSn9ITG+/WK3U7iesBERERGJZk/NhzlrrWOnD4Dj97QnHgFHMBgM7vgw2Z7W7o8ordeeCVt5FRSsg6998HOJmSTHOcCB+TXOAVVbDb59IZ9tpcVkZrmp2ehj914u/jl5En16hv7/uCYIv2+Gwo2wcqP5tfayuhQqqkP+lABkp8LleXDOwI7roNoRyXi4nLARERERiSU//g6nvGpWpdbazQkfnQddk+yLK1q1Ng/VTL+EnVAnbDVB+KnYTPK/Xm2eedzWwix5raqSEjauCRDndLNuYwo1FW5+/KGIrx/3k+12smcG7N0d9sqAPTMguRNUBc1Z+eo/vtYEzTe86iBsrQT/VghsM7/6t8LGbeDfBoGtsKEMytspsd+eos3wjy/hkTng2c+8pHduv+friGTcMAy8Xi/FxcV120t6vV5yc3N1Uk5ERESknWythL9+bE344xzw0Ggl/HZT0i9hJVQJ2++b4bNCmOWDb3xmst0WcV0yiUtJp3qjD7q5qd7oIz7VRVyXDIrLoLgMvvmtjd9cO8hJg6HZMCQLhvaEtGQoq4QtlebX2suWP8r93/0Zlmxo+jgbt8FD38G/58O5g+CK4dCzS2hj7ahkvKSkhEAggNvtJiUlBbfbTVFREX6/X0m/iIiISDuZ9BWsCFjHrhwO+/e2Jx6pp6RfwsrOJmzBIPzih49XwPRf4fvfdy2OuGQnqQd42DzHS41RRHyqi9QDPMQl25c0OhNhv6w/Evw/LhltnJW/cjjMWAVPzG261gpgy2aDpz8r4YU5mVx8oJO/DIPMlNDE31HJeGZmJunp6fh8vrqTCy6Xi4yMjJA9h4iIiIjU+6wQXvzROrZvD7huhD3xiJWSfgkrbUnYqmtgXhF88keiv6q09c/jAAb2gJG7QXqyWYrf5DI8jy3H5LKqyM+aygxWlTvbbW19rc6dIKcb9P3jktPga/eUXd+Kz+GAI3LMy9y18NQ8+LTQvK3CV2Ce5CgLEJeSzuO/e/jfj3lcvB/83zDolrxrz91RybjT6cTj8eD1eikqKsLlcuHxeDTLLyIiItIONpTBzdOtY507wcNjICFKG0ZHGjXyCwE18gut7a373lYFs1bDRyvMM4r+ra1/3L7d4CC3eRm5W9vXrlfVmCcWfi5pcPHDqo3m7fFxEP9HI8BOcebX+Djo5ICkTubJhYzO5vOmJ5tfM/4Y65ZsNjnp2WXXE/u2WrYBHv7S4MWH8qnaXEx8g+UM3Y6fRFyyk66JcOlQ8+LchTVZHdlgzzAM/H4/GRkZ+r0UERERaQflVXD+NHMyqaG7j4TzB9sTUyxpbR6qpD8EIjHpL68ym7j9ZsCaTbDmj6+/bzET0H7pf1wyYI9u5p7vHalhwhaX7OSLlfDRcvhipblevTWciXB4Dhyyu5no946M/xpbFBYWcuOt41gTzObnTSlUlZdRYxTRbexEOmXm1B2XlgR/HmY2/NvZbv9KxkVEREQiXzAIN02H15dYx4/uC8+e2PETWbFI3fulzqZyeGyumdTXJvnFW6C1Z3scmAlzv3TITYc9M+GA3ubJgPb6Za5KcPLdFicffW8242ttWX12KozuB6P3MGOM1j3oQy0zM5PdeqaTVOxj6J5uZvzoY22K2biwodJyuO8bmLIQ/n4wnNq/7a8Bp9OpZF9EREQkTOzsdspPzW+a8Genwr1HK+EPN5rpD4Fwn+nfVgV7Px76x+3dFQ7eHQ79YyZ9V7Z6W7fZLAuas8b8unRD609KDOhuJvnH9INBLr3J7KzGpfdHnebh0615vPtzy/8Xw7JhwuEwuEcHBhphdvYPqYiIiEh729mllx8thz+/bx1LSYDXz4SBrnYKVppQeX8HCvekH2DY07ChDevf28oB7Nuz/iRAv3Qz+XbQ9CsOs9KgYZLvM9r2XPv3gmP7mbP6u6e1x3cUm5orvV+2Af71rdlHoTkOzG3+/jaq7bsJRLuO7GEgIiIi0haGYZCfn2/ZTtnlcjFp0qTt5jSL1sMZr8HWqvoxB/D0CeZnc+k4Ku8Xi97O5pP+ronmjH1vp/k1K9XswLkiACv88Num1j1+EHObvO9/h8fnhjR0ABLiYJQbjss11wm5QryHvJiaK73fuzv8+wTzDf6+b2DmKut9gsBLi+D9X+DGkWbTlk5xHRdzuDIMA6/Xa/lD6vV6yc3NDduTgyIiIhI7dmY75d83w6XvWhN+gFsPUsIfzpT0x4gT9zLXuPfuanaJr03003bQiX1rJfy60TwBsNwPywMwb63Z8K+9de5kNuIb0w+O7LtrXeObo7LrthnUA54/GT4vhAlfNt0isbQcxs2AlxfB+MPgwN1sCTNs7MwfUhEREZGO0tbtlLdWwmXvmstyGzpzH7PRs4QvJf0x4vKdrCjunGCuy2m4NicYhF/88OUq+HI1fLfG7Buwq5xJMDzbLN3fvzfs28Pc6q49qOx65zgccNQecNDu8GyB2SCy8ZneJRvg7DfgkiFms79Y3Z+1rX9IRURERDqS0+nE4/Hg9XopKirC5XLh8XianZyoCcINn8AP663jI3qb2/Opp1Z405r+EIiENf3taVsVzC+Cr/44CfBTcevul5UKB/Qyk/wDesNemebe9u1tZ9cvSVNrN8Hds+Ddn5u/fURvePy42F2OoZNLIiIiEu5as53y/bPh0TnWsT5p8NbZ6ulkJzXy60CxnvQ3VlZplv8EMasC4I9/1/4Dc/Y3Pdmes4KFhYWMGzeO7OxsUlJSKCsro6ioiIkTJ5KTk9PxAUWBb3+DO2fA0pKmt2Wlwr+PhyFZHR5WWGjNH1IRERGRcDVtKVz3sXXMmQjTzoZcFTDaqrV5qNptScilJEBmCnRPMWd4XV2gRxfo2QV6ppqXjM72lQE1LLsuKyvD5/ORnp6usutdcOBu8P555lr+pEbl/Os2w5mvm2v9Y5HT6SQnJ0cJv4iIiEScmavgb9OtY/EOeGKsEv5IoqRfYk7t+iWXy7XD9UvSep3i4OIh5v6svVKtt1VUw62fwW2fQXkI+j+IiEjsMgyDwsJCDKMN+/2KSJvNXQv/9x5U1ljHJxwOh/SxIyLZWSrvDwGV90cmlV23nw1lcNWHZtl/Y0Oz4KnjzbJ/ERGRtlCvFJGO8VMxnPM6GBXW8YuHmJWdEh5U3i+yAyq7bj/dU+B/p8JlQ5vetmAdHP+SueuDiIhIaxmGgdfrpbi4mOzsbIqLi/F6vZrxFwmxXwNw4bSmCf/Je8O4Q+2JSXaNkn4RaRed4uCOQ+GRMZDcaOvFDVvh/DdhxkpbQhMRkQhUUlJCIBDA7XaTkpKC2+0mEAjg9/vtDk0kaqwxzM9oG7Zax4/qCw8c0zE7bUnoKekXkXZ18t7w1lmwe5p1vLIGrngfCorsiUtERCKLGvGKtK8NZfCnabB2s3X8wN3Mxn0J8c3fT8Kfkn4RaXcDXPDuOXBYo6YvW6vg4nfg52a2+hMREWlIjXhF2k9pOVzwFvy60Tq+bw947sSmVZsSWdTILwTUyE+kdapr4PpP4O1l1vHsVHjjTOitXx8REdkBNeIVCa2tleYM/7xG1Zd7ZsCrZ5hbbUt4UiM/EQk78XFw/zFNZ/yLNptnl/1bm72biIhIHTXiFQmdimr48/tNE363E148VQl/tFDSLyIdKjHe3LJvaJZ1fEUAPG/Dlorm7xeutF+0iIiIRKo7Z8DMVdYx1x+7MGl75eih1RkxxDAMSkpKyMzM1NlxsVVKAnhPhjNeg18aNF3+/nfzbPNzJ0JSBLw7ab9oERERiVTTlsJLi6xjaUlmwt+nmy0hSTvRTH+MKCgoID8/n3HjxpGfn09BQYHdIUmM65YM/z0Fene1jn+1Gm6cbq7/D2faL1pEREQi1XI//P1z61jnTvD8KbB3d1tCknakpD8GKDmRcJXdFf7bzHqxd3+GO2dCOLcZ1X7RIiIiEom2VsKVH0BZpXX87qOaLr+U6KCkPwYoOZFw1i8dvCeZJf+1arYZTPmikH9+Eb4nprRftIiIiESiO2bAskbbJZ87CE7rb0s40gGU9McAJScS7vbLgmdOgIQ4qPAVsPH9fDZ+MI5J4/P578fhuRRF+0WLiIhIpHltsXlpaJ/uMP4we+KRjuEIBsO5gDYytHZ/RDup4ZhEglcLDC67Lp+qzcXEd3NTvdFHtwwX816ZRK/u4fm7pf2iRUREJBIs2wAnTYVtVfVjXRLgvXNhj3T74pKd19o8NAL6Y0so5OXlkZubq+REwtr+6SXs3SXA0k5u4hJToJub0o1F/OMjP0/9KTxfs06nU79PIiIiEta2VMBfPrAm/AD3Hq2EPxaovD+GOJ1OcnJylKBI2MrMzGREbjpp5T5qKsqo3ugjLiWd99dkMP1Xu6MTERERiTzBoNmpf0XAOn7BvnDiXvbEJB1LSb+IhA2n08klF3s4ZpCLuM1FxKe6SD3AQ1yyk1s/hQ1ldkcoIiIiElle+QneWmYdG9QD7jjEnnik42lNfwhEwpp+kUhiGAbPz/Zz38IM4pLrf6dG7wFPnwAOh43BiYiIiESIxcVwylQor64f65oI758LfbrZFpaESGvz0Kic6X/iiSfo27cvycnJDBs2jK+++mq7x8+cOZNhw4aRnJzMHnvswVNPPdVBkYq0jmEYFBYWYhjhu4VdKDmdTq4encPoAdY3r09+bdpxVkRERESa2loJV35gTfgB7jtaCX+sibqkf+rUqVx33XXcfvvtLFiwgEMOOYTjjjuO1atXN3t8YWEhY8eO5ZBDDmHBggX8/e9/59prr+WNN97o4MhFmldQUEB+fj7jxo0jPz+fgoLw3MIu1BwOuOcoyOxsHR8/E1aX2hOTiIhIW8TaSXsJL0/Mg8KN1rGLh8DYPe2IRuwUdeX9I0aMIC8vjyeffLJubMCAAZxyyilMnjy5yfG33HIL77zzDkuWLKkbu+KKK/j++++ZPXt2q55T5f3SXgzDID8/n+LiYtxuNz6fD5fLxaRJk2LmtfbJCrj8PevY/r1g6ukQH3WnLUUkFAzDoKSkhMzMzJh5r5Two+2SxU6rS+Ho/1pn+ffrCa+fCYnx9sUloRWT5f0VFRXMnz+f0aNHW8ZHjx7NN9980+x9Zs+e3eT4Y489lnnz5lFZWdnsfcrLyzEMw3IRaQ8lJSUEAgHcbjcpKSm43W4CgQB+v9/u0DrM6H5w1j7Wsblr4ZnYKHgQkTaK1eooCS+GYeD1eikuLiY7O5vi4mK8Xq8+M0qH+ceX1oQ/3gH3H6OEP1ZFVdK/YcMGqqur6dmzp2W8Z8+erFu3rtn7rFu3rtnjq6qq2LBhQ7P3mTx5MmlpaXUXt9sdmm9ApJHMzEzS09Px+XyUlZXh8/lIT08nIyPD7tA61J2HgbvRycv7Z5vNacSkElIRJVqRIFbeq3TSXuz0xUqabHV80X6wV6Yt4UgYiKqkv5ajUWvvYDDYZGxHxzc3Xuu2226jtLS07uLz+XYxYpHmOZ1OPB4PLpeLoqIiXC4XHo8n5spVUxPhwdHQ8Deysgau/xi2VdkWVtjQzKaISYlWeIul9yqdtBe7lFfBhJnWse6d4boD7YlHwkMnuwMIpe7duxMfH99kVn/9+vVNZvNrZWVlNXt8p06dyMxs/nRYUlISSUlJoQlaZAfy8vLIzc3F7/eTkZERcwl/rf17wxXD4Mn59WNLS+CR7+Dmg+yLy24NZzZr+z54vV5yc3Nj9rUisathotWwD4oSLfvF2ntV7Ul7r9cb0yftpeP9Z2HT5n23HARpSl1iWlQl/YmJiQwbNozp06dz6qmn1o1Pnz6dk08+udn7jBw5knfffdcy9sknnzB8+HASEhLaNV5pX9HUyMnpdEb89xAK1x8IM1fB4gYrb56aDyfsBfu47IvLTs3NbBYVFeH3+/WakZijRCt8xeJ7lU7aS0dbtxkemWMdG5oFZ+zT/PESO6Iq6Qe44YYbuOCCCxg+fDgjR47k6aefZvXq1VxxxRWAWZq/Zs0aXnjhBcDs1P/YY49xww03cPnllzN79myee+45Xn75ZTu/DdlF6pgbnZI6wYPHwgkvm+X9ANVBuPlTeOts6BSVC5a2TzObIlZKtMJTrL5X6aS9dKS7Z0FZgz7kDmDCYRDX8ipniRFR9xH57LPP5qGHHuIf//gHQ4YM4csvv+SDDz6gT58+ABQVFbF69eq64/v27csHH3zAjBkzGDJkCBMnTuSRRx7h9NNPt+tbkF2kRk7RrX93+Mtw69iP681ytlikvg8iTTmdTnJycvR7EEb0XiXSvr5bA28vs46dPRD2y7InHgkvjmBt1zrZaa3dH1E6RmFhIePGjSM7O5uUlBTKysooKipi4sSJ5OTk2B2ehEB5FYx9GZY36M2V3Ak+OR/6dLMtLFsZhqGZTREJe3qvEgm9qhqzCnJJg+WPziSYcSFkptgXl7S/1uahUTfTL6KOudEvqRPce5S1m/+2Krjtc4jV05ia2RSRSNAR71Wxsi2gSK3//WhN+AFuHKmEX+op6ZeooxLC2DC8F1ywr3Xsax+8ttieeERExH6xtC2gCEBJGdw/2zrWPxP+NNieeCQ8RV0jPxFQI6dYcctBMP1XKNpcPzbxKzg8B3p0sS0sEYkC0bQDTKiE+88k1rYFFAH452wwyq1jEw6PzObG4f4eE8mU9EvUUsfc6JeaCHcdCZe8Uz9mlMP4mfDEWPviEpHIph1gmoqEn0ksbgsose2H3+GVRdaxk/aCA3ezJ55dEQnvMZEsAs8BiYjUO6qv+Qeuofd/gU9W2BOPiEQ27QDTVKT8TNTTR2LN3bOgYSujlAS4/RDbwtlpkfIeE8mU9ItIxLvzMOiWbB3L/6JpuZuIyI40N1scCATw+/07vnM7CIemdOH2M2mJevpILFm4Dmb/BjXbDKpKCqnZZnDN/pCVandkbRcp7zGRTOX9IhLxuqfAnYfC9Z/Uj/2+Be6ZBXcfZV9cIhJ5Gs4W164Ld7lctswWh0u5azj9THZEPX0kVvx7PlT4Ctg8x0tNWYDUtHTyjvAAkVcSH0nvMZFKM/0iMSIcZova06n94bA+1rH/LYJvf7MnHhGJTHbNFtcEYe0m+MYHLy+C8R8bXDTey2vzipm+Pptp84u58i4v/5tnsCJgHt9RIm0GfXvbAvq3mkvA7v0aHpljromO1a1eJXIVBuD9RQab53ip3lxMnDOb3TsV89KLkVkSH2nvMZFIM/0iMSBcZovak8NhNvUb/SKUVdaP3/IpfHAedEm0LzYRiSwdMVtcE4TPC+HNpbCsBHylUF5df3tVSQkb1waIc7qJc6SwJcmNf1URN7/jp1Omk66JMLAH7NsD9u0JQ7LA3Y6fjyN1Br10G3y3xiyD/sYHS0ustz8wG3qlwrG5MKYf7N8L4jUlJmHumQKo3lJCTVmA+G5uOndOYdTebvzFkdu4MlLfYyKFkn7pcNqOo2PF0hZGbif8bSRM+LJ+bGUp3DkT7j/GvrhEJPK01w4wm8rhtcXg/R5WlbZ8XFyXTOJS0qne6INubqo3+ohPdRHXxSx33VRhVjI1rGYa3ANO2RtO3Bt6tsO2pZGwK04waCb4n680v/603trorDlrN8OUheYlszMcsweMyYVRu0GSPimLzRp/bi7eAq8vsb5H7J3lZn1R5JfER8J7TKTSW5l0qFiYcQ43sbaF0UX7wTs/w4J19WOvLYZDd4eT9rYvLhGJbSs3mon+a4thc8WOj49LdpJ6gMdcr2sUEZ/qIvUAD3HJLb9v/7jevNw1Cw5ymycAju0HXZNC932Eq9JyeGMxvPgjrAjs/OOUbIVXfjIvqYlw/mC48UAl/2KP5j43f7Ytj/Lq+veIrXO99KwpwtVDJfHSMkcwqJVMu8owDNLS0igtLdUv2nYYhkF+fr5lxtnlcjFp0iT93NpRLP7cV22EsS9bP1h3TTTL/HdPsy0sEYkxwSDMWg1TvjdL+VvzgatzJ8jpZr5X5XQDV7xBQrmf32sy+GWLkx9+NxuVtlZSvDlzfUp/80RASsJOfjNh6sf18N8f4O1lsK2qdfdJSYC8LPjNMKvBdmT/XvDv4yEzZddiFWmL5j6/pWW4+DJ3Elvi6j+/nZJjcP1+KomPVa3NQ3fpvGV5eTlJSTFw+lhCItZmnMNFbXMUr9cbM81R+nSDiUfA9R/Xj22qgL9+DK+dAZ20XlNE2lEwCF+shPu+gSUbtn/sXikGY3qXkLdHJgPdTlwpZo+Ses4/LvV+32wmuz/8Dj+sN7fuCmxr/vHLq+G9X8wLQI8ukPPHCYWGlz5p5sx2S99P8I+v4bDefVuV2Yzvvz9Yq7pakhQPw7JhpBtG7gb79YTEePP7+bkEPloBHy2HxS38X81dCye9As+dBP27h/Z7EWlJc5+bv1xURGmm2dej1jWHOMnJiN7PdBIabUr6P/74Y15++WW++uorVq9eTU1NDSkpKeTl5TF69GguvvhievXq1V6xSoSL1u04IqFHQSw2RzmtP3y1ymySVaugCB76Dm4aaV9cIhLdvl8Hd3+9/Z1D4hwweg8YFV/AvA+8LPwywKr0dNI8Hnq0Yslbz1TzcvQe5vWqGrNJ3VvLzOR1S2XL912/xbzMWdv0ttREs8FgTdBMiKuD9ddrpSfXnyTI6WaeZK09iZCe3PiERWj4t5onOb7/HX783WzMV1q+/fvkZsDxuWaiPzQLkpv5xOtwwN7dzctfR8Dq0voTAPOLrMf+tglOexUeGVP/cxdpT40/N69a7WNluYuELvWfm0fvYb7WRXakVeX9b731FrfccgulpaWMHTuWAw44gN69e9O5c2f8fj+LFi3iq6++Yvbs2Xg8HiZOnIjL5eqI+MOCyvtbL9rW9Efb9xNtNlfA2JeszbIcwMunm7M9IiKhsmoj/HM2vPtzy8c4k+CcgXDhfpBG+yy92loJnxbCW0thxirzhEBH6ZpoLkvo1RWyUs2u+FldITvVvGSlNk2+q2vMaoTyKnMGv7za3Lqwtorh+9/NMvzW6BRnduD/075wYO9dOwHxUzFc9o7Z5K8hB3DrwfDnvPY5wSHSUMPPmSXBdBZkeUh013/OfONMGK751pjW2jy0VUn/AQccwB133MHxxx9PXFzLdV1r1qzh4YcfpmfPntx44407F3kEUtLfNoZhRMWMcyyulY9E36+D016zfvDNSoWPzoP0zvbFJSLRoaTM3O/9fz9CZQsJdr90uHgInD6gfk19YWEh48aNIzs7m5SUFMrKyigqKmLixInk5OSEJLbaPenfWmrOXIdDE6f0ZIh3mMn9tqqWf2ZtkZ0K5w6CcwaFdteC9Vvg/95rfgnBGQPg7iPV4E/an1lR6ufSTzNYUVb/+XJ4Nrxxlo2BSVgI6Zr+OXPmtOpJe/fuzX333de6CCVmRct2HOpREBn2yzK38Zv8df3Yus1wy2dmY6ZwmKmJhCUiImK1tRKeWwBPzm+5G3+vVLhplNlFv/Fa+I5Y8pbRGS7Y17xsrTTL11eWQuFGszJh5UazEmrtpo47IdBS74Gdccju5vd2VN/26dXSowu8cjrc+hlMW2q97fUl5s/v3ydAdzX4k3bkdDqZV+JkRZl1/C/D7YlHIlObz09u3bqVzp2bnx4rKioiOzt7l4MSiQTR2qMgGv3fMPhqNczy1Y99vMLc2umCfe2LC7RERCTSVNWY2+7961tzJrg5ziS4an84ra/BltIStmxuekKvo5usdk6oX7/e2LYq84SAUW6enIjD7DsQ1+jfNTWwZpN5omDlRvOyuhRWG+2/jCC5Ewx0mU34Bvc0O+q7O+AcaXIneHA07JVhNmZseHJkXhGc/ApMORn2ymz/WCR2/Xu+9XpuBhzZ155YJDK1ecu+/v3789JLLzX5UPr666/zl7/8heLi4pAGGAlU3h+7lLBFjt+3wJj/meWutZLi4d1zmv8Q3BG0REQkcgSDMP1XuPcbWO5v/pjEePDsZyb8vy5u3d+HaFjyVlVjVgus3GieFCjaBEWbzaqqtZvN69trLthYYjz0z4R9e/5x6QF7Ztq/88onK8xdYMoafS9ZqfDheWZlhUioLVgHp0y1jv3zaDhroD3xSHhpty37jjnmGEaNGsX48eO55ZZb2LJlC1dffTWvvfYa99xzzy4FLRJpYrErfqTq2QXuPwYuead+rLwarv7ITPyb6+zc3rRERCQyzFsLk2eZM7vNcQCn9ocbR8JuTvNDmNfrtZzQ83q95ObmNjvjH+m/753izAZ+u6e1fMymcvNEwO+bzWVVSZ0gOf6Pr52s15Piw2PpVWOj+5mN0y571zy5UWvdZrjxE3NLv7gwjFsi21PzrNd7doGT97YnFolcbf6Y++ijj3L88cdz8cUX8/7777N27VqcTidz585ln332aY8YRcJaNHxgixVH9TWbaU1ZWD/2cwlc/DY8c2LLe1S3Fy0REQlvy/1mSffHK5q/vWabwfC0Em4dncmIPer/DuiEXlNdk8xLpJfB7+OCt882E/+Fv9ePf74SnimAPw+zLTSJQr8Gmr7/XDJUDSSl7XaqUGr06NGcdtppfP311/h8Pu655x4l/CISEW49CPZpVM7/zW9w/puwMYQNplqjdk2vy+XqkDW9ItI6G7fB3z+D0S+2nPDvtrmAEUvzSf16HP97KJ+CgoK62xqe0CsrK8Pn85Genq4Teq1gGAaFhYUYRiv36bOBq4t5otjVqIHffd9AQQvVICI745kCax+Jrolw/iDbwpEI1uY1/StWrOC8885j3bp1PPvss8ycOZP777+fa6+9lrvuuouEhIT2ijVsaU2/SGRZ7jfXx21q1HF770z476mh3fKpNaJhTa9INAgG4b1fYPwM2LC1+WPcTrhqX4NvvPls2NByPw71fGm7SPuZzVoNf5pmTcp6d4UPzoNuybaFJVFi/RY4eIq5FLHWX4bBrQfbF5OEn3Zb0z9kyBCOP/54Pv74Y7p168YxxxzD2LFjufDCC5k+fToLFizYpcBFRNpbbga8fDpc+Ja1sd+yEjjjNfjfqdtfmxpqWiIiYr81BuR/YZZpNyc9Ga49AM4fDGt9JXywcfvl++r50jZt6YMQLg7eHa45AB5psLP1mk1w03R45oTw7EsgkeP1xdaEPzHeXKIosjPaXN7/xBNP8Morr9CtW7e6sVGjRrFgwYKwPhsrItLQ4B7w2hmQnWodX10Kp79mrvUXkehXXQPe7+GYF5tP+JM7md34v/TUr6Vtbfm+0+kkJycnbJPWcNJcH4RAIIDf38JWCWHiuhFwYG/r2PRf4T8LbQlHokQwCK8vsY6dvBf0TG3+eJEdaXPSf8EFFzQ73rVrV5577rldDkhEpKPkZsDrZ0JOo1n99VvgzNfh+3X2xCUiHePnEvMk350zmt9SbvQeMONCuHkUOJPqx9WPI/QitQ9CfBw8PKbpdn2TZ+lviOy873+HFQHrmLbok13RqjX9s2fPZuTIka16wC1btrBy5UoGDoydV6bW9It0PMMwKCkpITMzc5d/74q3mKX+izdYx7skwLMnwij3Lj28iISZ8ip4bC48OQ8qa5re7kqBfxwOx+Vuv0Rb/TisdvV9OdLW9Dc0YyVc9LZ1zO2E98+DtKRm7yLSovwv4L8/1F/fPQ2+vEhLRqSp1uahrUr699xzT3Jycrj88ssZO3YsqalNa0sWL17Miy++yJQpU7jvvvtarAiIRkr6RTpWe3wwLN0Gnneadl5OiocJh8PpA8z1dCIS2YxyuGCadbu1hs4ZCH8/GNLUiK1NQvW+HMknUu79Gp5otKf6cbnw5Fgla9J65VWw/7NQWl4/dv0IuO5A+2KS8NXaPLRV5f2LFy/m5JNPZty4caSnpzNw4ECOOeYYTjzxRA4++GC6d+/OsGHDWLVqFdOnT4+phF8kloTDVkoNmz1lZ2dTXFyM1+vd5ZjSks0Gfofubh0vr4ZbP4PDvPCfBVDWTAmwiESGskq4+O3mE/6+3eCV0+Heo5Xwt1Uo35cjuQ/CDQfCsGzr2IfL4YUfmj9epDmfFVoTfoDTBtgTi0SPVnXvT0hI4Oqrr+bqq6+moKCAr776ipUrV7J161b2228/rr/+eo444oiwX3clIjsvXMoum2v21Lhr9s5K+aOc/68fmx/UGlq7GSZ8CQ/PgYv3g4v2g/TOzT+OiISf8ir483swr1E1T6c4+HMeXDvCbNonbdee78uRJCEeHjsOjnsJNm6rH5/0FezfC/Zx2RebRI43GjXwG9G7Y3cUkujUqj9v77zzDscddxwJCQnk5eVFzPoqEQmNcNpKqWGzp4b7Y4fqpGNSJ/ND2+2fwys/Nb194zZ48Dt4aj6cNwguy4NeXUPy1FRWQ2CbuY1gyVYI/PHVv9VsMpYYZ36oTIw3vybEmcsPasf2zIAB3VVGKtJYVQ1c+xF8udo67kqB50+BgUrGdkl7vy9Hkl5d4YFj4NJ368cqquH2L+CNMyFO78+yHcVb4IuV1rEzNMsvIdCqpP/UU09l3bp1uFwu4uPjKSoqokePHu0dm4iEiXCaxantmu31etuta3anOLjnKBjdD56Y23RmEGBrFTy3EJ7/AYZmmZ29uyRAamL9pfZ6pzjYVGGuJTbK6/+9qbx+zL/N/Lqrhmeb24sdkaPkXwSgJgi3fAofrbCOd/tjSc/e3e2JK5p0xPtyJDl6D7hsKDy7oH6soAjeXAJn7GNfXBL+3l4G1Q26rXXuBGP3tC8eiR6tSvpdLhfffvstJ554IsFgEIc+SYrElHCbxcnLyyM3N7ddmz05HHBUX/Myd43ZnKm5PbyramDu2pA//U6bVwQXv2OWkV69P4zpZ24pJRKLgkGYMLPpftepifDCyUr4Q6kj3pcjyd9GwfRfYVVp/djkWXBMP3Xzl5Y1Lu0fk2u+X4nsqlZ9FLziiis4+eSTiY+Px+FwkJWVRXx8fLMXEYk+4bgndUc2e9q/N0w5GT4+H07tD/ERcN5zcTFc+QEc8yK8vthcOiASax74FrzfW8eS4uG5E2G/LHtisktHNGKN5CZ8oZbcCe48zDq2YSs8+K098Uh4avh7ubi46dbBKu2XUGnVln0AS5cuZfny5Zx00klMmTKFbt26NXvcySefHMr4IoK27JNYEclbKYWSz4BnCuCVRWZ3//aQlgSZnSGjM2SmmGf6q2rMtaGV1ebXigbX122G4rKWH2+3rvDnYXDWQDUrk9jw1HxzZrWhTnHwzAlwZF97YrJLuDRijUWXvgOfFtZfj3PAB+fCAPWRiHmNfy8r9vXw4Zb638vsVPj6YlXryfa1Ng9tddJfa8KECfztb38jJSVll4OMFkr6RWKTfyt84zOb7W2ugC0V5nr9LZXm9dpLZQ04E811/12T/viaWP+1a5KZ3Gckm1/TO5vJSVtUVMNbS+HJefDrxpaP26ObWbWQ020XvnGRMPe/H+Hvn1vHHMCjx8GJe9kSkm0MwyA/P9/SiNXlcjFp0iR9ZukAq0vh6P9aTxAf0AtePUN9V2JZ49/LVat9fLHeRdKxk4hLNn8vrxoONx9kc6AS9lqbh7Z5vufOO+/cpcBERKJFRmc4IUwSiMR4cxb/9AHmdoOPz21aJgjmCYHTXgXvybBvzw4PU6TdfbTc3H2jsclHxV7CD+HViDUW7Z4GfxkOD31XPzZnLby1zFwuJrGp8e9l0Olmy/IiErb465L+09X0UUJIBSMiIlEkPs48EfHBefCfkyAvu+kxJVvh7Dfgy1UdH59Ie9pQBrd+Bo1LGPMPgXMH2RKS7Ro2Yi0rK8Pn85Genh6T2+nZ5S/DYbdG51fu+srcwUViU+Pfy4JlPuJS0onrYv5eDs2Cfuk2BylRRUm/iEgUqt194M0z4ZXTYZ9GXcrLKs0u/9OW2hOfSHsYPxMC26xjfz0ALo/h5evh2Ig11iR3gjsPtY4Vl1ln/yW2NPy9XPVbERtwkXqAp26WXw38JNTavKZfmtKafhEJd5vK4c/vw9e+prfdfgj8X4iSIsMwKCkpITMzs8X3w9YcI9JWn6yAy9+zjh2XC0+O1dppUCNWuwWD4HkbZjSosIp3wEfnw16Z9sUl9jIMg2dm+Xnox4y6hD8pHuZeBmnJNgcnEaHd1vQ3tG3bNpKT9YoUEQl3XZPMdfw3fgLv/Gy97a6v4PfNZvIftwvJUWs6hKuLuLSH0nLI/8I6lpYEEw9Xwl/L6XQq2beRwwETDje3Ua34o6lfdRDGzYCXT9PrNFY5nU6+NJzENUinjt5DCb+EXpvL+2tqapg4cSK9e/cmNTWVX3/9FYA77riD5557LuQBiojIrjMMgzWrC5k4yuDSIU1vf3YBXP9x/YfRnXl8r9dLcXEx2dnZFBcX4/V6LXuCt+YYkZ0xeRb8vsU6dudh4OpiTzwizcnp1rSqavZv8N4vtoQjYWC5Hxb+bh07XaX90g7anPRPmjQJr9fLfffdR2JiYt344MGDefbZZ0MaXFusXLmSSy+9lL59+9K5c2f69evHnXfeSUVFxXbv5/F4cDgclsuBBx7YQVGLiLS/goIC8vPzGTduHOPuyOf41AJuO7jpcW8tg0veMbcZbKvmOoQHAgH8fn+bjhFpq6998PIi69hhfeA0dUaXMHTV/tAr1To26Stzy1eJPW8ssV53pZjvXyKh1uak/4UXXuDpp5/m/PPPJz4+vm583333ZelS+zpCLV26lJqaGv7973/z008/8eCDD/LUU0/x97//fYf3HTNmDEVFRXWXDz74oAMiFhFpf83Nrj//vJfz9jR4cDR0avRX4KvVcPHbsK2qbc/Tmg7h6iIuoVZWaXbrb6hLAtx9pMqlJTylJMAdjZr6rdsMj86xJx6xT3UNvNkodTqlf9O/yyKh0OaX1Zo1a8jNzW0yXlNTQ2VlZUiC2hljxoxhypQpjB49mj322IOTTjqJm266iTfffHOH901KSiIrK6vuog+gIhIttje7ftoAeO5E6Nyou8uctfDXj8wPJK3Vmg7h6iIuofbAbFhdah275aCm26OJtAfDMCgsLGzzEqXjcuGQ3a1jzy4An1Y6xZRvfOYJn4bUtV/aS5sb+Q0cOJCvvvqKPn2stSevvfYaQ4cODVlgoVBaWtqqBH7GjBn06NGDbt26cdhhh3HXXXfRo0ePFo8vLy+nvLx+c1WtRxWRcNVwdt3tduPz+XC5XHXvjYfnmFv6XfwO+LfW3++jFXDnzLY1QsvLyyM3N3e7HcJbc4xEt1Dt3rBgHfxnoXVseDZcsO+uxSfSGrvSlLS2qd+xL0LlHydXK2vg4e/g/mPaLWQJM683Ku0f6IL+3Zs/VmRXtTnpv/POO7ngggtYs2YNNTU1vPnmmyxbtowXXniB9957b8cP0EFWrFjBo48+ygMPPLDd44477jjOPPNM+vTpQ2FhIXfccQdHHnkk8+fPJykpqdn7TJ48mQkTJrRH2CIiIVU7u+71elucXR+SBS+dCme+DpsarCv97w/Qswtcc0Dbnm9HiZy6iMeuUO3eUFENN38KNQ02HU6Kh/uO2bUdKERao+GyqdqTqV6vl9zc3Fa/t/VLN09QNTxx9cYS+Mtw8zaJDi2d5NxWBZ/8aj1Ws/zSnhzBYDC448OsPv74Y+6++27mz59PTU0NeXl5jBs3jtGjR4c8wPHjx+8wwZ47dy7Dhw+vu7527VoOO+wwDjvssDY3FywqKqJPnz688sornHbaac0e09xMv9vt3uH+iCIidmnNHt3f+OCit5t28L/vaDh7YAcEKVHNMAzy8/MtiZLL5WLSpElt/tv50Lfw4HfWsZtHmU3SRNpbYWEh48aNIzs7m5SUFMrKyigqKmLixInk5OS0+nGKt8AhXtjaoIfKiXvBY8eFPGSxwfZOcn68Av6vwVxpnAPmXgbdU2wKViKWYRikpaXtMA9t80w/wLHHHsuxxx6708G1xdVXX80555yz3WMavsGuXbuWI444gpEjR/L000+3+fmys7Pp06cPv/zS8v4pSUlJLVYBiIiEo9bMro9yw4Oj4eoPoeHZ4Ns+Mz+IHNW3fWOU6NZcf4mioiL8fn+bkv5lG+Cxudaxga6mW6GJtJcdLZtqLVcXuGQIPD6vfuzdn+HK4bCPK7QxS8faUTXIB43SjBG9lfBL+9qppL8jde/ene7dW7fAZc2aNRxxxBEMGzaMKVOmEBfX9vaXJSUl+Hw+srOz23xfEZFId8JeUFwG42fWj1UH4coPzLX/Q7Psi00iWygSpeoas6y/skGTyXiHWY2SEN/y/URCqTXLplrrz8PMpVRGg6VVD8yG504KYcDS4bZ3kjMpxclnhdbjj2vaI10kpNqcFcfFxREfH9/ixS5r167l8MMPx+12c//991NcXMy6detYt26d5bj+/fszbdo0ADZv3sxNN93E7NmzWblyJTNmzODEE0+ke/funHrqqXZ8GyIitrt4CPxlmHVsW5W5ld+KgC0hSRQIxe4N3u9h4e/WsSuGwaCWe++KtIu8vDwmTZrExIkTmTRp0k71pgBIS4bLG73ffloIBUUhCFJss70tamf5rP1zHMCYfraFKjGizTP9tQlzrcrKShYsWMDzzz9va3O7Tz75hOXLl7N8+XJ22203y20N2xYsW7aM0lJzf5/4+Hh+/PFHXnjhBTZu3Eh2djZHHHEEU6dOpWvXrh0av4hIOLnlIFhfZjaWqhXYBhdOgzfPgp6p9sUmkWtXdm/4zYD7Z1vH9ugG144IbYwirRWqpqSXDAHvQihpsIPKP7+Bl0/f5YcWm2yvGuTDRv1IhmXrb6q0v51q5Necl156ialTp/L222+H4uEiSmsbKIiIRJLKarj0XZi5yjq+T3d49QzoqtYm0kGCQfC8DTMavRZfOwMO6G1PTCKh9GwBTPzKOvbSaXCQ2554JDQaN9GtrIbhz8LGbfXH3HEIXKaeJLKTWpuHtn3RewtGjBjBp59+GqqHExERmyXEw5NjYd9GpdOLN8DfPjUTMZGO8M7PTRP+8wcp4Zfo8ad9IavRbO8/v9H7bKRzOp3k5OTUJWPf/mZN+EHr+aVjhCTp37p1K48++miTsnoREYlsXRJhysmQk2Yd/3A5PLPAnpgktgS2woSZ1rEeXeDWg+2JJ1oZhkFhYSGGYdgdSkxK7gTXHmAdW7AOPi9s/niJTB8ut17fryf0VpGwdIA2r+lPT0/H4XDUXQ8Gg2zatImUlBRefPHFkAYnIiL2654CL5wCJ74CpeX14/fMMqsADtT5XmlHd31lXesM8I/DwanlJXUMw6CkpITMzMydWma4vf3EpeOctQ88NR9Wl9aP3T8bjuhr7uMuka26Bj5eYR3TLL90lDYn/Q899JDlelxcHC6XixEjRpCenh6quEREJIz06QYPjzE7+NdWm1YH4eoP4f1z1YRI2ses1fDaEuvYsf30QbmhXU3Yd7SfuHSchHi4fgRc/0n92OIN8MEv5naqEtnmroUNjU5g6r1MOkqbkv6qqipWrlzJJZdcgtutziIiIrHkiBz46wh4qEHn4eIyuPIDeOV07ZMuobW1Em773DrWNdGc5RdTKBL27e0nrqS/4528NzwxD37x1489MBvG5EKnkHXiEjs0Lu3fpzvkdLMlFIlBbXr76NSpE/fffz/V1dXtFY+IiISxv46Aw/pYx+YVwd2z7IlHotdD31nLnMHcSrJxs7NY1lzCHggE8Pv9O77zH7a3n7h0vPg4uHGkdezXjfDmkmYPlwhRE2ya9I/RLL90oDafMzzqqKOYMWNGO4QiIiLhLs4Bj4yB3RpNAP5nIbyzzJaQJAotWg/PFFjHhmfD+YPtiSdchSJhr91P3OVyNdlPXOwxph8MbrRrysPfQXmVPfHIrluwDn7fYh0bu6c9sUhsavOa/uOOO47bbruNRYsWMWzYMLp06WK5/aSTTgpZcCIiEn66JcNTx8Ppr0J5g8KvWz6D/t1hr0z7YpPIV1UDt35m9oyolRAHk49SM7PGahN2r9e7Swl7Xl4eubm5lv3ExT4OB9w0Ei56u37st00w9Se4cD/74pKd13iWPzcD9lQxjXQgRzDYth1A4+JaLg5wOBwxWfpvGAZpaWmUlpbqD6WIxIxXFpmJfkN7dIN3zoGu6qwuO+mZApj0lXXsuhFw/YH2xBMJDMNQwh5lgkE483Wz+Vut3dNgxoXmEgCJHMEgHDzFPHFT65oDzBM7IruqtXlom982ampqWrzEYsIvIhKrzhkE5wy0jv26EW6abn7IEWmr1aVm07KGcjPgyuH2xBMpnE4nOTk5SvijiMMBNzQ60bW6FKb/ak88svMWrbcm/ABjtZ5fOlibk/4XXniB8vLyJuMVFRW88MILIQlKREQiw4TDm649/WgF/LuguaNFWlYTNMv6tzZat3zPkZDU5sWIIpFv5G4wqNH767ML7IlFdl7j0v4+aTCguz2xSOxqc9J/8cUXU1pa2mR806ZNXHzxxSEJSkREIkNyJ3jyeHOdf0P3fg1frLQlJIlQzy2Ar33WsT8Nhv172xOPiN0cDrhsqHVs7lpYuC70z2UYBoWFhRiGEfoHj2HBIHzQKOk/Ltf8vxXpSG1O+oPBII5mXqm//fYbaWlpIQlKREQih9sJDx8LDf8y1AThmg9heet3DpMY9lMx3PeNdSwr1dyiTySWnbBn020qnwvxbH9BQQH5+fmMGzeO/Px8CgpUqhUqy0qgcKN1TKX9YodWJ/1Dhw4lLy8Ph8PBUUcdRV5eXt1lv/3245BDDuHoo49uz1hFRCRMHZ7TdG/pTRVw2btQus2WkCRCbK2Eaz+CigZtgRzAg6PBqYaQEuMS4uHiRh373/8F1oRoQt4wDLxeL8XFxWRnZ1NcXIzX69WMf4g0Lu3v3RX27WlPLBLbWr1K7pRTTgFg4cKFHHvssaSm1p92TExMJCcnh9NPPz3kAYqISMcwDIOSkhIyMzN3qiHY1fubsxrv/lw/VrgRrvwAnj8FOoWw4/Suxirh4+5ZTStC/jwMRrntiUck3Jw7CB6eA2WV5vXqIEz5HvIP2fXHLikpIRAI4Ha7SUlJwe12U1RUhN/v13trCDQu7R/TT6X9Yo9WJ/133nknADk5OZx99tkkJyfv4B4iIhIpCgoK8Hq9BAIB0tPT8Xg85OXltekxHA7459GwciP8uL5+fJbP3IJt/GHhE6uEh89+hRd+sI4N6tG0akQklqUlw1n7gPf7+rFXFsFfD9j17VEzMzNJT0/H5/Phdrvx+Xy4XC4yMrSJ/K5a7oefS6xjx+1pTywibZ53ueiii5Twi4hEkVCWd3ZOgGdOAFeKdXzKQnh5UXjFKvYq3gJ/+9Q6ltzJ7A+RGG9PTCLhyDAMjkkvJLit/n1uUwW8unjXH9vpdOLxeHC5XBQVFeFyufB4PJrlD4HGpf09usCwbHtiEdEmOCIiMS7U5Z3ZXeHpE+DsN6zrtO/4AvqlwwG70I1dpajRIRiEm6ZDyVbr+LhDIVcTjCJ1GlY2OTemU7K3h0S3Wdn0n4Vw0X67vnQqLy+P3Nxc/H4/GRkZei8NkcZJ/5h+EKfSfrFJCFdYiohIJGpY3llWVobP5yM9PX2XyjvzsuGeo6xjlTXw5/fBtwuT8qGMVVtU2cf7PcxYZR07Zg84b5A98YiEo8aVTb3ii9k8x0vNHzP+vxnw8YrQPJfT6SQnJ0cJf4isLjV3JWnoOHXtFxsp6RcRiXHtVd55+gD4v0ZL7f1b4fJ3YUuFvbFqiyr7LNsAk2dZx1wpcO9RanAl0lDjyqb99nSTFgxQs6W+8+UzeusKS41n+TM671qVm8iu2uny/oqKCgoLC+nXrx+dOmmVgIhIJGuv8s5bD4Jf/PDFyvqxJRvg+k/gqeN3rtRxV2NtOHtW27jK6/WSm5urWa52tq3K3J6vvNo6/sBoyExp/j4isapxk73ffvMxNMfFwi71lU0L1sH8Iq0VDzefNKrAGL1HaHewEWmrNr/8ysrKuPTSS0lJSWHgwIGsXr0agGuvvZZ77rkn5AGKiEjHaI/yzvg4eGRM03XaH68wt/LbVrVzj7srsTbXFyAQCOD3+3d8Z9kl930NSxt1s750CBzWx5ZwRMJac5VNd/zVg9tlfd97VrP9YaV4i3kipqFj+9kTi0itNif9t912G99//z0zZsywdPE/+uijmTp1akiDExGRyOdMgudOhLRGW0t9uBzOeQNKyjo2nvboYRArdqUPwqzV8NxC61j/TLj5oNA9h0i0ycvLY9KkSUycOJFJkyZxwPA8PEOsx3y0wlxDLuHh00IINrjeJQFGuW0LRwTYifL+t956i6lTp3LggQfiaLD4bp999mHFihB1ExERkaiS0w2eGAuet82GfrUWrINTXgXvyWZn/45QO3vm9Xq1RVUbNOwinp6ejsfjIS/P2rTBMAxKSkrIzMy0/Dw3V8AtjbbnS4o3q0CSG3wSac1ziMQap9Np+X06ZyA8/J35ewVQtdXgXx+W8I+xmXofCwONS/sPz7G+z4nYoc0vweLiYnr06NFkfMuWLZaTACIiIg0dvLuZ3F/xvrnHdK3VpXDqVHjmRBjRQY2OtEVV27SmD8L2EvZ7vobfNlkf89aDYO/ubXsOETGrp84eCM8tgApfAZvneJmyLcDWr9L586U6UWanzRXwtc86NnoPe2IRaajN5f37778/77//ft312kT/mWeeYeTIkaGLTEREos7Bu8ObZ0Hvrtbx0nL40zR4a2nHxaItqlpvR30QGm8tVlxcjNfrxTAMvvHBf3+wPt6I3jQpUVavBZHWu3gIUG6weY6X6s3F1KRmU7C8/vdO7DFzlbVRaac4OKKvffGI1GrzTP/kyZMZM2YMixcvpqqqiocffpiffvqJ2bNnM3PmzPaIUUREoshemfDW2XDJO/Dj+vrximr468ew2oBr9tf2beGkcRdxn8+Hy+Wq64PQXMJeVFTEb+v83Py19aRKcif459FNd27Y0XOISD23Ew7pXsK0sgDx3dzEJabwW9BNSUkRfr9fJzNt0ri0f+RuTfvZiNihzTP9o0aN4uuvv6asrIx+/frxySef0LNnT2bPns2wYcPaI0YRkZgWjY3NenSBV8+Ao5uZAXlgNvztU6isbnqb2KO5LuIN+yC01Bzx+V8y8DV62d56EPTp1vbnEBGr/zs4k7iUdKo3+qipKKO02MfmeDUltUtlNXxeaB1Tab+EC0cwGAzu+DDZHsMwSEtLo7S0VB9ORCSkor2xWXUN/ONL8H7f9LbD+8DTJ0CSGiCFDcMwWuyD0Pi1Ouw4D+N+tr5WD+gFU89oOsvf2ucQEavD7ylg/gdeasoCxKWkc8hJHj64KXr+RkSSWavh/GnWsW8vgeyuzR8vEgqtzUN36qNUTU0Ny5cvZ/369dTU1FhuO/TQQ3fmIUVEpJFYaGwWHwcTDoc+aWby3/As9IxVcO1H8PhYc12k2K9xF/GGGjZHTO6awVnvNi3rv6+Zsv62PIeIWF19Uh7XO3Kp2eInrksGPyU4WV0Ku6fZHVns+bhRaf9+PZXwS/hoc9L/7bffct5557Fq1SoaFwk4HA6qq1WPKSISCi2tk47G9ZqXDIXeTjPJ31ZVP/7RCrhpOvxr9I6TRbFfbcI+YSasarRv+M2joG8HbcsoEitO2AsmpDkxkuv/Jry8CG45yMagYlAwCJ/8ah1Tab+EkzbPnVxxxRUMHz6cRYsW4ff7CQQCdRd12BURCZ2W1klH63rNY/vBS6dBlwTr+LSlkP+5+aFKwt+cNTBloXVsWDZ49rMlHJGoltwJTh9gHXv1J7MxqnScH9fDus3WsdH97IlFpDltTvp/+eUX7r77bgYMGEC3bt1IS0uzXEREJDRisbHZsGz4z0mQFG8d/98imPSVEv9wt7US/jbdukwjKR7+eYy5lENEQu+8QdbrG7bC9F+bP1baR+PS/r7dYM/oPD8vEarN5f0jRoxg+fLl5Obmtkc8IiLSQMN10rHS2OzA3cwGfpe9C5UN2sY8uwBSE+H6A+2LTbbv/tmwslFZ/02joJ/K+kXazV6ZsH8vmLu2fux/P8Lxe9oXU6xpUtrfT9vOSnhpVdL/ww8/1P37mmuu4cYbb2TdunUMHjyYhARrHea+++4b2ghFRGJcLDY2OzwHHj0OrvoAqhtMGz/0HaQkwJ+1Q2zYmbcWnltgHRuaBZcOsSUckZhy3mBr0v+1D1ZuhJxudkUUOwoD8HOJdUzr+SXctCrpHzJkCA6Hw9K475JLLqn7d+1tauQnIiKhclwu3D8abvjYWi5+9ywz8b9A55jDRkU13PJZ07L++1XWL9IhxubChJmwcVv92EuL4O8H2xdTrGg8y+9KMU94ioSTViX9hYWF7R2HiIhIE6f1N9eJ//1z63j+F2bi37iBldjD+z0sb9TL94aRkKs1rSIdorahX8Nqm9cWw40HQtJObdAtrfVJo/X8R++hk50Sflr1NtCnTx8uueQSHn74Ybp21YaTIiLScc4fDGWVZiO/hm6abn7Q1bpVe/2+BR7+zjo2uAdcPtSeeERCwTAMSkpKyMzMjJjlVecNsib9/q1mg7mT9rYvpnAVqv/f4i0wv8g6ptJ+CUetPvf3/PPPc8899yjpFxGRDnd5npn4/+vb+rGaIPz1I+jcCY7sa19sse7er2FzhXVs4hGa6ZLIVVBQgNfrJRAIkJ6ejsfjIS8vz+6wdig3Aw7sDd+uqR/7349K+hsL5f/vp4XWZU1dEmCUOzRxioRSq/8kB7VPkoiI2OjaA5o28KusgSveh2989sQU6+athTeWWMfOHKD1rBK5DMPA6/VSXFxMdnY2xcXFeL1eDMOwO7RWOW+w9fq3a5ouvYllof7/bbxV3+E5ZgWaSLhp03l4h/aeEBERmzgccNtB8KdGH2rLq+HSd5uWWEYKwzAoLCyMmKSiVnUN3DnTOtY1EW45yJ54REKhpKSEQCCA2+0mJSUFt9tNIBDA74+MzHlMP8jobB17aZE9sYSjUP7/bq4wd0loSKX9Eq7adC5qr7322mHiHylviiIiEnkcDrN0fGuVdYa5rBI8b8HLp8OgHraF12aRWkYMMPUnWLTeOnbdCHB1sScekVDIzMwkPT0dn8+H2+3G5/PhcrnIyIiMrpRJneDMfeDf8+vH3lgCN4/SDDSE9v935ipz55JaCXFaaibhq02//hMmTCAtLa29YtllOTk5rFq1yjJ2yy23cM8997R4n2AwyIQJE3j66acJBAKMGDGCxx9/nIEDB7Z3uCIishPiHHDf0WZX/w+W148bFXDBWzD1dNgr07bwWq1hmWnth0+v10tubm7YNw7buA3u+8Y6tmcGXLSfPfGIhIrT6cTj8eD1eikqKsLlcuHxeML+d7Kh8wZZk/6N28z3ytP62xdTuAjl/2/j0v6Ru4EzKUSBioRYm5L+c845hx49wnsK5R//+AeXX3553fXU1NTtHn/ffffxr3/9C6/Xy1577cWkSZM45phjWLZsmZoWioiEqU5x8PAY2PoefLGyfty/Fc6fBq+fAX262RVd6zRXZlpUVITf7w/7BOOB2RDYZh0bfxgkxNsTj0go5eXlkZubi9/vJyMjI+x/HxvL6QYHua2l5y/9qKS/Vij+fyuq4YtGO5qP7heiAEXaQavX9EfKev6uXbuSlZVVd9le0h8MBnnooYe4/fbbOe200xg0aBDPP/88ZWVlvPTSSx0YtYiItFViPDx1vDm70tD6LXDem7B2kz1xtVbDMtOysjJ8Ph/p6elhX0a8uBhe/NE6NqYfHLy7PfGItAen00lOTk7EJfy1zm/U+2TuWvi5xJ5YwtGu/v9+95tZXdbQMVrPL2Es6rr333vvvWRmZjJkyBDuuusuKioqWjy2sLCQdevWMXr06LqxpKQkDjvsML755psW71deXo5hGJaLiIh0vORO8NyJkJdtHf9tk5n4r99iT1ytUVtm6nK5IqaMOBiE8TPN7RJrJcVD/qH2xSQiTR2zB3RXQ7928/Gv1utDekLW9ouLRWzV6vL+mpqa9owjJP7617+Sl5dHeno6c+bM4bbbbqOwsJBnn3222ePXrVsHQM+ePS3jPXv2bNIboKHJkyczYcKE0AUuIiI7rUsieE+Gc94wZ6FrFW6Es1+Hp08015uHo9aUmRqGQUlJCZmZmbafEHj3Z/hujXXsyuHgDt/zFCIxKTEezhoIT8yrH3tjCdwyCjon2BdXNKgJwvRGSb9K+yXctWnLPjuMHz8eh8Ox3cu8eeY72vXXX89hhx3Gvvvuy2WXXcZTTz3Fc889R0nJ9uuZGi9dCAaD213OcNttt1FaWlp38fm0QbSIiJ3SkuDFUyC3UXL/60Y4+RX4aHlz9woP2yszLSgoID8/n3HjxpGfn09BQYENEZq2VMBds6xjuznhiuH2xCMi23fuIOt1oxze+8WeWKLJgnWwbrN1TKX9Eu7CfvOOq6++mnPOOWe7x+Tk5DQ7fuCBBwKwfPlyMjObtnLOysoCzBn/7Oz62tD169c3mf1vKCkpiaQktecUEQknmSnw0qlwxuuwurR+fEsl/Pl9uHp/uOFAiA/7092mcOvu//jcph907zhE24CJhKvd0+DQ3eHL1fVjLy0yt/STnfd+oxMn/dLDt5pMpFbY/6nu3r073bt336n7LliwAMCS0DfUt29fsrKymD59OkOHDgWgoqKCmTNncu+99+5cwCIiYpueqeaWfZe9Cz8VW297bK65r/wjYyAt2Z742iKcuvsXBuCZBdaxQ3aHY1XSKhLWzhtsTfoLisyGfpGwrWk4qgnCh42S/uP3hAjpdy4xLELmO3Zs9uzZPPjggyxcuJDCwkJeffVV/vznP3PSSSex++71LYX79+/PtGnTALOs/7rrruPuu+9m2rRpLFq0CI/HQ0pKCuedd55d34qISFgyDIPCwsKwb17aqyu8eVbz21PNWAUnvgJLN3R8XG0VLt39a4Jwy2fmFlW1OsWZW/Tpg65IeDu6L7hSrGOv/GRPLNHg+99hbaOKp+P3tCcWkbYI+5n+1kpKSmLq1KlMmDCB8vJy+vTpw+WXX87NN99sOW7ZsmWUltbXfd58881s3bqVK6+8kkAgwIgRI/jkk0/o2rVrR38LIiJhq6CgAK/XSyAQID09HY/HQ15ent1htSi5E/xrNOzbEyZ9BVUNetGuKoVTpsI/j4ET97Ivxh2p7e7v9Xpt7e7/3x+aNu+7eEjT/gkiEn4S4uGMAfDk/PqxN/9o6JcUNVlAx2lc2r9HN9hbVRMSARzBSNmLL4wZhkFaWhqlpaW2d1YWkdAJp67pdjIMg/z8fMvacpfLxaRJkyLi5/LdGrjyfdiwteltl+fBrQeZM9fhyjCM7Xb3rz2mPV6rq0vh2P9BWWX9mNsJH59v7pogIuGvMACHv2Ade+y48D7pGY6CQTh4irklbK2r94e/jbIvJpHW5qE6xyci0oxIm9luTx29tjzUCeyI3vDeuXDF+7Dwd+ttzxTALyXmB+CuYdqf1el0bvfn0F6v1WAQbv3MmvAD3HOUEn6RSNI3HQ7sDd82qNh5ZZGS/rb64Xdrwg8q7ZfIEcZzGyIi9mjYNT07O5vi4mK8Xm/Yr2VvLx25try9tqjL7gqvngHnDGx624xVcPpr8FsE/ve252v1lZ/g60Y70p43CA7evfnjRSR8ndNo+75ZPusuJ7Jj7zfa+jUnDQbsXK9xkQ6npF9EpJHmZrYDgQB+v9/u0GxRu7bc5XK169ry9j7ZktQJ7j0aJh8JCY3++i0rMdf5L1gXkqfqMO31Wl27yeyF0FB2Kvz94F16WBGxyUE9DJI3FVKzrf79dKoa+rVaMAgfqGu/RDCV94uINNJwZrvhGvaO7poeTvLy8sjNzd3h2vJd0VHLCM4bDHtmwv+9B/4G6/yLy+Ds180GgCdESNlre7xWg0G47TPYXGEdv+eo8F0CISItq10ClLgkwNrydFIP8JDozuO1xXD9geHd0yRcLFoPvkbnn49Tab9EEP2ai4g00lEz25HG6XSSk5PTbj+HjlxGsH8vePts6JduHS+vhqs+hEfmQGlp+G9RGMrXau2WjC/OM5ixynrbmQPg8JzQxCwiHadhBdX+e2VTvbmYzXO81Gwz+H0LzFxpd4SR4YNGpf27p8Eglz2xiOwMzfSLiDSjI2a2xaqjt6jbPQ2mnW129p/VaO365FcL+M8vXvZJDdA9M7wbOYbitVo7E7i2OMAX69JJHGbOBAL06AJ3HBrqqEWkIzSuoOrV26ygqtniJy7Zycs/wVF72B1leAsGm27Vd3yuSvslsijpFxFpwY66pkvodfTJlrQk8J4Md86A/y0yx2q2GWye46V0czFlu7kZXOnD6/WSm5sbtq+HXXmt1s4Erl9fzM8VbraW+qiY46WbK5e4ZCd3HwlpySEOWEQ6ROMlQD2qfPye4iKui1lB9Xkh/L4ZeqbaHGgY+6kYVjVqejhWpf0SYVTeLyIiYaW9lxE0lhAPdx0JdxwCDqBmSwk1ZQHiu7n5vSKFbw03hUXR28ixdiawooubVWUpxHdzU1MWoGaLn5P3hmM0CygSsRovAdp3DxfdR3mISzbfX6uD8PoSm4MMc41L+3dzwuAe9sQisrM00y8iIjHP4YDL8qBPN7hqWiZGSjrVG33QzU1go4+vtrr4cn0GOTl2Rxp6mZmZJKem8958HzWpbqo3+ohPdeHKzGD8YXZHJyK7qnEFVdfvnLy6uP72V36CvwyHOJWrN6Gu/RItNNMvIiLyh2P2gGkXOulzuIf4VBc1RhHxqS467+/hjtlObv8cyqvsjjK0UlKdrN/LQ1Vy/febeoCHu8Y6yehsd3QiEgoNK6jOHWS9bXUpzP7NnrjC3dINULjROjY215ZQRHaJZvpFREQaGOiCz27O49I9clnwq5+4Lhl1pbAv/mhu3fTk8dCrq82BhkBNEP42HRbG5dHt+FyzuVeXDI4f5OR4rVkViUpDs2CvTPi5pH7slUVwkNu+mMLV+41K+3t3hf162hOLyK7QTL+IiEgjPVPhzQucXHpkTl3CX2vh73D8yzBrtU3B7YTa7fgabj8YDMLtn8ObS83rcclOOmXmkNHNycTD7YlTRNqfwwHnDLSOfbQCAlvtiSdcNVfaf5y69kuEUtIvIiLSjMR4+Mfh8OCxkNyoLs6/FS54C56cZ34wDGcFBQXk5+czbtw48vPzKSgoIBiEf3wJLy2yHpsUD0+OBVcXe2IVkY5xWn/zPa5WRTVMW2pfPOHo5xJYEbCOqQJKIpWSfhERke04rT+8dRb0SbOO1wThnq/hz++DUW5PbDtSux1fcXEx2dnZFBcXM2WKl4nTDf6z0HpsQhz8+wQYpRJfkaiX3hnG9LOOvfxT+J/E7EjvN5rl75VqLo0QiURK+kVERHZggAvePReO7tv0to9XwIkvw+Lijo9rR2q343O73aSkpOB2u/l2eYB/z7JuPxjvgMeOgyNy7IlTRDre2Y1K/H8ugQXr7IklHDXeqk+l/RLJlPSLiIi0QloSPHMi3DQSGn/uW1kKp0yFV3+yJbQWZWZmkp6ejs/no6ysjBk/+Fi6JZ24Lhl1xzgwlzCMUUdqkZgyyg27N6pgeiXM3sPs8nMJ/GI9N8pYlfZLBFPSLyIi0kpxDrjmAHjhFOiWbL2tvBr+9qnZDX9bmGzr53Q68Xg8uFwuZv1UxJIyczu+hs0J7z0aTt7bxiBFxBZxDjh7H+vYuz/DpjBdrtSRGjfwy0qFvGx7YhEJBSX9IiIibXRoH3j/XBjSzNZNry42Z/0LA01vs0NeXh7D/jSJVcMm0u34SSS68+pu+8fhTUt8RSR2nLmPubynVlklvKGGfs2W9sc1KvFqblcUkXClpF9ERGQn7OaEV8+Ai/ZretuSDXDCK01nizrayo1w5Qcwbra5HV/DGf6/H9x87CISO3qmwtF7WMemLDAblcaq5X5YVmIdO77R8qfmdkURCWdK+kVERHZSUidztvyx46BLgvW2zRXwlw/MrfEqqzs2rpIyuHMGHPXfph2oAW44EP48rGNjEpHwdPEQ6/WVpfBFoS2hhIV3f7Ze79EFhvWqv97criher1cz/hLWlPSLiIjspNryzsOyDN45B/bKbHrMcwvg1FdhYQd0xd5aCY/NgUOfB+/3UFXT9Ji/DINrD2j/WEQkMhzYGwZ0t449t7DtjxMN5e41QXh9sXWscWl/c7uiBAIB/P5Gnf9EwkgnuwMQERGJRAUFBXi9XgKBAOnp6Xg8Ht4+O4+/fw7TGq2J/XE9nDzVXD9/8yjonhLaWKpr4PUl8MBs+H1L88ekJcENI+GifbXtlIjUczjgkiFmI9JaX/tg6Qbo373Fu1k0936Yl5e34zuGma9Xw2+brGNnDrBeb7gritvtxufz4XK5yMjIQCRcaaZfRESkjVoq76zaavDgaJh8JCTGN73f1J/giOdhysLmZ+HbHEc5vLwIxrwEN3/afMKfFG+W8n/lAc9+SvhFpKmT9obMztaxKQtbd99oKndvuGVhzTaDnJpCdk+2fh8Nd0UpKirC5XLh8XhwOp2IhCvN9IuIiLRRc+WdRUVF+P1+nE4n5w2GwT3hqmkGK9aUENcls66JnlEB42fCK4tgwuFw4G5te+6qGpi1Gt5YAh+vMLcKbI4DOLU/3DjSbDooItKS5E7wp8Hw8Jz6sWlLzcqkzB1UJu3o/TBSBLbCJ7+a/67wFbB5jpeKrgHuKGxauZCXl0dubi5+v5+MjIyI+j4lNinpFxERaaPWlHdW/lbA4B+9lP8a4JeydJKGeyzb5S0tgbPfgJP2gr+NguxUSGimOqDu+A1moj9tKRSXbT++Q3aH2w6Gga5d/U5FJFb8aV94Yh5U/lGFVF4NLy2Ca3bQAyRayt2nLYWKanOGf/McL2wpZv/hboqLfHi9XnJzcy3JvdPpVLIvEUNJv4iISBvVlnd6vd5myztry139JcUcNshNr0Ifhb94KXHlWrbNA3jnZ/MC5mxb10TzkpoIXZPMr78Z8FPxjuPap7uZ7B/aJ9TfsYhEux5dzDL/N5bUj73wg7k8qLnlSrV29H4YCYLB+tL+mi0l1JQF2CvHTYYzheROkVm5INKQkn4REZGdsL3yzsblrnv2dZNaVMTph/l5aoWTJRuaf8xtVeZlRzP5DSXEwZF94YwB5n7bcVqzLyI76eIh1qR//RZz289T+2//fpFe7v7977CsxPx3XJdM4lLSyazyUVYWuZULIg0p6RcREdlJLZV3tlTueuQ+GZxwAPzvR7h/ttmIb2ft2wNO38dcHpDRecfHi4jsyOAecEAvmLO2fuw/C+CUvXfcBDSSy92nNmjgF5fspN+RHgaURG7lgkhjSvpFRERCbEflrhftByfsaSb+05bC1qrWPW7PLnBafzhtAOyV2Y7fgIjErEuGWpP+H9bD/CIY3su+mNpTWWX9Eqtal4zNw9M/cisXRBpzBIPBoN1BRDrDMEhLS6O0tFRvCiIiUscwjB1+aCyvgsA22FQBmytgc7nZ4X/zH5dN5RAEhmXDQW6I12a7ItKOqmvg0OfNXiK1jt8TnhhrX0zt6bXFcNP0+utxDvjmYsjual9MIq3V2jxUM/0iIiLtpDXlrkmdICsVsjooJhGR7YmPA89+MOmr+rEPl5snAaJx+8+Gpf0Ah+6uhF+ij+YLRERERESkztkDoUtC/fWaoNnJP9os98PctdaxcwbZE4tIe1LSLyIiIiIidZxJcMY+1rGXF5nr36PJq4ut1zM7w1F97YlFpD0p6RcREREREYuL97NeN8qt2/lFuspqeKNR0n/aAEiMtycekfakpF9ERERERCz6pjed9Z6y0Cz1D2eGYVBYWIhhGNs97rNC2LDVOnb2wHYMTMRGauQnIiIiIiJNXDLETI5rrQjAzFVwRI5dEW1fQUEBXq+XQCBAeno6Ho+HvLy8Zo9t3MBvWDbsmdEBQYrYQDP9IiIiIiLSxEFu2DvTOvb4XAjHDb8Nw8Dr9VJcXEx2djbFxcV4vd5mZ/zXbYYZq6xjmuWXaKakX0REREREmnA44OIh1rG5a+G9X2wJZ7tKSkoIBAK43W5SUlJwu90EAgH8fn+TY19bbF2m0CUBTtizA4MV6WBK+kVEREREpFmn9ofdnNaxu7+CrWHWyT8zM5P09HR8Ph9lZWX4fD7S09PJyLDW7NcEm3btP3Ev6JLYgcGKdDAl/SIiIiIi0qzkTpB/iHVs7WZ4cp498bTE6XTi8XhwuVwUFRXhcrnweDw4ndYzFt/+BqtLrfdVab9EOzXyExGRqGMYBiUlJWRmZjb5wCciIm0zph+M2g2++a1+7Kn5cNbAplUAdsrLyyM3Nxe/309GRkaz7/+vNGrgt1cmDM3qoABFbKKkX0REokpbujeLiMiOORww/jA47iWo/mMtfHk13PUVPHm8vbE15nQ6WzzZW7QJPlpuHTt7H/P7E4lmUVPeP2PGDBwOR7OXuXPntng/j8fT5PgDDzywAyMXEZFQaUv3ZhERab29u8Of9rWOfbAcvvHZE8/OeGSOebKiVkKc2bNAJNpFTdI/atQoioqKLJfLLruMnJwchg8fvt37jhkzxnK/Dz74oIOiFhGRUGpL92YREWmbGw6E9GTr2ISZUFVjTzxtsXIjTG1U2n/2QMhMsSUckQ4VNUl/YmIiWVlZdZfMzEzeeecdLrnkEhw7qNlJSkqy3Ldxl08REYkMre3eLCIibdctGW4caR1bWgIv/WhPPG3xwOz6pQlgNii89gD74hHpSFGT9Df2zjvvsGHDBjwezw6PnTFjBj169GCvvfbi8ssvZ/369ds9vry8HMMwLBcREbFfa7s3S2QzDIPCwkL9/RWxwXmDYEB369gD38LGbfbE0xqLi+Gdn61jnv2gZ6o98Yh0NEcwGAzu+LDIM3bsWIAdlupPnTqV1NRU+vTpQ2FhIXfccQdVVVXMnz+fpKSkZu8zfvx4JkyY0GS8tLRUHyxFRMKAYRjb7d4skUuNGkXs0XBXlMWGk7PfsN5+4b4w8Qh7YtuRS96Bzwrrr3dNhK88kN7ZtpBEQsIwDNLS0naYh4Z90t9Sgt3Q3LlzLev2f/vtN/r06cOrr77K6aef3qbnKyoqok+fPrzyyiucdtppzR5TXl5OeXl53XXDMHC73Ur6RURE2pFhGOTn51NcXIzb7cbn8+FyuZg0aZL+/oq0o+ZOtj27Lo/3f6k/Js4BH54H/bu3/Dh2mLcWTn/NOnbDgfDXEfbEIxJKrU36w37Lvquvvppzzjlnu8fk5ORYrk+ZMoXMzExOOumkNj9fdnY2ffr04ZdffmnxmKSkpBarAERERKR9NNeosaioCL/fr6RfpJ003BWl9mSb1+vlmptz+fRXZ103/JogjJ8JL58WPlvgBYPwz2+sY5md4dKh9sQjYpewT/q7d+9O9+6tP2UYDAaZMmUKF154IQkJCW1+vpKSEnw+H9nZ2W2+r4iIiLSfho0aG870q1GjSPtp6WRb5yo/fxnu5KHv6o+d/Rt8uBzG7mlfvA19tRq+XWMdu2p/SE20Jx4Ru0RdI7/PP/+cwsJCLr300mZv79+/P9OmTQNg8+bN3HTTTcyePZuVK1cyY8YMTjzxRLp3786pp57akWGLiIjIDqhRo0jH296uKFcMg16NmuHd9RWUVdoTa0PBINzXaJa/VyqcP9ieeETsFPYz/W313HPPMWrUKAYMGNDs7cuWLaO0tBSA+Ph4fvzxR1544QU2btxIdnY2RxxxBFOnTqVr164dGbaIiIi0Ql5eHrm5uWrUKNJBak+2eb3eZk+23X4IXPVh/fG/bYI7voAHRtsU8B8+XA4/NtqQ668jzK36RGJN2DfyiwStbaAgIiIiIhKJWtoVJRiEc95oWkb/z6PhrIHtE0ftLgItfe6uroFjXoQVgfqxPbrB9AugU9TVOUssi5pGfiIiIiIiYi+n09lsUuFwwD1HwQmvwOaK+vH8L2BwDxjgCl0Mrd2yc9pSa8IPcONIJfwSu/TSFxERERGRndY3He49yjpWXg1XfmA9EbArGu4ikJ2dTXFxMV6vF8MwrM9bBQ9+a73vPq7waS4oYgcl/SIiIiIisktO2Asu2s869utGuO0zcwnArmpuF4FAIIDf77cc9/JPZl+Bhm4eBXFhso2giB2U9IuIiIiIyC67/WDYt4d17J2f4cUfd/2xt7eLQK2ySnhsjvV++/eCw/vs+vOLRDIl/SIiIiIissuSOsHjY8GZZB3/x5fw4++79tg72rIzGIQJM6G4zHq/m0eZfQdEYpka+YmIiIiISEjsngYPHAOXv1c/VlENf/kA3j8P0pJavu+ObG/Lzkfnwis/WY8/vA8c0Hvnn08kWmimX0REREREQmZ0P7i8UVN9nwF/m77r6/udTic5OTmWhP+1xfDAbOtxSfFw28G79lwi0UJJv4iIiIiIhNQtoyAv2zr28Qr4z8LQPs+Xq+DWz6xjDuCRMdC/e2ifSyRSKekXEREREZGQSoiHx4+D9GTr+N2zYNbq0DzHT8VwxftQVWMdv/MwGJMbmucQiQZK+kVEREREJOR6dYWHjrWOVdXABW/BQ982Tdbb4jcDPG/Dlkrr+P/lwcVDdv5xRaKRkn4REREREWkXh+fA1ftbx2qC8OB3cO4bsMZo+2OWboOL3ob1W6zjJ+6ldfwizVHSLyIiIiIi7eb6A+Hovk3H56yFMS/BB7+0/rHKq8ydAZb7reMH9jZ3DYjT9nwiTSjpFxERERGRdtMpDp4+AW4aCfGNknKj3NzO77bPYGtl8/evVROEG6fDd2us43tmmI+fpM3IRZqlXw0REREREWlX8XFwzQEwyg3XfmSuyW/opUXmzP+jY2BAd1i3GVYEYHkAVvj/+Lcffm9U0t+jCzx/MqQ1ahgoIvUcweCu7pYphmGQlpZGaWmpZc9QERERERGxMsrh9s/hnZ+b3pYQZ3b+L9vBrD9AlwR47UwY6Ap9jCKRoLV5qMr7RURERESkwziT4JExcP8xkJJgva2ypnUJf6c4eOp4JfwiraGkX0REREREOpTDAWfuA++fC4N6tO2+XRPh4WPh0D7tE5tItNGafhERERERscUe6fDmmfDP2fBMgfW2LgnQL908pl+G+e9+6dC3m5r2ibSFfl1ERERERMQ2SZ0g/xA4vT/8VAxZqZCbAT27mBUBIrJrlPSLiIiIiIjtBrjMi4iEltb0i4iIiIiIiEQpJf0iIiIiItLuDMOgsLAQwzDsDkUkpqi8X0RERERE2lVBQQFer5dAIEB6ejoej4e8vDy7wxKJCZrpFxERERGRdmMYBl6vl+LiYrKzsykuLsbr9WrGX6SDKOkXEREREZF2U1JSQiAQwO12k5KSgtvtJhAI4Pf77Q5NJCYo6RcRERERkXaTmZlJeno6Pp+PsrIyfD4f6enpZGRk2B2aSExQ0i8iIiIiIu3G6XTi8XhwuVwUFRXhcrnweDw4nU67QxOJCWrkJyIiIiIi7SovL4/c3Fz8fj8ZGRlK+EU6kJJ+ERERERFpd06nU8m+iA1U3i8iIiIiIiISpZT0i4iIiIiIiEQpJf0iIiIiIiIiUUpJv4iIiIiIiEiUUtIvIiIiIiIiEqXUvb8DVVdXU1lZaXcYUSUhIYH4+Hi7wxAREREREQlLSvo7QDAYZN26dWzcuNHuUKJSt27dyMrKwuFw2B2KiIiIiIhIWFHS3wFqE/4ePXqQkpKi5DREgsEgZWVlrF+/HoDs7GybIxIREREREQkvSvrbWXV1dV3Cn5mZaXc4Uadz584ArF+/nh49eqjUX0REREREpAE18mtntWv4U1JSbI4ketX+bNUvQURERERExEpJfwdRSX/70c9WRERERESkeUr6RURERERERKKUkn4Ja8FgkP/7v/8jIyMDh8PBwoUL7Q5JREREREQkYkRM0n/XXXcxatQoUlJS6NatW7PHrF69mhNPPJEuXbrQvXt3rr32WioqKrb7uOXl5VxzzTV0796dLl26cNJJJ/Hbb7+1w3cQORwOx3YvHo+nw2L56KOP8Hq9vPfeexQVFTFo0KAOe24REREREZFIFzHd+ysqKjjzzDMZOXIkzz33XJPbq6urOf7443G5XMyaNYuSkhIuuugigsEgjz76aIuPe9111/Huu+/yyiuvkJmZyY033sgJJ5zA/PnzQ94JviYIga0hfcg2S+8McTtYAl9UVFT376lTpzJu3DiWLVtWN1bbMb9WZWUlCQkJIY2z1ooVK8jOzmbUqFHt8vgiIiIiIiLRLGKS/gkTJgDg9Xqbvf2TTz5h8eLF+Hw+evXqBcADDzyAx+Phrrvuwul0NrlPaWkpzz33HP/97385+uijAXjxxRdxu918+umnHHvssSH9HgJbIe+ZkD5kmxVcDpk72EggKyur7t9paWk4HI66sZUrV5Kdnc3UqVN54okn+Pbbb3nyySdZtWoVb731lqX8/qGHHuKhhx5i5cqVdWNTpkzhvvvuo7CwkJycHK699lquvPLKZuPweDw8//zzgFl90KdPH8tjiYiIiIiIyPZFTHn/jsyePZtBgwbVJfwAxx57LOXl5cyfP7/Z+8yfP5/KykpGjx5dN9arVy8GDRrEN9980+JzlZeXYxiG5RJrbrnlFq699lqWLFnS6pMjzzzzDLfffjt33XUXS5Ys4e677+aOO+6oS+wbe/jhh/nHP/7BbrvtRlFREXPnzg3ltyAiIiIiIhL1Imamf0fWrVtHz549LWPp6ekkJiaybt26Fu+TmJhIenq6Zbxnz54t3gdg8uTJdZUHseq6667jtNNOa9N9Jk6cyAMPPFB3v759+7J48WL+/e9/c9FFFzU5Pi0tja5duxIfH2+pPhAREREREZHWsXWmf/z48TtsGjdv3rxWP15z+7UHg8E27+O+o/vcdtttlJaW1l18Pl+bHj8aDB8+vE3HFxcX4/P5uPTSS0lNTa27TJo0iRUrVrRTlCIiIiIiIrHN1pn+q6++mnPOOWe7x+Tk5LTqsbKysvjuu+8sY4FAgMrKyiYVAA3vU1FRQSAQsMz2r1+/fruN45KSkkhKSmpVXA2ldzbX1NspvfOOj2mNLl26WK7HxcURDAYtY5WVlXX/rqmpAcwS/xEjRliOC3XDRBERERERETHZmvR3796d7t27h+SxRo4cyV133UVRURHZ2dmA2dwvKSmJYcOGNXufYcOGkZCQwPTp0znrrLMAs3P9okWLuO+++0ISV0Nxjh030YtULpeLdevWWaokGjb169mzJ7179+bXX3/l/PPPtylKERERERGR2BIxa/pXr16N3+9n9erVVFdX1yWUubm5pKamMnr0aPbZZx8uuOAC/vnPf+L3+7npppu4/PLL6zr3r1mzhqOOOooXXniBAw44gLS0NC699FJuvPFGMjMzycjI4KabbmLw4MF13fyldQ4//HCKi4u57777OOOMM/joo4/48MMPLbsmjB8/nmuvvRan08lxxx1HeXk58+bNIxAIcMMNN9gYvYiIiIiISHSKmO7948aNY+jQodx5551s3ryZoUOHMnTo0Lo1//Hx8bz//vskJydz0EEHcdZZZ3HKKadw//331z1GZWUly5Yto6ysrG7swQcf5JRTTuGss87ioIMOIiUlhXfffVcl5200YMAAnnjiCR5//HH2228/5syZw0033WQ55rLLLuPZZ5/F6/UyePBgDjvsMLxeL3379rUpahERERERkejmCDZeiC1tZhgGaWlplJaWWma2AbZt20ZhYSF9+/YlOTnZpgijm37GIiIiIiISa7aXhzYUMTP9IiIiIiIiItI2SvpFREREREREopSSfhEREREREZEopaRfREREREREJEop6RcRERERERGJUkr6RURERERERKKUkn4RERERERGRKKWkX0RERERERCRKKekXERERERERiVJK+kVERERERESilJJ+aZHH48HhcOBwOEhISKBnz54cc8wx/Oc//6GmpqbVj+P1eunWrVv7BSoiIiIiIiLNUtIfQQzDoLCwEMMwOuw5x4wZQ1FREStXruTDDz/kiCOO4K9//SsnnHACVVVVHRaHiIiIiIiItJ2S/ghRUFBAfn4+48aNIz8/n4KCgg553qSkJLKysujduzd5eXn8/e9/5+233+bDDz/E6/UC8K9//YvBgwfTpUsX3G43V155JZs3bwZgxowZXHzxxZSWltZVDYwfPx6AF198keHDh9O1a1eysrI477zzWL9+fYd8XyIiIiIiIrFASX8EMAwDr9dLcXEx2dnZFBcX4/V6O3TGv6EjjzyS/fbbjzfffBOAuLg4HnnkERYtWsTzzz/P559/zs033wzAqFGjeOihh3A6nRQVFVFUVMRNN90EQEVFBRMnTuT777/nrbfeorCwEI/HY8v3JCIiIiIiEo062R2A7FhJSQmBQAC3201KSgput5uioiL8fj9Op9OWmPr3788PP/wAwHXXXVc33rdvXyZOnMhf/vIXnnjiCRITE0lLS8PhcJCVlWV5jEsuuaTu33vssQePPPIIBxxwAJs3byY1NbVDvg8RERERCQ+GYVBSUkJmZqZtn3FFopGS/giQmZlJeno6Pp8Pt9uNz+fD5XKRkZFhW0zBYBCHwwHAF198wd13383ixYsxDIOqqiq2bdvGli1b6NKlS4uPsWDBAsaPH8/ChQvx+/11zQFXr17NPvvs0yHfh4iIiIjYr6CgAK/XSyAQID09HY/HQ15ent1hiUQFlfdHAKfTicfjweVyUVRUhMvlwuPx2HoGdMmSJfTt25dVq1YxduxYBg0axBtvvMH8+fN5/PHHAaisrGzx/lu2bGH06NGkpqby4osvMnfuXKZNmwaYZf8iIiIiEhvCbSmrSLTRTH+EyMvLIzc3F7/fT0ZGhq0J/+eff86PP/7I9ddfz7x586iqquKBBx4gLs48h/Tqq69ajk9MTKS6utoytnTpUjZs2MA999yD2+0GYN68eR3zDYiIiIhI2AjHpawi0UQz/RHE6XSSk5PToW9+5eXlrFu3jjVr1lBQUMDdd9/NySefzAknnMCFF15Iv379qKqq4tFHH+XXX3/lv//9L0899ZTlMXJycti8eTOfffYZGzZsoKysjN13353ExMS6+73zzjtMnDixw74vEREREQkPDZeylpWV4fP5SE9Pt3Upq0g0UdIv2/XRRx+RnZ1NTk4OY8aM4YsvvuCRRx7h7bffJj4+niFDhvCvf/2Le++9l0GDBvG///2PyZMnWx5j1KhRXHHFFZx99tm4XC7uu+8+XC4XXq+X1157jX322Yd77rmH+++/36bvUkRERETsEo5LWUWiiSMYDAbtDiLSGYZBWloapaWlTd6ctm3bRmFhIX379iU5OdmmCKObfsYiIiIikc8wjLBYyioSKbaXhzakNf0iIiIiImI7p9OpZF+kHai8X0RERERERCRKKekXERERERERiVJK+kVERERERESilJL+DqJ+ie1HP1sREREREZHmKelvZwkJCQCUlZXZHEn0qv3Z1v6sRURERERExKTu/e0sPj6ebt26sX79egBSUlJwOBw2RxUdgsEgZWVlrF+/nm7duhEfH293SCIiIiIiImFFSX8HyMrKAqhL/CW0unXrVvczFhERERERkXpK+juAw+EgOzubHj16UFlZaXc4USUhIUEz/CIiIiIiIi1Q0t+B4uPjlaCKiIiIiIhIh1EjPxEREREREZEopaRfREREREREJEop6RcRERERERGJUlrTHwLBYBAAwzBsjkRERERERERiQW3+WZuPtkRJfwhs2rQJALfbbXMkIiIiIiIiEks2bdpEWlpai7c7gjs6LSA7VFNTw9q1a+natSsOh8PucFpkGAZutxufz4fT6bQ7HJEm9BqVcKfXqIQ7vUYlEuh1KuEuUl6jwWCQTZs20atXL+LiWl65r5n+EIiLi2O33XazO4xWczqdYf3iFdFrVMKdXqMS7vQalUig16mEu0h4jW5vhr+WGvmJiIiIiIiIRCkl/SIiIiIiIiJRSkl/DElKSuLOO+8kKSnJ7lBEmqXXqIQ7vUYl3Ok1KpFAr1MJd9H2GlUjPxEREREREZEopZl+ERERERERkSilpF9EREREREQkSinpFxEREREREYlSSvpFREREREREopSS/hjyxBNP0LdvX5KTkxk2bBhfffWV3SGJADB58mT2339/unbtSo8ePTjllFNYtmyZ3WGJtGjy5Mk4HA6uu+46u0MRqbNmzRr+9Kc/kZmZSUpKCkOGDGH+/Pl2hyUCQFVVFfn5+fTt25fOnTuzxx578I9//IOamhq7Q5MY9eWXX3LiiSfSq1cvHA4Hb731luX2YDDI+PHj6dWrF507d+bwww/np59+sifYXaSkP0ZMnTqV6667jttvv50FCxZwyCGHcNxxx7F69Wq7QxNh5syZXHXVVXz77bdMnz6dqqoqRo8ezZYtW+wOTaSJuXPn8vTTT7PvvvvaHYpInUAgwEEHHURCQgIffvghixcv5oEHHqBbt252hyYCwL333stTTz3FY489xpIlS7jvvvv45z//yaOPPmp3aBKjtmzZwn777cdjjz3W7O333Xcf//rXv3jssceYO3cuWVlZHHPMMWzatKmDI9112rIvRowYMYK8vDyefPLJurEBAwZwyimnMHnyZBsjE2mquLiYHj16MHPmTA499FC7wxGps3nzZvLy8njiiSeYNGkSQ4YM4aGHHrI7LBFuvfVWvv76a1XxSdg64YQT6NmzJ88991zd2Omnn05KSgr//e9/bYxMBBwOB9OmTeOUU04BzFn+Xr16cd1113HLLbcAUF5eTs+ePbn33nv585//bGO0baeZ/hhQUVHB/PnzGT16tGV89OjRfPPNNzZFJdKy0tJSADIyMmyORMTqqquu4vjjj+foo4+2OxQRi3feeYfhw4dz5pln0qNHD4YOHcozzzxjd1gidQ4++GA+++wzfv75ZwC+//57Zs2axdixY22OTKSpwsJC1q1bZ8mfkpKSOOywwyIyf+pkdwDS/jZs2EB1dTU9e/a0jPfs2ZN169bZFJVI84LBIDfccAMHH3wwgwYNsjsckTqvvPIKBQUFzJ071+5QRJr49ddfefLJJ7nhhhv4+9//zpw5c7j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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set the seed\n", "np.random.seed(1)\n", "\n", "n = 100 # The number of data points\n", "X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n", "\n", "# Define the true covariance function and its parameters\n", "ell_true = 1.0\n", "eta_true = 3.0\n", "cov_func = eta_true**2 * pm.gp.cov.Matern52(1, ell_true)\n", "\n", "# A mean function that is zero everywhere\n", "mean_func = pm.gp.mean.Zero()\n", "\n", "# The latent function values are one sample from a multivariate normal\n", "# Note that we have to call `eval()` because PyMC3 built on top of Theano\n", "f_true = np.random.multivariate_normal(\n", " mean_func(X).eval(), cov_func(X).eval() + 1e-8 * np.eye(n), 1\n", ").flatten()\n", "\n", "# The observed data is the latent function plus a small amount of IID Gaussian noise\n", "# The standard deviation of the noise is `sigma`\n", "sigma_true = 2.0\n", "y = f_true + sigma_true * np.random.randn(n)\n", "\n", "## Plot the data and the unobserved latent function\n", "fig = plt.figure(figsize=(12, 5))\n", "ax = fig.gca()\n", "ax.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\")\n", "ax.plot(X, y, \"ok\", ms=3, alpha=0.5, label=\"Data\")\n", "ax.set_xlabel(\"X\")\n", "ax.set_ylabel(\"The true f(x)\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:13:02.744988Z", "start_time": "2017-09-04T05:12:56.122906Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/cfonnesbeck/mambaforge/envs/bayes_course/lib/python3.11/site-packages/pymc/sampling/mcmc.py:243: UserWarning: Use of external NUTS sampler is still experimental\n", " warnings.warn(\"Use of external NUTS sampler is still experimental\", UserWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Compiling...\n", "Compilation time = 0:00:00.634832\n", "Sampling...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "sample: 100%|██████████| 2500/2500 [00:20<00:00, 119.94it/s, 7 steps of size 5.25e-01. acc. prob=0.92] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling time = 0:00:23.334210\n", "Transforming variables...\n", "Transformation time = 0:00:00.014305\n" ] } ], "source": [ "with pm.Model() as model:\n", " ell = pm.Gamma(\"ell\", alpha=2, beta=1)\n", " eta = pm.HalfCauchy(\"eta\", beta=5)\n", "\n", " cov = eta**2 * pm.gp.cov.Matern52(1, ell)\n", " gp = pm.gp.Marginal(cov_func=cov)\n", "\n", " sigma = pm.HalfCauchy(\"sigma\", beta=5)\n", " y_ = gp.marginal_likelihood(\"y\", X=X, y=y, sigma=sigma)\n", "\n", " with model:\n", " marginal_post = pm.sample(500, tune=2000, nuts_sampler=\"numpyro\", chains=1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:13:02.780531Z", "start_time": "2017-09-04T05:13:02.747697Z" } }, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%True value
ell1.180.280.721.761.0
eta4.391.302.677.093.0
sigma1.930.141.682.202.0
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" ], "text/plain": [ " mean sd hdi_3% hdi_97% True value\n", "ell 1.18 0.28 0.72 1.76 1.0\n", "eta 4.39 1.30 2.67 7.09 3.0\n", "sigma 1.93 0.14 1.68 2.20 2.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary = az.summary(marginal_post, var_names=[\"ell\", \"eta\", \"sigma\"], round_to=2, kind=\"stats\")\n", "summary[\"True value\"] = [ell_true, eta_true, sigma_true]\n", "summary" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The estimated values are close to their true values." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Using `.conditional`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:14:54.499149Z", "start_time": "2017-09-04T05:13:02.782161Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [f_pred]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the results\n", "fig = plt.figure(figsize=(12, 5))\n", "ax = fig.gca()\n", "\n", "# plot the samples from the gp posterior with samples and shading\n", "from pymc.gp.util import plot_gp_dist\n", "\n", "f_pred_samples = az.extract(pred_samples, group=\"posterior_predictive\", var_names=[\"f_pred\"])\n", "plot_gp_dist(ax, samples=f_pred_samples.T, x=X_new)\n", "\n", "# plot the data and the true latent function\n", "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"True f\")\n", "plt.plot(X, y, \"ok\", ms=3, alpha=0.5, label=\"Observed data\")\n", "\n", "# axis labels and title\n", "plt.xlabel(\"X\")\n", "plt.ylim([-13, 13])\n", "plt.title(\"Posterior distribution over $f(x)$ at the observed values\")\n", "plt.legend();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The prediction also matches the results from `gp.Latent` very closely. What about predicting new data points? Here we only predicted $f_*$, not $f_*$ + noise, which is what we actually observe.\n", "\n", "The `conditional` method of `gp.Marginal` contains the flag `pred_noise` whose default value is `False`. To draw from the *posterior predictive* distribution, we simply set this flag to `True`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:16:37.290226Z", "start_time": "2017-09-04T05:14:57.906373Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [y_pred]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model:\n", " y_pred = gp.conditional(\"y_pred\", X_new, pred_noise=True)\n", " y_samples = pm.sample_posterior_predictive(\n", " marginal_post.sel(draw=slice(0, 50)), var_names=[\"y_pred\"]\n", " )" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:16:40.545932Z", "start_time": "2017-09-04T05:16:37.321425Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 5))\n", "ax = fig.gca()\n", "\n", "# posterior predictive distribution\n", "y_pred_samples = az.extract(y_samples, group=\"posterior_predictive\", var_names=[\"y_pred\"])\n", "plot_gp_dist(ax, y_pred_samples.T, X_new, plot_samples=False, palette=\"bone_r\")\n", "\n", "# overlay a scatter of one draw of random points from the\n", "# posterior predictive distribution\n", "plt.plot(X_new, y_pred_samples.sel(sample=1), \"co\", ms=2, label=\"Predicted data\")\n", "\n", "# plot original data and true function\n", "plt.plot(X, y, \"ok\", ms=3, alpha=1.0, label=\"observed data\")\n", "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"true f\")\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylim([-13, 13])\n", "plt.title(\"posterior predictive distribution, y_*\")\n", "plt.legend();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-08-07T22:22:33.216443Z", "start_time": "2017-08-07T22:22:33.210493Z" } }, "source": [ "Notice that the posterior predictive density is wider than the conditional distribution of the noiseless function, and reflects the predictive distribution of the noisy data, which is marked as black dots. The light colored dots don't follow the spread of the predictive density exactly because they are a single draw from the posterior of the GP plus noise." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Using `.predict`\n", "\n", "We can use the `.predict` method to return the mean and variance given a particular `point`. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-09-04T05:16:41.567782Z", "start_time": "2017-09-04T05:16:40.547616Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# predict\n", "with model:\n", " mu, var = gp.predict(\n", " X_new, point=az.extract(marginal_post.posterior.sel(draw=[0])).squeeze(), diag=True\n", " )\n", "sd = np.sqrt(var)\n", "\n", "# draw plot\n", "fig = plt.figure(figsize=(12, 5))\n", "ax = fig.gca()\n", "\n", "# plot mean and 2sigma intervals\n", "plt.plot(X_new, mu, \"r\", lw=2, label=\"mean and 2σ region\")\n", "plt.plot(X_new, mu + 2 * sd, \"r\", lw=1)\n", "plt.plot(X_new, mu - 2 * sd, \"r\", lw=1)\n", "plt.fill_between(X_new.flatten(), mu - 2 * sd, mu + 2 * sd, color=\"r\", alpha=0.5)\n", "\n", "# plot original data and true function\n", "plt.plot(X, y, \"ok\", ms=3, alpha=1.0, label=\"observed data\")\n", "plt.plot(X, f_true, \"dodgerblue\", lw=3, label=\"true f\")\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylim([-13, 13])\n", "plt.title(\"predictive mean and 2sigma interval\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "* Created by [Bill Engels](https://github.com/bwengals) in 2017 ([pymc#1674](https://github.com/pymc-devs/pymc/pull/1674))\n", "* Reexecuted by [Colin Caroll](https://github.com/ColCarroll) in 2019 ([pymc#3397](https://github.com/pymc-devs/pymc/pull/3397))\n", "* Updated for V4 by Bill Engels in September 2022 ([pymc-examples#237](https://github.com/pymc-devs/pymc-examples/pull/237))\n", "* Updated for V5 by Chris Fonnesbeck in July 2023 ([pymc-examples#549](https://github.com/pymc-devs/pymc-examples/pull/549))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Mon Jun 05 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.3\n", "IPython version : 8.13.2\n", "\n", "arviz : 0.15.1\n", "scipy : 1.10.1\n", "pymc : 5.3.0\n", "pandas : 2.0.2\n", "numpy : 1.24.3\n", "matplotlib: 3.7.1\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }