From 9b06e30b6ee71cd57c99ddc4289e1b4b2c712137 Mon Sep 17 00:00:00 2001 From: Ravin Kumar Date: Sat, 3 Aug 2019 15:22:32 -0700 Subject: [PATCH 1/4] Add Initial draft of ch7 exercises --- exercises/Chapter7.ipynb | 709 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 709 insertions(+) create mode 100644 exercises/Chapter7.ipynb diff --git a/exercises/Chapter7.ipynb b/exercises/Chapter7.ipynb new file mode 100644 index 0000000..926d85f --- /dev/null +++ b/exercises/Chapter7.ipynb @@ -0,0 +1,709 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chapter 7 Exercises" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pymc3 as pm\n", + "import numpy as np\n", + "from scipy import stats\n", + "import arviz as az\n", + "import pandas as pd\n", + "from scipy.special import expit as logistic\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def exp_quad_kernel(x, knots, ℓ=1):\n", + " \"\"\"exponentiated quadratic kernel\"\"\"\n", + " return np.array([np.exp(-(x-k)**2 / (2*ℓ**2)) for k in knots])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.array([-1, 0, 1, 2])\n", + "\n", + "def plot_covariance(data, kernel):\n", + " \"\"\"Functionalize the code block from the chapter to try different data\"\"\"\n", + " cov = exp_quad_kernel(data, data, 1)\n", + "\n", + " _, ax = plt.subplots(1, 2, figsize=(12, 5))\n", + " ax = np.ravel(ax)\n", + "\n", + " ax[0].plot(data, np.zeros_like(data), 'ko')\n", + " ax[0].set_yticks([])\n", + " for idx, i in enumerate(data):\n", + " ax[0].text(i, 0+0.005, idx)\n", + " ax[0].set_xticks(data)\n", + " ax[0].set_xticklabels(np.round(data, 2))\n", + " #ax[0].set_xticklabels(np.round(data, 2), rotation=70)\n", + "\n", + " ax[1].grid(False)\n", + " im = ax[1].imshow(cov)\n", + " colors = ['w', 'k']\n", + " for i in range(len(cov)):\n", + " for j in range(len(cov)):\n", + " ax[1].text(j, i, round(cov[i, j], 2),\n", + " color=colors[int(im.norm(cov[i, j]) > 0.5)],\n", + " ha='center', va='center', fontdict={'size': 16})\n", + " ax[1].set_xticks(range(len(data)))\n", + " ax[1].set_yticks(range(len(data)))\n", + " ax[1].xaxis.tick_top()\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.random.normal(size=4)\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.array([0, 0, 0,1])\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.array([0, 0, 0,10])\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.array([0, 1, 10,11])\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can validate the kernel value between the points 10 and 11 by using the calculation below. This should match the value in the image" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6065306597126334" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.exp(-(11-10)**2 / (2*1**2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2\n", + "Rerun the code generating Figure 7.3 and increase the number of samples obtained from the GP-prior to around 200. In the original figure the number of\n", + "samples is 2. Which is the range of the generated Y values?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question\n", + "When you mean generated values is that the range from the multivariate_normal? When referring to Y what is Y in this case?" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(-0.03, 0.5, 'f(x)')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(24)\n", + "test_points = np.linspace(0, 10, 200)\n", + "fig, ax = plt.subplots(2, 2, figsize=(12, 6), sharex=True,\n", + " sharey=True, constrained_layout=True)\n", + "ax = np.ravel(ax)\n", + "\n", + "for idx, ℓ in enumerate((0.2, 1, 2, 10)):\n", + " cov = exp_quad_kernel(test_points, test_points, ℓ)\n", + " ax[idx].plot(test_points, stats.multivariate_normal.rvs(cov=cov, size=200).T)\n", + " ax[idx].set_title(f'ℓ ={ℓ}')\n", + "fig.text(0.51, -0.03, 'x', fontsize=16)\n", + "fig.text(-0.03, 0.5, 'f(x)', fontsize=16)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3\n", + "\n", + "For the generated plot in the previous exercise. Compute the standard deviation\n", + "for the values of at each point. Do this in the following form:\n", + "* Visually, just observing the plots\n", + "* Directly from the values generated from stats.multivariate_normal.rvs\n", + "* By inspecting the covariance matrix (if you have doubts go back to exercise 1)\n", + "\n", + "Did the values you get from these 3 methods agree?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "Re-run the model model_reg and get new plots but using as `test_points X_new np.linspace(np.floor(x.min()), 20, 100)[:,None]` . What did you observed? How is this related to the specification of the GP-prior?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question:\n", + "I don't undersstand what the question is asking?" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [ϵ, ℓ]\n", + "Sampling 4 chains: 100%|██████████| 10000/10000 [00:06<00:00, 1550.39draws/s]\n", + "The acceptance probability does not match the target. It is 0.8809037732131105, but should be close to 0.8. Try to increase the number of tuning steps.\n" + ] + } + ], + "source": [ + "np.random.seed(42)\n", + "x = np.random.uniform(0, 10, size=15)\n", + "y = np.random.normal(np.sin(x), 0.1)\n", + "\n", + "with pm.Model() as model_reg:\n", + " # hyperprior for lengthscale kernel parameter\n", + " ℓ = pm.Gamma('ℓ', 2, 0.5)\n", + " # instanciate a covariance function\n", + " cov = pm.gp.cov.ExpQuad(1, ls=ℓ)\n", + " # instanciate a GP prior\n", + " gp = pm.gp.Marginal(cov_func=cov)\n", + " # prior\n", + " ϵ = pm.HalfNormal('ϵ', 25)\n", + " # likelihood\n", + " y_pred = gp.marginal_likelihood('y_pred', X=X, y=y, noise=ϵ)\n", + " trace_reg = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(trace_reg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exercise 5\n", + "Go back to exercise 1, but this time use a linear kernel (see the accompanying code for a linear kernel)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.array([-1, 0, 1, 2])\n", + "\n", + "def linear_kernel(x, knots):\n", + " \"\"\" linear kernel \"\"\"\n", + " return np.array([(x - 2) * (k - 2) for k in knots])\n", + "\n", + "def plot_covariance(data):\n", + " \"\"\"Functionalize the code block from the chapter to try different data\"\"\"\n", + " cov = linear_kernel(data, data)\n", + "\n", + " _, ax = plt.subplots(1, 2, figsize=(12, 5))\n", + " ax = np.ravel(ax)\n", + "\n", + " ax[0].plot(data, np.zeros_like(data), 'ko')\n", + " ax[0].set_yticks([])\n", + " for idx, i in enumerate(data):\n", + " ax[0].text(i, 0+0.005, idx)\n", + " ax[0].set_xticks(data)\n", + " ax[0].set_xticklabels(np.round(data, 2))\n", + " #ax[0].set_xticklabels(np.round(data, 2), rotation=70)\n", + "\n", + " ax[1].grid(False)\n", + " im = ax[1].imshow(cov)\n", + " colors = ['w', 'k']\n", + " for i in range(len(cov)):\n", + " for j in range(len(cov)):\n", + " ax[1].text(j, i, round(cov[i, j], 2),\n", + " color=colors[int(im.norm(cov[i, j]) > 0.5)],\n", + " ha='center', va='center', fontdict={'size': 16})\n", + " ax[1].set_xticks(range(len(data)))\n", + " ax[1].set_yticks(range(len(data)))\n", + " ax[1].xaxis.tick_top()\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqIAAAFACAYAAABnZR7nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd0FdXexvHv5KT3QioJhN6LEFCq9KIUBVGRqyIqyFWwXNu1vDZU5Oq1exXBrqCCIiKiKAiCtNAhdJJAKElI73XePwKBGAIJJJkoz2ct1srZs/fMb3KG5MmUfQzTNBERERERqW12VhcgIiIiIpcmBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiEidZRjGEMMw9hiGsd8wjEetrsdKhmF8YBhGgmEYO6yupS4wDCPMMIzlhmHsMgxjp2EY91pdk5UMw3A2DGO9YRhbT34/nrG6psowNI+oiIjURYZh2IC9wEAgDtgAjDVNM8rSwixiGEZvIBP4xDTNtlbXYzXDMIKBYNM0NxmG4QFsBK65hI8PA3AzTTPTMAwHYBVwr2maay0u7Zx0RlREROqqrsB+0zQPmqaZD8wFRlpck2VM01wJJFtdR11hmuYx0zQ3nfw6A9gF1Le2KuuYJTJPvnQ4+a/On21UEBURkbqqPnD4jNdxXMJBQypmGEY4cBmwztpKrGUYhs0wjC1AArDUNM06//1QEBURkbrKOEtbnT/DI7XLMAx3YD5wn2ma6VbXYyXTNItM0+wIhAJdDcOo87dwKIiKiEhdFQeEnfE6FDhqUS1SB528F3I+8Llpmt9YXU9dYZpmKvAbMMTiUs5LQVREROqqDUAzwzAaGYbhCNwILLS4JqkjTj6cMxvYZZrmf62ux2qGYfgbhuF98msXYACw29qqzk9BVERE6iTTNAuBe4CfKHkQ5SvTNHdaW5V1DMOYA6wBWhiGEWcYxu1W12SxHsDNQD/DMLac/HeV1UVZKBhYbhjGNkr+iFtqmuYii2s6L03fJCIiIiKW0BlREREREbGEgqiIiIiIWEJBVEREREQsoSAqIiIiIpZQEBURERERSyiIiohInWYYxkSra6hL9P0oS9+Psv5q3w8FURERqev+Ur9Ya4G+H2Xp+1HWX+r7oSAqIiIiIpao0oT29erVM8PDw2uuGhGRGrJx48YTpmn6W13HX0k9X5sZHuZgdRkkJhXh72ezugx2ZPpZXQIARelZ2DzdrC4D+5S6cS6rIC8LByfrvx8FXnXjA4KKMrKweVj//ciPOVKpn7n2VVlpeHg4kZGRF16ViIhFDMOItbqGv5rwMAfW/xRmdRl1RstVN1tdQp3iN8/6sFOXHB1SaHUJdcqh2x6t1M/cuvHnjIiIiIhcchRERURERMQSCqIiIiIiYgkFURERERGxhIKoiIiIiFhCQVRERERELKEgKiIiIiKWUBAVEREREUsoiIqIiIiIJRRERURERMQSCqIiIiIiYgkFURERERGxhIKoiIiIiFhCQVRERERELKEgKiIiIiKWUBAVEREREUsoiIqIiIiIJRRERURERMQSCqIiIiIiYgkFURERERGxhIKoiIiIiFhCQVRERERELKEgKiIiIiKWUBAVEREREUsoiIqIiIiIJeytLkBERC4Ni3/NYsabKWzanoedHTRv7Mj0J/3o19P1rP2feTmJZ19JOesyJyeD7JgmZdqOHCvk/2Yk8eOv2aSkFRESaM8NI9154fF61b4v1enItE/J3rofn1G9qTe2/zn77hvz1FnbG8y4C6dGwQDkHz1B2pL1ZO+MoSA+BTsXR5yb1Mfvxn44hQdVe/0Xo+/lzRjYvSUtGwfh6+XC8RMZrFi/j48XrCM7t+CcY9fM/ddZ22955BP2xSYCEBbsw+hBHencOoyQQC+yc/LZdSCemV+tZv+hxGrfn5qQ8MoH5O7Yi+ewvniPHlxhv7zoODJXrCdvTzRFyanYubvi1LwR3qMGYe/vW9qvOCeP5A/nkR97lKLUdLDZcAj2x6N/d9y6X1Ybu1SGgqiIiNS49z5JY+rjidx9mxeP3+9LcbHJ1p35ZOeYFY65/SYvBvd1K9OWlV3MVTcdZfigsu0xhwvoNSKORmEOvDatHoH17ImJK+BA9LnDjNUyVm0nL/Z4lcZ49OmI18CIMm0OIX6lX2dvPUD2zhg8+3TAqVEIxVm5pHy3isOPvU/oc7fj3CSkWmqvDjcNiyD+RAbvzv2dxORMmocHcPt13ejUJoyJ/zcHs+LDA4BFv+1gwS/byrQdOnb6j5fL2zekc+swFq/cyZ7oBDzcnBg3vAuzpt3EpKfmsCc6oSZ2q9pkrd1C/uFjleqbvW4rBUfi8RjYHYeQQIpS0kn7/leOP/MWQc9Mxd7PGwCzqBDs7PC8ug/29XwwCwrJXr+NpPe/pCgjE8/BvWpyl8pREBURkRoVc7iAB546wYwn63HvRO/S9j+HzD8LDbEnNKTsr6lPv06nsBBuud6jTPvkhxOpH2TPr/Pr4+BgAHAlLtW0BzWjKCuHxI+W4D9+CMdfn1fpcfa+nrg0D6twuUePtngN6YphGKVtLm0bEXP3q6QuXkvQlFEXVXd1emjGAlIzckpfb94VR3pmLv9391A6tQ5j487D5xyfmJzJzv0VB7Wlf+xh3k9byrRF7jjEN2/eyQ1DO/HsO0subgdqUHF2DilzFuEzdhhJ7809b3/Pq67E5uleps2pWUOOPjyDzJXr8b52EAA2dzfq3TW2TD+XDi0piD9B1u+RtR5EdY+oiMglxDCMIYZh7DEMY79hGI/WxjY/nJOOnQGTbvG86HV9+nUGgf42Bvc5fTn/QEwBP/+Wzd0TvEpD6F/BiU+X4hjmj0fPdtW6XpunW5kQCmBzc8Yh2I/C5PRq3dbFOjOEnhJ1oOQMsb+ve7llVZV2lvVn5eRz+HhKtay/JqV89SMO9QNxu6Jjpfr/OYQC2Nfzwc7DjaKU87/vdu6uYLNVuc6LpSAqInKJMAzDBrwNDAVaA2MNw2hd09tdvT6Xlk0dmftdJs2uiMExdD/Nu8XyzoepVVpP3NFClq/O4aZRHtjbnw5aq9eXhA0XFzsG3XAEl4b78Wt5kFunxJOUXFSt+1JdcnbFkrFyKwF3DKvy2LSfN7B/7LPsHzeNuKc/ImdX7HnHFGVkk384Acf6/hdSbq3q1DoUgJgjyeftO2pgB1Z8ei/LP57Km0+MoUPL+ucd4+nmTOPQepVav1Vy98aQtXoTvjdfc1HrKTiaQHF6Jg7BAeWWmaaJWVREUWYWmb+tI3fHXjwG9bio7V0IXZoXEbl0dAX2m6Z5EMAwjLnASCCqJjd69HghR+MLeeTZE0z7tx9Nwh2Y930mUx47QWEhTL3T+/wrAT6bl05xcfnL8sfiS8LmHffH84/rPHl0ig/7owt4/MUkdu3NZ+2PodjZ1Z0zpWZhEQkzv8d7eHcc61ftQSqPXu1x69wCe18PChJTSVm4mrhnPqL+k7fg2qZRheMSP1gMJnhffcXFll+j/H3cuWNMD9Zvi2X3wfhz9v3x9yhWbzrIiZRMgup5Mm54BG89MYapL8xjc1RcheMeuK0fhgFfLt5U3eVXC7OwiJSPv8FzSC8cgi/8DwezqIjkT77FzsMN994R5ZZn/rqGlM8Xlryw2fC5aTjuPTpf8PYulIKoiMiloz5w5k13ccDlNb3RYhMyMk0+mBXIqKtLLh/26+lKzOFCpr+ZwpQ7vMpdSj6bT7/O4LK2TrRv7VR2/cUlT7Rc2d2Ft170P7l+8PK046a74vlpeTZD+5/7ftTalPLdKorzC/Ed1bvKY4Omji792qVVQ9y7tCT2gbdJmrMM12m3n3VM8rcryVi1nYDJI3EM9jtrn7rAxcmBlx4cSVFRMdPePf+9m8++/WPp11s5wu+R+/nsP+OZdH1P7nr67PdU3jKyK4N7tuL5d38iLr5qZ+RrS/ri3yguKMRzeL+LWk/KZwvJ2x+L/33jsXMrPzOFa9f2ODZpQHFmFjmbd5Hy2UIw7PDoW+M/EsrQpXkRkUvH2dJemeeSDcOYaBhGpGEYkYlJ1XNZ28+n5FfNwCvL/jIcdKUr8YlFpWc0z2X95lx27y8odzYUwNen5L62gb3Lrx9gy468C6q7JhQkppI8fyV+N/bDLCykKCuHoqySWwvMgpLXZlFxpddn5+KEW6fm5B04ctblqT9vIOmLX/G7sR9e/TpVyz7UBEcHGzMeuob6gV7c/+J8EpMzq7yO7NwC/th8kFZNAs+6/NoB7Zk8thfvzl3Fot92XGzJNaIwKZX0RcvxvnYgFBZSnJ1DcfbJ46OwiOLsHMzi8x8fqV8vIXPFevwmXIdL2+Zn7WPzdMepUSgu7Vrge8s1uHW/jNSvfsAsrN3bWXRGVETk0hEHnPm4dShw9MwOpmnOBGYCRHRwPs/kOZXTuoUTazeWD4Pmybl57CpxSuSTrzKwt4ex15YPom1aOAJQ0UnVunRZviAhBbOgkPg35pdblvr9H6R+/0eZOUErxTTPuvPpK7aSOOsHvId3x3f0lRdTdo2y2ex44f4RtG4axNRp8zhw+MQFr8swOOuUT0N6teLBCQP4YlEkHy9YdxHV1qzCxCTMgkKSZn5ZblnGkpVkLFlJ0DNTcWxQ8RRcad8vI33xb/iMG45b98r/8eEYHkrW6k0UpWdi7+t1QfVfCAVREZFLxwagmWEYjYAjwI3ATTW90WuGuvHBF+n89Fs21w07/WTvT79lExpiT1DAuX8V5eebfPldBkP7u+Ffr/xTvVd0diYowMaS5dncPeH0/aZLlmcDENHRqdwYqziFB1H/6fHl2o88/REevdrj2b8TDkG+5QdWoCg7l6xN+3BuWvYhncx1u4h/ZwGe/Trhf0vFk6BbzTDgmXuuIqJtAx6c8e05p2I6H1cXR7pf1pioP63jyi5NefyuISxcvp03P1txsSXXKMcGIQQ8cme59oSX3se122W4947APqDi2ysylq4m7Zuf8Ro9GI8BVXvwKHdPNIazIzbP2r2NRUFUROQSYZpmoWEY9wA/ATbgA9M0d9b0dq/q70rfHi5MfjiBE0lFNG7owPxFmSxdkcPs10qe5o09XECzbrE8+YAvTz5QNogtWppFckoxt4wpfzYUwN7e4IXH/ZhwbwKTH07g2qvcORBTwBPTk+jT3YV+PevOfKI2N5cKHyqy9/cuXVaQmErMPa/je92V+I3pA0DKwtXkHz2BS5tG2Pt6UJiYRsrC1RSmZhJ07+l7R3OiYjj++jycGgbi2bcjOXtP3xZsONjjXJWzrTXswQn96d+tBR9+s5ac3ALaND1dW0JyBonJmQTV8+Dr1+/gw/lr+OCbtUDJRPgNgn3YFHWYxJRMgut5ctOwCPy83Xj6rcWl6+jYsj7PTLmaA4cSWbxiZ5n1FxQWsTembk1ob+fqgnPLJmddZu/nXbqs8EQKRx/5D14j+uE1cgAAWeu2kjJnEc7tmuPcqgl5Bw6dXq+zEw71S25ZyFi+jvyDh3Bu3RSbjxfFmdlkb9hGTuR2vK8bgmFfu9FQQVRE5BJimuZiYPF5O1YjwzD45sNgHnshiWdeTiYlrYiWTR359O1AbhpVEi5NoKjo9INHZ/rk6wx8fewYNrDiMzW3Xu+JnQH/eTuVj75Mx9fbxrjRHrzwmF+lHoSqc0wTiovLXGd2CKlH5vpdZK7fTXF2LnYuTri0aEDg5JE4Nwst7Ze9IxqzoJC86GPEPTG7zGrt/b1p9M79tbYb59OtY0nwvm3UFdw2quwT/bPm/cHseWvAMLC32WGccYvFoaPJXNmlKVd2aYa7qyNZOfls23OUF977uXQeUoDObRvg5GhPi0aBzHy27CTuxxLTGDVlVg3uXU0qOT7MM46P3O17wDTJ3b6X3O17y/R2atGIwEcnAeAYGkTO5ihSvlxMcVY2Nnc37EMC8L9vPC4dWtbqXgAY5vk+P+sMERERZmRkZA2WIyJSMwzD2GiaZvk5TKRCER2czfU/VfwJPpealqtutrqEOsVvXt2ZiaAuODqk0OoS6pRDtz1aqZ+5empeRERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCXsrS5ARETqph2ZfrRcdbPVZdQZLis9rC6hTvHamWR1CXVKnoev1SXUKYcq2U9nREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJe6sLEBGRS8uRaZ+SvXU/PqN6U29s/3P23TfmqbO2N5hxF06NggHIP3qCtCXryd4ZQ0F8CnYujjg3qY/fjf1wCg+q9vovVveWDbltQASNg/zwdHUiJTOHLdHHePfHNRw8nnzOsR4uTjxwTS/6tmuKs4M9W2OO8Z9vfmP/saTSPq3DAhndvR2dm9YnyMeD1MwcNh08wtuL/uBIcnpN716V1Qv0ZMyEXjRvU59GzYNwdnHk1sEvE380tVLj/QI8uOWeAXTp1Rx3TxeSEzJYsWQbH76+tLSPk7MDt04dQO9B7fD0duHIoSS+mv07y3/YWlO7dUH6d2rGkK4taR0eiI+HK8eT01m2aT8fLF5Hdl7BOccG+XoweWR3IlqE4e3uQkJqJksj9/DB4vXk5heW9nt6/CDaNQ7G39sdO8MgLjGNb1dt5+vlWyk2zZrexXIUREVEpNZkrNpOXuzxKo3x6NMRr4ERZdocQvxKv87eeoDsnTF49umAU6MQirNySfluFYcfe5/Q527HuUlItdReXTxdnYk6nMCXq7aRkplNsI8nEwZ04dMHbuS6Fz/lWEpGhWPfmDiS+n6eTJ+3nPScXG4f2JVZU8Zw/YzPSEjNBGBIp+Y0CfbjixWbOXA8iQAvdyYOvpwvHrqJ61/6jPiT/eqKkDA/eg9ux76oI+zcFEvnHs0qPTYwxJtXPplI/JEU/jf9B1KTMgkM8SGkgW+Zfk++OpZWHRrw8Vu/EBd9gh4DWvPI9DHYGQa/LtpS3bt0wW4ZHMGx5HTe+nYV8SmZtAzzZ9KIbnRpGcb46XOoKCc6O9rzvweuw95mx/+++4PjyRm0CQ9k0ojuNAjw4dGZP5T2dXKwZ+6yLcQlpmKa0K1NQx66oS9h/t68/OVvtbOjZ1AQFRGRWlGUlUPiR0vwHz+E46/Pq/Q4e19PXJqHVbjco0dbvIZ0xTCM0jaXto2IuftVUhevJWjKqIuqu7ot2bSHJZv2nNFyhO2xx1n4xHgGdmzGJ8s3nXVcn3aN6dSkPne8+TUb9sUBsC36GIufup3b+kfw0vzfAPjw10hSMnPKjN1y8CiLn7qd0d3b8c7iNTWxWxds+8YYxvaZDsCQUZ2rFESnPDmCpIR0Hr59NkWFxSXrI6ZMnzaXNSSiZ3NeeWI+S7/bDMCmNfupF+jJhPsHsXzxVoqLa/9M4Nnc++YCUs947zbtjSMtO5fnJgwlokUYG3YfPuu4jk3r0zDQh3++Op+1UbEARO45jKebMzcPisDZ0b70rOi/319cZuzaqFj8vd0Z2bOtJUFU94iKiFwiDMP4wDCMBMMwdlix/ROfLsUxzB+Pnu2qdb02T7cyIRTA5uaMQ7AfhXXwUvTZpGWVhI/CouIK+/Rp24SE1MzSEAqQmZvPih0H6dOuSWnbn0MowLGUDFIyswnwcq/GqquHeYGXg4NDfYno2ZyFX6wtDaFn07J9KAAbVu0t0x65eh9+AZ60bF/xHzm1LfUs711UdDwAAd4Vv3cO9iVxLis3v0x7RnYedn/6v3E2aZm5FJ3j2KtJCqIiIpeOj4AhVmw4Z1csGSu3EnDHsCqPTft5A/vHPsv+cdOIe/ojcnbFnndMUUY2+YcTcKzvfyHl1go7w8DeZkcDf2+evGEAiWlZfzpTWlaTYD/2HztRrv3A8SRCfD1xcXSocGyjQF/8PN04GH/ue1D/Slpf1gCAvLwCXpg5noUbn+br1Y/z4POj8fByKe136mxnYUFRmfEF+SWvw5sF1lLFF6ZTi5IgffBYxe/duqhDxManMHVULxoF++Li5ECXlmGM7X8Z81ZsLXOP6Ck2OwN3Fyf6dWrGsO6t+Wzpxhrbh3PRpXkRkUuEaZorDcMIr/XtFhaRMPN7vId3x7F+vSqN9ejVHrfOLbD39aAgMZWUhauJe+Yj6j95C65tGlU4LvGDxWCC99VXXGz5Neazf42lTYOSEBSbkMKdb80j+SxnxE7xcnXmaFL5M7xp2bkAeLo6kZNf/oEWm53BEzf0Jzkjm2/XWHIyvEb4BXgCcP+z17Js0Ra+nLWSkAa+3HbvIBo0CeDese9imiZxMSXhvWX7MCJX7Ssd36pDyZlQD0+X8iuvI/y93Zk8ojtro2LZFRtfYb/8wiImvDSXlycPZ/6z40vbv1m5nZfmLCvXv1f7Rrw+5VqgJKh/tGQ9s35YV+31V4aCqIiI1KiU71ZRnF+I76jeVR4bNHV06dcurRri3qUlsQ+8TdKcZbhOu/2sY5K/XUnGqu0ETB6JY7DfWfvUBY9/ugR3Z0fq+3lxa//OvHf3KMa/9hVHz3E7gUn5y9jnu/D67+v60aFRMFPeW0BGTt5FVl13nLodY/uGaN5+fhEAW9cfJCsjl8devpHOPZoSuWofG//YT+yBBCY/ejUvPz6fw9GJ9Ojfhj5D2wNY8qR4Zbg4OfDq3SMoKi7m6Y9+OmdfR3sb0ycOw8fDlSdm/cjx5HTaNArizmFXUFRczIuf/1qm/+Z9Rxg37XM8XBzp2qoBNw+KwDTh7QWra3KXzkqX5kVEpJRhGBMNw4g0DCOyKD3rotdXkJhK8vyV+N3YD7OwkKKsHIpO3g9pFpS8Nqtwb5qdixNunZqTd+DIWZen/ryBpC9+xe/Gfnj163TR9dek6PhktsceZ8mmPUx8az4ujg5MGNClwv7p2bl4uTqXa/c82ZaeXT5kTh3eg9Hd2/H0F0tZs/tQ9RVfB2SkZQOwae2BMu2b1uwHoEnLktkSiouKef6BOeTmFPDqZ5OYt/oJbp06gA9f/xmA5MSKZymwiqO9jdfuGUl9f2/ufu0bElLOPdPBNT3b0qVlGFPf+JbF63axad8RPv15I69+vZIxfTrQLLTslYjMnHx2xcazfvdh3vp2NR8sXs/4oV3wP8d9qDVFZ0RFRKSUaZozgZkAzk3qX/SpooKEFMyCQuLfmF9uWer3f5D6/R9l5gStZJFwlgcw0ldsJXHWD3gP747v6Csvpuxal5GTx+ETaYT5e1fY58DxJLq1bFiuvXGQL0eT08tdlr9jUFduH9iV6fOWs2jDrmqv2Wqx+xOAih92OrP90MFE7h7zNoEh3ji7OBIXe4Ie/VsDELW5bgV0e5sd/5k8nDbhQUx+dT77j5S/L/jPmobWIy0rl7jEtDLtO6KPAdAo2I99cRWvJyr2ODY7O+rX8ySxlqf3UhAVEZEa4xQeRP2nx5drP/L0R3j0ao9n/044BPmWH1iBouxcsjbtw7lp/TLtmet2Ef/OAjz7dcL/lsEXW3at8/VwpVGgD4sjd1fY57ftB7nmirZ0blqfjftLzgi7OTtyZdvG/PincTf17siUYT144/tVzFlZd+bJrE67th0mOTGDiB7N+H7O6fsbI3o0B2DvjrhyY05Nkm+zt2PE2CvYuHofx+LqzgNchgHT7hhK11YNuPeNb9l+8FilxiWlZePl5kyYvzeHE09/EEC7k3/gnS9cdm4eRnGxWS7I1gYFURGRS4RhGHOAPkA9wzDigKdM05xdk9u0ublU+FCRvb936bKCxFRi7nkd3+uuxG9MHwBSFq4m/+gJXNo0wt7Xg8LENFIWrqYwNZOge0/fO5oTFcPx1+fh1DAQz74dydl7eq5Fw8Ee56qcba0Fr94+nF1xCew9mkhWbj4N/X34R99OFBYV88mykieXOzetz8y7r+OpL34uPZv5244DbIk+ygs3D+XV71aSnp3HhIFdMDD48NfI0vUP6dSch0b1YVVUNOv3HabdGZ8ulZWbf95Pb7JCz4FtAGjauuRyekTP5qSlZJGWksX2yBgAftj8DL8s3MKrT30LlFxy/+C1n3nw+dFMeXIEq3+JIqSBL7dOHcjW9QfZsu5g6fpvuL038cdSSU7IwD/Yi+E3Xk5AsDcP3DKzdnf0PB69qT+DIlow64e15OQX0q7x6WM3PiWDhJRMgn09+O6F23l/0VreX7QWgIV/7GTcwE68ce+1zP5hHceTM2jdMJA7hl1OVMxxtpz8w6Vnu0aM6NGGlVsPcjw5A1dnB3q0bcSo3u2Yv3IbJ9Iu/nacqlIQFRG5RJimOdbqGipkmlBczJkfHeMQUo/M9bvIXL+b4uxc7FyccGnRgMDJI3FuFlraL3tHNGZBIXnRx4h7omyutvf3ptE799fablTGtthjDLqsOTf37YSDvY34lAwi98cxe+mG0geVDEqmdjpzDkjThCnvLeBf1/TmsTH9cXSwsS36GHe8+XWZT0vq3iocOzuDnq0b0bN12T8CNuw7zB1vVv7DBGrLE/8te2hOeXIEANs2RPPwhJL31GZvw85W9paMXxZuxiw2GTOhFwOv6URmWg7LFm3hw9eWlunn7OrI+CkD8Q3wICsjl8hV+5j2wFxOxNf+GcBz6dE2HIA7rr6CO/4048N7C9fw3vdrwCh/bBxLSufWF+cCdvAQAAAgAElEQVQwaUQ3/nlND7zdXYhPyeCblduZvXhd6X+ruMRU7AyDf17TA18PFzJy8jgUn8r/fbCEJesrPhtfk4yqTCQbERFhRkZGnr+jiEgdYxjGRtM0I87fU05xblLfbPDSJKvLqDNcVnpYXUKdErw86fydLiEJV1T+FpNLweZZ/6rUz1w9NS8iIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCxRa0F0yZIltGjRgqZNmzJ9+vTa2qz8zUyYMIGAgADatm170evKzc2la9eudOjQgTZt2vDUU09VQ4VSGw4fPkzfvn1p1aoVbdq04fXXX7e6JBERuQC1EkSLioq4++67+fHHH4mKimLOnDlERUXVxqblb2b8+PEsWbKkWtbl5OTEsmXL2Lp1K1u2bGHJkiWsXbu2WtYtNcve3p5XXnmFXbt2sXbtWt5++239TBER+QuqlSC6fv16mjZtSuPGjXF0dOTGG2/ku+++q41Ny99M79698fWtno9RMwwDd3d3AAoKCigoKMAwjPOMkrogODiYTp06AeDh4UGrVq04cuSIxVWJiEhV1UoQPXLkCGFhYaWvQ0ND9UtD6oSioiI6duxIQEAAAwcO5PLLL7e6JKmimJgYNm/erPdOROQvqFaCqGma5dp05knqApvNxpYtW4iLi2P9+vXs2LHD6pKkCjIzMxk9ejSvvfYanp6eVpcjIiJVVCtBNDQ0lMOHD5e+jouLIyQkpDY2LVIp3t7e9OnTp9ruP5WaV1BQwOjRoxk3bhyjRo2yuhwREbkAtRJEu3Tpwr59+4iOjiY/P5+5c+cyYsSI2ti0SIUSExNJTU0FICcnh19++YWWLVtaXJVUhmma3H777bRq1YoHHnjA6nJEROQC1UoQtbe356233mLw4MG0atWK66+/njZt2tTGpuVvZuzYsXTr1o09e/YQGhrK7NmzL3hdx44do2/fvrRv354uXbowcOBAhg0bVo3VSk1ZvXo1n376KcuWLaNjx4507NiRxYsXW12WiIhUkX1tbeiqq67iqquuqq3Nyd/UnDlzqm1d7du3Z/PmzdW2Pqk9PXv2POu95yIi8teiT1YSEREREUsoiIqIiIiIJRRERURERMQSCqIiIiIiYgkFURERERGxhIKoiIiIiFhCQVRERERELKEgKiIiIiKWqNEg+vnnnxMeHo6dnR3h4eF8/vnnNbk5+ZuqzuNIx+Rfl947EZG/nxr7ZKXPP/+ciRMnkp2dDUBsbCwTJ04EYNy4cTW1Wfmbqc7jSMfkX5feOxGRvyejKh+TFxERYUZGRlaqb3h4OLGxseXaGzZsSExMTKW3KZe26jyOdEz+dVXHe2cYxkbTNCOqubS/Necm9c0GL02yuow6w2Wlh9Ul1CnBy5OsLqFOSbjC1+oS6pTNs/5VqZ+5NXZG9NChQ1VqFzmb6jyOdEz+dem9s4Z9ih1+89ysLqPO8Nqp4HWmop17rC6hTgnIb2x1CX9JNXaPaIMGDarULnI21Xkc6Zj869J7JyLy91RjQfT555/H1dW1TJurqyvPP/98TW1S/oaq8zjSMfnXpfdOROTvqcaC6Lhx45g5cyYNGzbEMAwaNmzIzJkz9WCBVEl1Hkc6Jv+69N6JiPw91djDSiIidYkeVqo6d98ws92g+6wuo87w2plidQl1iu4RLcvWTPeInumnvTMq9TNXE9qLiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCxhb3UBIiLy99b38mYM7N6Slo2D8PVy4fiJDFas38fHC9aRnVtwzrFr5v7rrO23PPIJ+2ITAQgL9mH0oI50bh1GSKAX2Tn57DoQz8yvVrP/UGK178/FqhfoyZgJvWjepj6Nmgfh7OLIrYNfJv5oaqXG+wV4cMs9A+jSqznuni4kJ2SwYsk2Pnx9aWkfJ2cHbp06gN6D2uHp7cKRQ0l8Nft3lv+wtaZ264L5h/px13/H03lgezBg8y/beef+j0g8fOK8Y4PCA7hzxs10GtAOm4ONPev38/7Dn7J348EKx/S9sQePfXEfiXFJ3NTgrurclWpRL9CLMXdeSfO2oTRqGVxyfPSbTvyRlPOO/fjXRwgM9S3X/sw/P2bNr1Glr52cHRhzZx/6XN0B/2Bv0lOy2LruAJ++sbRS26lOCqIiIlKjbhoWQfyJDN6d+zuJyZk0Dw/g9uu60alNGBP/bw6mee7xi37bwYJftpVpO3Ts9C/Ly9s3pHPrMBav3Mme6AQ83JwYN7wLs6bdxKSn5rAnOqEmduuChYT50XtwO/ZFHWHnplg692hW6bGBId688slE4o+k8L/pP5CalElgiA8hDcqGjydfHUurDg34+K1fiIs+QY8BrXlk+hjsDINfF22p7l26YE4ujvzn16fIzytgxvi3ME2T254by8vLnmJShwfJzc6rcKyHrzuv/v4c2Rk5vHbXTPKy8xh9/zD+s+xpplz+bw7tPlJujJuXK3f9dzxJx2o3bFVFSEM/eg9tz76dR9gZGUPnXs2rND7y9z189uYvZdriosv+QXbftNF0G9CGz95cyt4dcQQEe3PzlIG8+NGd/HPka+Rm51/0flSWgqiIiNSoh2YsIDUjp/T15l1xpGfm8n93D6VT6zA27jx8zvGJyZns3H+swuVL/9jDvJ/KhqvIHYf45s07uWFoJ559Z8nF7UA1274xhrF9pgMwZFTnKgXRKU+OICkhnYdvn01RYXHJ+ogp06fNZQ2J6NmcV56Yz9LvNgOwac1+6gV6MuH+QSxfvJXi4vOk/1py1Z0DCGocyISW93L0wHEAorcd4qO9b3D1pIHMf3VRhWOHTx6ET6AX/+rzVOnYLct28MmBt7jl6euZduOr5cbcOeNmDm6NIflYKpcNaFczO3WRtm+IZmyPaQAMua5LlYNoekoWu7ceqnC5o5M9vYe25+tZK5g3e2Vpe0pSJs/Pup02ncLZuGrvhRV/AXSPqIjIJcIwjDDDMJYbhrHLMIydhmHcWxvbPTOEnhJ1Mjj4+7pf9PrTzrL+rJx8Dh9PqZb1VzfzfKeAKxAc6ktEz+Ys/GJtaQg9m5btQwHY8KcwEbl6H34BnrRsH3ZB268J3YZHsHvt3tIgCXA8JoGdq/fQfUSXc45tdXlzjuw7VmZsbnYe23/fzeXDOmNnKxtx2nRvQf9xvXjzntnVuxPV7EKPj8qy2dths7eRnVn2bHNWei4Ahp1Ro9v/M50RFRG5dBQC/zJNc5NhGB7ARsMwlpqmGXW+gdWtU+uSsBRzJPm8fUcN7MC44REUF5vs2HeMWfP+YOtZLrueydPNmcah9fhhxY5qqbcuaH1ZAwDy8gp4YeZ42nYOJy+3gHW/7ea9GYvJSCsJ5KfOdhYWFJUZX5Bf8jq8WSBRWyo+Y1abGrYJ44+FG8q1x0Qdpvd13c45triomIL8wnLtBXkFOLs6EdIkiLi9RwGw2du4771JfP3ywjLB9e/o8r6tWbDlOexsdhyIOspXM5eXuT80JyufXxZsZOQtPdi97RB7t8cRGOLDHQ9fxYFdR9myZn+t1qsgKiJyiTBN8xhw7OTXGYZh7ALqA7UaRP193LljTA/Wb4tl98H4c/b98fcoVm86yImUTILqeTJueARvPTGGqS/MY3NUXIXjHritH4YBXy7eVN3lW8YvwBOA+5+9lmWLtvDlrJWENPDltnsH0aBJAPeOfRfTNImLKXnIp2X7MCJX7Ssd36pDyZlQD0+X2i++Ah6+7mSmZJVrz0jOxMPH7ZxjD+89SqeB7fHwdScjORMAwzBo2bVp6bpPueGRkTg4OTDnxW+rsfq6Z+3yXezdHsfxuGR86nkwYlw3nnrnVmY8NJdlCzeX9vvvv79m8hMjmPHJpNK2XVsO8dhts8r9AVPTdGleROQSZBhGOHAZsK42t+vi5MBLD46kqKiYae+e/97NZ9/+kV/X7GHr7iP8tGoXdz01l8SULCZd37PCMbeM7Mrgnq145cNlxMVX7kn0vwLDKLlkun1DNG8/v4it6w/y47xI3pq2kOZt6tO5R0kA2/jHfmIPJDD50atp1SEMd09nBl/bmT5D2wNQXMOXfqvqbJeiT+3ruSx692fs7Awe+XgKwY0D8Q3y5u43JhDUKKBkvcUlty+ENAnipsdG89aU2RTknXuWhr+6/01byK/fbWLnxhhW/bSdR8e/z97th7ntgSFl+t1632D6jejEzOmLeHDcu8x4aC6e3q48N2sCTi4OtVqzgqiIyCXGMAx3YD5wn2ma6X9aNtEwjEjDMCIL8sqfqboYjg42Zjx0DfUDvbj/xfkknjyLVRXZuQX8sfkgrZoEnnX5tQPaM3lsL96du4pFv/19LssDZKRlA7Bp7YEy7ZtOXkpt0jIEKLlk/fwDc8jNKeDVzyYxb/UT3Dp1AB++/jMAyYkZtVj1uWWmZJY5c3mKu48bGWc5U3qm49EJvPiPN2jWuTGf7H+LL4++T6srmjP/tR8ASDpW8kfI3a/fxpZlO9i1di9uXq64ebli72iPYRi4ebni6OxY/TtWRxQXm6xcsh3/YG98/T0AaNg0kBsm9WXm9EV88+Hv7IiMZtnCzTw58QOatw1lyJiutVqjLs2LiFxCDMNwoCSEfm6a5jd/Xm6a5kxgJoC7b1i1nTqz2ex44f4RtG4axNRp8zhQiTkiK2IYnHXKpyG9WvHghAF8sSiSjxfU6oneWhG7v2QaqooeZjmz/dDBRO4e8zaBId44uzgSF3uCHv1bAxC1uW7cHwoQszOO8NblH55q2CqUQ+e49eKUVd+s448FGwhtHkxBfiHHDsYz9Z07STh0onQe0gatQwkKD2BBysflxi9I+ZhvXv+B/93/0UXvS1116uTyqeMjvHkQAHu3l52t4mhsEhlp2TRoElCr9SmIiohcIoyS652zgV2maf639rYLz9xzFRFtG/DgjG/PORXT+bi6ONL9ssZE/WkdV3ZpyuN3DWHh8u28+dmKiy25Ttq17TDJiRlE9GjG93NOB+2IHiXT++zdUT64nZok32Zvx4ixV7Bx9T6OxZ3/AbHasub7DUz6zy0ENQrg+Mn5XgMb+tOmRwtm//vzSq2juLi4dM5Qv2Afrry+O1+//F3p8hfGvoaDc9nLzTc+ci3NOjfmuetf4UQd+n5UNzubHb2GtCf+SAopJ0quQKScKDkj3qJdGNF7Tj+4VT+8Hh5eriTFp591XTVFQVRE5NLRA7gZ2G4YxqmJNx8zTXNxTW70wQn96d+tBR9+s5ac3ALaNA0uXZaQnEFiciZB9Tz4+vU7+HD+Gj74Zi1QMhF+g2AfNkUdJjElk+B6ntw0LAI/bzeefut0yR1b1ueZKVdz4FAii1fsLLP+gsIi9sbUrQntAXoObANA09Yll9MjejYnLSWLtJQstkfGAPDD5mf4ZeEWXn2q5AGb4qJiPnjtZx58fjRTnhzB6l+iCGngy61TB7J1/UG2rDv9aUI33N6b+GOpJCdk4B/sxfAbLycg2JsHbplZuzt6Hj++/ysj7x7Kswse4cMn54AJtz57A4mHk1j03ulJ2QMa1OOT/W/x2XPz+Oy5eUDJk/B3zvgH21ZEkZ2eQ8M2oYx99Fpidx5m3iun5x/dtW5fue0OvrUvBXkFbFtR6xNGVErPwSVznDZtWx+AiN4tSEvOIi05k+0bogH4YecL/LJgE68+XvL96HN1B67o34YNK3aTeDwVHz8Pho/rRvO2obx4/xel694RGc2BXUe589FhuHu5lE5oP3ZyfzLTc1j67cZa3VcFURGRS4RpmquA2p0kEOjWsREAt426gttGXVFm2ax5fzB73howDOxtdmXmMDx0NJkruzTlyi7NcHd1JCsnn217jvLCez+XzkMK0LltA5wc7WnRKJCZz44ts/5jiWmMmjKrBvfuwjzx37J1TnlyBADbNkTz8ISSeS5t9jbsbGXfrl8WbsYsNhkzoRcDr+lEZloOyxZt4cPXlpbp5+zqyPgpA/EN8CArI5fIVfuY9sBcTsSn1eBeVV1udh4P9X+Gyf+9lUc+mYJhGGz+dTv/u/8jcrNyS/sZhoHN3lbm+DBNk/pNg+k3tidu3m6ciEtiyYfLmfPCNxQWlJ/W6a/kiTf+Ueb1lKevBWDbugM8fPKPCZu9Dbszvh/H41Lw9nPjjoevwsPLlbzcAvZuP8zjt88uM0F9cbHJo+Pf58ZJfRl6/eXcPHUQ6SlZRG2O5dM3fibxWO0+4GdUZeLUiIgIMzIysgbLERGpGYZhbDRNM8LqOv5K3H3DzHaD7rO6jDrDa2fd/VhIKxTt3GN1CXWKrVljq0uoU37aO6NSP3P11LyIiIiIWEJBVEREREQsoSAqIiIiIpZQEBURERERSyiIioiIiIglFERFRERExBIKoiIiIiJiCQVREREREbGEgqiIiIiIWEJBVEREREQsoSAqIiIiIpZQEBURERERSyiIioiIiIglFERFRERExBIKoiIiIiJiCQVREREREbGEgqiIiIiIWEJBVEREREQsoSAqIiIiIpZQEBURERERSyiIioiIiIglFERFRERExBIKoiIiIiJiCQVREREREbGEgqiIiIiIWEJBVEREREQsoSAqIiIiIpZQEBURERERS9hbXYCIiNRNBV4mR4cUWl1GnZHn4Wt1CXVKQH5jq0uoU5K7BlhdQt2yt3LddEZURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIillAQFRERERFLKIiKiIiIiCUUREVERETEEgqiIiIiImIJBVERERERsYSCqIiIiIhYQkFURERERCyhICoiIiIilrC3ugAREbm0JLzyAbk79uI5rC/eowdX2C8vOo7MFevJ2xNNUXIqdu6uODVvhPeoQdj7+5b2K87JI/nDeeTHHqUoNR1sNhyC/fHo3x237pfVxi5VSf9OzRjStSWtwwPx8XDleHI6yzbt54PF68jOKzjn2CBfDyaP7E5EizC83V1ISM1kaeQePli8ntz8wtJ+T48fRLvGwfh7u2NnGMQlpvHtqu18vXwrxaZZ07tYJfUCvRhz55U0bxtKo5bBOLs4cmu/6cQfSTnv2I9/fYTAUN9y7c/882PW/BpV+trJ2YExd/ahz9Ud8A/2Jj0li63rDvDpG0srtZ3a0q9LMwZ1a0mrRkH4eLoQn5TB8sh9fLRwHdm55z42AMJDfJk0ujudWzXA2cme+KQM5v2yhS9/3nzW/oOuaMm0u68mPjmD4ffOrO7dqRQFURERqTVZa7eQf/hYpfpmr9tKwZF4PAZ2xyEkkKKUdNK+/5Xjz7xF0DNTsffzBsAsKgQ7Ozyv7oN9PR/MgkKy128j6f0vKcrIxHNwr5rcpSq7ZXAEx5LTeevbVcSnZNIyzJ9JI7rRpWUY46fPoaKc6Oxoz/8euA57mx3/++4Pjidn0CY8kEkjutMgwIdHZ/5Q2tfJwZ65y7YQl5iKaUK3Ng156Ia+hPl78/KXv9XOjlZSSEM/eg9tz76dR9gZGUPnXs2rND7y9z189uYvZdriohPLvL5v2mi6DWjDZ28uZe+OOAKCvbl5ykBe/OhO/jnyNXKz8y96P6rDuKsiiE/K4J2vfychOZMWDQO489pudG4Vxh3PVnxsALRqFMjb/x7Dpl1xPD/7ZzKz8wgL8sbVyfGs/d1dnbh/XB9OpGbW0N5UjoKoiIjUiuLsHFLmLMJn7DCS3pt73v6eV12JzdO9TJtTs4YcfXgGmSvX433tIABs7m7Uu2tsmX4uHVpSEH+CrN8j61wQvffNBaRm5pS+3rQ3jrTsXJ6bMJSIFmFs2H34rOM6Nq1Pw0Af/vnqfNZGxQIQuecwnm7O3DwoAmdH+9Kzov9+f3GZsWujYvH3dmdkz7Z1Lohu3xDN2B7TABhyXZcqB9H0lCx2bz1U4XJHJ3t6D23P17NWMG/2ytL2lKRMnp91O206hbNx1d4LK76a/eu/C0jNOH1sbN4dR3pmLk/fNZTOrcKIjDr7sWEY8NTEIUTuPMTDry8sbd+46+z9Aabc2Jt9hxI5kZZJlzYNq28nqkj3iIqIXCIMw3A2DGO9YRhbDcPYaRjGM7W5/ZSvfsShfiBuV3SsVP8/h1AA+3o+2Hm4UZSSft7xdu6uYLNVuc6admYIPSUqOh6AAO/y+3yKg33Jr+ys3LJn7zKy87AzjPNuNy0zl6Ki4qqUWivMGr5VwGZvh83eRnZmXpn2rPRcAAy783/vasuZIfSUqOjjAPj7VHxsdG4VRuPQenzx48ZKbad9sxCGdm/FjI9/vbBCq5HOiIqIXDrygH6maWYahuEArDIM40fTNNfW9IZz98aQtXoTwc/ee1HrKTiaQHF6Jg7BAeWWmaYJxcUU5+SSE7mD3B178b1t9EVtr7Z0ahEKwMFjyRX2WRd1iNj4FKaO6sULn//C8eQM2jYKYmz/y5i3YmuZe0RPsdkZuDg50rVVA4Z1b83HSzbU2D5Y5fK+rVmw5TnsbHYciDrKVzOXl7k/NCcrn18WbGTkLT3Yve0Qe7fHERjiwx0PX8WBXUfZsma/hdWfX6eWJcdGzNGKj40OzesD4Ohoz+ynxtIqPJD07DyWrt3NW3N/J6/g9LFhs9nx2ISBfLo4kriE1JotvhIUREVELhFmyamnUzeEOZz8V+NPrpiFRaR8/A2eQ3rhEOx/4espKiL5k2+x83DDvXdEueWZv64h5fOTlyVtNnxuGo57j84XvL3a4u/tzuQR3VkbFcuu2PgK++UXFjHhpbm8PHk4858dX9r+zcrtvDRnWbn+vdo34vUp1wJQXGzy0ZL1zPphXbXXb6W1y3exd3scx+OS8annwYhx3XjqnVuZ8dBcli08/YDOf//9NZOfGMGMTyaVtu3acojHbptFYUGRFaVXir+POxNH92Ddjlh2RVd8bPifPJP+/N1X8/XSLbz95e+0ahzEpFHdCfT1KHO5/tZhXXBwsPHx93XjWFAQFRG5hBiGYQM2Ak2Bt03TrPHfRumLf6O4oBDP4f0uaj0pny0kb38s/veNx87Ntdxy167tcWzSgOLMLHI27yLls4Vg2OHR9/KL2m5NcnFy4NW7R1BUXMzTH/10zr6O9jamTxyGj4crT8z6kePJ6bRpFMSdw66gqLiYFz8ve5l1874jjJv2OR4uJWdEbx4UgWnC2wtW1+Qu1ar/TVtY5vUfS3fw2ld3c9sDQ8oE0VvvG0y/EZ2YOX0Re7fHERDizbi7B/DcrAk89I93ycs5/xPptc3FyYGX7xtJUVExz81ccs6+p24vWPLHLmZ+8wcAm3bHYTMM7rmxN41CfIk+mkxogDfjR1zOw68tJL+OBHAFURGRS4hpmkVAR8MwvIFvDcNoa5rmjlPLDcOYCEwEsJ18Kv1iFCalkr5oeckl8sJCigtPXyI0C4sozs7BcHbCsDv3IwupXy8hc8V6/O4Yg0vbsz/MYvN0L72v1KVdC8z8fFK/+gH3XhEY9nXvXlFHexuv3TOS+v7e3Pmfr0hIOffTy9f0bEuXlmGMeGw2cYlpAGzad4TMnHyevGUg81ZsZV/cidL+mTn5pWdY1+8+TEFhMXcMu5yvfttKosVPSteU4mKTlUu2c8dDV+Hr70FyYgYNmwZyw6S+vPr4PH6ad/rWhN1bD/HBzw8zZExXvvukboVzRwcbrzxwDSEBXtz1/PmPjbST9x2v2xFbpn3tjljuAZo3DCD6aDL/uqUvkVGH2XHgGO6uTgA42GwYlDxFX1BQVOYyfm1QEBURuQSZpplqGMZvwBBgxxntM4GZAE6NQi/6sn1hYhJmQSFJM78styxjyUoylqwk6JmpODYIqXAdad8vI33xb/iMG45b906V3rZjeChZqzdRlJ6Jva/XBdVfU+xtdvxn8nDahAcx+dX57D9y4rxjmobWIy0rtzSEnrIjumQ6rEbBfmWC6J9FxR7HZmdH/Xqef9sgCiVPkMPph6DCmwcBsHd72SfIj8YmkZGWTYMm5e83tpLNZsf0qSNo3TiIe6bP48A53tNTDsYllXzxp/+xpx7DOjV3bKMQP0L8vVj23j3l1rHsvXuYs2Qjr37+20VUX3UKoiIilwjDMPyBgpMh1AUYALxUk9t0bBBCwCN3lmtPeOl9XLtdhnvvCOwD/Cocn7F0NWnf/IzX6MF4DOhRpW3n7onGcHbE5ulW5bprkmHAtDuG0rVVA+5941u2H6zcvKpJadl4uTkT5u/N4cTTD5m0axQMcN5w2bl5GMXFZrkg+3diZ7Oj15D2xB9JIeVEyfcj5UQGAC3ahRG953hp3/rh9fDwciUp/vwzMNQWw4DnJl9Fl9YNeOCVb9lxoHLHxppt0eTlF3JF+3BWbTlY2n5F+3D+v727D7KqruM4/v7CoqAQICKamOITPoCaswmGMSpqBgqWlZompjQ+pPYwjtLIZA9TTqlT2TiTIs6YTliWCoKZ5piUArIKsoJKgqmbIijL85PItz/uBZd1kRWWPbvwfs0wc8/5/e45vzP3x9nP+Z17fhfgpXmlkfFRt01kl3ab3h0YfuZxHHZAD374u4dZsKj5L1AMopK089gHuLv8PdE2wJ8zc8L23GGb3TrQ/rCDGiyr6NZlY9m6d2t567qb6J5JUeIAAAgoSURBVDz0ZDoPOwWAFVNfoHbsBNr3PZT2hx/EmrkfzhXZpv2utNu3BwDLnpzK2nlv0P6Ig2nbtTPrl69k5bSZrKqqpstXTycqWtafupHfGMRplb25c+IUVq1dR98D99lY9k7tMhbULmefPTox7heXMHrCFEZPKE1qMP6ZWZx/6rHc+t0vM2biVOYvWsYR+/dgxBn9mP3f+cx49X8AnNC3F0MHHMmkF+Yxf9EydmvfjgF9evGVgX3566SZvLtkRSHH/XFO+GJfAA7uU3r6u3Jgb5YsWsGSRcupnvYaABNn/YJ/PPQ8v77+LwCcOORo+g86kmlPvczC+Yvp2q0TZ55/PIf26cmN3//jxm2/WPUac196i2+PPIOOnTtsnND+vMsHsXzpKh5/sHFTHjWHa4cP4pR+vblr3BRWrXmfPgd92DcWLCr1jb27deKBW0Yw5qHJjHmo1DeWLF/N3ROe5eJh/Vmxai1Vs9/g8F57c8lZ/Znwrxc3Ph3fULA9Y+CRrF33Ac+/XNM8B1lPy/rfKUnabjJzJtDyfvMSgNLUS3XnlFxd/Qpksrp6DqurN51wfNfevegxsvQE9C4992bV9NnU/ukR1q9YSduOu1Px6b3o/r2L6HD0Yc16FI0xoM8BAIwY0p8RQ/pvUnb7+Mnc/vBkiKCibZtN5gd9+72lDL9xLJcOPZ4rzhpAl44deKd2GQ9MqmbMI1M3/upOzcLFtIngirMGsEenDixbtYY33lnMj+56lEeffbm5DvMTGXXrBZssX/Xj0tP+M6fO5doLSz892baiLW3qzPk5v6aWLt12Z8S1g+nUeTfWrH6fOdVvcv0lYzaZoH79+mTkRaM599KT+NLX+/HNq09jae0KZk9/nXtufYyFbxc/hdEGxx/VC4CLh/Xn4mGb9o3RDzzD6AcnEw30DYA7H5zMylVrOfuUo7lgcCXvLl7BvROrGDNuu8/Otk3ik0wkW1lZmVVVVduxOZK0fUTEc5n50Tl/tFm79uqZe99wVdHNaDG6Pd2u6Ca0KHtN2vx0QjujRce1rO+aFm3avdc06pzrLytJkiSpEAZRSZIkFcIgKkmSpEIYRCVJklQIg6gkSZIKYRCVJElSIQyikiRJKoRBVJIkSYUwiEqSJKkQBlFJkiQVwiAqSZKkQhhEJUmSVAiDqCRJkgphEJUkSVIhDKKSJEkqhEFUkiRJhTCISpIkqRAGUUmSJBXCICpJkqRCGEQlSZJUCIOoJEmSCmEQlSRJUiEMopIkSSqEQVSSJEmFMIhKkiSpEAZRSZIkFcIgKkmSpEIYRCVJklSIyMzGV45YCLy+FfvZE3h3K94n1dWU/cg+2Xpt7We3f2Z2b+rG7Mi24ZwvSY06536iILq1IqIqMyu3+460Q2vKfmSfbL387CRpx+GteUmSJBXCICpJkqRCNFcQvaOZ9qMdW1P2I/tk6+VnJ0k7iGb5jqgkSZJUn7fmJUmSVIgmC6JRcmtEvBoRMyPi2M3U2yUi7oiIORHxckSc3VRtUOsUEadHxCvlvjOygfIfRMTscr96IiL2r1P2mYh4LCJeKtc5oBHbuywiqiNiRkT8OyKOKK8/v7xuw7/1EXHM9j16bRARd0XEgoh4cTPlDZ5jImL/iHiu/JnNiojLmrflkqSt1WS35iNiMHAVMBjoB/w2M/s1UO8nQNvMHBURbYA9MtP5HHdSEdEWmAOcCtQA04DzMnN2nTonAVMzc2VEXA6cmJnnlMv+Cfw8Mx+PiI7lt7ywhe19KjOXll8PBa7IzNPrtasvMC4zD9wex62PioiBwHLgD5nZp4HyBs8xEbELpXPZmnIfeBH4fGa+1YzNlyRthaa8NT+M0h+QzMwpQJeI2KeBehcDNwJk5npD6E7vOODVzJyXmWuB+yj1pY0y88nMXFlenAL0BCiPZFZk5uPlesuBvo3Y3tI6i7sDDV2NnQeM3daDU+Nl5iRg0cdUafAck5lrM3NNuc6u+JUjSWo1mvKEvS/wZp3lmvK6jSKiS/nlzyLi+Yi4PyJ6NGEb1Ppssd/Ucwnwt/LrQ4HFEfFAREyPiJuA/RqzvYj4TkTMBX4FXN3Afs7BINrSbLavRMR+ETGzXP5LR0MlqXVoyiAaDayrP9JUQWk06+nMPBaYDNzchG1Q69OYflOqGHEBUAncVF5VAXwBuAb4HHAgcFJjtpeZt2XmQcB1wKh6++kHrMzMBr+rqMJstq9k5puZeRRwMDDcC1xJah22KYiWR5VmRMQM4C1Ko1Eb9Cyvq+s9YCXwYHn5fqDBh5q006hhy/2GiDgFuB4YWuc2bA0wvXwbfh3wENC9Mdur4z7grHrrzsXR0JZoi32lPBI6i9IFiiSphdumIFoeVTomM4+hFAIuLD/Z2h9Ykplv16ufwMPAieVVg4DZaGc2DTgkInqVHzo5Fxhft0JEfBa4nVIIXVDvvV0jont5+WTgqUZs75A6i0OA/9QpawN8jVJAVcsyngbOMRHRMyI6AEREV2AA8EqRDZUkNU5FE27rEUpPs75KadTzWxsKImJGOaxC6VboPRHxG2Bh3Xra+WTmuoi4Evg70Ba4KzNnRcRPgarMHE/pVnxH4P6IAHgjM4dm5gcRcQ3wRJQKnqMUWOduYXtXlkdY3wdqgeF1mjQQqMnMec1w+KojIsZSukjdMyJqgBuAdgCZ+Xs2f445HLglIpLS7fubM7O6eVsvSdoa/rKSJEmSCuE0J5IkSSqEQVSSJEmFMIhKkiSpEAZRSZIkFcIgKkmSpEIYRCVJklQIg6gkSZIKYRCVJElSIf4PtvXxRvz2qK0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = np.random.normal(size=4)\n", + "plot_covariance(data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exercise 7\n", + "Run a logistic regression model for the space_flu data. What do you see? Can you explain the result?" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [], + "source": [ + "df_sf = pd.read_csv('../code/data/space_flu.csv')\n", + "age = df_sf.age.values\n", + "space_flu = df_sf.space_flu.values" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [ϵ, β, α]\n", + "Sampling 4 chains: 100%|██████████| 18000/18000 [00:04<00:00, 3699.02draws/s]\n", + "100%|██████████| 1000/1000 [00:00<00:00, 3994.27it/s]\n" + ] + } + ], + "source": [ + "# Linear Model\n", + "with pm.Model() as space_flu_model:\n", + " α = pm.Normal(\"α\", 0,1)\n", + " β = pm.Normal(\"β\", 0,1)\n", + " ϵ = pm.Exponential(\"ϵ\", 1)\n", + " \n", + " μ = α + pm.math.dot(age, β)\n", + " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", + " \n", + " bd = pm.Deterministic('bd', -α/β)\n", + " \n", + " y = pm.Bernoulli(\"y\", p=θ, observed=space_flu)\n", + " flu_logistic_trace = pm.sample(4000)\n", + " flu_logistic_samples = pm.sample_posterior_predictive(flu_logistic_trace, vars=[θ,y], samples=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'θ')" + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot decision boundary\n", + "plt.vlines(flu_logistic_trace['bd'].mean(), 0, 1, color='k')\n", + "bd_hpd = az.hpd(flu_logistic_trace['bd'])\n", + "plt.fill_betweenx([0, 1], bd_hpd[0], bd_hpd[1], color='k', alpha=0.5)\n", + "\n", + "# Plot observed value\n", + "plt.scatter(age, np.random.normal(space_flu, 0.02), marker='.', color=[f'C{x}' for x in space_flu])\n", + "\n", + "# Plot mean of parameter estimate\n", + "theta = flu_logistic_trace['θ'].mean(axis=0)\n", + "idx = np.argsort(age)\n", + "plt.plot(age[idx], theta[idx], color='C2', lw=3)\n", + "\n", + "# Plot confidence of parameter estimate\n", + "az.plot_hpd(age, flu_logistic_trace['θ'], color='C2')\n", + "\n", + "plt.ylabel('θ', rotation=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 9\n", + "Change the logistic regression model in order to fit the data. Tip, use an order two polynomial." + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [], + "source": [ + "df_sf = pd.read_csv('../code/data/space_flu.csv')\n", + "age = df_sf.age.values\n", + "space_flu = df_sf.space_flu.values\n" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [ϵ, β, α]\n", + "Sampling 4 chains: 100%|██████████| 18000/18000 [00:12<00:00, 1396.65draws/s]\n", + "The acceptance probability does not match the target. It is 0.9175743214227405, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.8912580241795228, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.9204671817435341, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.8931877019711485, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "100%|██████████| 1000/1000 [00:00<00:00, 3902.33it/s]\n" + ] + } + ], + "source": [ + "# Quadratic Model\n", + "with pm.Model() as space_flu_model:\n", + " α = pm.Normal(\"α\", 0,1)\n", + " β = pm.Normal(\"β\", 0,1, shape=2)\n", + " ϵ = pm.Exponential(\"ϵ\", 1)\n", + " \n", + " # Quadratic Parmetarization is in this line\n", + " μ = α + pm.math.dot(age, β[0]) + pm.math.dot(age**2, β[1])\n", + " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", + " \n", + " # bd = pm.Deterministic('bd', -α/β)\n", + " \n", + " y = pm.Bernoulli(\"y\", p=θ, observed=space_flu)\n", + " flu_logistic_trace = pm.sample(4000)\n", + " flu_logistic_samples = pm.sample_posterior_predictive(flu_logistic_trace, vars=[θ,y], samples=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'θ')" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot observed value\n", + "plt.scatter(age, np.random.normal(space_flu, 0.02), marker='.', color=[f'C{x}' for x in space_flu])\n", + "\n", + "# Plot mean of parameter estimate\n", + "theta = flu_logistic_trace['θ'].mean(axis=0)\n", + "idx = np.argsort(age)\n", + "plt.plot(age[idx], theta[idx], color='C2', lw=3)\n", + "\n", + "# Plot confidence of parameter estimate\n", + "az.plot_hpd(age, flu_logistic_trace['θ'], color='C2')\n", + "\n", + "plt.ylabel('θ', rotation=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 9\n", + "Compare the model for the coal mining disaster with the one from the PyMC3\n", + "documentation ( https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters). Describe the differences between both models in terms of model-specification and results." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question:\n", + "The model in the book and the model from PyMC3 docs answer different questions\n", + "\n", + "PyMC3 docs answer question: When did rate of coal mining diaster change, specifically done by estimating three things, rate prior to change event, and rate post change event, and change event time\n", + "Book estimates what is rate of coal mining disasters at any point in time. It does not answer the question of when was an event that led to change in rate\n", + "\n", + "Is my understanding correct" + ] + } + ], + "metadata": { + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 1fa68d2f95d214160f688faf182760a72f78b155 Mon Sep 17 00:00:00 2001 From: Ravin Kumar Date: Sat, 3 Aug 2019 15:29:52 -0700 Subject: [PATCH 2/4] Update Chapter 7 --- exercises/Chapter7.ipynb | 91 ++++++++++++++++++++++------------------ 1 file changed, 50 insertions(+), 41 deletions(-) diff --git a/exercises/Chapter7.ipynb b/exercises/Chapter7.ipynb index 926d85f..201b754 100644 --- a/exercises/Chapter7.ipynb +++ b/exercises/Chapter7.ipynb @@ -9,9 +9,17 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import pymc3 as pm\n", @@ -42,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -61,7 +69,7 @@ "source": [ "data = np.array([-1, 0, 1, 2])\n", "\n", - "def plot_covariance(data, kernel):\n", + "def plot_covariance(data):\n", " \"\"\"Functionalize the code block from the chapter to try different data\"\"\"\n", " cov = exp_quad_kernel(data, data, 1)\n", "\n", @@ -92,12 +100,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -115,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -138,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -161,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -191,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -200,7 +208,7 @@ "0.6065306597126334" ] }, - "execution_count": 20, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -228,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -237,7 +245,7 @@ "Text(-0.03, 0.5, 'f(x)')" ] }, - "execution_count": 30, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -302,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -313,7 +321,7 @@ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [ϵ, ℓ]\n", - "Sampling 4 chains: 100%|██████████| 10000/10000 [00:06<00:00, 1550.39draws/s]\n", + "Sampling 4 chains: 100%|██████████| 10000/10000 [00:05<00:00, 1698.87draws/s]\n", "The acceptance probability does not match the target. It is 0.8809037732131105, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } @@ -322,6 +330,7 @@ "np.random.seed(42)\n", "x = np.random.uniform(0, 10, size=15)\n", "y = np.random.normal(np.sin(x), 0.1)\n", + "X = x[:, None]\n", "\n", "with pm.Model() as model_reg:\n", " # hyperprior for lengthscale kernel parameter\n", @@ -339,20 +348,20 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ]],\n", + "array([[,\n", + " ],\n", + " [,\n", + " ]],\n", " dtype=object)" ] }, - "execution_count": 36, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -383,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -437,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -468,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -479,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -490,8 +499,8 @@ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [ϵ, β, α]\n", - "Sampling 4 chains: 100%|██████████| 18000/18000 [00:04<00:00, 3699.02draws/s]\n", - "100%|██████████| 1000/1000 [00:00<00:00, 3994.27it/s]\n" + "Sampling 4 chains: 100%|██████████| 18000/18000 [00:04<00:00, 3888.38draws/s]\n", + "100%|██████████| 1000/1000 [00:00<00:00, 3894.51it/s]\n" ] } ], @@ -514,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -523,13 +532,13 @@ "Text(0, 0.5, 'θ')" ] }, - "execution_count": 177, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAD8CAYAAABw1c+bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XmUHGd57/HvU9Xr7PuMLGksyZYXmcU2wiZsNmDAdgCHhEWGnEDCxYfckISQBXNIHC65fxhIQiA4gDHGIQcwWwiCK2MTh+DgVd6txdpsyZIlzb73WlXP/aN7RrNKI/VMd0/389GZo+7q6qqna3p+Xf3WW2+JqmKMMaZ6OKUuwBhjTHFZ8BtjTJWx4DfGmCpjwW+MMVXGgt8YY6qMBb8xxlQZC35jjKkyFvzGGFNlLPiNMabKhEpdwHza2tp03bp1pS7DGGNWlMcee6xfVdtPNV9ZBv+6det49NFHS12GMcasKCJyaDHzWVOPMcZUGQt+Y4ypMhb8xhhTZSz4jTGmyljwG2NMlbHgN8aYKmPBb4wxVaY6g99Lw+6fwnO/Arv0pDGmypTlCVzLShXueBv07szdvvwjcNXf5h4bPQq/+jw4Lrzig9B+AbjVt4mWzVgP/PSPc/9f9Wk45w2lrsiYqlR9qTbRD8eeBD+Tu//Qv8CGK2DDlfDNa2H4BVAftt8GzWfDh38JNS1LX0dmAtwIuOGlX3a5+vcPw8Ff57bvne+DP38WYo2lrsqYqlN9TT3xpplh46Xgu1vgxSdg6GAulABQGD0GT39v6Wu460a4uRs+uw4OPbj0y18uQQDJ4TNvHhs5cmL7agCpkaWrzRizaAUFv4jcLiK9IrJjgcdFRL4kIvtF5GkRubSQ9S0JNwwf+gW0nTdtokDfbrjgWnCjJyY7LsSbl3b9Q4fgsW9C4EFmHLb95dIuf7mM98KXLobPnwNffwNkEot7npc58UHxxr+GUAzCNXDum3Pfrp75IaTHFl9HaiT3bezp70Pgn3p+Y8wchTb13AF8GfjWAo9fA2zM/1wOfCX/f2m1rIff/Ef49rtBBJwQrH89vOy9sPfuXLD07ILzr4GXvntp1x2KTdtjFojULu3yl8vDX4PRF3MfWH17YOeP4ZL3Lzy/l4Fvvwuevw+a18Ef3A0v+W3o/o1ceB+4N7f9Eajvgv/9EIQiJ68hCOAbb8l9MxMHnv8fuO6fl/BFGlMdCtrjV9X7gMGTzHId8C3NeQhoEpFVhaxzybSsz4Wul4ambqhphd5d8MCXwM/CB38Gb/8C7PoJ/OCD8MR3lma99Z1w7edz62s/H37rX5ZmucstWg/i5u8s4gNrz/+DI48CCiOH4f4v5qY3rIKOC+Dxb0E2AdkJGD8OA/vmX87EABx7Kvd7euCfoX9vrnkum4C9dy3VqzOmqogW2J1RRNYBP1PVl8zz2M+Am1X11/n79wKfUNU5Yy6LyA3ADQDd3d2vOHRoUaOLnpYbb7yR48ePA3B989Nc1XAAVyAVuHxz4BLe3/I0dU7uoG+fV8sdA5fwsY4HiTo+6cDla/2beTxx1pLXtRJExOMP27ezMTrAY4mzuGPgEhSZMc/Pf/5zAK6++moujh/jI+3biTk+2UC4a3Qj20bO413NO2l004DysngPYQlIBSE+fuRqUnriQHdMsry1YR+/2bgPHyEVhKhxMkQdRRUUeCrRyRf7Xl3ErWDM8uvq6uLmm28+o+eKyGOquvlU8y13rx6ZZ9q8nzSqeitwK8DmzZuXpXP98ePHmbzAS4RjBBzExcdxHBraz6KOx6a+AjWH07y8y8XNlxt2fF7aIQyybjlKWxF+wrm5G/Vwdv3cx2OxGJC7nsIIZ7ObUTaxj2NOBzubruJPm+5mI4dwCUgT4X5eST0JHnEvoevs1qnluPj8Id+imZGp7R9xdOq2SO5N1FXrs6523XK+ZGOK7uDBg8u+juUO/iPA2mn31wBHl3mdi/IAm1lFL2s4xjNcwD428CCXcBlPA3Afl7OXDbyBB/EBQXl2MvjOQJgsG3iBUeo4RucSvYrypQg/4a38hLdOTeuknxABAC4BT3MRw8ztztnCMPVMTAX95PKyuITwEXJtlDWklvtlGFORljv4twIfFZE7yR3UHVHVY8u8zkXJEuZOrpsx7RdcweO8jABhiCYAbuH3WMMxjtI5b0gthovPDXyHBsYQlG28gSeZ0zK2Irl4vIefsYHD3EWKXtoWnPchLuEqfo0i9NDGCA0ANDPM+/kPGhjjfjbzIK8gwEGBACFFlHu4guO082bu42yOAMIveF1xXqQxFaag4BeR7wJXAm0icgT4WyAMoKpfBbYB1wL7gQTw+4Wsb1F2/xR+9Tlo2QBv/6fT7o45wMz5R6lnF/O0a5yGDvppYIwoWQAu46mKCf6Xs5v1HCaMR4wM9UwsOO8jXMILrKaWJAdZM3WM4Bp+SQvDOCiv5VF2cj63sYXLeJJR6nmIS/HJHVj+Nu+kjgQeIZLEivIajak0BQW/ql5/iscV+KNC1nFaRl6EH30YvGSuX74bht+5rWirX8hwfs8WIIvL0Qpq6nEIZh3IOfnhmeN0zJnm4iP552l+mb20cRdvnJqnnnF+n+/TzAh7OIfv8bbCizemSlXWmbsTvbn+3ZDrkjl0sKTlTEoS5195F89wHg/wCn7OlaUuack8xSaO044CWUKMc/rnJdzNlUxQQ4DwBBfRS+uceV7PwzQyigDreYGNHCy4dmOqVWWN1dP1MjjrYjj6RO4kqStvLHVFU47SxY/4zVKXseSyhPkGWxACji54Ht/J9dLG33MDgqIL7Iv4OPmmIZ26b4w5M5UV/I4LH/gp9D0Lte1QN7dZwSyPhQJ78WTOeQHT3cerWMsx2hlgB+dzgLMLXJ8x1auygh9y4d95UamrMEssQZyv875Sl2FMRbDvy8YYU2Us+I0xpspY8BtjTJWx4DfGmCpjwW+MMVXGgt8YY6qMBb8xxlQZC35jjKkyFvzGGFNlLPiNMabKWPAbY0yVseA3xpgqY8FvjDFVxoLfGGOqjAW/McZUGQt+Y4ypMhb8xhhTZSz4jTGmyljwG2NMlbHgN8aYKmPBb4wxVcaC3xhjqowFv1lxspJlODJc6jKMWbEKDn4RuVpE9ojIfhG5cZ7Hu0XklyLyhIg8LSLXFrpOU70mQhM80/IMz9U/V+pSjFmxCgp+EXGBW4BrgE3A9SKyadZsfw18X1UvAbYA/1LIOk11UpS+aB+7G3cD4Kpb4oqMWbkK3eO/DNivqs+paga4E7hu1jwKNORvNwJHC1ynqTIBAS/UvsDB+oNE/ShhP1zqkoxZ0UIFPn81cHja/SPA5bPm+TRwj4j8MVALXFXgOk0VyTgZDtQfYDw0To1XgyD4+KUuy5gVrdA9fplnms66fz1wh6quAa4F/k1E5qxXRG4QkUdF5NG+vr4CyzKVIOEm2N20m0QoQY2fC31jTOEKDf4jwNpp99cwtynnQ8D3AVT1QSAGtM1ekKreqqqbVXVze3t7gWWZlW4oMsSupl0oStyPW+gbs4QKDf7twEYRWS8iEXIHb7fOmucF4E0AInIhueC3XXozL0XpifWwr2EfkSBCJIiUuiRjKk5Bbfyq6onIR4G7ARe4XVV3ishngEdVdSvw58DXReTPyDUDfVBVZzcHGUNAwOHaw/TGe6nxanDsNBNjlkWhB3dR1W3AtlnTbpp2exfwmkLXYyqbLz7P1z3PUHRo6iCuMWZ5FBz8xhQqK1n2N+5nIjRhoW9MEVjwm5JKO2n2Nu4l42SIe3YQ15hisOA3JZN0k+xt3IsvPnE/XupyjKkaFvymJCZCE+xt2AtAzI+VuBpjqosFvym68dA4exv34qhj3TWNKQELflNUY+Ex9jbsJRSECKuNuWNMKVhHaVM0Y+Ex9jTssdA3psQs+E1RjIVyoR8Owhb6xpSYBb9ZdpNt+hb6xpQHC36zrBJugr2NewmpNe8YUy4s+M2ySTmpqd474cBC35hyYcFvlkXGybC3cS8BgXXZNKbMWPCbJeeJx96GvXiORyywk7OMKTcW/GZJKcr+hv2k3bSdkWtMmbLgN0sqFUoxHh630DemjFnwmyUREJB0k3ji2SibxpQ5C35TsICAg3UH8RwPRx0LfWPKnAW/Kchk6A/EBiz0jVkhbJA2c8Z8fJ6vt8slGrPSWPCbM+KJx/6G/YyFxyz0jVlhLPjNacs4GfY17CPlpiz0jVmBLPjNaZkchsFzPLtcojErlAW/WbTp18i1fvrGrFwW/GZREm6CPY17ALtGrjErnQW/OaXx0Dh7GvfgqmsDrhlTASz4zUkNh4fZ37DfLqJiTAWx4DcLGogM8HzD80T8CCG1t4oxlcL+ms0citIb6+WFuheI+TFcdUtdkjFmCRU8ZIOIXC0ie0Rkv4jcuMA87xGRXSKyU0S+U+g6zfJRlKM1RzlUd4i4F7fQN6YCFbTHLyIucAvwZuAIsF1EtqrqrmnzbAQ+CbxGVYdEpKOQdZrlExBwuPYwvfFearwaHBvKyZiKVOhf9mXAflV9TlUzwJ3AdbPm+TBwi6oOAahqb4HrNMsgIOD5+udXROinnTQjkZFSl2HMilVoG/9q4PC0+0eAy2fNcx6AiNwPuMCnVfXnsxckIjcANwB0d3cXWJY5HZ54HKg/wGhktKyHYMg4Gfpj/VOhPxoepSHbUOKqjFl5Ct2tmy8hdNb9ELARuBK4HrhNRJrmPEn1VlXdrKqb29vbCyzLLFbGybCncU9ZD7aWlSzH4sc40HCAkehI7l0nsLtpd6lLM2ZFKnSP/wiwdtr9NcDReeZ5SFWzwPMisofcB8H2AtdtCpRyU+xt2EvWyVLj15S6nDl88RmIDTAYHURl5v5ETbaG80bOK1FlxqxshQb/dmCjiKwHXgS2AO+bNc9/kNvTv0NE2sg1/TxX4HpNgcZD4+xr2AdQdoOtBQQMRgcZiA0QOMGMx+LZOK2pVmJBjOZMc4kqNGZlKyj4VdUTkY8Cd5Nrv79dVXeKyGeAR1V1a/6xt4jILsAH/lJVBwot3Jy5ybNxQxoqqyEYFGU4Mkx/vB/P8WY8FvWidCQ7qPVqCQjmfCAYYxav4BO4VHUbsG3WtJum3Vbg4/kfU2LleDauooyHx+mN95JxMzMei/gR2pPt1Gfry/L4gzErUXn85ZtlV65n4ybdJD3xHpLh5IzpbuDSnmynKdNkgW/MErPgrwKTZ+O+WPNi2fTRzzgZeuO9jEXGZkx31KE11UpLqqUs6jSmElnwV7jJs3F74j1lEfq++PTH+hmMDs7sDKzQnG6mLdVWNk1QxlQq+wurYL74PFf3HMPRYWq92pI2mSjKYHSQ/lj/nAOz9Zl6OpIdZXWg2ZhKtqjgF5H3AP8nf/cmVf3B8pVklkLaSbO/YT/JULKkJ2ZNHrjtifeQdbMzHot7cToTnWXXndSYSnfK4BeReuATwCvJfTn/lYjcparjy12cOTPjoXH2N+wnkIAar3QnZqXcFD3xHhLhxIzpYT9MR7LDeuoYUyKL2eO/GpgKehH5T+AawPb6y4yi9EX7OFR/iIgfIRaU5tq4nnj0xntzY+pMy3UncGhLtdGSbrHAN6aEFhP83cDvi8jb8vfbgZ7lK8mcCV98DtUeYiA2QMyL4VKC7pou1Fxew4HGAwQyrR3fDtwaU1YW81cowFdU9f8CiMhNzB2IzZRQwk1woOEAaTddkvZ8RRkLj9H6h62EmkMEnAj9ukwdHckOokG0qDUZYxa2mOA/BLxx2v215IZhMCWmKH2xPl6ofQFX3ZK0509vxw9NeztF/AidiU7qvLqi12SMObnFBP9dwN+JSCu5vf8rgT9bzqLMqaWdNAfrDjISGcldIrHITTueePTF+xiODM9oxw8SAatYRXO62drxjSlTpwx+VR0Xkb8GHiT3J/5J69FTOorSH+3nhboXEKTo/fMVZSg6RF+sb2Z/fIXEIwnG7xvnov91UdHqMcacvkUdaVPVHwI/XOZazCkk3SSHag8xFhkryXg7E6EJemp6SLvpGdNrs7V0Jjp58J4Hi1qPMebMWBeLFcATj2PxY/TEe3Bwin4Ad6FxdcJ+mM5kJ3XZOmvWMWYFseAvY7749EX7OFp7lICAmB8r6lg7AQEDsQEGYgMzroDlqENrspWWtA2kZsxKZMFfhjzx6I/2c6z2GJ54Re+XP9k9s6emZ84FURrTjbQn2wlruGj1GGOWlgV/GUk7afpiffTEe1BRon6UqBa3/3vKSdFTM3eYhZgXozPRWZbX5jXGnB4L/hILCKYGMRuJjAC5kC12E4ovPn2xPoaiQzO6Z7qBS0eyg8ZMo7XjG1MhLPhLQFFSboqh6BC9sV6yThY3cIl78ZKcdTscGaYv3ofv+NMfoDndTHuqvWyu1mWMWRoW/EWUcTKMhEfojfeSCCUQhKgfJeKVZhz6hJvgeM1x0qGZ3TNrsjV0JbpsmAVjKpQF/zIKCEiGkoyHxhmMDjIeGgeBSBAp6Rj5WcnSG+9lNDo6Y7oNl2xMdbDgX0KTTTjj4XGGIkOMhcfQ/Hh2IQ1R45cu7CH3QTQYHaQ/3j+je6ao0JpqpTXVat0zjakCFvwFUpSJ0ATDkWEGYgNknSyKEg7CRP1oWQTpya6CVZ+ppzPZSTiw7pnGVAsL/jPg4zMRnmAwOshgdJBAAkSFcBAu6RWv5pN20vTU9DARnpgxPepH6Ux0UuvVlqgyY0ypWPAvwmQTzkRogqHoEKPhUVQUUSHiR0pz0ZNT8MWnP9bPYHRwzlWw2lPtNnqmMVXMgn8ekwdlE26CkcgIo5HRqStKuYFbNk048zlZ98ymTBPtyXa7CpYxVc4SgFxYJt1krq0+Opzbo0dRUUJBiIgfKdugny4RSnA8Pn/3zM5kJzG/NNfgNcaUl4KDX0SuBr4IuMBtqnrzAvO9i9wF2l+pqo8Wut5CTO3RhxIMR4YZC48REEwFfTnv0c9nodEzQ0GIzkSndc80xsxQUPCLiAvcArwZOAJsF5Gtqrpr1nz1wJ8ADxeyvjOV8lIcnzjOSMsIexr3MB4az3VnVHDVXTF79LMFBLl2/Nigdc80xixaoXv8lwH7VfU5ABG5E7gO2DVrvr8DPgf8RYHrWxQv8Ng3tI9Do4fYN7SP3kQvCAy1D9HkNhHzYyt6D1hRRiK5M4BntOMDDZkGOhIdNnqmMWZBhQb/auDwtPtHgMunzyAilwBrVfVnIlKU4O9L9PGNHd+gNlxLXbiOrtouRIRIOkIkXprhEZbKRGiCnnjPnHZ8Gz3TGLNYhQb/fLvNU20OIuIAXwA+eMoFidwA3ADQ3d1dUFGKUhOqobOms6DllJO0k6Y33st4ZObljkNBiPZku42eaYxZtEKD/wiwdtr9NcDRaffrgZcA/y0iAF3AVhF5x+wDvKp6K3ArwObNmxUD5C/KEuufM1yyteMbY85UocG/HdgoIuuBF4EtwPsmH1TVEaBt8r6I/DfwF6Xu1bMSBAQMRYfoj/UTOMGMx+wqWMaYQhQU/KrqichHgbvJdee8XVV3ishngEdVdetSFFlNFGU0MkpfrG/OuDo12Ro6kh3E/XiJqjPGVIKC+/Gr6jZg26xpNy0w75WFrq+STYQm6I33kgqlZkyP+BE6kh3UZeusHd8YUzA7c7cMJN0kffG+OQOpuYFLW6rNxtUxxiwpC/4SyjgZ+uJ9jEZmXhBFVGhJtdCaai3LAeBKRVECAnzHn7rOgTHm9Fnwl0BWsvTH+xmODM/sEKvQmKnOA7ea/+eLjy8+gROgKIIgKrmgl1z31VAQojHTWOqSjVmxLPiLyBOPgdgAQ9GhGUMsANRl6uhIdlT8dW4Dgly4O7mAF5WpDz83cIn5MWJ+jLgXJxJECGmIcBDOBb6GrMnLmCVgwV8Evvi5i7bEBqeGd55UyT11FMVzPLJyoneSIMS9OI3ZRmq8mtzF5oMIkSCCq9asZUwxWPAvIx+fodgQA9GBOX3xY16M9mQ7tV5txezFTg5lnXATU3vxtdla2rPt1GZrifkxIkGkYl6vMSuVBf8ymAz8wejgnEHUIn6E9mT7ihwqWVE88Qgk11wD5AI+32qloriBS/dENzVeDTVejZ1VbEwZsuBfQicL/LAfpj3ZTkO2oewDfzLgPcebup4wkuttFPNj1GRPNNGENDR1DYMd2R0AdKQ6SvwKjDEnY8G/BDzxGIwOMhQdmtOkE/bDtKXaynoQNR+frJvNHWzN/4tn4zRnmqfa4aNBlHAQLtvXYIxZPAv+AmQly0BsgOHo8JxeOuUc+AEBGSczdaA5pCGa0800ZhuJe/EVf70CY8zJWfCfgbSTZiA2wEhkZM7A1OUa+IqSdtL4jo+jDk3pJpozzdR6tXbA1ZgqY8F/GpJukoHYAGPhsTmBH/WitKXayu6grS8+aScNkjs5rCPZQX223g66GlPFLPhPQVESoQT9sX4S4cScx2uyNbSmWsuqW6aiZJ0snuPhBi6rE6tpTbcSCVb21ceMMUvDgn8BijIaHmUwNjhntEzInWnbmmotq0sdKkrKTRFIQF22jrPHz6Yx02h798aYGSz4Z/HFZzgyzGBsEM/xZj6ouYuZt6Zbifmx0hQ4j4CAlJsCgbZU29SZwOXyDcQYU14s+PPSTprB6CAj0ZE5PXREhcZMI62p8mou8cUn5aZw1WVVchXtqfayqs8YU56qOvgVZTw8zlB0aM5Y+JAbNKw53UxzupmQls+m8vFJu2lcXNaOr6Ut3VZW9RljyltVpoUnHsORYYajw3MubwgQ9aO0pFpoyDSUVfv4ZJOOg8OaiTW0p9ttYDNjzGmrmuBXVdLxNEdqj8zbHROFumwdLekWaryasmofnzxoq6J0JbroSnbZHr4x5oxVfHpMZCd4dvBZdg/uZqxrbM7jbuDSlGmiKd1Udu3jipJ20/ji05Zq46zEWRU/Xr8xZvlVZPD76nN84jhP9D7BodFD816mL+7FaUo3lV1zzqSsZMm4GRozjayZWFNW3UaNMStbRQV/Ipvgjp138MO9P6Qv2TfncfGFpmwTzenmst1z9vFJhVJE/SjnjZy3IkbzNMasLBUV/BE3wo/2/WhO6J9VexYXtl7Izvt20tzYXKLqTk5RkqEkokL3eDftqfay/CZijFn5Kir4Q06Id577Tr729NeIOBEubL2QC1supDmWC/tduqvEFc4v42TIOlnaUm2sTqwuu2MNxpjKUlHBD/Cu895Fa7yVHf07WF23utTlnNRks07cj3PO8DnUe/WlLskYUwUqri2hq7aLK9ZcgSvl279dUZJukoyboXu8m01Dmyz0jTFFU3F7/OXOE4+0m6Yp00T3eHfZHmQ2xlSugvf4ReRqEdkjIvtF5MZ5Hv+4iOwSkadF5F4RObvQda5Ek8M7e47HhtENnDt6roW+MaYkCgp+EXGBW4BrgE3A9SKyadZsTwCbVfVlwA+BzxWyzpUoK1kSoQTN6WZeOvhSWjOt1kXTGFMyhe7xXwbsV9XnVDUD3AlcN30GVf2lqk5eweQhYE2B61wxAgISoQQInDt6LhvGNhDWcKnLMsZUuULb+FcDh6fdPwJcfpL5PwTcVeA6y97kUAuBBHQmOlmVXGVj6xhjykahaTRfe8Xc8REAEfldYDNwxQKP3wDcANDd3V1gWaXji0/STdKQbeDs8bOJ+/FSl2SMMTMUGvxHgLXT7q8Bjs6eSUSuAj4FXKGq6fkWpKq3ArcCbN68ed4Pj3I2OYImwLqxdbSn260d3xhTlgoN/u3ARhFZD7wIbAHeN30GEbkE+Bpwtar2Fri+shQQkAwlqc/Ws25sHbGgfC7LaIwxsxUU/KrqichHgbsBF7hdVXeKyGeAR1V1K/B5oA74gYgAvKCq7yiw7rIxOdzCmok1dCY7bXwdY0zZK/iIo6puA7bNmnbTtNtXFbqOcjR59m0kiHDh8IXUeXWlLskYYxbFupqcgcmzb9tSbaydWGs9dowxK4ol1mmY7KapKBtGN9CSabEDuMaYFceCf5EmR9K0A7jGmJXOgv8Upp+M1T3eTUeqw/byjTErmgX/Sfjik3JT1GfqWTexjphve/nGmJXPgn8ek5dBdNRh/dh6WtM2qJoxpnJY8M+SlSxpN01rupW1E2vtMojGmIpjwZ83efZtJIhw/sj5NGQbbC/fGFORqj74px+8XZVYxarkKlwt38s2GmNMoao6+CdPxKrP1ttImsaYqlGVwR8QkAqlCAUhOxHLGFN1qir4J8fXUVG6El10JbtsuAVjTNWpmtQbzYySiWVoz7azdmKtNesYY6pWxQd/0ksymBqkPd5O1wtdbOzYaM06xpiqVrHBn/EzHB0/SjwU553nvpOLOy7mycSTFvrGmKpXkcHvikttuJbXrnktr1r1KuIha9YxxphJFRn8HTUd/NVlf0XUjZa6FGOMKTsVeZ1AEbHQN8aYBVRk8BtjjFmYBb8xxlQZC35jjKkyFvzGGFNlLPiNMabKWPBXmMEgzhPZszjsN5a6FGNMmarIfvzVajSIsi1zIR4OIT/gN/Qg54QGS12WMabMWPADgQqgOEs4mkOggocQkeC0npdVh3szG+nXWs52hnhN+PlF19WvtflbgofLi0Ej5zAz+FPqktYwDZJCCny9aXXZ5XUCsCnUU9jCjDFFU/XBv8vrYLu3Fge4Mryfte5IwcvsDWq5J3M+PsK5zgCvDh9cdMju9Lro1ToCHA4GzZzljyx6r73DGQfAIUBQup3hGY8f9Ru4N3suAJ0yxpsj+woK/3sy5zOkueEwjgTWtGTMSlHVwe+rsN1bi+LgA/dn17HFfarg5T6S7cYjd/nG54IWLtLjNEnqpM8ZDOIMaQ0pddHJ+nD4tbceB2V9aOiU662TDG+P7OJI0EiLJFjljs14/HFvNX6+rh6t58fpl5AkzEXucS4OHzvt1zmoNWh+0LvBqW8bxphyV3Dwi8jVwBcBF7hNVW+e9XgU+BbwCmAAeK+qHix0vUtB8j+TQXsicgsTwc8vNbeGkAQ8nFnLnqCDMD5XR3bT7KSn5j/qN/Cf+T1xRXAI8PPPVYT7vfVTwe+rcMBvJUA41x0gNKspqdFJ0ejM/yFTKxkGNSDAIcBhlBggPOmv5ljQwBsiB4gLroPgAAALDElEQVSJt+jXudoZ4XhQD8AqZ5TDi36mMaaUCurVIyIucAtwDbAJuF5ENs2a7UPAkKqeC3wB+Gwh61xKjiivDz1HlCw1ZLgicmBJlvsb4YO0SIIYWV7pHmK/18LuoJMAhzQh7slcMGP+Z712AlwCXBSZ2iuf5E37Nf1X5lwe9rrZ7q3lnsx5p1nXIVY7IzRJgiYS0x4RerWO+7PrTmt5bwzv59Xhg7w6fJA3hJdm2xljll+he/yXAftV9TkAEbkTuA7YNW2e64BP52//EPiyiIiqLs3udYHWhYZYt4hmlFMZC8L8InM+aUJsDh3mrZE9ZNTlgN/K0/6qaXMK2WnBHqgwqjGmf0PIObF5YmSnbh/TBoL8B0Gv1qHKotvpY+Lxpsh+AHZn23jYXze1XsVhQiOn9ZodUTa41mvImJWm0OBfDTO+4R8BLl9oHlX1RGQEaAX6C1x3WdmW2USSMOSbZh7wAhwEl4BgKuhzYf4y92junsLPM+czTGyeJZ4I/jXTDtJ2yDh9WocCLZI444OzT/mrmf0hk1aXfV4rG0MDZ7ZQY8yKUGjwzxc7s/fkFzMPInIDcANAd3d3gWXNr6uri4MHDy7LslOdl57Y9VZQcfEBP1AcPAIRRH3Wju+lx43wTHIIR3362mpA8k05qqABiALu1PIOeC2sOforADZymLqa9ShCV/J5ngi34ItLS/o4DkpWwoyGW6nxR4n7ibmF5vntLwEn/3VBAQ2YcGI8mO0mfXwfdd7oaW+DK6+8EmDZtrEx1aCrq2vZ11Fo8B8B1k67vwY4usA8R0QkBDQCc9oHVPVW4FaAzZs3L0sz0M0333zqmc7Qx+58gv94MvfSReTEJ5vjct3Fqzk+mqK7Nc7WJ+Mksz4DTRfgiKAZH4CQA6/b2MGfvGkjYUd425fvn1q2uCHuuOOOOev825/s4AePHUGA1nUtfOG9F/OWL9xHMuvjB8q3PnQZr1zXMm+9Dx0Y4He/8TBeoNTHQoylc3XEo1H+9BN/w+s2ti/VpjHGlJlCg387sFFE1gMvAluA982aZyvwAeBB4F3Af5VL+/5S+qctl3DNS1dxeDDBdx85xIG+3N62I7BtxzEyXsAjBwU/yL10z1e8IJiap60uysGBCR49NMiHXrOBmohLIv+hsLpp/ktH/ujxF6fm+Z99fdz7bC+JjMdEftqdj7ywYPC/6pxWnv27q0lmffb1jvO7tz0MwPr2Wi5bP/9zjDGVoaDgz7fZfxS4m1x3zttVdaeIfAZ4VFW3At8A/k1E9pPb099SaNHl6q0X5b6iPfL8IM/1JVAgUEh7uYAPOYIrgusIiiICWV9xRBiYyJAdVf7xnn387KljCNAYD7O+rZa/f/fL5l3fBV31PHVkGD9QOhtiXNBVR/5zhXjYZdOqhpPWG3Id6l2HS7ubeeDGN9Izmuac9lpCrg3hZEwlK7gfv6puA7bNmnbTtNsp4N2Frmclmch4J84NECHs5trq62Nh/uE9L+fYSJJXbWjl83fvYcfREVriEZ44nDuA6wUBO14cxVelJgIfueIczu2on3c9t31gM1+8dx/JjM8fv2kjq5vifHHLxdy5/TCvOLuZD75m/aJrbqqJ0FRzer16jDErU1WfubtcxtMnToIKh4RPv+Mi/EB560VdtNWduBbwl993KQD7esb4na88gBcokZDDaPJE981kduETqppqIvzt2y+aMe0tF3XxlotOHBxSVX6+4zi9Y2ne/vKzaKm1cDem2lnwL4NPXbuJD37zEbJ+wDUvWcV7N69FTtLvcmNnPQ988k0cH0lSE3Z5z60PcWwkxQVd9VzzklULPm8x/v7uPXzzgYP4gfLVXx3gv//ySqIh99RPNMZULAv+ZXDZ+hYe/5s3k8j4i97DrouGppp0/uev3sB42qMuGjrpB8Zi3LXj+NQB4JFklsODiQWbjowx1cGO4i2TWNg942YVEaE+Fi449AFef1478bCD6+QO+K5uqil4mcaYlc32+Cvc37xtExd01dMzmuLdm9cSj1gzjzHVzoK/wrmOsOWy5TkT2hizMllTjzHGVBkLfmOMqTIW/MYYU2Us+I0xpspY8BtjTJWx4DfGmCpjwW+MMVXGgt8YY6qMlOM1UUSkDzhU4GLaKM/r+lpdp8fqOj1W1+mptLrOVtVTXj6vLIN/KYjIo6q6udR1zGZ1nR6r6/RYXaenWuuyph5jjKkyFvzGGFNlKjn4by11AQuwuk6P1XV6rK7TU5V1VWwbvzHGmPlV8h6/McaYeVRc8IvI1SKyR0T2i8iNJaxjrYj8UkR2i8hOEfnT/PRPi8iLIvJk/ufaEtR2UESeya//0fy0FhH5hYjsy//fXOSazp+2TZ4UkVER+ViptpeI3C4ivSKyY9q0ebeR5Hwp/557WkQuLWJNnxeRZ/Pr/bGINOWnrxOR5LTt9tXlqOkkdS34exORT+a31R4ReWuR6/retJoOisiT+enF3F4LZUPx3l+qWjE/gAscADYAEeApYFOJalkFXJq/XQ/sBTYBnwb+osTb6SDQNmva54Ab87dvBD5b4t/jceDsUm0v4PXApcCOU20j4FrgLkCAVwEPF7GmtwCh/O3PTqtp3fT5SrCt5v295f8GngKiwPr836tbrLpmPf4PwE0l2F4LZUPR3l+Vtsd/GbBfVZ9T1QxwJ3BdKQpR1WOq+nj+9hiwG1hdiloW6TrgX/O3/xX4rRLW8ibggKoWehLfGVPV+4DBWZMX2kbXAd/SnIeAJhFZVYyaVPUeVfXydx8C1iz1es+krpO4DrhTVdOq+jywn9zfbVHrktwFrd8DfHc51n0yJ8mGor2/Ki34VwOHp90/QhmErYisAy4BHs5P+mj+K9vtxW5SyVPgHhF5TERuyE/rVNVjkHtjAh0lqGvSFmb+QZZ6e01aaBuVy/vuD8jtGU5aLyJPiMivROR1Jahnvt9buWyr1wE9qrpv2rSib69Z2VC091elBb/MM62k3ZZEpA74EfAxVR0FvgKcA1wMHCP3dbPYXqOqlwLXAH8kIq8vQQ3zEpEI8A7gB/lJ5bC9TqXk7zsR+RTgAd/OTzoGdKvqJcDHge+ISEMRS1ro91bybZV3PTN3Loq+vebJhgVnnWdaQdus0oL/CLB22v01wNES1YKIhMn9Yr+tqv8OoKo9quqragB8nWX6mnsyqno0/38v8ON8DT2TXx/z//cWu668a4DHVbUnX2PJt9c0C22jkr7vROQDwNuA92u+UTjflDKQv/0Yubb084pV00l+byX/GxWREPDbwPcmpxV7e82XDRTx/VVpwb8d2Cgi6/N7jluAraUoJN+G+A1gt6r+47Tp09vm3gnsmP3cZa6rVkTqJ2+TOzi4g9x2+kB+tg8APylmXdPM2BMr9faaZaFttBX4vXzvi1cBI5Nf2ZebiFwNfAJ4h6ompk1vFxE3f3sDsBF4rhg15de50O9tK7BFRKIisj5f1yPFqivvKuBZVT0yOaGY22uhbKCY769iHMUu5g+5I+B7yX1if6qEdbyW3Nexp4En8z/XAv8GPJOfvhVYVeS6NpDrVfEUsHNyGwGtwL3Avvz/LSXYZjXAANA4bVpJthe5D59jQJbcHteHFtpG5L6K35J/zz0DbC5iTfvJtf9Ovse+mp/3d/K/36eAx4G3F3lbLfh7Az6V31Z7gGuKWVd++h3AR2bNW8zttVA2FO39ZWfuGmNMlam0ph5jjDGnYMFvjDFVxoLfGGOqjAW/McZUGQt+Y4ypMhb8xhhTZSz4jTGmyljwG2NMlfn/rjTZba7c+UcAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -570,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -581,7 +590,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -592,12 +601,12 @@ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [ϵ, β, α]\n", - "Sampling 4 chains: 100%|██████████| 18000/18000 [00:12<00:00, 1396.65draws/s]\n", - "The acceptance probability does not match the target. It is 0.9175743214227405, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8912580241795228, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.9204671817435341, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8931877019711485, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "100%|██████████| 1000/1000 [00:00<00:00, 3902.33it/s]\n" + "Sampling 4 chains: 100%|██████████| 18000/18000 [00:12<00:00, 1474.98draws/s]\n", + "The acceptance probability does not match the target. It is 0.8979909354540494, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.8789797304019081, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.9055478985631059, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The acceptance probability does not match the target. It is 0.9182246730128105, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "100%|██████████| 1000/1000 [00:00<00:00, 3940.01it/s]\n" ] } ], @@ -621,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -630,13 +639,13 @@ "Text(0, 0.5, 'θ')" ] }, - "execution_count": 175, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] From 254eb06416f32c5d40c13fad4f72078a59384a90 Mon Sep 17 00:00:00 2001 From: Ravin Kumar Date: Tue, 6 Aug 2019 17:48:26 -0700 Subject: [PATCH 3/4] Remove error parameter --- exercises/Chapter7.ipynb | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/exercises/Chapter7.ipynb b/exercises/Chapter7.ipynb index 201b754..fecb2f6 100644 --- a/exercises/Chapter7.ipynb +++ b/exercises/Chapter7.ipynb @@ -509,7 +509,6 @@ "with pm.Model() as space_flu_model:\n", " α = pm.Normal(\"α\", 0,1)\n", " β = pm.Normal(\"β\", 0,1)\n", - " ϵ = pm.Exponential(\"ϵ\", 1)\n", " \n", " μ = α + pm.math.dot(age, β)\n", " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", @@ -573,7 +572,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Exercise 9\n", + "## Exercise 8\n", "Change the logistic regression model in order to fit the data. Tip, use an order two polynomial." ] }, @@ -615,7 +614,6 @@ "with pm.Model() as space_flu_model:\n", " α = pm.Normal(\"α\", 0,1)\n", " β = pm.Normal(\"β\", 0,1, shape=2)\n", - " ϵ = pm.Exponential(\"ϵ\", 1)\n", " \n", " # Quadratic Parmetarization is in this line\n", " μ = α + pm.math.dot(age, β[0]) + pm.math.dot(age**2, β[1])\n", From a23f2d93b5824633eefa7c0ab853c72e428a25a3 Mon Sep 17 00:00:00 2001 From: Ravin Kumar Date: Sat, 10 Aug 2019 09:05:01 -0700 Subject: [PATCH 4/4] Add gaussian processes exercise 3 --- exercises/Chapter7.ipynb | 227 ++++++++++++++++++++++++++++++++++----- 1 file changed, 199 insertions(+), 28 deletions(-) diff --git a/exercises/Chapter7.ipynb b/exercises/Chapter7.ipynb index fecb2f6..32b8c5b 100644 --- a/exercises/Chapter7.ipynb +++ b/exercises/Chapter7.ipynb @@ -9,17 +9,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pymc3 as pm\n", @@ -39,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -227,16 +219,19 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "### Question\n", - "When you mean generated values is that the range from the multivariate_normal? When referring to Y what is Y in this case?" + "def exp_quad_kernel(x, knots, ℓ=1):\n", + " \"\"\"exponentiated quadratic kernel\"\"\"\n", + " return np.array([np.exp(-(x-k)**2 / (2*ℓ**2)) for k in knots])" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -245,13 +240,13 @@ "Text(-0.03, 0.5, 'f(x)')" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -265,18 +260,25 @@ "source": [ "np.random.seed(24)\n", "test_points = np.linspace(0, 10, 200)\n", - "fig, ax = plt.subplots(2, 2, figsize=(12, 6), sharex=True,\n", - " sharey=True, constrained_layout=True)\n", + "fig, ax = plt.subplots(2, 2, figsize=(12, 6), sharex=True, sharey=True, constrained_layout=True)\n", "ax = np.ravel(ax)\n", "\n", "for idx, ℓ in enumerate((0.2, 1, 2, 10)):\n", " cov = exp_quad_kernel(test_points, test_points, ℓ)\n", - " ax[idx].plot(test_points, stats.multivariate_normal.rvs(cov=cov, size=200).T)\n", + " vals = stats.multivariate_normal.rvs(cov=cov, size=200).T\n", + " ax[idx].plot(test_points, vals, alpha=.1, c='b')\n", " ax[idx].set_title(f'ℓ ={ℓ}')\n", "fig.text(0.51, -0.03, 'x', fontsize=16)\n", "fig.text(-0.03, 0.5, 'f(x)', fontsize=16)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The range of Y looks to range from -3 to 3 " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -284,44 +286,168 @@ "## Exercise 3\n", "\n", "For the generated plot in the previous exercise. Compute the standard deviation\n", - "for the values of at each point. Do this in the following form:\n", + "for the values of Y at each point. Do this in the following form:\n", "* Visually, just observing the plots\n", "* Directly from the values generated from stats.multivariate_normal.rvs\n", - "* By inspecting the covariance matrix (if you have doubts go back to exercise 1)\n", + "* By inspecting the covariance matrix (if you have doubts go back to Exercise 1)\n", "\n", "Did the values you get from these 3 methods agree?" ] }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0069400954007475" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cov = exp_quad_kernel(test_points, test_points, 10)\n", + "vals = stats.multivariate_normal.rvs(cov=cov, size=1000)\n" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Exercise 4\n", - "Re-run the model model_reg and get new plots but using as `test_points X_new np.linspace(np.floor(x.min()), 20, 100)[:,None]` . What did you observed? How is this related to the specification of the GP-prior?" + "First we'll calculate the variance of all y values at X=0 to see that we get a variance of 1" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0139283557256664" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.var(vals.T[1,:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Question:\n", - "I don't undersstand what the question is asking?" + "Next we'll inspect the covariance matrix for the covariance for (x=0, x=0), again seeing that the covariance for the same x location is 1" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cov[0][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally visually inspecting the plot it looks like the range of the y values is mostly around -3 to 3. We can simulate a gaussian distribution with a variance of 1 to double check our estimation of the range." + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_kde(stats.norm(0, scale=np.sqrt(1)).rvs(10000))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "Re-run the model model_reg and get new plots but using as `test_points X_new np.linspace(np.floor(x.min()), 20, 100)[:,None]` . What did you observed How is this related to the specification of the GP-prior?" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ + "/home/canyon/miniconda3/envs/pymc4/lib/python3.6/site-packages/theano/tensor/basic.py:6592: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " result[diagonal_slice] = x\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", + "/home/canyon/miniconda3/envs/pymc4/lib/python3.6/site-packages/theano/tensor/basic.py:6592: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " result[diagonal_slice] = x\n", + "/home/canyon/miniconda3/envs/pymc4/lib/python3.6/site-packages/theano/tensor/basic.py:6592: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " result[diagonal_slice] = x\n", + "/home/canyon/miniconda3/envs/pymc4/lib/python3.6/site-packages/theano/tensor/basic.py:6592: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " result[diagonal_slice] = x\n", + "/home/canyon/miniconda3/envs/pymc4/lib/python3.6/site-packages/theano/tensor/basic.py:6592: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " result[diagonal_slice] = x\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [ϵ, ℓ]\n", - "Sampling 4 chains: 100%|██████████| 10000/10000 [00:05<00:00, 1698.87draws/s]\n", + "Sampling 4 chains: 0%| | 0/10000 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X_new = np.linspace(np.floor(x.min()), 20, 100)[:,None]\n", + "\n", + "with model_reg:\n", + " # conditional distribution evaluated over new input locations\n", + " f_pred = gp.conditional(\"f_pred\", X_new)\n", + " # samples from the posterior predictive distribution evaluated at the X_new values\n", + " pred_samples = pm.sample_posterior_predictive(trace_reg, vars=[f_pred])\n", + "\n", + "_, ax = plt.subplots(figsize=(12,5))\n", + "ax.plot(X_new, pred_samples[\"f_pred\"].T, \"C1-\", alpha=0.3)\n", + "ax.plot(X, y, \"ko\");\n" + ] + }, { "cell_type": "code", "execution_count": 13,