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@taiga4112
Created December 4, 2019 06:53
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 正規分布のベイズ推論\n",
"\n",
"## 1変量の場合\n",
"- N個のデータからなる$X=\\{x_n\\}$が単変量正規分布( $ X \\sim \\mathcal{N}(\\mu, \\sigma^2) $ )に従うと仮定してベイズ推論を行う場合について考える。なお、簡単のため精度パラメータ$\\lambda^{-1}=\\sigma^2$の文字に置き換えてパラメータの事後分布とについて議論する\n",
" - $\\mu$ : 未知, $\\lambda$ : 既知 の場合\n",
" - $\\mu$に対しては正規分布 (ex. $p(\\mu) = \\mathcal{N}(\\mu|m,\\lambda_\\mu^{-1})$) が共役事前分布であることが知られている\n",
" - $\\mu$と$\\lambda_\\mu^{-1}$はハイパーパラメータ\n",
" - 事後分布のパラメータは以下のように解析的に求まる\n",
" - $\\hat{\\lambda}_\\mu=N\\lambda+\\lambda_\\mu$\n",
" - $\\hat{m} = \\frac{\\lambda\\sum_{n=1}^{N} x_n + \\lambda_\\mu m}{\\hat{\\lambda}_\\mu}$\n",
" - 予測分布は解析的に正規分布に従う確率分布$p(x_*)=\\mathcal{N}(x_*|\\mu_*, \\lambda_*^{-1})$となる\n",
" - $\\mu_* = m$\n",
" - $\\lambda_*^{-1} = \\lambda^{-1} + \\lambda_\\mu^{-1}$\n",
" \n",
" - $\\mu$ : 既知, $\\lambda$ : 未知 の場合\n",
" - **定義から、$\\lambda$は非負の値を取らなければならないことに注意!!**\n",
" - $\\lambda$に対してはガンマ分布 (ex. $p(\\lambda) = \\mathcal{Gam}(\\lambda|a,b)$) が共役事前分布であることが知られている\n",
" - $a$と$b$はハイパーパラメータ\n",
" - 事後分布のパラメータは以下のように解析的に求まる\n",
" - $\\hat{a}=\\frac{N}{2}+a$\n",
" - $\\hat{b} = \\frac{1}{2}\\sum_{n=1}^{N}(x_n - \\mu)^2 + b$\n",
" - 予測分布は解析的にスチューデントのt分布に従う確率分布$p(x_*)=\\mathcal{St}(x_*|\\mu_s, \\lambda_s, \\nu_s)$となる.\n",
" - $\\mu_s = m$\n",
" - $\\lambda_s = \\frac{a}{b}$\n",
" - $\\nu_s = 2a$\n",
"\n",
" - $\\mu$ : 未知, $\\lambda$ : 未知 の場合\n",
" - 上の2つの場合の事前分布を導入してベイズ推論をすることが可能\n",
" - もう少しスマートにまとめようとすると、$\\mu$と$\\lambda$に対しては、ガウスガンマ分布が共役事前分布であることが知られている\n",
" $$\\begin{eqnarray}p(\\mu, \\lambda) &=& \\mathcal{NG}(\\mu, \\lambda | m, \\beta, a, b) \\\\ &=& \\mathcal{N}(\\mu|m,(\\beta\\lambda)^{-1}) \\mathcal{Gam}(\\lambda|a,b)\\end{eqnarray}$$\n",
" - $m$, $\\beta$, $a$, $b$はハイパーパラメータ\n",
" - 事後分布のパラメータは以下のように解析的に求まる\n",
" - $\\hat{\\beta}=N+\\beta$\n",
" - $\\hat{m} = \\frac{1}{\\hat{\\beta}}(\\sum_{n=1}^N x_n +\\beta m)$\n",
" - $\\hat{a}=\\frac{N}{2}+a$\n",
" - $\\hat{b} = \\frac{1}{2}\\sum_{n=1}^{N}(x_n^2 +\\beta m^2 - \\hat{\\beta}\\hat{m}^2) + b$\n",
" - 予測分布は解析的にスチューデントのt分布に従う確率分布$p(x_*)=\\mathcal{St}(x_*|\\mu_s, \\lambda_s, \\nu_s)$となる.\n",
" - $\\mu_s = m$\n",
" - $\\lambda_s = \\frac{\\beta a}{(1+\\beta)b}$\n",
" - $\\nu_s = 2a$\n",
"\n",
"## 多変量の場合\n",
"\n",
"- N個のデータからなる$X=\\{\\boldsymbol{x}_n\\}$が単変量正規分布( $ X \\sim \\mathcal{N}(\\boldsymbol{\\mu}, \\boldsymbol{\\Sigma})) $ )に従うと仮定してベイズ推論を行う場合について考える。なお、簡単のため精度行列$\\boldsymbol{\\Lambda}=\\boldsymbol{\\Sigma}^{-1}$の文字に置き換えてパラメータの事後分布とについて議論する\n",
"\n",
"- とは言いつつ、基本的には1変量の場合と同じなので省略(時間があればまとめておく)\n",
" - 注意点としては条件として$\\boldsymbol{\\Sigma}$は半正定値行列である必要がある"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 例題 1 : 単一&2変量正規分布推定問題"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import pymc3 as pm\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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b5OxMnPB+tEmvemSFqwD3n4PohpeJJXr/xd0fI2GJVCdVjst+9CK+PXMSZGavZtFZMOMsxzppmTHbPBRjWzFjgnn7yi3C77f+XvkO0OSieQUdLBpukFAsAiK/UVxRcGQwjr7+WEZCTCRM/d4UTmV6wFCXGAB5MeX8CGm7IBALvYQC/Mvvdjt2/YqGJFzV1mDbv2hswYiIjKTKceslk0yRa2P7sVue7LDty/hwKKWIcSmtZbhAQrEIWP1Gg4kkVA7cuPp1TyHm5YTP5KZwKtPTcwanTzoVALJyohuF4JaeQ1lpLs11oxCSIBxbKhKI0ZAExiAU3KIHSkQC4ooKmQH/9zdvISozMImZ1je1cazmz7TscEl7kykNKBPNv5ABtnIpES0nSCgWCd1c7Np/FNc/th2xpIqEokVf3YSYlxM+05viqrYGrNz8DmLJoZte5RzNdTUAsruBjZpqXFGgcq1qJZuuLg/Om4LbU5FlN0ZEJNw9pwUzzj7VsU7app2rAMChx7xjCgcUblrf6m17bPuuishoSZ0fp+92cjMU2rQtx+h1qUOBliJSWx1FTWVYOEvEKZjh5YTPpn7YqUxvbUcvvvCDTfj6v7+CL/zAHtTp64/hxd0H8eLujx1z/WJJbvML6r33/MAN/++GyuEoEHXBvmRWk2cQBRg6/339MTy8ucf2ftJyPv3m6hWj+9HJkDdYbEhTLDLZPNndnPDZpHSIghx9/THc/nSnSaDd9nRnWoNa29GL2ww1zGGZ4YGvTBbm+lnx23tPFyKiGfEVYQmKoiIsy1C48zFaNbMl7U3pDi9OQRT9/Gv5lZKtM7coiGPtADQQV0z+YT3qbQ0O5cu0NWr0wz1vsNiQUCwyhchLGzLNjwBgaK4b5Wsdxn127T9i0/ASCkfX/iNorqvBojWdwqYOG2+y5/rJglEoyzd249KW01yP0y06nlRUyJKkxWK4OCAj8q8uW9eF71/+PzCtcWz6vAPAiYSKqMwABtx4USMA8QNLFMTRqa2OCv2negJ8SHKOeudCNp24Cf+QUAyAQjzZsw1u6Lz8bp/DO5rpKzMJgPkGl1M3vVXI33hRI37yh3dNAsFLQ+o5cAyv7zmMWNKuJkZkBg6YNLiFa3Zi9IgImutGuQZA4grHXeu1ksNrL2hIz46uish4dtdHeHhzD1a9+B4efqEH9115TkYPLPF4hqEEeCNVERkK5zk/ACnaXHhIKAaEUVPLJLgh2jbXG6WvP4ZHt75ve11mSGudCrdrb4rKbbl+uha00uKbS6gqqiIyOvd+YjvOO3/9Bh57ZU/6b4kBVZFQusxu8oQaLVKvDJUFxpIqvvWLHVDB0w8ArxEIj728B9eePxGTJ4xGX38M//pCD2JJNS3A9CqXVde0AtCCT5lqtjKTbJlFVVEZy2Y3O/pAM4GizYWHhGLAZBKdtPnLZjWhZXwNjgwmcrpRnHxp37lkUvrzK+ZOxq0Wn+KKuUNaj1HIr+3ohWIQTmGZYd559WhfucV2nD0HjpkEIqAFUf75f7bggr8em/Z3ioTd8YSmVRofAOnRpBzCqX0dez9B47iRjqb65T96CVEfY1gBsbktSoBXVJ4Xgei0T4o25xcSigGSacWKdds7fr0L1VEZCYWbhBCQ2Y3ix5c2tXEsHv2Hz+HoYBKjKkOOWpS+TqM8YuB4cvs+YU11x95PhGs6kVBNAlcXdhJjpl5+gGbGb37rY8w4+9S0a+Lldw9hwX922L53SirYIzpmPdE77pIqZdXURea2/tlC1DKXa610OUFCMUAyMYWcNBu9hjksM0RDMPUn9HujeN1oIm3WrQrHWmcckmSbSakf5xSHiPSUlIlrjbB27T+SyvMciuQMxBQsXdeFf1q7K63dtU8ejz+9/xc89vKQFnrtBQ1oHDdSeMwxRQXjPNUQwrxGr9I+USR/1TXnQQ965VtgBRFtLpUOT8WAhGKAZGIKefnLKkIyHp7/WaTCs+lkbBGiC9zpRsvUX7mr94it2YRXTfXlnxmHZ984kH7v2gsa0PXhUaEAmj7pVKyYOxmLntE66Qyk9qUHdYxru/uKz+Da8yeiY+8nmDJhdFog6sd1Rm0VNiyYhoG4MpSyYxCKRj9oVUR2PQ9WwSkzhoSiYunsZt/jVzOhmF1qTrba6kCFImNsNIBHALRAy9j9Juf85SDXVEwyMYWM2zo1ONj7l0Fbf0Trxet2gYtutEy02b7+GJZvtDeXve1Ln8ZpoyrSxxlXFNx4USOe2/VRer3RkIQrzx2Pb079FMZURTD13k2OAkgX4Os7e3Hvc29jMOG8tsZxI03C0O0cGH+LuKJg5tmnYNZDLyEiy2lN0oi1B2TX/iNYtKbTpMXe8etdANNmyxSaTLU5P9ufjNHuoDXFHwJ4jnM+lzEWATAi4PUUnUxMIeO2u/YfwfINQwJwSXsTlm/odr14s7nAM9FmtdQdew7h/b/djfvnnoOti2di9bY9eHhzD/7txXdt/Rx/+XovbvvSp4WC2DpOc0vPIfzzb94yCSC3temI02i0c6CfX32NuvYaSyaF32XsAbk45e+0rgcAlq3vxqXN7jmauZKpNud3+1Kq8y4WgZX5McZqAEwH8FMA4JzHOedir/swp7ba/whNfdv5bWeYyv9a6mo829pn0/o+kzKyXb1HbBosAMRT/QgPD8TTaTDCfo6pgElVRLYJYuM4TV2wWQVQNOS8Nr3f4Mvv9kFi9ol0T2wb8j3qa7RSEZYQkZmtB6QuZK0BIJ2w7L/MMVO00suPsWhNp+9ywkzKDzOt885X788gCVJT/BSAgwB+xhibDGAHgJs55wPGjRhjNwC4AQAaGsSVBScjoiey18Xrt+uOMd9w3+FBTG0cm056dtIAnExnnbAkoWPvJ64lgXrAROEc81rr8eSre02CT2/2uuqa84Tf882pE4Xajq4VcdUcSDGycvM7uKzlNHTs/cQWKDLyxHVteL/veNpH2elxTMBQPme+cdNQ3bS5TLQ/vy6e4WRmBykUQwDOBXAT53wbY+yHAL4LYIlxI875KgCrAG3EadFX6UEQ5oIfn5jo4rVe4LpvT/S9g4kkGGOo8Jmz59XANqGqmDJhtGuwCBgKmDy1fR/umt2Mu9Z3m7Q2TdNlwr6Qj279M6678EyTu6Br/1EsWrNTqPkZUVSOy3/0EsKyJNR2oyEt1/LqR/9kOr9TG8cKyxxlSUI4pI1U8JsJkGkSv6hfpI6bGyHTXEc/Lp7hlFQepFDcB2Af53xb6u810IRi2RBEVM7tiezn4rX6zfQSN5FPEuCe7c10nKLjxvK2xnEjXYNFRrjKsXRdt034xRUFzXWjhH0hI7KcvgnTWpSg5E5EMtVWLK4MrakqKiOpcCyY0YjLWk5D+8ottvO+dfFM4cMo05SZ1a98gGXruxCWpfT5yuYhNCIsp6t88tlExCvaPZySygMTipzzjxhjexljn+acvw3gYgDO9leJEZS54PVE9puqYS1xW7a+G3DR4rye+qIbTe9QI0r90SLHuzGYEAtGfYCUFZUDW3sOCftC6jehlxblh6qIuTRPZCbr58TpYeT3OjDOyNaFcjYPoWhIwk+uOc8xN7KQnXWGU1J50NHnmwCsTkWe3wPwjYDX45ugzIVcn8hOg5xCEsNxcZDV9z783mhOkWNAE0ZxRQGDJDSRE6mmsFsXz0znK1pvQj9+Pi8Ubi7N8zrv2eYNOs3IlhnL+CF035XnpKPzVorRWWfOlPFoOn2UMC+0nAhUKHLOOwC0BrmGbAnKXMjliew2yCmpckRDdof9iIgM1Wd3F2uQRtT8wSlyHJYZ7prTjL7+OFZuesdxlgygPXy69h8xJV8b9yP6bcIyg8wYTlhM6cqwDA4tsPPU9n22cj3jMeRLEzKeJ6cZ2Qklfw+hYlk1wyXJO2hNsWwJ0lzI1PRxCzhURWUoKk/7FI0mazTE8JOrz/XsFgMgNa+5EzKT0iZgZThkalyhCwHhVD4O1FSEcff6bs9RBCeSWnqOsaTR2MBW9Nvc+sVJuP+/37Z9V1JVcVeq6uTmiyeZ5sxMvXeTZ0lfpoiaeohmZC+d3ew7Rctru2JYNRR9JgAEU4Oq49dccws4WP1mI6MhgTl2quc++vpjhq7cQxrosZim/uiNK5Ip4ZsQmcUqx21PdSImeO+Ss0/Blnf7UhFzFYqqIqYMJVWLbj6jKfeXgTgefH43JMne/TahcFMDXL06RdQncfSIMJrrajw7iLudJ+v3Lt/YnX4gyRJDQuFYOrsprxUwxbBqKPpMpClmDaobXn0WRVj9ZtkK+a79R4UT+IzoydrLN3RjamMtNr99yLaNSCACwEs9h7DxpgsxEFdwZDCBG1e/lha4gPvY15DEhIniRqyfF93gsSTHtx5/DSrnwgCSFdHv4SQ4WupqPPNAc6EYVg1Fn4mSwsmX45i24eInzEbIv/yuXcA5kVS4UCC6EUolfs84+9SMx776wU+SO4B0xcodv9plSjXyW1/utvZCP1wLbdUMp+gz47zk8qEdaW1t5du3bw96GTmTz4Tvvv5YunmCTkVYwtbFMwHA9l40xPDv17a69kN0WpuTNvqFH/xeGEnOJ7r57dSv0CiYOvd+gqsf2WbSJo2EJC25OiI7BwTWdfRq/RvB0s1sRejn2ng+RL+HHhCy1qxnk9NYypRq7TNjbAfn3FdQlzTFAiK6QPIdoXPz5UyeMBrzzqs3dbb+6ucmOPoJ3dbmpo1GZNmxaYKRkMSEQQVAE9bgWn5iWNZ8axFJn9U8ZH7r6TjGWSvWSXpubdZCEvDgvClpQZRIKni/7zh6DhwzpZAMNavtw61PdTgGf/yY3lzluPyhLYjKki3w5BTQKVdKxZ2UCzT3uUCIiuMLMQfYzSTr64/hqR37TO89tX2fcH+itS1c04m+/pjrur36POqMCMtYfkWz8L2QBKz+xzbwVFRanyqoMoaqiGza1iiE3u8bQPvKLbYGBLXVUcw7r164L4kxNJ2uJTc/s2Mv5v7bK7h9zU5c8v9exJ1r3zBt+9yuj3DrUx1AypqKhuy3ix/TO6ZwxJND5275xu70Zwo9F5rIHBKKBcBJiHTtP5pxlxov3LrY+O2K4zSjOJbkeGLbHtfv0fcfkZ2bKACACo4vNZ+GWS2n2d6rDIfwft9xRGXzPjTNyt4arCoiu3aG6euP4cnt5oeBTlzRapxX/eFd22yYx17eg54DxwAMVZnEFZ7WVjnn+P7lZ7t2DBIJ5LAsnv2cTdciovCQ+VwAhP0AGcPRwURBInROTnQ/QQljlFZUi7xycw8uaznN9XvmTBmPupoKfP2RbbbZ0XpAYsmsJuw7PIhbvjgJz795wGSOOjWLULiWnqL74OKKipmfPhWzHtoCWXLuDANobciciCscK35rz1kEtMFWY6oiWtmjhbAsoe1Tta6R4p4Dx/BfFoFsm6dtOHfDJWI7nCBNsQCIhNHxuILbnu7AvNZ6m6YBaMEBXcvR/50Jop6MXr0QjRqtU9pKJNU1xu171nb04upH/5S+mCrCEirCEu75uxY8cf35uOWSSVi2oRvzH3kF7Su34Gufn2D7Lr1ZhPV1vW/k9dPPBOcqnt31EWJJce9CXaDUj6mE4uC71BEmkAPY+5fjWL1tj0OJ4VCkWNT/cm1HLy7/0UuIW/KTwjKz9WHUfW9+e1USxWPYRp+DjoKt6+jFQkEFiTESqTvaF63R5o3EEgokyX+7Lr84nYsXdx/Et36xw3d0VfQ9PQeOaYLANPAJ+M3N09E4bqSp2YHTObCWAYoi3NaIrhFjZxj9fK3r6MVtT3fatDSdkMygqhxW2RmWAQYmDKzc8+UWx3krXmsMScD108/EddPOtF2Puc79JrzJa/SZMfY8gNs55505r6xIlEIN5pwp4zF6RMQmdMKSpnnpA9lvt9y4iuK/XZdfRBFBrSzPLrTDMoPExFMBrd+zNiX4rQIkoQLPvLYP1114Jpat77KtR06Z6vo5eHH3QRiHz1vX6tarMRqScN/cc9JjV3WM0eNbnnwdVll149/8NX64qcf2fRJjkCXJ1EIMAP7X35zpOoDKq59kUgV+/MJ7qB89wvY9mVYnDZdIdanix6e4GMC/MMbeB/B9zvmHhV1SbpRSDWZz3SiolvYDenDlAAAgAElEQVRXcUXBkcF4etCRkyYDFK5Maqgpg7X1FMOKuZMzajJgNRV1fvyH97RjkO0CJqFonahXv/IB7ly7K115F5YZHvjKZNuN7hThjoYkfPVz9bh9TafjIK72yXVQOU/3cNQn7LWMr8GP//CuTaCrXP8/M/V/ZR8fZNTa/Ebhl63vSpcUZkIpXdfDHU+hyDl/DcAMxtiVAJ5jjP0SwH2c85IMkZVSDaY1y38wkYTKgRtXv46EquIbX5jo+vl8Od2tJpfoHI2IyPjJ1eemcxizaTJg5ZEtf4Yo3rF0dhOe2/WRzaxOKBy3Pz1UY2zUUK0dwxfMOMux8auoDlo0m1lUC33XnGaAw7a2u9Z1mYZPibQ26xoVFba8zLCc3bVYStf1cMdX9JkxxgC8DeDHAP4PgOsZY9/jnP+ikIvLhlKrwRwa4n40NcRdTZvHj279M2T7fZnuXJMPp7vo5hW10Fe5+6xoK/VjKl3bewFasvb/vqgRD7/QY9LSLm0+DRf8YJPwM3FlqMbYqPWJBJuob6LMtOFXxppuEbqgvTXdyELz+42MhjB6RNi2fULh6Np/BNMnneqotRmTyuvHVOK5ro9wx6/MwlXh9nktfvyEpXZdD2f8+BS3Qhsy1QXgFQD/AOAtADczxi7knN9Q0BVmSCnWYNZWR1FTGUZElkwma0SWsWDGmVi5+R3ITILCVdzZ3pyudshHCaDTzZvrOdrScwiKh7mocuCqtgZc1dZgE2aiHoI6xwWD7QG7700kmAfiCu5a34U7fr0LC2Y04qq2BmzpOST0xU1tHAtZkpBMHUdS1fZ5/9zJDkekqb1OWlvX/qOoqQynj3N+2xkAh23MgKhxhZefsBSv6+GKH03xBgDd3B6mvokx9mYB1pQzQbb0csLpSS8SGrlgbWCaaQt9v/tY/MxO1844IYlhxVxzkEanfkylY7mfES/z0Ekw6+lFDzy/Gw9t2g0OrWzQOOd59IgIAG57UIUlCaMqQwhJMB1fSNJ8xPr67SlXSfzjz19FxDJjZf75Z+DSltOE5zlTP2EpXtfDEc88Rc55l0Ag6szK83ryhlMuWVC45aTpawWQVY6ijrW0cNf+I54t9PVz5JUfaXxfVIlhJCwzPHfzhY6RUeO5qIrKCMsMX/tcva3yI5ZUbGV+xvV4CWYAiCv25OlYUsW3frED1z+2HSeSliCQqqK5rgYPzpuCaIhhRFhGNMTw4LwpNh+n/lvqLpCEwjEQV9Ilki/u/tj1t8x2Dnc+ruts82FPBnKqaOGcv5evhZwMuD3pc023EDYw3dCNJbOasHxjt6vJ5bXvtR29WPh0Jxhj4Jxj6ZxmW0QZMPtCveZzGM/Frt4jWL5xqMmqLmQkiaF95RbTenShfGQwAe5D23RCT5MKSVoU29gxp7Y66qmVGVN+vvPk67YZW3r/xYSignOe7kJuPJag/ISU2uPOsE3eLifc2n/51QhE7bJGRkN4/Lq2tCnt1A7Mbd99/TF87p7fCZKcWVoDC0nAsjktJl+o3yRjr6Rn43p032BIYqmAlf3ajcj2gVd6qzBZYrZKmJHREB6ef67JF+iXdJ6mjxGq1mPR96O3KCuWgMrHtVaOUOuwMkNYKw2Grv1HHaezWcm2galXqsfL7x4Spe2ZBJIsSabcO7+aiNNkQSv6oCqvxrEVYQmrrmlF595PsHLzO6YEdC0D4EgqA8Bcd+1nJKioxjlTgagfi9FPWig/odPaKbXHGxKKJYAWRTVrMMcT2nCmFXP9aQ7ZRie9TLhD/XHPfUcMuXc9B45h4dOdiBsCG6LggT7oSgLDoIdg0dbHPIUnoAVDpk86RRi8mj7pVMexqFaMgl3Pi7yqrQG11dG0O0FUChiSNBeDU06+yDzOdw9Ct4cSpfZ4Q0KxBNjSI9bGYkk1o6qFbLSO2uoolrQ3Ydn6boRlZsuPnNY41vM79JvKqezPmDt4eCCOLT0Hcff6N1Mic2hb3ScpGjdaV1Nhq8AxEpaZa0mi8Rx5zSYW+WcfeH43Vm7uwZ2prj0igRgJSXj2pmno/vBoWvCeSCo2n2Iutc9eeEW0KbXHGxKKAaNfxE7lfpmaNplqHWs7enH3+i5IYIgnFNw1p8WkmTaOG4lrL2jAYy8P9R68sLEWr35wOB0YWdLeBACOZX967uDiX77h2r1m4Zc+jdmT61BbHbWNG21fucU1VUJiwFQPAd7XH8PqbXvw8OYe11EETtU6saSKZeu7EXJQWJfObkLjuJFoHDfS9HDSv1Mk9IrZib3QJvtwgYRiwHiVy7mZNrlqGObRpJqwWrpul6029+4rPoM559ThxXcOYfpZY9H6qVqsfuWDdFLy8g3d+Et/3PU4vCbqAcCZp1TZND2/Q6gisuz68NDNdd2fqGudes6i0a8ocmfohGWtm5GVERFtKp+O9eFkzU/URynku57Zr3mcb5N9OEFCMWCcGgkYp8V5+byy1TBEo0mTKmwBHuO+Vr30Hpa0N+HuDV1aV+qU8PjRpnfA4O3zc0JmEJYZ+qmxBrwfHloDDLuWqucsGluPObkzAEBRORb97dn4v795y/S6yuHLL2c8lzFFBbNkf+Qa9CDzOHdIKAaM6CL2miucv44pTqbs0OuifS1d22WrSEkoHMzx+7z52ucahGt309p0QhJcb3wvwarnLC56ZieaTh8ldGcYczDnTBmPqooQlq3rgixJjuNirYjOpZVMgx4ia4HM49wgoRgQxos504s4X2kVzXU1pnxDnb2GigrRvpxK9LxEogQ46nvfmDpR+HptdRQX/49T8ewbBxy/V5Ykkz/RKij8tvUKp+ZLW4+3KiJj2exmc5MJrs1s0fJ8/T0MROeyIixBVTmiIXv/Si/crAUyj7OHhGIAOF3Mfi/ifKVV1FZHcdfsZlubrOUbutNtsvwKFJ2ozJDkHKIGOnfObsK0xrFYurYLW9/rS79+7QUNjhUwff0x/K7bWSACWhdtPbptTPCOK9qMl/ltZ2BJe5OtY42VuKI4zooxCkRjN3F9Wz+autO5fPbbFwq7kLtB/RULBwnFIpOPizmffqOW8TWojsqmQIieLK3BsKS9CXet63JtiKujcI5VV5+Hf3xsh+29aY1jMaYqgkWXnZ2et+yUFqOjzUtx3+dATMHSdVpnHEVVTX7SO361C+Daceozop2Ye+4EjKmKYF5rvSnaPq+1Pn1u+/pjWLbBPtQK3O6LtVJbHRV+t1dJpAhKwi4cJBSLjN+2U17ky28k6lhzIqngm//xalq4yAxwmPNkg3NgSsMYWxrPtRc0oOvDozYtzk0g9PXH8PBm+8gAmQEhWUJIZhhICXM3YbdsfRee/faFUDxKWn/d0Ys1r+1D0qLmPvnqPtx88STUVusNegFrSvuJpOqZbN/XH8NT2+1zuPXvzgRKwi4cgU/zY4zJjLHXGWMbgl5LMRBdzIOJJK5/bLttqLsX+eiYYu34Eg1pPi6jtqVw2KLUI8KSsMKkIqylxtx9xWfwu1um4/655+B3t0zHzRdPMk0OjCdV3PGrXVj9ygcA7F1b9BJAa+ccAPjOJZPwx+/OxLLZzY5ddIyEBRMJQ5KWXlMVHfr8QFxBLKnaqlFiSRVPbNME/K7eIxiIi90JerK9U+eZTLrieHWxceu6RORGKWiKNwN4E8CooBdSDKymb1xRoHLthtJz5/LpG+o5cMy1egMwV3lUhGUsemancISoERXAor/9tC01xdhZWk9kBrSGFSIhetc6zTdn7OSjV7TIzD6LOhqS0uV2M84+Ff+01uwnFAWO9DVNnjDallS9+a2PsXRdl6umCQArN7+Dy1pOw/KNAtPZuH8XE9aPduc3wRygKHOhCFQoMsbqofVkvAfArUGupZgYL+Yjg3FtZosy1N0mX76hO3/9Bh57xWzC3n3FZ2zbmet8VSRcxgxEZQYmsaHUlGjItbO0jpZaYzdfEyrSw6t0l4LR7NapDEtQOWyNa0W+1WMnko5rskZlRYJVRESWhZFp+/E4m7BevmCnBHO3hyRFmfNP0JrivwBYBMDRscQYuwFa9280NDQUaVmFx1ixUQjfUM+BYyaBCGjC5trzJ5o0xr7+WHrUqVeCNABwxrBxwTQ0jhuJvv4YWsbXmKKngKYVWjWX2uools4WR4B9xG9SydT2DZ20Jadu11Z0QXXLkx2u60ioqjAyrbcls/ZjdMJpvW4J5gAogFJEAhOKjLF2AB9zzncwxi5y2o5zvgrAKkDrp1ik5RWNQlUgdOz9xPF1o1BcvW2Pa6MFK9GUf06UVvR+34Brlc38tjOw7y/H0+NPM0Ffo9O0P+v5ykSDmto4FpLEoAikYlgCZFlKN84V/Va6kNOj2339MU9BbH3fLcH8REL15Tsl8kOQmuJUAHMYY5cDqAAwijH2OOf86gDXFAiF8A1NSY03cHtdi+6+k9H3JlRVWLO7cE0nAGbSOEVmX/0Y+/xkKxJS0WWJpatNdOIKx3U/3wEpVcWSS/OEoS7ecU3TE1TOXHfhmbjuwjM9q0VEw7H8NoUAnHMYAc1l4eXzJPJHYEKRc/49AN8DgJSmePvJKBB18u0bahw3Mh2w0LEmSe87PIiILCOWNI/Vm9VyGn7/9sfpWdWMMVQYKi4G4opgtKgEa+mz1Tfa1x/zDFQASLcU+/svTMSjW9+3abJxRQUUu9A1NlowmvPW1/SeiIstwS4Rj279M6678EzX9YpyT299qiNtVovOoVWY6xbDwpQrwwiTGKXaFJGgfYpFI58968qBtR29+NXrQ6k9EoDWM/7KtI1IO4nIDF/9fANu+eIkm2AxjhqwV32oADdLRV2r1H2M+w4P+moUC2ga4c/++D6+/vl6/Mcf7YEXwCx09SCFqnIkVK18TlG1MjyZMcQUjoqwlg6zpF3riWgUYiFJPMogluR4Ytse3HTxWQDE1Uhn1FYJSiGBpKoaBBxPB9OcAie6FvrEtj22zuEnwzVbKpSEUOScvwDghUJ9v1uN6HAUlnrwxJiaokIzcfWbUT9u42CrE0kFKue4cfVr6fOkTxm0Bk1EvjUAptfmnVeP9pVb0snalzWP89VCTCcsSZhYW+34flzRAlLmFmgaxlZjyVSARn9t2fpuhC3CuTIcwj//zxbc8mQHrF3KVm7uwVVtWpBPVI20YcG0jEohvbILpk86BZe1nJZx6R+RH0pCKBYSt7I6pyHp5c6+w4OQBRqZzLSb0XrcS9qbMGFMpTa/REF6+FU2M4iNQYf2lVtMwmlt54e27wnLmlkZV1RbiV5cUTCtcWx6up+VBTMaUVsdxYu7D3qOOrXuM2H5QEJVccFfj8W3L56EB57fbXpPH7cAQFiNpCeGW3NPncoinbILRA/vyQ6+YaJwBF7RUmicqgi69h9NC8tjsSROJNyrEcqJ+jGVwg7XCtfM2UVrzMe9fEM3AIaIbI5wykwbnuVUWaFX1ABD86r11wbiiqepXBWR8dO//xwev64Nf/zuTDw4bwpChp9K5UD3h0dx9xUtts9GQyytvfntUpM+DyrH0tnNwmqQq9oaEA2Zr5e4ouLIYAJVEVmYPlUVkXFGbRUe/+bnsXR2EzbedCEe+MpkW/WMW+WJ8eHt93qk2c2FYdhrik5VBAAftgX1tdVRrJh7Dm57utM0hnTF3Ml4dtdHDik43HaeBuIKvvGzP2FExD6zWMfJNeGUrG1E4dzU8Xpq41jIkoRkah0JhWPRMzuxdfFMgMFxjoxTCzQrEVkyRa1FuYz6uTPOWFFUNe1SsM6PmdequQi4yk1+y/uuPAdbF8/0HX3OtMEDzW4uHMNeKDr5v5rraoZVQb3VN6qbt1q3G4bmOq2K8vanf2f77ImEirqaSiyZ1WRrI6ZwZ3Paq+OPU7J2RGaQJGbTmPYdHtTa/RuC4bKktQW7tPk0XNosTsje0nMIxvnlool6EZnh+5efjWmNY9MReKeIv/HcWV0KT23fhw0LpmEgrghdBPq/dWFuNH8zbSvmdD1S27DCMuzNZ0C7yLcunonHr2vD1sUz070Li1FQr5s4PQeOFczUWdvRi6n3brI1lKitjmL6pFMxfdIp6Q4vIcmeBByWtKTuvYePu+7H2rzAq8HB/LYz8P3LzrZ/EWPYsGCaTbPZ1XvEFojR24JNvXcTtvYcsjXA0AWEUfmVJeDuL7ekf9uwzKByjgd+uxvtK7eYGm44maC11VHUVEZsLgXdh6i7CKzH73SuvMjkesyksQSROcNeU9QRaQVuSdP5iErrJg6gaRDWuuF8kInWUD+mUkudsZBQ4aspglVz8aPdtJ1Za+vXqFfFWI/DKYdR31Z0XCKzMyLLaKmrwdbFM4Xant9Am9fxuSVcZ2N1+E3ip7ZhheWk0BTdELXfctK8MsEkrFImVUzheQ/oZKI1aP6yyQgJfnUngSgzOGoufrQbUb9G0Q0sOg4rouMSCQg9VcdN2+vaf8QWcNJ/F117BJA+vqqIjIjMsGRWk60hRUVYQjTV4qwiLOVkdfhpB0dtwwrLSaMp+iVf/hq3WtZ8BnQy1RqG/GVH8d7BY7j/t7sdcwejIYaNN7m3yrdqN4C9IcSNFzVipaUVlkiL9cr1cxrVed+V5qCSoqrY2nMoHfARnZ8/vttnCziFJQmrt+3Bv77QY9Iel8xqwrIN3YiEJCzf2I2RFaG0Rmk8fmvVTCGhtmGFg4SihXy1ec+3aeVENg0lNF/jKWiuG4UfPPe27X3jeFU/rfJ114Q1IjrvvHo8tWNfSgPkuGH6meleiH6Owxrp1RPEdaELaL9X0+mjYMz+SarmB9m88+pNHYPmTK7Dz7b+2baGWFLBw5t7TPXbek13PKkingoA6VP/jAIwCKFEbcMKA+MeLdpLidbWVr59+/aC7qOvP4ap924yRRQrwhK2Lp6Z8QW4rqMXiwrsUzSuOxutQV+j3/Gqbvu3njcr1vMoWrP1NePfRh+gsZ5Yn58cM4SbR0ZDeHj+ZwEwzado0AojIQkhBhy3rHX+5xuwrnN/2vcIACPCMsBgarormsBH6TClDWNsB+e81c+2pClayGcrr2KaVploDbmMV3XCz9B6a62y00RDq99SF472mcnc1JzXiD7iQWaSzUzmnOO4pW9hNMTwjakT8czr5hkqoppuXfDHPWqZifKEhKKAfPprSs3EyXW8qhOZ+ASz8dvuOzwI7tTKBpr2ljDMV9EaMnAAdn+pKMn7zvZmx36J+vrCkiTUSv24V4Zjjf1whYSiA4UUZsYbBHCvdMj3frMJIvmZ8yLy3V3YWItXPzhs07g7BW39vQRLVUQ2CSIrnGuJ3qJGsV5URWW0jK8B4L+m25gZbu0GZD0Gqj4pL0goFhnjDXI8nvKLhSUkU6VrhbxZRCauxBi69h/B9EmnCj/jNufFKNwPD8TxX5bxna9+cDhd/WEUFl4Rc5FWNRBXUBGWbD7LERFZ6+xzUSNWvfhe2qS1EpaBkCRhUODzVFRuCnyJHojG12wBoVQ3IKcuTFR9Ul6QUCwiQr8Y5+mUmELfLCJhdDyupOYVT7a1U0skFcc5L/oM53TLMZXbOtkYqz+M31s/ptLRb+tWS20lGmL4ydXnorlO0/IefsE+I1qPpOst0kTfkanP2Oor1kv9REKPhtaXHyQUi4hXMEKWWMFuFmP/xLs3dJuCD7EkF1Z5DCbF+Ytbeg7hB8+9ZQl62DFqfyJhZ2yY4BRMMQoYkSA1arjW97WWaCMAcDTX1WBkRcjQ3kvFghmNjilCXuiao5crgKpPyg8SikVE84u5CBGFF+RmsQqkb06diJ//8QPT/BO9ysMe4bUztjrqGWkGkK7+cBJ21oYJXlqVVwDM+v6WnkO44RfbXQVxrngJvXxmMxDFgYRikdAFE3PJC106uykvN4s1kGMVSI9ufR/WHoTajc08hd281vG44K9rPSPNIyJDwQsvYWecreKlVXkFwNxSeESCOFdEQm/JrKZ0OaIfYU6UFiQUi4DxBtWRJa2uOCzLSCgqls5uxvy2M3Lel1UrvPGiRkHDBAk3TD8TD1vK2ZrrRrkKuxERGfPbJpoEgcxYquegeVuVD2m9btqUrQpGUMWSjRAppi/PKPR29R5Jj3dwy7/MFErpKR4kFIuA6AYdEdYqLmoqI3m70EXa0crN78A6Zi+hqriqrQFXtTXYbjSjsLM2iTAKujlTxuPYiSSWbehGZVhGLKlCVTkqIjKSihYN1hGl68xrrQdg12L/60978cR1bQiH5JzOS7F9efo6v7rq5bxHmimlp7ic9F1yioHTDdpcVyPsiJJtm3lRp5mILGPBjEZhRxVRRxa99+QT15+Pe/6uxbETi97qK55U0R9TkFA4QrKEuefWQ+UqfvKHd9Mdhvr6Y3hqhzld56nt+9C1/6htvXGF46qf/gkf9A3knDSfj04ymfwWhehzmM2YAiI3SFMsApk423PRCpyEr5NW6LZeXWA6dbt2iqT//OUPtP0qQ2lGq645T2jKikYgAEA8qbpqWH5NSb++vL7+GLr2H4Uepda3y/S3KIR2Sik9xYeEYpHwc4PmmujrJXxzST2xIhIAotkvMmMAmKOmfN+V5+D2pztt81ycbvxMBZWXL29tR69pPGpYZnjgK5MxtXFsxr9FISLNlNJTfEgoFhGvGzQfWoFf4evUicbvfqwCQFQTDAAJRUVz3ShHYTFnyng0nT4Klz+0BXGDUBXd+PmuDtHmY3eaRhkkFI6Fa3bi369tFVT/AJvf+hgzzj7VcX/5jjRTSk/xIaFYQuRLK3ATvn6ivX7NdVFlh7WsZensZs+0lMZxI3H/3HNMidXGQI2O39Qev8Jo3+FByEyCtWmENjPbbtofj6v4/q/eSA/dcjpP+a6bp5Se4kKBlhIiX8EBJ0RO+8de3mNz4nsN2TIGH3Tfo95hpiIsoSoqIxKScM/ftWD++UNpRqLAjo4e4Ll++pkAOFa9+J5tFIRXak+mIyScZtYoquZbXDKryfZevAAjJfzgdu6I/EKaYolRSK3AT89DVeW4/KEtiMpizdHNp5dJYMNpm399oQexJEcsae9V6GRKAvbUHj9mdW21NrPmVotPccVc7UHUMr7GNnRLh4IdwxcSiiVIodqW+el5qAU8eNq/t3BNJ0aPCKebLngJHz+BDSeh6senKhK82bQi0zHOrAE46moqMRBX0NcfEw7d0qFgx/CFzOdhgp98OpF5ridROxFLcnzr8dcw9d5NeGLbnpzy8Lxy7vz6VK2mZK6+2NpqbWbN4eMJtK/ckjbBt/YcSp+virB23FGZ0fS8YQ5pisOATNJUrJrWvsOD2LjzQ9eZz/p8koc2vQNRzbRf4eOlCWYbac1HhNatVlpvIlHMaX1EcJBQLHOySVOxmriKoEmFqKFrXOGQJSAkAZXhUMbCx49Gl61PNVdfrJvApgDHyUVg5jNjbAJjbDNjrJsx1sUYuzmotZQzuZaWiUzqe77cglXXtCIasl8eigrIkoSH55+LrYtnZlSD6ze6nm2kNZcIbSYmeLZlmER5EKSmmARwG+f8NcbYSAA7GGPPc87t7ZEJR+rHVOKEpRnsiaSSURDASctaMfcc3L5mpympGtC67NRUhrMSPlMbx2LVNecBYGiuG1UyGphfE5yaMwx/AhOKnPMPAXyY+vcxxtibAMYDKEuhGGRrJ+vs7kxmeRvXbe0zmK42+dFLpjK8bCOvpS5QvExwmrdyclASPkXG2EQAnwWwTfDeDQBuAICGhoairssvQd7s+w4PojIcMg1wrwyHfKWj+Fl347iRuP8rk3MuMysXgeKWUkTNGU4OAheKjLFqAM8A+A7n/Kj1fc75KgCrAKC1tTXz+ZUFJuibPdt0lEzWrZm8rbB2kcmE4SBQqDnDyUGgeYqMsTA0gbiac/7LINeSLaJAhz42tBhkWxroN0Cjl8/duPo13PCLHdjacyirQMNwECiFLsMkSoPANEXGGAPwUwBvcs4fDGodueJ3bGghySYdxY+QEmmTtz3dCYlpzWszcRUMl24v1Jxh+MMyccrndceMTQPwEoA3gLRN9X3O+bNOn2ltbeXbt28vxvIyYl1HLxau2WnrJ1gRlrB18cySvXHWdfTahNScKePTwZcjgwncuPo1k7/SSkVYEg68dwo8iV6n+SNEoWGM7eCct/rZNsjo8xZYh4eUKXOmjMfoERF86xc7bGNDi+0zy0TAiLQeY/AlrqhQPGqlAeDyH72EaGhIc+SA78BTJkEqEp5EMQg80DJcaK4bBTWHErh8kE0U3BhtFZnLYZkhGtLMZV1IGhViveolrmja5MI1nQAYYkl7AGdLzyHT+pa0N2H5hm5fwZ5ST+chhg/UECJPBO2EFzVbWLimM6NgiCj4UhGS8e/XtuLx69rwx+/OxIPzpqSPMRKSEJXNyr7MpFST1iHCkoSu/Udt61u2vjs1rsC8rTXYU4jhTVSVQjhBmmIeCdIJL0p5iSU5nti2BzddfJav73CbOihq3SXqtq1wFeD2kaoAt6fkyAyJpHdEOt/pPKR1Em6QpphnguqQXD+mEnHF3ulm5eaejLShGy9qRDTkrzbZ2G1b337F3MlYMdeuMTfX1dgErqJyLJ3d7Kld5zOdh0aGEl6QplhmOAUbaqujWDDjLDzw/G7T9hHZn0Zl1J4Ajhumn4mr2ho8Z59Ym7TqWqVIYxal5MyZMh6XtojHqBqPLV/pPMMhiZwoLCQUywgvs++qtgas3NxjSg3Ktrrl4Rd6cFVbgy9T0xpA0bdxEqBWAein03i+XBPDIYmcKCxkPpcJfsw+beZI/qpbuvYf8dxnpuZoLu6FfLgmgg6IEaUPaYplgl+zL5/VLQDz3Gc5mqNUlUK4QZpimZCJ2ZepRuWkPTXXjfLcZyk1Z83k+2lkKOEEaYplQqFrh520J699lkpzVkqzIfJFYLXP2VCqtc/FJIhSNz/7dNumrz+GqfduMs18yWddeKG/nyh/yqL2mciOQs2EznWfQTZnLUe/Jpx7kaQAAAYbSURBVFG6kE+R8EUu/sBCp8FQmg2RT0goEp7ojWb1IfHrOnoz+rxXGkyuARhKsyHyCfkUTzIy9Un68df5/U7RdvkMkFBrMcIJ8ikSQrIRQF7+uky+0+p3zPd8myD8rcTwg8znk4RsGyG4+etyba7gd04MQRQTEoonCdkKIDd/Xa5CjQIkRClC5vNJQi4CyCmxO1ehNlyGWRHDCxKKJwm5CiCRvy4fQo3qkIlSg6LPJxmFiNBS1JcodSj6TDhSiAgtRX2J4QQFWgiCIAyQUCQIgjBAQpEgCMIACUWCIAgDJBQJgiAMkFAkCIIwQEKxBCn0LBOCIJyhPMUSg2aNEESwkKZYQuTadYYgiNwJVCgyxi5ljL3NGOthjH03yLWUAtRKiyCCJzChyBiTATwM4DIATQC+zhhrCmo9pQC10iKI4AlSU/w8gB7O+Xuc8ziA/wJwRYDrCRyaNUIQwRNkoGU8gL2Gv/cBaLNuxBi7AcANANDQ0FCclQUItdIiiGAp+egz53wVgFWA1jos4OUUBeo6QxDBEaT53AtgguHv+tRrBEEQgRGkUHwVwFmMsU8xxiIAvgZgXYDrIQiCCM585pwnGWMLAPw3ABnAo5zzrqDWQxAEAQTsU+ScPwvg2SDXQBAEYYQqWgiCIAyU1eAqxthBAB8I3hoL4FCRl5MJtL7coPXlBq0POINzfoqfDctKKDrBGNvud1JXEND6coPWlxu0vswg85kgCMIACUWCIAgDw0Uorgp6AR7Q+nKD1pcbtL4MGBY+RYIgiHwxXDRFgiCIvDCshCJj7DbGGGeMjQ16LUYYYysYY28xxnYyxn7FGBsd9JqA0m7yyxibwBjbzBjrZox1McZuDnpNIhhjMmPsdcbYhqDXIoIxNpoxtiZ1/b3JGLsg6DUZYYzdkvp9dzHG/pMxVhH0moaNUGSMTQDwJQB7gl6LgOcBtHDOzwGwG8D3Al5POTT5TQK4jXPeBOB8ADeW2Pp0bgbwZtCLcOGHAJ7jnJ8NYDJKaK2MsfEAvg2glXPeAq3c92vBrmoYCUUA/w/AIgAl5yTlnP+Wc55M/fkKtI5AQVPSTX455x9yzl9L/fsYtJu5pCZ4McbqAcwC8EjQaxHBGKsBMB3ATwGAcx7nnH8S7KpshABUMsZCAEYA2B/weoaHUGSMXQGgl3PeGfRafPBNAL8JehEQN/ktKaGjwxibCOCzALYFuxIb/wLtQax6bRgQnwJwEMDPUib+I4yxqqAXpcM57wVwPzTr7kMARzjnvw12VWUkFBljv0v5Haz/uwLA9wHcWcLr07e5A5pZuDq4lZYXjLFqAM8A+A7n/GjQ69FhjLUD+JhzviPotbgQAnAugB9zzj8LYABAyfiOGWNjoFknnwJQB6CKMXZ1sKsqg87bOpzzS0SvM8Y+A+2kdjLGAM00fY0x9nnO+UdBr0+HMfYPANoBXMxLIw+q5Jv8MsbC0ATias75L4Nej4WpAOYwxi4HUAFgFGPscc554De1gX0A9nHOdQ17DUpIKAK4BMCfOecHAYAx9ksAXwDweJCLKhtN0QnO+Ruc81M55xM55xOhXQjnFlMgesEYuxSamTWHc3486PWkKOkmv0x7wv0UwJuc8weDXo8Vzvn3OOf1qWvuawA2lZhAROoe2MsY+3TqpYsBdAe4JCt7AJzPGBuR+r0vRgkEgspGUyxzVgKIAng+pc2+wjn/VpALKoMmv1MBXAPgDcZYR+q176d6cBL+uQnA6tSD7z0A3wh4PWk459sYY2sAvAbNrfQ6SqC6hSpaCIIgDJS9+UwQBJFPSCgSBEEYIKFIEARhgIQiQRCEARKKBEEQBkgoEgRBGCChSBAEYYCEIlH2pPoufjH17//DGHso6DUR5QtVtBDDgaUA7maMnQqtm86cgNdDlDFU0UIMCxhjfwBQDeCiVP9FgsgKMp+JsifVKel0AHESiESukFAkyhrG2OnQ+lNeAaA/1ZGIILKGhCJRtjDGRgD4JbRZLm8CWA7Nv0gQWUM+RYIgCAOkKRIEQRggoUgQBGGAhCJBEIQBEooEQRAGSCgSBEEYIKFIEARhgIQiQRCEARKKBEEQBv4/ZHO9ooh4xBIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 今回対象とする観測データを作成\n",
"μ_actual = np.array([2,5])\n",
"Σ_actual = np.array([[4,1],[1,3]])\n",
"N = 500\n",
"X = pd.DataFrame(scipy.random.multivariate_normal(μ_actual, Σ_actual, N), columns=[r'$x$', r'$y$'])\n",
"X.plot(kind='scatter', x=r'$x$', y=r'$y$').set_aspect('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 実装例1: 自力実装でのGibbs sampling\n",
"- 自力で実装しようと思った理由は実装例2にあります\n",
"- あとは、単に流れを追うだけなら自力実装の方がわかりやすい\n",
" - 結局は、きちんと平均と共分散行列をサンプリングするために、式を理解しないといけない"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>$x$</th>\n",
" <td>1000.0</td>\n",
" <td>1.984832</td>\n",
" <td>0.086048</td>\n",
" <td>1.682507</td>\n",
" <td>1.928652</td>\n",
" <td>1.986734</td>\n",
" <td>2.042461</td>\n",
" <td>2.251103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>$y$</th>\n",
" <td>1000.0</td>\n",
" <td>4.898416</td>\n",
" <td>0.079124</td>\n",
" <td>4.666617</td>\n",
" <td>4.842793</td>\n",
" <td>4.896125</td>\n",
" <td>4.953370</td>\n",
" <td>5.131655</td>\n",
" </tr>\n",
" <tr>\n",
" <th>$x$-$x$</th>\n",
" <td>1000.0</td>\n",
" <td>3.945412</td>\n",
" <td>0.253376</td>\n",
" <td>3.199068</td>\n",
" <td>3.775823</td>\n",
" <td>3.926388</td>\n",
" <td>4.105388</td>\n",
" <td>4.951422</td>\n",
" </tr>\n",
" <tr>\n",
" <th>$x$-$y$</th>\n",
" <td>1000.0</td>\n",
" <td>0.929450</td>\n",
" <td>0.162744</td>\n",
" <td>0.492953</td>\n",
" <td>0.817870</td>\n",
" <td>0.925374</td>\n",
" <td>1.033464</td>\n",
" <td>1.513982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>$y$-$y$</th>\n",
" <td>1000.0</td>\n",
" <td>3.111318</td>\n",
" <td>0.204849</td>\n",
" <td>2.514343</td>\n",
" <td>2.963179</td>\n",
" <td>3.104332</td>\n",
" <td>3.247093</td>\n",
" <td>3.941967</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% 75% \\\n",
"$x$ 1000.0 1.984832 0.086048 1.682507 1.928652 1.986734 2.042461 \n",
"$y$ 1000.0 4.898416 0.079124 4.666617 4.842793 4.896125 4.953370 \n",
"$x$-$x$ 1000.0 3.945412 0.253376 3.199068 3.775823 3.926388 4.105388 \n",
"$x$-$y$ 1000.0 0.929450 0.162744 0.492953 0.817870 0.925374 1.033464 \n",
"$y$-$y$ 1000.0 3.111318 0.204849 2.514343 2.963179 3.104332 3.247093 \n",
"\n",
" max \n",
"$x$ 2.251103 \n",
"$y$ 5.131655 \n",
"$x$-$x$ 4.951422 \n",
"$x$-$y$ 1.513982 \n",
"$y$-$y$ 3.941967 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def init():\n",
" ret = {\n",
" 'mean': np.random.uniform(-10, 10, 2),\n",
" 'cov': np.array([np.random.uniform(0, 100),\n",
" np.random.uniform(-100, 100),\n",
" np.random.uniform(-100, 100),\n",
" np.random.uniform(0, 100)]).reshape(2,2)\n",
" }\n",
" ret['cov'][1,0] = ret['cov'][0,1]\n",
" return ret\n",
"\n",
"\n",
"def sample_mean(X, cov):\n",
" return np.random.multivariate_normal(X.mean(axis=0), cov / X.shape[0])\n",
"\n",
"def sample_cov(X, mean):\n",
" N, p = X.shape\n",
" test = [np.dot((x-mean).reshape(x.shape[0], 1), (x-mean).reshape(x.shape[0], 1).T) for x in X]\n",
" psi = np.add.reduce(test)\n",
" nu = N - p - 1\n",
" return scipy.stats.invwishart.rvs(nu, psi)\n",
"\n",
"def sampling(X, iters, init):\n",
" mean = init['mean']\n",
" cov = init['cov']\n",
" p = mean.shape[0]\n",
" iu = np.triu_indices_from(cov)\n",
" trace= np.zeros((iters, p + len(iu[0])))\n",
" \n",
" for i in range(iters):\n",
" mean = sample_mean(X.as_matrix(), cov)\n",
" cov = sample_cov(X.as_matrix(), mean)\n",
" trace[i, 0:2] = mean\n",
" trace[i, 2:len(iu)+3] = cov[iu]\n",
" \n",
" columns = np.r_[\n",
" X.columns.values,\n",
" [\"{0}-{1}\".format(X.columns.values[iu[0][x]], X.columns.values[iu[1][x]]) for x in range(len(iu[0]))]\n",
" ]\n",
" trace = pd.DataFrame(trace, columns=columns)\n",
" return trace\n",
"\n",
"# 手作りGibbs sampling 実行 !\n",
"iters = 2000\n",
"trace = sampling(X, iters, init())\n",
"trace_bt = trace[int(iters/2):]\n",
"trace_bt.describe().T"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x504 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 結果の可視化\n",
"ps = trace.plot(layout=(5,1), subplots=True, figsize=(10,7))\n",
"[p[0].legend(loc='center left', bbox_to_anchor=(1.0, 0.5)) for p in ps]\n",
"trace_bt.hist(bins=30, figsize=(7,7));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 実装例2: PyMC3での実装\n",
"- 分散共分散行列の事前分布としては逆ウィシャート分布が挙げられるが、PyMC3のドキュメントいわく、moden Bayesian computational methodには適していないらしい\n",
" - そのため、PyMC3では、Wishert分布関連の関数が削除されている\n",
" - 代わりに、[LKJ分布](https://www.sciencedirect.com/science/article/pii/S0047259X09000876)を用いると良いとのこと\n",
"\n",
"- また、[この論文](https://projecteuclid.org/euclid.ba/1340371048)によると、分散パラメータの事前分布として用いられている逆Gamma分布は使ってはいけないとのこと\n",
" - データ数が多い場合は一様分布を、少ない場合は弱い情報をもたせた半コーシー分布を使うのが良いらしい\n",
" - この考え方はすでにスタンダードになっている模様"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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: [μ, packed_L]\n",
"Sampling 4 chains: 100%|██████████| 14000/14000 [00:09<00:00, 1406.67draws/s]\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>mc_error</th>\n",
" <th>hpd_2.5</th>\n",
" <th>hpd_97.5</th>\n",
" <th>n_eff</th>\n",
" <th>Rhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>packed_L__0</th>\n",
" <td>1.977619</td>\n",
" <td>0.063069</td>\n",
" <td>0.000506</td>\n",
" <td>1.856429</td>\n",
" <td>2.103726</td>\n",
" <td>14459.301327</td>\n",
" <td>1.000189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>packed_L__1</th>\n",
" <td>0.462625</td>\n",
" <td>0.076931</td>\n",
" <td>0.000655</td>\n",
" <td>0.312895</td>\n",
" <td>0.611939</td>\n",
" <td>12970.493707</td>\n",
" <td>1.000101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>packed_L__2</th>\n",
" <td>1.696299</td>\n",
" <td>0.054123</td>\n",
" <td>0.000450</td>\n",
" <td>1.591961</td>\n",
" <td>1.802802</td>\n",
" <td>15915.406286</td>\n",
" <td>0.999861</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ__0_0</th>\n",
" <td>3.914956</td>\n",
" <td>0.250176</td>\n",
" <td>0.002010</td>\n",
" <td>3.427106</td>\n",
" <td>4.405609</td>\n",
" <td>14383.344010</td>\n",
" <td>1.000187</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ__0_1</th>\n",
" <td>0.915759</td>\n",
" <td>0.160506</td>\n",
" <td>0.001405</td>\n",
" <td>0.606165</td>\n",
" <td>1.234069</td>\n",
" <td>11962.603758</td>\n",
" <td>1.000171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ__1_0</th>\n",
" <td>0.915759</td>\n",
" <td>0.160506</td>\n",
" <td>0.001405</td>\n",
" <td>0.606165</td>\n",
" <td>1.234069</td>\n",
" <td>11962.603758</td>\n",
" <td>1.000171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ__1_1</th>\n",
" <td>3.100301</td>\n",
" <td>0.198757</td>\n",
" <td>0.001700</td>\n",
" <td>2.719303</td>\n",
" <td>3.492807</td>\n",
" <td>15335.241039</td>\n",
" <td>0.999879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ__0</th>\n",
" <td>1.983934</td>\n",
" <td>0.088479</td>\n",
" <td>0.000736</td>\n",
" <td>1.805693</td>\n",
" <td>2.150587</td>\n",
" <td>12011.616845</td>\n",
" <td>0.999918</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ__1</th>\n",
" <td>4.897815</td>\n",
" <td>0.077931</td>\n",
" <td>0.000754</td>\n",
" <td>4.748426</td>\n",
" <td>5.053077</td>\n",
" <td>11607.369555</td>\n",
" <td>0.999947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5 n_eff \\\n",
"packed_L__0 1.977619 0.063069 0.000506 1.856429 2.103726 14459.301327 \n",
"packed_L__1 0.462625 0.076931 0.000655 0.312895 0.611939 12970.493707 \n",
"packed_L__2 1.696299 0.054123 0.000450 1.591961 1.802802 15915.406286 \n",
"Σ__0_0 3.914956 0.250176 0.002010 3.427106 4.405609 14383.344010 \n",
"Σ__0_1 0.915759 0.160506 0.001405 0.606165 1.234069 11962.603758 \n",
"Σ__1_0 0.915759 0.160506 0.001405 0.606165 1.234069 11962.603758 \n",
"Σ__1_1 3.100301 0.198757 0.001700 2.719303 3.492807 15335.241039 \n",
"μ__0 1.983934 0.088479 0.000736 1.805693 2.150587 12011.616845 \n",
"μ__1 4.897815 0.077931 0.000754 4.748426 5.053077 11607.369555 \n",
"\n",
" Rhat \n",
"packed_L__0 1.000189 \n",
"packed_L__1 1.000101 \n",
"packed_L__2 0.999861 \n",
"Σ__0_0 1.000187 \n",
"Σ__0_1 1.000171 \n",
"Σ__1_0 1.000171 \n",
"Σ__1_1 0.999879 \n",
"μ__0 0.999918 \n",
"μ__1 0.999947 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with pm.Model() as model1:\n",
" packed_L = pm.LKJCholeskyCov('packed_L', n=2, eta=2., sd_dist=pm.HalfCauchy.dist(2.5))\n",
" L = pm.expand_packed_triangular(2, packed_L)\n",
" Σ = pm.Deterministic('Σ', L.dot(L.T))\n",
" μ = pm.Uniform('μ', lower=-10., upper = 10., shape=2)\n",
" obs = pm.MvNormal('obs', μ, chol=L, observed=X)\n",
" trace = pm.sample(3000)\n",
"pm.traceplot(trace)\n",
"pm.summary(trace)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 例題 2 : 混合+2変量正規分布"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2aebbd79fd68>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 今回対象とする観測データを作成\n",
"mean0 = np.array([0, 10])\n",
"cov0 = np.array([[3,2],[2,1]])\n",
"mean1 = np.array([10, 2])\n",
"cov1 = np.array([[8,-2],[-2,7]])\n",
"mean2 = np.array([10, 10])\n",
"cov2 = np.array([[-3,2],[2,-1]])\n",
"N = 1000\n",
"a = [0.6, 0.3, 0.1]\n",
"X2 = pd.DataFrame(\n",
" np.r_[\n",
" scipy.random.multivariate_normal(mean0, cov0, int(N*a[0])),\n",
" scipy.random.multivariate_normal(mean1, cov1, int(N*a[1])),\n",
" scipy.random.multivariate_normal(mean2, cov2, int(N*a[2]))\n",
" ],\n",
" columns=[r'$x$', r'$y$']\n",
")\n",
"X2.plot(kind='scatter', x=r'$x$', y=r'$y$')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"nk = 3\n",
"with pm.Model() as model2:\n",
" w = pm.Dirichlet('w', np.ones(nk))\n",
" comp_dist = []\n",
" μ = []\n",
" packed_chol = []\n",
" chol = []\n",
" for i in range(nk):\n",
" μ.append(pm.Normal('μ%i'%i, 0, 10, shape=2))\n",
" \n",
" # packed_chol.append(pm.LKJCholeskyCov('chol_cov_%i'%i,eta=2, n=2, sd_dist=pm.HalfNormal.dist(2.5)))\n",
" packed_L = pm.LKJCholeskyCov('chol_cov_%i'%i, n=2, eta=2., sd_dist=pm.HalfCauchy.dist(2.5))\n",
" packed_chol.append(packed_L)\n",
" \n",
" # chol.append(pm.expand_packed_triangular(2, packed_chol[i], lower=True))\n",
" L = pm.expand_packed_triangular(2, packed_L, lower=True)\n",
" chol.append(L)\n",
" \n",
" Σ = pm.Deterministic('Σ%i'%i, L.dot(L.T))\n",
" comp_dist.append(pm.MvNormal.dist(mu=μ[i], chol=Σ)) \n",
" xobs = pm.Mixture('obs', w, comp_dist,observed=X2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [chol_cov_2, μ2, chol_cov_1, μ1, chol_cov_0, μ0, w]\n",
"100%|██████████| 2000/2000 [01:24<00:00, 23.80it/s]\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>mc_error</th>\n",
" <th>hpd_2.5</th>\n",
" <th>hpd_97.5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>μ0__0</th>\n",
" <td>9.800543</td>\n",
" <td>0.169281</td>\n",
" <td>0.004446</td>\n",
" <td>9.509744</td>\n",
" <td>10.149960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ0__1</th>\n",
" <td>1.827418</td>\n",
" <td>0.151700</td>\n",
" <td>0.004032</td>\n",
" <td>1.550165</td>\n",
" <td>2.115423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ1__0</th>\n",
" <td>-0.041640</td>\n",
" <td>0.066612</td>\n",
" <td>0.001885</td>\n",
" <td>-0.173760</td>\n",
" <td>0.081610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ1__1</th>\n",
" <td>9.974936</td>\n",
" <td>0.045555</td>\n",
" <td>0.001216</td>\n",
" <td>9.886433</td>\n",
" <td>10.054937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ2__0</th>\n",
" <td>9.970356</td>\n",
" <td>0.185839</td>\n",
" <td>0.005545</td>\n",
" <td>9.597797</td>\n",
" <td>10.321143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>μ2__1</th>\n",
" <td>10.005011</td>\n",
" <td>0.120215</td>\n",
" <td>0.003610</td>\n",
" <td>9.778212</td>\n",
" <td>10.247457</td>\n",
" </tr>\n",
" <tr>\n",
" <th>w__0</th>\n",
" <td>0.298666</td>\n",
" <td>0.014211</td>\n",
" <td>0.000329</td>\n",
" <td>0.270561</td>\n",
" <td>0.323999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>w__1</th>\n",
" <td>0.598620</td>\n",
" <td>0.015180</td>\n",
" <td>0.000325</td>\n",
" <td>0.566815</td>\n",
" <td>0.625975</td>\n",
" </tr>\n",
" <tr>\n",
" <th>w__2</th>\n",
" <td>0.102715</td>\n",
" <td>0.009545</td>\n",
" <td>0.000233</td>\n",
" <td>0.084157</td>\n",
" <td>0.121257</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_0__0</th>\n",
" <td>1.739782</td>\n",
" <td>0.036057</td>\n",
" <td>0.000864</td>\n",
" <td>1.671953</td>\n",
" <td>1.808047</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_0__1</th>\n",
" <td>-0.340188</td>\n",
" <td>0.082413</td>\n",
" <td>0.002468</td>\n",
" <td>-0.476189</td>\n",
" <td>-0.158801</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_0__2</th>\n",
" <td>1.511139</td>\n",
" <td>0.038982</td>\n",
" <td>0.001297</td>\n",
" <td>1.438064</td>\n",
" <td>1.590189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ0__0_0</th>\n",
" <td>3.028140</td>\n",
" <td>0.125556</td>\n",
" <td>0.003012</td>\n",
" <td>2.795426</td>\n",
" <td>3.269036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ0__0_1</th>\n",
" <td>-0.592129</td>\n",
" <td>0.145216</td>\n",
" <td>0.004395</td>\n",
" <td>-0.849672</td>\n",
" <td>-0.291131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ0__1_0</th>\n",
" <td>-0.592129</td>\n",
" <td>0.145216</td>\n",
" <td>0.004395</td>\n",
" <td>-0.849672</td>\n",
" <td>-0.291131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ0__1_1</th>\n",
" <td>2.407581</td>\n",
" <td>0.102595</td>\n",
" <td>0.003130</td>\n",
" <td>2.186964</td>\n",
" <td>2.579866</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_1__0</th>\n",
" <td>1.290338</td>\n",
" <td>0.018666</td>\n",
" <td>0.000554</td>\n",
" <td>1.251093</td>\n",
" <td>1.323891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_1__1</th>\n",
" <td>0.726675</td>\n",
" <td>0.015587</td>\n",
" <td>0.000523</td>\n",
" <td>0.697180</td>\n",
" <td>0.757939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_1__2</th>\n",
" <td>0.202408</td>\n",
" <td>0.055812</td>\n",
" <td>0.001819</td>\n",
" <td>0.091392</td>\n",
" <td>0.302516</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ1__0_0</th>\n",
" <td>1.665320</td>\n",
" <td>0.048212</td>\n",
" <td>0.001429</td>\n",
" <td>1.565234</td>\n",
" <td>1.752687</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ1__0_1</th>\n",
" <td>0.937777</td>\n",
" <td>0.028528</td>\n",
" <td>0.000922</td>\n",
" <td>0.882906</td>\n",
" <td>0.997429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ1__1_0</th>\n",
" <td>0.937777</td>\n",
" <td>0.028528</td>\n",
" <td>0.000922</td>\n",
" <td>0.882906</td>\n",
" <td>0.997429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ1__1_1</th>\n",
" <td>0.572384</td>\n",
" <td>0.015157</td>\n",
" <td>0.000441</td>\n",
" <td>0.544960</td>\n",
" <td>0.600878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_2__0</th>\n",
" <td>1.351219</td>\n",
" <td>0.047273</td>\n",
" <td>0.001297</td>\n",
" <td>1.266314</td>\n",
" <td>1.448540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_2__1</th>\n",
" <td>-0.710619</td>\n",
" <td>0.036812</td>\n",
" <td>0.001161</td>\n",
" <td>-0.774576</td>\n",
" <td>-0.635511</td>\n",
" </tr>\n",
" <tr>\n",
" <th>chol_cov_2__2</th>\n",
" <td>0.324771</td>\n",
" <td>0.086505</td>\n",
" <td>0.002477</td>\n",
" <td>0.137070</td>\n",
" <td>0.481187</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ2__0_0</th>\n",
" <td>1.828028</td>\n",
" <td>0.128524</td>\n",
" <td>0.003539</td>\n",
" <td>1.573900</td>\n",
" <td>2.065391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ2__0_1</th>\n",
" <td>-0.960890</td>\n",
" <td>0.070081</td>\n",
" <td>0.002264</td>\n",
" <td>-1.106226</td>\n",
" <td>-0.834720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ2__1_0</th>\n",
" <td>-0.960890</td>\n",
" <td>0.070081</td>\n",
" <td>0.002264</td>\n",
" <td>-1.106226</td>\n",
" <td>-0.834720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Σ2__1_1</th>\n",
" <td>0.619293</td>\n",
" <td>0.042767</td>\n",
" <td>0.001151</td>\n",
" <td>0.530817</td>\n",
" <td>0.694290</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5\n",
"μ0__0 9.800543 0.169281 0.004446 9.509744 10.149960\n",
"μ0__1 1.827418 0.151700 0.004032 1.550165 2.115423\n",
"μ1__0 -0.041640 0.066612 0.001885 -0.173760 0.081610\n",
"μ1__1 9.974936 0.045555 0.001216 9.886433 10.054937\n",
"μ2__0 9.970356 0.185839 0.005545 9.597797 10.321143\n",
"μ2__1 10.005011 0.120215 0.003610 9.778212 10.247457\n",
"w__0 0.298666 0.014211 0.000329 0.270561 0.323999\n",
"w__1 0.598620 0.015180 0.000325 0.566815 0.625975\n",
"w__2 0.102715 0.009545 0.000233 0.084157 0.121257\n",
"chol_cov_0__0 1.739782 0.036057 0.000864 1.671953 1.808047\n",
"chol_cov_0__1 -0.340188 0.082413 0.002468 -0.476189 -0.158801\n",
"chol_cov_0__2 1.511139 0.038982 0.001297 1.438064 1.590189\n",
"Σ0__0_0 3.028140 0.125556 0.003012 2.795426 3.269036\n",
"Σ0__0_1 -0.592129 0.145216 0.004395 -0.849672 -0.291131\n",
"Σ0__1_0 -0.592129 0.145216 0.004395 -0.849672 -0.291131\n",
"Σ0__1_1 2.407581 0.102595 0.003130 2.186964 2.579866\n",
"chol_cov_1__0 1.290338 0.018666 0.000554 1.251093 1.323891\n",
"chol_cov_1__1 0.726675 0.015587 0.000523 0.697180 0.757939\n",
"chol_cov_1__2 0.202408 0.055812 0.001819 0.091392 0.302516\n",
"Σ1__0_0 1.665320 0.048212 0.001429 1.565234 1.752687\n",
"Σ1__0_1 0.937777 0.028528 0.000922 0.882906 0.997429\n",
"Σ1__1_0 0.937777 0.028528 0.000922 0.882906 0.997429\n",
"Σ1__1_1 0.572384 0.015157 0.000441 0.544960 0.600878\n",
"chol_cov_2__0 1.351219 0.047273 0.001297 1.266314 1.448540\n",
"chol_cov_2__1 -0.710619 0.036812 0.001161 -0.774576 -0.635511\n",
"chol_cov_2__2 0.324771 0.086505 0.002477 0.137070 0.481187\n",
"Σ2__0_0 1.828028 0.128524 0.003539 1.573900 2.065391\n",
"Σ2__0_1 -0.960890 0.070081 0.002264 -1.106226 -0.834720\n",
"Σ2__1_0 -0.960890 0.070081 0.002264 -1.106226 -0.834720\n",
"Σ2__1_1 0.619293 0.042767 0.001151 0.530817 0.694290"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x1440 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with model2:\n",
" trace = pm.sample(1000, tune=1000, chains=1)\n",
"pm.traceplot(trace)\n",
"pm.summary(trace)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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