{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-hierarchical)=\n", "(multilevel_modeling)=\n", "# A Primer on Bayesian Methods for Multilevel Modeling\n", "\n", ":::{post} 24 October, 2022\n", ":tags: hierarchical model, case study, generalized linear model\n", ":category: intermediate\n", ":author: Chris Fonnesbeck, Colin Carroll, Alex Andorra, Oriol Abril, Farhan Reynaldo\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hierarchical or multilevel modeling is a generalization of regression modeling.\n", "\n", "*Multilevel models* are regression models in which the constituent model parameters are given **probability models**. This implies that model parameters are allowed to **vary by group**.\n", "\n", "Observational units are often naturally **clustered**. Clustering induces dependence between observations, despite random sampling of clusters and random sampling within clusters.\n", "\n", "A *hierarchical model* is a particular multilevel model where parameters are nested within one another.\n", "\n", "Some multilevel structures are not hierarchical. \n", "\n", "* e.g. \"country\" and \"year\" are not nested, but may represent separate, but overlapping, clusters of parameters\n", "\n", "We will motivate this topic using an environmental epidemiology example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Radon contamination {cite:t}`gelman2006data`\n", "\n", "Radon is a radioactive gas that enters homes through contact points with the ground. It is a carcinogen that is the primary cause of lung cancer in non-smokers. Radon levels vary greatly from household to household.\n", "\n", "![radon](https://www.cgenarchive.org/uploads/2/5/2/6/25269392/7758459_orig.jpg)\n", "\n", "The EPA did a study of radon levels in 80,000 houses. There are two important predictors:\n", "\n", "* measurement in basement or first floor (radon higher in basements)\n", "* county uranium level (positive correlation with radon levels)\n", "\n", "We will focus on modeling radon levels in Minnesota.\n", "\n", "The hierarchy in this example is households within county." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data organization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import the data from a local file, and extract Minnesota's data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.25.1\n" ] } ], "source": [ "import os\n", "import warnings\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "import seaborn as sns\n", "import xarray as xr\n", "\n", "warnings.filterwarnings(\"ignore\", module=\"scipy\")\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8924\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original data exists as several independent datasets, which we will import, merge, and process here. First is the data on measurements from individual homes from across the United States. We will extract just the subset from Minnesota." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "try:\n", " srrs2 = pd.read_csv(os.path.join(\"..\", \"data\", \"srrs2.dat\"))\n", "except FileNotFoundError:\n", " srrs2 = pd.read_csv(pm.get_data(\"srrs2.dat\"))\n", "\n", "srrs2.columns = srrs2.columns.map(str.strip)\n", "srrs_mn = srrs2[srrs2.state == \"MN\"].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, obtain the county-level predictor, uranium, by combining two variables." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "try:\n", " cty = pd.read_csv(os.path.join(\"..\", \"data\", \"cty.dat\"))\n", "except FileNotFoundError:\n", " cty = pd.read_csv(pm.get_data(\"cty.dat\"))\n", "\n", "srrs_mn[\"fips\"] = srrs_mn.stfips * 1000 + srrs_mn.cntyfips\n", "cty_mn = cty[cty.st == \"MN\"].copy()\n", "cty_mn[\"fips\"] = 1000 * cty_mn.stfips + cty_mn.ctfips" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `merge` method to combine home- and county-level information in a single DataFrame." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "srrs_mn = srrs_mn.merge(cty_mn[[\"fips\", \"Uppm\"]], on=\"fips\")\n", "srrs_mn = srrs_mn.drop_duplicates(subset=\"idnum\")\n", "u = np.log(srrs_mn.Uppm).unique()\n", "\n", "n = len(srrs_mn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's encode the county names and make local copies of the variables we will use.\n", "We also need a lookup table (`dict`) for each unique county, for indexing." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "srrs_mn.county = srrs_mn.county.map(str.strip)\n", "county, mn_counties = srrs_mn.county.factorize()\n", "srrs_mn[\"county_code\"] = county\n", "radon = srrs_mn.activity\n", "srrs_mn[\"log_radon\"] = log_radon = np.log(radon + 0.1).values\n", "floor_measure = srrs_mn.floor.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of radon levels in MN (log scale):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "srrs_mn.log_radon.hist(bins=25, grid=False)\n", "plt.xlabel(\"log(radon)\")\n", "plt.ylabel(\"frequency\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conventional approaches\n", "\n", "The two conventional alternatives to modeling radon exposure represent the two extremes of the bias-variance tradeoff:\n", "\n", "***Complete pooling***: \n", "\n", "Treat all counties the same, and estimate a single radon level.\n", "\n", "$$y_i = \\alpha + \\beta x_i + \\epsilon_i$$\n", "\n", "***No pooling***:\n", "\n", "Model radon in each county independently.\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_i + \\epsilon_i$$\n", "\n", "where $j = 1,\\ldots,85$\n", "\n", "The errors $\\epsilon_i$ may represent measurement error, temporal within-house variation, or variation among houses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the point estimates of the slope and intercept for the complete pooling model:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as pooled_model:\n", " floor_ind = pm.Data(\"floor_ind\", floor_measure, dims=\"obs_id\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, sigma=10)\n", " beta = pm.Normal(\"beta\", mu=0, sigma=10)\n", " sigma = pm.Exponential(\"sigma\", 5)\n", "\n", " theta = alpha + beta * floor_ind\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "\n", "floor_ind\n", "\n", "floor_ind\n", "~\n", "Data\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_ind->y\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma->y\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(pooled_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may be wondering why we are using the `pm.Data` container above even though the variable `floor_ind` is not an observed variable nor a parameter of the model. As you'll see, this will make our lives much easier when we'll plot and diagnose our model.ArviZ will thus include `floor_ind` as a variable in the `constant_data` group of the resulting {ref}`InferenceData ` object. Moreover, including `floor_ind` in the `InferenceData` object makes sharing and reproducing analysis much easier, all the data needed to analyze or rerun the model is stored there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running the model let's do some **prior predictive checks**. \n", "\n", "Indeed, having sensible priors is not only a way to incorporate scientific knowledge into the model, it can also help and make the MCMC machinery faster -- here we are dealing with a simple linear regression, so no link function comes and distorts the outcome space; but one day this will happen to you and you'll need to think hard about your priors to help your MCMC sampler. So, better to train ourselves when it's quite easy than having to learn when it's very hard. \n", "\n", "There is a convenient function for prior predictive sampling in PyMC:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [alpha, beta, sigma, y]\n" ] } ], "source": [ "with pooled_model:\n", " prior_checks = pm.sample_prior_predictive(random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ArviZ `InferenceData` uses `xarray.Dataset`s under the hood, which give access to several common plotting functions with `.plot`. In this case, we want scatter plot of the mean log radon level (which is stored in variable `a`) for each of the two levels we are considering. If our desired plot is supported by xarray plotting capabilities, we can take advantage of xarray to automatically generate both plot and labels for us. Notice how everything is directly plotted and annotated, the only change we need to do is renaming the y axis label from `a` to `Mean log radon level`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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+fVx5S6enp6eL3VBG4iBXpIo0beJ5rHUrkTatQ31GAAAA8MVlWRaFvkUgVJ+kTp2yZOI/LZk1WyTjpEiZMiK9e4rccbtLihdnZhsAAESPrdss+fQzS7bvEEmuEi9Xd8mSli1Cl4d0Nt0fwnYRCfXXFtrmLza2rOTkHJW4OEI2AACILnPmWvK3py3JPWfa+MZ+IsOGxtgmbFNG4lAasMuViyFoAwCAqJN+1JKnny0ctNV7H4gs99PBLZQI2wAAAHCUWbMsyc7xPv7ue4RtAAAA4IKsWu17fMvPYhvMbAMAAMBRrADHQ4mwDQAAAEe5tJnv8WopYhuEbQAAADhKOT9NQMqXE9sgbAMAAMBRdv7iezz9qNgGYRsAAACOUqqk7zVGSpYU2yBsAwAAwFG6dBaJ8ZFiu15tnwX/CNsAAABwlKrJLhk8yHOgbn+5SMcrxDYI2wAAAHCcAbeI1K9fcFvFCrpUu0hsLDPbAAAAwAW7dZAlmzcX3HbwkMjAwSLHj+eKXTCzDQAAAEeZNz9X9u7zPJaVJfLsWLGNuHCfAH67I0csmfWlyJH0DKlYwZIe3UQSE+3zdQkAAEAwTZ3me/y7JfZ5/wnbDjP/K0ueesaSzCx9dNZsmzRZ5MnHRDq0J3ADAIDId9RPH+3sbLENykgcZM9eS8Y87Q7a/3PmjMhjT1pmxhsAACDSxRfzPe6y0fwjYdtB/jPT8vpJ7exZkc9nhfqMAAAAQq9sWd/jcTaq3SBsO8iuXf7GmdkGAACRLzk5sDAeSoRtBylXzvd4hQqhOhMAAIDw6d3T93jbNmIbhG0HKe8nbFesGKozAQAACJ/09MDGQ4mw7SBbt/ke//HHUJ0JAABA+Hzu5zq11WvENgjbDnL0mO/xEydCdSYAAADh88svvsdPnRLbIGw7iOXn+sdc+6xMCgAAEDSZmYFlplAibDtIqVKBjQMAAESChARxDMK2gzRs4LtDe/36NurgDgAAECTly/seL15cbIOw7SA9ulleV0SKjRXp3jXUZwQAABB62X6WY6eMBBdkwTfe/3hyckSWLLVRgRIAAECQnD7te5ywjQvy9nTf4xP+yRsLAAAi38XVfY+XKim2QRmJg/hr7XfURg3cAQAAgqVdO9/jLVqIbRC2I+jK29JlQnUmAAAA4dPxCt/jHdqLbRC2HaR1S9/jnTuG6kwAAADCZ8lS3x3YfvhBbIOw7SA/bfE9/v3aUJ0JAABA+Gzb7rspxNZtYhtxEqH2798vs2bNkkWLFsnWrVvl0KFDkpiYKC1atJA777xTLr300kLPycjIkHHjxsmcOXPk4MGDUqlSJenWrZsMHTpUSpYMf6X93r2+x3fuDNWZAAAA2NfJk2IbERu2p02bJhMnTpSLL75YOnToIOXKlZMdO3bIvHnzzO2FF16Qnj175u1/6tQpGTBggGzcuFFSU1OlV69e5t+TJ0+W5cuXy/Tp06V4mDuka3s/X7L89JwEAACIBJt/9D2+f7/YRsSG7WbNmpnA3aZNmwLbV6xYIYMHD5YnnnhCunTpIvHx8Wb7pEmTTLi+6667ZPjw4Xn7P//88ya0T506VYYMGSLhFBMT2DgAAEAk2OHn2/xTfvpwh1LExrOuXbsWCtqqVatW0rZtWzl27Jhs3rzZbLMsS95//31JSEiQ++67r8D++li367jdu5GUKR2qMwEAALDvt/2Wjdb5i9iw7UtcXFyB++3bt8uBAwdMPbcG6/z0sW7ftWuX7PVXNB1kzQuXmRfQtm2ozgQAACB8SpZ0zrf9NjqV0NizZ498++23UrFiRalXr57ZprXcqmbNmh6f496uoTyc/K2GVKpUqM4EAAAgfEr4uYwuNlZsI2Jrtj3JysqSRx55RDIzM01ddux/fxMn/rs0YykvadW9XbuVeKOdTmKC/DFqybIj+sWI1/FF38TInx9JCuo5AAAAhFtS0lEtJvE6XixO97FHJoqasJ2bmyujRo0ynUVuvPFG6du3b5G+vtaAB9vx474LkA4dypX0dNZsBwAAke30mVyf49k5EpJMdD6BPiZagvajjz4qM2fOlGuvvVaefPLJAuOlS5f2OXPt3u5t5jtU/BX7+15LCQAAIDLs2e17PDNTbCMuGoL2n//8Z/nkk0+kd+/e8uyzzxYq96hRo4bPmmz3dm813Xa58lY/xQEAAES6DD+L1tCNJAxBWxewee655/LqtPPTEK2rRa5atcosbpOfPtbt1apVk+TkZAknf384ub6/UQEAAIgIOQ5ayC8m0ktHNGh3795dxo4d6zFoK5fLJTfccIMJ1q+99lqBMX2s27XOO9xKlPA9boMV5QEAAIIux0ETjBFbRjJ+/Hj5+OOPTZ9snbl+/fXXC+2jK0g2bNjQ/PvOO++U+fPnm9UidSXJRo0ayYYNGyQtLU2aNm0qt912m4Rbo0a6Aqb38TatQnk2AAAA4eFy2atUJCrD9u7dv1bO66z0G2+84XGflJSUvLCtofztt9+WcePGyZw5c2Tp0qWmF/cf/vAHuf/++6WEv2nlECj+68ryPv/wAAAAIl1MjP9r2ezCZela5QhYKNrL3HRrrvzi4+rbenVFJk+M2MogAAAA4+oeuXL6tPiUtiD4mYjWfxHmZMFrNws5/uvaPAAAABEtxyGz2oppUAcp7mdp0ovCX+kCAAAQdLnReIFkdna2HD161CyF7k3VqlWL6nBRSctE9u3zPt6sWSjPBgAAIDxyoylsf/vtt6bTx5o1a0zg9kbb62l3D1w4f7VJJygjAQAAiJyw/fXXX8vQoUMlJydHEhMTTXePkjR7Dpqt23yPb94cvGMDAADYRWysc2a3Awrbr776at4qjQMGDPC6aAxCM7Ptb+lSAACASFCmjMjhwxL5Yfvnn3+W5s2b22LBl2jgr4229pwEAACIdJneLxG0nYDimS4Ew0WPoePy89uKJWwDAIAocMJB16kFFM/at28v69atK7qzQWAXSGbwBgIAAERM2B4+fLhkZGTI2LFjfXYiQWgauDvpKxUAAIAL5aTS2YBqtj/88EO54oorZPLkyTJnzhxp06aNVKlSxbT5O5duu//++wM5HAKs6QYAAIgE5ZJEDh2Okm4kGqIty5Jdu3aZmzeE7aJZQfLsWe/jdF0EAADRIK7IlmUMvoBO9Zlnnim6M4FfJRN8h+3SpXkTAQBA5DvkkFntgMP2ddddV3RnAr8SSoocSffdcxIAACDSZTvoUkEHlZcjw0+bm6PHeI8AAADspMgqXlavXi0rVqyQ/fv3m8eVK1eWVq1ayWWXXVZUh4h6/sL0vn1R/xYBAABEVtjetm2bPPLII3n9tvViSeXuSNKkSRPTGrBmzZqBHgoAAACInrB94MABGThwoBw6dEgqVaok3bt3l5SUFBO0d+/eLbNnz5a1a9eafbRNoO4DAAAARIuAwvbrr79ugvbgwYPl4Ycflvj4+EKL3rz44osyZcoUefPNN2X06NGBni8AAAAQHRdILly4UGrVqiWjRo0qFLRVsWLFTImJ7vP1118HcigAAAAgusL2wYMHpVGjRj730ZIS3Uf3BQAAAKJJQGG7VKlSsu88WmDoProvAAAAEE0CCtvNmzeXVatWyYIFC3yWmug+tAAEAABAtAnoAsm7775bFi1aJEOHDpUePXpI7969pVq1amZMu5F8/vnn5hYTE2P2BQAAAKKJy3I3xr5An376qTz++ONy5syZvN7abvrSJUqUkCeffFL69OkjkSw93cc66kUktWOu333SFrAoKAAAiGypNslESUlJwV/URkN027Zt5b333pOVK1ea3ttKe2rrCpL9+vWT5OTkQA8DAAAAROdy7VWqVJFhw4YVxUsBAAAAEYOaAwAAAMAOM9t79uwJ6GBVq1YN6PkAAABAxIbtTp06FboI8nzp8zZs2HBBzwUAAAAiPmy3bt260LasrCxZs2aN+XdiYmLe7LXOgh87dsyE7EsvvdQs3Q4AAABEk98UtqdNm1bgcUZGhtx2221St25deeSRR+R3v/tdgfG0tDQZO3asCeSTJk0qmjMGAAAAouECyZdffll27dolb731VqGgrVJTU2XKlClmn5deeimQQwEAAADRFbbnzp0r7dq1k3LlynndR8d0H90XAAAAiCYBhe0jR45Idna23/10n1CssAgAAABETNhOSUmR7777Tvbu3et1Hx3TfXRfAAAAIJoEFLZ1KfbTp0/LgAED5JNPPpGzZ8/mjWVmZpptOnbmzBmzLwAAABBNXJZlWRf65NzcXBk+fLh88cUXef233fXbWmKi9OW7d+8uL774osTERO6ClaEok0ntmOt3n7QFkfseAwAA2CkTJSUlFW3rv3NpeNYQ3aVLF3nnnXfk+++/l8OHD5sx7aut/bVvvvlm6dWrVyCHAQAAABwpoLDt1rNnT3PTCyGPHj1qtpUtW1bi4ork5QEAAABHKtI0rOG6QoUKRfmSAAAAgGNR4Osg/y2L94ovEgAAACJsZlsvgPzss89k/vz5smPHDjl58qTZdi69gHLevHmBHi6q+buU9TxangMAAMApYVvb+w0ZMkSWLFniMWC7Q3YADU8AAACA6CwjmTJlilmwpmPHjjJnzhzp06ePCddr16417QCHDh0qF110kdxxxx2yadOmojtrAAAAINJntjVQJyYmygsvvCAJCQl5fbS17V/t2rVN2G7Xrp0MGjRIatWqxcI2AAAAiCoBzWzv3LlTmjVrZoK2ci9sk5OTk7dPq1atpEWLFqYPNwAAABBNAgrbOpNdunTpvMfu0O1ePdKtcuXKsm3btkAOBQAAAERX2NYQvW/fvrzHF198sbnXlSTz27x5s5QsWTKQQwEAAADRFbZ1OfaffvrJdCVRV155pbl/+umnZdGiRSZkjxkzRrZs2WLKTQAAAIBoElDY7tatmxQvXlzS0tLM4xo1ashtt90me/bsMS0B+/btK9OnT5cSJUrIiBEjiuqcAQAAAEdwWUFogv3555+bBWyOHz8uNWvWlIEDB5r7SJaenh70Y6R2zPW7T9oCFgUFAACRLdUmmSgpKSn4K0h60qtXL3MDAAAAollAkb9NmzYyYMCAojsbAAAAIIIEFLazs7NNRxIAAAAARRy269atKwcOHAjkJQAAAICIFVDY1hKSlStXyooVK4rujAAAAIAIEdAFki1btpR+/frJnXfeae47deokycnJph2gJ1WrVg3kcAAAAED0tP5r0KCBuFwu0ZfQe58Hcrlkw4YN4gQ//PCDjBs3TlavXm3q0uvVqyeDBw+Wnj17en0Orf8AAABCIzVaWv+1bt1aIs2SJUvMTH18fLxpX6jLzM+ZM0ceeughszT9H/7wh3CfIgAAAKJ5URun0lnsHj16mFD93nvvScOGDc32EydOmDKZ3bt3y5dffikpKSmFnsvMNgAAQGikOmhmO2zLDeoKk6+++qrYbVZ7586d0rt377ygrUqXLi333HOPZGVlyccffxzWcwQAAIBzhC1sz58/X8aPHy92smzZMnOfmppaaMy9bfny5SE/LwAAADhT2MK2HW3fvt3c16hRo9BYxYoVJSEhQXbs2BGGMwMAAIATBXSBZKTJyMjIKxvxpFSpUqZ+25PExESJiQn2Z5fDRVI7BAAA4GyHHZOJCNtF5NixY2IHobhQEwAAwO7SQ5CJbH2BpB3pzLXyNnutM9/eZr0BAACAcxG286lZs6a591SXffDgQTl16pTHem4AAADAE8K2h0V60tLSCr1R7m2RuJAPAAAAgoOwnc/ll18u1atXl5kzZ8rGjRvztmtZyRtvvCHFihWTvn37BulXAQAAgEjDBZL534y4OPnb3/5mlmu/9dZbCyzXrqtHjhw5UqpVqxa+3xYAAAAchbB9jnbt2sk777wjr7zyinzxxRdmCfd69erJ8OHDpWfPnuH5LQEAAMCRwha2+/XrJ23atBE7atasmUyaNCncpwEAAACHC1vYbtmypbkBAAAAkSqgsN2wYcPzO0hcnJQtW1YaNWok1157ramFBgAAACJdQN1IkpOTzc2yrLybLvqit/zbKlasaFZYXLhwoal9Hjp0qOTm5hbdTwEAAABEWtjWLh06W62Be8yYMbJy5UpZtmyZuem/tbNH1apVzQz4ihUr5N///rfUrVtX5s+fb/4NAAAARLKAwvaECRNk8eLFMn36dLnhhhtMmzw3/bdeBDlt2jT59ttvzb7NmzeX8ePHm37Vn332WVGcPwAAABCZYfuTTz4xrfJ09tqblJQUs487XOuiMY0bN5aff/45kEMDAAAAkR229+3bJ/Hx8X730310XzcN52fPng3k0AAAAEBkh+0KFSrI0qVLJSMjw+s+Oqb76L5uR48elcTExEAODQAAAER22NYVFTU46/Lmq1evLjS+Zs0aM6adSNzt/rQ7yebNm6VWrVqBHBoAAACI7D7b999/vyxfvtyE6ltuucXMXmtnErV37145dOiQCdd6YeR9991ntm/atMm0BuzRo0fR/AQAAACATbksTcMByMzMNEubz5gxQ/bv319grHLlynLTTTfJHXfccV613U6Wnp4e9GOkdvTfmzxtQUBfVgAAANheqk0yUVJSUvDDdn579uyRgwcPmn/rQja+upREGsI2AABAaKQ6KGwHVEZyLg3X0RSwAQAAgJCEbS0h0VUjDxw4YB5XqlRJWrZsaUpJAAAAgGgUcNg+cuSIPPnkkzJv3jzJzS04pe9yuaRr167y2GOPSbly5QI9FAAAABA9YfvEiRNy6623yrZt26REiRLSoUMHs2Kkhuzdu3dLWlqazJ4927T6e++990wXEgAAACBaBBS2J0yYYIJ29+7dPc5e66z3mDFjZNasWTJx4kR5+OGHAz1fAAAAwDECukxz7ty5pq/22LFjPZaJ6LbnnnvO7PPll18GcigAAAAgusK2tvpr0aKFFCtWzOs+Oqb76CI3AAAAQDQJKGxrnfb59JfWfXRfAAAAIJoEFLYbN24sy5Ytk7Vr13rdZ926dWafJk2aBHIoAAAAILrC9uDBgyU7O9vcv/TSS7JlyxY5c+aMuem/X3nlFbn99tslJydHbrvttqI7awAAAMABAl6u/c0335SXX35ZvL2MtgF88MEHZciQIRLJWK4dAAAgNFKjabl2DdHt27eXt99+u9AKkq1atZJbbrlFmjVrFuhhAAAAgOhcrr1p06by97//vSheCgAAAIgYwZ9fBwAAAKIUYRsAAACwQxlJ586dL/hAeqHkvHnzLvj5AAAAQESH7d27dwfvTAAAAIDzEB8vkpkpkRe2N23aFLwzAQAAAM5Drv/Of7ZBzXYEiY0N9xkAAAAEX3a2c95lwraDuFzhPgMAAAD8FoRtB4nx89tiZhsAAMBeCNsOkpMTOfVLAAAA0YCwHUGcVL8EAAAQDQjbAAAAQJAQtgEAAIAgIWwDAAAAQULYBgAAgKO4HNQOmbANAAAAZ7HEMQjbAAAAcBRLnIOwHUWL3gAAACC0iGcOUqyY7/ESxUN1JgAAAOETH++cd5+w7SD+VohkBUkAABANsrLEMQjbEbRc+5mzoToTAACA8LEcVLRN2AYAAACChLANAAAAR4mNFccgbAMAAMBRYhyUYB10qgAAAID4vY7NTgjbAAAAcJRcPx3a7ISwDQAAAEdxucQxCNsAAABwFIvWfwAAAACY2Y4gTvpKBQAA4EIVLy6OQdh2kPh43+MlS4bqTAAAAMKnOGEbweAvTJdN5H0HAACRL5duJAgHJ/WcBAAAuFAXXeScRW9sdCoIdGnSuDjeQwAAEPkuqeN7vEQJsQ3CtoOULet7vFLFUJ0JAABA+Ozc6Xv87FmxjYicC83KypKvvvrK3H744QfZt2+f2X7JJZfIddddJ/3795dYL9PEn332mfzrX/+Sn3/+WYoVKyYtWrSQYcOGSePGjSXc0tN9j+8/GKozAQAACJ8j6c4prXVZlpPagp+fLVu2SM+ePSUhIUEuv/xyqVWrlpw4cUK+/vprOXDggFx11VXy+uuvi+ucXnm67aWXXpKUlBTp2rWrnDx5Uj7//HMT3qdOnSotW7b0esx0f0m4CFzZOdfnH492K/lqDl9WAACAyNaxS65kZ/veJ21B8DNRUlJSdIbt/fv3y7x588wstgZut1OnTsnAgQNl3bp1JlT36NEjb2z79u3Sq1cvqVatmnzwwQdSunRps33jxo1y4403SvXq1WXmzJkS46XiPhRhO7Wj70tv9dQWfUXYBgAAka1T11zJzHRG2I7IZFa5cmW59dZbCwRtpY9vv/128+/ly5cXGPvoo48kOztb7r333rygrRo2bCi9e/c2s+UrV64UOy9aY6crbwEAAIIl1kGZx0GnWjTi/tuy49ya7WXLlpn7Dh06FHpOampqgX3CxV+3EX+L3gAAAESCYg7KPFEXtj/88MMCATp/GYnOfFesWLilR40aNcz9jh07xM6rJfnrOQkAABAJShR3zrf9EdmNxJsZM2bIokWLpF27dnLllVcWGMvIyJBy5cp5fF6pUqXMvV5k6U1iYqLXeu6iEhd72M/4+dUOAQAAOFmNGsfkwMFsn3227ZKJbB22n332Wcn0V/2ez6BBg6RmzZoex7QTyZgxY0ynkbFjx0pRO3bsmARbcW3Qfsz3cu6huFATAAAgnCwr129Ndygy0fkE+ji7z0RrB5Hz1a1bN49he+HChaZXdvny5eWtt96SSpUqeZy99jZzrbPeKv+Fk+HgryabFSQBAEA0OH7c93hmltiGrcP26tWrA36NBQsWyAMPPGA+eehiNdrCzxMN6Xq8gwcPFqrbdtdqu2u3wyWprMiuXd7HPZSbAwAARJzTZ3yP++vBHUo2Kh8veu6grfXUGrR9heXWrVub+8WLFxcaS0tLM/dt2rSRcPJ3AaTWJwEAAES6HD9h2k6ryERs2NbSkfxB21stt9v1119v2gLqKpL5y0l0URtdzKZOnTo+V5AMhWLF/Izb+nsKAACAovHfCl9HhO2IjGe6AM3QoUPNxZU6G61Lrp9LL5TUgO2mS7rrc3RlyT59+hRYrl3pxZXB7jbiT0qK7/GqVf2segMAABABiuu3+ScufCHAUIrIsH3o0KG8LiaegrbSEJ4/bCtdPVJDuF5E+e6770qxYsWkVatW8uCDD0rjxo0l3K7p5ZIZ71le/6h6/m/1eQAAgIjVvp3Ip//xPl7JRtexRWTYbtu2rWzevPmCnnvttdeamx2dPOn765Lf0LgFAADAsRo39h2269cT24jYmu1INGu27wKk2XNsVKAEAAAQJOvW+R7fsVNsg7DtIP7+cHy1BQQAAIgUe/b6Hj8a/LUGzxth20F27/E9TtgGAADRIMZPgs31vcBkSBG2I2i1pCNHQnUmAAAA4VM8PrBVt0OJsB1Bn+Jc/DYBAEAUSEz0PV6iuNgG8cxB6tX1Pd6sSajOBAAAIHxiY52zqA1h20EefMD3+AP3h+pMAAAAwufAId/jJ/ysMBlKhG0HqXtJjNx3j+cFbUb8SVeQ5NcJAAAi3y4/HdrstPZIRC5qE8luuSlGkqvkyqTJIkePuqR8eUvuGaIrKRG0AQBAdDj760LhXll0I8GFemuaJaOf+LXn9rHjlmzdJjLyzyIffGSj4iQAAIAgSirrezzGT013KDEd6iA//WTJxH9aHi8CeHmcJb/8QuAGAACR76SfMpGcHLENwraDzPjAe5jWwM3sNgAAiAZnTotjELYdZMMG3+M/rAvVmQAAAIRPcrLv8YsuEtsgbEcQV7hPAAAAIARuH+R7vMVl9vk1ELYdpElj3+PNLw3VmQAAAITPD36+zU9PF9sgbDtI/xu9z13HuER+fz1z2wAAIPKtXOV7fNt2sQ3CtoPUqe2Sofe5PC5qM/xPLqmaTNgGAACR7/hx3+OZfvpwhxKL2jjMTTe6pOVlIu/MsGT//jhJScmWm/u7pHYtgjYAAIgOFSuK7NzlfTzBRhdIErYdZt9+S8a/YcmKlfooW9au05UkLRk5QqRCeQI3AACIfNf18V1KktpBbIMyEgc5fdqSYQ+5g/b/+mt/t0Tkj3+yJCuLRW0AAEDku/IKl1Sv5nmsRHGRIXfZZwKSsO0gX84V2bPH89j27SILFoX6jAAAAELP5XJJt26ex5o3F0lKEtsgbDvIqtW+Z65XrmRmGwAARL4DByyZPMXz2JKlIt+kiW0Qth2kmJ8K+7hioToTAACA8Jk9x5LcXO/jH3xknwlIwraDtGrle/zytqE6EwAAgPBJW+x7fMNGsQ3CtoMcPux7/OBB+1wMAAAAECy7fvE9fuaM2AZh20E2bfI9vmGTfb4yAQAACJbsbHEMwraDlCrle7y0n3EAAIBIkGCjRWv8IWw7SNerXQGNAwAARIKEBN/jsTZKuDY6FfjT4jKX9PDSU/L314nUr0fYBgAAke/4Cd/juTaqrGW5dod5dJRLLmsu8ul/LDlw0CXJVSzp28clXbsQtAEAQHSIi/U97rJRLCJsO3DFpJ49RHr2cElSUpKkp6eH+5QAAABC3g75yznexyuUF9ugjAQAAACOcm1v3+PtLhfbIGwDAADAUZYs8z2+208f7lAibAMAAMBRXOIchG0AAAA4Sru2vsebNhHbIGwDAADAUQ4f8T1+8KDYBmEbAAAAjjJnru/x5SvENgjbAAAAcJRjx3yPnzkjtkHYBgAAgKM0auh7vEoVsQ3CNgAAABylbx/f4717im0QtgEAAOAov/ziu/lf+lGxDcI2AAAAHGX1GsvPuNgGYRsAAACOUry475nt4sXFNgjbAAAAcJSrOvoe73SVfdaYJGwDAADAUWrVdEmzpp7HyiaKdOnku8wklAjbAAAAcJRDhyxZv8Hz2NFjIitWMrMNAAAAXJA580RycryPz5rNzDYAAABwQY4e9R2maf0HAAAAXKBL6vguE7mkjtgGNdsAAABwlI5XipQo4X28dy+xDcI2AAAAHOWX3SJnzngf3+Dl4slwIGwDAADAUT782HfN9gcfiW0QtgEAAOAoW7f6Hj90WGyDsA0AAABHqVjB93jJkmIbhG0AAAA4yjW9fY936SS2QdgGAACAo7RuFSMNG3geSywj0v9GVpAEAAAALtiLY13SuZNITL6p42ZNRV4b55KksvYJ2y7LsuyznqWDpaenh/yYSUlJYTkuAACAXRw+bMmuX0Rq10qUMmWOhzyL+RM1ZSS7du2Syy67TOrXry+PPfaY1/0+++wz6devnzRv3lxat24tQ4YMkfXr14f0XAEAAHB+ypd3SfNLXVKjRqzYUVSE7dzcXBk1apTf/V5//XUZMWKEHDlyRG666Sbp3r27LF++3Px75cqVITlXAAAARI6oCNtTp06VNWvWyIMPPuh1n+3bt8urr74qNWvWlE8//dSE8zFjxsj06dPN+OjRo01oBwAAAM5XxIftLVu2yEsvvSR33323NGzY0Ot+H330kWRnZ8u9994rpUuXztuuz+ndu7d5HWa3AQAA8FtEdNjOyckxM9Q1atQwIdqXZcuWmfsOHToUGktNTS2wDwAAAHA+4iSCvfnmm7JhwwaZMWOGxMfH+9xXy0gSEhKkYsWKhcY0rKsdO3YE7VwBAAAQeSI2bG/atElee+01ueOOO6RJkyZ+98/IyJBy5cp5HCtVqpS5P3HihNfnJyYmSkz+Ro82ajkDAAAQDZJsmItsHbafffZZyczMPO/9Bw0aZC5w1OeMHDlSLr74Yhk6dKiEwrFjxyTU6LMNAAAQvlx0PuHe1mFbyz9OnTp13vt369bNhO0JEybIjz/+KP/+97/9lo/kn732NnOts94q/4WTAAAAgKPD9urVqy/oeVqnrW36brzxRq8hXm+dO3c2pSZKQ7oe7+DBg4Xqtt212u7abQAAAITfyZOWfDlXr72zpFq1U3LlFZZUrmSfpdptH7YvlHYU8TStr0F64cKFUrt2bWnRooU0atQob0xXi9SwvXjxYunbt2+B56WlpZn7Nm3ahODsAQAA4M/3P1gy8lFL/luAICKnZfxrIg89KNK3j30Ct8uyLEuixNKlS01dd//+/eWvf/1rgbFt27aZftrVqlWTDz74IK9kZOPGjWaGvHr16jJz5kyvF0GGukZIUbMNAACi0enTlvy+vyXHjxcec7lEJr3pkvr1gh+4HV+zHUq1atUyF1PqAjh9+vSRrl27ysmTJ+Xzzz8347qaZDi6jQAAAKCgefPFY9BWOo38yaeWjBxhj9ltwnY+uvBNSkqKvPXWW/Luu+9KsWLFpFWrVmaZ98aNG4fvtwQAAIA8u37xXZixc5fYRlSF7bZt28rmzZt97nPttdeaGwAAAOypYkWdtfYeuD2sURg21EUAAADAUbp2EfHV3fmaXvYoIVGEbQAAADhKYqJL/u/PLonzUKNxy80iLVsQtgEAAIALduXvRK7tLVK8+K+PY2NFLm8nckt/+wRtxcw2AAAAHGfMU5Z89InI2bO/Ps7JEfluicgDf7RMa0C7IGwDAADAUTZttmT+157Htm0XmfWl2AZhGwAAAI7yTZrvmetF3zCzDQAAAFyQ3NzAxkOJmW0AAAA4SpvWvi+CbNvGPhdJErYBAADgKJc1d0nLFp7HKlXSPttiG4RtAAAAOM4zf3NJr54i8cV+fexy6Yy3yLiXXFKmjH1mtl2WZdmngtzB0tPTQ37MpKSksBwXAADALo4ft2TPHpFatROlePzxkGcxfzysuwMAAAA4Q5kyOpOtwTdW7DgHSRkJAAAAECSEbQAAACBICNsAAABAkFCzDQAAAEc6dNiSmZ+LbN9hSUrVk9L5Kktq17ZPJxJF2AYAAIDjfLfEkr88bsnZs+4tZ+StaSJD7hIZeKt9AjdlJAAAAHCUjAxLHv9r/qD9P29OtGTtOvt0tiZsAwAAwFHmzhc5dcr7+Kf/IWwDAAAAF2TPHt9heu9esQ1mtgEAAOAoVav6rsmumiy2QdgGAACAo1zdWSQhwft4n2u5QBIAAAC4IKVKueTJx11SokThsXvudkmTxvYJ2y7LsuxTQe5g6enpIT9mUlJSWI4LAABgB4e1z/YX7j7bJaRzp7NSq6YrpFnMH8J2ESFsAwAAhE9SGCYhzydsU7MNAAAABAlhGwAAAAgSwjYAAAAQJIRtAAAAIEgI2wAAAECQELYBAACAICFsAwAAAEFC2AYAAACChLANAAAABAlhGwAAAAgSwjYAAAAQJIRtAAAAIEgI2wAAAECQELYBAACAIHFZlmUF68UBAACAaMbMNgAAABAkhG0AAAAgSAjbAAAAQJAQtgEAAIAgIWyLyNKlS6V+/foybty4YL3PAAAAyCcrK8tkr65du0qTJk1MFps6daq5HzVqlEQKwjZCYuDAgeY/HgAAADVlyhR59dVXpVKlSnLHHXfI0KFD5Xe/+51EmrhwnwAAAACiz9dffy0JCQkyefJkiY+PN9t++eUXiTTMbAMAACDkDhw4IElJSXlBO1Ixs32OFStWyMsvvyzr1q2T2NhYufzyy2X48OFSo0aNvH2WLFkin376qaxatcr8oahatWpJ//79ze1c69evlzfffFN++OEHOXTokJQqVUpSUlKkS5cucu+99xbY9/Dhw2Zf/bS3d+9eKVmypLRp00YeeOABqVevXoF9O3XqZO71XJ5//nmZP3++ZGRkSOPGjeXRRx819/v375exY8fK4sWL5eTJk9KqVSt57LHHpGbNmoXOc9euXfLGG2+YffU8y5YtK6mpqebYer75aUmIntc//vEP8/oLFiyQ06dPS4MGDeRPf/qTtG3btsC+nv593XXXybPPPuvvbxQAAESQcePGmfKRc7OBZo1//etfXp+3e/duGT9+vHzzzTeSnp4u5cqVMzlFy0+qVq0a0P5a7rps2TKT1V577TX5/PPPTQ675557TA4KBCtI/vcCyUGDBplfgP5b64Xq1q0rP/30kwm9+qnrvffek+rVq5s3TeuKdu7cKZdeeqlUqVJFjh8/LmlpaeaXevvttxco6t+4caPceOONJrh37tzZ/HJ1/y1btpj99fXd9DX1l71v3z5zLhquNXzPmTNHXC6XuWhAj5k/bGdmZppzOHv2rLRr187sP2vWLCldurS8++67cuedd0rFihXlsssukx07dpjjadD+4osvzDm5ff/99+bn0sDcsWNH8+FCz2/evHmSmJgoM2bMyPv53f9haLDW/fXDg4Z497FjYmLko48+yvtwoP9Rffzxx+b19A/crWHDhuYDBwAAiB5Lly41wfatt94yj2+77TZzr9lFc4HmpXMn5LZt2ya33HKLHDlyRK666qoCOU1D9DvvvGMmPi90f3fYvvLKK2XTpk0mC5YpU8ZkGT2XgOhy7dFuyZIlVr169czt3XffLTCmj3X7kCFD8rbt3Lmz0GtkZWVZt99+u9WwYUNr9+7dedufeeYZ8/y5c+cWes6RI0cKPO7fv795/qJFiwps37p1q3XZZZdZvXv3LrD9qquuMq89bNgwc3y3CRMmmO2tWrWynn76aSs3Nzdv7PHHHzdjX375Zd62zMxM81p6jPXr1xc4xvLly8055f/5lfv9euKJJ6ycnJy87e+9957ZPnr06AL7DxgwwGwHAABQmj30lt+uXbtMXhg5cmSB7QMHDjTb//3vfxfY/vbbb5vtgwYNCmh/d07p06ePlZ6ebhUlarbz0RlfnYXOTx/rdi2T0E9HKv8Mr1tcXJzcdNNNkpOTYz6xnatEiRKFtumMuduGDRtk9erV0rdv30JX4uonLz2PH3/80dzONXLkSHN8t969e5v77Oxs+eMf/2hmxc8d009tbvqz6ayzzmw3atSowGvrjLV+wly4cKEpUclPL2rQEhudyXbTT396LlqGAwAAEKg9e/aYbHXJJZcUymk333yz1K5d25T4atnHheyfn5aMaBltUaJmO58WLVoUCI5KH+v27du3m4Davn17Ezr1ylktsdA651OnThV4jruOW/Xo0cN8TaLlE/rvDh06SOvWraVy5coFnrNmzRpzr6UYnvp9b926Ne8+f+22lnicW3ekZSNKPyRcdNFFHsfyn6P72PqVi6djHzx4UHJzc81406ZN87br62tNeX4atMuXL29KZQAAAAKlJblK81P+CUR3TtPtmo90v+Tk5N+8f37NmjWTokbYzqdChQoe3yQNj+rEiROmRlrru/WiR50Fvvbaa80nIA2ZOjustcm6j5vWWE+bNs1ceDhz5kxTy6w0tOqssNZZq2PHjuXNMuvNG62Rzk/rpQv9Uv87y+1pzF2nrbPebu5j/+c///F63PM9tvv4Gs4BAAAC5f5m3VtOc08kuvf7rfvn5+05gSBs56MdODzR2WZ34b52/NCg3a9fP3nqqacK7KdXrmrYPpeWYkyaNEnOnDljLkTU4nwtzB8yZIgJ4FqW4g6uo0ePlgEDBkgouY+tHwj0IgIAAAC7KPXfnOItp+k38Pn3+63753fuTHhRoGY7H23ld+6MrD7W7frma/cNLRtRWsfsqW2gL1q3rS3xtFuJBm0N39pmT7m7jGjddqi5vzJxl5MEg7s8R2vaAQAAzpd2L3PnLMuyCozpY3f+cu/3W/cPNsJ2PlqXrS3+8tPHul3b4WmrGHd99MqVKwvsp+1i3n///UJvsIZnbcvnbba8ePHieYFXA7fOjmtbvnNp6NdjBIO22dGfS5dNXb58eaHxrKwsvx8k/NHacuXpYgQAAABvNKPoZKW27vvggw8KjGlrYm2nrGW57vrr37p/sFFGko/2tv7b3/5mOm+c22f7//7v/8w+WmahTde1LETHdT+9cFDrrDW0fvnllwXe4IkTJ5orYrUYv1q1amaVJO088t1335nykauvvjpv3xdeeMH0mnzooYfMRZVaE66z4XpVrc46azeUtWvXFvkfgZ6TLuRz1113mRIW/QPUizB1Nl+PrUFb69Jnz559wcfQ19T3ZtiwYabbin7I0G8K3AvzAAAAePPEE0+YvtlabqvZTDuNaA776quvzGSojgeyfzARtvNp3ry5WdFRg6de1KilDxqgR4wYkdfuT7tvaBDWVRN1Flhnm/UXqCs46oWU54ZtbTGjtd5aq6376tcX+olLVyTSYJ2/XkiPoTXfOsOsteF6MaWeQ6VKlUzdd/fu3YP2h6Az65999pn5ELFo0SJTOqMhXLum6HvQq1evgF5fW+/oBaQ6a6/H0As0tU0gYRsAAPij7fo+/PBDs/KkrgipE6M6GXr99debjm/nrnT9W/cPJlaQBAAAAIKEmm0AAAAgSAjbAAAAQJAQtgEAAIAgIWwDAAAAQULYBgAAAIKEsA0AAAAECWEbAAAACBLCNgAAABAkhG0AAAAgSAjbAOAA9evXl06dOkkkiKSfBQD8IWwDAIrM0qVLTZgeNWoU7yoAiEgc7wIAIJS++OILKVasGG86gKhA2AYAhFSdOnV4xwFEDZdlWVa4TwIA4JuWZqSkpMhXX31VaGzhwoUydepUWbdunZw5c0aqVq0qV199tdx9991SpkwZj6+3aNEieeedd+SHH36Q48ePS/ny5aVBgwZy/fXXS7du3fL2W7FihZmJXr58uezbt0/Onj1rXr9Lly6FXl9LRz7++GOPxxs6dKg88MADRfqzjBs3Tl599VV55plnpHHjxvKPf/xDVq5cKVlZWdKkSRN5+OGHpUWLFvxpAQgrZrYBwMHefPNNefHFFyUuLk5at24tSUlJsmrVKpk4caLMnTtXpk+fLhUqVCjwnGeffVamTJkiMTEx0rx5cxNoDxw4YJ6ngTp/2H7uuedk06ZNJiBffvnlJmyvX7/evP6CBQtkxowZUrJkSbNvy5Yt5eDBg5KWliYXX3yxeezWsGHDoPwsSoP5X//6V6levbqkpqbK1q1bzYeDwYMHywcffCD16tUL8F0GgADozDYAwN7q1atnXXXVVQW2ff/991aDBg2s5s2bW2vWrMnbfvbsWWvYsGHmOQ888ECB53zyySdme2pqqrVhw4YCY6dPn7bS0tIKbFuwYIF1/PjxAtv09UePHm1eZ9y4cQXGlixZYraPHDky6D/LK6+8Yrbr7a233iow9tRTT5ntI0aM8HoeABAKdCMBAIfSmd7c3FwZOHCgXHrppXnb4+Pj5bHHHpMSJUqYGeG9e/cWmD1Wf/7znwvNNuv+HTp0KLDtyiuvlNKlSxfYpq//6KOPmhloT6UgofpZ3LRUZNCgQQW23XvvvXllMAAQTpSRAIBDuYPkNddcU2hMa7A1OM+fP9+UYvTq1Uv2798vW7ZsMbXPPXr0OO/j6PM0VGt5RkZGhn4jarZrR5Ht27eH5WfJ79wPCEpLUMqWLWvKYwAgnAjbAOBQ7iCpFxt64t6uYVlpPbbS2maXy3Vex9Da7hdeeMFcdGinnyW/KlWqeHyO1pIfPXq0SM8TAH4rwjYARKjzDdTerFmzxlxMqWUkY8aMkTZt2kjFihVNaYfSixH1gshw/yx6oScA2BX/hwIAh6pUqZK537Nnj8fx3bt3m/vKlSsXmAHetWtXXimIL1ojrR566CG57rrrzOyyO2hrW75Dhw6F7WcBAKcgbAOAQ7Vq1crcz5w5s9DYkSNHTAs+nRF295rWoKoLymhf7VmzZvl9fd3P/bxzzZ4922Ngd68MmZ2dHdSfBQCcgrANAA516623mhKKadOmydq1a/O2Z2ZmmrIPnX3u2rWrJCcn543p4jBKy0O0f3Z+2kN78eLFeY9r1qxp7rVXdf6a7Z9//lmef/55nzPU27ZtC/rPAgBOQM02ADhUs2bN5MEHHzQrJ950002mptq9EIy2yNOwrG3z8uvbt69ZBEZDra4WqYvaaIDVCxQ1fOsCN59++qnZV8f1Asmvv/5aunfvLk2bNpVjx46ZBWM6d+5sQrG7vMOtWrVqZgEcPUa/fv2kbt26JkR36tTJPKcofxYAcALCNgA42D333GOWWdclzjX8upc4v/POO80sdmJiYqHn/OUvfzGrQepy7RqKdcl2ba+nKz7+/ve/z9tPw67Oao8dO9YEbG3/p2F62LBhcscdd5hl1D3RZdR15Ult56erTWr/bK0X9xW2L/RnAQC7c+nKNuE+CQAAACASUbMNAAAABAlhGwAAAAgSwjYAAAAQJIRtAAAAIEgI2wAAAECQELYBAACAICFsAwAAAEFC2AYAAACChLANAAAABAlhGwAAAAgSwjYAAAAQJIRtAAAAQILj/wFLCN6QIaYApAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prior = prior_checks.prior.squeeze(drop=True)\n", "\n", "xr.concat((prior[\"alpha\"], prior[\"alpha\"] + prior[\"beta\"]), dim=\"location\").rename(\n", " \"log_radon\"\n", ").assign_coords(location=[\"basement\", \"floor\"]).plot.scatter(\n", " x=\"location\", y=\"log_radon\", edgecolors=\"none\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm no radon expert, but before seeing the data, these priors seem to allow for quite a wide range of the mean log radon level, both as measured either in a basement or on a floor. But don't worry, we can always change these priors if sampling gives us hints that they might not be appropriate -- after all, priors are assumptions, not oaths; and as with most assumptions, they can be tested.\n", "\n", "However, we can already think of an improvement: Remember that we stated radon levels tend to be higher in basements, so we could incorporate this prior scientific knowledge into our model by forcing the floor effect (`beta`) to be negative. For now, we will leave the model as is, and trust that the information in the data will be sufficient.\n", "\n", "Speaking of sampling, let's fire up the Bayesian machinery!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4ec486f57a1c47f4948ecc53e64f05f4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pooled_model:\n",
    "    pooled_trace = pm.sample(random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No divergences and a sampling that only took seconds! Here the chains look very good (good R hat, good effective sample size, small sd). The model also estimated a negative floor effect, as we expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha1.360.031.311.410.00.04280.563163.481.0
beta-0.590.07-0.72-0.450.00.04094.853378.931.0
sigma0.790.020.750.820.00.05410.892826.581.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 1.36 0.03 1.31 1.41 0.0 0.0 4280.56 3163.48 \n", "beta -0.59 0.07 -0.72 -0.45 0.0 0.0 4094.85 3378.93 \n", "sigma 0.79 0.02 0.75 0.82 0.0 0.0 5410.89 2826.58 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta 1.0 \n", "sigma 1.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(pooled_trace, round_to=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the expected radon levels in basements (`alpha`) and on floors (`alpha + beta`) in relation to the data used to fit the model:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "post_mean = pooled_trace.posterior.mean(dim=(\"chain\", \"draw\"))\n", "\n", "plt.scatter(srrs_mn.floor, np.log(srrs_mn.activity + 0.1))\n", "xvals = xr.DataArray(np.linspace(-0.2, 1.2))\n", "plt.plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks reasonable, though notice that there is a great deal of residual variability in the data. \n", "\n", "Let's now turn our attention to the unpooled model, and see how it fares in comparison." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "coords = {\"county\": mn_counties}\n", "\n", "with pm.Model(coords=coords) as unpooled_model:\n", " floor_ind = pm.Data(\"floor_ind\", floor_measure, dims=\"obs_id\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, sigma=10, dims=\"county\")\n", " beta = pm.Normal(\"beta\", 0, sigma=10)\n", " sigma = pm.Exponential(\"sigma\", 1)\n", "\n", " theta = alpha[county] + beta * floor_ind\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "floor_ind\n", "\n", "floor_ind\n", "~\n", "Data\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_ind->y\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha->y\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(unpooled_model)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ee1af2b7635646b4b3d3b4aa7e4d18b0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "with unpooled_model:\n",
    "    unpooled_trace = pm.sample(random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sampling was clean here too; Let's look at the expected values for both basement (dimension 0) and floor (dimension 1) in each county:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_forest(\n", " unpooled_trace,\n", " var_names=[\"alpha\"],\n", " r_hat=True,\n", " combined=True,\n", " figsize=(6, 18),\n", " labeller=az.labels.NoVarLabeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To identify counties with high radon levels, we can plot the ordered mean estimates, as well as their 94% HPD:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "unpooled_means = unpooled_trace.posterior.mean(dim=(\"chain\", \"draw\"))\n", "unpooled_hdi = az.hdi(unpooled_trace)\n", "\n", "unpooled_means_iter = unpooled_means.sortby(\"alpha\")\n", "unpooled_hdi_iter = unpooled_hdi.sortby(unpooled_means_iter.alpha)\n", "\n", "_, ax = plt.subplots(figsize=(12, 5))\n", "xticks = np.arange(0, 86, 6)\n", "unpooled_means_iter.plot.scatter(x=\"county\", y=\"alpha\", ax=ax, alpha=0.8)\n", "ax.vlines(\n", " np.arange(mn_counties.size),\n", " unpooled_hdi_iter.alpha.sel(hdi=\"lower\"),\n", " unpooled_hdi_iter.alpha.sel(hdi=\"higher\"),\n", " color=\"orange\",\n", " alpha=0.6,\n", ")\n", "ax.set(ylabel=\"Radon estimate\", ylim=(-2, 4.5))\n", "ax.set_xticks(xticks)\n", "ax.set_xticklabels(unpooled_means_iter.county.values[xticks])\n", "ax.tick_params(rotation=90);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have fit both conventional (*i.e.* non-hierarchcial) models, let's see how their inferences differ. Here are visual comparisons between the pooled and unpooled estimates for a subset of counties representing a range of sample sizes." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_counties = (\n", " \"LAC QUI PARLE\",\n", " \"AITKIN\",\n", " \"KOOCHICHING\",\n", " \"DOUGLAS\",\n", " \"CLAY\",\n", " \"STEARNS\",\n", " \"RAMSEY\",\n", " \"ST LOUIS\",\n", ")\n", "\n", "fig, axes = plt.subplots(2, 4, figsize=(12, 6), sharey=True, sharex=True)\n", "axes = axes.ravel()\n", "m = unpooled_means[\"beta\"]\n", "for i, c in enumerate(sample_counties):\n", " y = srrs_mn.log_radon[srrs_mn.county == c]\n", " x = srrs_mn.floor[srrs_mn.county == c]\n", " axes[i].scatter(x + np.random.randn(len(x)) * 0.01, y, alpha=0.4)\n", "\n", " # No pooling model\n", " b = unpooled_means[\"alpha\"].sel(county=c)\n", "\n", " # Plot both models and data\n", " xvals = xr.DataArray(np.linspace(0, 1))\n", " axes[i].plot(xvals, m * xvals + b)\n", " axes[i].plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\")\n", " axes[i].set_xticks([0, 1])\n", " axes[i].set_xticklabels([\"basement\", \"floor\"])\n", " axes[i].set_ylim(-1, 3)\n", " axes[i].set_title(c)\n", " if not i % 2:\n", " axes[i].set_ylabel(\"log radon level\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neither of these models are satisfactory:\n", "\n", "* If we are trying to identify high-radon counties, pooling is useless -- because, by definition, the pooled model estimates radon at the state-level. In other words, pooling leads to maximal *underfitting*: the variation across counties is not taken into account and only the overall population is estimated.\n", "* We do not trust extreme unpooled estimates produced by models using few observations. This leads to maximal *overfitting*: only the within-county variations are taken into account and the overall population (i.e the state-level, which tells us about similarities across counties) is not estimated. \n", "\n", "This issue is acute for small sample sizes, as seen above: in counties where we have few floor measurements, if radon levels are higher for those data points than for basement ones (Aitkin, Koochiching, Ramsey), the model will estimate that radon levels are higher in floors than basements for these counties. But we shouldn't trust this conclusion, because both scientific knowledge and the situation in other counties tell us that it is usually the reverse (basement radon > floor radon). So unless we have a lot of observations telling us otherwise for a given county, we should be skeptical and shrink our county-estimates to the state-estimates -- in other words, we should balance between cluster-level and population-level information, and the amount of shrinkage will depend on how extreme and how numerous the data in each cluster are. \n", "\n", "Here is where hierarchical models come into play." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multilevel and hierarchical models\n", "\n", "When we pool our data, we imply that they are sampled from the same model. This ignores any variation among sampling units (other than sampling variance) -- we assume that counties are all the same:\n", "\n", "![pooled](pooled_model.png)\n", "\n", "When we analyze data unpooled, we imply that they are sampled independently from separate models. At the opposite extreme from the pooled case, this approach claims that differences between sampling units are too large to combine them -- we assume that counties have no similarity whatsoever:\n", "\n", "![unpooled](unpooled_model.png)\n", "\n", "In a hierarchical model, parameters are viewed as a sample from a population distribution of parameters. Thus, we view them as being neither entirely different or exactly the same. This is ***partial pooling***:\n", "\n", "![hierarchical](partial_pooled_model.png)\n", "\n", "We can use PyMC to easily specify multilevel models, and fit them using Markov chain Monte Carlo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partial pooling model\n", "\n", "The simplest partial pooling model for the household radon dataset is one which simply estimates radon levels, without any predictors at any level. A partial pooling model represents a compromise between the pooled and unpooled extremes, approximately a weighted average (based on sample size) of the unpooled county estimates and the pooled estimates.\n", "\n", "$$\\hat{\\alpha} \\approx \\frac{(n_j/\\sigma_y^2)\\bar{y}_j + (1/\\sigma_{\\alpha}^2)\\bar{y}}{(n_j/\\sigma_y^2) + (1/\\sigma_{\\alpha}^2)}$$\n", "\n", "Estimates for counties with smaller sample sizes will shrink towards the state-wide average, while those for counties with larger sample sizes will be closer to the unpooled county estimates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the simplest model, which ignores the effect of floor vs. basement measurement." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as partial_pooling:\n", " county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx]\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(partial_pooling)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, alpha, sigma_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "41ea90b2c4e2456db64c003b01ba5ecb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 2 seconds.\n"
     ]
    }
   ],
   "source": [
    "with partial_pooling:\n",
    "    partial_pooling_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_county = srrs_mn.groupby(\"county\")[\"idnum\"].count().values\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n", "for ax, trace, level in zip(\n", " axes,\n", " (unpooled_trace, partial_pooling_trace),\n", " (\"no pooling\", \"partial pooling\"),\n", "):\n", " # add variable with x values to xarray dataset\n", " trace.posterior = trace.posterior.assign_coords({\"N_county\": (\"county\", N_county)})\n", " # plot means\n", " trace.posterior.mean(dim=(\"chain\", \"draw\")).plot.scatter(\n", " x=\"N_county\", y=\"alpha\", ax=ax, alpha=0.9\n", " )\n", " ax.hlines(\n", " partial_pooling_trace.posterior.alpha.mean(),\n", " 0.9,\n", " max(N_county) + 1,\n", " alpha=0.4,\n", " ls=\"--\",\n", " label=\"Est. population mean\",\n", " )\n", "\n", " # plot hdi\n", " hdi = az.hdi(trace).alpha\n", " ax.vlines(N_county, hdi.sel(hdi=\"lower\"), hdi.sel(hdi=\"higher\"), color=\"orange\", alpha=0.5)\n", "\n", " ax.set(\n", " title=f\"{level.title()} Estimates\",\n", " xlabel=\"Nbr obs in county (log scale)\",\n", " xscale=\"log\",\n", " ylabel=\"Log radon\",\n", " )\n", " ax.legend(fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the difference between the unpooled and partially-pooled estimates, particularly at smaller sample sizes: As expected, the former are both more extreme and more imprecise. Indeed, in the partially-pooled model, estimates in small-sample-size counties are informed by the population parameters -- hence more precise estimates. Moreover, the smaller the sample size, the more regression towards the overall mean (the dashed gray line) -- hence less extreme estimates. In other words, the model is skeptical of extreme deviations from the population mean in counties where data is sparse. This is known as **shrinkage**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's go back and integrate the `floor` predictor, but allowing the intercept to vary by county.\n", "\n", "## Varying intercept model\n", "\n", "This model allows intercepts to vary across county, according to a random effect.\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_{i} + \\epsilon_i$$\n", "\n", "where\n", "\n", "$$\\epsilon_i \\sim N(0, \\sigma_y^2)$$\n", "\n", "and the intercept random effect:\n", "\n", "$$\\alpha_{j[i]} \\sim N(\\mu_{\\alpha}, \\sigma_{\\alpha}^2)$$\n", "\n", "As with the the “no-pooling” model, we set a separate intercept for each county, but rather than fitting separate least squares regression models for each county, multilevel modeling **shares strength** among counties, allowing for more reasonable inference in counties with little data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10.0)\n", "\n", " # Model error\n", " sd_y = pm.Exponential(\"sd_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sd_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "sd_y\n", "\n", "sd_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sd_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, alpha, beta, sd_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5ed3261799454943bfc38852c651049a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 2 seconds.\n"
     ]
    }
   ],
   "source": [
    "with varying_intercept:\n",
    "    varying_intercept_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'alpha')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pm.plot_forest(\n", " varying_intercept_trace,\n", " var_names=[\"alpha\"],\n", " figsize=(6, 18),\n", " combined=True,\n", " r_hat=True,\n", " labeller=az.labels.NoVarLabeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(varying_intercept_trace, var_names=[\"sigma_a\", \"beta\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimate for the `floor` coefficient is approximately -0.66, which can be interpreted as houses without basements having about half ($\\exp(-0.66) = 0.52$) the radon levels of those with basements, after accounting for county." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
beta-0.6640.069-0.789-0.5310.0010.0012515.02769.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "beta -0.664 0.069 -0.789 -0.531 0.001 0.001 2515.0 2769.0 \n", "\n", " r_hat \n", "beta 1.0 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(varying_intercept_trace, var_names=[\"beta\"])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xvals = xr.DataArray([0, 1], dims=\"Level\", coords={\"Level\": [\"Basement\", \"Floor\"]})\n", "post = varying_intercept_trace.posterior # alias for readability\n", "theta = (\n", " (post.alpha + post.beta * xvals).mean(dim=(\"chain\", \"draw\")).to_dataset(name=\"Mean log radon\")\n", ")\n", "\n", "_, ax = plt.subplots()\n", "theta.plot.scatter(x=\"Level\", y=\"Mean log radon\", alpha=0.2, color=\"k\", ax=ax) # scatter\n", "ax.plot(xvals, theta[\"Mean log radon\"].T, \"k-\", alpha=0.2)\n", "# add lines too\n", "ax.set_title(\"MEAN LOG RADON BY COUNTY\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is easy to show that the partial pooling model provides more objectively reasonable estimates than either the pooled or unpooled models, at least for counties with small sample sizes." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_counties = (\n", " \"LAC QUI PARLE\",\n", " \"AITKIN\",\n", " \"KOOCHICHING\",\n", " \"DOUGLAS\",\n", " \"CLAY\",\n", " \"STEARNS\",\n", " \"RAMSEY\",\n", " \"ST LOUIS\",\n", ")\n", "\n", "fig, axes = plt.subplots(2, 4, figsize=(12, 6), sharey=True, sharex=True)\n", "axes = axes.ravel()\n", "m = unpooled_means[\"beta\"]\n", "for i, c in enumerate(sample_counties):\n", " y = srrs_mn.log_radon[srrs_mn.county == c]\n", " x = srrs_mn.floor[srrs_mn.county == c]\n", " axes[i].scatter(x + np.random.randn(len(x)) * 0.01, y, alpha=0.4)\n", "\n", " # No pooling model\n", " b = unpooled_means[\"alpha\"].sel(county=c)\n", "\n", " # Plot both models and data\n", " xvals = xr.DataArray(np.linspace(0, 1))\n", " axes[i].plot(xvals, m.values * xvals + b.values)\n", " axes[i].plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\")\n", "\n", " varying_intercept_trace.posterior.sel(county=c).beta\n", " post = varying_intercept_trace.posterior.sel(county=c).mean(dim=(\"chain\", \"draw\"))\n", " theta = post.alpha.values + post.beta.values * xvals\n", " axes[i].plot(xvals, theta, \"k:\")\n", " axes[i].set_xticks([0, 1])\n", " axes[i].set_xticklabels([\"basement\", \"floor\"])\n", " axes[i].set_ylim(-1, 3)\n", " axes[i].set_title(c)\n", " if not i % 2:\n", " axes[i].set_ylabel(\"log radon level\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Varying intercept and slope model\n", "\n", "The most general model allows both the intercept and slope to vary by county:\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta_{j[i]} x_{i} + \\epsilon_i$$" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept_slope:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " mu_b = pm.Normal(\"mu_b\", mu=0.0, sigma=10.0)\n", " sigma_b = pm.Exponential(\"sigma_b\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", " # Random slopes\n", " beta = pm.Normal(\"beta\", mu=mu_b, sigma=sigma_b, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta[county_idx] * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_b->beta\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_b->beta\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept_slope)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, mu_b, sigma_b, alpha, beta, sigma_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d339039957b3498290ef9735c26fd54b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 5 seconds.\n",
      "There were 54 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
     ]
    }
   ],
   "source": [
    "with varying_intercept_slope:\n",
    "    varying_intercept_slope_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the trace of this model includes divergences, which can be problematic depending on where and how frequently they occur. These can occur is some hierararchical models, and they can be avoided by using the **non-centered parametrization**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Non-centered Parameterization\n",
    "\n",
    "The partial pooling models specified above uses a **centered** parameterization of the slope random effect. That is, the individual county effects are distributed around a county mean, with a spread controlled by the hierarchical standard deviation parameter. As the preceding plot reveals, this constraint serves to **shrink** county estimates toward the overall mean, to a degree proportional to the county sample size. This is exactly what we want, and the model appears to fit well--the Gelman-Rubin statistics are exactly 1.\n",
    "\n",
    "But, on closer inspection, there are signs of trouble. Specifically, let's look at the trace of the random effects, and their corresponding standard deviation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=2)\n", "axs[0].plot(varying_intercept_slope_trace.posterior.sel(chain=0)[\"sigma_b\"], alpha=0.5)\n", "axs[0].set(ylabel=\"sigma_b\")\n", "axs[1].plot(varying_intercept_slope_trace.posterior.sel(chain=0)[\"beta\"], alpha=0.05)\n", "axs[1].set(ylabel=\"beta\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that when the chain reaches the lower end of the parameter space for $\\sigma_b$, it appears to get \"stuck\" and the entire sampler, including the random slopes `b`, mixes poorly. \n", "\n", "Jointly plotting the random effect variance and one of the individual random slopes demonstrates what is going on." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_pair(\n", " varying_intercept_slope_trace,\n", " var_names=[\"beta\", \"sigma_b\"],\n", " coords=dict(county=\"AITKIN\"),\n", " marginals=True,\n", " # marginal_kwargs={\"kind\": \"hist\"},\n", ")\n", "ax[1, 0].set_ylim(0, 0.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the group variance is small, this implies that the individual random slopes are themselves close to the group mean. This results in a *funnel*-shaped relationship between the samples of group variance and any of the slopes (particularly those with a smaller sample size). \n", "\n", "In itself, this is not a problem, since this is the behavior we expect. However, if the sampler is tuned for the wider (unconstrained) part of the parameter space, it has trouble in the areas of higher curvature. The consequence of this is that the neighborhood close to the lower bound of $\\sigma_b$ is sampled poorly; indeed, in our chain it is not sampled at all below 0.1. The result of this will be biased inference.\n", "\n", "Now that we've spotted the problem, what can we do about it? The best way to deal with this issue is to reparameterize our model. Notice the random slopes in this version:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept_slope_noncentered:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 5)\n", "\n", " # Non-centered random intercepts\n", " # Centered: a = pm.Normal('a', mu_a, sigma=sigma_a, shape=counties)\n", " z_a = pm.Normal(\"z_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + z_a * sigma_a, dims=\"county\")\n", "\n", " mu_b = pm.Normal(\"mu_b\", mu=0.0, sigma=10.0)\n", " sigma_b = pm.Exponential(\"sigma_b\", 5)\n", "\n", " # Non-centered random slopes\n", " z_b = pm.Normal(\"z_b\", mu=0, sigma=1, dims=\"county\")\n", " beta = pm.Deterministic(\"beta\", mu_b + z_b * sigma_b, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 5)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta[county_idx] * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "Data\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "mu_b->beta\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_b->beta\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "z_a\n", "\n", "z_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "z_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "z_b\n", "\n", "z_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "z_b->beta\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept_slope_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a [**non-centered** parameterization](https://twiecki.io/blog/2017/02/08/bayesian-hierchical-non-centered/). By this, we mean that the random deviates are no longer explicitly modeled as being centered on $\\mu_b$. Instead, they are independent standard normals $\\upsilon$, which are then scaled by the appropriate value of $\\sigma_b$, before being location-transformed by the mean.\n", "\n", "This model samples much better." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, z_a, mu_b, sigma_b, z_b, sigma_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d3ad3046d25a432985dcdb34da40548d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/var/home/fonnesbeck/.local/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", " return 0.5 * np.dot(x, v_out)\n", "/var/home/fonnesbeck/.local/lib/python3.13/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", " return 0.5 * np.dot(x, v_out)\n" ] }, { "data": { "text/html": [ "
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 3_000 tune and 1_000 draw iterations (12_000 + 4_000 draws total) took 7 seconds.\n"
     ]
    }
   ],
   "source": [
    "with varying_intercept_slope_noncentered:\n",
    "    noncentered_trace = pm.sample(tune=3000, target_accept=0.95, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the bottlenecks in the traces are gone.|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=2)\n", "axs[0].plot(noncentered_trace.posterior.sel(chain=0)[\"sigma_b\"], alpha=0.5)\n", "axs[0].set(ylabel=\"sigma_b\")\n", "axs[1].plot(noncentered_trace.posterior.sel(chain=0)[\"beta\"], alpha=0.05)\n", "axs[1].set(ylabel=\"beta\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And correspondingly, the low end of the posterior distribution of the slope random effect variance can now be sampled efficiently." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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kmKMpugkhRIdim5AKY+VKL5MIJq69+hqqPTa9h9RtENcQ2fibpbpJMcBxtcP2KBfvpRJEVhtEuh/8F4Q38ng7bqVRVK5s3pwWE0JIbUOxTUjKQdaI2bNFXn9T5K23lsjUt5wsDzYsIvvu7VlENutHYUNKK7ohqHfcAekEvcqjEN3I3f7iS4506CCyw/aO7LiDd3cFqQRRdIcQQmoJim1CUias6+pEvpwpMv0jkQ8+dOTD6SLffac+4ansjXpBXIvss3dGtvg+I9ik/KIb1pJdd8nI51848sSTjjz7nMiSJSIvvYxHUw7vDTo70qsXBolLpWvXBtmoV0Z69RTp2VPc544dKcYJIdUFxTYhZRLV337rpVeDsFY5jvE/BIpJq5YigwbBg91OBm230s0oQosISSPf29yrXHn2mY588qnI1LdE3n3Py2KClILfLfYeMz5W/qcmIQ46tHekZy9PeLuP9WIcAh2PDTrz2CeEVBYU24QUQUgvXSYyf37T45sFTtb/CxZkp+PTyWS8tGtb9hcZuE1GttlapP8WIq1aZaRLl7ZSV7eK+4ykHpR733orcR+jjs80TuidO1dk3jcYVLaVL2aucAvr4KGE+LLlIss+F/ncrWqZK8aRH753b0f69BbpvbFXqAd/d++OrClekSYORAkhaYJim5CYQDDMX6AJ6fnZ/+OxMoIebt5MpE8fkX79PC9rv34Z9xlZRFq35q10Un20a5eRLbYQ92EbOGLyL4Q4Ht/ME/nfPO9/CHE8427Q8uUin3ziPWxivFUrz6qC5xYtRJrj0dz7vWEgi7/x3Gz9/23bwLqiPzCoFenWFW0U6dpFpFMnCnhCSP5QbBOisXq140adIZ6/aRTPTWIary1bFm2T4XZ3jx7rH93xjOIfIj3X/49IHKJ/hBCPtm0xydfLpOORyfl9fv0/caPjX7kPL1I+92tPiCMzDx74veZPtngHEO1dNnCka1dpenQRN684fsfq9wxxjqJAhBCiQ7FNysK6dY6sWuVFgFeuzH7g9VWrcWHVH97nV9eLrMbzau+i2rrNUnEaGtxolYpiwd/cEo9WIi1bZNy/VZQLhV7c9a50ZMVKkbpFIovq1j8WIWodrf24le0JaO/Rs0fGE9GauGZ0mpBkwW/KT4zDvoXzB6woixd754d167zc83g4jvdoaFj/wN/rvPPBkqUiS5c5shTPS7zzASYqL1yEYlHe9xd86z2ChDnOQ903dFzhrR5du2SkTRs8r5K16xz3/ITzVIv156zGB6LveBiv4Vk/h+mpFNFntA3nNfex1usT+rdufT/xaZwLsV58H8vB8jgoIKR0UGyXmY9mOO6kOJyz3YsB/mzQ/nZyH6K9p9D/btdupWt1sIHbpiZuIEa7rereYsWz+t/8nvrb8XzHq9eL41WrHFcEQ0CvWi+cIWg9cas91ovlZNCSTFuxb4cgWrduEsxNAjrTKK7xWvv2jF4Rkibg027XDuc/kY03ymsJ1lfr6x2p+84bmEN8KxG+aJEj3y70oui4G4bBOsS9ssHknoOWSxI0b+ZIi5aekNarxMZeTnNP+GNZ6rnlemGvP1yBrt7XHzmfzTQODDbovErq1zg5n8NgAtcZd1Ch/e0+q7+198zrlX6dU2Cb64EZNyij/jYCNgjW1K//f4MNRE78acadC0NIsaHYLiN13zly2pmO9QRSGBHDsykAJ1RMaELkB8/t2npiF/+3aS3Sav3frVutf27tRbfwN07ebdq0k6VLVzRGr7woj+NehDAQWFMvjX+vXeNFeNx1rV8fok5d1t8SxgO3gZEbmBOsCCEAYgwDbDyyyRZpa9c6ruBW4tt9fOu4UXKIO6ehpSxdtsY9H6lzVWPkff3zOnUeW5f9GR1ErNf5BCuUFx3CFaIVf+P6otaZtZx1Iiux7MTmW+sXsmQGFsVm9x9gEnq5W0FqAYrtMtK5k8gRP/HSvamIsookN0aa1/9tvqeiz42s/xuvt2rVSur1soLrsYr69VFyREnwB26tupH19a81RtMty8Dfnvj1hLESw23aZFwh6z7Wi1olqCGmG99r693SLETYdunSRurqVhqvMlJBCCktmH+hbGS2c1GXLp2kDmHxmORYRdY/IKbN6HJQtU4sx1yGCkLAfmK+h3Wq9+2fc3w/l8m0kuUr6nOWuU6zuLh/r9NeW6e9vv7ZviWzX8B1Etef1jlBGe3Rynwt42Z82mpA7N1BSF5QbJcReObOPTt5YdilS8e8TuqEEELSBYIRSkwXuhwEN/BIqGW+7/AaREg2zYz/CSGEEEIIIQlBsU0IIYQQQkiRyDgwchFCCCGEEEISh5FtQgghhBBCigTFNiGEEEIIIUWCYpsQQgghhJAiQbFNCCGEEEJIkaDYJoQQQgghpEhQbBNCCCGEEFIkKLYJIYQQQggpEhTbhBBCCCGEFAmKbUIIIYQQQooExTYhhBBCCCFFgmKbEEIIIYSQIkGxTQghhBBCSJFoISln2rRpMnbsWHnnnXdk7dq10r9/fxk9erQMHz480vf33ntvmTt3buBn7r33Xtlpp50SajEhhBBCCCEVILZff/11OeWUU6RVq1YyYsQIad++vTz77LNy/vnny7x58+Skk04KXcaoUaNk6dKlOa/X1dW5Irtz586y7bbbFqkHhBBCCCGklsk4juNICkEU+8ADD3RF9UMPPSRbbbWV+zqE8+GHH+5Gq5955hnp3bt3Xsu/66675M9//rOccMIJ8utf/zrh1hNCCCGEEJJizzai2rNnz5aRI0c2Cm3QsWNHOeOMM2TNmjXy6KOP5r38f//73+4zhDshhBBCCCE1JbbffPNN93no0KE576nXpkyZktey3377bfn8889l4MCBMmDAgAJbSgghhBBCSIWJ7ZkzZ7rPm266ac573bt3l3bt2smsWbMKimofccQRBbaSEEIIIYSQChTby5Yta7SN2OjQoYN14mMYy5cvl6efflratm3rWlTCaGhoiL0OQgghhJA0QB1TflKdjaQYPPXUU7JixQr58Y9/7Ar2MBYvXiyVRpcuXdxsK7VALfUVsL/VC/dtdVNL+7eW+hrUX7yeBipRx1QSUfZzaiPbSgj7Ra8R+faLegfx8MMPu8+cGEkIIYQQQopNasV2v3793GebL3vBggVudNrm5w7is88+c4vjbL755ixiQwghhBBCalds77zzzu7z5MmTc95Tr6nPRIXp/gghhBBCSClJrdjebbfdpG/fvjJ+/Hj56KOPGl+HreSWW26Rli1byqGHHtr4+vz58910fn62E+Tlfvzxx3O+RwghhBBCSM2J7RYtWsjll18uKHB53HHHyWWXXSZXXnmlHHLIIW5awAsuuED69OnT+Plrr71Whg8fLs8995x1eRMnTpRFixbJsGHDpFu3biXsCSGEEEIIqVVSnY1kyJAhct9998kNN9zgZhFBCff+/fvLhRde6ArrONBCQgghhBBCSk3GQeiY+FKJ6YtqKe1SLfUVsL/VC/dtdVNL+7eW+loJqf9qaV+Ug4pO/UcIIYQQQkilQ7FNCCGEEEJIkaDYJoQQQgghpEhQbBNCCCGEEFIkKLYJIYQQQggpEhTbhBBCCCGEFAmKbUIIIYQQQooExTYhhBBCCCFFgmKbEEIIIYSQIkGxTQghhBBCSJGg2CaEEEIIIaRIUGwTQgghhBBSJCi2CSGEEEIIKRIU24QQQgghhBQJim1CCCGEEEKKBMU2IYQQQgghRYJimxBCCCGEkCJBsU0IIYQQQkiRoNgmhBBCCCGkSFBsE0IIIYQQUiQotgkhhBBCCCkSFNuEEEIIIYQUCYptQgghhBBCigTFNiGEEEIIIUWCYpsQQgghhJAiQbFNCCGEEEJIkaDYJoQQQgghpEhQbBNCCCGEEFIkKLYJIYQQQggpEhTbhBBCCCGEFAmKbUIIIYQQQooExTYhhBBCCCFFooWknGnTpsnYsWPlnXfekbVr10r//v1l9OjRMnz48FjLWbhwodx6663ywgsvyP/+9z9p166d9OvXTw455BA59thji9Z+QgghhBBSu6RabL/++utyyimnSKtWrWTEiBHSvn17efbZZ+X888+XefPmyUknnRRpOR999JH72SVLlsiee+4pBxxwgKxYsUI+//xzmTRpEsU2IYQQQgipLbGNKPZll10mmUxG7r33Xtlqq63c18eMGSOHH364XHvtta5o7t27d+Byli1bJmeddZb798MPPywDBgzIWQ9JH5NfdeTddx0ZPDgjQ3+QKXdzCCGEkKpg3TpHmjfndbWUNEtzVHv27NkycuTIRqENOnbsKGeccYasWbNGHn300dDl3HffffL111/Lz3/+8xyhDVq0SO14o6aF9iW/dOSBh8R9xv+EEEIIKYyH/uXIj0Y6MuNjXldLSWqV5ptvvuk+Dx06NOc99dqUKVNCl/PUU0+50XFEwb/44gt55ZVXZNWqVbL55pvLHnvs4VpUSLpARNv8n9FtQgghpDDee9+RlStFPpohMmBLbk2pdbE9c+ZM93nTTTfNea979+7uBMdZs2YFLqO+vl4++eQT6dq1q9xzzz3uRMuGhobG9/v27Ss33XSTbLklj7g0AevIAw85Wf8TQgghpDCarfczNKzjliwlqRXb8For24iNDh06yNKlSwOXsXjxYlm3bp189913cvPNN8tFF13kZh+BT/uBBx6Qv/3tb3LmmWfK008/La1bt7Yuo3PnztJMHZ0VRJcuXaRSOWiESIf29TL1rTWy044tZdheraq2r/nA/lYv3LfVTS3t31rqa9r7q+uYNm2gm+qldZu20qVL23I3rWZIrdhOAhXFhuA+7rjjsrKXnHfeefLll1+6Qvu///2vK8L9BHsl/ujr6uqkkhk8yHvgpFBXt7yq+xoH9rd64b6t7knYtbR/a6mvQf1NiwDXdcy6tZ4uWrp0pdTVrSpjq6qHKPs5tSFbRK6BX/QakW+/qLdCf3/vvffOeV+99sEHHxTYWkIIIZUCJ2GTWqVZc+9Zc9SSEpBasY2CM8Dmy16wYIGbJ9vm59aBr7tnz57u3506dcp5X722evXqhFpNCCGkEidhE1ILNKfYLgupFds777yz+zx58uSc99Rr6jNBDBkyxH3+7LPPct5Tr4Xl6iaEEFI9mJOuOQmb1JrYZomR0pJasb3bbru52ULGjx/vVoBUwFZyyy23SMuWLeXQQw9tfH3+/PluRUjTdnL00Ue7z7fffrtbQVKPjo8bN86dNLD//vuXpE+EEELKDzzaV/4pI0cfKe4zU4uSWqH1+nwDq1fzbk4pSe0ESRSbufzyy91y7ZjcqJdrnzt3rlx88cXSp0+fxs+joiSK3FxxxRVy2GGHNb6+ww47yIknnih///vf5eCDD5Zhw4a52UgmTJggCxculAsuuEA222yzMvWSEEJIOYDApsgmtUabNt7zKrpnS0pqxbaygKAC5A033OAWp4FI7t+/v1x44YUyfPjwyMu55JJL3O+h7DsEOYrcoCrl73//e9lvv/2K2gdCCCGEkDTQpg0sVI6sZiKSkpJqsQ222247ueOOO0I/d+WVV7oPPxDt1iPehBBCCCG1GNleSbFdUlLr2SaEEEIIIcmLbUa2SwvFNiGEEEJIDdCWke2yQLFNCCGEEFIDtFYTJGkjKSkU24QQQgghNUBHrzi3+BTnJkWCYpsQQgghpAbo3Nl7XtxUdoSUgNRnIyGEEJIuJr/quCXOUXmRuaoJqRw6d/KeUeOvocGRZs2yq6mS4sDINiGEkFhC+5JfOvLAQ+I+439CSGXQab3YbmgQWba83K2pHSi2CSGRgKi68eYGiqsaBxHtoP8JIemlVauMtG3r/b14cblbUztQbBNCQmE0kyhgHQn6nxBSGVYSiu3SQc82ISSvaCa9urUJ9vuVf/KOAXq2CanMSZLzvqHYLiUU24SQUCCqHnioSXAzmlnbQHBzsEVIhWckoY2kZFBsE0JCYTSTEEKqgy4beM9135W7JbUDxTapaB/xjBnLZcAAWhqqLZqpUssN3b1eBg8qySoJIaQm6NbNe164EHcrOeeiFFBsk4qesCfi1ZyFh5S3tatt34o88NBSufJPtCwQQkhSdOsGge3IwoXcpqWC2UhIRcL0Y9VLsfdtNaUwrKa+EEJKQ7eu3vPCRdzipYJiu8qp1osx049VL8Xct9WUwrBYfUnDOSMNbSCk2m0k3zKyXTJoI6mZ2/FOVVkt1IS9GTNay4ABq6umXyR7MubQ3TvK4EHJlTmr1BSGtvLoxehLGs4ZaWgDITXh2f623C2pHRjZrmKq3WqBC/BFP2/PC3EVgn179lnNZNheraTW74j4RbCL0Zc0nDPS0AZCqpkN14vtlatEVqzg76sUUGxXMZUoLAgpftQ8I0cfKRUz8dJPfBajL2k4Z6ShDYRUM+3aZaRtG+9vWklKA20kVQxzIxNi/11UgsiOUlAo6b6k4ZyRhjYQUgtWkq/mIv2fyCZ9y92a6odiu8qpNGFBCCmv+Mz3nGHzlZe6DYSQ+GKbFB+KbVJSkrwgE1IrpF18clIjIZXp22b6v9JAzzYpGdWUdo34w7RttQcnNRJSyVUkSbGh2CYVf0GmuEsPHFDVBuZvjpMaCanEKpK0kZQK2khIyawfQRO98mXSC/XMyZsiKjWPNSncMsJJjYRUDixsU1ootknJvJjFuCBPfWtNxYu7avKxF2NARSpjQBXHV45jfsaM5TJgQOX9XgmpBliyvbRQbJOSRiqTnui1044t5e5xq0ou7pISyNU2sYwRzuqn0AFV0zHv/W4r/ZgnpKIj2wvK3ZLagGKbVHSkEhUGUdCjlJHhJAVyNdou0p45g5R3QFWNxzwhlUaP7t7zsuVeFUkUuiHFg2KbVHykstTiLkmxkPbBDCFJ/+Z4zBNSfjp0yEi7do6sWCHy7bcim2xS7hZVNxTbJBRGKosnFiphMENIkqhjfsaM1jJgwGoe84SUMbo9c5bI/AUU28WGYpuQMgvkShvMVNOETlIecNwcNKK91NXVcxcQUia6rxfbC+jbLjqpF9vTpk2TsWPHyjvvvCNr166V/v37y+jRo2X48OGRvv/II4/IpZde6vv+uHHjZNddd02wxaQWqDSBnBTVNqEzCA4quD0JqXaxDRDZJjUstl9//XU55ZRTpFWrVjJixAhp3769PPvss3L++efLvHnz5KSTToq8rH322Ue22mqrnNd79+6dcKtJpVCNYqrYfaqVyW21NKgo1/Y8aES5W0VIbaMmSS5YgN8mz281KbYRxb7sssskk8nIvffe2yiUx4wZI4cffrhce+21csABB0QWy/vuu68cdthhRW41qRSqUUyVok+1MrmtVgYV5dyeUcV2NQ6KCUkD3bvj9+Qwsl3L5doR1Z49e7aMHDkyKyLdsWNHOeOMM2TNmjXy6KOPlrWNpHJJsnR8WsrFJ9mnYL96Ro4+EvmRq1f8pK38eCmPsWKsK9/tqQaQDzwk7nO5f2OEVGNke/78crek+kltZPvNN990n4cOHZrznnptypQpkZc3ffp0+e6779yIeZ8+fWS33XaTLl26JNhiUir0SFe+t6KTitCmKUIetU+FRgprwa+epiwxpTzGirWufLcn7zAQUjx69PCeOUGyhsX2zJkz3edNN900573u3btLu3btZNasWZGXd88992T936ZNG9eSctpppyXQWlIqTDHQoX29DB5UPjGVJjEQpU9pGhyknbQMKkp5jBVzXflsz1qxLRFSzgmSi5eIrF7tSOvW/H3VnNhetmxZo23ERocOHWTp0qWhy0EUG95vRMN79eolixcvltdee831fF9zzTXStm1bOeGEE3y/37lzZ2nWLLVuG1+qNWo/Y8byxjLPYOpba2TYXvn1FVHxQidpDd29Xh54qOk4HLp7R+nSpZUUk3ffa+/2G6XqUUEzTp/M7Ydcx0jBlmaq9ViO2tdSHmOlPp7D9i2OZQyo/Y73SqPWj+VqJs399dMxG2zgSNs2i2TlKpHV9Z2lV6/mZWlfLZBasZ0Uu+yyi/vQI9qHHnqobLPNNvKTn/xEbrzxRjnmmGOkRQv7poA4r8QffV1dnVQjAwZkR95wAS5nXxFV18vFDx60XOrqIGiLJ7TPPs8TQ3ePWxXbN21uPxQVSXOu43Icy+WakOfX11IeY2pdTz7lHSfLli+TurpMWfct2uTdvaov6m+r2FTzebmW+xrU37QI8CAds2F3kTlzRD79dLF06sjIdj5E2c+pFduIXAO/6DUi3xit5csWW2whO+64o7z66qvy+eefy5Zbbpn3skjpRI1plUCkq9wX4FLaDRDhK+Q2f5q8yGkkrTabUltaXp6sntOzDQqBGU0IsbNRL09sz/uGW6iYpNYf0a9fP/fZ5stesGCBrFixwurnzmc0snLlyoKWQ+JTSJYBXPjPPqtZxQuAfEAkXycfD2stb79ay1KTTxtKkdWmlDCjCSH+9OrlPc+bV9m/87STWrG98847u8+TJ68PsWio19Rn8mHdunXywQcfuH9vvPHGeS+H5EelX9DLJaQQya+F1HvlAPty7tcSeTATdAykQeDFbYPqT6vW2a8nOSmxHL+bSj/XEFJMNurl/b6//h+3czFJrY0Eqfn69u0r48ePl1GjRjXm2oat5JZbbpGWLVu63mvF/Pnz3fd69OiRNakSgnrgwIE5Qvvqq692o+Yo1Y7vkNJSyVkGym01SEuWjFJsZ0zohM+82P3V9ynYY6jIiOH+2znsGEhDlpo4bTD7P+oEkfrV3u8yqXYnlUmols41JDloJfK3kYB583i01aTYxoTFyy+/3C3Xftxxx2WVa587d65cfPHFbqYRBbKLoMjNFVdckVUpEpMg4cfGo2fPnu5EAeTwRmpBZCf5v//7vzL1sLapZO9wGoRUtV9QmoSZlzlFidli9c/cp703Dh5AhR0DaRB4cdpg9gdCG1ajJDHXgfkHpRDblXyuIdURIEkzG23kPf+Pke3aFNtgyJAhct9998kNN9wgTz31lFuQpn///nLhhRfK8OHDIy3jpJNOknfffdedCAmhjYj4JptsImeeeaaceOKJBU2yJLUZoU2DkKr2C4rfrf9C+hck1OPu07DPp0HgxWlDKY5pcx3e/IPSZMKp1HMNqf4ASVoi2wu+FVmzxpGWLbldikHGcRwa2AKoxPRFtZR2qVx9TVt6OAAvLPy5Cvi6k45OlgrT1qBS3+XbP9vyzP0Wd58mfQyU+3dbimM6u/pr15o5T6Vh/9ZyX6P8/qs59V/QvoAE3PdHjqxeLXL/PzPStw/Fdk2l/iMkzaQxUpbWiHshUVkU3UEucLWt8+1flMhW3H2axmOgEErRnyTXUS2WqSTgtggmDXea0komA4HtyGefi8yaLdK3yZ1LEoRim5AqodouKGg/qluqojuF9K+aBiKkuixThcJtUZuD4yRBFmVXbM/Cdip3a6oTim1Cqoh8LyiVEhlTbVOR6nyLIaW5jyQcenC5LUhy9NsU50NHZs3CeZXnxmJQmYZOQkgs0p4TOiphbQ3qJ4v5VA/mnYlavlPBbUEKRdUHnJlbQ5AkBCPbhFQ5lZATOipBbeXt9NqBdyqS3xaVcneLJE+/TZrENiZMwsdNkoWRbVIU0lCqmkSroFdJkbGgtrJSYG3BOxXJbYtKurtFkqdvX9Q2EVmxgpUkiwXFNkkcnrjTNdAJE9NeZKwySsAHtbVYg4YkB44chFYu1bzvOFCtbZBbe4vve39/9FG5W1Od0EZCEqeSbAnVhp+VIuw2c5pn6pu3t/3aWgxrQZLWlHyXxdv7xSHOdjX33agTnMTL2ZcTZushW28l8tEMPBzZd5/KP6bTBsU2KfqJu1Vrr+BKtVyYKnGgk2YxHcSkF+pjCdSk+5nkwDGfZdGHXhxuu7NBxt0jkY8rc9/F+W4Uyj2gogeebLVVRuRRR6Yzsl0UaCMhRb3VP+oE78JEL2BpqCT/dRSmvrUmUPRU0vYMWxYGFqZNgbf3kwfbV4llv+1sErTfCz0m02K7owe+tkFkG3z8icjq1dVnlSo3FNukqCdu3Gotp1iqNSrBfx3H+7rTji3LOnhIcnsGLQvb4uzzluYIrlINnqrZj2xiOweFbVczgBDnu3Hbw3MkKQeoHLnhhiL19SLvf8B9kDS0kZCiQi9g6SmVZSSfW99xbRHD9mrlipxy32JPar1+ywqy/xS7GE+tWVXMcxLEc5T+6vtu662Ss31UyzlSPx8cNKLcrSFxQbq/nXd05OlnRN6c6shOO1bmcZhWKLZJUaEXsDrJV6Dl41suxeCh3J7ZIMFV7P7X2oTmJM5JSQ/AKr26qXk+6NC+XgYPKnerSFx23ikjTz/jyNSpInI6t1+SUGyTolOpk/OqjSQFZb4CLY1RvHJEdm0ZVm68voNMfmVpyQVXufYJPOqTXynPxOm0nZPS1p5CzweYa0GxXXnstKP3/MmnIgsWONK9e+Uek2mDYpuQGiBpQZmvQEtjFC9s4JB01NtvX8AyM3hQ6afRFHuf2Laftw2W5n08lvtORFzQ3hkzlsuAAdV518A8H3hzLerL2iYSn65dM7LtQMf1bL/wksgRP+FWTAqKbUJqgKiR6KgiphCBVs4onq1/fgMHfPbJpxx5ebIkGvUupW0jzv4spR+8kG1QaR7zpvaucv9Pe3vzwTwfYOBYV7e83M0ieTBsz4y8/4Ejk15w5IifVNdxWk6YjYSQCkBli8Ct93yIktUibgqySksV5tc/W5YQ9VkltJPMFFHKDCPlTinnl2mjkG1Qadk7Kq29+VJp5wNiZ889vWdEt7/9tjqP1XJAsU1IytFFE9LD5SOaoqSwq3ZRENQ/Uyj49T0JYVyq9IxmH/5+d5PgLlWqPz9R7XnUO+a1DSotl3yltZfUNj17ZGTgNiKOI/Ls8+VuTfVAGwkhKScp20GYVSCNkxeTJE7/zM/uMVRkxPDipwBMErMPKFaBQRtKjUepgJiELzrIbqR71FHR8Y03RHbdVeS0k5ulyvdf6HZQ7Z0xo7UMGLCakV+SekYcmJEPPnTkiScdOeYoLy0gKYyM42D8Qvyoq6uruI3TpUuXimx3PtRCX3WPKihmNDRtE8/89m++Ob7hwQZRhHOpt0UxjmX0ARFtCG3Flv094a1AdBlR/VIfc6q/eul0lfc6THCXiiS3Qy2cq2qxr0H9xetpIO6+WLHCkUMOc2TlKpEbr8/I4EHlvxakmSj7mZFtQlKOHskbuntHGTyoeBOPzIhrvqI2bUVYTNE0Ynj5o8+lEPNquXrfN944W2y3al3eSZyIaJv/n3aypAKbFQekYSBKSLFo1y4j++6DyLbIf55wKLYTIB3hA0JIIMpTjFvvpSKfCXalmJSXj7dcRbRt39H9y6XyMheynfDZS3/d4D6ifM/0iPfskf1+/ery+oxhHQn6v5yY/VZWnFJNNi3V8UiIycEHecf+xBc4UTIJEolsv/322zJ16lSZP3+++3+PHj1kxx13dB+EkMokn+hmKSKicb3lECpmVhE9vZ8eJVfESSmXT4Tatp2ilLg2I/QvT47WTjNKH7b9SumL9iwj0T3bpURtB9OKU4oqm5WW4pBUF1sNyMh22zoy7X2Rfz/iyBmn8dgrm9j++OOP5dJLL5WPPvrI/V/Zv5WZfsCAAXLFFVe4z4SQyiKfCZOlmGQZVwiawhaTHcOyjqj34thT4giifLeTrb1xhV/U7VfKfOgQ2GmxjkSx4pRi8nAprTyE2DjmqIxMe9+Rxx4XGXW849pLSInF9hdffCEnnHCCLFmyRHr16iUHHHCA9O7d233v66+/lmeffdYV4aNGjZL7779fvve97+W7KkJSN3GvFsgnulmqiGgcIWgKW0yO9HvP/F6SxYJgZVm4UKRbN68NsHTE3U629ga10+93k4Q3P+q6qoFyVD6t9uxA5aaaj9ek2P0HIn36iHz1lcj4J0WOPKLcLarBbCTnnHOOPPfcc3LaaafJueeeKy1aZOv2devWyQ033CC33nqr7LfffjJ27FipRCpxRnW1zQQPygig97UWBEMa9m1S2yjKct59r71MfmVpUdelv+euM0bfomSrMLNt+H026r6NmlUlaiaNJDJu5LOMNBzLpSSf/qb9fFSp+zbpbDvVlo1E57H/OHL1tY5031DkgXsz0rp15RyHVZGN5I033pAttthCLrjgAuv7zZs3l/PPP18mTpzofpaQfIkSPUzC31gqj2QpsnVEWX6+mUaS2EZRluN9ZmnkdQX1JygSbr6XpCUDbbIJ7WLmS9eXH2V9SdgVaHkoDqW08tQSPF6jc+AB4p7D5i8Q+c94kSN+UsQdU8XkPRNlzZo10r9//9DP4TP4LCH5EiUzQhLVD0tRQTHpbB1mtgJEUaMs32wHvlfKbRRlOXHW5bddbdkcSpnhIajNxbYF+P1uzP4nkXmEVRJJJcHjNTqIZI86wTsn3PNPR1atYmacfMg7so1Jj3PmzAn9HD7DCZKk2H7JJPyNpfBIJhlRMaPDemXAsOWb7cD3tt4q+7O2SHFS28hvOfo646zLT5ib0XPba4XaU4KWZ/ahbx+Rfv2SrUYZ53ejW1r09hbqRy6Hp5lUJmmwxvB4jceIA0XuvU/kf/NEHnlM5Niji7Rjqpi8xfYZZ5zhPv7973/L4Ycfbv3Mww8/LO+//77ccssthbSRkNDbqaUSDIVeKJIU9KbAtLm1/JZvm2inC3M/EZnURcq2nNx1ZuTG6ztG8mzbtquZWxv/995YEs3wEDZ4KvdFXf/d2Cwtqr1J2BVoeSDqOJsxY7kMGFAcu19S8HiNTsuWGTnxpyJ/+rMj4/7puOK7c2cOqIsitqdMmZL1f7t27eSYY46Ryy67TB599FEZPny4bIzSZOuzkTz99NPy1ltvuZ/BZ0l1RwrSQLEFQyEXCn0f+WWhiLsfTYGJHMV6LmCUvQ7yKZuRcF2YB4nIpC5S5nJs67zsV61k8KBwt5tN1I67xylosBNlf0RZXlou6jZLi+2OQhraSiqTpnPkKvd/8xxJr3TlcsD+Ig/9W+Szz0Xu/LsjF/yM54miiG2k+VP5s3WQzASiGoVtzNcB0v7hoXJxk2SxCcAoxTFIfPK9UNgitqgGGfyZaIVKTIEJK0hU0YTcxn6fN0UkSnrD51tMMWaWDbeVEdcxBaIZxZ1unHKUdSNKpDnq/vBbXhrFq7lP1WCsnNHGSskglPQ60nh8lOIcyXSGlUvz5hk592yRc8935PH/iBx6iCObb1Y9x25qxPahhx5qFdvFZtq0aW7awHfeeUfWrl3rTrgcPXq0G0nPh8WLF8vIkSPdapdDhw6VO++8UyqZfCvRkfgkVYjEJtLzFfK2TBpxs2mEiUiIXpvPN2mxYZYNt5UR178fJBCDCtlE2UZ+HvCoOauLLV7V9sO+wXaKItr8BgZJRBvzEY+TXqiviAxCSa8jTVaKUp8jy22rIoWxw/YZ+eEejrz0ssjYmxy59qqmIoYkIbF95ZVXSql5/fXX5ZRTTpFWrVrJiBEjpH379m6xHKQUnDdvnpx00kmxl/mHP/xBli1bJtUCIwXJE1QIJJ8LRZR9lMb9qEQkIto2MRZXYGFyHnzlcJtNekGyJnZCMJqR7LgTIoMiaHohmyjYIvtRBZLpFU+y8p/KsW2Wn49zN8T8TKHHXtQ0juaxMvWtNRWRcjCpwYjyMVeKlSKfAZQ6R86Y0VoGDFjtO5BPY39JNMackZHXXndkylSRV17D/uSWK3q59nz517/+5dpOUMrdD0Sx4QfHqOnee++Vrbbayn19zJgx7oTMa6+9NqtqZRSeeeYZGT9+vPzmN79xRXc1wEhBsoQJh3wuFFH2USn2Y763rm1iLG50Ts+CofvKge4bh7UhSqS22BE08/umQPr73d7/NlFpCuGkBk5mIY4k83YXsq3CxKPfsbLTji3l7nGetzfNGYSSG4ysajzGzeUXm7i//UKi7/jcQSPaS11dfcHtJumjd++MHHG4I/fdL3L9DY7suL1I27YcPKVSbENoP/bYY4FiG1Ht2bNny2GHHdYotEHHjh3dLCiXXHKJOzHz7LPPjrTORYsWye9+9zs55JBDZM8995RqIq4ArFa/YBIUK+pk+omj2BGSpNCLpynG/KLdfkStawWhbfrZo7bJ9pkoEVa/183v64ILAwZsT3M7mlHtrbdqOqYK3bdhOc0LEW2FHHthYtRsN7YR1jVsr1Z5lawv9SA1js/f9hmz/zjGC+13sX/7lRJ9J+Vh9AkZmTDRcVMBYrLk2Wfx2ChaUZti8+abb7rP8FWbqNfMDClB/Pa3v3WrWv7qV7+SWibpoipppJCiJVGLHURdh/m5cm3/QovR4EKrRDD6E8fyoTKl6Azby/NRFyIYVZuiioCgwjdh+8QTXBnZ0qjjhQi3vhwzqo1Jmknta3PbYPshSnr0kYWXmy4EtW382mG2G9tIbYu4+9Bv/YUuo9B1BB1DtnNKKdpcyG+fRV9IEO3aZeTC871jFxlKPv6k+nREVUS2ozBz5kz3edNNN815r3v37m46wVmzZkVa1uOPP+56vW+66Sbp3LmzLF3qlYCuRcoVsShVNL3QyUdRoli2dQBbRgrzc+Xa/kncbjdtDFEtHyrziYjn2Ybwxv9mdFyfxBjUBr99E3aM+W37qPtEvaZvAxXhVr5zHTjc5s4NX26lWMaUXxyYRXmCIuN4fY+h2QORapvIHZYqM8zHXMzzZD6//XIfayT97DYkI/vs7ciEiSJ/vtqR224WadGCx0nFiW01iRG2ERsdOnSIJJq/+eYb+b//+z83A8m+++4bux0Q582apfYGgC9dunSxvj5093p54KGm7TZ0947SpUurorbFyzrgrRMn/Ruv7+DeQi5GXzEJSXkjvf9bu/7BOEAEBAkBcx3PPddCJkxak9M/W1uG7t6y4O3vt2+DQH86tK93J6XBK5vP9jf70yzTRi77VfRte/GFwcfiUUfkbgscO1PfauW2GfgdR1GOMb9jv3PnFSKyMuf17DasccsWr17tyOmnZmTyK/Xy4fR1Wb7z009tm7WckcPbyq23+y83n30bdmzmi+qj37Ghb1/w8uR4v+OjjqiXlydnb/t8j+U0EnZebdpv7Ut+nsz3t1/osVYt+7Ya+lssHfObXzfIlCnfySefODL+qbZy4k9xDiQVJbaT4te//rW0aNEib/sIUgVW4o++rq7O+t7gQdl+wcGDlktdHURU8Zj8SnYE060IGKFQST59xWx/HUSSkp6oY66jfs0aa/9sbRk8qL6g7R+0b8PAvsdDpD6vfZ70tlXHooqWLlu+TOrq7BPrMJHOtJ3ox9GD/8o+xh78V+4xZjv2n3hymdx6e3a0Xt8nfpMS8bkPp2e/tnjxSsOLu1o22yz6vi5k3xYSJTW3s80KYv6G4/6ObdtepFWi/S0nUc6rYfu3mOfJQn/7cUn6WE47fv1NiwAvlo5p3kzkrDNErrxK5IaxK2TwoJXSb9Pai253ibCfUyu2EbkGftFrRL4xWgsCEyhfeukluf7666Vr165FaWclUurUS6VMa1eOCVMq0qdQr/m1JY2pr6LkbS7WtlX2AmxD3fZTjAmBatsrL/3cr7PfN60gfm3A5yC4zQqc5r4N2temLSPJiLWe/SXMThXFRmP+htVrcTD3a5psJEnYNwr9Xacx/SchYYwYLjLxBZE3p4hc/idHbrmJdpKKEtv9+vVzn+HLHjhwYNZ7CxYskBUrVsh2220XuIzp073Q03nnnWd9f/LkybLlllvKgAEDXF83KQ6l9v+VQsya6/DrXxJt0YVAkEDJVzDYord+Ai2f/gS1K0jo2XJl48RuZvxQ7+kDnqC82kEp9GwTw0yRqV6PW7EzqA1o+5dfrpDFiwur0umXh9vPL47PmwMOm8hTv2E/z3bUtulzGGBt8KKt5SXJIjOFiHb6pEklgvTMl/5C5IQTHZnxscg994qc+NNytyp9pFZs77zzznLrrbe6ghgFbXTwmvpMENtvv70ryk3w2lNPPSW9evVyM5tstNFGCbeemKQxmlsJ/TOFAATZCcclKxj8ordJTN4Ma1dQNM9NMXh9B+92+nrxgoitLRIeR6jYqkv23tgrXIP3pn/kTXZUy8HkRz2CjUwqhd6lsG1z5e9OopqiiZk9xvZ5bIcwEY3tpLZLXGFp9hkeYojtfARqkhMJk5q0nIRoT/I8Uug2KmeKWKanrSy6d8/Iz88X+f0fHbl7nCO7DREZsGX1Xu+rSmzvtttu0rdvX7cIzahRoxpzbcNWcsstt0jLli3dEvIKlF/Hez169GicVImS7ray7l999ZUrtr///e+7kycJSSumEIAggw84ToQ4jKDobaEXyrB2hYlkTOZSvlUsVxe95vKiChW/6pK26D6yaJig+iVEv5dhJT9h4LfNbf2KSpDtBtsNUXh9mebnIaTDUtvpVT+j2lT8+ozJepNfXR1boCZd7jwp+0aaclMXuo3KWVK+msvZVzP77i1uGXecH2EnufM2cSeVE4+ypNlwnPCcjJjUePnll7ufPe6449xqkigZj6I0SAt4wQUXSJ8+fRo/j4qSENbPPfdckVtPajUHdzmwXfhtosr8HCKZUfup50kuNG+zmW84Sj7uqDmHo/Q7Cnp/VT/9hCqi6KYlA0Booq/55k33Iub+7+fTL3Nbm9NUVB/VbyBOrnRz+5hFiqLkbja3OwZS+eSALjRnfFi78hV2acpNXeg2SnobV8q6SWF2kp//LCPduorMnIWABPdb2SPbp512mlsZMowhQ4bIfffdJzfccIMbiUYJ9/79+8uFF15ojViT/KmF23ZpipggMqrnnPbDZmMI8tSqSY5xo45J3b4uZrU8UxxCrCY1mS0s0rz11pgDIqEiwFaq3K/v2O+657tD+2zLTFzMyZ3bbJ09UMBy882Vbm4fHLfIMW4uO2w/h233KAK1GBMJkzj+0+S5LnQblXOyJieKVi4bbJCRiy8S+cWljjz0L5EfDHFkxx2qU0/EJeNECTNHYMmSJbJ8+XLfqPXGG28slUia0xf5Xdzipl0yL8DlrEYXlzh9RTQPEUgFIllRSoMnjZ4pQgmeIMGt72vk7/XSpvlz6a+bfM1R+5nUYCuJYyl7QmhXd//aROLWW2WsGVTMvkTtm7lfdNAPeLn19/EaMPsLzEFPlG3x7nvtCxLbtm2PNpuFhIJ+A3GKBun/27ZD6J2K9f0NyoBTTX7iUqfDK6dnu9C+VlrwJ+2p/0qtY/5yTYP85wmRHt1F7r4rI506pn8fFkKU/VyQ2EZWkOuuu04mTpwo3333nf9KMpnGzCCVRlrFtnlhxaStP/6uWV4nurSI0HyI09e0DCpOPq0hKyqIEuB33hZte4fm6rVMkgvrZ9ICGZh/RxVUZltuvN4bXJjHKCbz2ewdZjo+2/9B7fDrh/qsTQQEiU6doN9VUsdmmAC2vab3I2obzO0Q9xySlt9iXAppdy3lnk5DX0sp2Cm2s1m50pETT3Xkq69E9hkm8rvfZFwdWK0UNc82JiQefvjh7nPPnj3dPNYLFy6UwYMHuxMQv/32W3fj4n/4r0mymLewzUlb1XTbLqmTZiG3eZM8cZu34PF/1HWH5Sa2ZdqI64UOShNn2wa59hz87r1iNaYgVpPr/I5Tv4wVYTYPPy+x+X+Yvca0E4S9r38GbTfT6OXrica2C4ss29DbBwFsrqPQNvjZseKeQ6KuK2n8tqGydeEGbM8e/oOxNE2CJJVhGaxF2rbNyG9+JXLmGEcmTBLZ/Qci++8nNU3e4cu//e1vrtA+99xz5cUXX5Qf/vCHrrh+4IEH3NR899xzj2y++ebua3fccUeyrSbWi5kpLEo9QagY5DsBzY+ok/GK2QYITURYEdE2LSTmBE5z3SjpHNROU+wF5ZtWRJkoF7QNbMIJn7FFnvXJhTbMdasy7SabbWZftulWC3Kv6e3OZ+Ks+g6Emto2Zp+jTjg1+43l6G2JcgyafbBN2AuafBbWBtt31P9h55Cwtvmtq1D09fptQ2UfwgAYQYugbZymSZDEH06yLD+w+Z042vt9XHOdI/Pm1faEybxDzi+//LKbDeSss86yvo8c2HfddZf86Ec/kptvvlnOP//8QtpJDHAxG7YXxFf0CGmp8rsmSRoiScVoAwT2aSeHR2P8Ir355Ez2s0DoNgtMBLR9Pk7xmSj4bUN198EsXBM08VK3qJifQ5RSfe6b+Z6YMoVSPlGwoJzWKm93nLsg+Nw+w1rIhElrsvqsR83N7RF0d0HdPbDdydH3lT7QwvtIdagPGGz7yW9w5ncO8Wvb3sNayESf/iZxJ8lcL/aLjlqfX5DC1vc0TYIklXu3tlY4/liR114X+XC6yOVXOHL9tSLNm9fmvsg7sv3NN9805r52F9TMW1R9fVPkDfaSXXfdVZ5++ulC20kswKPtFyFNI/lED9MQSSpVG2yCylzXnDnrIkUbzZzJflE983uYWoH39WhtWAo/M6rpF3XWQQQ+6DhQKffOPm+p+znbPlB3KXDcq7sVfp/Dsy609UwmflGwoOM1KB0Z+h/17om+jh8f2ian7ba/bf+b7VF3D8w7OWbKQfMug3knRGUZ0aPDpgc+rk1JrfMwn/4mdScpLGWcSo/pd/fD73eez90xUlrSfLe2lmjRAnaSjLRtgwnR3l2jWiXvyHaHDh2y/u/UqVOjCEcxGkWrVq3c10hxsEVIq8lDl4ZIUjHaYIvcmdEYVdEQgubLLz3xicgnPHBxKjEGRUb9otJmtC8shZ+KatoKzyhUZFEJab0CpL5d/n53+KAj7r6y5YlWRV5s213P6BKl8qW5rfL5Tdx4vX0bq2PFnNypH0O29vjdPTDbh+2tV83U2wCCosNR+urXtst+1cpdl3kXw3ZXI84cAr/1YiAxYrg9UwwmmH/9dbhnu9KyZNQyab1bW2v07p2R884VufIvjtx+pyM77yTSf4va2y95i22UOP8aZ6f1bLHFFu4z/NvHH3+8+/fKlSvl7bfflu7duyfRVlLBFGLFKOdJU7+4JpWhxW/goQtFUwyYIkcJUj1iGTQg8BPjum1Dtw/Y8ihH2Q9B0USInXH3ZL9/083hmTzCbCwmtnaa/UffsC617f22u9/69O/42VPCMPv0yGOrpEf3XKFty35hm5RqZl7xa4dtW6h9rZaljnVzkqVtWaqdQQMxM1e8fqdEHXcYfOFzpu89aA5BU5vtk1ltvwmVPUUHAltlc/KDk+4IyY8RB4q8+ppXYfIPl9dmdcm8xTYKzowbN04WLVrkZiLZe++9pW3btvKXv/xF5s2b51pI/vOf/7gZSo455phkW02q2kOXluiRnnc5yRntQZkYlFAMEzmmWNS/67cdbV5o/Xvm5/WCK1H7be5nPRoLpn+U/fk5X3m3FvEd3S8OYI86Z0xTXvEox4/fsaP6j0GKPohQIjpsu/utD3YYXRyatoqg3NTmtlL+Zf1Y8xtk2F6HQNb3GUB//LbF2Bvt2VOC/Ph6dFjvU5jw9SxuTb8nPO+yU731jkOUbDpRB1/6sa22BTD7HWWAVOz5I2k576WlHaR6yGQy8oufi3z4oeNWl7z1dkfOPbu2jq28xfbBBx/siurPPvtMdtllF9lggw3kD3/4g1x66aVu9hFsXKTwRsSbkyNJVCtGvtGjpC8QNjtEUhdXU8CoTAxBNgUlcu75ZzP5cPq60DbZtqNal/ecu21NsZ7PHYWg/Rw2gDBT8WMmO0p619Ut912uX15pNRFPt12o7+iRYpsXWt/uGACg/HDUCZKw++iizmxP9uCtybJhinY/m49abtCdCjzCBor4GwMvm9g2t4m6q6JPuNUFrLkMv2MS20bn0cdWyX77BVem9MumE3fwru8Hs2/mRGI/bOtM6ryTlqh5WtpBqrO65CW/ELnoEkf+9bDInj90ZNB2tXNs5S22BwwYINdee23WayNHjpQddtjBtZKgomS/fv3ciHfLlvb0XaS2yMeGEEXgFuMCYbNDhEW/ol54o2R98BOXHdq3cycN2toUlj3E1kebaC102/nt5zhZS7beKjzHdVi2CZvYDBoMmN5o3VJiDk787DK6z9uM1E+YINZotBKuWIe+rcKsEObrqv02K4ztdwSRqa/TFJ7mgAKDPdu2N4lqo3F8+hHljkrUwbvqexBx7Gz6OkFS551yZl2KmnWIkELZbUhGhh/oyFNPi1zxZ0fuvlOkTZvaOL4SrzaDsuy0jZBSpmwqxgXCZocIWqZfejM/TKFj66dNtCLS6zeJTl+/KfTU8m3btlTRLNMbrQStKWyV3QTtQhEfv4FAmIjyOyZs29XmjQ46rszjQ5/86RepD7IuuBaW6ztklWvXxbMNvR9B4tdcV1TBGtR/8z1bukNzv5nHvJeNZHned1Sifi7OIC/OOm1Fg/L93eRz3kuC3PNWbrviLCtq8S1Su5xzVkamTnXkq7meneS8cyi2CSk5cSJWxbxQxW2HLb2Zynbhh3573s9fa17MZsxYLgMG5JbCtqXwUxHiUSc0LTNKpo58RIMuDIPKoeseWnwehQ/U/717OzJ3bnY7OrSv9x0IxMk2EXZM2LZB0HHlF1nWxaRO796S1TcMhtQ6VX8wkBo8qJm7HD0bisLsf1BEUidooBgkWIP6b9v2QXcdzImo+L6yCBUD23wF23ERpehTqc47NrtOsTGPG5V1yDa3Iwhzf+N3a6sHQEjHjhm5+CKRn//CkX8/IrLXnrVhJyk4so3S7FOnTnWrSeo5tnXg3x4zZkyhqyI1QlyvcD4CPWnipF4zo5CbbWZ6eXPFUdN3Vrn/q8+ERT/NCYm2bWu2HcuKYyuxRVWDIuSmn9jMVKG3C0V8giLUfhYLgMFOVNFgE075HFdKMCHXtt6nffY2IvfTvYdNQAdFqNVk2rCIpEoX6W0H/8FbUN/8BhRqm5qpCHX8BnBxf9tB6G3xs7+YFqK4x0UpzjtBdp1i4zdgCJrbYSNq8S1CwK67ZGTkcEfGPyVyxV8c+ced1Z+dJG+xvXr1avn1r38t48ePd//HZEg/KLZJsUD58smvNCSami8fawXeM0WjX6QrLAODTaT7ebD1i7SejztseUFt956j990vqmquV4kjs30TJuZmIcFEOXy/c+fcgYHZ9qC2RRENulfbnMTnt3zz+DCruUL8+XmR/SZDqr+DUJNpzc+Z7Z46tWmg5ZfPPOz4tmVS0Y83tMUsGOI3+EvibpPfZFizj1Hu1MQVk34kMXiw5RkvdJlx5o+Yx2k+9hhTtO+0I+Zp2YNvhICzz8rIa2848tVXIvfeL3LSaKlq8hbbV111lTzxxBPSrVs3Oeigg9xCNu3atUu2daRmyGeCnnfxX+qbfaIQ8rFWwKMdZXKXeWGy5bQ2sYkX2y3gKy5vJpf9riFL+PlFvc3v+hHWdz9PrDl50y9iq9sr1PZoGrSsdAuO6IVGoh4rfvswSLQpwkSYuWx9e6v3zSqDuoXGz69v84IvXJTt/7ZZXL74IviOhrkPzfabedttcxBsZc3NSbbm4C/q7zFsn+bMSWgqXpzTp7C0ftU+CTCfQIH+fj72mFJahEh10KFDRs49W+S3v3fknnsd2XcfkU36Vs/vMDGxjRLsXbp0kccee4xFa0hB5DtBz+aTjruMpP2YQZFQm4c0KAODX3YJ3YNrayOEqQ4Ej03MhFUgjNp31R9b1FrhF7Ht2lVk0SLJEpem8IeQ9S/m4r+f/VK1BWUw0UF//LKW2FLmmevOx37gZ90w0xWa2zxue8xtY+Zt9/tt+S3XVvkT0XYM/sKIsk9z5iQYgwmA34m+nfzS+gX9tsuRY9qcOFqIjzyJwUS+9pgkLUKkNth7L3Ezk7zxpsg1f3Xkums8J0Q1krfYXrFiheyxxx4U2glTiwUFol4czG0TJBALjVaZF5woExj9CPOQqvWpdiv8IsFKjPpdFG0ebFvObbMCoVmmO85xGHb73m9fjRxhn7Dm53+PIySi3CIPwlau3RS+5mAhSuYa1bagdocJcPV6mO3ET3CGFfkJ+m0h68jmmzct1++uhZ4/3s9frdYZFC0PmpPgtqc3ih/lbgu0M6oXvZw5poPak8+1ICxQEGW5FM6kFGQyGbngPJETTnTkrbdFnpsgsv++1bnt8xbbKFazbNmyZFtT41RbQYGoFwubODSFrd+2UenS4mafiIJ+27+Q/RLFkxkn4mpmxfATUn6ZKmwCzc/2oNrmJ8KDouN+2TvMjCW2qL6f/z3KsRLnFrnKYGKKTgg1PVrsJ/bXGLZU2BuCUj6a27PQqGGYRSgos0VQkR9zf+n74pyzo6dgtM0tUGXZL76waZ1hKSmBLf+5254xTe2JIzLDoudRB/1JYLankHNOUGS62q4xpPLp3TsjPz1B5PY7HRl7kyNDdhXp1LH6jsm8xfaJJ54oF110kUyfPl22NpP6kryoJi9hnJO634U9StlqlS4N5FNePIn9kq/fXP9OWIRSCY2huzeVLw9ar3nxtomQKNXw/KrvmZMCVUYMWw5wvzYFva787zNmtJYBA1ZnRXOVf3jjjXOPFRA3w4ZCF3b9+2eLbT+xv9SINyDNog2bJahQsWOrcmpiHqvIBINtB188tnGYpUX9H/TbCrMg2Y5tVa4dGSv82mCbk6AmQdvaY55H1PejDpijWMdKJVaTsILYPl9N1xhSPRx7tMhzz4tbyv222x258ILqOybzFtsHHnigfPPNN67oPv744+UHP/iB9OzZU5o1a+Zb7IYUxyecNElEbuKe1NXFwW8mfJRtU6xbn0HR1LAS4TZPJtLCmRdsv4irioqrfNRdungTj/IdzOjtilINL2gQYE4KhIDC95LKCoP1HzSivdTV1VsFph6JBmNvbPJS27aJflyrNuqvqYFCkEcez127OlnWEdgY9tjdfyJg0OTQQsROlPR1+rE6/SNz2zU0Cu44thdbhNg8lsxjzSbG9fRwtjb4ee7NfWi203YsRzkfBQ089O+FLSfN14K0XGMI0WnZMiM/P1/knJ858vgTuP45stWA6jo2C8qzveWWW8oGG2wgN998s/sI8uUgAk6CiXKyLzZJRW7yPan7fa+c2yYo8p5PiXDbBRvCwRQs+oRDlR1DVWbLdzDj91rUQU4YZlaLJAZ5UYu3mJMETe+vmarvgP0zOb51rMOc6KcmmGJ/LFyY69FGDu0g60hQm/MVO15GE//3VfpE/XjEoEAHEe7TTg4eXAel/9OPcQj5d96FuPcqp5oR8j2G5rY3LD2cTcRHOTfZfhtxfMx+g0XbxNhiidVine/ScI0hxMb2gzNywP6OPPOsyPVjHfnbjdU1WTJvsT1p0iQ555xzZO3atW5WEkSumfqvcIoVnY1KUpGbfE/qft8r98RRv8h7EPq2C7J14AKuJpKZgkYHYs+rIBkuHuISdZCjR0cB0vLpEW4zq0UcQW27Q9C58wq3pG/T69nLw/8QjWaUW++D7bhGm7/5xsy44VizXHwz33+yKhx0QUIb/Zr2fvZrZirDMGzbLMx2dOLo3IFJ507ZaRYhxv22u5+4tZ0f/CLmOubdHey3KOnhogwIoxzLcX3Mavm2QUbQxNNKuBYUutxyn4tJ9XLGqRl56SVHPviw+iZL5i22x44d6xayueKKK+TQQw+tqhFILZOkiMv3pG5+L02TevzsHjb7gd+2Uxd+Fbn2HuHWDe9zqoJkdvaQQrdHVO8unpVfVk10tAlevdJhlMik2Wc9z7atnLTeTrQnTAjZIvSLl2RvA5vQttlldEYdnz0Y1Cd/6v3VWbs2utXGTwyHTYyEADajsPCT43Xld8dyTCtK0F0bvwixeSdARcyTjqgGTaQMsrX4DXj1funod5T8Bhl+mU5KLWBLLXzTdC4m1Uf37hk54XiR2+5w5G+3OK49r23bTG2L7c8//1x22mkn+fGPf5xsi0hZyfeiWMhJP+y7aZrUE3QhjzNJ0yaq/awbSvSYVQfN7CFJ9C3K8kxfrIrW6mIbbT3m+AaZ85W/eIPHGsIGwjiqXcXPq2/zDOttBX37SGN7lP0DXnhbVccwdEHvV64+KKNM1N+M/yDEv2Ko+Tm9rbbBiR8fGs4/ROgHD/YGO7pIN4sy4f98j6+455GgtJpRfxvmsWf2O4oNpRwCNux7UQoFxT1np+lcnC+MzKebo44QeWK8yP/mobKkI6ecVFnHV+JiG9YRPEj1ETciXUi0I6ksAWnZPoVc5IP86cgioYuqoG2Q1MAH+C3HvOh+bSmqogtbGxC4nsj1/NIQhTbhqKd8s0UddXHlZwnQxSW8y7rPWn1PtznY2gBhi2qO3bp6k1zVNgizdJhA+Nraqfz4OkGDELQHEdYg0a3QBx9me22DOWB60xH5R5uxvuy5BE0ZYlSWkyjH2NDdvWwkUc8FNqFn62fcY96802T2O8yGUij5Ctig70UR4vmcs9N2Lo4LI/Ppp3XrjIw5U+TXv3XkvgdERg53pFevyjrOEhXbBxxwgDz55JOyevVqad06Qj1oUrUUEu1IKktAJRLVumGmeAsqmgJRnm0F8CLH+UTKFLaLsXnRNaObNtCOFi0cefU1kdVGlUhsA9PXCxF41BFeqkM/H7sueP0mn+bgeBFtP8H1xZfZ3ma0AwJSb4Mu+E0fuZ/FSM9SY/qPsV6b2NaPEdOmpItjCF4/O5M5OLFZoeIMGMyy7eoui2kdCT/GljZWBlXLMZerntFmP6GXhPjzs29h34fZUAol6cnkUc6r+Z6zK/1cXA2R+Vpgzx9iwqS4k65vvtWRP/y28vdR3jm6fvazn0nv3r3lzDPPlNmzZyfbKlJRmBeHOBe8qN/FCTFp24S6+EP44LkcROmXeYEwy5kH5V2G0IK4Uf0L6m+Q4DLf8y66GTn6SE/oQYziGUVdbIIF78EvDP+zKbTVJEQsE8IVmTTwjFLfmEQX1DZVHfOBh7xn08uM/03vMv7Xt4neJ6wTRVJ0VFVLvzYgqow+2soNqP1rinvzOMd+mvSCf2YOgGWobW7zU6t1qX1hs7Eof7W+75R1yY82bbL/N20icX7vQYMhczlqYqratzh+zHabxyHI9/ds60chpdOjnlvMPkQ9xwV9L+y8Wsg5u1jn4lJQSL9J6chkMnLu2RlBJumJk0Tefa881+ckyTiY5ZgHo0aNkjVr1si7777r5taG8EaebdtESbz2j3/8QyqRuro6qTRg7yl1u4vp2S5WX81oaZwLXSmJ2k5c2CFMbOCCjO0btBw9Km7it06/Qji20twnn9bgG/02U9UBCO6LL+zm7l9bZBtiEjYKvc/oJwS2mgQYNLkRn7VNVLS1X70Wx9etlm+rhAhBfOmvs61Bo0e1kVNOqo+0783XMcjp1i17ewcdD8qaY8v4Y0bG9XWooj1+pdcLPZb1FIu2CatBv9E4v2e/c475G8j3nGBry0Ejupb0vFwMz3aar0FRKUa//fqbFqttWvdFGFdf2yCP/Udki++L3HFrRpo3T9/1Oep+zttG8uabbzb+vW7dOje67RfhZqaS6qeQW6yF3p7N9+SZ1C1Fsypf0ui3bvUKknH8vX4WC72/tog5RDDSyPldrONMTguymujVIP2qDJol3OGbRrTXLDjkV/TGRE+5aOsTgDXDlvYN68b2CppYaU7W1PuFSYpYhv7dOXPWuceSLoL99pnpM1bCVM9qE3Q8+OWDV9sC7TNL2GMdZupHbJ+kj+Uw73nUyaR+nw3y7Zq/gXzPCba22GxCxSTsvFosW0zaqdV+VyInn5SR5yc48ulnIk89LXLQSKlY8hbbEyZMSLYlhOQBbr3nOzkzick+eiTML8dwkhcIVUHS7zN+lfzAtA+yP29aLmzizE9oq2Wb/wdte2+7NA1MgPrbzxqjVxlU31fbG88Q4Nmfl1BUVhIz5aJfn0wQTVce7rlf28Ws7vW1bVdblHzCpDWNf/v5q819Nn9+7rpNQR4UrdY/r6P+N+8mmH5t9CPuQDfoWA7zjgf9RqP+noOO26QmAFb6REJC0kCXDTJy0miRG25y5NY7UIxMpEOHTG2JbdhGCCknEDv3/HNF4KSqsMhO3Mk+ZhTdFB+2HMPFwC+ab0ZtbJYDhRK4ZsnyqBYBmz867C4DRKq+fdTf+J4tCmtWGTRF+YSJ2f+bhWr1TCYqYoziNVHFFr5nRs8RzTbtBh06iCxb1vQ/bBCwiagIuFn8Jwpq4qEe0VdRcTPCrKMLOzNabbNoBM2TQKVNvd3m3QlbZphCbtPb0l6qbRjFDqFyvqOdfusuhRAu90RCprcj1cJhPxa3hPus2SJ3j8M5scbENiHlpElArrNOmIsa6Y5zS9F2+zlqjuEkiZtf1y9aiPdzl+VNEowCJgaa/yshm0/eXzWhTxdXmCD5xJPLfDNS6FlD9OUg+qxH9yGYsU6IZNMLbIpTU9yiH2oQ0lSEKHsZutAGTbYOu0/aey9aFNccYNii4oh9bL5Z+ABJ/15YFUTsL11ow7PtTdL0tqlpoVHHmV8RniDBnK9I9cugg98kBheqXWZOfL91JJmtIkm7QhzxzPR2pJpo0SIjZ48RuehiR/79iMghBzvSt0+mdsT217bEuhZatmwpnTt3llatvKwCcZk2bZpbrfKdd95xS8P3799fRo8eLcOHRzMLvvjii/LYY4/JRx99JN9++607qXOjjTaSHXbYQU499VTZDFd2UnGYF0XlLS5maifbsr0JduGe7SQjTXHz69qihUpknXZmdgq6sTc15WMOwstLHd7OoHbZ3gO6AMy1CeXm44YI1AW0rdiMWqd5JwIi1eyrzbeL/Rw3n7YJLC633ewdH0EZKrp2FfnFhU3bIErBH+QNx2BH3ZWw7b+4VRDNz6s829gHaJNpocFrfhUpFUkPgIP2iV9OdnMd+m+zmFFvHMuTX2mIfQ6IK56Z3o5UG7vtmpEhuzry+hsit97uyOW/ryGxvffee0ee+IjPQdQecsghrlCOKrxff/11OeWUU9zPjxgxQtq3by/PPvusnH/++TJv3jw56aSTQpfx0ksvyXvvvSfbbbed9OjRQ1q0aCFffPGFK8CfeOIJue2222S33XaL1B6SHsyLou4tLtbF0mYxQMYHvH7ayZmSRZqCBIEpdpRQ1L27un3EjPIiUuwJqngXdCXg9WhtWN5f9fzKq7nLVut+9DGvPL3eP3M9O+3kZeIwhbptneadCIjUKNvX82dLQcybl90WP9q2Dd72LYyzNiwq2Xm17XcVzPbr+8c2yddP5JuRdbXvAXKUh5HkADjKQERfr3pWgtd2ZwePpO0f3nqW5nUOiCue6Rcn1chZp2fkzSmOvPCiyAcfOjJwm0xtiO2dd965MfUfQPR6Y6QUEJH//e9/8t1337l/Dx482E07M2vWLPnrX//qTqwcN25caCEcRLEvu+wyV6jfe++9stVWXgLfMWPGyOGHHy7XXnutW1gnzDv+i1/8wl2OyWuvveYK/6uvvloefvjhfDcDSRnF9Er6TTgLu3jGyZJQiNfcFm1Wgsqc8IY223Ji64LKjPwpoW7LXa1Ert+2N/3dKoeyDX0QY35CiTkliMyJf3p2DJvoQJvmzGmQd98Td+Kl7U6EbaKp3ta+fZE5RGKDyoQq+0mQSDQHAObxo1s7lDXFRJ+4aLbftI+Yk3yxfXr28LYXlu/nDdcj5OY6gkhyABw2KVgflNksZn53q5L2WBcSbY4rnsvtFyekGGy+eUYO/BHmnYjc9DdHbh5bWZnu8hbbt956q/z0pz91RTAErRkdhpi96qqr3LSAjz76qCxZskQuueQSeeONN9yc26eddlpoVBupBA877LBGoQ06duwoZ5xxhrssLPfss88OXI6fqEd7MUBgQZ7KJOjiVczUTmrZZgXAoItnlIulX5lxvwumrY+2aHOQH9WWx1gB0a6sDkEiSk1gU8v22/amIPRzocFCoQ9iTj+1hUzUsnSoyLsSjGHHgSk6dB8ynpX4NQc6ej/Mfb1ggURGZT5RwNMOq07nTrn2F7DtwNwBQJAwV4MfE90+ocSwaR9RfX75lez31fbxKpBmv2cboNnsI1iH7U5AUPXTfG1XtknBCn3/246VfKLA+VjCCok2UzwT4nHyaC8V4PsfeOe4H+4h1S+2b7jhBleowtYB0WoTs3fddZcbfb7uuuvkl7/8pRtF3n///eW///1vqNhWebyHDs0tg6ZemzJlSr7Ndz3gixcvlh133DHvZZDyUe5bpeb6p73vZZ+wTTiLcrE0hUCQ39Tvgm+KLrP6nU20oerhurWefQCeXz0yjjaYQs2GLo4xIc4WLTbb1ry5fVm9enoRYMWnn611BZ9ZQl2l7TNLpZvHgSnE/OwsQTYfc7utyna2yIbdRL5dKNY5BPqygRLXtomdYIMNmqL6QIlYFcHGHQE9sm0TkbjZpy/fZh/xy1BjgswlOvrgQLePmHdUzjm7KcocdXJkXNtVFNFr7n/bnQ6Vr3zhomDPe5y22dpx4/UdZPIrS/OKNhc6kZvRbVIN9OiRkSOPQBYykb/d5sgPdvMmUFa12H7mmWdk1113tQptxQYbbOB+BoIcYnvDDTeUbbbZRj74wEj4a2HmzJnu86abbprzXvfu3aVdu3auNSUqkydPdgV2fX29+71Jkya5VX8uvfTSyMsg6UFdJGfMaC0DBqwu+cUkSlER8/NxfJZxJxsCs/qirQ1mYRiVKg/2AXxHF0342xSzYajUdObAwLQi2KLq8B7DoqG/p0e1bUDERfXY+vmWw27xq31tFnlRmELbnEOgBlrPPp89kLChD7DM1830gWrfmH2CDcVm/dALFJnRekSs163LrbqJfaGEvpl9REXIzWXpd1Ty+V1GsVzkIyhtlhO0HYOB7OPef3mF2EGQWWfwoORz8JtwgiSpZo4/JiNPPOG4Vr7xT4kcerBUt9heuHCh66sOAzaSRdoVBpMUGxqyT842lq3PpQXbiI0OHTrI0qXehJMovPLKK26kXQERD9/3wIEDA7+HwQTK0VcaaSkTW0xQkc2ryta+bOufMWO5vDw5O9SJAcBBI9rHXlaH9vVuERcvtzQu+k3HN6rtoQgIePY5/GybRCj+36QvQsVN7WiWaSNduuS24eILvaqMjzy2KkfI4jvbbbtGpr3flE5x7lctXSvH5FfqpU+f5rJRr2bSunVGVq92rO209f/Z55ZktVdnn2EtpW/f5u6yIEauugZFTozQcQDYLvheWHU+L6tJUzv3HtZSDju0jftdbPcHHrJva3P/nH1e8Dlnm62by5mnt3OXq3/3yy9XyKJFK63f2W7b5lnb3L8P2f+/+25zGXfPOmufbPv4nDHetvL6mN3nPYa2bdynmUz29956y+uTua+nf9Rcfvv7ZvL97+O2RVPfWrVsKe++57Ujn/OU2Tbb/jCPKfwGDhrRKfI5A8dD0L70+w2bbZu/IHpfS3VejrL9SkEtXIMqpb+VqmNsYDOfefpKueIvK+Sf92XkuGM2kFatMtUrtjEZEr7q+fPnuwLaxjfffON6t9XESYD0e0HR8GJx8cUXu4/ly5fL559/LjfddJMcc8wx8qc//UkOOugg3+/BalJphQfwo8ek1DS0pdjk09ckaXByB46ItNfVNRViiQom7HnVEr3v6hFblLVGtT30FxOTdfD/gAFrI7cB60AKMlu7P/8iO3L3v3lrGisbfjh9ndumpuPDW745iU5fN46riZP8I/a9+6yRU06CYKx3+zdgQLz0esuWL5O6uvBCKmZ/e3RHZcp17jqxPWzb2kR97i9XO74R6h491rlWgWXLsyeuIl2VH507hwttGwsXrQvs07Ll2Pa528r7O7s9t97uieW7x63KuZuB/Q5hitf1fOPeAGGde3zgPWVDwv94ZB8r0X+7UfbHmjUNOb+BOOcB2/Ef5feDtqGvKKCMSD8GJRMj9LWU56qox3M1n5dLjV9/0yLAi6ljysG++zhy253I8NQg995fJ4ceXF7NEmU/5z3UwcTFFStWyPHHHy/jx4937RkK/P3kk0/KqFGjZOXKlfKTn/zEfR2R8BkzZri5ssNA5Br4Ra8R+faLegeB9IFIAwixvfnmm8tvfvObrMh7qVC3QR94yPN0BuXdraW2JAn6gdvExeyPOfHPnJRYSLuBl8dbsvpherHV/1g3HlEu/Ka3WdlOzGWrlHpBKevg0cb3YVMw7Svm59u39yYBKiDS9f2D75qT8oJ841h+lOPX7G9cj7++T0YaUXTYO/Tos9kOvzR/2F7YV0Gp/jFhFNvDZufpv0X2/xB/et9t8wD83rNZc9A+HewrVK607Q98x3y9kLzkOA6CsoL4/Qaingtsx3+U34+yRJnWnUJzsCdN2PYjpJJp3Tojxx/rHdv33OvImjXp+v0lGtlGjmsUnHn++efloosucjOSKHWPEZ7jOO5jv/32a8yHjYjytttu6wr1MPr16+c+w19tWj0WLFjgCn2I5nxBvm34ySH+33//fdlzzz2llKTJV5emtiQVcS/VJCHTax120Y/bbt1jjf9hZTAxS3fr6e9sy7eVZkdlQD9fq5k+TZ/AZ6bfg6f5yy+bJoqa22f5cnFnkgcdb2Ye7c03F8H43FbuPIrn2tYv01Nuq3rol4vZFNqffGrf1qodfn58VW00KLUehH3ThNMGGf9kk+8b20OPKKtJo+pYN9erZ5gJyhmO9wYP9vzd5iRKtNUm/NXxUKpJy3EydPidC/JJj+cnqks9QZuQWufgkSL/vA8OCpEnn06/d7tFIWL1xhtvlMcff1weeOABd9IjfNzqPQjho48+Wg4+uGkLbLnllnLHHXdEzuON9IKY2IiCNjp4TX2mEGCBUVUuay2bRlrbkpRgLtUAIum0XGa7J0zMfh8+3B7dgz8TlMc7W1Q2TQzTRZp6KGEOQYlUfXCD6cLfDyX69hjqFaCBqP/zVY743VXWjze1TlNEAjVRz5bdwnb8BqXzM7eXjt7Hrbd2JCfZt4ZtAGC2Qz9G9GwiWE/v3k6kCafPPJtdOj0ooqxypHt3CbJzrwcVpMkuR+8VeDEnZQIUv7G9XuoUdVEzdPidC/JJERpUjZUQUtro9nHHiNxwoyP3P+C44rtZs0z1iW0FqkLiAYuIKmSDLCQQ3IWA1IF9+/Z1LSqwo6hc27CV3HLLLa5APvTQQ7OEM96Df1y3lyBqjWi6ycsvv+xG5Tt16uQW3ik1acqdmoa22CLYpSwEUQj5XLSjtnulMacuY/mMmUbOr6/m9jRLl/tlPFHYMnEEoYu2g0baI7i67cZcJ9ISmsJS2Wp0/PJpm9FqW0rCsEwwKltLPuCOg5n6Dnm2dfxSAOrgO3450W0RZWx3lYbSvEtgopdst/3eUNzGBMeBeSwgU4vtt2CrTJnP+cB2foh61yvJc0EazpVR0LcNSHt7CckHTHb++z+8u3GvvobJwJJaMg68HinFr1z73Llz3cmOerl2VeTmiiuuyLKpIJoOjzgevXr1cj3kH3/8sUydOtUV7KhqCauLH5U4yaPSJqeYIkt5Jv1ej9rXtE36jCIg1OfMCKTixus7uhOeIKbM95FfGWnflKixrU/fnubERn37wioC73FUIIy7dc3NtwyOPtITyZf9rkGmTMV8i9x1om1+qfX09vpFtk1s7Q/y4kIUYtLb6tX2VH42NtwQE74lEeDAO/LwtrLZZqty9j182+a0Ej2iim13+Z+crO2q9xn4VZNU2xTvmXYkeOuRDjCo+JGJ3i69MqValy64/X675nFqRtFVn8LODWk7F5TqvByUQz3KfI5avAZV+wTJat4Xf7sVkyRFth8sMva68mRcibKfC45sF5MhQ4bIfffd5xbQeeqpp9zoOUTzhRdeKMOHBxhTNS644AK3aiUK4GAiJNLfbLTRRnLUUUe5FTC/973vFb0fJP/bvIVEkZKMOBeCKZ5tXmzdIoNnc5uoHMlIMYbMAraIJaKkynYAbJFdc3visyr6qleBDMv7bbLTjp6Q8iaQZUdisWy9cqNNLPqJA6TF23qrdTll2VW/lFXFHKygyJBJkL0mrCS5zTaRlNAGuBYiIwjEkLlv27fLFtuoSnnF5U0DqqDiNJf/nyObbAKhm5v3W9+mtmqRprfeBOIZUWt9gKT7xs07J/j/tJNDN0VgeXr1vuk5V9aZtJ8LSkHQZM00zcchJAkO+3FGHnjQkXfeFfn0U0e22CKdx3dksQ0rB+rQ//nPf3YjxPg/KvgeSrTnA7zfUXzeV155pfswOf30090HSS9Bt3kr/SLpJ4aCLBy2bYLb8GahFbNAjb6soGIz5nJA0AQyFUk2i5rYsrKogYIutvFeTpXDAPuCDtLLBWUKNScFBonPqPYaExWRtd1NCKskGRe3kqGxDMwV10u+439VZj6s7cuWe5FpbBPTk28Wo4kCBh2wljQNfhusdyPQLhyz+ntqQmgYYQM9vD/36+B+lzKSnYaoedTtl5b5OIQkRc8eGdlrL8edu/SvRxz55cUVLrZRPh2iGTYM9X9U8D1CKt0HmQ9+YgiTDXUhYiszrotpJZb14i3eLfnsW/UA4hjZRcwLrhL0pjjInSBon0CG7/n5f/X2m6XZzf/1NHW2KDqqGepiPUjgmn3LJwWbTZwg8+gmfbMjwra7CXrE209ow46xzdbedpg61Ss9b5Z8V3z0Ue5yPO+1bQJjuDDVufqa7P1uy6Sz2Wb+UX7TBgLQHxu6GI/r2bYNJHW7i9of+r7QswDF8esXim6VSTLrUSEC3pZRqBrPrYQoDjs0IxMmOjJpksjPznGkXbtM5YrtCTA0YhTRs2fW/4QkQaVHsONkL0Be5bDS6rYc3rhgmpUSzc+o12yCBW2xZXgx2wihCxFhCpSoF3GzTSqrSFBEGm1VogwDhSBrhA3VniDxGecWOvzP2A5jb0SU3l+sIe1UGLBjbL99cIo/hSm04dcOmsAILzy24dXXOlm2FluUHf/Dxx6U/g6PqW81WCeGmvsVx4jp5zazc2C7RbGOmOB7yuJkE4lBA3Rbdhl1VydJbPajJGwaSaQt9buDRUg1st22In36iHz1lcikF0VGHCiVK7Z7Y/ZVwP+EpJ2o0aIkbwvbRIF5+94mmKNmUbCJSxVJ1gULXkNkFFFVm2BDCjo9M4by14alz7NtnzjRVpXnW8/Tje3lVumbGC1bh57RxLS/mIMNG0HRcETgsYypUxtyCvyAqJMHTduQjQ03zMi332a3pZcX2wg9Hkz/OIr6BllabOnv1L5eikroFsztZ/YJlwTlJS/FANzvfdvxVwyvsu24ScKmkea6B4SkkUwmI8N/JHLbHY489bQjIw5M3+8l7wmSKLv+5ZdfymabbSYbYlr+embPnu1m+Pj000/diYhjxowpS2o9QvKJFhWjGI4pCqKmIotir1Gf0Scl2vzZfpFi5H0GyGKiC9MVK/1vkYelFbNFwIPSz9lsLLqIteWCNkGmE+QC1+0KKl93WOaSKIODOBk5bBMqTf+yjfr63DbstFNu1pfF34nss0/TcalXhlQstWQm0cEEUpUeMMzrDluPbqfx6xOOoTTgd1enUMyBp3nc+N2hqpa6B4SkmR/tL3LHXSLvTRP5+n+ObLxRpjrE9m233Sb33HOPmyVEiW2UUD/22GPd4jbIKPjZZ5+5WUAee+yxxoqQhJSDqNGiUkSV4njUo9hrbJMSVd5j828TCEKILrNk+Jw5ubYHtW1s1RRtGVX0dkP8uKn16rOjsFiv6S+3CVslCNfXocpCF98Qf3PmNFhTxanKl7Y80BDHa9eG+8Ph5bal2DM5YP+MHLB/9oADmVMw+VHvHwQafIaYALnEElHGQMGWClLPOmO2GctEpUkbiD7jboFqg7LyBEX3cYvWdgyqOQO4A9G5k7cf87krVIwJhmE2lLgkWYWyluewEFIsevTIyKDtvKwkL74kcsxRUh1iGxMkv//977uRbcUjjzziRrxHjhwpZ599trzwwgtuhpC77rpL/vCHPyTVZkISjRbpF/tSRZWS9qib7YbojOp71qs0hq0jn7RiQan1lL/crHRots/M2RzE5Fey/7/pb447eDCFkr5MbC+IVER6/3K1k5PXWhFFaOv2HFvUWI+2ozKknmnEBFYYv/1o2xe4CwChOWlSg7UPm2+Wa82BkEe/88lgAYGNOxFYpt7OqHeFinEnqRi/sSSrUNbyHBZCisleP8zIO+868tLLjhxzVLp+P3kb7L755hvpA0e6xosvvuhWjvzlL3/pRrJHjx4tAwYMcKPbhJQTL1qUcQus6IUd1MUeE8fURd/2uUrpH/Jx+4F0exBjiOJGBZ/FMtUt8iDhlY8nWn1HzyahrAtxPc+KNWuy/1dC22yPuUxE3vGe7pNWdGgvsVCTURFNN20eeiVMv3LviEBjf/r5+ZUQN7c5tiPWaxPwajAR9vvA53CcYB+YubdVn/AMwgZfft+zfSZseeXE3M60dhCSPn64R9OkdHP+S8VGtpcvXy5t27Zt/H/dunXyzjvvyDbbbCNdMYV+PZtvvrlMwn1SQsqMLVrkl+GhEJFdrry7WBcyZ/h5g885u8ljbabXM8H78AvrkV/lA4+bVszmiTazVpjLRT/09pmpEgtBtdtcJiZD+lXN3HnnXGEMUYpMK0D3lAOzGqMpkiE8zcIsOueMado2+rZDQRslpLF83BHAgOiTT0Q6b+C9bstpjn2vlmf6mXFzUlls1CBAjzjDaoL16Fl0VBTaltbR3M5B0Wvz2MAcApvdp9zQ2kFI+unePSMDt3Hkgw9FXnxZ5Cc/lsoX2z169JAvvvii8f+33npLVqxYIbvsskvW51D1EeXWCUkL+dhG4mQy0YWFrcJhMTEjoXpkMkgA2jAjv8r7HTWtmL7NEDWF3WD2HBGcDiDcbOnc/NLcoZAK+hLF7hKtGIv3fxSU7cNm19D7CeGp2me2E5+H6LVVwlRsvlkz2WXnbKGpRJ4eHdej1vp6IN5x7Jl3LnShbctSowtoCHEMILRTe+N6zD6ZPnJsJ9hKzN9J0DwIczKjGtCkJWd1kssghBSfPX+YkQ8+9GpC/OTHmcoX28gw8uSTT8rdd98tu+22m1x33XVu+pVhw4ZlfQ6CHMKckDSQG2XzhGDQhTSOr9QUFmY+6aT64Ndec/DQokWTgAkSgGYubFvUW/nAg/qiC89sEZe9TO+93Fzefv3wBkbBWU2CQOQXkxaBipxGTVEIoW1GcFUkO6qXHIML9DWoauMP92glp5xU32i5yC7gIpHRI/AQ3noGGVUNVEWxMTlWJ85gzATH0Gkn5x6TYUWO/KwyYSXYCy06k+8AOsnfMiEkWX4wBPN0RKZNQ/EwR9q0yVS22EYJ9Oeee84t3w6QfWTXXXeVHXbYofEzX331lZuR5PDDD0+mtYQUSD62kTgZSvxuqyeV1WTSC/WBF36/SKENPeIeVB2ydWuR1avtEW71XbfM+CKxFkMByFhhonJ5+wkfDAZatmwp+++31tcCATE5ZWr4xEUV9VXYBlqI/D8xXqSuLvu7H073PIAK5V8Pmvhp6yuiyUECf6cdW8rkV1fn7N8cW0hvL/tHlHSE2P+2AQGWPWwv/0mp+rr0CZX65E6gHzNYlqoKGiSmzf/9tom5vCBxbHsvqOhMIQNo5r0mJL1ssolXZwCZq959T2TIrlLZYnuLLbaQ++67T8aNGyd1dXWuV/vkk7NLhU2ePNmdILnvvvsm0VZCCiafbCNxvhNUoCYJpr61JvTCHzSpzi/vdNDENF1o6xFuZTmIEnVdbSlPjjzNZlo7ZWVoEklrZP/97BYI1Qe/HNHISe0n/gHWiyIsYcL5KyN7h9q+cSbzNd0VyBb4ajn4e9hereSIY5zQTCEQv37FflAaXh8YBE0uDRqI6bmzbdYQhZlFxnY8mr8f5Vkfunu9DB6U7YdG/m99EBFFHPtFr4OKzsQR0Mx7TUjlkMlkZNedHXniSZE3pzgyZNcKj2wDCGwV2bZx9NFHuw9CKnmiU5zv2Mqzh3m24/hBEf28e9yqQBFvRtfzLewSllM6LKqrF3Yxqxliop9fWXZTHJpCSHm7ld0C/e3bNzvrCPoMgsQ2cl7r6/CjT+/saLcSi0GTA90+Gm3yu5Oi/sZdC1t71d0KW9Tdb8KmTpSCOn6o1Ix+xw2ObT26bTse9d9Ptr1oaWPGH32f6sdEmDgOil4HFZ2JI6A5OZKQymLnnTPyxJOOvDlVUkNBYpuQSiSfHLZRvxPlwmxWYNQjdhBVfj5mgOhnkMfcFB8QGEHLM9s97p9OY4XCqW8Fi1U/VPaLIAGLqR1+xXZWrPDPaqEEW1hEPUrEHRFUREVtnmwd5KvG4KChQQSJlvwGGXhPz22Nz5uY69GPhRkzjJyFWiq/sIGN2s+mBxtZZcwJkbD0mJFxVdTHLLoTdkcmqhBVvx/Ts65bktS2sA0O/cRxUPQ6qG1xBTTzXhNSOey0g0izZiIzZyLDkSM9e5Q/uk2xTUjCBF2Yc7OVZL+vl1q3gehnkEAwxYeqQBglVZ8eXXSXY9HCYdYMM/uFGVlEe5DeLUg8qmwbEIq9erVETqPAcuJxMKP1ejtsFgygp+gLSteHk7tO1y65ola3+JjHwnbbrs0RwNgPQetU4C6BLdKMMuvmMfnllw1Z7cI+/ePvmkW+02K+H0eI+hVfMr34Zo57P3EcVjI9qG3VKKCZNYUQkU6dMjJgSy99LOb0jBxe/q1CsU1ICYni8w2qxHjJL5cGTuqy+WP9yqtD4JgRxCBRG2bNQGR3G4jxj7JT/kXxV9vAiXL6R2tk4qTc4iphIAuLjSBbjE1ox0EvQw9sIhmvqUl/5rEw7X1PbKOvek7rKOgVDcMitli2HvXfacf8B4t+Ewv9RJ9qHyLaurXFLC8/9sbsSbh+7aLFI/6+IaQW2HUX7xoC3/ZIn2JepYRim5AEo0Nh3zXFMCKRm22WHdWLWonRJspN8WFWL9SxTSozP4+o53YDm9qkC2Xdkw1godDzMauMH6pQiq0PxeJrQ+h26ZLtd0ZVTHiZC0l1FxblNytZ6qkgkQkEtg0/gipm2goS6faUsIhtWHaQIKIcg6boMwd16vP6sWSWllfZY6IIxmqMUOcDs6YQ0sTOO2Xk7/9w3Mj2unWONG+eqcxy7YRUI2b5drO8dJzvwg9slqj2xHB2OXhYABDNxCOoRHwxS0b7ieBuXb3S4rZILIrCqL74RZ6VeNcnM4aBZakoelik2g8IaZ2DRmb/j9RQ2O7meqLQpo0ntM2IsMlS7yaEFQxS/DzleD1oQuN223rbRyvU6w4aoh6r5nFj85HbSqtH+S4wjxO0zfw9uf7t6zsGHju2ZRF/WFKekOygRIf23nk4qerDhcDINiEJRYdsIsN2S1ePxJm2ihEB3jJPoHSQya8sjVyAB6LMJur0st/6hdoUtap4i98kNd3n7Zen2+wj1t2xo3+eaEyw9DzITmCaupYts6PHWO7uP/AEICKpZk5ofXkqwozPmNsijFWrvIg2HuakSKDEY77VLsOA5922PcKOVf2uC/qtjk88w8et9nWcPO62OQZBucT1NmKy7+BBzQKPnSQHlNUOLTWENNGiRUZ22MGRl172JvtDfJcTim1CNOKkBDMtI1FFhvm6jlkwJi62CZK6sFIocamnJkQkXhdxmDAYNYODes8s4Y1lm20KE7ZYdpSIpmnTwHLNcuhhkwxtNpI2rUW6beify1rHFNoqKwi2ZbHEtmmRUaCPKruKuX/CJuaqwYf5uu14NG0nttSMtlR/UcVzlFSVhVDNkwhpqSGkicGDMvLSy8jfj/NYeX/rFNuE5BEd8puM5Ccy9IlxUbIz2LyqQRMk9bR45vK9z9jLiiOKrJZh+oQxYdAUb34Xc7V+iGtE583tF1YW3YxCo7hJPph9iFK4xWTV6mhCWwce8BNHN/U3jg86DDPy3qqV3cOd65f3/o6a0cSG7Xi0DUj9MpTgdRS+AX755m0DRN3nnyScREhI7TBou6ZrWbl92xTbpObJJ5WZn91E/y5ur6tIr4oc2m7L27Iz2CLhQYU9zImLiH7Ct6yWoXItm5FnPdJoK37iZ4UJEjAQf0g5p6cRNCdT+onUQlP86YVqkgIR/nXrsm0vpgDW+wCieNP9wABIF8dYz6abiMya7f1vlo6HOLVZcsx9HZSRRH8dojjoeDQHpMA28IxqkYpbobGQyDQnERJSO3xvc5F27USWLxf54kuRLb5fvrZQbJOaJt9IVxSBYJtU6JdBBOnydHFjW17Uwh5K1GJ5up/WzKNtihUI8jlzsq0kYZYCLMssTgPhZ8udDGE4dWq2MDRFar4T4lRmELNSZRIsqhPZY3eRnXbKtjcg6o9IupqMiYIyCxd5k0qDcLdDQMGgzTfPTRuohLateI9Zzt0PWEQg5INsOqpiJLBVctSPHRV9NgvVqGM8qkUqjte40Mi0LTVmFKIK/Gq2qBBSib7tgds48uYUkWnTKLYJKRv5RrqiCoQgUa5bP6KkoPObIBnXKx4UuUdxEyWgzSi3XoAEwjwsCm1aOiDkbvub9z2/7RbUF53evbOtHqh6aaP7hiILjPzXccF6kE0DqGwxelVHbztFt8ng+6edLHLZ7xrk3fdEOnXMFtO2dJB+IDqNiLHpy1cVIXXUBEib3ShK9UUMLmx3OvyO8SCLFHjuuSVSv8abmKmOA/33aDtGCo1MR5ngWUhucea5JiRdbLdtxs21/cF0R35yGG0khJSFuLewdaLYTfxEeZhQ9RMRKoOD3zrMTBX5Ru7MSLuOEihhUeiNN862pai26BF2REX17YJneHzDJhf23yJbbNs8yW6J9QIyxyHFHzKPRInahkWSzX2pT0bV83+rCoheSkjHuk/Ndqn9przRZkEcNQkW6Mccqmlu0rcpYo/9o/plWqJsJeNVWke/Eut+Fqkme4s3w9XLCtO0fLP4UphfPC5hEzxNogp8WlQISR8DtvSePylz+j/aSEhNY/OfmgIwiXWE+a9NzNv2Kp3d0N3rZfAg/5LZ5i1920Q987u2IiRhUVX1fbNU9qRJnu1il529PNym5SFK4ROz5LiNKBMf46Tzs9GyhYihtX2jtjb8JgTahKttG+mDks8+c9wIPUS2OQCAGNdFNLyJtkmw5rGBapqw9EBsoz9BUVlbcaSZs7LXa8sRb7OkxC3iE+QXz+c3GlewR/181M/RakJI6UBgBsyeI7JihSPt2pUnuk2xTWoeXdTkcxs4n4unTajCz7x4icg+e9snmHntWpplGYga+VNt1KOk6rumkAoSPmaUWqWKg7BENFwJXKwDEwt1EM2EdeKTT0VWrsx+L7s/2XmgkwbLRh/DCh0EyUNd9CFziu5DR+7tX1zofyzE8aUH3QFBZHrnnXIHHmYmlbABArZF/Wp/f7WXBzt3/Q3Z2t09joLSQqpBoz6gCJqcq8B39AFwlDtKQcQV7FE/H+VztJoQUlq6ds1I9w29YMWnnzVlKCk1FNukptGFcj63gfO9eNoi6uPucSLZNEwxDJETFPkLEmy2jBVBwkcBwaTaC+AxfmJ89me+mptfRNqWqg4ebQxCkhDgiKBH6SMivybmtrZtX11o4z01mFGR7qCouF5EKEyYo31B29PM9GL6lRXYFigiZPNXqzsONsz9YaYdNAU30LfTdts2l86d12l9zh584hhDdpkoGXHiEkewxxlMhy2XVhNCSk///t7cHQR6KLYJKTG2aos6UfyghVw89QuzLaODnygzhSJEjp7D27zgx83wAeGlR7xND7AN2/t9emf7kaPyyqu5FhBEa1W71LZBJH3CRJH583ML3ARhTkjNZESciJvI3NZBAxxzIKO8yarQEMSk/j7EJ/Kh5zNh1IaZ6QVgYquZcx3bVfVh7I3ZAx18Dt53HT21oxoUmtH9KKkrd9i+pZxyktOYyUXHL1tL3AmRhZJ0JDoJzzkhJB5b9s/IK6868skn5Stuw8g2qVlsxTRgYYhjCUnq4ulXCl2//e55tjvK4EHL3fLaulDTI65hy1ZA8EFomf5orA9p3fTlqRzdQEUiw3zV22wtsv328aPRfl5rvV1BvucwIOR0ogptxbh/Bmd4CbqToLcZxxoyiShRPu39da5o1QWdOgZuutmRuu9ENuuXnWcb6JMTMQDBnQ9MTtUnO0aZIIgH2mLeVTD3x3bbZi8TnzfzfEdJXbnTji3RGut28ssuU2pxmnQkOgnPOSEkfmQbhN3NLCYU26Rm8RO4cW8vJ1Fe2u8irKdEw+vIRlJXtzxnEqEt4mpbthLtegRW5ajWt4MNM7OGX7VMfTkQf/he5w28/NP6AAER0m7dPKuArSiLn08cmTxMy4qOXgAmjpADiOKOOSsT2C9sK7WtbRaDqHcS1ODB9MybAyfdCw+hraf10ydh5qYjtEdj4dvX0f+PMjlVVYz0K5oDH3/Ycagfy7b17rOPPaNKqcVpMSLRhXrOCSHx2HKLpkndq1Y50qZN6X9/qRfb06ZNk7Fjx8o777wja9eulf79+8vo0aNl+HCfcmQajuPISy+9JBMnTpS3335bvv76a3cZm266qfv9E088UVq3LqDUG6lowqJMQV5NM3ppy8SQT3uC1oOLfof2XjYSW67pKFE3ZRmw9QGCBpYRMyIalDmkqax2tjUBAxCIRPUaop8QiTrIgpFlZzBEvwlsF3quZz+ChDaA8Eekw+Z3VqJW9Wvq1AbrQED51W3bxUy3iAmT9fW5HnAl3FAIR8f83/Tow3eIIjtmKkmzuJDfxEVUF9XR/1e/CfTP7LdfCsEw37mOPiDRj2Xbb1FZVPIZxCaV8YORaEIqnw03FOnSxbM1fv6Fd9e11KRabL/++utyyimnSKtWrWTEiBHSvn17efbZZ+X888+XefPmyUknnRT4/fr6ejnttNPc7++yyy4ydOhQ97XJkyfLX//6V3n++eflnnvukbZt25asTyRd+EWZwrya+U6mjCMAbALqkcdWybLldpuCijgG5fTW+2KLwNomo5mfs33GtCbg/3fezX7tvWnZ2UvM5YZVXkQU9e13JG+QvcNNdzfde0D8Iz2h6TfWM3FgQGAT23jNjEjbisqgzYsM8awGFmr/5PTbCfboqyI7SuCb3m8Tc+KiubzmLXI9//rkV4D9dsXl9oqRtuiz37GeXRhnadYg1fwt5hsBTtpnzUg0IZVNJpOR/ls48sab3rmPYlsDEejLLrvM3Uj33nuvbLXVVu7rY8aMkcMPP1yuvfZaOeCAA6Q3wns+NGvWTH72s5/JscceK507d258fc2aNXLOOefIpEmT3GVD0BOiEyam495ejisA/Hy/EyetsU4GVJM7bZFW04Or+hI2+U6JzigVKs1oLr7zzfzsYiYQnU2i0HGj6HFZ7rkOsiwjiASbUWOIXURs9fXDzqL/j8g2thsm++nbWq90aEtTp4D9xQ8sWw0sbIw6vmnfmxYKCHmIUm8yY9OkRkS4mzfPFv+2KD+ykEBQq32vC3ElgLfe2pF587x9goEH+jtsL8cdfHw4PXeAoUerzePBtHj4Hes2n33YINVv8Bg0aGXGD0KIyfe/J67Y/uLL8kySzC5Fl7Ko9uzZs2XkyJGNQht07NhRzjjjDFcwP/roo4HLaNmypZx55plZQlu9fvrpp7t/T5kypUg9IJWMKZ7N/73byxk5+shwC4ktQh3m642bQQTCyhaBRgTUjHpCgKlIpt4HU/wq0YkoJ8QrRJxpBVHRdNNCAoLS0qFN+A4+C7GGR4s87rNtsok9RR/WjUmCYeJYtRv9R/90/nJ1eCVLtN9vvB8kxsNAu7BdFRDcd97WTHr2jJaFBJ+HFca0dGBQhH0KgW1G3LHNcLyYEzDRP1sqQ4XppbaJXdvrYYNUJdrRJjzjf9trYcuMMhBGtN62rDgktRxCSPJstpl3Hpg5U8pCam0kb775pvsM64eJeq0Qodxi/ZW9OUJFhOSRNSDK7WW/CHXcqnWmuEFea13gquX5fUdFWSEevUdTxDEsuweinCrSCQFuTgi1Va2MOlgIs0CEEXTiNL3J3y4Mnqj4zLO5kfgg5n0TnGkF20xtKzPCrPuo/baVGfXVS7zbULnIg47JKHnOTbDMoGM56l0f8/XTT20rQ3/gk8Q7QLQHrTuuzzopywmL1RCSbjbfrOmag/l8cE2UktSK7Znrr6KYzGjSvXt3adeuncyaNSvv5T/88MPu8+67715AK0k1U4hn1E9IqVv8fmnZgoreuMJifeo/NYFMjzLiNVhHJkwQadZcZM6cpuUhau2X8k39HRUsp2liZO6EwDDhnyTfLfZ/b8WKaMtA+0870z4RMogwMQ5g/UCkefDg7FSJuo/azO/uNyALq+wJLzfEP9JCqmizuV/1YwLgTkWQAMf7ys7id4zY7/rYM+vorx80op3U1fmLbT/RHsW+FfbbVb9RP4tVXMxof6nzgRNCgoHlsFkzr0ozzt3IhFVKUiu2l62/NwzbiI0OHTrI0qVL81r2iy++KA8++KB873vfkyOOOCLws7CgwPtdaXTB1NsaIU19nfRCvVzyy6WNogDRO5Gm2uR77dlWbr19ZeP7N17fwU2BZuOgEd5D/9/D+zyyObw82VsXhNzpp7aRcfcYddDXAxFmtgXCvUsXb1lDd693J6wpth/cQt55d31+OQP9e+jvuHuavod1QESBL79c0dhXG/jstgNbNPYhH1avjp+vW9Gta0Y22aS5jLvH3s8kUFacG6/vKDdejxzfa2T2nHWu917x1lvN5YD9m8tXX62TVq0yUl+PQVWrxu2o2GvPFfLxJ/7bU6HuXODYGrq7NxHRxt7DWsphh7aRSS80vb/dti1ktyEtZfVqx82DrR+b5jGivm87fs1j1+/1oN8ujm+RpvV1aO/9VvA6tqPZvnx+o0HHdpzlmcew33LCzlVYViF9SxNpOi/Xen8rVcckTZ8+dTJ7doN8u7CjfP/7yPNfOlIrtouZShDZTCDir7/+ejdTSRCLFweEzlL8o6/Lp3RfBZK2vk5+JdtSsXjxyqxCOe++my2WJr+yVAYPajoJhk3+0vtrruuFF4OF2PSPstuybPky+eP/Na1Lf+/Jp9ZaM2ggcwa+V1eX8e2vilaecJznk7PlrEbE9ITjVsvkV1dJGJ06iizx0eNIqZcvCxc5snBRdKHdoT36nt+6HvxXUwdMb/yH09e5j+zXVspmm63KOgawPVeuEhn/ZLSo+tiblrpRdUTObXaX/fdb6x5/OtPeXyvHHrNu/XrrG/NgA6Tpyy76hDYvz/pMkr9d89hSvxW0Axl5Jr+CzDx5pAU0lguLlcohj7tGcftjW55tOaH91Swtd49blUg60XKRtvNyufqbFgFeiTqmGGy6SYPMno3z3FK3qmRSRNnPqR3qIHIN/KLXiHz7Rb39eP/99+Xkk092R3h33HGHbLHF+kznhCSEbXIWLpiq8mHQ5K0ok7+C1gV7ShDKuqAsIPq64AdW7UR+bJuPGpPq8LretigTSbFMWBF0uwSsC2pgEYYptFEMJy7rTycFka/QzvbKN00MRf7tIGzbBttx/33tnze3i4qqI7c61qcmuOqTem02DFgiUD4dD7Wf1eQ/YFYXLdYEQb9jK+7vJGy5sNz49Snf5eVDFI86ISR/UIEXfDmz9L+t1Ea2+/Xztgp82QMHDsx6b8GCBbJixQrZbrvtYglt5OVuaGiQu+66K9Z3CYlK2OSsoPfjpiyzLyu46Itapi1zCTzg6u8w/NoGoe5XHMjmjw1LP2gjyGuHSYLnjPEqV+r92KRveJXKbQfmZuJIAluxHkzSCYtO2/Km439zOyqQwhAg840+0VOv9IjX3cjrYO9/LBMp/3Tftj7Qgh0F8wBsudWLPUHQ77diHrt6XvRClpt0O9NQrZIQYmYkccqSkSS1YnvnnXeWW2+91S1Ag4I2OnhNfSaO0F63bp3ceeedMmjQ+rJlhBSBsMlZfu/nk7vbvMAj8gnRbAouBQq44Hs2kWsTxCpiihtMugdan7RpE+1+VSrN/uJzewwNT7GnAxuGKorzyqvZ7VIzzjGJU+XaRgpAcxJg3765kwWLIbQRUUZkOajiotmu3Xdr2r66gEVubF202yqI6nct/DCz0SC3dhDmxEzbQKtYua1tvxXz2NXzoscR3ElaNJJYHqtVElJc+q5P06qfN0tFam0ku+22m/Tt21fGjx8vH33UFJKCreSWW25xc2Ufeuihja/Pnz9fPv/88xzbyQcffOAKbRTJuf3222X77bcvaT8IiUrc3N1+t9LxPXh1bSC6i88jzZ0JfNWm6IVgxXf8Jhv62RCCboXDPoFoL4B95V2j0qTONls3zykOAyGt7CljzspePzJ6qu0CgQ0hZi3LbgjtYoBBisrkgT6gz3j2yz4C+m3aNAgxt50ZHVcDC3NfeFlpPNsInv1sDWr5YYM6056kIu66ZcRchsrlXszfiZkXvRpsF7rljBCSLBuvF9sohLZyZWnPF6mNbCMP9uWXX+5WdzzuuOOyyrXPnTtXLr74YunTp0/j51FREkVurrjiCjnssMPc17777jtXaC9ZskT22GMPefXVV92HDnzfo0ePLnn/SG0RtVR71AhZWCRRRcl0C4GOKUAhAs3UgHjNL+qJQjeqrWbEVcdMCwhgn8AjSrQXWTkwUVBPm6cLO2WDePc9kT6988sjXQh9+4gsX2G3hKDUuxnZx+DFZtPZsJuXB1yPOtu2nQ5E9Ijh3r7HZ7Gv8UDkX60Dgw1sHxu6OFc2iG/mZ29DiHV1t0RPQ2mzjOjHmxk9t/0ObNlKoqKWqW9b2i4IIUF06piRjh0d907t1/8T+d7mUjJSK7bBkCFD5L777pMbbrhBnnrqKTc63b9/f7nwwgtl+PDhod/HJEo1C/fll192HyYo906xTYpJPn7WMHEeZDnRv3vF5c3c6HGYDxvCDT5nHYg2v3LlyFWqlx7XRY8eSQ0qdx4FpKBT+cNhZ0CUFf+jT/h/1SqRWbO9zyaV/AD2DJw29MqUHTt4Fg/T9x2UXhCDFzP/st9gwCy4M/YmJydy7VceHejb3xxcmeu05Xq3iVcltM1jERMnbQM9WzReHwSavwOk8ENmkXyh7YIQEhdkHprxsWclodjWwERGZA4J48orr3QfOoh8f/zxx7F3BiFJEtfPGkWc+wkN23fNiLVCrwQJzNR8+v9I/KM7tFRVwbC2FFIdEiDf8G13rsqK1M6ZE1xJUY86+4lhFDhQIt3E5udbuiy7IuS0D7JtHbCMQKDrnnfTTx4HtMFsh01k52OfgNA2Jzwqga+DfprHEwY95j7VB3pBg0CzncgnXYjYLob3mhBSI2L769KuN9WRbUKqgbgTH6OKc5vQML+LyCoEmr5+m2gzS65/YkyuhNBGZLdhncg++3iT/vAdfaKknjHDNtkSgtQvI0jLlii8IPLtt9li+f0P1uZE5WEZ8QODBFhfTLuDiZ/Qhp88KEvI1Kle1g9zcqmtX/kKbT9sQhtEyeiiD6xsx4htUGT7rDlZEseSzb5kuytjthMDKeTyJoSQUoE7l2DuXJyLSjdQp9gmpMjEvd1dSAow87sQUfD1ZhcjyV2e6Q+2jfr1SYV6tFOBv800clFT9q1Zky203fV9JdYKlLq9w0zd98ffeRMSleBvjES/H576DzQL2dRYBvzqZqSkkChJmMA3ffJAt3aERe31kuuKMHGui2j9s4iK61lubJMv/aLN5u8AFRL9CshEneNACCFx6NXLS/83f4GUFIptQkpAnNvdUcS5nxixpdJTKeH81o9l6dFjW1q8oOimjp/QVinw9ImOKDSDAq5RhKYpzG0gdR+83PCJ6/3HumEDiQK80xCnn33mH5me902uWA4T2yoDyYSJ2fYQ5Ys+6riG0HRUEPoqw4c+2DGztZhRe3OSq3l8AX2/6CJa/ywGZH4e/CQnABcjZzchhICu64s9xr3uFArFNiEpRIkSlWINQsdNebd7vVuqOkiMQCj5Ze+wYVoFwtLiQSDHBQIdNhK9dLhfhNoU+xDlfp81sU0ExWth1Rp1XntNZJWPz12dpHUPe5T83Nh3GPB8+WW2qFZ+enjgoxYTiott/+sFYvA+7nyoyZymXcU2edJsT5LiuFg5uwkhpOv6a8GihCbUR4Vim5CUYisI88BDS3MimTYx4k7YW9I0kVH5q/P1/OpAXMKy8cWXIssjljBXhUfMttswxX4mAZ1VH8MaHCS0FUY6/1BUbmrTG63sO4j699s0IzNnZXvnTfB5fFbfX8gas3Chv01Gr+qpItBYTvYkSS9zTVyRj4j+3K/zE8eTXqiXya/kHpdRbVS0mhBC8o1sI3uV4ziSSeICEwGKbUJSStQoppn2TxfonqDKziahJsopgZNPFUc9mosc0a1bN02c9Jtwly9BwhYR5g028IrB6PmlTaJGxosFBO/4J3Nf99rbkLWfgjzcKhKuBi1mn/H6h9Ozv4+7CqedHFzN008g6+Lcht/EyjC8tizNOxpOqwkhJB+6dGmyI8Je2Kmj1HYFSUJqHT/Rgtv8fpUmwwQ6hJmt6qRflUEAD3OYzxkRTiwbohIRUr8qiartiLwXCtrllpGf44k+CP2wtuZL+/ZeND9fsG38BLTpgd9mfXVNGyg6g32nCscgO4qJuR5VATLo2LAda3qVUrRfVf20AZEfpfJpkFUkyntxPkMIISatW2ekTRvv76VavYhiw8g2ISnFNjmtFXLkyVrfiWZxLCF6NFOvAAh7iO4rXrvWE1F4D2Vu53+TW4RF4YqyrbzouVlIBSXklQ99u229CotT38otQx6Vr41JiUlH1HUu+1VT25EVBJMkk5pgs/HG2Rk+EK3GoER5qPE/tqdu/VCEZVjRS8b7HRt65hHdmmEK2G5d46cl9CPIKhKlYJMZaWf1SEJIVNq19QqirchNdlU0KLZJxVPN3k19oqSXcm6NTJgksW+7Q1CZlgNToOjrMisSIn0gBFWUEutqX+iCSRfa+jKieLj9MNPQFQuk0tOFZ5QUgnFAthB94iie9eIxeMZgZ9w/7dse2xDpB22ZRZATXKEqcZqCHfsV+0UfrHiWo+zP4fgxs7yYlqSo4PM3Xt9BJr+y1JpRJ6xgU6HrJ4TULu3aeRMkV6wo3ToptklFg0lWpU4TVg5xHzVDg+12OsSYmvyGqHNY2/3SB0ZFLdsmmJK63a9S5qE/EKGLvxNpUaSzGVLp4WFLs6cDC0uUypb5FI+BEPa7A6BHlXFsqjbaos1qm+mZR4BtEAUhq2cpMdP+qQwr+YI824MH2b8fpWBToesnhNSu2AaMbBMSEZR8LmWasGJMzIoi3qNmaLBZBXQ/dtR832b6QHiyEdmMUrlRryKp2qmyoZjtmznLS/X3XV30XNhA2VTgEVciFG1U7bBZLpIgqHqln9COIsLN7WJaS955N/c7qLA55qym/Ykc43qfcTfChnkMmNVD9TYBP2uO36TJYlFIsSdCCFG0bes9r6SNhJBooOTz3eNWlewCnHQO4KjiXUWKZ8xoLQMGrA6MSivvdT5eWtty1GQ8U3TplQohJhFRHTw4W/SZFSYRKdUtE2E5vf2Y9oG37SZMyPVxqyqSyGltE4rI9jFyhCfYMeEwTjQ6bso/eKYP2N+rWOa3npv+5siYMzOy97CWsmbNGmtWFVs2FURn9Ih2Tln7iMemKWIxEXLU8d5x4yfEm3Kne+soxd2euJVYCSEkMLJNGwkh0W9Fh5UiT3N0LY54x+sHjWgvdXXBSaNt0WvlyY0jwPGZINuHWanQE+TBNpEwGwmitZh86FclUoFots36oDJv2KLzil69PDsFtsnYm5xIUZB8IyDwd4f53DHg8D4T0umAvtq2a9Rj0/Ry63aVoAm3Kne6/t1iW7niVGIlhBAbrVvFr79QKDS8kYoHF9+gcuRJr8sv7V4+mIKoGJF5FT1X0Wkz7V+c9hWKspL4gRLpQ3fPjaBHBen/EFk/+bQG12KCfWRWj4S/G5/BdjBLpLe0+L5LeasRoEBNGBiUwEN96a8b3H1pblPcPYhzbJrZY5R4V8c7JmD6gRL0tu8SQkgaadbce24IriGWKJwgSUgZo2tBt8Ztt+b9qu7pmN/zy1McNbqt20lMIOog+qKk3IM3G3hZVfxBqkGdM8/w2omJkGFpAq++xmlMS4jI67YDnZwUfSonuI0BA6KVXy82sOQEVYXEoAQPgOg9BHHYHZ4gq4cZwdb92EHl2oE5YKGXmhCSZpqtDzM3rCvdOim2CSkzfrYP08sNwqru2b5nswJErfKnxBmymSCKqotqCEJlx9DtGmqS4rT3s8Vik10iXmQXbcCdCzyHiW0z/3dc4Zyv0A6q+ojtgYFG1AmbfgIby8FAxMyDrm+joAFY0NwA00qi8qWbedjV8WAOvvT0g7R5EELSTPP1YntdCSPbtJEQkkJsXu58K+spKwAEER6IRuP1ICuJXj0Qz7BdmFUmMZEPE+iUF1yBiYAQXXqO5zgTCk2xqQYGSUdM1Yz0fDCrSQYVuFETI5X9yK+6Jgiq0vjJp94dBFNo69sG+w37xNy3UY4dPyuJza5lHgv4v1RWLkIISSSyTRsJIbWN30RMv1v9Yd+zFawJmsxmCmhEOpF7WxUSCUut9/e7HbeQjZ55JAqLjfK5m/TFWdGxVtTUl+uWf8/Eq0aZjxcbubwxYPns83jfQ1vRdpUXWs933jgo2r2jLFu+LLJdw/RnB+3bKBN740z+ZWYQQkilkqHYJoQEiZnTT20jt96+0nqr34+gEtw277ZnC8ldjppgGaXqo8pU4XmJm/oB/nJ1ro/aT1DOnoOJjE0VM/VBgxLhSVZ11NMZ2oCNI5/CNea21ov8YLtAhHfp0krq6rzthcFK1OqYKiIdtG+jiOO4AtrP/sTUfISQirCRrCvdOunZJqSMBIkTm5hZvTpYLJuCK6wEty16GZZNwm8yJET4/PnZxVh0ka36NH1Ebk5ok/btRZYvb/ofkyrDJn0mQZDQLhTd6mHuF4jcg0Y0HQ9BpehNq41uswmKTJtVPP0Ed9zJlUkVfKJQJ4SUAtpICKkh8hEnYUV8gvIi6yW4/YQT2oRsHflgK/0Nu4feR30SXhCbbpptCYG4xMMrme4UrTR7MXFLrn9k7z/2R4f29VnbDr5wc8ImBktIb2jmTFdCVdl8zMqdNpsJ9gUmuCZ1nBZS8KkYlVkJISQ49R/OOaU5z1TgJYuQ6iAfcRJWxMe0AkDc6ZFo9R2/6KWfX1hlwjCj2mYWCnNiHtICmlUHw1Dr8iNKmsGkQD5rlWLP+n7f3CqYzZvbb0/aqnAqsP0efaxpEOWXGQXbU0+diJLs5n7D8QFM8Woeb342pLDUkX7HaSEFn5KuzEoIIX6oYjatWpXuHEOxTUiZyFechOX51n3NehTVLHQSJR+3XgYdEx432yx7mchIgkir+q65DDONX1DWDkW+nuhiECS0QV1d7mtxfIC9e4vss7f394RJ8SpIqu1t3onwy1Jju+thitooqSOxPnwubKAXRywnXZmVEEL8WL6sya5YKii2CSkTesGYYmCKLj21W9R83LmlubNf94S3bk3Ifr9bt+z/F3wrVcWy9SftfMGEUDfCvLV9u2N7Tp3qZWmBKMfARs9p/s383Gi5LXONEr+mjccUtbYIMyZv6oWNvIfd6pFvwSdmNyGElIpl6+cDUWwTUkMoseQnYPIlKFoYJKp0C4rpLw6zgZiecNUvEoxfykJYVNRkSJU+UE+naN4FgK1HHT+2gRw82nrawbBKknrqyGJbPZKszEoIIX6oyfcdShjZZlEbQoqMX6GRqMVG8kUVs0EhFTzrQsY2sdK0lZhFTgCyZASBCZGq+AmA2IOvuZCTmpo5Xk2YRXH8iuyYYhr7x7ZfFHqxGeXXxwN3JdTxpxenCTtmgDp2bccMIYRUqthuTxsJIdVBWJaFYntV/aKF5m17EGYrQURVRUb1iKluY1BCMGiyZdw816Ws8hUXVHxcusTu7bZVw9Qn6GAiqC6moxTZsVlE9Awkal+bfv04kWi/AkhmdUt1DDAaTQipJJaXIbJNzzYhRSTs1ns5vaq6EEf0MsxWohdI0UWdbhPRKyJGofuGIovqRFq2FNltSLzJkYgE51MFMlEc/0mUS5f6fw0eeDzCsp0oMY0sJJhsCoGL6LVp1YlyhyTuQM5chml1CfJuE0JI6j3bHUq3ToptQopIlMh1GryqYWXe407ytJWSt6EmTCKDR9wsJKUW2h065E6INMvL64SJ6CifgQcbkyL1dH+ewPWsILfd2dAYwXajz1thkmrGelfCLxMNsA32wnK2K5imjxBSKaxd68jq9Xdg27cr3XoptgkpIpWSZSFKO4Mq/OmTPJHxIshXHJWuXUWO+ElbWblqpTz8SHZFyXKQyeTaRHbaqWmyImjTRmRVdrrsgkAU25atRkWdTasIbCuwfkCMq+g3Bj7YHypdn2kPUZiFbvSBlG4V8qtgSQghaWeZFjChZ5uQKiINketC2xnkPbcVSzFTAJoCbcv+IhtvHBzNRk7uW2+PH76GJWVN/JTVoZi2kJ49vbR8WetuIZKE1kZEW1WHtIltCNwgqw6+g2JDENp65NtW3Cao0I3u39YHWiytTgipRJavaAqMtGjBojaEkArxntvsBmYKQGTG0MU2CuTg+7BBPPSvZKPBqOBYDLFtYhsoLF0WLKBRBGjCBK8wjB/wcSuhDfC37ovHxEoVsfbDr1KlX3Eb8zNh+bMrZQBJCCHlzkRSETaSadOmydixY+Wdd96RtWvXSv/+/WX06NEyfPjwSN+fPXu2PP744/Lhhx+6j/nz50vv3r1l4sSJRW87IWklbmTS5unWl2Fm1tCFoJmvW4lFvA5Rvvnm2ZPv2rYRWVmA+E5SuCeNyuYSlKkFPm7PCtIkalVEWo9U66Xt3UqdGZFuXb3Xg8rCm5Yhc//QFkIIqXYbSQeK7SZef/11OeWUU6RVq1YyYsQIad++vTz77LNy/vnny7x58+Skk04K3bBTp06VG2+8UZo3by7f+9735Ntvq6yEHSExBXRYOkK/5eop5kBWWritsr8zYSJEoV1Qhk2E1IX26ae2lU8+XRn4HdvExTQCAYxIPgS3ErvTPvAvaKNHmJXoNrPGYLuYOdTNDDG2gjd6ZBrPQYVuCCGk2iLb7Si2PRDFvuyyyySTyci9994rW23lXc3HjBkjhx9+uFx77bVywAEHuFHqIHbeeWd58MEHZcCAAdKmTRvZdttti70vCSk5cQR0lEqASmCbkVQl7EzRZ+aTRhnyJHjt9XqZ9n7wZ1q1ir9cDA4WLw62cxQDb1s2NA5aBg9uGrSY2GwiNgvI2Juy8137TWzUC96Y0BZCCKklz3aHEovtZmmOasMCMnLkyEahDTp27ChnnHGGrFmzRh599NHQ5fTt21cGDx7sCm1CqpU4lSjDKgEq4f7AQ7nZLtRybVYDCFhMyrOBqDiqEtoqJwYx7f11oZ8ZOUJigywiSQltZE2JA7Yptq0S2eZkUv1zZtVRiGJYR8yBjV4hUn3uisubucvGZFQz9R8hhNQi9fXec+uI6WmrXmy/+eab7vPQoUNz3lOvTZkypeTtIiSNRCmlrcrGA78y7mFCHdFWtQxTJCK6bZZWhxBVuaLx3fc/yK4WifeKASYZBhXDeeON5NblN8CIAra1ZyvJyHbbNs9532bF6dnDf1k6qookiufYhDshhNQaa9aL7RYlnrGY2gmSM2fOdJ833XTTnPe6d+8u7dq1k1mzZpWhZYRUXp7sXJuJVxRFf1+lmEPGDBso152dRs7z+uoWErNIC9L3qUqDpuMLZdk32UQKZvyT8YrFoBgOBKgNRN71AYGNjh1FNujctI6wzwehTzTdcEPsj+xIPrbtUcc1SP8tPJGNAYtfRN4cYEWxCxFCSC1Rvz5TVauWpV1vasX2svUznmAbsdGhQwdZGlQPOSE6d+4szcxwXQXQpUsXqRVqqa9B/T1ohPewMWMGZoU0zTycMaO1dGjfUqa+tUZat85k5bP2y2SxYjl+B01e7WefayHTP/LPsbdJ32Yye07T57t1bS5z52aLyXffk4KBoE+Cdm0xIdM73/zt1hXy4XS7hQWnnaBTT6dOIksCKksCnNaOPbqtdGjfQs4+Ty3Mvi1hEwnzwGMi6UEjssuhDd29Xh54qKmhQ3fvKF26RDe4T3qh3j0+dtqxpQzbKw9jfAT4261euG/TQ6XqmGLQoQOudSukRctW0qWLXV/WlNhOC4sxi6oCT3J1dXVSC9RSXwvp74AB2VHOBmeVnH1evBx5M2dlT4rEvAnTMqIL3w4dsz+/dt26nLR+SrTC9qFHo2Ev+e67wqLGcVmxUlzhi4j9jjs68qFPlpAwDj3Eezb97jroNwY4ZhaXOGAbwcLi3clYLXV1qwMzyAwetFzq6qKV4dTvhNw9bpXVblQo/O1WL9y3TdshDVSijikWDQ3eeW3pkvrEtEOU/ZxasY3INfCLXiPyjdEaIbVM1HR/ps0kyJcdp8KhnmJOCW0lnM2Udn4p7oAutDEB8ID9M4G5qIvJ2BudLKsGPN6wnkTlyy/FnZyo0umpcunIqmJmbTH/j4Ne+MZPKIN8hDItKISQaqRtm6bgSilJ7X2Ffv36uc82X/aCBQtkxYoVVj83IbWCnjXEzEZhA4ILPm08m/5eREAhoPGAODMnLpoTDpXQw2eR7SKqXzpK9g7kjr76Gntf0E6/7B350H3D3NdMT3Qcoa2jtrOKLI86Ib/IcBtj1rzaR3FSO6rJsVEnSUaZcEsIIZVG1/XXH7cQWAlJbWQb+bFvvfVWmTx5slvQRgevqc8QUqvkE33UI+F6OXXb9/SotS6g9TRy6jlOFBqp+nSLBQTvAqPW1Lc+J0IIVwwYvvyywddbHod8hXQQGIioCaeqjZhQCpFsVtrUQTYSW6pDFF9Y1eQQca0jQfvZzM/9zXyJVcQoyoRbQgipRHr29J7nfSPiOI5by6WmxfZuu+3m5sgeP368jBo1qjHXNmwlt9xyi7Rs2VIOPfTQxs+jDDve69Gjh++kSkKqCVsJ9SDCMpL4iS1EenVhC8FrfnbUCdklvxXwJCOnNawVemEVPYuJKbSDgHBEhBYZU+KIbWRSESfXtrEsmoU5MuqOgG3w4ddeZGnZZ2+RZpmWVrFtTgC15UXXRbG5fz75VPLKSsJCN4SQamOjXl4htFWrRObMSSYjVkWL7RYtWsjll1/ulms/7rjjssq1z507Vy6++GLp06fp3jYqSqLIzRVXXCGHHXZY4+uLFi2Sv/zlL1mVKWGKv+SSSxpf+8UvfiFd41amIKTMxI0+xo2EK7Fllv+2iXrkirZFmyFu8VC2B9NPHJewUu9+wC+u7CeF+KSjoFIoRgWZRjBQOf3UTMTJkNml2c2otTkIMzOZ0BJCCKlVWrTIyIAtHXcOzfsfUmy7DBkyRO677z654YYb5KmnnnKFcv/+/eXCCy+U4cOHR9qw8HablSbN184++2yKbVKRxIk+xo2ExxX15oRJm7AvdGJmIQRlB0kKW/TazLTix+rV3t0GNalSb6/fZEjbAAp3K/zuNEC00xJCCKllBg70Jqy/954jIw6scRuJYrvttpM77rgj9HNXXnml+zBB9Pvjjz8uUusIqRwK8eFGEfVq+YjsYvKJHkFWwt4U/GFsvlkz+eLL7BSCxQSe6rVrvckzhUTAN+zW5DuH0DbTItpAPuvBg+obt7OezQTP0z9yGidbqs/4DaBMK4lC2XgIIaRWGbJLRu67HxPHcb533Gi31LrYJoQkR9I+XN0vDDE4YaJI506eT9sUq+qz8E/7pQFEBcd165q+W0qhDSC0kbavULuLOcEzn8I7fpNP9UmOfgMoU4Rjm486nhMdCSFku21FNtjAq+Xw1tsiu+5S/G1CsU0IiZy3W38f6H5h3SNsCm09M0cQKGJjph00QQr+9QVmIwEbx7Bh4g4EwioxqnRQcX3X+WBGu1GtcfCg7M/42W50v71tAGVOWg3KcU4IIbVEixYZ2WeYIw8/KvKf8Y7sukumdvNsE0LSlbfbfD+OIE0ypynyTsOmEZWOnTz/c5jQBl/OFDnq2AaZOlWKjhntho3ExM9XH8Vvb1pJyumXJ4SQNHHoId45FJmk531T/HMjxTYhxHeyXdD/cegWII5N4Yy0fkGFa2DR8MvDbSNOVBd5t5HqUC8pX2xQ6Rf9HbZXq5z3VOEgN3Whxrh7wosYsTANIYTY2axfRnbcQWRdg8g/7qHYJoSUiDBxZoumQiQefWS49QMT88wqlIoePXIjsiovd6XSZn1JYL+82jp1dV7kfdIL9dbPQ3CvW5v9Gmw6YVVDlVDH/smnZDshhFQzp5zknROfegoT2YsruBnZJoREEmfqfSWs4cGGSIQI98tygagtvgP80t+Z/m5k3yh1Kd2kCYrkd+1ifx2ebWArrb7rrvbvhFl5sM+QCpBCmxBCstl2YEZ2G+JFt+/8e3HFNidIEkIiZyux5crWczuPfzLbi4xqXSCOvxsC3rRNtGyJSS0i9fVetpK0g4qQW2/lbSt1RwB/owKmX2Ge1q2zi/7oWUdQNEikQR76l1f5jBBCSOGcenJGXnvdkecniPz4EEcGbVecO4CMbBNSw9iiqOC2Oxvk5NMa3GcTm70E34dINif9KbvDRzPitWv27Oz/16zx/NRpFtrILgKLCKw1EMd6VBkPbKd33/P//q23r8wZlOgDG4h3U2gzbzYhhORP/y0yctBI7++rrnVkzZriRLgZ2SakRvGLokJgq5RxH38iMmdOg/Ts0VRMxZbbGYI9iG+/9S8iY4v0xkntlxbUQAOiGNtWCWcliG15uxGxx0DCD31gY95RYDVIQggpnDNP86ofz5yJa6HICcdJ4lBsE1Kj2OwgEM5vvJH9OSWGlSBXnw0qohJlAuHmm3lFZOKIz0rgL1c7WRF+nMTNCaTNm3tRerOvyMRilmhXuc3hZU8iqh2WS50QQmqJTp1wF1Lk8j85cvc4x7UBbrxRsudGim1CahS/Ut+YjIeItg2knFMTGv0qGUIUIpsIJjlioiC81mb0GnYIWzn0UgttFMhB9pP6PNe79Va5/bBVi/zCyK5i2mEwyOi9cTMZd0/THYIRw7PvPgBYVMyS7UnczSCEkFrmgP1Ennpa5O13RK69zpGrrhTJZJI7N9KzTUiN4pd9BH5jiLot+3vVF3UWL8n+H1YJ5flWHmXYKJCpBCIUz2b02uZ1jvIa6L2xZz1JCthV8hXacQgrqINBxsxZ2Vaccf905O93Z98tgNDGNgY2r30YSeZOJ4SQaiGTyciF52fcwMfrb4i88GKyy6fYJqSG8UsNB8F9523NZMxZ2a/j9poOxLRecRIPUyCGpfGzRbNHjrAXtlm4yD+bRzmwRecTW/b03DsMajJqUKXPIFjohhBC7GyySUaOO8b7+4YbHVmxIrlgBG0khNQ4QR5e22TIrbfyPo9KixDbepRb/18xf37w+pcuzX1t6lsi2w3Mfb1S0t5tO1Dk/Q9yX0dKwzgVLeN47aNg25+EEEI8TjguI889713fkHv7nDHJnCMptgmpYaJ4eNX/SuSp/+d+HW3UH6e0up76r5uPlSTt9O3rFUmwWWN22tEutvGdOXPClz32Jkc6d5LQyp6F5FInhJBapXXrjFzwM5Gf/8KRfz0scsD+jpsesFAotgmpYaJESU1BjuI1KjUgQKYNlRkDmTeS8lLbouSVgJ9oxsRJbDd4zpFvG2XaFbvvJjL0wo7y4L+WerYbbE5syky2OIf3W/m/sd2RvcQcBBFCCMmfXXfJyN7DHJk4SeTqax255SaRZs0KO7/Ss01IDRPFw2sKcjM1ICYtNmUk8SZcmpMYN+yWmwUkKZqV4SyG1H35As+5LrTVdh+2Vyu54nJMTs24Aht+cDwHTQiFeM/Hu00IIcSfc8dkpF077zycxDwhim1Cahi/jCRBAhypAXXgbUMhHFXYBhMu//g7L6MJhLhuJVHZTZIsWtMQXE+nKCRVyRIZX8ztbg5uvv462rKYWYQQQpJhww0zcuzR3nn59jsdWbu2sGAGbSSE1DhhHl6/SZJqQqR6mL5vZDSpX93gRl4Vc75Ktu3FLIKDiHlSQh6RfZt3/cTRudvezH9u5j1Hbm9Ev03bTlzvNiGEEH+OPFzk34+IfDVX5Kn/ihy8vqx7PlBsE0JiC3L87RdJVb5v2BoQ9Y4DIt9xBHkxi+A4Cbky4K02i9oARP6j+KyRt9wvgwgzixBCSHFo1y7jlm7HxPQHH3Jk5PD8vdu0kRBC8sIvkqrngo47ybFjx/TsjKhiO6zIGCaP9t8i93VU2bRhDmJU3nJbPnS/POmEEEIK56ARIu3bi8yaLfLmlPyXw8g2ISQvIPDMzCSqEA0iAWkrElNKUY582sgTjtL1fvnH8Rq87qgKic81yyyXAQOcHBsJLCQYuCh7TlBedEIIIclGt4f/yEsD+NR/HRmya37nXIptQkjewJetityoSLdKE6iDjBqffCqyZIm9iE21Mep4/22how9URLyKPZgwiUFL9ntNEe+wvOiEEEKS44D9M/Kvhx155VVxq0pCgMeFNhJCSEHoVgabjxueZWQnefDeZjLiwOrf2BhYBHnaw8D3EO02wWDGlhedEEJI8UDWqD59RFavzt9KQrFNCCmqj1sVvAGwS1Q7KFgDe4htWyCTiEq1iL9t4Hvmd9Vkyih50QkhhCRHJpORIetT3k59O78AB20khJDEUGkC4VNWQlu3OZiTAlHCHJUVqwkUrIEFBH520w6iPOm4E6BX5gR7D2sp+++3ttGXjTsC5ja0pWEkhBBSXHbaISP/ftiRd97J7/sU24SQkuTthoA0Jwr26ikycoTIpEnJ5+AuN6i0eedtzeTLLxuy+q1SI5rC+aARnaSuri5HhI8YHi8vOiGEkGQZsKX3jOtUfb0jrVrFOwdTbBNCSoKKduu4JckrMANJFFSlTUSm9eIzupXGJpxtvmyKa0IIKR/duol0aC+ybLnI7Dki3/9evO/Ts00IIQkDewwytTSlSGx6D7YSRK/9oC+bEELS59vedFPv76/yuAvLyDYhxJekcjoHictqZNB22f+b2UXCotU2vzYhhJDyRrfBorr432VkmxBiRXmHH3jIy+2cr2A2q0miJLsOor5+mTkqlUkvNA0wbGXrYSW58eaGnG2qb6u41TcJIYQUjy4beM91dfGvhYxsE0KsJOUdNpdjToScOlVk8ZLq9Kj7VY9UGUrMwjT0axNCSDrZQInt76owsj1t2jQ59dRTZaeddpLBgwfLkUceKU899VSsZdTX18uNN94o+++/v2y77bYydOhQueyyy2ThwoVFazchlY7pHUZ0Np/odlguaEyQnDs3+zUz+l2JRI1O6wKbfm1CCEknbdp417L6+ioT26+//roce+yx8tZbb8mBBx4oRx99tHz77bdy/vnny1133RVpGQ0NDXLmmWfK2LFjpUuXLvLTn/5Utt9+e/nXv/4lRx11lCyqtiS/hCSEl5ou0+gfhnCMaifBZ5RNwpwgCLbe2v693r2952pLAxiELrDVNkfRGzzTr00IIemgxXovyLq1eXxXUsratWvd6DNmgN57772y1VaeqXPMmDFy+OGHy7XXXisHHHCA9FZXZx8effRRmTx5sowcOVKuvvpqd3ng/vvvl9/97ndy3XXXyR/+8IeS9ImQSsNWdlzZSfwmT+p5opVNApk5tt6q6fNAzyWt6NwpN8pdKXToILJsmc9761NGmdgGHcyjTQgh6RXba9dWUWQbUe3Zs2e7IlkJbdCxY0c544wzZM2aNa6QDgMRbHDBBRc0Cm2AKHnfvn3liSeekFWrVhWpF4RUPjZrgzl58tJfN032s4lzJSJROVGJSUS7t+wvMmwvcSO52w6s7Jzb2w+2pwAEptBWE0KnT8++W6DfEVAEvYay8LaJloQQQookttfl8V1JKW+++ab7DH+1iXptypQpgctYvXq1vPfee7LZZpvlRMAhvH/wgx/Igw8+KB988IHrCSeE5GIrEQ6Bl+tP9qLY+Awi2kGebYhDNUnw4088wf3+B+nd+s2awZIW7USsY7rUMLg4cbR3t0AfWOD/Du3rc+4IgKDXFOZES0IIIcnSonn+ke3Uiu2ZM2e6z5uqLOIa3bt3l3bt2smsWbMCl4HIODzb/fr1s76vXse6KLYJ8ce0NpiCWheNiF6b4tz2uaz/3yts63fsILLUx8KRBL03tvvIEZ1HDm308+93Z/epfXuR5UZEG0JbbQ9zQDL1rTWB28jvNf09im1CCCkOSkpuvFEVie1l682PsI3Y6NChgyxdujRwGep9fNZvGfq6bGBSZSVSqe3Oh1rqa1r6e9AI+JDr5dHHVsmESU0icejuHaVLl1bu+3j4MXT3enngoabf7y47t5JnnrVP8T5g/1by0UdrZfYc/9Dysce0lVtvX9n4/4YbZqRD+4zMnOX/nR7dM9KrV3OZN2+dzF8QbMO4+KKO8sSTq2Xq1DWyySbNZdB2LWSnHVvKsL1aNX7myy9XyMefNLVh6O7ZfTr91LZy0Ih2WdsPAlstB//fPW5V1rYE+nayvWZu+0oiDcdyKaml/tZSX9Pe3zS3rZL44R4iH+YZGEqt2CaEpBsIRF1sxv3uh++tL8eluKqw9px7tidki0VYX7H+nDZcFX37WbeJSOTXCCGEpJPUTpBUUWe/6DWi0X5Rb4V63y9yrV73i3wTQgghhBBSlWJb+altvuwFCxbIihUrrH5uHWQbadasWaP/20S97ufpJoQQQgghpCrF9s477+w+I0e2iXpNfcaPNm3ayHbbbSdffvmlzDWS9zqOI6+++qo70XLgwIGJtp0QQgghhJBUi+3ddtvNjUyPHz9ePvqoKUcWbCW33HKLtGzZUg499NDG1+fPny+ff/55ju0E5d0BiuBAYCseeOABmTNnjhx00EGuKCeEEEIIISRpMo6uQFNY2OaUU06RVq1ayYgRI6R9+/by7LPPulHqiy++WE466aTGz15yySVukZsrrrhCDjvssMbXkfrv1FNPdaPhgwcPdqPhSAmI5SD3NoredFWVJ1IIBhpPP/20fPjhh+6jrq5OdtllF7nnnvVJimOw995750T4FX7LrK+vl9tuu03+85//yP/+9z/p3LmzDBs2TH72s59Jt27dUtnXb775xl3OSy+9JF988YV8++23brt32GEH93gaNGhQznfGjh0rN954o+8yJ0yYIH369JG07lswbdo0tx/vvPOOW4G1f//+Mnr0aBk+fLj18xigooIqttPixYtl4403dgew2EYYzBYDzJNAG/H7gx2sR48ebiXYs88+2/19RyFsX4Gf/OQn8qc//Snn/ODHxx9/LGntL9hyyy193/vxj38sV155ZdHWHZUk1gdr33//+195+eWXXQvhd999555ndt11Vzn99NPle9/7Xs53ir1v4/6ubORzHsVnx40bJ5999pn7e8T569xzz5VtttlGikUhfYWUwLlk4sSJ8vbbb8vXX3/tLgN2T3z/xBNPlNatWydybCdFofv2kUcekUsvvdT3few/HLtJr5dUHqnORjJkyBC577775IYbbpCnnnqq8aC88MILIx+U8Gz/7W9/c090jz/+uNx9992ywQYbuCXfcaJLs9AGzz//vNx6663uyRbFeSDICgGTRn/605/mvG4re4+Byplnntk4UNl///3dCyAGKK+99po89NBDiW6/pPoKsXr77bfLJptsIrvvvrvbRrQby8fjmmuu8T1+cHK3bYtOnTpJmvet38D0/PPPl3nz5mUNTAHEEO764L399tvPvSCiSBTENy4EN998c1bF1STAPIvjjz/eHWSgMBXaib/vuusud9333nuv9WJsggEJBJwNHJsYbNmKYYFRo0YVZV8Ws78KHJc4Pk30CrvFWncYSa3v+uuvd8/1OM/vs88+7uT1Tz75xD13P/PMM3LHHXf42geLsW/j/q5s5HMexTULv0Xsc1Q7Xr58uTz55JPu37iG7bjjjon2M4m+YkBx2mmnud/HbxTHAV5Dv//617+65zucm9u2bVvQsZ2mfavAsWprq+1akuR6SQWByDZJL5988onzwQcfOPX19c78+fOd/v37O8cff3xeyxo2bJj7iMq///1vd30XXHCB09DQ0Pj6fffd575+2WWXOWns6zPPPOO88cYbOa9PmTLF2WabbZydd97ZWb16ddZ7N9xwg7u+119/3SkVSfV3zZo1zr777usMHDjQmT59euPrS5Yscfbff3+3z1999VXWd37xi1+468O+VGAfn3/++e7rTzzxhJM0119/vbvsq666Kut1/I/Xb7nlloKWv2DBAmfrrbd2dtlll5z9e/HFF7vrmDNnjlMqkuxv3GOj2Nu6WOt7+OGHnQ8//DDn9fHjx7vLGT58eM57xdq3+fyukjiPfvnll+5xjHVgXQq0AW058MADnXXr1jlp6yvOYzfffLPz3Xff5bx++umnu329/fbbc75XyDWt3PsWxyvaj+dSrpdUHqn1bBOPLbbYwr1tWKzb+kEg8gIuuOCCrCgnoivw0z/xxBOyalVTEY609BWRI0RWTFAlFLf0YJkolm2gHP1FpATWqJEjR2ZFV3AX44wzzpA1a9Zk3WbH7X5ED7EPsS8V2Mc///nP3b8RbUsS3GLG8YQJyWeddVbWe/gfr6vjLV/QR9z9OuSQQ9yoUTkpRX/Tsu4k1wcL4NZbb53zOiKAyBoFS8WiRYukFMT9XSV1HoU1AccxouF6elu0AW3B3KS33nordX3FeQxthkXGfB0WIIC7HGkgqX1bKesl5SfVNhKSPLith5M5/Lq4RbvttttaPcyrV6+W9957z7U3mLfCcMH4wQ9+IA8++KB88MEHFVXqvkWLFlnPJrgYoN+wH+Hijom6xfC3Jsmbb77pPtusE+o1/SL37rvvuscB9qFpFcG+xj6H53LdunXSvHnzRNoILy6OObQH4ksH/8OPitvN8LNutFEetXBF5N///rf7fMQRR/h+5oUXXnBvyUOMb7755u7+LYYwL0Z/lyxZ4v7mYDdScxBsftdSbOtyrE8NSv1+u0nv27i/Kxv5nEfVemGBs60X5298JiwbV6n7GoTaZ37nk6jHdlr7O336dHd+AQZJmNuDY89WtbHY25mkF4rtGgNeXXNCBwQ3srXA46zA6BteQ78c5Op1XGgrRWxjwg7SPXbv3t31hNrApBUdeEB/9atfZWW+SRsqX7wt7zz6CsGj56tXfwftW6TLxPZC5C0JoqwTggx9yUeQTZ061f0uPLG4Y+DHH//4x5ztg0nVe+yxhyRJMfo7Y8YM+c1vfpP1Gtr95z//OWuSXbG3tUkp1od5BJ9++ql7rvLzZSe9b+P+rmzkcx7F31g21mGi2hK23nL0NYiHH37YdwAR59hOa3/NSe3IcDZmzBjXw17M9ZLKgWK7hsAtWkysgdDEjxo//L///e/u5CPMhMbsd7Nyp191TfW6X3XOtIHbc7/4xS/ciC4m2JoRlgEDBrjZK2A/QRYFDEoQKcPkXGQ7wG0+TIJJI2of+FVUxb7SU2Kqv/0+ryL5ftVb86HYx5OKamPisw0ImT333NMV45iMholISCuKidO49X3//fe7Qi6t/cWkKdijIM4Q4YXwxCRWZH/ALXpEBdUxXerfbrHXh+Uj+xTuNl100UUl27dxf1d+bVef9VuGvi71t9/E87DKyvmSRF/9ePHFF93jE5lkbHed4hzbaesvotiXXXaZG5Xu1auXa1HEpFcErzARH5NBTzjhhMTXSyoPiu0SgNRFEHlRwaz6YlS1NDM4wDP2l7/8xf0bghveQqRnqoa+6iCyBMGM23PIwGGLUiMjh3kSRXYFXCCwTZAZwCa209jfYpLG/uIChnRxGED6ZZkxRTgiS4g89ezZ071zcdNNN7n5+9PaX4hNne23397NZIPMQrg1jdSUECyFkJa+6sDLjP2EFJ7I1mBLo5bvviXFB3cksN8gLpFpxmbrKcWxXSwQnNHnByGijesL5uIg/ShSlB5zzDG+1idSO/AIKAEYmSM1VlSQm7aUguyoo45yxTZ8ukpsq5G3XzRKvW5GbNLWVwjtX/7yl26k6+CDD5bf//73sb4P7x3sNUg/hj6nsb9h0S60W5+0pPat3+fhe9U/l0R/8z2eooCUaCtXrnRFV1x/PdKN/eEPf3Dz3dpIY38ViPQiUghBgt+uEiSl/u0Wq6/wO2OC5RtvvOFGODGBLMl9m/TvykY+2yYouhkWGc2XJPpq8v7778vJJ5/sHqdI2Rhk74p6bKe5vzroK+4iw7aICa3Kf17s9ZL0QrFdAvI92ZcKNZFDv9DCq4sTnvKYmajXTeGYpr5CaMOf/thjj7mzvxG5Q5/y2T7w0UHQmYIhDf1V+wBtHDhwYNZ7sMNgv2633XaNrym/YNC+xe1cm7823/5GWafelziobA9BEyP9wO1peIBx+9dGGvsb9tvNd91p6isi2hDar7zyipuTGJk8kt63Sf+ubORzHsXf2BdYh+nbVn5em+e3EJLoqym0YQ/BORi51uN8N+jYTmt/g9qP60Yp10vSCVP/EfdWH9Bny+N2GH70mChnVp1Eqi+M2HHb3jxhpFFow1oAu0w+vj+c/OAhRF9ts8vTgMpKgEloJuo1PXMBvK0Q09iHZgFZ7Gvsc2QDSPLWJy4y8MIjSmVePPE/Xod1J+4EOqRwxIUdkST0Ky6YBIqLnK34RBr7a4JMF0CvblqqdRdrfbrQhmCz+bRLsW/j/q5s5HMeVctE//3Wa0ttWghJ9NUU2shmhIi2LdtVvsd2GvtrA31HhhmAyrylWi9JLxTbVQYmAuK2FWbB6+A1fYStv3711Ve7fx900EFZ78HfDDDZQxdlDzzwgMyZM8f9PC4maeurso5AaP/oRz+Sq666KlBo49YdLoa2iz4mv8BWgeWU23fn119YXRBBg1UGVfsUuFUJryqEte5TR3QeeYuxD7EvFdjH2Nf6vk8KpDlD5BniC5OfdPA/XjfXieMV/YVoyndiJIDgQlVJW7oxePkB7nyktb8YUGDfm0DEQsxg/+L4LGTdaemrso5AaMLSZvp5S7lv4/6ukP4QfTItAnHPo5jIjnMNqkjqy0Ib0BbMI0m6gmRSfYXAhNBGCjxU8YX/Ooi4x3Ya+2sT2rimInqNOQYYiOa7XlI9ZFDZptyNIP7gB46TlhJ/Tz/9tGy44YZZ6axgj1B89dVX7kQ+RHMmTpyYldIOmUcwasZIG7OkcQsTM75xsoMn0rxVC9F66qmnNpYZxnch9FBaFsvH7fsky7Un2VdMTEHECJO4bCJ53333bSwqgOXgf2QswIUM61y4cKEbdUJmA2RvGTduXOKR7aT6G1QCGNE0CBazBDAuHqpcO/yQ8KVjAilycA8bNsy90BejXDsmCyHNF2bvo3gJ8tPi+MK2/+c//5klOuDVxf5DFM9MrQUwmQ/bCoOhl19+2Xf/YDnoPy78uP2OYxY5n/Ed5MYdMmSIm7kiyfLlSfYXohGZcSCwEB3G8Yy7LRCk2EdImYb1FLLuNPUVRT1gn8BcEj8vtop2FnvfxvldqbYj3SAEcyHnUb1cO36fqlw7ztWlLtceta/Y3mgrbDv4Xdoi2vCaI/NVIcd2WvoL4MVWD0zIRd/hM8e1FdlJcNyb6VPjnqtJdUDPdsr59ttvcypKma/pgswPjLAh7jCaRk5iiDuIkx/+8Idy7LHHWpPsw2uIkz4uVphAiZP8Bhts4EYRf/aznyUqtG39yrev6nYtBIBfFgJcxJTYRp+wDWCnQZoqRMVwcYbwRtomZCUpRgQ/qf4CiIr77rvPTVWI6pCILGGQgDSHtgwdiLagSiQu6OgzxDu2yXnnnedeCJIW2gCDH1x8MBjCxQVCCaIKFxdkj4i7jZ9//nn3An/ggQcGDoQwkIBAw+1tfAd3MtAWXCAR9URUNunUYkn2FwMsHJMQshgAQnBhUIYLNTI22DyeSW/rUvVV/XYRscaA2QYEuhLbxd63cX9XNvI5jyJlIX6P//jHP9zUhYh4IsUhfp/IdFEMCu0rtr3yx2Owg4cJ+qSL7XyO7aRIYt/i+EaAAm1H37GfcExi/+HOjG2yYxLrJZUHI9uEEEIIIYQUCXq2CSGEEEIIKRIU24QQQgghhBQJim1CCCGEEEKKBMU2IYQQQgghRYJimxBCCCGEkCJBsU0IIYQQQkiRoNgmhBBCCCGkSFBsE0IIIYQQUiQotgkhhBBCCCkSFNuEkKrnq6++ckt4n3DCCeVuCiGEkBqDYpsQQhICgn7vvffm9iSEENIIxTYhhBBCCCFFgmKbEEIIIYSQItGiWAsmhJA0smzZMrnuuuvkueeek0WLFkmfPn3kqKOOklGjRkmzZtnxh5UrV8q4cePk6aefllmzZrmvbbHFFnLMMcfIj3/848bPPfLII3LppZe6f8+dO9e1kyh22WUXueeee9y/P/roI3niiSfk9ddfl6+//tptS8+ePWWPPfaQM8880/2bEEJIdZFxHMcpdyMIIaTYEyT32WcfGTx4sKxZs0bmzJkjQ4YMcf9+7bXXZNWqVa54vvLKKxu/s3DhQjnxxBPl448/lu7du8vWW28tOF2+8847snTpUjn++OPlsssucz87depU+fe//y2PPvqotGvXTg444IDG5Wy++eZy2mmnuX+ff/758uyzz7pifKONNmoU4BDoWMfDDz9MwU0IIVUGxTYhpGbENoDQvfvuu6Vr167u/7Nnz5bjjjtO5s+fLzfddJPsu+++7usQyC+++KIb8b7oooukVatW7uvffvutnH766fLBBx/I7bffLj/84Q8b14Nl9+7dWyZOnGhtByLa3//+92XDDTdsfK2hoUFuvvlmGTt2rBx22GFyxRVXFHVbEEIIKS30bBNCaoqLL764UWiDTTbZRM466yz373/+85+N0WYI7W233da1hyihDSCU//jHP7p/33///bHWjWi6LrQBrCtnn322G9H2E+mEEEIqF3q2CSE1wwYbbCC77757zusjR46U3/3ud65FBJHmyZMnu68jym36uAEsJbCLvP/++7HbUFdX54rqTz/9VJYsWeKuD6xdu1a+++4794F2EkIIqQ4otgkhNcPGG29sfb1jx47SqVMnV/wuXrzY9VCDv/71r+7Dj/r6+ljrHz9+vOvzXrFihe9nli9fTrFNCCFVBMU2IYQYqGjzjjvu6NpMkgAC/pJLLnH//uUvfyl77bWXax1p06aN+9rRRx/tRtY5Z50QQqoLim1CSM2AdHs2kIIPUW0IX0S4e/Xq1WgjOemkkxJZNzzgyH6C5f30pz/NeR8ZUgghhFQfnCBJCKkZ4IdGqj+TJ5980n1GasDmzZs3+rqRizsOLVu2dL3XNiDmgRLyOlOmTHGznBBCCKk+KLYJITXFn//8Z3eSoh5RRso/gBSAYNCgQa7gfvvtt+X3v/+9G/k2mTFjhrz00ktZr/Xo0cPNz62EtU6/fv3c5//85z9Znu1vvvlGfvvb3ybYQ0IIIWmCebYJITVd1Aa5r1Ep8uCDD5arrrqq8TsQzaeccopMnz7dtZYMGDDAFdMQ3ih087///c/Nwf2rX/2q8TuXX365Wy0SVSm33357ad26tWy22WbucjCZEnm0kYUEBWx22GEHWb16tbzxxhvusgE82xMmTHC/TwghpDqg2CaE1IzYRul0FJC59tpr5fnnn3cj3BC2Rx55pOujhoVEB2L4oYcecm0mn332mVtpEnmy+/bt605wHDFiRJYtBBHra665xhXMCxYscC0lerl2ZDpBdhNExPE+Jkj+6Ec/kjFjxrhFdN58802KbUIIqTIotgkhhBBCCCkS9GwTQgghhBBSJCi2CSGEEEIIKRIU24QQQgghhBQJim1CCCGEEEKKBMU2IYQQQgghRYJimxBCCCGEkCJBsU0IIYQQQkiRoNgmhBBCCCGkSFBsE0IIIYQQUiQotgkhhBBCCCkSFNuEEEIIIYQUCYptQgghhBBCpDj8P57X3OakKXl4AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_pair(\n", " noncentered_trace,\n", " var_names=[\"beta\", \"sigma_b\"],\n", " coords=dict(county=\"AITKIN\"),\n", " marginals=True,\n", " # marginal_kwargs={\"kind\": \"hist\"},\n", ")\n", "ax[1, 0].set_ylim(0, 0.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, we are now fully exploring the support of the posterior. This results in less bias in these parameters." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, constrained_layout=True)\n", "az.plot_posterior(varying_intercept_slope_trace, var_names=[\"sigma_b\"], ax=ax1)\n", "az.plot_posterior(noncentered_trace, var_names=[\"sigma_b\"], ax=ax2)\n", "ax1.set_title(\"Centered (top) and non-centered (bottom)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that `sigma_b` now has a lot of density near zero, which would indicate that counties don't vary that much in their answer to the `floor` \"treatment\". \n", "\n", "This was the problem with the original parameterization: the sampler has difficulty with the geometry of the posterior distribution when the values of the slope random effects are so different for standard deviations very close to zero compared to when they are positive. However, even with the non-centered model the sampler is not that comfortable with `sigma_b`: in fact if you look at the estimates with `az.summary` you'll see that the number of effective samples is quite low for `sigma_b`.\n", "\n", "Also note that `sigma_a` is not that big either -- i.e counties do differ in their baseline radon levels, but not by a lot. However we don't have that much of a problem to sample from this distribution because it's much narrower than `sigma_b` and doesn't get dangerously close to 0." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
sigma_a0.3240.0450.2430.4110.0020.001787.0811.01.00
sigma_b0.2780.1070.0920.4530.0090.003123.0203.01.02
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "sigma_a 0.324 0.045 0.243 0.411 0.002 0.001 787.0 \n", "sigma_b 0.278 0.107 0.092 0.453 0.009 0.003 123.0 \n", "\n", " ess_tail r_hat \n", "sigma_a 811.0 1.00 \n", "sigma_b 203.0 1.02 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(varying_intercept_slope_trace, var_names=[\"sigma_a\", \"sigma_b\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To wrap up this model, let's plot the relationship between radon and floor for each county:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xvals = xr.DataArray([0, 1], dims=\"Level\", coords={\"Level\": [\"Basement\", \"Floor\"]})\n", "post = noncentered_trace.posterior # alias for readability\n", "theta = (\n", " (post.alpha + post.beta * xvals).mean(dim=(\"chain\", \"draw\")).to_dataset(name=\"Mean log radon\")\n", ")\n", "\n", "_, ax = plt.subplots()\n", "theta.plot.scatter(x=\"Level\", y=\"Mean log radon\", alpha=0.2, color=\"k\", ax=ax) # scatter\n", "ax.plot(xvals, theta[\"Mean log radon\"].T, \"k-\", alpha=0.2)\n", "# add lines too\n", "ax.set_title(\"MEAN LOG RADON BY COUNTY\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This, while both the intercept and the slope vary by county, there is far less variation in the slope. \n", "\n", "But wait, there is more! We can (and maybe should) take into account the covariation between intercepts and slopes: when baseline radon is low in a given county, maybe that means the difference between floor and basement measurements will decrease -- because there isn't that much radon anyway. That would translate into a positive correlation between `alpha` and `beta`, and adding that into our model would make even more efficient use the available data. \n", "\n", "To model this correlation, we'll use a multivariate Normal distribution instead of two different Normals for `alpha` and `beta`. This simply means that each county's parameters come from a common distribution with mean `mu_alpha` for intercepts and `mu_beta` for slopes, and slopes and intercepts co-vary according to the covariance matrix `S`. In mathematical form:\n", "\n", "$$y \\sim Normal(\\theta, \\sigma)$$\n", "\n", "$$\\theta = \\alpha + \\beta \\times floor$$\n", "\n", "$$\\begin{bmatrix} \\alpha \\\\ \\beta \\end{bmatrix} \\sim MvNormal(\\begin{bmatrix} \\mu_{\\alpha} \\\\ \\mu_{\\beta} \\end{bmatrix}, \\Sigma)$$\n", "\n", "$$\\Sigma = \\begin{pmatrix} \\sigma_{\\alpha} & 0 \\\\ 0 & \\sigma_{\\beta} \\end{pmatrix}\n", " P\n", " \\begin{pmatrix} \\sigma_{\\alpha} & 0 \\\\ 0 & \\sigma_{\\beta} \\end{pmatrix}$$\n", " \n", "where $\\alpha$ and $\\beta$ are the mean intercept and slope respectively, $\\sigma_{\\alpha}$ and $\\sigma_{\\beta}$ represent the variation in intercepts and slopes respectively, and $P$ is the correlation matrix of intercepts and slopes. In this case, as their is only one slope, $P$ contains only one relevant figure: the correlation between $\\alpha$ and $\\beta$.\n", "\n", "This translates quite easily in PyMC:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "coords[\"param\"] = [\"alpha\", \"beta\"]\n", "coords[\"param_bis\"] = [\"alpha\", \"beta\"]\n", "with pm.Model(coords=coords) as covariation_intercept_slope:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # prior stddev in intercepts & slopes (variation across counties):\n", " sd_dist = pm.Exponential.dist(0.5, shape=(2,))\n", "\n", " # get back standard deviations and rho:\n", " chol, corr, stds = pm.LKJCholeskyCov(\"chol\", n=2, eta=2.0, sd_dist=sd_dist)\n", "\n", " # prior for average intercept:\n", " mu_alpha_beta = pm.Normal(\"mu_alpha\", mu=0.0, sigma=5.0, shape=2)\n", " # prior for average slope:\n", " mu_beta = pm.Normal(\"mu_beta\", mu=0.0, sigma=1.0)\n", " # population of varying effects:\n", " alpha_beta_county = pm.MvNormal(\n", " \"alpha_beta_county\", mu=mu_alpha_beta, chol=chol, dims=(\"county\", \"param\")\n", " )\n", "\n", " # Expected value per county:\n", " theta = alpha_beta_county[county_idx, 0] + alpha_beta_county[county_idx, 1] * floor_idx\n", " # Model error:\n", " sigma = pm.Exponential(\"sigma\", 1.0)\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is by far the most complex model we've done so far, so the model code is correspondingly complex. The main complication is the use of a `LKJCholeskyCov` distribution for the covariance matrix. This is a Cholesky decomposition of the covariance matrix that allows it to sample more easily.\n", "\n", "As you may expect, we also want to non-center the random effects here. This again results in a `Deterministic` operation that here multiplies the covariance with independent standard normals." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [chol, mu_alpha_beta, z, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "91b58bd4d93d48eca08a022daef62748", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 3_000 tune and 1_000 draw iterations (12_000 + 4_000 draws total) took 24 seconds.\n"
     ]
    }
   ],
   "source": [
    "coords[\"param\"] = [\"alpha\", \"beta\"]\n",
    "coords[\"param_bis\"] = [\"alpha\", \"beta\"]\n",
    "with pm.Model(coords=coords) as covariation_intercept_slope:\n",
    "    floor_idx = pm.Data(\"floor_idx\", floor_measure, dims=\"obs_id\")\n",
    "    county_idx = pm.Data(\"county_idx\", county, dims=\"obs_id\")\n",
    "\n",
    "    # prior stddev in intercepts & slopes (variation across counties):\n",
    "    sd_dist = pm.Exponential.dist(0.5, shape=(2,))\n",
    "\n",
    "    # get back standard deviations and rho:\n",
    "    chol, corr, stds = pm.LKJCholeskyCov(\"chol\", n=2, eta=2.0, sd_dist=sd_dist)\n",
    "\n",
    "    # priors for average intercept and slope:\n",
    "    mu_alpha_beta = pm.Normal(\"mu_alpha_beta\", mu=0.0, sigma=5.0, shape=2)\n",
    "\n",
    "    # population of varying effects:\n",
    "    z = pm.Normal(\"z\", 0.0, 1.0, dims=(\"param\", \"county\"))\n",
    "    alpha_beta_county = pm.Deterministic(\n",
    "        \"alpha_beta_county\", pt.dot(chol, z).T, dims=(\"county\", \"param\")\n",
    "    )\n",
    "\n",
    "    # Expected value per county:\n",
    "    theta = (\n",
    "        mu_alpha_beta[0]\n",
    "        + alpha_beta_county[county_idx, 0]\n",
    "        + (mu_alpha_beta[1] + alpha_beta_county[county_idx, 1]) * floor_idx\n",
    "    )\n",
    "\n",
    "    # Model error:\n",
    "    sigma = pm.Exponential(\"sigma\", 1.0)\n",
    "\n",
    "    y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")\n",
    "\n",
    "    covariation_intercept_slope_trace = pm.sample(\n",
    "        1000,\n",
    "        tune=3000,\n",
    "        target_accept=0.95,\n",
    "        idata_kwargs={\"dims\": {\"chol_stds\": [\"param\"], \"chol_corr\": [\"param\", \"param_bis\"]}},\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(\n", " covariation_intercept_slope_trace,\n", " var_names=[\"~z\", \"~chol\", \"~chol_corr\"],\n", " compact=True,\n", " chain_prop={\"ls\": \"-\"},\n", ");" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(\n", " covariation_intercept_slope_trace,\n", " var_names=\"chol_corr\",\n", " lines=[(\"chol_corr\", {}, 0.0)],\n", " compact=True,\n", " chain_prop={\"ls\": \"-\"},\n", " coords={\n", " \"param\": xr.DataArray([\"alpha\"], dims=[\"pointwise_sel\"]),\n", " \"param_bis\": xr.DataArray([\"beta\"], dims=[\"pointwise_sel\"]),\n", " },\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the correlation between slopes and intercepts seems to be negative: when the county intercept increases, the county slope tends to decrease. In other words, when basement radon in a county gets bigger, the difference with floor radon tends to get bigger too (because floor readings get smaller while basement readings get bigger). But again, the uncertainty is wide that it's possible the correlation goes the other way around or is simply close to zero. \n", "\n", "And how much variation is there across counties? It's not easy to read `sigma_ab` above, so let's do a forest plot and compare the estimates with the model that doesn't include the covariation between slopes and intercepts:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_forest(\n", " [varying_intercept_slope_trace, covariation_intercept_slope_trace],\n", " model_names=[\"No covariation\", \"With covariation\"],\n", " var_names=[\"mu_a\", \"mu_b\", \"mu_alpha_beta\", \"sigma_a\", \"sigma_b\", \"chol_stds\", \"chol_corr\"],\n", " combined=True,\n", " figsize=(8, 6),\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimates are very close to each other, both for the means and the standard deviations. But remember, the information given by the correlation is only seen at the county level: in theory it uses even more information from the data to get an even more informed pooling of information for all county parameters. So let's visually compare estimates of both models at the county level:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# posterior means of covariation model:\n", "a_county_cov = (\n", " covariation_intercept_slope_trace.posterior[\"mu_alpha_beta\"][..., 0]\n", " + covariation_intercept_slope_trace.posterior[\"alpha_beta_county\"].sel(param=\"alpha\")\n", ").mean(dim=(\"chain\", \"draw\"))\n", "b_county_cov = (\n", " covariation_intercept_slope_trace.posterior[\"mu_alpha_beta\"][..., 1]\n", " + covariation_intercept_slope_trace.posterior[\"alpha_beta_county\"].sel(param=\"beta\")\n", ").mean(dim=(\"chain\", \"draw\"))\n", "\n", "# plot both and connect with lines\n", "avg_a_county = noncentered_trace.posterior[\"alpha\"].mean(dim=(\"chain\", \"draw\"))\n", "avg_b_county = noncentered_trace.posterior[\"beta\"].mean(dim=(\"chain\", \"draw\"))\n", "plt.scatter(avg_a_county, avg_b_county, label=\"No cov estimates\", alpha=0.6)\n", "plt.scatter(\n", " a_county_cov,\n", " b_county_cov,\n", " facecolors=\"none\",\n", " edgecolors=\"k\",\n", " lw=1,\n", " label=\"With cov estimates\",\n", " alpha=0.8,\n", ")\n", "plt.plot([avg_a_county, a_county_cov], [avg_b_county, b_county_cov], \"k-\", alpha=0.5)\n", "plt.xlabel(\"Intercept\")\n", "plt.ylabel(\"Slope\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The negative correlation is somewhat clear here: when the intercept increases, the slope decreases. So we understand why the model put most of the posterior weight into negative territory for the correlation term. Nevertheless, the model gives a non-trivial posterior probability to the possibility that the correlation could in fact be zero or positive.\n", "\n", "Interestingly, the differences between both models occur at extreme slope and intercept values. This is because the second model used the slightly negative correlation between intercepts and slopes to adjust their estimates: when intercepts are *larger* (smaller) than average, the model pushes *down* (up) the associated slopes.\n", "\n", "Globally, there is a lot of agreement here: modeling the correlation didn’t change inference that much. We already saw that radon levels tended to be lower in floors than basements, and when we checked the posterior distributions of the average effects (`alpha` and `beta`) and standard deviations, we noticed that they were almost identical. But on average the model with covariation will be more accurate -- because it squeezes additional information from the data, to shrink estimates in both dimensions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding group-level predictors\n", "\n", "A primary strength of multilevel models is the ability to handle predictors on multiple levels simultaneously. If we consider the varying-intercepts model above:\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_{i} + \\epsilon_i$$\n", "\n", "we may, instead of a simple random effect to describe variation in the expected radon value, specify another regression model with a county-level covariate. Here, we use the county uranium reading $u_j$, which is thought to be related to radon levels:\n", "\n", "$$\\alpha_j = \\gamma_0 + \\gamma_1 u_j + \\zeta_j$$\n", "\n", "$$\\zeta_j \\sim N(0, \\sigma_{\\alpha}^2)$$\n", "\n", "Thus, we are now incorporating a house-level predictor (floor or basement) as well as a county-level predictor (uranium).\n", "\n", "Note that the model has both indicator variables for each county, plus a county-level covariate. In classical regression, this would result in collinearity. In a multilevel model, the partial pooling of the intercepts towards the expected value of the group-level linear model avoids this.\n", "\n", "Group-level predictors also serve to reduce group-level variation, $\\sigma_{\\alpha}$ (here it would be the variation across counties, `sigma_a`). An important implication of this is that the group-level estimate induces stronger pooling -- by definition, a smaller $\\sigma_{\\alpha}$ means a stronger shrinkage of counties parameters towards the overall state mean. \n", "\n", "This is fairly straightforward to implement in PyMC -- we just add another level:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as hierarchical_intercept:\n", " # Priors\n", " sigma_a = pm.HalfCauchy(\"sigma_a\", 5)\n", "\n", " # County uranium model\n", " gamma_0 = pm.Normal(\"gamma_0\", mu=0.0, sigma=10.0)\n", " gamma_1 = pm.Normal(\"gamma_1\", mu=0.0, sigma=10.0)\n", "\n", " # Uranium model for intercept\n", " mu_a = pm.Deterministic(\"mu_a\", gamma_0 + gamma_1 * u)\n", " # County variation not explained by uranium\n", " epsilon_a = pm.Normal(\"epsilon_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + sigma_a * epsilon_a, dims=\"county\")\n", "\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10.0)\n", "\n", " # Model error\n", " sigma_y = pm.Uniform(\"sigma_y\", lower=0, upper=100)\n", "\n", " # Expected value\n", " y_hat = alpha[county] + beta * floor_measure\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster85\n", "\n", "85\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "cluster919\n", "\n", "919\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Halfcauchy\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "gamma_0\n", "\n", "gamma_0\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "gamma_0->mu_a\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Uniform\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "gamma_1\n", "\n", "gamma_1\n", "~\n", "Normal\n", "\n", "\n", "\n", "gamma_1->mu_a\n", "\n", "\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "epsilon_a\n", "\n", "epsilon_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "epsilon_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(hierarchical_intercept)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do you see the new level, with `sigma_a` and `gamma`, which is two-dimensional because it contains the linear model for `a_county`?" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma_a, gamma_0, gamma_1, epsilon_a, beta, sigma_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3094ad6e7f804e6fb65a511ed3468e47", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 3 seconds.\n"
     ]
    }
   ],
   "source": [
    "with hierarchical_intercept:\n",
    "    hierarchical_intercept_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uranium = u\n", "post = hierarchical_intercept_trace.posterior.assign_coords(uranium=uranium)\n", "avg_a = post[\"mu_a\"].mean(dim=(\"chain\", \"draw\")).values[np.argsort(uranium)]\n", "avg_a_county = post[\"alpha\"].mean(dim=(\"chain\", \"draw\"))\n", "avg_a_county_hdi = az.hdi(post, var_names=\"alpha\")[\"alpha\"]\n", "\n", "_, ax = plt.subplots()\n", "ax.plot(uranium[np.argsort(uranium)], avg_a, \"k--\", alpha=0.6, label=\"Mean intercept\")\n", "az.plot_hdi(\n", " uranium,\n", " post[\"alpha\"],\n", " fill_kwargs={\"alpha\": 0.1, \"color\": \"k\", \"label\": \"Mean intercept HPD\"},\n", " ax=ax,\n", ")\n", "ax.scatter(uranium, avg_a_county, alpha=0.8, label=\"Mean county-intercept\")\n", "ax.vlines(\n", " uranium,\n", " avg_a_county_hdi.sel(hdi=\"lower\"),\n", " avg_a_county_hdi.sel(hdi=\"higher\"),\n", " alpha=0.5,\n", " color=\"orange\",\n", ")\n", "plt.xlabel(\"County-level uranium\")\n", "plt.ylabel(\"Intercept estimate\")\n", "plt.legend(fontsize=9);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uranium is indeed strongly associated with baseline radon levels in each county. The graph above shows the average relationship and its uncertainty: the baseline radon level in an average county as a function of uranium, as well as the 94% HPD of this radon level (dashed line and envelope). The blue points and orange bars represent the relationship between baseline radon and uranium, but now for each county. As you see, the uncertainty is bigger now, because it adds on top of the average uncertainty -- each county has its idyosyncracies after all.\n", "\n", "If we compare the county-intercepts for this model with those of the partial-pooling model without a county-level covariate:The standard errors on the intercepts are narrower than for the partial-pooling model without a county-level covariate." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labeller = az.labels.mix_labellers((az.labels.NoVarLabeller, az.labels.NoModelLabeller))\n", "ax = az.plot_forest(\n", " [varying_intercept_trace, hierarchical_intercept_trace],\n", " model_names=[\"W/t. county pred.\", \"With county pred.\"],\n", " var_names=[\"alpha\"],\n", " combined=True,\n", " figsize=(6, 40),\n", " textsize=9,\n", " labeller=labeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the compatibility intervals are narrower for the model including the county-level covariate. This is expected, as the effect of a covariate is to reduce the variation in the outcome variable -- provided the covariate is of predictive value. More importantly, with this model we were able to squeeze even more information out of the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlations among levels\n", "\n", "In some instances, having predictors at multiple levels can reveal correlation between individual-level variables and group residuals. We can account for this by including the average of the individual predictors as a covariate in the model for the group intercept.\n", "\n", "$$\\alpha_j = \\gamma_0 + \\gamma_1 u_j + \\gamma_2 \\bar{x} + \\zeta_j$$\n", "\n", "These are broadly referred to as ***contextual effects***.\n", "\n", "To add these effects to our model, let's create a new variable containing the mean of `floor` in each county and add that to our previous model:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# Create new variable for mean of floor across counties\n", "avg_floor_data = srrs_mn.groupby(\"county\")[\"floor\"].mean().values" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as contextual_effect:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure)\n", " county_idx = pm.Data(\"county_idx\", county)\n", " y = pm.Data(\"y\", log_radon)\n", "\n", " # Priors\n", " sigma_a = pm.HalfCauchy(\"sigma_a\", 5)\n", "\n", " # County uranium model for slope\n", " gamma = pm.Normal(\"gamma\", mu=0.0, sigma=10, shape=3)\n", "\n", " # Uranium model for intercept\n", " mu_a = pm.Deterministic(\"mu_a\", gamma[0] + gamma[1] * u + gamma[2] * avg_floor_data)\n", "\n", " # County variation not explained by uranium\n", " epsilon_a = pm.Normal(\"epsilon_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + sigma_a * epsilon_a)\n", "\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10)\n", "\n", " # Model error\n", " sigma_y = pm.Uniform(\"sigma_y\", lower=0, upper=100)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=y)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma_a, gamma, epsilon_a, beta, sigma_y]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ae1df9d8d14945c19d153589f8369ff4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 4 seconds.\n"
     ]
    }
   ],
   "source": [
    "with contextual_effect:\n",
    "    contextual_effect_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
gamma[0]1.430.051.341.520.00.03750.772696.531.0
gamma[1]0.700.090.530.860.00.04751.863004.431.0
gamma[2]0.400.190.040.750.00.04685.153257.291.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "gamma[0] 1.43 0.05 1.34 1.52 0.0 0.0 3750.77 2696.53 \n", "gamma[1] 0.70 0.09 0.53 0.86 0.0 0.0 4751.86 3004.43 \n", "gamma[2] 0.40 0.19 0.04 0.75 0.0 0.0 4685.15 3257.29 \n", "\n", " r_hat \n", "gamma[0] 1.0 \n", "gamma[1] 1.0 \n", "gamma[2] 1.0 " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(contextual_effect_trace, var_names=\"gamma\", round_to=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might infer from this that counties with higher proportions of houses without basements tend to have higher baseline levels of radon. This seems to be new, as up to this point we saw that `floor` was *negatively* associated with radon levels. But remember this was at the household-level: radon tends to be higher in houses with basements. But at the county-level it seems that the less basements on average in the county, the more radon. So it's not that contradictory. What's more, the estimate for $\\gamma_2$ is quite uncertain and overlaps with zero, so it's possible that the relationship is not that strong. And finally, let's note that $\\gamma_2$ estimates something else than uranium's effect, as this is already taken into account by $\\gamma_1$ -- it answers the question \"once we know uranium level in the county, is there any value in learning about the proportion of houses without basements?\".\n", "\n", "All of this is to say that we shouldn't interpret this causally: there is no credible mechanism by which a basement (or absence thereof) *causes* radon emissions. More probably, our causal graph is missing something: a confounding variable, one that influences both basement construction and radon levels, is lurking somewhere in the dark... Perhaps is it the type of soil, which might influence what type of structures are built *and* the level of radon? Maybe adding this to our model would help with causal inference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction\n", "\n", "{cite:t}`gelman2006multilevel` used cross-validation tests to check the prediction error of the unpooled, pooled, and partially-pooled models\n", "\n", "**root mean squared cross-validation prediction errors**:\n", "\n", "* unpooled = 0.86\n", "* pooled = 0.84\n", "* multilevel = 0.79\n", "\n", "There are two types of prediction that can be made in a multilevel model:\n", "\n", "1. a new individual within an existing group\n", "2. a new individual within a new group\n", "\n", "For example, if we wanted to make a prediction for a new house with no basement in St. Louis and Kanabec counties, we just need to sample from the radon model with the appropriate intercept." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is, \n", "\n", "$$\\tilde{y}_i \\sim N(\\alpha_{69} + \\beta (x_i=1), \\sigma_y^2)$$\n", "\n", "Because we judiciously set the county index and floor values as shared variables earlier, we can modify them directly to the desired values (69 and 1 respectively) and sample corresponding posterior predictions, without having to redefine and recompile our model. Using the model just above:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [y_like]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0bb61548cd944d2e9848b72e61d956bb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prediction_coords = {\"obs_id\": [\"ST LOUIS\", \"KANABEC\"]}\n",
    "with contextual_effect:\n",
    "    pm.set_data({\"county_idx\": np.array([69, 31]), \"floor_idx\": np.array([1, 1]), \"y\": np.ones(2)})\n",
    "    stl_pred = pm.sample_posterior_predictive(contextual_effect_trace.posterior)\n",
    "\n",
    "contextual_effect_trace.extend(stl_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(contextual_effect_trace, group=\"posterior_predictive\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prediction for a house within a new county is a little trickier. It is actually easier to create a new model to work with, **but use the trace from the original model for posterior predictive sampling**. \n", "\n", "How can this work?\n", "\n", "First, consider how posterior predictive sampling works in PyMC: samples are drawn not from the distributions themselves, but from the set of samples in the trace. Therefore, we can take the trace from the original model, and use it to sample posterior predictions from a new model that has the same variables.\n", "\n", "The variables in the new model need only have the same name as the original -- to reinforce this, we will use `pm.Flat` variables as placeholders in this example. The only variables we actually need are the ones that need to be resampled for a new county.\n", "\n", "We don't even need `Data` here; we can use raw data, since we are just creating this model to get posterior predictions for houses in this notional new county." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [mu_new, y_new]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "36014a87a54d4fe38006f7ffb97a142a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pm.Model() as new_county_house:\n",
    "\n",
    "    # New data\n",
    "    u_new = np.array([-0.2, 0.3])\n",
    "    xbar = np.array([0.5, 0.8])\n",
    "    floor_idx = np.array([1, 0])\n",
    "\n",
    "    # Placeholders for variables already in the trace\n",
    "    sigma_a = pm.Flat(\"sigma_a\")\n",
    "    gamma = pm.Flat(\"gamma\", shape=3)\n",
    "    beta = pm.Flat(\"beta\")\n",
    "    sigma_y = pm.Flat(\"sigma_y\")\n",
    "\n",
    "    # Calculate new county expected value\n",
    "    mu_a_new = pm.Deterministic(\"mu_a_new\", gamma[0] + gamma[1] * u_new + gamma[2] * xbar)\n",
    "\n",
    "    # Sample from the county intercept distribution\n",
    "    mu_new = pm.Normal(\"mu_new\", mu_a_new, sigma_a)\n",
    "\n",
    "    # Expected value for houses in new county\n",
    "    alpha_new = mu_new + beta * floor_idx\n",
    "\n",
    "    y_new = pm.Normal(\"y_new\", mu=alpha_new, sigma=sigma_y)\n",
    "\n",
    "    pp_new = pm.sample_posterior_predictive(contextual_effect_trace, var_names=[\"y_new\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(pp_new, group=\"posterior_predictive\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Benefits of Multilevel Models\n", "\n", "- Accounting for natural hierarchical structure of observational data.\n", "\n", "- Estimation of coefficients for (under-represented) groups.\n", "\n", "- Incorporating individual- and group-level information when estimating group-level coefficients.\n", "\n", "- Allowing for variation among individual-level coefficients across groups.\n", "\n", "As an alternative approach to hierarchical modeling for this problem, check out a [geospatial approach](https://www.pymc-labs.io/blog-posts/spatial-gaussian-process-01/) to modeling radon levels.\n", "\n", "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", "\n", "mcelreath2018statistical\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "* Authored by Chris Fonnesbeck in May, 2017 ([pymc#2124](https://github.com/pymc-devs/pymc/pull/2124))\n", "* Updated by Colin Carroll in June, 2018 ([pymc#3049](https://github.com/pymc-devs/pymc/pull/3049))\n", "* Updated by Alex Andorra in January, 2020 ([pymc#3765](https://github.com/pymc-devs/pymc/pull/3765))\n", "* Updated by Oriol Abril in June, 2020 ([pymc#3963](https://github.com/pymc-devs/pymc/pull/3963))\n", "* Updated by Farhan Reynaldo in November 2021 ([pymc-examples#246](https://github.com/pymc-devs/pymc-examples/pull/246))\n", "* Updated by Chris Fonnesbeck in Februry 2022 ([pymc-examples#285](https://github.com/pymc-devs/pymc-examples/pull/285))\n", "* Updated by Chris Fonnesbeck in November 2022 ([pymc-examples#468](https://github.com/pymc-devs/pymc-examples/pull/468))\n", "* Updated by Oriol Abril in November 2022 ([pymc-examples#473](https://github.com/pymc-devs/pymc-examples/pull/473))\n", "* Updated by Chris Fonnesbeck in November 2025 ([pymc-examples#821](https://github.com/pymc-devs/pymc-examples/pull/821))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Thu Nov 27 2025\n", "\n", "Python implementation: CPython\n", "Python version : 3.13.9\n", "IPython version : 9.7.0\n", "\n", "pytensor : 2.31.7\n", "pymc : 5.25.1\n", "arviz : 0.22.0\n", "pandas : 2.3.3\n", "matplotlib: 3.10.6\n", "xarray : 2025.9.0\n", "numpy : 2.3.3\n", "seaborn : 0.13.2\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "default", "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": "3.13.9" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 } }, "nbformat": 4, "nbformat_minor": 2 }