diff --git a/notebooks/DFM_Example_(Coincident_Index).ipynb b/notebooks/DFM_Example_(Coincident_Index).ipynb new file mode 100644 index 000000000..c12b8fd34 --- /dev/null +++ b/notebooks/DFM_Example_(Coincident_Index).ipynb @@ -0,0 +1,2107 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "38b78324", + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from pandas_datareader.data import DataReader\n", + "from statsmodels.tsa.statespace.dynamic_factor import DynamicFactor\n", + "import datetime\n", + "from statsmodels.tsa.stattools import adfuller\n", + "import statsmodels.api as sm\n", + "import arviz as az\n", + "import pytensor.tensor as pt\n", + "import pymc as pm\n", + "import pytensor\n", + "\n", + "from pymc_extras.statespace.core.statespace import PyMCStateSpace\n", + "from pymc_extras.statespace.utils.constants import ALL_STATE_AUX_DIM, ALL_STATE_DIM\n", + "from pymc_extras.statespace.models.DFM import BayesianDynamicFactor" + ] + }, + { + "cell_type": "markdown", + "id": "5e493d5f", + "metadata": {}, + "source": [ + "# Introduction \n", + "\n", + "This notebook implements a **Dynamic Factor Model (DFM)** to construct a macroeconomic coincident index, capturing the common component of the *business cycle*. The implementation is inspired by the [Statsmodels example](https://www.statsmodels.org/dev/examples/notebooks/generated/statespace_dfm_coincident.html) and leverages the `pymc_extras.statespace` package for building the DFM. \n" + ] + }, + { + "cell_type": "markdown", + "id": "616ab7d6", + "metadata": {}, + "source": [ + "# Data \n", + "\n", + "We will use a dataset of four key macroeconomic variables from the [FRED database](https://fred.stlouisfed.org/): \n", + "\n", + "- **Industrial Production** (`IPMAN`) \n", + "- **Real Aggregate Income** (excluding transfer payments, `W875RX1`) \n", + "- **Manufacturing and Trade Sales** (`CMRMTSPL`) \n", + "- **Employees on Non-Farm Payrolls** (`PAYEMS`) " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "052712a7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " indprod income sales emp\n", + "DATE \n", + "1979-01-01 47.1722 5248.7 561382.192 88808\n", + "1979-02-01 47.3093 5278.5 558729.039 89055\n", + "1979-03-01 47.5389 5294.3 574897.892 89479\n", + "1979-04-01 46.7402 5242.7 559387.521 89417\n", + "1979-05-01 47.3949 5227.5 571771.305 89789\n" + ] + } + ], + "source": [ + "# Download the data\n", + "# Series: INDPRO, PAYEMS, MANEMP, and RRSFS\n", + "# Monthly data from 1959-01 to 2020-12\n", + "start = datetime.datetime(1979, 1, 1)\n", + "end = datetime.datetime(2014, 12, 31)\n", + "\n", + "indprod = DataReader(\"IPMAN\", \"fred\", start=start, end=end)\n", + "income = DataReader(\"W875RX1\", \"fred\", start=start, end=end)\n", + "sales = DataReader(\"CMRMTSPL\", \"fred\", start=start, end=end)\n", + "emp = DataReader(\"PAYEMS\", \"fred\", start=start, end=end)\n", + "\n", + "data = pd.concat((indprod, income, sales, emp), axis=1)\n", + "data.columns = [\"indprod\", \"income\", \"sales\", \"emp\"]\n", + "data.index.freq = data.index.inferred_freq\n", + "\n", + "print(data.head())" + ] + }, + { + "cell_type": "markdown", + "id": "f9baf2c0", + "metadata": {}, + "source": [ + "### Plotting the time series\n", + "The plot below clearly shows that the time series are not stationary; the **Augmented Dickey-Fuller (ADF) test** (here omitted for brevity) confirmed our visual intuitions. \n", + "To address this, we should apply appropriate transformations to achieve stationarity before modeling." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c1e4ec83", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.loc[:, \"indprod\":\"emp\"].plot(subplots=True, layout=(2, 2), figsize=(15, 6));" + ] + }, + { + "cell_type": "markdown", + "id": "be4e0163", + "metadata": {}, + "source": [ + "## Stationarity Analysis and Data Transformation\n", + "Applying Log-Differencing and Standardization" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7bfa2550", + "metadata": {}, + "outputs": [], + "source": [ + "# Create log-differenced series\n", + "data[\"dln_indprod\"] = (np.log(data.indprod)).diff() * 100\n", + "data[\"dln_income\"] = (np.log(data.income)).diff() * 100\n", + "data[\"dln_sales\"] = (np.log(data.sales)).diff() * 100\n", + "data[\"dln_emp\"] = (np.log(data.emp)).diff() * 100\n", + "\n", + "# De-mean and standardize\n", + "data[\"std_indprod\"] = (data[\"dln_indprod\"] - data[\"dln_indprod\"].mean()) / data[\"dln_indprod\"].std()\n", + "data[\"std_income\"] = (data[\"dln_income\"] - data[\"dln_income\"].mean()) / data[\"dln_income\"].std()\n", + "data[\"std_sales\"] = (data[\"dln_sales\"] - data[\"dln_sales\"].mean()) / data[\"dln_sales\"].std()\n", + "data[\"std_emp\"] = (data[\"dln_emp\"] - data[\"dln_emp\"].mean()) / data[\"dln_emp\"].std()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c8edcbd1", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the endogenous data\n", + "endog = data.loc[\"1979-02-01\":, \"std_indprod\":\"std_emp\"]" + ] + }, + { + "cell_type": "markdown", + "id": "9bfd92c0", + "metadata": {}, + "source": [ + "As noted in the reference notebook, following the findings of *Stock and Watson (1991)*, stationarity can be achieved by applying a **log transformation** to the series and then taking their **first differences**. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "5d2bf7e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "endog.loc[:, \"std_indprod\":\"std_emp\"].plot(subplots=True, layout=(2, 2), figsize=(15, 6));" + ] + }, + { + "cell_type": "markdown", + "id": "e7dae3e2", + "metadata": {}, + "source": [ + "The transformed time series now appear standardized and **stationary**. Notably, the standardized Income series exhibits particularly large spikes. All series display **substantial volatility**, which may correspond to periods of **financial stress** (for instance, the 2008–2009 financial crisis)." + ] + }, + { + "cell_type": "markdown", + "id": "80a91a52", + "metadata": {}, + "source": [ + "### Augmented Dickey-Fuller (ADF) test for stationarity" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ad873282", + "metadata": {}, + "outputs": [], + "source": [ + "def make_var_names(var, n_lags, reg):\n", + " names = [f\"L1.{var}\"]\n", + " for lag in range(1, n_lags + 1):\n", + " names.append(f\"D{lag}L1.{var}\")\n", + " if reg != \"n\":\n", + " names.append(\"Constant\")\n", + " if \"t\" in reg:\n", + " names.append(\"Trend\")\n", + "\n", + " return names" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "0c6c4ebc", + "metadata": {}, + "outputs": [], + "source": [ + "def ADF_test_summary(df, maxlag=None, autolag=\"BIC\", missing=\"error\"):\n", + " if missing == \"error\":\n", + " if df.isna().any().any():\n", + " raise ValueError(\n", + " \"df has missing data; handle it or pass missing='drop' to automatically drop it.\"\n", + " )\n", + "\n", + " if isinstance(df, pd.Series):\n", + " df = df.to_frame()\n", + "\n", + " for series in df.columns:\n", + " data = df[series].copy()\n", + " if missing == \"drop\":\n", + " data.dropna(inplace=True)\n", + "\n", + " print(series.center(110))\n", + " print((\"=\" * 110))\n", + " line = (\n", + " \"Specification\"\n", + " + \" \" * 15\n", + " + \"Coeff\"\n", + " + \" \" * 10\n", + " + \"Statistic\"\n", + " + \" \" * 5\n", + " + \"P-value\"\n", + " + \" \" * 6\n", + " + \"Lags\"\n", + " + \" \" * 6\n", + " + \"1%\"\n", + " )\n", + " line += \" \" * 10 + \"5%\" + \" \" * 8 + \"10%\"\n", + " print(line)\n", + " print((\"-\" * 110))\n", + " spec_fixed = False\n", + " for i, (name, reg) in enumerate(\n", + " zip([\"Constant and Trend\", \"Constant Only\", \"No Constant\"], [\"ct\", \"c\", \"n\"])\n", + " ):\n", + " stat, p, crit, regresult = sm.tsa.adfuller(\n", + " data, regression=reg, regresults=True, maxlag=maxlag, autolag=autolag\n", + " )\n", + " n_lag = regresult.usedlag\n", + " gamma = regresult.resols.params[0]\n", + " names = make_var_names(series, n_lag, reg)\n", + " reg_coefs = pd.Series(regresult.resols.params, index=names)\n", + " reg_tstat = pd.Series(regresult.resols.tvalues, index=names)\n", + " reg_pvals = pd.Series(regresult.resols.pvalues, index=names)\n", + "\n", + " line = f'{name:<21}{gamma:13.3f}{stat:15.3f}{p:13.3f}{n_lag:11}{crit[\"1%\"]:10.3f}{crit[\"5%\"]:12.3f}{crit[\"10%\"]:11.3f}'\n", + " print(line)\n", + "\n", + " for coef in reg_coefs.index:\n", + " if coef in name:\n", + " line = f\"\\t{coef:<13}{reg_coefs[coef]:13.3f}{reg_tstat[coef]:15.3f}{reg_pvals[coef]:13.3f}\"\n", + " print(line)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f3f81ce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " std_indprod \n", + "==============================================================================================================\n", + "Specification Coeff Statistic P-value Lags 1% 5% 10%\n", + "--------------------------------------------------------------------------------------------------------------\n", + "Constant and Trend -0.429 -7.347 0.000 2 -3.980 -3.421 -3.133\n", + "\tConstant 0.047 0.544 0.587\n", + "\tTrend -0.000 -0.567 0.571\n", + "Constant Only -0.427 -7.334 0.000 2 -3.446 -2.868 -2.570\n", + "\tConstant 0.005 0.105 0.916\n", + "No Constant -0.427 -7.342 0.000 2 -2.571 -1.942 -1.616\n", + " std_income \n", + "==============================================================================================================\n", + "Specification Coeff Statistic P-value Lags 1% 5% 10%\n", + "--------------------------------------------------------------------------------------------------------------\n", + "Constant and Trend -1.109 -23.045 0.000 0 -3.980 -3.421 -3.133\n", + "\tConstant 0.054 0.561 0.575\n", + "\tTrend -0.000 -0.664 0.507\n", + "Constant Only -1.108 -23.051 0.000 0 -3.446 -2.868 -2.570\n", + "\tConstant -0.001 -0.029 0.976\n", + "No Constant -1.108 -23.077 0.000 0 -2.571 -1.942 -1.616\n", + " std_sales \n", + "==============================================================================================================\n", + "Specification Coeff Statistic P-value Lags 1% 5% 10%\n", + "--------------------------------------------------------------------------------------------------------------\n", + "Constant and Trend -0.742 -8.820 0.000 2 -3.980 -3.421 -3.133\n", + "\tConstant 0.015 0.170 0.865\n", + "\tTrend -0.000 -0.176 0.861\n", + "Constant Only -0.742 -8.828 0.000 2 -3.446 -2.868 -2.570\n", + "\tConstant 0.002 0.035 0.972\n", + "No Constant -0.742 -8.839 0.000 2 -2.571 -1.942 -1.616\n", + " std_emp \n", + "==============================================================================================================\n", + "Specification Coeff Statistic P-value Lags 1% 5% 10%\n", + "--------------------------------------------------------------------------------------------------------------\n", + "Constant and Trend -0.156 -4.218 0.004 2 -3.980 -3.421 -3.133\n", + "\tConstant 0.036 0.559 0.576\n", + "\tTrend -0.000 -0.643 0.521\n", + "Constant Only -0.152 -4.176 0.001 2 -3.446 -2.868 -2.570\n", + "\tConstant -0.000 -0.002 0.999\n", + "No Constant -0.152 -4.181 0.000 2 -2.571 -1.942 -1.616\n" + ] + } + ], + "source": [ + "ADF_test_summary(endog)" + ] + }, + { + "cell_type": "markdown", + "id": "eca1c33e", + "metadata": {}, + "source": [ + "As we could imagine, by looking at the low level of p-values, the transformed variables are stationary" + ] + }, + { + "cell_type": "markdown", + "id": "51c69a2f", + "metadata": {}, + "source": [ + "## Statsmodel\n" + ] + }, + { + "cell_type": "markdown", + "id": "4dea8504", + "metadata": {}, + "source": [ + "### Model specification\n", + "\n", + "In this application, we consider a **dynamic factor model** with a single latent factor. \n", + "The factor is assumed to follow an **AR(2)** process. Each observed series has its own error term, modeled as an **independent AR(2)** process. The innovations driving the factor and the errors are assumed to be mutually independent, so the covariance structure is diagonal.\n", + "\n", + "Formally, the model is:\n", + "\n", + "$$\n", + "y_{i,t} = \\lambda_i f_t + u_{i,t}\n", + "$$\n", + "\n", + "$$\n", + "u_{i,t} = c_{i,1} u_{i,t-1} + c_{i,2} u_{i,t-2} + \\varepsilon_{i,t}\n", + "$$\n", + "\n", + "$$\n", + "f_t = a_1 f_{t-1} + a_2 f_{t-2} + \\eta_t\n", + "$$\n", + "\n", + "$$\n", + "\\varepsilon_{i,t} \\sim \\mathcal{N}(0, \\sigma_i^2), \\qquad \n", + "\\eta_t \\sim \\mathcal{N}(0, I)\n", + "$$\n", + "\n", + "where \\(i\\) is one of: `[indprod, income, sales, emp]`.\n", + "\n", + "\n", + "---\n", + "\n", + "This setup can be represented using the `DynamicFactor` class from **statsmodels** with the following configuration:\n", + "\n", + "- `k_factors = 1` — one unobserved dynamic factor \n", + "- `factor_order = 2` — the latent factor follows an AR(2) \n", + "- `error_order = 2` — idiosyncratic errors are AR(2) \n", + "- `error_var = False` — errors are treated separately rather than as a VAR (default setting) \n", + "- `error_cov_type = 'diagonal'` — innovations are uncorrelated across series (also the default) \n", + "\n", + "---\n", + "\n", + "After specifying the model, the unknown parameters are estimated by **maximum likelihood**, using the `.fit()` method.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9a8f9e0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Statespace Model Results \n", + "=================================================================================================================\n", + "Dep. Variable: ['std_indprod', 'std_income', 'std_sales', 'std_emp'] No. Observations: 431\n", + "Model: DynamicFactor(factors=1, order=2) Log Likelihood -2050.782\n", + " + AR(2) errors AIC 4137.564\n", + "Date: Sat, 06 Sep 2025 BIC 4210.754\n", + "Time: 08:54:28 HQIC 4166.462\n", + "Sample: 02-01-1979 \n", + " - 12-01-2014 \n", + "Covariance Type: opg \n", + "======================================================================================================\n", + "Ljung-Box (L1) (Q): 0.37, 0.03, 1.09, 11.09 Jarque-Bera (JB): 272.03, 10267.76, 24.26, 3664.29\n", + "Prob(Q): 0.54, 0.87, 0.30, 0.00 Prob(JB): 0.00, 0.00, 0.00, 0.00\n", + "Heteroskedasticity (H): 0.74, 4.83, 0.44, 0.43 Skew: 0.27, -1.00, 0.25, 0.80\n", + "Prob(H) (two-sided): 0.07, 0.00, 0.00, 0.00 Kurtosis: 6.85, 26.83, 4.05, 17.19\n", + " Results for equation std_indprod \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "loading.f1 -0.6954 0.038 -18.375 0.000 -0.770 -0.621\n", + " Results for equation std_income \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "loading.f1 -0.2504 0.038 -6.676 0.000 -0.324 -0.177\n", + " Results for equation std_sales \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "loading.f1 -0.4373 0.025 -17.736 0.000 -0.486 -0.389\n", + " Results for equation std_emp \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "loading.f1 -0.4255 0.034 -12.435 0.000 -0.493 -0.358\n", + " Results for factor equation f1 \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "L1.f1 0.3024 0.055 5.489 0.000 0.194 0.410\n", + "L2.f1 0.3671 0.055 6.639 0.000 0.259 0.475\n", + " Results for error equation e(std_indprod) \n", + "=====================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "-------------------------------------------------------------------------------------\n", + "L1.e(std_indprod) -0.2285 0.118 -1.942 0.052 -0.459 0.002\n", + "L2.e(std_indprod) -0.1756 0.100 -1.755 0.079 -0.372 0.021\n", + " Results for error equation e(std_income) \n", + "====================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------------\n", + "L1.e(std_income) -0.1980 0.023 -8.732 0.000 -0.242 -0.154\n", + "L2.e(std_income) -0.1025 0.046 -2.233 0.026 -0.192 -0.013\n", + " Results for error equation e(std_sales) \n", + "===================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "-----------------------------------------------------------------------------------\n", + "L1.e(std_sales) -0.4840 0.047 -10.199 0.000 -0.577 -0.391\n", + "L2.e(std_sales) -0.2124 0.051 -4.125 0.000 -0.313 -0.111\n", + " Results for error equation e(std_emp) \n", + "=================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "---------------------------------------------------------------------------------\n", + "L1.e(std_emp) 0.3795 0.034 11.176 0.000 0.313 0.446\n", + "L2.e(std_emp) 0.6118 0.034 17.869 0.000 0.545 0.679\n", + " Error covariance matrix \n", + "======================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "sigma2.std_indprod 0.2441 0.048 5.083 0.000 0.150 0.338\n", + "sigma2.std_income 0.8723 0.029 30.042 0.000 0.815 0.929\n", + "sigma2.std_sales 0.5405 0.036 14.813 0.000 0.469 0.612\n", + "sigma2.std_emp 0.2807 0.028 10.144 0.000 0.226 0.335\n", + "======================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/pymc_extras/lib/python3.11/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + " warnings.warn(\"Maximum Likelihood optimization failed to \"\n" + ] + } + ], + "source": [ + "# Fit the Dynamic Factor Model\n", + "mod = DynamicFactor(\n", + " endog, k_factors=1, factor_order=2, error_order=2, error_var=False, error_cov_type=\"diagonal\"\n", + ")\n", + "initial_res = mod.fit(method=\"powell\", disp=False)\n", + "res = mod.fit(disp=False)\n", + "print(res.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "882d7c41", + "metadata": {}, + "source": [ + "The **Statsmodels estimation** raises a convergence warning: the maximum likelihood optimization did not fully converge. \n", + "This suggests that the optimizer stopped before reaching a stable optimum, likely due to the weak identification of the model. Nevertheless, it returns an estimate that is \"close enough\" to a solution. \n", + "In contrast, the Bayesian approach addresses this issue: **MCMC explores the full posterior distribution** and naturally accounts for the lack of identification." + ] + }, + { + "cell_type": "markdown", + "id": "f676f412", + "metadata": {}, + "source": [ + "We print the model matrices to allow for an easy comparison with the **PyMC Dynamic Factor Model (DFM)** implementation. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "2ceb83a0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Design matrix (Z):\n", + "[[-0.6954 0. 1. 0. 0. 0. 0. 0. 0. 0. ]\n", + " [-0.2504 0. 0. 1. 0. 0. 0. 0. 0. 0. ]\n", + " [-0.4373 0. 0. 0. 1. 0. 0. 0. 0. 0. ]\n", + " [-0.4255 0. 0. 0. 0. 1. 0. 0. 0. 0. ]]\n", + "\n", + "Transition matrix (T):\n", + "[[ 0.3024 0.3671 0. 0. 0. 0. 0. 0. 0. 0. ]\n", + " [ 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. ]\n", + " [ 0. 0. -0.2285 0. 0. 0. -0.1756 0. 0. 0. ]\n", + " [ 0. 0. 0. -0.198 0. 0. 0. -0.1025 0. 0. ]\n", + " [ 0. 0. 0. 0. -0.484 0. 0. 0. -0.2124 0. ]\n", + " [ 0. 0. 0. 0. 0. 0.3795 0. 0. 0. 0.6118]\n", + " [ 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. ]]\n", + "\n", + "Selection matrix (R):\n", + "[[1. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 1. 0. 0. 0.]\n", + " [0. 0. 1. 0. 0.]\n", + " [0. 0. 0. 1. 0.]\n", + " [0. 0. 0. 0. 1.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]]\n", + "\n", + "State covariance matrix (Q):\n", + "[[1. 0. 0. 0. 0. ]\n", + " [0. 0.2441 0. 0. 0. ]\n", + " [0. 0. 0.8723 0. 0. ]\n", + " [0. 0. 0. 0.5405 0. ]\n", + " [0. 0. 0. 0. 0.2807]]\n", + "\n", + "Observation intercept (d):\n", + "[0. 0. 0. 0.]\n", + "\n", + "State intercept (c):\n", + "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + "\n", + "Observation covariance matrix (H):\n", + "[[0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]]\n" + ] + } + ], + "source": [ + "# Access the state-space representation\n", + "ssm = res.model.ssm\n", + "\n", + "with np.printoptions(linewidth=1000, precision=4, suppress=True):\n", + " print(\"\\nDesign matrix (Z):\")\n", + " print(ssm[\"design\"])\n", + "\n", + " print(\"\\nTransition matrix (T):\")\n", + " print(ssm[\"transition\"])\n", + "\n", + " print(\"\\nSelection matrix (R):\")\n", + " print(ssm[\"selection\"])\n", + "\n", + " print(\"\\nState covariance matrix (Q):\")\n", + " print(ssm[\"state_cov\"])\n", + "\n", + " print(\"\\nObservation intercept (d):\")\n", + " print(ssm[\"obs_intercept\"])\n", + "\n", + " print(\"\\nState intercept (c):\")\n", + " print(ssm[\"state_intercept\"])\n", + "\n", + " print(\"\\nObservation covariance matrix (H):\")\n", + " print(ssm[\"obs_cov\"])" + ] + }, + { + "cell_type": "markdown", + "id": "a7c9675b", + "metadata": {}, + "source": [ + "### Latent factor\n", + "The **unobserved factor** is plotted below together with the **NBER recession indicators** for the U.S. economy. \n", + "The results suggest that the factor successfully captures key features of business cycle activity. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "6c8f94c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(13, 3))\n", + "\n", + "# Plot the factor\n", + "dates = endog.index._mpl_repr()\n", + "ax.plot(dates, res.factors.filtered[0], label=\"Factor\")\n", + "ax.legend()\n", + "\n", + "# Retrieve and plot the NBER recession indicators\n", + "rec = DataReader(\"USREC\", \"fred\", start=start, end=end)\n", + "ylim = ax.get_ylim()\n", + "ax.fill_between(dates[:-3], ylim[0], ylim[1], rec.values[:-4, 0], facecolor=\"k\", alpha=0.1);" + ] + }, + { + "cell_type": "markdown", + "id": "a5841ee5", + "metadata": {}, + "source": [ + "A simple way to interpret the estimated factor is to **regress it on each observed variable** and record the \\(R^2\\) values. \n", + "This shows which variables the factor explains well and which it does not. \n", + "\n", + "In our model with **one factor and four variables**, the factor explains most of the variation in **industrial production**, a large portion in **employment** and **sales**, and less in **income**. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ee92123c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = res.plot_coefficients_of_determination(figsize=(10, 3))\n", + "ax = fig.axes[0]\n", + "\n", + "var_names = res.model.endog_names\n", + "\n", + "ax.set_xticks(range(len(var_names)))\n", + "ax.set_xticklabels(var_names, rotation=0, ha=\"center\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f0ca634d", + "metadata": {}, + "source": [ + "### US coincident (USPHCI) index as reference\n", + "\n", + "As already said, the goal of this model is to construct an **interpretable coincident index** that reflects the current state of the macroeconomy. \n", + "The index is built by reconstructing the mean of the (differenced) factor and can be compared to the **US coincident index published by the Federal Reserve Bank of Philadelphia** (USPHCI on FRED). \n", + "For details on the methodology, see *Kim and Nelson (1999)* or *Stock and Watson (1991)*.\n", + "Below we plot this reference index (USPHCI)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "477830bb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "usphci = DataReader(\"USPHCI\", \"fred\", start=start, end=end)[\"USPHCI\"]\n", + "usphci.plot(figsize=(13, 3));" + ] + }, + { + "cell_type": "markdown", + "id": "fd74a165", + "metadata": {}, + "source": [ + "### Coincident index construction" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "94cf936d", + "metadata": {}, + "outputs": [], + "source": [ + "dusphci = usphci.diff()[1:].values\n", + "\n", + "\n", + "def compute_coincident_index(mod, res):\n", + " # Estimate W(1)\n", + " spec = res.specification\n", + " design = mod.ssm[\"design\"]\n", + " transition = mod.ssm[\"transition\"]\n", + " ss_kalman_gain = res.filter_results.kalman_gain[:, :, -1]\n", + "\n", + " k_states = ss_kalman_gain.shape[0]\n", + "\n", + " W1 = np.linalg.inv(\n", + " np.eye(k_states) - np.dot(np.eye(k_states) - np.dot(ss_kalman_gain, design), transition)\n", + " ).dot(ss_kalman_gain)[0]\n", + "\n", + " # Compute the factor mean vector\n", + " factor_mean = np.dot(W1, data.loc[start:, \"dln_indprod\":\"dln_emp\"].mean())\n", + "\n", + " # Normalize the factors\n", + " factor = res.factors.filtered[0].copy()\n", + "\n", + " factor *= np.std(usphci.diff()[1:]) / np.std(factor)\n", + "\n", + " # Compute the coincident index\n", + " coincident_index = np.zeros(mod.nobs + 1)\n", + " # The initial value is arbitrary; here it is set to facilitate comparison\n", + " coincident_index[0] = usphci.iloc[0] * factor_mean / dusphci.mean()\n", + " for t in range(0, mod.nobs):\n", + " coincident_index[t + 1] = coincident_index[t] + factor[t] + factor_mean\n", + "\n", + " # Attach dates\n", + " coincident_index = pd.Series(coincident_index, index=data.index).iloc[1:]\n", + "\n", + " # Normalize to use the same base year as USPHCI\n", + " coincident_index *= usphci.loc[\"1992-07-01\"] / coincident_index.loc[\"1992-07-01\"]\n", + "\n", + " return coincident_index, factor" + ] + }, + { + "cell_type": "markdown", + "id": "6a81fe0e", + "metadata": {}, + "source": [ + "Below we plot the calculated coincident index along with the US recessions and the comparison coincident index USPHCI, obtaining good results in capturing the business cycle." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "9786e0df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(13, 3))\n", + "\n", + "# Compute the index\n", + "coincident_index_res, factor_res = compute_coincident_index(mod, res)\n", + "\n", + "dates = endog.index._mpl_repr()\n", + "ax.plot(dates, coincident_index_res, label=\"Coincident index\")\n", + "ax.plot(usphci.index._mpl_repr(), usphci, label=\"USPHCI\")\n", + "ax.legend(loc=\"lower right\")\n", + "\n", + "# Retrieve and also plot the NBER recession indicators\n", + "ylim = ax.get_ylim()\n", + "ax.fill_between(dates[:-3], ylim[0], ylim[1], rec.values[:-4, 0], facecolor=\"k\", alpha=0.1);" + ] + }, + { + "cell_type": "markdown", + "id": "94ab4020", + "metadata": {}, + "source": [ + "## PyMC" + ] + }, + { + "cell_type": "markdown", + "id": "5222eed8", + "metadata": {}, + "source": [ + "We now aim to **replicate the results obtained with Statsmodels** in a **Bayesian framework** using the `BayesianDynamicFactor` model from the `pymc-extras` package." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "c46ecabe", + "metadata": {}, + "outputs": [], + "source": [ + "matrix_names = [\n", + " \"initial_state\",\n", + " \"initial_state_cov\",\n", + " \"state_intercept\",\n", + " \"obs_intercept\",\n", + " \"transition\",\n", + " \"design\",\n", + " \"selection\",\n", + " \"obs_cov\",\n", + " \"state_cov\",\n", + "]\n", + "\n", + "\n", + "def print_model_ssm(mod, how=\"eval\"):\n", + " nice_heading = f'{\"name\":<20}{\"__repr__\":<50}{\"shape\":<10}{\"value\":<20}'\n", + " print(nice_heading)\n", + " print(\"=\" * len(nice_heading))\n", + " if how == \"eval\":\n", + " matrices = [x.eval() for x in mod._unpack_statespace_with_placeholders()]\n", + " elif how == \"draw\":\n", + " matrices = pm.draw(mod.unpack_statespace())\n", + "\n", + " for name, value in zip(matrix_names, matrices):\n", + " repr_ = str(mod.ssm[name])\n", + " shape = str(mod.ssm[name].type.shape)\n", + " value = str(value).replace(\"\\n \", \"\\n\" + \" \" * 81)\n", + " print(f\"{name:<20}{repr_:<50}{shape:<10}{value:<20}\")\n", + " print(\"-\" * len(nice_heading))" + ] + }, + { + "cell_type": "markdown", + "id": "b671c731", + "metadata": {}, + "source": [ + "### Model declaration\n", + "\n", + "We define the **same model** in the Bayesian framework to ensure comparability with the Statsmodels results. \n", + "The PyMC implementation uses the `BayesianDynamicFactor` class from `pymc_extras.statespace`. \n", + "For details on its parameters, state-space formulation, and handling of exogenous variables, see the [full code](https://github.com/pymc-devs/pymc-extras/blob/main/pymc_extras/statespace/models/DFM.py#L1). \n", + "\n", + "This implementation allows greater flexibility than Statsmodels, particularly in integrating exogenous variables directly into the state-space representation.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "9c402d91", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
                                     Model Requirements                                     \n",
+       "                                                                                            \n",
+       "  Variable          Shape      Constraints                                      Dimensions  \n",
+       " ────────────────────────────────────────────────────────────────────────────────────────── \n",
+       "  x0                (10,)                                                       ('state',)  \n",
+       "  P0                (10, 10)   Positive Semi-definite               ('state', 'state_aux')  \n",
+       "  factor_loadings   (4, 1)                                    ('observed_state', 'factor')  \n",
+       "  factor_ar         (1, 2)                                            ('factor', 'lag_ar')  \n",
+       "  error_ar          (4, 2)                              ('observed_state', 'error_lag_ar')  \n",
+       "  error_sigma       (4,)       Positive                                ('observed_state',)  \n",
+       "                                                                                            \n",
+       "  These parameters should be assigned priors inside a PyMC model block before calling the   \n",
+       "                               build_statespace_graph method.                               \n",
+       "
\n" + ], + "text/plain": [ + "\u001b[3m Model Requirements \u001b[0m\n", + " \n", + " \u001b[1m \u001b[0m\u001b[1mVariable \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mShape \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mConstraints \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1m Dimensions\u001b[0m\u001b[1m \u001b[0m \n", + " ────────────────────────────────────────────────────────────────────────────────────────── \n", + " x0 \u001b[1m(\u001b[0m\u001b[1;36m10\u001b[0m,\u001b[1m)\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m,\u001b[1m)\u001b[0m \n", + " P0 \u001b[1m(\u001b[0m\u001b[1;36m10\u001b[0m, \u001b[1;36m10\u001b[0m\u001b[1m)\u001b[0m Positive Semi-definite \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m, \u001b[32m'state_aux'\u001b[0m\u001b[1m)\u001b[0m \n", + " factor_loadings \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'observed_state'\u001b[0m, \u001b[32m'factor'\u001b[0m\u001b[1m)\u001b[0m \n", + " factor_ar \u001b[1m(\u001b[0m\u001b[1;36m1\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'factor'\u001b[0m, \u001b[32m'lag_ar'\u001b[0m\u001b[1m)\u001b[0m \n", + " error_ar \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m, \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'observed_state'\u001b[0m, \u001b[32m'error_lag_ar'\u001b[0m\u001b[1m)\u001b[0m \n", + " error_sigma \u001b[1m(\u001b[0m\u001b[1;36m4\u001b[0m,\u001b[1m)\u001b[0m Positive \u001b[1m(\u001b[0m\u001b[32m'observed_state'\u001b[0m,\u001b[1m)\u001b[0m \n", + " \n", + "\u001b[2;3m These parameters should be assigned priors inside a PyMC model block before calling the \u001b[0m\n", + "\u001b[2;3m build_statespace_graph method. \u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Initialize the model\n", + "dfm = BayesianDynamicFactor(\n", + " k_endog=4,\n", + " k_factors=1,\n", + " factor_order=2,\n", + " error_order=2,\n", + " error_var=False,\n", + " error_cov_type=\"diagonal\",\n", + " measurement_error=False,\n", + " verbose=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "4ea61cb6", + "metadata": {}, + "source": [ + "### Setting Prior Distributions\n", + "\n", + "Even with **zero-mean priors**, we can obtain robust and reliable results for the Bayesian Dynamic Factor Model. \n", + "In the Dynamic Factor Model, the estimation of factor loadings is **only identified up to a sign**, so we use a **HalfNormal prior** to enforce positivity.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3eb91203", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as pymc_mod:\n", + " # Initial state\n", + " x0 = pm.Deterministic(\"x0\", pt.zeros(10))\n", + " P0 = pm.Deterministic(\"P0\", pt.eye(10))\n", + "\n", + " # Factor loadings vector\n", + " factor_loadings = pm.HalfNormal(\"factor_loadings\", sigma=0.2, shape=(4, 1))\n", + "\n", + " # AR(2) coefficients for factor f_t\n", + " factor_ar = pm.Normal(\"factor_ar\", mu=0.0, sigma=0.2, shape=(1, 2))\n", + "\n", + " # AR(2) coefficients for errors u_t\n", + " error_ar = pm.Normal(\"error_ar\", mu=0.0, sigma=0.2, shape=(4, 2))\n", + "\n", + " # Standard deviations for errors u_t\n", + " error_sigma = pm.HalfNormal(\"error_sigma\", sigma=0.2, shape=(4))\n", + "\n", + " # Build symbolic graph\n", + " dfm.build_statespace_graph(data=endog, mode=\"JAX\")" + ] + }, + { + "cell_type": "markdown", + "id": "d5be7fc8", + "metadata": {}, + "source": [ + "Here, we print the state-space matrices by drawing the parameters according to our prior definitions. These matrices allow for a straightforward comparison with the previously printed Statsmodels matrices." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0bd60b3c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name __repr__ shape value \n", + "====================================================================================================\n", + "initial_state initial_state (10,) [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + "----------------------------------------------------------------------------------------------------\n", + "initial_state_cov initial_state_cov (10, 10) [[1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 1. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n", + " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]]\n", + "----------------------------------------------------------------------------------------------------\n", + "state_intercept state_intercept (10,) [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + "----------------------------------------------------------------------------------------------------\n", + "obs_intercept obs_intercept (4,) [0. 0. 0. 0.] \n", + "----------------------------------------------------------------------------------------------------\n", + "transition transition (10, 10) [[ 0.04964266 0.16637337 0. 0. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [ 1. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [ 0. 0. -0.10688001 0. 0. 0.\n", + " 0.36456605 0. 0. 0. ]\n", + " [ 0. 0. 0. 0.24526465 0. 0.\n", + " 0. 0.20201308 0. 0. ]\n", + " [ 0. 0. 0. 0. -0.17293776 0.\n", + " 0. 0. -0.15171897 0. ]\n", + " [ 0. 0. 0. 0. 0. 0.19336915\n", + " 0. 0. 0. 0.3499361 ]\n", + " [ 0. 0. 1. 0. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 1. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 0. 1. 0.\n", + " 0. 0. 0. 0. ]\n", + " [ 0. 0. 0. 0. 0. 1.\n", + " 0. 0. 0. 0. ]]\n", + "----------------------------------------------------------------------------------------------------\n", + "design design (4, 10) [[0.25493162 0. 1. 0. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [0.02939164 0. 0. 1. 0. 0.\n", + " 0. 0. 0. 0. ]\n", + " [0.27606446 0. 0. 0. 1. 0.\n", + " 0. 0. 0. 0. ]\n", + " [0.16370793 0. 0. 0. 0. 1.\n", + " 0. 0. 0. 0. ]]\n", + "----------------------------------------------------------------------------------------------------\n", + "selection selection (10, 5) [[1. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 1. 0. 0. 0.]\n", + " [0. 0. 1. 0. 0.]\n", + " [0. 0. 0. 1. 0.]\n", + " [0. 0. 0. 0. 1.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]\n", + " [0. 0. 0. 0. 0.]]\n", + "----------------------------------------------------------------------------------------------------\n", + "obs_cov obs_cov (4, 4) [[0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]\n", + " [0. 0. 0. 0.]]\n", + "----------------------------------------------------------------------------------------------------\n", + "state_cov state_cov (5, 5) [[1. 0. 0. 0. 0. ]\n", + " [0. 0.0209072 0. 0. 0. ]\n", + " [0. 0. 0.06541631 0. 0. ]\n", + " [0. 0. 0. 0.02635917 0. ]\n", + " [0. 0. 0. 0. 0.05576802]]\n", + "----------------------------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "print_model_ssm(dfm, \"draw\")" + ] + }, + { + "cell_type": "markdown", + "id": "c5599df4", + "metadata": {}, + "source": [ + "The **Graphviz representation** visualizes the structure of the PyMC model, showing the **dependencies between variables and priors** and helping to understand the flow of information in the Bayesian Dynamic Factor Model." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "86f8a43b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "cluster10\n", + "\n", + "10\n", + "\n", + "\n", + "cluster10 x 10\n", + "\n", + "10 x 10\n", + "\n", + "\n", + "cluster4 x 1\n", + "\n", + "4 x 1\n", + "\n", + "\n", + "cluster1 x 2\n", + "\n", + "1 x 2\n", + "\n", + "\n", + "cluster4 x 2\n", + "\n", + "4 x 2\n", + "\n", + "\n", + "cluster4\n", + "\n", + "4\n", + "\n", + "\n", + "clustertime (431) x observed_state (4)\n", + "\n", + "time (431) x observed_state (4)\n", + "\n", + "\n", + "\n", + "x0\n", + "\n", + "x0\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "obs\n", + "\n", + "obs\n", + "~\n", + "KalmanFilter\n", + "\n", + "\n", + "\n", + "x0->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "P0\n", + "\n", + "P0\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "P0->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "factor_loadings\n", + "\n", + "factor_loadings\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "factor_loadings->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "factor_ar\n", + "\n", + "factor_ar\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "factor_ar->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "error_ar\n", + "\n", + "error_ar\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "error_ar->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "error_sigma\n", + "\n", + "error_sigma\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "error_sigma->obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "data\n", + "\n", + "data\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "obs->data\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pymc_mod.to_graphviz()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea990af3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with pymc_mod:\n", + " idata_dfm_py = pm.sample(\n", + " draws=500,\n", + " chains=2,\n", + " nuts_sampler=\"nutpie\",\n", + " nuts_sampler_kwargs={\"backend\": \"jax\", \"gradient_backend\": \"jax\"},\n", + " random_seed=1,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "a309a151", + "metadata": {}, + "source": [ + "### Diagnostic" + ] + }, + { + "cell_type": "markdown", + "id": "ec786a7c", + "metadata": {}, + "source": [ + "With the usual **energy plot**, we assess the behavior of the sampling procedure by examining the overlap between energy levels. Sampling is successful when the two distributions overlap." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5680bd8d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_energy(idata_dfm_py);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff4ea6b4", + "metadata": {}, + "outputs": [], + "source": [ + "var_names_list_dfm_py = [name for name in dfm.param_names if name not in {\"x0\", \"P0\"}]" + ] + }, + { + "cell_type": "markdown", + "id": "4b4af365", + "metadata": {}, + "source": [ + "The **trace plot** visualizes the sampled values of each parameter over the MCMC iterations, showing a good sampling procedure for our state space model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56dbce85", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(\n", + " idata_dfm_py,\n", + " var_names=var_names_list_dfm_py,\n", + " figsize=(14, 8 * len(var_names_list_dfm_py)),\n", + " compact=False,\n", + ")\n", + "plt.gcf().set_constrained_layout(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "aa1a5172", + "metadata": {}, + "source": [ + "We compare the **posterior distributions** of the model parameters with the reference values estimated by Statsmodels. \n", + "All reference estimates **fall within the Bayesian credible intervals**, indicating good agreement between the two approaches.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57b90ab6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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/l10f/nKcLhnSzeqwyo3u2VHPzDLHpb6y9IA2Hk6zOCIAANBexCbn6O1VhyRJz8wa3OQj5q8a2V2TendSocOpJxfukmHQ5RAAAKAh8ooc+s/PcbruP+s06e8/6cKXV+qlH/YrIS3P6tD01Fe7FZ+Wp+7BPnp65mCX7NPT7qbZYyIkSZ9uSnDJPoG2iqIfoBl9vOFo+d3cz8warKtHub59cnM6t38XnT8wVA6noT8t2s3CDQAAsFx6bpFueme9tsZnKNDbro/uHKexvTpaHVYN14+J0NUje8hpSA/OjVFmXrHVIQEAgDbOMAz9adEuFZcYOq9/F104KLTJj2mz2fTsrCHydHfTqoMpWnHgVJMfEwAAoK3ZlZipC15eqb9/v08bj6QpMSNf+09m618/xercF1bon0v2qaC4xJLYvtlxXPO3HJObTXr5+uEK8vFw2b6vKb2OuiY2RSk5hS7bL9DWUPQDNJPl+5P1x4W7JEm/m9G3fBZla/enywbKy+6mdYdS9QPt9QAAgIVOZRdq9n/Xa1diljr6eerTu8dreHiw1WGd1l9mDlLPTr46nlmg//tyBwXUAACgSX21/bjWxqXKy+6mpy4f1GxjT3uG+Om2ST0lSc99u1eOEmezHBcAAKAt2HwkTde9tU7H0vPVPdhHz8warC/vnahXZw/XxOhOcjgN/Xt5nGa+vqbZu/4kpOXp8S92SpJ+c25vl9941zPET8N6BKnEaei7nSdcum+gLaHoB2gGCWl5+u2nMXIa0nWje+iB6b2tDsllwjv66s4pvSRJL/6wXyVOLlYBAIDml55bpJvf2aD9J7PVJcBLn/1qvAaFBVkd1hn5e9n1rxtGyMPdpu93JWkurYoBAEATySoo1jPf7pVkXpCJ6OTbrMf/zbm91cHXQweTc8h5AAAA6uhISq5un7NJeUUlmhjdSd/9dopuHh+pkREdNHN4d31y13j95+aRCvH30v6T2Zr17zXaGp/eLLEVlzj1wNwYZRc6NDIiWL+d3qdJjnP5sDBJ0qJtx5tk/0BbQNEP0MQKikv064+2KKvAoeHhwXpm1pBmu5Oqudx9TrQCve06cDJHX2/npAsAAJpXdkGxbn1vY3nBz7xfTVDvLgFWh1UnQ3sE65EL+kmS/vL1bh06lWNxRAAAoC16+ccDOpVdqF4hfrr7nKhmP36Qj0f5haCXfzyg7AJGmwIAAJyJo8Sp+z+NUXaBWVTz7q1jah2dddHgbvr6/kkaFBao1NKb4jYeTmvy+F5delAx8RkK8LLr1dkjZHdvmrKDy4eFyWaTthxNb/ZORkBrQdEP0MRe/vGAdh83R0y8cdNIedrb3o9dkI+HfjU1WpL00o8HaNMMAACaTV6RQ3fM2aQdxzLVwddDH985Tr1C/KwOq17umhKlyb1DVFDs1J8W7WbMFwAAcKndxzP1/tojkqS/XDFI3h7ulsRx0/hIRYX4KTW3SO+sOmxJDAAAAK3Fh+uPamdipgK97Xrz5lHy8Tx9DtctyEef/WqCJvcOUV5RiW7930ati0ttstjWxqXo3ytiJUnPXTVE4R2brotkaKC3xvfqJEmM+AJOo+1VHwAtSEx8ut5edUiS9PzVQxUW7GNxRE3n9kk91cnPU/FpefqWky4AAGgGhY4S/erDLdp0JF0B3nZ9+Mtx6hPaOjr8VObmZtOzVw6Wp91Nq2NTyKUAAIDLOJ2G/rhwl5yGdOmQbjqnb2fLYvFwd9NDF/SVJM1Ze0Q5hQ7LYgEAAGjJkjIL9OIPByRJj13cX6GB3md9jZ+XXe/cOlpT+oQov7hEt8/ZqPWHXF/4cyIzX7+du02GIV0/Orx8/FZTumhwV0nSsr3JTX4soDWi6AdoIgXFJfr9/B1yGtKs4WE6f2Co1SE1KV9Pu26f1FOS9OaKOO5QBwAATarEaej+T2K06mCKfD3dNef2sRrcPcjqsBosspOf7intnPjXb/ZwEQwAALjE51sStDU+Q36e7vrjZQOtDkcXD+6mqBA/ZeYX69MN8VaHAwAA0CK99ON+5RQ6NCIiWDeMiajz67w93PX2LaM1rV9nFRQ79cs5m7Q1Pt1lceUXlejuD7boVHah+oUG6M9XNE9+OX1AF0nS5qNpSs8tapZjAq0JRT9AE/nXsoOKTc5RiL+X/nz5IKvDaRa/GN9Tfp7u2peUrRUHTlkdDgAAaKMMw9DTX+/WD3tOytPupnduGa1RkR2sDqvR7pkWrYiOvjqZVahXlx6wOhwAANDKpecW6e/f75MkPTijr7oGnf0O8abm7mbTr0sLnd9edUiFjhKLIwIAAGhZjmfk68utiZKkJy8dKDc3W71e7+3hrv/cPEqTendSblGJbvvfRu0+ntnouBwlTj04L0Y7EzPV0c9T79w6Wr6e9kbvty56dPBV/64BchrSigN0+wGqo+gHaAKHTuXovyvNsV7PXjlYHfw8LY6oeQT5eujGcWbF8Zsr4iyOBgAAtFXvrj6s99cdlc0mvXL9cE3sHWJ1SC7h7eGuv8w0i8X/t+aI9idlWxwRAABozZ5fvE/pecXqFxqg20q7M7cEs0Z0V7cgbyVnF+qLLYlWhwMAANCivL3qkBxOQ+OjOjb4Jreyjj+jIzsoq8Chm97Z0KiOP06nof/7cqeW7DZvwHvzppEK7+jb4P01RFm3n6WM+AJqoOgHaAJ/+36fHE5D5/XvogsHdbU6nGb1y8lR8nC3aePhNG05mmZ1OAAAoI35fucJPfvdXknSHy4eoEuGdLM4Itc6t18XXTgoVCVOQ39atIuRqQAAoEE2Hk7T3E0JkqS/zhosD/eWswzsaXfTXVOiJEn/+TlOjhKnxREBAAC0DGm5RZq70czh7p3Wu1H78vW063+3j9Gw8GBl5BXrxrfXa8nupHrvp6C4RA/O26b5W47J3c2m128YoXFRnRoVW0NMHxAqSVq5/5SKyR+BKlrOX3tAG7EuLlU/7jkpdzeb/nBJf6vDaXZdg7x11YgeklTe7QgAAMAVthxN14PztskwpF+Mj9SdU3pZHVKT+NPlg+Rld9OGw2laxt1LAACgngodJfrDgp2SpNljwjW2V0eLI6pp9thwdfD1UHxaHndrAwAAlPp8c4Lyi0s0KCxQU/o0vrN1oLeHPrlznKb166yCYqd+9eEWPb94X52LrlNyCnXj2+v11fbjsrvZ9OK1w3SBRc0OhvcIVoi/p7ILHdpytOFdi4C2iKIfwIWcTkPPfrdHknTj2Aj17hJgcUTW+GXpBbile5N1IjPf4mgAAEBbcCQlV3d9sFmFDqem9++iP18+UDZb/Waatxbdg310+yQzn6rPQgwAAIAk/ffnQ4pNzlGIv6f+7+KWeUOar6dds8eaI+LfX3vE2mAAAABaAMMw9PmWY5Kkm8dHumzdy8/LrrdvGa3bJvaUJL25Ik6z3lijHccyzhjLtztO6PLXVmtrfIYCve364JdjNWtEd5fE1BBubjZN6m0WQq2NTbEsDqAlougHcKEFMYnalZilAC+7HpzRx+pwLNM3NEDjenVUidPQpxvirQ4HAAC0chl5Rbp9zial5RZpSPcgvXbjCNlb0IiKpnDPtGgF+3roYHKO5pcu+AAAAJzNoVM5em15rCTpj5cNVLCvp8URnd7N4yPlZpPWHUrVgZPZVocDAABgqe3HMhWbnCNvDzddOtS14+w93N301BWD9NoNIxTobdeuxCzN/PcaPfBpjBbvOqG03CJl5hfrSEquvtlxXLPeWKvffLJVJzIL1LOTrxb8ZpImRje+81BjTSqNYU1cqsWRAC2L3eoAgLaiyOHUy0sPSJLuPbe3Ovl7WRyRtW6Z0FMbDqfp000Juu+8PvK0t+0LcwAAoGmUOA09MHebDqfkqnuwj969bbR8Pdv+nzFBPh6679zeeubbvXrpxwO6YnhYu3jfAACg4QzD0JMLd6nI4dSUPiG6YliY1SGdUfdgH10wsKsW707S+2uP6Nkrh1gdEgAAgGU+35wgSbpoUFcFens0yTEuHxam8VGd9My3e7Ro23F9td38rza+nu66a0qUfj01Wj6e7k0ST31N7N1JkrQtIUPZBcUKaKLPE9DacBUecJH5W47pWHq+Qvy9ylvktWcXDApV5wAvncou1A97kqwOBwAAtFIv/3hAKw+ckreHm/57yyh1CfC2OqRm84sJkerRwUfJ2YX63+rDVocDAABauI83xGttXKq87G56ZtbgVjEK9ZaJkZLM7tk5hQ6LowEAALBGQXFJefHNtaPDm/RYnQO89OrsEfrqvkm6fVJP9QrxK3/Ox8Nd/UIDdM+0aK34/TT97vy+LabgR5J6dPBVZCdflTgNbTycZnU4QIvBraKACxQ6SvT6TwclSfdOazkVr1bycHfTDWMj9K9lB/XhuqO6bGjLvrsMAAC0PEt2J+n10vEUf7tqiAaFBVkcUfPysrvr9xf202/nbtN/fj6k2WMjFNLOu0kCAIDaxZ3K0TPf7pEk/f7Cfors5HeWV7QME6I6qVeInw6n5OrbHcd1/ZgIq0MCAABodqsOpii7wKGugd6aENWpWY45tEewhvYI1p8vN4uObDZzLaqlmxgdoqOp8VoTm6rpA0KtDgdoEej0A7jA3I0JOp5ZoK6B3rpxHIsTZW4YGy53N5s2HE5jNjsAAKiXuFM5eviz7ZKk2yb21JUjelgckTUuHxqmwd0DlVPo0H9XHrI6HAAA0AIVlzj1u3nbVFDs1OTeIbpjUi+rQ6ozm82m68eYd7PP3ZRgcTQAAADWWLzLnJhx0eCucnNr/m6N3h7uraLgR5ImlY74WhuXYnEkQMtB0Q/QSAXFJfp36R3ovzmvt7w9WsdJsTl0C/LR9P5dJFXMIgUAADibnEKHfvXhFuUUOjS2Z0c9cekAq0OyjJubTQ+f30+S9OG6o0rJKbQ4IgAA0NK8svSAdhzLVJCPh164dpglF4oa4+qRPWR3sykmPkP7k7hpDAAAtC/FJU4t3XtSknTx4K4WR9PylXVC2peUrfTcIoujAVoGin6ARvp8yzElZxeqe7CPrhvdPu9AP5PrSmePLohJVHGJ0+JoAABAS2cYhh75bLtik3MUGuil128aIQ/39v1ny7R+nTW0R5Dyi0v09iq6/QAAgArf7Diufy+PkyQ9d+UQdQ3ytjii+usc4KUZpaMZ5m6KtzgaAACA5rX+UKoy84sV4u+p0T07Wh1Oi9fJ30u9u/hLkjYdSbM4GqBlaN+r50AjlTgNvVt64eWuKb1aTeu75jS1X2eF+HsqJadIP+8/ZXU4AACghXvz5zgt3p0kD3eb3rx5lLoEtL4LV65ms9n02+l9JJndftK4iwkAAEjaGp9ePg71zsm9dOnQbhZH1HDXlt5I9/X243Jw0xgAAGhHvi8d7XX+wK5yb2UdG60yprQ4iqIfwETRD9AIP+45qSOpeQry8dC1pR1tUJWHu5tmDe8uSZq/5ZjF0QAAgJZs5YFTemHJfknSU1cM0siIDhZH1HKc17+LhnQPUl4R3X4AAIBZ8HPruxtV6HBqev8uevyS1j0O9Zy+ndXB10MpOUVaE5dqdTgAAADNwjAM/bjHHO11EaO96mxsL3PNcOORdIsjAVoGin6ARii74HLz+Aj5edktjqblunqUebfWsn0nuTMdAADUKiEtTw/MjZHTkK4fHa4bx0ZYHVKLYrPZ9EBpt58P1h5RRh45FQAA7dWWo2m65d2Nyi50aGyvjvrXDSNa/V3hHu5u5Z2KFsUkWhwNAABA89h7Ilunsgvl4+Gu8VGM9qqrsk4/uxMzlVvosDgawHoU/QANtOVomrYcTZenu5tundDT6nBatAHdAjW4e6CKSwx9tY2FGwAAUFVBcYl+/dEWZeQVa2iPIP1l5iDZbK37wlVTmDGgiwZ0C1RuUYk+XHfU6nAAAIAFvtp+XLe8u1E5hQ6Nj+qoObePaTM3opV1il6yO0n5RSUWRwMAAND0fj5wSpI0MbqTvOzuFkfTevTo4KvuwT5yOA3FxGdYHQ5gOYp+gAZ6e+VhSdKsEWHqEuhtcTQt37WjzPFnnzPiCwAAVGIYhv7w5U7tPp6ljn6eevPmUfL2YJGjNjabTb+eGiVJmrP2CBfDAABoR/KKHPr959v1wKcxyi0q0eTeIXrvtrHy9WwbBT+SNCqyg3p08FFuUYl+3HvS6nAAAACa3MrSop9z+na2OJLWZ0zPshFfaRZHAliPoh+gARIz8vXDniRJ0p1ToiyOpnW4YliY7G427T6epdjkbKvDAQAALcSH64/qy5hEudmk128coe7BPlaH1KJdOqSbenTwUWpukT7fkmB1OAAAoIkVlzg1b1O8zn9ppT7fckw2m/TAeb015/Yx8vFsW4XSNputvNsPI74AAEBbl1vo0OajZsHKVIp+6m1ML3PE12aKfgCKfoCG+Hj9UTkNs91e39AAq8NpFTr4eZZXKn+1/YTF0QAAgJZgz/Es/fWbPZKkxy8eoInRIRZH1PLZ3d109zlm0fl/Vx6So8RpcUQAAKApZOQV6Y0VsZry/HI99sVOJWbkq1uQtz65c7weuqCf7O5tc1l31ogwSeaoi7TcIoujAQAAaDrr4lJVXGIooqOveob4WR1OqzMywuz0s+NYpkqchsXRANZqm38dAk2ooLhEczeZd1XfMqGntcG0MpcP6yZJ+mb7cRkGJ2AAANqzguISPTgvRsUlhmYMCNWdU3pZHVKrce2ocHX089Sx9Hx9u5NiagAA2or03CJ9tjlBd76/SWOfW6Z/LN6vpKwChfh76slLB2j5I9M0IbqT1WE2qd5dAjQoLFAOp6Elu5OsDgcAAKDJ/Fw+2oub4Bqib2iAfD3dlVPoUNypHKvDASzVdoY+A83ku50nlJZbpLAgb80Y0MXqcFqV8wd2lZd9pw6l5Gr38SwN7h5kdUgAAMAizy/epwMncxTi76Xnrx4im81mdUitho+nu26b2FMv/XhA//n5kK4YFsbnDwCAVio5q0BL9pzU4l0ntP5QWpW7lAd2C9Qdk3vp8mHd5GVvW6O8zuTiwV21+3iWluxO0g1jI6wOBwAAoEmsPGgW/Uzty7XGhnB3s2lI9yBtOJymbfEZTGZBu0anH6CePlh3VJJ047iINttKuUxGRoYefPBBRUZGysvLS5GRkfrtb3+rjIyMeu/rm2++0XN/+ZPyFj6l+Jev05AewbrooovO+rr169dr5syZCgkJkbe3t/r27asnn3xSeXl5DXhHAACgJVh54JTeW3NEkvTPa4eqk7+XtQE1I1flV7dMiFTJkc1aO/c1jZ40VUFBQbLZbGfNr1566SVdddVV6tOnj4KCgspjuPXWW7V79+5GvDMAAFBXhmFo4+E03f3BZo372zL9ceEurYlNVYnT0MBugfrdjL5a/OAUffvAZF0zqkeLLvhx9drRH/7wB3361N2Kf/k6vX/HOM244MKzvm79+vW6+uqr1bVrV3l4eKhjx46aPn265s+f34B3BAAA0PSOpOTqaGqe7G62Nt/JsTauyiGHRwRLkn7etk933HGHwsLCyq8l/ulPf1JBQcFpX8v1R7QlNoMZO0Cd7TiWoSteXyNPdzetffw8hbThC1SpqamaMGGCDh48qKioKI0ePVq7d+/W7t271bt3b61fv16dOtU9EQkODlZmZmaVxy644EItWbL4tK/5+OOPdeutt6qkpESjRo1SRESENm/erISEBA0bNkyrVq1SQACVuwAAtCbpuUW68JWVSs4u1C0TIvX0zMFWh9RsXJ1f+fgHqiA3u8pjF154oRYvPn1+FRISotzcXA0dOlTdu3eXJO3evVsHDhyQp6enFi5cqIsvvrhhbxAAAJzV7uOZenLhLsXEZ5Q/NiIiWBcN6qqLBndVZCc/64Krp+ZYOxoxcaq2rllx2td8/vnnmj17tpxOp0aPHq3o6GgdP35ca9askdPp1GOPPaa///3vDX2LAAAATeKDdUf0p0W7NT6qo+bePcHqcJqVK3PIxbtO6JevfauUT36vopwMDR48WAMHDtTmzZt16NAhTZgwQcuXL5eXV9XruVx/RFvTttuUAC5W1uXnkiFd23TBjyT97ne/08GDB3XVVVdp//79mjdvnnbt2qX7779fsbGxeuihh+q1v6uvvlr//Oc/9cPSZYqY/RdJUlZB8Wm3P3bsmO68806VlJTof//7nzZv3qwvv/xSBw8e1LXXXqvt27fr0UcfbdR7BAAAzcswDD3+5U4lZxcqurOfHr94gNUhNStX51czZ12pjufeodAb/qb/fDCvTq9ZtGiR0tPTtWHDBn355Zf68ssvtX//fr3xxhsqKioqz78AAIBrOZ2G/rsyTrP+vUYx8RnysrvphrERWvrQOVpw7yT9amp0qyr4kZpu7WjFihW67ak3JEkp2UWn3d7hcOg3v/mNnE6n5s6dq02bNmnu3LlauXKlVq9eLW9vb/3jH/9QXFxco94nAACAq62NTZUkTenT2eJImp8rc8jh4R2U+v2rKsrJ0D2/uU87d+7UvHnztH//fl155ZVat26dnnvuuSqv4foj2iI6/QB1lJ5bpPF/W6ZCh1Nf3DNRoyI7WB1Sk0lKSlL37t3l7u6uhIQEhYaGlj9XWFio8PBwpaWlKTExscpzdXXdn9/R50/fpegRkxS7dXWt2zzzzDP64x//qPPPP18//PBDledOnTqlnj17qri4WCdOnKjXXWMAAMA6n29O0O/n75DdzaaFv5mkwd2DrA6p2TRVfvWrDzdrye6Tmuh7Up/++Zdn7fRzJn369FFsbKx2796tgQMHNmgfAACgprwih+7/JEbL9iVLki4cFKq/zhysLoHeFkfWcE29dvTu59/ozusul1/0KKXs3SBvj5ojznbt2qUhQ4aof//+2rt3b43nZ82apUWLFmnevHm67rrr6h0DAABAU3A6DY1+dqnScov0xT0TNCqyo9UhNRtX55CbNm3S2LFj5eYbrOWbd+ucAWHlz508eVLh4eHy9/fXyZMn5eHhIYnrj2ib6PSDNuPIkSOy2WyaNm2acnNz9dBDDyk8PFw+Pj4aOXKkvv766/JtP//8c40dO1Z+fn4KDQ3VAw88oPz8/Br7zMnJ0dNPP60hQ4aoa6cgHfzn1cqe/4Tit66oNYZvv/1Wd9xxhwYMGKDAwED5+flp2LBheu6551RYWFhj+zlz5shms+mpp55SfHy8brzxRnXu3Fk+Pj4aPXp0lZib0/fffy+n06lzzjmnxknVy8tLl19+uUpKSvT99983aP9l80lTcgrldNZed7hlyxZJ0rRp02o817lzZw0cOFDFxcX67rvvGhQDAAA4O1fmV/GpeXrqq91yFuWr/4kluuGiyfL19VVgYKCmTp2qhQsX1hoD+dWZ3T6plyRp9cFTjY7R3d28mObp6dnofQEA0BI19dpRbblNak6hbvjvei3blywvu5uu65Ksop/+ranjRpDbnEFUiNn1qMRpaNXBlFq3qT6m4XQ6dmw/F9IAAIDruTqHPJico5T0TOWsm6tbL53K+liphuSQ33zzjSTJt/dY7Umu+nkODQ3VlClTlJ6erjVr1pQ/zvVHtEUU/aDNKSoq0vTp0/Xhhx9q+PDhGj9+vLZv364rr7xSS5cu1csvv6wbb7xRdrtdF1xwgUpKSvTaa6/pzjvvrLKfkydPaty4cfrzn/+s9PR0BfUeJa9u/ZR73Gw5V9s88F/+8pf6/PPPFRQUpIsuukhTpkxRQkKCnnjiCV1yySWnHZVw5MgRjRkzRmvWrNHkyZM1YsQIbdmyRbNmzapRZdoctm/fLkkaOXJkrc+XPV62XX0N6h4oSSp0OBWTkFHrNrm5uZKkDh1q76hUtmDT0BgAAEDdNTa/cpQ49bvPtikrPUWZcx/Vt3P+pfT0dJ1//vkaN26ctmzZoiuvvJL8SvXPbcb16qiB3QJVVOJsVHwffPCB9u/fr759+yoqKqpR+wIAoKVrqrWj6rnN0888p9ve26TtxzLVwddDn9w1Xh/843HNnz+f3OYsbDZb+b+X7E6qdZuoqChFRUVp3759+uyzz6o8t27dOi1ZskS9evXSOeec06AYAAAAKnNVDvnDln1K+uBhpa78SBkZrI9VVt8csmw7z9BobYvPqNP+uP6INskA2ojDhw8bkgxJxrRp04y0tLTy59577z1DktG7d2+jY8eOxsqVK8ufS0xMNLp06WJIMuLi4sofv/jiiw1JxqOPPmpsPpRsRD72jdH3ie+Mbbv3GdHR0Ya7u7uxffv2KjEsWLDAyMnJqfJYVlaWcdlllxmSjPfff7/Kc2VxSTLuv/9+o7i4uPy5V155xZBkTJkypcZ7jYyMLH9dXf87fPhwnT+XV155pSHJePXVV2t9fuHChYYk46qrrqrzPitbvny5Icnw7jXSePbbPbVuc+ONNxqSjMcee6zW5/v162dIMq6++uoGxQAAAM7OVfnVv5YeMCIf+8bw7z2mPL8qKioq3z4uLo78qhH51Web4o3QG54zJBkXXHBBnV7zj3/8w7j11luNa665xhg0aJAhyQgLCzM2b95c7+MDANBaNOXaUW25jc3N3eh2+2vGiKd/MA6ezDIMg9ymriqvHQ37yxLDUeKsdbuVK1caQUFBhiRj9OjRxvXXX2+cc845hpubmzF+/Hjj4MGDDTo+AABAGVfnkBHDJhmSjOnX38X6WDX1zSFHjBhhSDI6X/VHY9yzS2s8X/ZeH3roofLHuP6Itsh+hnogoFVyd3fX22+/XaVC85ZbbtGjjz6q2NhY/elPf9KUKVPKnwsLC9NNN92kl19+WStXrlRUVJS2bdum77//XhMnTtTf//53/fmr3ZKkCwd11bCB/fTiiy9q1qxZeuedd/Svf/2rfF+zZs2qEU9AQIBefvllffPNN1q0aJFuueWWGttERUXpxRdflN1e8SP5m9/8Rn/5y1+0fv16FRUVVRmzcM011yglpfbWxqfj7+9f521zcnIkSb6+vrU+7+fnV2W7xvh+1wk9fnH/KndwSdLUqVP1ySef6NNPP9XTTz9d5f2vX79e+/fvlyRlZ2c3OgYAAHBmjcmvPlq4WO+n9FTRyUPKid1Unl9VPveX5ULkVw3Lry4fFqYnvD10UlJKTlGdXrNkyRItW7as/OPw8HB9+OGHGjVqVL2PDwBAa9MUa0fVc5sx1/9Wcc89oIJdP+p/f7lZvbsESCK3qS8Pd5sy8ooVE5+u0T1rjumaMmWKfv75Z1155ZXavHmzNm/eLMn8nM6YMUNhYWGNOj4AAEAZV+SQMTExit++Rl7dB+jZ5/4mDw+P8u1ZH6t/Dlm2nbunl5KyCpSUWaCuQd5n3B/XH9EWUfSDNqdnz57q3bt3lcfc3NwUGRmpU6dO6fzzz6/xmujoaEnSiRMnJEk//vijJGnmzJkqdDi1aNtxSdI1o3pIkiZPnixJ2rRpU419HTx4UN99951iY2OVm5srp9MpwzDKn6vNtGnTqpzYJclutysqKkpbtmxRamqqunXrVv7cCy+8cJbPQuOUxVu9EKf6843lZrMpIS1fu49naXD3oCrP3XTTTXr22WcVHx+vmTNn6oUXXlBERITWrFmju+66S3a7XQ6HQ25uTCkEAKCpNSa/mrM0Rs6hkepZGKcTMvOr2nIM8quG51feHu6aMaCLDkpKzMg/6/aStHTpUklSRkaGdu7cqaefflrTpk3TM888oyeeeKLBsQAA0Bq4eu2o+vl90bZErc4JkSR1LUrU8PDgKs+T29RdB1/zIsyyfcm1Fv18+umnuv322zV+/HjNnTtXgwYN0vHjx/XCCy/omWee0bJly/Tzzz/X+NwBAADUlytyyLkLv5UkBfQbr+ERwTW2Z32sfjlk2fbhHf2ULGlbQrouCupW4/nKuP6ItoiiH7Q53bt3r/XxsmrO2p4ve66wsFCSOeNSkh577DE99thj5dtNfb7q6ypXuxqGoUceeUQvv/zyaU9Kp6sK7dGjR62Pl1XHlsXlKu+8845Wr15d5bGQkJDyk3lAgHn3Wdlcy+ry8vKqxNdQHf3MhZslu5NqFP34+fnpm2++0WWXXabFixdr8eLF5c9FRETooYce0j/+8Y/TztwEAACu05j8Ki0rV/0DvTUooFDrVDO/qo78qmH51fkDu+pNSZn5xdqVmFkjtzqd4OBgTZkyRd99950mTJigP/7xj7rgggs0ZsyYBsUBAEBr0JRrR9UV52aW/5vcpv46+XsqTdJPe5P12EX9qzx38OBB3XrrrQoNDdW3335b/jXq06eP3nrrLZ04cUJff/213nvvPd19992NigMAAMAVOeSWXQckSSk/vSdvj/dOeyzWx+qWQ5btLyLQTcmGtONYpi4aXFH0U9v+uP6ItoiiH7Q5p6sOrevzklRSUiLJbBF83BmopMwC9e8aUOPiSUhISPm/582bp5deekk9evTQK6+8ogkTJqhz587y8PBQUVGRvLy8TnsyrktMlT3yyCP1bq/3wgsvlMe7evVqvf/++1Wej4yMLD/pRkRESJKOHTtW677KHi/brqE6ly7cfL8rSQ9f0K/G80OGDNG+ffv0+eefa/PmzXI4HBo2bJhuvPFGPfPMM5KkQYMGNSoGAABwdg3Jr3YnVlzgevG6Yfrwhc8lmflVVFTUafdFftWw/KqDX0Ur4k82xuu5K4fU6/UeHh66/vrrtWXLFn399dcU/QAA2jRXrx2V5TaGIa04kKzUnCJ1DvDSOX06q3NncpvG6OjrqQybtP9kto6l56lHh4pREHPnzlVxcbEuuuii8gtqlV133XX6+uuvtWLFCop+AABAo7kih0zKNItQogaP1pRRp7++xfpY3XLIiIgIxcTEyN+RJblLu45n1Wl/XH9EW0PRD1CLssrXCy+bqXfT+yvEkD5/ZJp6hdRcQCizYMECSdKbb76pyy67rMpzhw4dcml88+fP19GjR+v1mqeeeqr8pDtnzhzNmTPntNsOGzZMkrR169Zany97fOjQofWKobqO/l7KdrcpNjlHscnZ5fPtK/Px8dEtt9xSYxZp2UiKadOmNSoGAADgeqeyC/X5FvOP6pERHTSpd4iWl+ZX11xzjR544IE67Yf8qmEWxSTqD5cMkL9X/f7cK3svp06danQMAAC0dT1qyW3eXBGnnxfvU08vuxY/OKVKgYpEbtMQdnc3jY7sqI1H0rR8X7J+MaFn+XNlF3ECAwNrfW3Z42lpaY2KAQAAwBUMw1CGzOtgV1x5lV5++vE6vY4c8vSGDRumRYsWKevYASlyhHYlZsowjPJipzPtj+uPaEsYRgfUYsaMGZKkD+bOl9OQRkd2OGPBjySlp6dLksLDw2s899lnn7k0viNHjsgwjHr917Nnzzrv/6KLLpKbm5tWrVql5OTkKs8VFhbq66+/lpubmy6++OJGvQ+7m02TepuJwOJdSXV+3c8//6ytW7dq0KBBmjRpUqNiAAAArmUYhh77YodyCh2SpInRnSRV5FcLFy6s877Ir+rP19NduUUlWhiTWO/X/vzzz5Iq5s0DAIDTq57bJKTl6ZWl5riGP10+sEbBj0Ru01DnDegiSVq2r+pxunbtKknavHlzra/btGmTJNXrfQEAADSVI6l5Kuk2WJIUs+qHOr+OHPL0Lr30UknSmp+WyN3pUFpukY5nFkiSTp48qVWrVikoKEiTJ0+u0/64/ojWiqIfoBbjx4/X9OnTdSBmvdKWva3LB1ad2+h0OvXDDz9UmUvZt29fSdJ///vfKm30Vq1apX/+85/NE7iLdOvWTTfccIOKiop07733yuFwlD/36KOP6tSpU7rxxhvLF1fKPP744+rfv79ef/31Oh/r4sHmPhbvrln0s23btirHlsyq3BtvvFE2m02vvfZafd4WAABoBh9viNdP+5JldzPvqLG7m39ylOVXy5cv1+9+9zvl5ORUeR35lWvyq7AgH0nSR+uP1mjtvGrVKs2bN69GflVcXKzXXntNH374oXx8fHT99dc35C0CANCuVM9t/vzFZhU6nJoQ1UnXjupBbuPCtaPz+ptFP2vjUpVXVHGcmTNnSpJWrlypN998s8pr1q9fr5dfflmS2Y0JAADAaluPpsure3917jdKP69YwfqYC3LIsWPHatKkSUpOTlbJho8kSbsSM+VwOHTvvfequLhY999/vzw8PKq8juuPaGsY7wWcxmPP/1srL75I2ZsX6XdXrdIHw4erc+fOSkxM1P79+3Xq1Cm9/PLL5dWhDzzwgObMmaM33nhDK1as0NChQ5WYmKjVq1fr4YcfLp9X2Vq88sorWr9+vb744gv1799fo0eP1u7du7Vr1y5FR0eXL5xUduLECe3fv7/WeZ9//etf9e2330qSsrLMmZrr169Xyr3XKul4pk4Y0ubp32r0wIo7yx988EHt2bNHw4cPV0hIiI4cOaINGzbIzc1Nb731ls4999wmevcAAKAhDqfk6plv90iSLh7SVXO+qfr8xx9/rAsuuECvvPKKPvjgAw0nv3J5fhW/f7uKjj2sE4Y09H1//fDd1+rWrZskKS4uTrfffrtCQkI0atQoderUSSkpKdq5c6dOnDghb29vzZkzp9Y7xwAAQE2Vcxs373flGRqlrOHROufDZHIbF64d3TLzfKUez1KRw6mvz/9M1081xzOMHDlSjzzyiF544QXde++9+ve//62BAwfq+PHjWrdunZxOp+6+++7yrkwAAABWikkwO/bc8cRL+v6F+1kfc1EO+d5772nChAk6unK+PPZu1v+tH6ishH06dOiQxo0bpyeeeKLGa7j+iLaGTj/AaSyPL1LXX7yoqb94WH379NGmTZu0cOFCHTt2TCNGjNC///1v3XzzzeXb9+3bV5s2bdLll1+ulJQUffXVV8rJydFbb73V6iptJSkkJESbNm3S/fffr6KiIi1YsECZmZm67777tHHjxvL5nHUVFxenDRs2aMOGDdq7d68kKTMzU1s2b1Th8f0qOrFfS3dVHUNx8803a+DAgdq2bVv5HNHZs2dr06ZNuuuuu1z2XgEAQOM5nYb+74sdKih2amJ0J03p3bnGNqGhoVq/fr1eeukl9SG/apL8KiszUwWludWubVtUWFhYvv3UqVP1hz/8Qf369dOOHTv0+eefa82aNerYsaPuv/9+7dy5U9ddd51L3zMAAG1ZaGio1q5dp/6z7pO9Q5icybFatvhbchsXrx1t2LBBOQl7VXRiv37ed7zKa/75z3/qyy+/1AUXXKCkpCQtWLBAe/bs0dSpU/Xxxx/rrbfectn7BQAAaIytRzMkSecM78P6mAtzyD59+igmJkZTLrlGzrxM7Vjzo2w2m5588kktX75c3t7eNV7D9Ue0NTajes93ACooLtGYZ5cqu8ChT+4ap4nR9TvBoH7eX3tEf/5qt0ZFdtAX90y0OhwAANAAn2yI1x8W7JSPh7t++N05Cu/oa3VI7VZMfLqufGOtPO1u2viH6Qr29bQ6JAAA2qyvtx/X/Z/GKMDLrpWPnqsOfpx3m8JP+07qjjmb1aODj1Y9eq5sNpvVIQEAANRZXpFDg/+8RE5DWvf4eepWOp4drlO2Hhbi76lNT8wgX0S7QqcfoBZLdicpu8ChHh18NL5XJ6vDafMuHGTO5txyNF3J2QUWRwMAAOorKbNAf/vOvBv74Qv6UvBjseHhwRoUFqgih1PztxyzOhwAANosR4lTL/14QJJ09zlRFPw0oXG9OsnD3aZj6fk6mppndTgAAAD1suNYppyG1DXQm4KfJjKgW6Dc3WxKySnSyazCs78AaEMo+gFqUXZx5OqRPeTmRiVoU+sa5K2hPYIkScv3JVscDQAAqA/DMPTHRbuUXejQsPBg3T6pl9UhtXs2m003jouQJH26MV40dwUAoGl8GZOowym56uTnqdsnkwM1JT8vu0ZFdpAkrTp4yuJoAAAA6mdrfLokaWRksLWBtGHeHu7q08VfkrQzMdPiaIDmRdEPUM3xjHytjk2RJF0zqofF0bQfMwaESpJ+3EPRDwAArcl3O5P0456TsrvZ9PzVQ+ROwXSLcMWwMPl4uCvuVK42H023OhwAANqcEqehN1fESZJ+NTVK/l52iyNq+6b06SxJWnkwxeJIAAAA6icmPkOSNCK8g7WBtHGDu5sNBij6QXtD0Q9QzZdbj8kwpPFRHRlN0YzKin5Wx55SQXGJxdEAAIC6yMgr0p+/2iVJundatPp3DbQ4IpQJ8PbQ5cO6STK7/QAAANf6ducJHU7JVbCvh24aF2l1OO3COaVFP+vjUlVc4rQ4GgAAgLoxDKOi6Cci2NJY2rohpUU/uyn6QTtD0Q9QiWEY5aO9rhkVbnE07cuAbgEKC/JWQbFTa2K5YwsAgNbgmW/3KiWnSL27+Os35/W2OhxUM3usOeLru50nlJlfbHE0AAC0HU6noTeWx0qS7pjUS350+WkWg8IC1cHXQ9mFDm1PyLA6HAAAgDo5lp6vlJxCebjbyjvRoGkM7m7ekEinH7Q3FP0AlWw+mq4jqXny83TXJUO6Wh1Ou2Kz2TRjoNntZ+nekxZHAwAAzmbVwVOav+WYbDbp+auHyMvubnVIqGZEeLD6hvqroNipr7YlWh0OAABtxrJ9ydqXlC1/L7tundDT6nDaDTc3myb1DpHEiC8AANB6bI03x64P7BYobw/Wz5rSwG5BcrNJydmFSs4usDocoNlQ9ANUMn+z2eXnkiHd5OvJXVrNrWzE17K9yXI6DYujAQAAp5NX5NDjX+6UJN0yPlKjIjtaHBFqY7PZNHuM2e3n040JMgzyKwAAGsswDL1e2uXnFxMiFeTrYXFE7UvZiK9VB09ZHAkAAEDdVIz26mBtIO2Aj6e7eob4SZL2nsi2OBqg+VD0A5TKK3Lomx3HJUnXjma0lxXGRXWUn6e7krMLab0HAEAL9srSgzqWnq+wIG/9/qL+VoeDM7hqZHd52t2050QW+RUAAC6wJjZV2xMy5O3hpl9O7mV1OO3O5D5mp5/tCRnKzGN8KQAAaPliSjv9jIgItjaQdmJgN3PE194TWRZHAjQfin6AUot3JSm3qESRnXw1pifVtlbwsrtraj/zji1GfAEA0DLtT8rWu6sPS5KeuXKw/L3ojtiSBft66qJB5tjazzYnWBwNAACt379Lu/zMHhOhEH8vi6Npf8KCfdS7i7+chrQ2jhFfAACgZSsoLtHu42bxyUg6/TSLART9oB2i6Aco9XnpaK9rRvaQzWazOJr2q2zE1497KPoBAKClcToNPblwp0qchi4cFKrz+odaHRLq4PoxZhfLRduOq6C4xOJoAABovXYlZmrdoVTZ3Wy6+5woq8Npt6aUdvtZeZCiHwAA0LLtSsyUw2koxN9TPTr4WB1OuzAwzCz62XOcoh+0HxT9AJIS0vK07lCqbDbpqlE9rA6nXTu3Xxe52aR9Sdk6lp5ndTgAAKCSL7Ye06Yj6fLxcNefLh9kdTioowlRnRTe0UfZBQ59v+uE1eEAANBqvbfmiCTpkiHdFBbMRRurnNPH7BK96uApGYZhcTQAAACnFxOfIUkaEdGBhgPNpGy816GUXG5+Q7tB0Q8g8wKWJE2KDlF3Fm0s1cHPU6MjO0qSlu1NtjgaAABQJj23SH/7fp8k6cEZfciZWhE3N5uuHWV2+5m3iRFfAAA0xKnsQn29/bgk6fZJPa0Npp0bF9VRHu42HUvP19FUbhgDAAAtV0xCuiRpRESwtYG0I10CvNTRz1MlTkMHTmZbHQ7QLCj6QbvndBqav6V0tBddflqEGQO7SJKW7mXEFwAALcU/luxXWm6R+ob6647JvawOB/V09agestmk9YfSdDQ11+pwAABodT7ecFRFJU6NiAjWiIgOVofTrvl62su/BmvjUi2OBgAA4PS2Hs2QJI0kf2w2NputvNvP3hOM+EL7QNEP2r0Nh9N0LD1fAV52XTioq9XhQNL0AaGSpPWHUpVdUGxxNAAAYGt8uj7dGC9JembWEHm482dEa9M92EdTSkdhfLaZbj8AANRHoaNEH603c6HbJ1H83BJMig6RJK2JS7E4EgAAgNqdyMxXUlaB3GzS0B5BVofTrgzoFiBJ2nuCTj9oH1itR7v3+Rbzosdlw7rJx9Pd4mggSdGd/RUV4qfiEkMrD7B4AwCAlUqchv64cJcksyvi2F4dLY4IDXX9aHPE1/wtx1TiNCyOBgCA1uOb7SeUklOoroHeungwN4y1BBN7d5IkrY9LlZO8BgAAtEAx8RmSpP5dA+Xrabc2mHZmQGmnnz3H6fSD9oGiH7RrOYUOfb8zSZJ0zahwi6NBZTMGmt1+GPEFAIC1vthyTLuPZynA267HL+5vdThohBkDu6iDr4dOZhVq5YFTVocDAECr8cH6o5KkX0yIpONhCzGsR7B8PNyVmlukA8ncwQ0AAFqerUfTJUkjI4OtDaQdGhhWMd7LMCgQR9vHX6lo177bcUL5xSWK6uynkRHBVoeDSqb37yJJWr4/WY4Sp8XRAADQPuUUOvTPH/ZLkn47vY86+XtZHBEaw8vuritH9JAkzdvEiC8AAOpix7EMbU/IkKe7m64fww1jLYWn3a28A+Wa2FSLowEAAKgpJiFDkjQivIO1gbRD0Z395enupuxCh46l51sdDtDkKPpBuzZ/yzFJ5qgKm81mcTSobFRkBwX7eigjr1ibS6uhAQBA83pzRaxOZReqZydf3TKhp9XhwAXKLlYu3XtSKTmFFkcDAEDL9+E6s8vPJUO6KoQC6BZlYrQ54mtdHKPhAQBAy1LkcGpnYqYkaQRNB5qdh7ub+oT6S5L2nGDEF9o+in7QbiWk5WnjkTTZbNKVI7pbHQ6qsbu76dx+Zrefn/YlWxwNAADtz7H0PL296rAk6fFLBsjTzp8ObUG/rgEaFh4sh9PQgq2JVocDAECLlpFXpK+2H5dkjvZCyzIxOkSStOFQGl2iAQBAi7LnRJaKHE4F+3qoV4if1eG0SwO6VYz4Ato6Vu7Rbi2IMS9yTIoOUbcgn4btxDAkR6H5HzMhXW76ALPoZ9nekxZHAgBA+/P84v0qcjg1PqqjLhgY6pqdkju1CNeNLh3xtTmBueYAAJzB/C3HVOhwamC3QI2MaMaxDORMdTIwLFBBPh7KLnSU30kPAADQEsTEmxMsRoQHWztppB3nlWVFP3uOU/SDto+iH7RLhmGUF/00qstPSZG08F7zv5IiF0WHMuf07Sy7m01xp3J1JCXX6nAAAGg3thxN19fbj8tmk/542UDXLU6QO7UIlw8Lk7eHm2KTc8rnywMAgKqcTkMfrTdHe/1iQmTzXqwhZ6oTdzebxkd1lCStjUu1OBoAAIAKMfEZkqQRzVk4Xpt2nFcOLOv0k0TRD9o+in7QLm1LyNDhlFz5eLjrosFdrQ4HpxHo7aGxvczFm2WM+AIAoFkYhqHnv98nSbpmZA8NCguyOCK4WqC3hy4Z0k2S9NmmBIujAQCgZVodm6IjqXkK8LJr5vAwq8PBaZSN+Fobl2JxJAAAABW2lnb6adZukaiirOgnIS1fWQXFFkcDNC2KftAuLSzt8nPBoFD5edktjgZncl5/c8TXT/sY8QUAQHNYsf+UNh5Jk6fdTQ9d0NfqcNBErhsdLkn6ZscJ5ReVWBwNAAAtz4elXX6uHtVDvp6sHbVUk3p3kiRtPpKugmJyGgAAYL3k7AIdS8+XzSYNDedmOqsE+Xqoe7CPJGnfiWyLowGaFkU/aHeKS5z6escJSY0c7YVmMX1AqCRpw6E0KnEBAGhiTqeh5xebXX5um9hT3YJ8LI4ITWVsz44K7+ijnEKHFu8+YXU4AAC0KIkZ+Vq217z56ObxkRZHgzOJ7uyvzgFeKnQ4y++oBwAAsNK20tFefbr4K9Dbw9pg2rkB3QIkSXtPMOILbRtFP2h3ft5/Smm5RQrx99Lk3iFWh4Oz6BXip6jOfnI4Da06QKtmAACa0tc7jmtfUrYCvOy6Z2q01eGgCbm52XTNSLPbz/wtxyyOBgCAluXTDfFyGtLE6E7q3cXf6nBwBjabTROjzW4/a2NTLY4GAABA2lpa9MNoL+sNKB3xtec4RT9o2yj6QbuzoHS018zhYbK78yPQGkwvHfFVdpcdAABwvSKHUy/+cECS9KupUerg52lxRGhqV400u16ujUvVsfQ8i6MBAKBlKHSUaO6meEnSL+jy0ypMijZv6lt3iKIfAABgvZjS7oMjIoKtDQQaWFr0szeJoh+0bVQ8oF3JzC/Wj6WFI4z2aj3KRnwt35+sEqdhcTQAALRNczfFKz4tTyH+Xrpjci+rw0EzCO/oq4nRnWQY0pdbE60OBwCAFmHxriSl5BQpNNBLMwaGWh0O6mBCaaef7QkZyi10WBwNAABozxwlTu04lilJGkGnH8uVdfrZl5QtR4nT4miApkPRD9qV73eeUJHDqb6h/hoUFmh1OKijUZEdFOhtV3pesbYlMJ8dAABXyy106F/LYiVJv53eW76edosjQnO5ZlQPSeaILyfF1QAA6KP1RyVJN46NlAcdoluF8I6+6tHBRw6noU1H0qwOBwAAtGP7krKVX1yiAC+7endmTKzVIjr6ys/TXUUOpw6n5FodDtBk+MsV7cqXpaO9rhzRQzabzeJoUFce7m6a2s8c8bV0b7LF0QAA0Pa8t+awUnIKFdHRV9ePibA6HDSjiwZ3lb+XXfFpeVwkAwC0e3tPZGnTkXTZ3WyaPTbc6nBQDxOizG4/6+IY8QUAAKwTk5AhSRoeESw3N65DWs3Nzab+pd1+9pxgxBfaLop+0G4kpOVp4+E02WzSzOFhVoeDepoxwCz6+YmiHwAAXCq7oFj/XXlIkvTQ+X3laedPhPbE19OuS4d0kyR9vuWYxdEAAGCtsi4/Fw7qqtBAb4ujQX1M7G0W/ayl6AcAAFgoJt6cVsFor5ZjQLcASRT9oG1jRR/txqJtZpef8b06KSzYx+JoUF9T+3aWu5tN+09mKyEtz+pwAABoMz7eEK+sAoeiOvvp8mEURrdH1442R3x9t/OEcgsdFkcDAIA1sguKtaC0Q/TN4yMtjgb1NSEqRJK0+3imMvOKLY4GAAC0VzHxGZKkERHBlsaBCgNKO/3sPZFtcSRA06HoB+2CYRjlCzdXjuxucTRoiGBfT42KNCujf9pHtx8AAFyhoLhE76w6LEm6Z2q03Gk73C6NiuygXiF+yisq0Xc7T1gdDgAAllgQk6i8ohL17uKv8VEdrQ4H9dQ1yFtRIX5yGtKGw3T7AQAAzS89t0iHU3IlSSPCg60NBuXKin720ekHbRhFP2gXdiZmKu5Urrzsbrp4cFerw0EDTe9vjvhaRtEPAAAu8dnmBKXkFKp7sI9mjaAwur2y2Wy6ZpTZ7YcRXwCA9sgwDH24zhzt9YvxkbLZKIRujSZEmyO+1h2i6AcAADS/mARztFdUZz8F+3paHA3K9AsNkM0mJWcXKjWn0OpwgCZB0Q/ahS+3ml1+LhjUVQHeHhZHg4aaPsAs+lkfl6ocRk8AANAoxSVOvfXzIUnSr6dGycOdPw3as6tGdpfNJm08nKajqblWhwMAQLPacDhNB5Nz5OvpTofoVqy86CeOoh8AAND8ykd7hXewNhBU4edlV2RHX0mM+ELbxco+2rziEqe+3n5cknQVd7C3atGd/RXZyVdFJU6tPphidTgAALRqC2MSlZiRrxB/L107OtzqcGCxbkE+mtw7RJL0Bd1+AADtTFmXnytHdFcgN4u1WuOjzKKffUnZ3MUNAACaXXnRT0SwpXGgprIRX3sZ8YU2iqIftHmrDp5Sam6RQvw9NaVPiNXhoBFsNpvOKxvxtfekxdEAANB6lTgNvbkiTpJ015Re8vZwtzgitARlxV9fbE2U02lYHA0AAM3jZFaBluxOkiTdPD7S4mjQGCH+XurfNUCStP5QmsXRAACA9qTEaWhbQoYkaWQEnX5aGop+0NZR9IM2r2y01+XDwmRnbEWrN2NAqCRp+f5kLkYBANBAi3cl6VBKroJ8PHQTF7dQ6oKBoQrwtisxI1/rDjEWAwDQPny2KUEOp6HRkR3KLwag9Srr9rM2jg7RAACg+cQm5yin0CFfT3f1DfW3OhxUU5bn76HoB20UFRBo07IKivXjHrMjzFUjelgcDVxhTM+OCvCyKyWnSDsSM60OBwCAVscwDL2+PFaSdNvEnvL3slscEVoKbw93XTEsTJI0nxFfAIB2wOk0NHdTgiTppvERFkcDV5gYbRb9UMAMAACaU0x8uiRpaI8gGhC0QAO6md0g407lqMjhtDgawPX4rYM2bfHOJBU6nIru7KfB3blbqy3wtLvpnL6dJTHiCwCAhvj5wCntPZElX0933T6pp9XhoIW5ZpRZKP/9rhPKKii2OBoAAJrWqtgUJWbkK9DbrosHd7M6HLjAuKhOcrNJh07l6mRWgdXhAACAdmJradEPo71apu7BPgr0tqu4xFDcqRyrwwFcjqIftGkLYszRXleN7CGbzWZxNHCV8/p3kSQt25tscSQAALQ+764+LEmaPSZCwb6eFkeDlmZ4eLB6d/FXQbFT3+04YXU4AAA0qU83xEsy1428PdwtjgauEOTjoUFhQZKkdXF0+wEAAM0jJj5DkjSCop8WyWazqX/piK+9jPhCG0TRD9qs4xn5Wn/Y/ON+5vAwi6OBK03r11k2mzl783hGvtXhAADQauxLytKqgylys4kuP6iVzWYr7/bzOSO+AABtWHJ2gZaWdhC+YSyjvdqSshFfa+NSLI4EAAC0B5n5xTqYbHaPGRERbG0wOK0BXc0RXxT9oC2i6Adt1sJtiTIMaVyvjurRwdfqcOBCnfy9ylsk/rSPbj8AANTVu6vMLj8XD+6m8I7kR6jdVSO6y80mbTmarkO0PAYAtFHztxyTw2loZESw+pVeAEDbML686IdOPwAAoOnFlI72iuzkqxB/L4ujwekMKO/0k21xJIDrUfSDNskwDC3YWjbaq7vF0aAplI34ougHAIC6Sc4u0KJtxyVJv5zSy+Jo0JJ1CfTW1L6dJZkXRAEAaGucTkPzNiVIkmbT5afNGdOzo+xuNh1Lz1dCWp7V4QAAgDZua+lor5GM9mrRBlQa72UYhsXRAK5F0Q/apN3Hs3QwOUdedjddPKSb1eGgCcwYECpJWhObovyiEoujAQCg5fto3VEVlTg1MiKYRQic1bWjwyVJX25NVImThRAAQNuy7lCqjqbmKcDLrsuGsm7U1vh72TUsPFiStI5uPwAAoImVdfoZGcl6W0vWr2uA3GxSam6RTmUXWh0O4FIU/aBN+rK0y8+MgaEK9PawOBo0hb6h/uoe7KNCh1NrYpnRDgDAmeQXlejD9UclSXdOibI4GrQG0wd0UbCvh5KyCrTq4CmrwwEAwKU+3RgvSZo5Iky+nnaLo0FTmBBljvhad4iiHwAA0HRKnIa2lXf6CbY0FpyZt4e7eoX4SZL2nMiyOBrAtSj6QZvjKHHqq+3m6IqrRjDaq62y2WyaPsAc8bVs30mLowEAoGX7MuaY0vOK1aODjy4YGGp1OGgFvOzumjXczKU/25xgcTQAALhOak6hluxOkiTdwGivNmtitFn0szYuhfENAACgyRxMzlZ2oUO+nu7qFxpgdTg4i4oRX9kWRwK4FkU/aHNWx6YoJadQHf08dU7fzlaHgyY0vXTE17K9ySzgAABwGoZh6L01RyRJt0/qJbs7fwKgbq4fY474+nHPSaXk0PYYANA2fLk1UcUlhob2CNKgsCCrw0ETGRnZQZ7ubjqZVahDKblWhwMAANqorUczJEnDegSz5tYKlBX97Eui0w/aFn77oM1ZGGOO9rp8aDd5cIJt08b16ihfT3clZxdq93FO0AAA1Gb9oTTFJufI19Nd147uYXU4aEUGdAvUsPBgFZcY+mLLMavDAQCg0QzD0KebzNFedPlp27w93DUyMliStC6OEV8AAKBpbI1PlySNiuxgcSSoiwHdzG5MexnvhTaGigi0KXlFDv2wxxz1NJPRXm2et4e7pvQJkSQt3cuILwAAavPR+qOSpFkjuivQ28PiaNDazC7t9jNvUwKdFQEArd7Gw2k6dCpXvp7uunxYmNXhoIlNjDbXjCj6AQAATWXrUbPop6zYGC1bWaefuFO5KigusTgawHUo+kGb8uOek8orKlFkJ1+NCA+2Ohw0g+n9zRFfP+1LtjgSAABanpNZBVqyO0mS9IvxkRZHg9bo8mFh8vV016GUXG04nGZ1OAAANMqnG80uPzOHh8nfy25xNGhqE6I7SZLWH0qV00nxMgAAcK303KLyMaIjwun00xp0DfRWsK+HSpyGYpNzrA4HcBmKftCmLNp2XJI0c1iYbDabxdGgOUzr31mStONYpk5mFVgcDQAALcvcjQlyOA2N6dmh/E4WoD78vey6orQTwrxNCRZHAwBAw2XkFem7XWYx9OwxjPZqD4b1CJaPh7tSc4t0IDnb6nAAAEAbE5NgdvmJ6uynDn6eFkeDurDZbBrQ1Vwj3cOIL7QhFP2gzUjLLdLKA6ckSVcMZ7RXe9ElwFvDSrs6LafbDwAA5YpLnPpkozna62a6/KARZo81L4x+t/OEMvOKLY4GAICG+XJrooocTg3sFqihPYKsDgfNwNPuptE9zbvu18Yy4gsAALjW1qMZkqSREXT5aU3KbozcS9EP2hCKftBmfLvjuBxOQ4O7B6p3F3+rw0Ezmt6/iyRpGUU/AACUW7b3pE5mFSrE31MXDe5qdThoxYb1CFL/rgEqdDi1IOaY1eEAAFBvhmGUj/a6YWw43aHbkYnRIZKkdYco+gEAAK615ajZ6Yein9ZlQLcASRT9oG2h6AdtxsLS0V6z6PLT7kwfYBb9rD6YooLiEoujAQCgZfhwvdnl5/ox4fKyu1scDVozm82m2WPCJUlzNyXIMAyLIwIAoH62xqfrYHKOvD3cNHME60btycToTpKk9YdSVeIkhwEAAK7hKHFq+7EMSdKoSIp+WpOyTj/7krJZ40KbQdEP2oSEtDxtOZoum026fFiY1eGgmQ3sFqiugd7KLy7hzi0AACTFncrRmthUudmkG0pHMwGNceWIHvKyu2lfUra2H8u0OhwAAOrlkw0JkqTLhoYp0NvD4mjQnAaFBSrAy67sAof2HOdubgAA4Br7T2Yrr6hEAV529WH6SKvSu4u/3N1sysgrVlJWgdXhAC5B0Q/ahK+2m11+JkZ3Umigt8XRoLnZbDadV9rtZ9nekxZHAwCA9eZtMi9snduvi3p08LU4GrQFQb4eumRIN0nS3NLxKAAAtAaZ+cX6dqe5bkQxdPtjd3fTuKiOkqS1cSkWRwMAANqKraWjvYZHBMvNjdGxrYm3h7uiO/tJYsQX2g6KftDqGYahhTGJkqSZw2jR3F7NKC36+WlvMu34AADtWpHDqS+3HpMkzebCFlyobMTXV9uPK6fQYXE0AADUzaJtiSoodqpvqL9GRgRbHQ4sMD7KHPG1No7u0AAAwDU2lxb9MNqrdSob8bX3RLbFkQCuYbc6gHZhyxzpyBrp5C4p95SUny65e0oBXaWwkdLwG6Xe02u+rihX2rNIil8vJWyUTu2TVKmY4alGtNU3DGn3l9KOz6WkHVJuimQ4JZ8OUpcB0qBZ0vCbJbtn1dcd+ln6+R/S8RjJKJG6DJQmPygNnFnzGI4i6c0JUmqsNOtN8302gT0nsnQwOUeedjddNKRr43aWfVJa86p08Acp85j5deoULQ2+Shp7t2T3qt/+CnOkQyukI6ulxC1SdpKUmyzZ3KSgHlKvc6Tx95rHqO7kHvO1R9dIqXHm6wqyJO8gqetgaci10rAbJDf32o99cKkU86H5tcpJlpzFkleg1Lmf1O9iafQvJa9qLQcPr5Lev+zs72vCfdKFz1Z9LHGrFLtUStggJWySCit9f079P+ncx8++34SNpT8vq6Wck5Kbh+QXInUdIvW5QBr5i9O+dGJ0iLw93HQ8s0D7krLLT9guk3lMWv+mFPeT+e+SIsk3ROoUJfU8R5pwr+TpV/U1yXuljW9LR9dKmQlScb7k4St16ClFTZXG/UoKrufF2LRDUtxy83OUcsD82uanm8fuMsD8WRx1u+RRS8erTe9Im941fybtPlLEeOm8J6VuQ2tumxJr/vxK0j3rpJDe9YsTAJpaS8uv8tLMc8SR1dKJ7eZ5LPeUGVOHXlLv86Rx90iB3Wq+1sX51U/7Tiolp0idA7x0br/ODXs/rlQ9v3I6zBxk/RtmHlTf/EpqWN6RflR6tZZz3unMfEMacVPFx+9dKh1dffbXPZ5YNcdqTH5VpijXPIfv+9Y8/xflmHl7YHcpcqI0+o7a88kyJcXSf6ZIp/ZWPBYUIf1u59njqmRsr46KCvHToZRcfb39eOO7JbSU/EoyP8eb/yft+878HBdkSG52ya+L1H2E+bdR3wtqvo78CoArNDSvkcz1nV1fSDEfmTlIYbb5d3TEeGn8b6TwMQ2PK3mftO4181yWnWT+ndm5v7keMep2yb2WZcUWtm5kGIY+2WB2qLthbIRstkbehe3qdSPpzHlN5wFnfm1jvv4NWTcqkxonrf2XuT6RnSR5+ppf66HXSyN+IbnVcp9pQ9eNGrs+JnPNSJI2HUlTcYlTHu5NcB9sQ/IayXxvG9+Wjm0yf/Z9Okg9xkhj75KiptU/DmeJtHtB6ed5g5S0y/xZLPPbHVKHyNpfS14DAK3fjs+lL++s+lj19Q2paa8/SpKjUNr4X2nXl+b5u6TIvCbW5wJp0m+lgNCar2lheeTZbD5iFv2M6dmxbi9o7jyyLtfl6pvTNeaaZ3X1XavKSJDWvW6+38xj5vXDjr3M69nj75U8fGq+5gx55O+9ouXpPkx7j3c5e6xN5amgs2/Tbbj0q59rPl6Ua/6M7flKSjlo5vKBYVLvGdKkB6WgRjTJaMj3Knmk5Sj6aQ4/PWv+IqnM6TAv3qcdknbNN38hXfS3qtukxkkL73F9PIYhffYLae/XNZ/LTZYOJ0uHf5ZiPpZu/dr8JS+Zv/Q/usosDvL0l9y9peNbpc9ukWb9Rxp+Q9V9rXvN/OHuMcb847uJLNpmtmie3r9L4+ayJ2ySPr5aKqh0UnTkm+/x+FZp26fSrV+Ziyd1FbtU+vzW2p9LOWD+F/ORdNV/ayYu8++oerIrk5dinqQOrZC2z5VunFdz0WDx4+aFtOry06T4deZ/W96Xbv++9uSqIVa+IO3/tmGvdTqlxf8nbXyr2hMFUlG2lH5YOr7tjEU/3h7umtw7REv3JmvZ3pOuLfrZPlf6+kHz+6GyrGPmf4dXSkOvq/p12LPI/Bo6q90FX5Qtndxp/rdljnTjZ1LPSXWP5fv/kw4uqfl4QUbVr+2tX0n+lZKV5c9JPz9v/ts3xFwIPLjETM7uXm4u6lU5zqNmIj7pQU64AFqmlpZfxXwk/fjHmo+XFNX8vR8xvuL5JsivykZ7XT2yh+xNcUGjPmrLryTzgsbSp8zFqPrmV1Lj8o7W5sQO6dPZUlZi1cdzTpr/Hd9qLsicaUFl1Uu155X1ZLPZdP2YcP3t+32auymhcUU/LSm/yjklvXexlHqw6uNOh5QZb/63Z5E09lfSJf+oeJ78CoCrNDSvKSmWPr9N2vdN1cezT5gX/XcvlM5/Wpr0QP1j2j5P+uo+8/dW+fEKKwoJds6Xbp4veQVUPN8C1422H8vUvqRsedrddOWIRnaHbop1I6nheU1jvv6NWTfa9630+e3m90P56wrNiylH15jfrzfMq1hPbOz7bMz6WKn+XQPUwddD6XnF2nEsQ6Mi63hxrq4aktdIZj68+uWqj+WcNL+m+76RJv9OmvFU/WIpzJa++GU934DIawCgLchLM6+z1EVTrY9JZpOB96+QkndXO+ZB879tH0k3fVG1OLkF5pFnkpiRr8SMfLm72TQ8PPjsL2hpeaTUsJyuMdc8q6vPWlXccvN7obDyKK4Cs6lF0o7Sz9/XNW+2PEMe2SMvRf/02KCYQ2uloh9Om0e2SJnHpA+vND/flaUdMguBtn0q3ThX6jm5/vtuyPcqeWSLwHiv5uJml0L6SdHnmXdpeFer3lv/hnRs8+lf7+5lVsa5wp5F1Qp+bFLERCnqXLNar0zi5qoLAD8/b55wO/SSHtojPXJACh9nPre82l3JmYnSyhfN6s5L/ik19k6q03A6DX1VWvQzc3gjFm9yU6VPr6/4JeZmN79OYSMqtknebS6mNJRPR/NzHDnJ/HqWcRRIC34tZR0/zQttFZ1ugqvdiXNklbTs6aqPJW6puXATNtKs7vSstBiXFlfz61aZh6804Ira/wsdfOb3Wv37+2x+eLJqwY+7Z8V77jqk6ufrDM7rby5ELduXfJYt62Hft+bXp/LCTac+Uu/zzYSytvfqKJK+/m3VC1Idekl9LjTvyC9TlCN9dX/DYwvpZ+4zpNoJ89Re8/jlx8k1q3IlaeAs6fex0gMxkleQVJxbc4Fp79dS3DIpIEw65/cNjw8AmlpLyq8qC+hmnnd7jDVzoTIFmdJnt5q/l8u4OL9KyizQzwdOSZKuG93D1e+sfmrLr3qdY969XKax+ZVU97zD0+/0uc2AK8xFpcq6DTv9vsJGnH4/bme4r6K++VVGgtklqHLBT0A38/u95xTzXH02pw5Iq148+3Z1dPWoHvJwt2l7QkbD5563tPzq5+erFvx4+EnR06Xuo6tut/EtKX5D6XHIrwC4WEPymmV/qVrw4d/V/P3lW7YAa5hFyQd/rF8sJ3ZIi35TUfDj7mmewyufqxLW1/x92wLXjeZuNLv8XDqkm4J9Pc+y9Rk0x7qRVL/1lIZ+/RuzbpRysOrFIbuPef6u3JHo8Erpu0fOHHt9140k1Xt9rBI3N1v5iK91rh7x1ZC8RjJvtqycL/iHmnmNf6Uu5qtflrZ90vDY3Ow1c9zakNcAQNuw+HGzKLa+XL0+9vltVQt+wkaYeVPZeklBpplX5aVVbNMC88gz2XzEjH1QWKD8vM7SX6Ml5pGuyOkafM1T9Vuryk6qVvBjkyImmHlWmdSD5jZO52l2cvo8ckTJLjl+eKpusTSl3ufXvl4YNbXqdoZhvtfKBT+d+0u9pkr20gkgRdnS3BvNjj310ZDvVfLIFoNOP83h0hfNajrfSneRFOVKH10jxa+teOzoWqlHpYVlvxDpwufMC0bdhplVe3UZKXA2R9dU/fiK1yo6qFQfP5CwoeLfx7eZ/+93ScXJY9BV5jaZCWb1blll3w9PmD/Mo26v+svAxTYcTlNSVoECvO2a1qeDdGCJ2Q73vCfrt6PVL0l5lf7ov/5jqd9F5r+XPGG2jJPMRYT9iyueq4vQwdK0/zM/b2WthlMOSu9eYN5BJUnFeWabw4n3VbzO3cO8k2/Cb8y2eJJ5wlryB2nDmxXbbf9UuvBvFW32jlb6npKkcx6VznvC/HdqnPT6mIq2vpW/vtX5hkjXf1j39zlolnnXUvhY8zh1GWMhSceqLTZ1HyVd9XbVu9ULMs1W52dxXn+zs822hAyl5BQqxL9SopGRIO2YZy5Uho+tW2xFedJXD6i8raVviHTN/6qeZEuKzSpjn+CKx5J3mx0MykRONquM3dzMtpZvTqq4sJQWV/Vn52xsbtKwG827vTr3rXh87Wtm8VSZA4vNE7RfJ7Mlu6PAfHzo9WYSHNRd6jXFXCA8HlPxuuJ883tMki746+lbeQOA1VpafiWZRdTTHjP/yCpbcIjfIL1/ecUf0TlJUuwyaeAV5scuzq/mb0mQ05DG9uyoqM4u+B1e4jD/EHNVfhV9rrTwXnP8RNm5sCH5VUPyDr8z5DZph6oWxUdONsdFnM6Yu2q2xq6L+uZX3z5U6c4am3TxP6Qxd1Ztr5y41Swmqo1hSF8/YH7/eQWa35fVuy7VU4i/l84fGKrvdibp+9UbNSB0W+vPryr/fWRzl361suJOo+V/k37+e8XzCeuliHHkVwBcqyF5TWG2tOG/Fc91jJLu/lnyDjT/FnxjnDkqTJJ++KPU5/y6x7P2X2Z7+DKzP6l4/aL7zJFQktlNZuIDUveR5sctbN0op9Chr7abFxtmjwl3fV7jqnWjhuQ1jfn6N2bdaNlfKvJaN7v0yyVmTm0Y5uL/noXmc9s+NtezQgc17n1KDV8fq2ZidCd9vytJa+NSdd95fWpu0JzrRiUO83NZpkMvc2yDd5CZq7011ex6LZndgIZcV/s4vdrYvaTpfzbfQ9hI6duHpe1nKRwirwGA1i/uJ2nHXPPfQeFm7nUmTbU+tv97Mx8qU3mU+f7FZkGBZOZVq16seK6F5ZE1VMsjy0Z7ja5L98CWlkdKjcvpGnrNs0x916o2/rdqh59LXzDXxiRzHFxZUdixjdLer8zPSZm65pE75kqXPH/aPPKsGpJHVnfpi6cfwVrZoeVmEX+ZwVdLV79rfh6PrjU7WUvm53TlP83PV1015HuVPLLFoNNPcxh4RdWFG8m807h6a7Pq8wYDw8xfROFjJHsj7kaqzq3aCKzuoyr+Xf0EWblNc62Mmg8dXmku/Ph0kKb/qUEh1tWibYkaYDuqNzrNl/e/BkufXGf+oqkPwzB/GZcJ6Vv1pDqxWhvk7Z/Wfd89p5iLLgMurzpbPKRPxUmpTFpc1Y9vmm+27i47EUnmCef8v1T9GhZkVq3ePtPXt1N01Wrfs35962HodebJNLAOd5xXtv4NlX8f2X3MxZHq4ym8g6T+l5x1V12DvDW4e6AMQ1q+L9lcJN32qXmx9ZUh0k9/NefU19WOeVU/t5f8o2ZVrbuH1PeCqp/X6l+DsOEVyYLdS+pSqVpatvq1Dbz8VenKN6sW/EjSxPvNZL6M4axYIKqPVS9JGfHmhbQh19T/9QDQXFpafjVstnTH9+bdD5XvMIoYJw26suq21c/5NTQsv3I6Dc3bbC7qXD8mvNZt6ixpp7T4D9JLA5omv6repa4++ZXU8LzjdDa+oyqf93F3u2a/jZESW/XO/NG3m3FVX4DoPlLq0r/2fWx+1xzPIUkz/mzeZdNYRbl6oNMWfezxrB7cfU3byK8qd2fyDqraWrjefx/VgvwKwNk0JK85tqlqK/5BV5kFH5J580f/SyueO7XXLLitqyOVLvgEhFUtGBl5S9VtK5/va2XdutF3O04or6hEMzoka+yBF5our2nMupHUsLymMV//hq4b5WdU/dxFTavojGizmRf1Kts+t+rHDc3fGro+Vs2EaLPTz+aj6SooLi1qsmrdKO4nc4xXmVG3VjzvHVT15yznpLl9XXn4SFMeMgsJq49YcwXyGgBoeYryzDGTktnFZNJvz7i5pKZbH6t+/q8cS7+LzG54ZXZ8ZuZZp2Xt9UdJp10f21Ta6WdMzw5nenXLzCMbk9M15ppnmfquVVX+28TmJo2olCed7W+TOuaR9qKs+nfJamwe2VBHqhXnjfhFxVp05ESpU6U1rZ2fn6H7UTVN/b0qkUc2MTr9WKUoz6w4LGNzMysAm0P0udL6f1d8vOYV6YJnzRN79XZqlReYwkaYd5jt/868i93uY55cJbPYwC/ErHb9rrQd13lP1ly0cpWcZDm2zdXtO99RP6+jUuXOvPX9gzbtUMXdT5LUbXjV5wNCzTEK2SfMj49tqvu+/Tqd/jn/LlU/rn4BofrM9DJ2L3MBoPIJqPJro6aa309G6S/yDW+aVbi+HaWtH1ZU2kpnnqlZlG12jsk6YbaE69hL6nvRme96ry/DMKujy0SMK73b6a9SxlHzrvXuo8xf/nW8cHNev84KPLFW4T/PkZasMSu+y9lqXvw9k9ilFf+2+0g9zzE76iTtMj/HnfuZsVVOGCTzZBjYvWIUx+4F5nadB5jVxnHLK7bte2H9Yjrd94Uk+XWuWsFf9n3Rpb/5NXQUmCftfheb38+HSyvuyy5mpR8x7+i0uZsLVQDQ2liZX1U/r5/pucrnbRfmV+sPpSohLV8BXnZdMqRbrducUU6yueCy/VPp5K6qz7k6v/LwlgK6mi16pfrlV65WlGfOky8T2EPqf5Y7ow58b9494ygwv0bdR0sDLjv7Ob0++VXsj6qywDX4amn7PPPOu+ICKTjcjLOsu0J1WcelpaV3kEdMkEb/Ulr96pnjOx2nUzqy0lzo2fOV+hfnSqVrO4ZssrX2/Cr6XHMGvGTmyuv/Y3ZCzU+XNvynUrze5tgNifwKQNM7W16TW21EUeUuIpLkXe3jY5vOPLqystxK6w112W+ZFrZulL/yVX3vuUQD8uOl9ZWea0nrRg3VmK9/Q9eNjsdU7QBV/fPQbagkm8rzF1d9Hhq6PlZNdGd/dQ7wUkp2vuI2fKtBp76T9nxlzbpR9Q5K1T+XYdU+PrbRLBxqKuQ1ANC6LX/WvJ4iSZe/Yq45WCVhY8W/A8JqromFDa/o0pubbN643DGqxeWRZ1ofy8wv1v6T2ZKkUWcr+mmJeWRjcrrGXPOUGrZWVflvEw/fqkVqZ/rbRHJZHlmu2vpYo/LI6tb9WyrIMPcTGGYWcEefV3N8XW614qQz/R1QkGH+vHWudvNlbRr6vUoe2WJQ9NOcvrzbbF1VkGG2qitrR+ZmN9vP1uWHzhX6nC+N+3XFAvaOeTWrH+0+0tRHq/5xP/VR6aOrzJPwSwPNuAsyzOfK2iJv+I90ap/Udag06g7Xxl1cYJ7wt38qxS6T3ShR2WfM8PCTrf8l0pBrzfnl9ZF2qOrHtZ0E/LtU/CLLSjS/jo355S3VvEsncnLdXndiR9UTUdjIqrF0GSCd/7TZvlmGdGiF9Eq1C0ludmns3WZbu9PJTzcXKir76a/mBacrXqvf3dOnkxFfdUzDqQNmC2qno+Kxre9Ly5+Trv/IrDo/nZSD0vZPdd/2T+XpeVzKrvRcl0HmIsuQa80LZHV1YkfFv909pNdHV3zPl1n+rDlqY/TtFY/ZPaUr35Lm3iQVZprfM/+dVnP/UedKM9+o+XhD5CRXTUADukkdSzsmefqZFfU/P2+2Zfxnb6koxzwJe/iZo8Ik6fv/Mx8b9+uq7RoBoCVrKfnV6RiG2Xa1sshJFf92YX5V1uXn8uFh8vF0P+12VVTLr8pHOUjmOaIp8yu/LhVFP67Krxpix7yqbYTH3FH1bqXaVB4FVsavszTrP1KfGad/XX3yq8p5iCQtuEfKjK/62KoXzbuaLnulZszfPmL+PLh7mftuyIz70vxK2+dJWceqPuXbW+9mjtaR7pfozd71+P5oifnVlIelhE0VI3QWP2b+V5l/qDTrDbNFsUR+BaBp1CevKevqUqb6ubfGx/XoBOsdWNHWPfOY5CiqWFw/035b0LqREbtMtxolFT3OmzqvaYp1ozNpzNe/oetG1e/WDuha9WO7l3nRoWydJzW2Dm+kEc62PlaNLTVWzwYu0KCi79V9abWiqeZeNzrb59K/2vdYU38uyWsAoPU6HiOtLx1TNOxGs0gg5mNrYinKk7KPV3xca85U/RwXZxb9tKA88mzrY1tj02QYUs9OvuoS4H3m/bbEPLKpcrq6XPNsyFpV5by3KMe8FlZWYFT985t7SirMOfvYqGp5ZKxHX/U+0+f8DOtjDc4jq9v4VtWPV79kfq9fO6fqdJTa/g4oK6xxlpjXXas8f7juRT+V1fV7lTyyxaDopznt/aZa1Z/M6reLn6/ajqw5XPy8OS96yeMVd/ZUNvIWsyVYZdHnSr9YaM5IPB5j/nCGjZQmP2gWB2WfNH+oZZMuecFskbbvO2n3l+YFHf9Qc7zFgDrOlCwTv8GcPb17QZULMg7Z9XPJEGX3malZs3/V8Ja11WdF2mv5xe5Rbd8FWY076e5eYCYQZboNk3qf4QJRmaI86etqrRnPeaTmdhPvN+8iWvDrilmKlQ24wvzFerYLWrXZ9YXkKJRmuyBxrN4ur3JCWFlOkvTJtdI966TASp0L8tLM769tn0qJmyVJZTW+x4wQGYOuVvjU26TQgY2Pr/LM0MpKiqRvfmd+viu3PO81Rbpjsdnysbb5uV2HSNMeP3NldF05S8wZ8iVFFY9N+m3Vee/n/sE8IW9610zS7N7mXaLn/dE84R/4wexa4NfZ3NZRKG39wLxrvijbLCAafXvd7wwFgObSkvKr2qz9l9kKuEz/y6qOIXJRfpXV60It3mUW0Fw3ug5/YJ4mv5Kbh7lANORacyxEk+ZX1R5rbH7VUJveqfi33VsaeVvD9pN7Spp7g3T7YqnHqLNvX1lt+VX1PKl6wU+ZrR9IPh3N1sRldi+U9n9r/nvq7802y3VVS35VLihCGnK1NOQ6FXv30lt//0nOeCnuVI6iO9dxDndLzK+8g6RbFkqLfmO2Pq7O7iOd83uzjXVl5FcAXK0+eU2PMZK7Z8XfgTs+M/OMiPHm75n931fdvjBbddZzsrRnUenrsqSlT5nnk7w0acXfTr/fFrRuZJNUZLhrj89oDb/krmbIa1y8bnQ2jf36N2TdqMbnoZaLXB6+FReICk5znneFuq6PVctrLpDMbw6pSl7T7OtGZ/tc1pYnNzXyGgBofUoc0lf3mwUqfp2lC5+1Np7q58I6rQWVnhNbUB4p6YzrY1uOmLnO6J516DTUEvPIpsjp6nLNs6FrVT0nm98TZb5/zCyodjqkH2sZ8VaYfeain1ryyH8Vz9SrhiFb5SKkOq6PNTiPrIukHdIHs6R7VleMgu05peoNhStfkEIHm8Vba18zO2hVVte/AxvzvUoe2SJQ9GM1R4H5y+Xgj9I177l2duZpj1kkLfiV+cuqTI8xZjVewkapOM+sKNz7tXTLIqlz34rtoqbWnE1d5sc/mif1YTeYY5p++KN5oauyXfPNeZB1TT6OrJbmVJpDLpsUMV75/a/U1O86KNnhp2+mn2VG9TcPVW1JVmbQldLgq2p5QS1zQs84V7Se9n5j3r1Xxq+zdN0HZpJyJoU55oWk41srHpt4f9U57WWWPCGte73i49Ah5i/cxC1mdfTuL81q5RvnSZETKraze5uzOAfOMlu3BXU3W8Vt/9Rc2CsrENv3jZkMRYyr55uvpqS45mO9z5eu+JeZVH33iFkZKpWOV3jTvButzGe3SEdWVXzs20kaOEtvpo3U83uCdZt3Lz3VmBNu5SIayZyHe/2HZsHcljnm97wkyTA/P5UvSu1eIH35K6mk0Pw4KFzq3F9K2W9W2ibtlP53oTlPdPw9jYjRIS38tXnCLDPoSnNxrroxd9acqyqZJ9iyu9lnPGV+H3wws2KuqmTOyo35SLr2PfN7BABaMivyq9psfFv68c8VH3fqY97FUp0L8qvEXreq0HGh+nTx17AedZiFXUt+pSHXSIOuqlt75JaWXzXUkTVVO+UNvub0BSMhvc3Z2H3ON3MBD2+zC8MPT0gntpvblBSZnXtuWVjxuobmV9XzEHdP6Zr/mZ1s4tdLn99q3jkjmXf1TX7QnGmfnyH9P3v3Hd5mdbYB/H41bHnvve0sx3H23iSBbBICAcqGMj9KgZbZQgeFQoG2UFpGWYGyRxJCJhBCyN7TI3E84r33kGVJ7/fHa3nFcbyPxv27rlzEsq3ctoV0fN7nPM+Wx5TbAxOAGQ/17HtykfUVElcrj5PmDZAQAJcND8T21GJ8figHv1sS3+ndXcAa11fV+cBH1wDFScrbGhcgYrJyYin3EGBsUNalp9cCN33VviMT11dENNAutq5x9QWm3NO64WuoVU5HX4zGufv/5szfKEUjlufs/f9pPya+q/u1gn0jOWIqXspPxCd1E/Ds1bMxdnRo1/dhi+uavv78e7tv1I6g70NP9sc6rGtMOl98UjsemzAD7/3fA3B11vYtS1/WNe10+L6JWidzXUNEZFvaHjRb/LeBG3fVaz1cK1jBOrI7+2OHspRRqJOifWxzHXlhgE5u6kGm7lzz7Mte1ZT7lAIRS1FK0tr217c76ur3nk7Wke+YlmFD0zg8WtGACN8215q7uT/WJ5HTgYSVSld4nyil41TGDmDrk63F5VXZyh6zpcB9yOVA2ARl3Q4AxcnAfyZf/N/o9b54Dx8XXEcKd4kqA+pXv88H/lgJPHIOuP5T5cKPRerG9qeMB9Khd9o/IV71X+DOH5QCn3t3K+22AKXrypZHu3ef2fuV0QjOnsCCPwN5R1tfcCf+Eng8C5jY3G5v379bn4wupeMTyOhrgWX/xLdOS1BsdMOQQHckhHp2/rkWad8DKRsu/FNyRnm/c4fPb2q48D6MHW7r2D6tu05+oVygsWwKuPor1cs+0V1/XkMl8L+rlCc+i4l3AJf/5cKPTdnYfuPmsqeUKtCb1wIPHFXmqALKWIQNDygzKC0iJiljtBKvUS5saV2UdnRzHrtwFFj69m5+0V3obEbmFc8q8yrdA5Rq3baydrd/u+3jwy1QaXd+xbOIm7AAgITtqUWQ+7Jg6phv+gNKpanOE5jx6/b/D+cdBQzNJzJripQRHJYLUkMuV773N32l/HfoQssXoCxOK7J6l8/YqCw82p5IH7ZY+X+6JwuOvf9SWveFTQTG3ggc/G/rC+5VbynPWaHjlDmv3z7Y+f8jRESiWMv6qqNd/1CKBCy/IPnGKmutnmzA9GB9FZ/5AUZL6bh6Qnj7Uymducj6CpPu7H6+fllfdThV3tv1VV8c/G/7t6fc3fnHAcDyV4F5v1eKQdwDlHVCzCzgxq/an37J2q0U2Vv0dn3VcR0yfInyi6+zuzJCLHF16/tMjUBu86mj3f8AaosASaUUmal7eDHrIusrRE27YH1x/eRIAMDXR3JhMHbSPbQz1ri+2vRIa8GP1hW4dxdw6wbgzu+Bq9s8h2TvBfZ3c3QY11dE1Bs9XdfM/5MyxqEzHUcnuPagC1roWKXQ1KmTE7IqrVJk2nK/3Vw7DOK+0eHEp/F63VzILr5YEN9JW/qOrGnfqCd6+/Pv7b7RBd+HTjoEtf0+DMT3oCf7Y8AF6xrV4ufxvtud2G8cjsPnK/uep7frmkt9L61hndwW1zVERNanvlzpigMo1wRGXS02D9DLvaBLHFwDBv36Y1f7YwajGcdzKgEAE6J8bXMd2Z9ruu5e8+zLXpVXGHDDF0ox0QUkZe+q5U31xR9TF1lHfu13DwAgpaBDR6Me7I/12h1blEL+4FHKutI9QHkcrvh3+49rOzpNpQKu/0TphNWZ3v4eOFCPVa4jBw2LfgabJCn/045YAlz7Qfv3pW4anAwp37b+3ckDGHNd69t+ccrFC4vMn9tftOiM2dR8UQvAnMeVOX9t2whbTh23rdw8s7V7WT1DW2cRAsoL++tTMWXblbhXvQE3jVBd+sLWpbSdhQgorQA7anubZ1jvWusdfk/psGQ2Nt9POHD7FuXJvCt1pcAHy4Dcg623Tf+1svjo7Gtv+/MFgEm/bP27m1/79oZlacqM1O6I7jB/s7aoe5/XFe9ItPZVbuYb0/p3j6D2m4wNle0/NmZ26wtRXTGw7m7g5aGYl/x7XK49gfzyWpwrru19vo4Lk7bZgA6PHbm1zWHad+1f/Mbf0lpNq9YC425sfZ+5CcjY2fNshnrgk+ta2yECSneC6z7qWeVuVa5yYVpSAUteUh5Tqc1tGL0jgTHXK89Zk+5SbqsvUzqCERFZE2tYX7W1/S/A9jajlgITlJFPXmHdv49erK8WqI/iqnHd+Dcusr7CGzOA3f8EKjsZm9RT3Vlf1fbD+qovqguUC6gWEVN710bWPbB9Z0xzE9BQ3r3P7Wp91aN1CFrXSbVtTph9fA3wt5jWP23njlfntt7e1kXWV/j6LqUdr8nY8qGXDQ9AoIczyuoM2JrUyc+4M9a2vjI1AWfb/G4SM6d9i+nEa5TfmSzSfrj0fXJ9RUR90ZN1jVoDXPUGcOePSneexNXA5HuAFf8BruywURyc2LMc8cuBB08Ai14Axt6k/Jn/B+D+A+2fF4NHX/q+BnnfaNLmJdji9AReCvkRurqLjBHvicHaN+qp3v78e7tv5Dek/efVFLR/u0nfft+m48f3VU/3x4AL1jXSunuwuel2/FP7HxQe2dBuXdMrvV3XXOp72fHt/v5e9gTXNURE1qmxpvV35Kxd7X/3t3RUsdjymHL77lcGNpOTa2vxMHCRNVPH17i4Cz+mLQHXH7vaHzudX4VGoxk+rlrEBbhd8P4LWOM6sr/WdD255tnXvarIqcCvjwHLXlH2g0ZfD8z9HXDPTsC/zZ5c0Mj242ktulhHxocoa8WUgg5jsHqwP9bvLnU91iMYuHM7cN3HwOS7ld8DZjykFEdNuK3NB0rK6K/uGIjHKteRg4rjvURyD27/dsc5ewOl7b/T6S/FbW6TzcpYJY8uTkYdfk9pIRgwonWkUNuLOB4hyn8927zYd7dgxC8OuPsnoDhVmat58gugpgBRTRl4QpsB+eDnQGFzu72RV3U+juHhU13/G76xSoWopQWfZTyDRXVB+7zhk7qXva29rwHfPdXm6xoK3LxOOeXdlep8pc1Z6dnW2+b/EZj1m4t/TsfH0QU/4w5v15e3PpmbjMqmUWc6LnA669LTU84eQGC80n7OoqGy9fFmNLSeggIAN//2nz/3ceXkVMpG5fGR8RNgqIUm6Su8rQbKVB4o+GYRsPCXvWu3Fz6p/azQjkVHlpmmgPKiZTnt2OOfQVnPcumrgY9XAzn7W2+bdFfri2ZPbPudMtJv/K1AWHNlsOX/X8v/uwDg2ebvtYP0XEVE1Bui1leAcgJk6xPAgTdbb4uYooxFaHsivjt6sb5K9GpEkGcnc7g7usj6CkWnlT8//Lm1nfFAra+aGtq/nvRmfdVXh99r3ZgAuu7y09UayWxW1mxttS1a7u36quP3pKt1CHDhz0k2d118dLH3X2R9hVNfKH/atDPWRE7FLyZH4tXtafjfvixcOeYS41MsX5c1ra/qywDZ1MX9dritO/fL9RUR9ZfurmvCJyh/2vrmV61/17goLeN7ys3/wnGJ5/cpLeYthsy/9P0M4r6R+cTnUNUWIl6Vjfj8N4BX3hz4dU1/7Bv1RU9//r3dNwodp3R6MjePau/4fSg4gXZjAPrz+9Cb/TGg03WNztyAq9R7gDN7gL8/17cxDb1d10R0GMFQcKL9/0v5xzv8O12MbBhoXNcQEVk/y+jvS71/MDpoREwCkr9R/l5bqBQJeLRZ07ZdP7gFKCMxuyLg+mNX+2OHm0d7TYz2VRoS2OI6sj/WdL295tnbvSpA2TObeDuA21tvK89QxrJbDFlw4eddYh0ZH+IJHMtDamGHTj892B/r1Tqyr9djVSqlWL9twb7RAHz/h9a3wycCLt7dyzMQj1WuIwcVO/0MtKP/A059deGLqbER2PFs+9u8o/rv3/1nIvAnL+XP+x1mWrf9H6mxWslnUZbevrWZ1q3r1l91ZcCPzV/H4r+1PkG1bZ9W3/wE3XaDvDst+9oKHAFc/gzwcBK2jnsd35imoxHOkCArbcA2/Rb4+zDgo2suPLF0KZIEJF7b+nZZWvtKYct8dIvR17V/O+MnZVbos4HK972jHc+3f/ELGQvcsfXSL37lmcB7i1pfiCQ1sPxfl97Q8OhwseXwe61/ryu78PvTNsf7i4B9/2n9mVkUJQM/v9T+togpXefortHXtn/7+Mdt/v4R2i0uomfhAloXYPRqZUHxcLLS3jFgBADAT6rBqPwvla/rlUTlxa6mBx2KOv6sT37R2ta6OKV9m8jwyYC2+UJrx5/B0f8pp8gB5b/HPmr/fu/I1r9XnG/9f/dPXsrjp636cuCD5e0LfmY/Bix9ueeLioyflAW4zltZ5FhY/v9s+zho+/ee/v9LRNTfrHF9ZTYDG37VvuBnyAKlpW1PC356sL4y15a23BQR2uHC4KW0WV/hpq+VjnEaF2Aw1ldtf9EGLnzNfX9p6/e6s/VVX5magKNtuid4hADxKy7+8ae+AD67UbnQ2fF+vnuq/fz2oFHKCC6L3q6vhi5UXqMtzm5tvXDUWAskrW99n0bXvxtDXayvUF8GHH63ZX11d+MHCFZV4VBWxYWtkDtjbesrF19A3Wbee8ZO5Xcii1NfKb8zdXa/neH6ioh6qi/rmtJzykWQtsxmYP8bwLH/td429oYLN3u7WtcASlchY2P72/KOAuvvbX3b1e/C5/WOBnnf6JMZW3CL4XHs0M6GPFjrmkvtGw3Uuqa3P//e7hu5eAPDFrbenrmztThFltuPDAMu/djort7uj1l0WNdUz3wKZ83N3TE7rGsGbd8obl77ERVHPwD0VcrfGyqBox+2vs8tAIi7rPXtS+0b9Seua4iIqDNdrSNHX9/+7bbrpNTNQNm51rcTr+36moaA64+X2h8zJinrpEnR3dzrs8Z1ZF/XdL295tkXad8r3a3aKksHvry9dQy82lkZ99ZWN9aRrZ1+OtnT6sH+WI/XkVseBbY+2X4PClAe95sfbX9bx+ux2fsvPICobx7NW5LaetvU/2v/MV2tI/v6WO2I68hBx04/A60oCTjwhrIRH5SgzNJrrFGqRDuezp1wa/u3awqViwsWlhmQFm+3OQEy/pYLP/9iEq5S2v1ZfH0ncOAtwMkNyDmgVN1ZjFxx8UpDAPjhj4C+Uvm42Lmtt0fPan0COP4RMOu3wPFP2ry/Q2uy7lKp8VZeNI41/QrPLYjEje5HgROfKi+8ZiNw7nvl+xa/vGf3O+s3SqWm5Wfy+U1KRn1V+xM7UTOA4Yu7f78p3wI7X2h/m6svsPHhCz82ZjYw+a7Wtz+/Cag83/q2RzBw7gflT0fL/tnaBSfhquZimWbbnwGS1imPvdzDys+r5euZ2b7KuqZIqbz8/g/KBSuPEKVys+BE+xPQgSOVObFt7XwROLtN+XvHF9+jH7bPfdf21r9Pvhs49F7rScHtf1ZeSFSa1rmOAODspXxsVzxDlHaOMx9C8Zl92Py/f+BK9V74SrVAVQ6w51Vlk6Vt5WtXwicC8VcqM1gBIG0b8J9JysWenIPtuwPMfqT170OvUE74Wyro07YB/xqvLB5LUoHKNqcidV6dVx9fzDf3AwXHW9928VHu8/ObL/zYy36ndFLqjKkJ2Nzc5nPeU+1PO0bPVB73ZWnK1xk+CTjxmfI+tbPyfSEiEska11cH3mhfdCCpALWT0ua2o4SrgFGrLn5fPVhf5fz0LiyX/yLHXdG9rB2p1Mpr0ZAFSje5pHUDt76Kmq5cnGr7c+rp+gro/brDIml9+9MpE3/Z9ZpXlpVRYKkblTneQQnKL8NFye1PmAEXXoDq7fpKqwMu+72yCQAop83+PUkZQVaU1L798pR7Wk/9XPWG8qcz/0xsXXN5RV76RBrQbn2FvOa196mvlJNXVTlwO/xv3B71Fzyf6YUP953H86susQllbesrjRMwYimQtFZ5u6kOeHOmcgK/qeHCtsKjrr74fXF9RUS90Zd1Td4Rpc28V4QyVkhSKSeV2742eUUoY7l66vObAa2rMsLS1V/5nbokVTl9a7HsFWUvqSuDvG/09bECHDOPwezZ1+OySf4Du67pj30joOt1TUUW8P5itHTfabuu6e3Pvy/7RvP/oIzcNBmU7+d7i5Tvg+XxYTH6+gtHO/R2/dbb/bHOeIbAc8GjWHF8EtzLTuH1hFRE5G1uWdcM2r6RWqt8Lzc8oLxdkaWs80LHKY+ntuvU+X9UPr4n2v5OYxnPZvH5ja0Fz8MWAnM6jICx4LqGiMi6+UQBf6rq/H3HPga+aXOxf8Xr7UdiAwO3PzZ8sbIeOr9HeXvfv5W/67yArN2tH+fic+kCXgHXHy+1PzYfZ/EinseEKN/u36+odWTL+kpWil/i5rW+r7drut5e8+zrXtXmR5V9sIDhSjfUmgKlwNrSrQgAFvzxwsKjbqwjJxnNeF1bjKfL70BdoxFuzhfZH7zE/liP15FNeqX4fv/rygg13zhlz6vgRPvuXRqXC7uvHvtI+RMwHPAKV372xSntD60NX9L1/nNn+uuxynWkECz6GSxGffvTHW1JKmDOExduOBgbgbzDF7/Ptu/rSdHAhNuAjB1tTu7I7ecYWgQmAFc8e+HtLf/+EeVJResKXPFc+/cNuVx54c3apWwe7H+ztX1w9Cxl074XcivqcSy7EpIEXD5uKOCZqCw2yjOUJwXLE0NPufkDv/gM+PhaoLFKeZHL+Kn9xwTEA6vX9Kybir76wtvSf+z8Y9uOgejsc6vzlD+dueLZ1k2NoQuUNodtOw0UngLQ4YXSMxxY0aEy0/KlmY1KYUnb4hIL/2HK96rjhbHyzIs/XmvylT+dcXIDbvgM+HBl62Ok4+NR5wVc91HXY+Y6CBw+DZ/5P4DnCm/C/2ZVYGr1d8oipqdW/FtZAFsylZ1rX40uqZQq8KGXt97m5gdc+S9g7T2ti46q7PYt0AFlU3flm91vrwdc+LhoqGjdXOqoqyKp/W8ApWeAoERg4h3t3zftAeDE58rP4/3FytxSS0vFmQ8rizgiImtgTeurjs/Pshk4s7nzjw0c2cW/37P1VVTza2e623jExS/qft6L0Xkqa6uBWl+17SgJ9G59BfR+3WFx8L+tf1c7dZh33Ym2+eqKgYxOWs1KKqVIp2NRSF/WV5PvUk4jHXq7+d8uufACV/yVwLxeXMztjbDxyp8rnlMuah3/FEj7DnOHB+D5TGD9sTw8sXgEvFwucWHK2tZXi55X1stlacrbTfUX/i4AKCeexvzi4vfD9RUR9UVv1jUWVTnKn478hgI3ftmz58S2DDWdZ1I7A8v+AYy8suvPH+R9o/NldTiWXQmVBGXkpE43sOua/tg3Arpe1xgbLv64sOjpz78v+0YBw4Gr3wW+/qVykcjYoBRStRU1U3l8dNTb9Vtv98e6MDXWD5+WxmKN93w8ff0/261reqw36xpAuYBaerb1omVtkdLZsa3pDwDjOznkdSld/b7TtjuU/7CLfxzXNURE9m2g9sckSVkPfXAlUJKi3Na2WABQDnj/4vOuX7MFXH9sp5P9McPRT2GqAly0aiSG9aAbiah1ZFfrq96u6fpyzbOvjPrmkVMdxk5JKmDuk8C0+y/8nG6sI50BLFEDfzXeiNTCGkyI6kYXp4vsj/VI2591x/Wjhc4LuOY9wCe6kzuQlQKttkVaFsOXAte827M8QP89VrmOFIJFPwNt/M3KqdvsfUo1YV2Z0mrM2UOZVRk1HRh3s3JCdbCo1EoBRfIG4OTnypNkbbFy0tjFR2lNFn+l8mKmce78PmQZ2PQIAFmp/OtYPalSATd8Duz4q1INW1sEeIYpp4ku+33PX7iabTqpnGieHO2LQE9d6zt8Y5WuJnOf7PwJrjsipwL3H1CqMc99D1TlKnMt/YcouSff09qG19ot/ptSZXnsI+WUVk2hcnHE2QPwHw4MuwKYdJeycGnrtk3Kyfes3crjtaZQqSjVeSsnDkdeCYy9qf+/D0EJyvd+72vKBdLKbOUx5h2hLOCm3Q94hfX4bufHByK1sAYfVY3G1BtuU/7/a3vKqjt0XsDtW4Aj7wOnvlQeX4Z65QRc1DSlwjZswoWfN+pqIHg0cOgdIHOX8jU11Skj83yilMXnlLuVx+5gqylUKsABYMlLynNCWx5BwJ3fAz/8CUjfoVQJB4xQLjxOunPQ4xIRXcAa11f9oYfrK7m2CIWyHzaapmDCql6MebyUgVpfmY3Kz2r6A8DU+wd/fVVwon2BccIqwD3g4h8PKPO5Xf2UCzEFJ5W1bW2x0pnQK0w54TLpl0BwJ11u+rK+kiRlhOewhcqaIu+IUvCr81LaJ4+7qeendvqDxkm58By/HKgrwzBzE4YdO4OzRbX46kgufjkzpuvPt7b1lUcwcO8u4MgaZZxNcYpymlBSA+6BQOhYYMwNwIglF78Prq+IqLf6sq4Jn6gc9ji/Vzntqq9Wfs8PiAcSVgLjb1Wes3tj/tPK81VpmrIJK6mVU6Rx84Cp915k47kNAftG648pFzVmDPFvv2cE2Oe+UV9+/r3dNwKUtUvgPmDvq8pFgJpCZfRB4Eilzf/4Wy58HbQy0+P88OnBbOxNLwM0I9utawZt3whQipTi5gEH3wFyDynrPBcf5cTz5Dvbn8gfTFzXEBFRX7gHAnf/BBx8S1nnlZ5T1hle4cr1npkPte8k2JGg648X1byO/NTpF/ho43eYOMQHThpVz+7D2taRgG2t6WY+3Lxfk6yM1ZJl5TEUM0v53nXsMNlLyQXV3Sv6seiwP9ajdeSi55X9xPQflQKZmiLl9y6tG+AXpxTbTbqz82YIiauVYq3cw0BdqVK05eqnrDnH3tj1/tWl9PWxynWkMJIsy7LoEETddeW/d+NkbhX+snIUbp4adelPGGjGRmB9c5vEla9fvEiKhDiaXYFVr++Fh06Do09fDq26hwsxIiIiK/bVkVw88uUJxPi74cffzoHU35saA4FrJ7v10f7zeGr9acT4u2H7b+ZApbKBxyMREdkNWZYx/+87kVFah7+vHoOrJ4SLjtQ3XDMNqJKaRkx6TumeePTpy+Hr1sviOCIiInIY9310BFtOF+LRhcNx/2VDRMfpPq4rL+mlban4z450XD8pAi9cPVp0HKJe4RVwshnny+pwMrcKKglYPKqLKmCiZmPCveHn5oQavRGHsspFxyEiIupXXx/JBQCsGhdmGwU/ZNeuGhcGD2cNMkvrsPtcqeg4RETkYE7mViGjtA46rQoLuWdElxDg4YxhQcrIiQMZZYLTEBERkbUzm2Xsb14zTI31E5yG+tuoUGVc26m8KsFJiHqPRT9kMzY2j/aaHucPf3dWotKlqVUSLhsRCADYnlIsOA0REVH/ya2ox76MMkgSsMrWT7KTXXBz1rR0Vfhw33nBaYiIyNGsP54HALh8ZDDcnTWC05AtmB7nDwDKiC8iIiKiLpwtrkFFfRNctGqMDvcSHYf62agw5Wd6tqgGjUaT4DREvcOiH7IZlqKfpaNDBCchWzK/uejnx1QW/RARkf345ng+AGBqjB/CvF0EpyFS3NQ8fvfH1CLklNcLTkNERI7CaDLj2xPK2uiqcaGC05CtsJzS35PODoVERETUtf3NRcITo32gVfPSur0J93GBl4sWTSYZZwtrRcch6hU+M5FNSC+pRUpBNTQqCYsS2KaZum/mUH9o1RIyS+uQUcIXayIisn2yLGPtUWW011XjwwSnIWo1JNAdM4f4wywDHx/IFh2HiIgcxJ70MpTWGuDr5oRZQwNExyEbMS3OD2qVhIySOuRWsFiZiIiILm5/RjkAZf1A9keSJCQ2d/s5nc8RX2SbWPRDNmFTc5efGUP84ePmJDgN2RIPnbbl9BZHfBERkT04nVeN9JI6OGtUWDyKxdBkXW6epnT7+fxQNvRNbIlMREQDb/0xZbTXstEhPHlN3eblosW4CG8AwM9n2e2HiIiIOmc2y9ifqXT6sVxrIvuTEOYJADiVx6Ifsk38TZhswsaTSpvmZRztRb0wr3nE1/bUIsFJiIiI+m5d84Wty0cGwUOnFZyGqL35IwIR6qVDRX1TS+E+ERHRQKk3GLEtqRAAsGIsOyBSz8wZpnSG+ukMD4kRERFR584U1aCyvgmuTuqWbjBkfyw/2yQW/ZCNYtEPWb2zRTU4W1QLrVrCFSN5mp16bv6IIADAoawKVNU3CU5DRETUe0aTGRtOKMXQV43jhS2yPhq1CjdOVbr9fLj/vOA0RERk775PLkK9wYRIX1eMj/QWHYdszJzhStHP3vQyGIxmwWmIiIjIGu3PULr8TIz2ZVdJOzYqVCn6SSmsQZOJ60KyPXx2Iqu3sfnC1uyhAfBy5Wl26rlIP1cMDXSHySxjZ1qJ6DhERES9tvtcKUprG+Hr5oTZzSeTiazNdZMi4KRW4UROJU7kVIqOQ0REdswy2mvl2FBIkiQ4DdmaUaFe8HNzQm2jEUezK0THISIiIitkKfqZGusrOAkNpCg/V3joNDAYzUgrqhUdh6jHWPRDVk2WZWxsHguwbAxHe1HvzY9Xuv38mMIRX0REZLssF7aWjw7h6SKyWv7uzljaPJb3/T2ZgtMQEZG9Kq8z4Oe0UgDACnZApF5QqaSWQvqdZ3lIjIiIiNozm2UcyCwHAEyL9ROchgaSJElICPUEAJzmiC+yQbxSQFYtpaAGGaV1cNKosKC5aIOoN+bHBwIAdpwpgZGt+YiIyAbVNRqxLUkpXl3JC1tk5e6YEQMA2HiyAIVVesFpiIjIHm1LKoTJLCMh1BNxAe6i45CNmmMp+jnDoh8iIiJqL7WwBpX1TXBzUmNUmJfoODTAEpt/xqfzWfRDtodFP2TVNp5URntdNjwAHjqO9qLeGxfhDW9XLaoamnA0u1J0HCIioh7bllSIhiYTYvzdMDbCW3Qcoi4lhnthcowvjGYZH+zLEh2HiIjs0OZTSmfoJYnsDE29N2uoPyQJSC6oRnE1C5WJiIiolWW018RoX3bcdgCWwq5T7PRDNojPUGS1ZFlu2cBZOjpUcBqydRq1CpcNV7r9bOeILyIiskHrmkd7rRwbBkmSBKchurRfzlS6/XxyIBv1BqPgNEREZE/K6wzYm65chFnKoh/qAz9355ZT3RzxRURERG1Zin6mcrSXQ7AU/aQUVHNiCNkcFv2Q1UopqEFWWT2cNCrMGxEoOg7ZAcvjaHtqseAkREREPVNcrceec6UAgJXjWAxNtmFBfBAifV1R1dCEr4/miY5DRER2pO1or2h/N9FxyMa1jPhi0Q8RERE1M5tlHMgsBwBMjfUVnIYGQ4yfGzycNdA3mZFWXCs6DlGPsOiHrNbW00qXnznDAuDurBGchuzB7GEB0KgknCuuxfmyOtFxiIiIum3DiXyYZWBClA+i/Hhhi2yDWiXhjhnRAID3dmfCbJbFBiIiIrvR2hmaXX6o7+YOV4p+dqWVwsT1ChEREQFILaxBVUMT3JzULV0Byb6pVBISw5Wf9YmcSrFhiHqIRT9ktTafLgQALB4VLDgJ2QsvFy0mRSsV2dtT2O2HiIhsx9rmLikrx4UJTkLUM6snRsBDp0FmaR12nOH6i4iI+o6jvai/jQn3hqdOg6qGJpzIrRQdh4iIiKzAvubRXpNifKFR83K6oxgd7g0AXBOSzeGzFFmltKIanCuuhVYtYX58kOg4ZEfmxysjvn7kiC8iIrIRZwprkFxQDa1awjJe2CIb4+aswS8mRwIA3t2dKTgNERHZg7ajvdgBkfqDRq3CrKFKt58d3C8iIiIiAPubi36mxvoJTkKDaWyE0unneE6V4CREPcOiH7JKW5q7/Mwc4g8vF63gNGRPLEVkBzLLUKNvEpyGiIjo0tYfV7r8zB0eCB83J8FpiHru1unRUKsk7E0vQ3J+teg4RERk4zad5Ggv6n/zRiiHxH5gZ2giIiKHZzbLOJhZDoBFP45mTIQ3AOBsUQ0aDCaxYYh6gEU/ZJW2tIz24gYO9a8YfzfE+ruhySRjV1qp6DhERERdMptlfHNMKfq5iqO9yEaFebu0jOxltx8iIuqL8jpDy6gFjvai/nTZiECoJCCloBp5lQ2i4xAREZFAKYXVqGpogruzBqNCPUXHoUEU7KlDoIczTGYZSfns9kO2g0U/ZHWySuuQUlANtUrC5SM52ov6n2XE13ae3iIiIit3ILMc+VV6eOg0LaePiWzRL2fGAAC+PZGP4hq94DRERGSrLKO9RoVxtBf1L183J4yP9AEA/JhSJDgNERERibQ/Q+nyMynaBxo1L6U7EkmSWrr9HM+pFJqFqCf4TEVWx9LlZ1qsH0dY0ICYN0IpJttxphgmsyw4DRER0cWtb+7yszQxBDqtWnAaot4bF+mD8ZHeMJjM+GjfedFxiIjIRllGey1hlx8aAJaR8BzxRURE5Nj2pSudJTnayzGNbS76OZHLTj9kO1j0Q1Zny2llA2dxYrDgJGSvJkb7wEOnQXmdgZW6RERktfRNJmw+payLONqL7MGds2IBAB8dyIa+iXPRiYioZ8pqGznaiwbUgubO0PvSy1DXaBSchoiIiEQwmWUczGTRjyMbE+4NADjB64dkQ1j0Q1Ylt6IeJ3OrIEnAFSNZ9EMDQ6tWYe5wy4gvtmwmIiLr9ENKEWoajQjzdsGkaF/RcYj67IqRQQjzdkF5nQHrmrtYERERdde2pCKO9qIBNSTQHZG+rjCYzNiVVio6DhEREQmQUlCNar0R7s4aJIR6io5DAiSGewEAssvrUV5nEJyGqHtY9ENWZWvzaK/J0b4I8HAWnIbs2fwRStHPj6ls2UxERNZp3VGlKGLluFCoVJLgNER9p1GrcPuMaADA27syYOaYVSIi6gFLB0SO9qKBIkkS5sfzkBgREZEj29/cWXJyjC80al5Gd0ReLlrE+iuHDE7mVooNQ9RNfLYiq2LZwFk8il1+aGDNHR4AlQSkFtYgt6JedBwiIqJ2SmsbsfNsCQDgqnHhgtMQ9Z/rJ0fCU6dBRkkdvufFNCIi6qay2kbsTVc6r3C0Fw2kBfFBAJRDYiYWKBMRETmc/RnlAICpsey67cjGRHgDAE7kVIkNQtRNLPohq1FYpcfR7EoAwKJR3MChgeXt6oSJUcqijd1+iIjI2nx7Ih9Gs4wx4V4YEuguOg5Rv3F31uDmaVEAgDd3pkOWeTGNiIgubVtSEcwyONqLBtykaF94OGtQVmfA8ZxK0XGIiIhoEJnMMg5kKp1+psb6CU5DIo1pHvF1LKdCcBKi7mHRD1mNraeVLj8TonwQ7KUTnIYcwbyWls0s+iEiIuuy7pgy2uuqcWGCkxD1v1unR8NJo8Kx7EocyuLmCRERXZqlM/TSxFDBScjeOWlUmD08AABHfBERETmalIJq1OiN8HDWYGSIp+g4JND4KB8AwLHsSo6nJ5vAoh+yGltOFwLgaC8aPAuai372pZehrtEoOA0REZHiXHENTuZWQaOSsHwML2yR/Qn00OHq8crYurd2pgtOQ0RE1o6jvWiwLeAhMSIiIoe0P0Pp8jMpxhcaNS+hO7L4EE/otCpUNTQho7RWdByiS+IzFlmFkppGHMxS5mQuYtEPDZK4AHdE+rrCYDJj97lS0XGIiIgAAGuPKl1+5g4PgJ+7s+A0RAPjrlkxkCRge2oxzhbViI5DRERWrO1or0g/V9FxyAFcNjwQapWEM0U1yCqtEx2HiIiIBoml6GcaR3s5PK1ahTHh3gCAI+fZpZqsH4t+yCp8l1wIWQZGh3sh3IcbODQ4JEnC/ObTWz/y9BYREVkBs1nG+ubRXquaO6EQ2aPYAHcsSlCK/d/amSE4DRERWbNNp/IBcLQXDR5vV6eWi31bkwoFpyEiIqLBYDLLOJCpNCeYyqIfAjChecQXi37IFrDoh6zCllOW0V5s00yDa/6IIADKKXPO5SQiItH2Z5Yhv0oPD50G80YEio5DNKDunh0LAPjmeB4KqhoEpyEiImtUVtuIfenKiWuO9qLBtLC5E/nW0yz6ISIicgTJ+dWo0Rvh4azByFBP0XHICliKfo5mV4oNQtQNLPoh4SrqDNjX3DJvMUd70SCbHOMLd2cNSmsbcSqvSnQcIiJycJbRXstGh0KnVQtOQzSwxkX6YEqML4xmGe/tzhQdh4iIrNAPKcpor4RQjvaiwbVwZBAkCTieU8niZCIiIgdgGe01OcYXapUkOA1Zg3GRStHPueJaVNYbBKch6hqLfki475OLYDLLiA/xRLS/m+g45GCcNCrMHuYPANieUiQ4DRERObIGgwlbThUAAFaNDxOchmhw3DsnDgDwyYFsVDU0CU5DRETWxtJlhYfEaLAFeuowvvlCz3dJ3C8iIiKyd5aiH472IgtfNyfENl+3PsZuP2TlWPRDwm05rVzc4gYOiTKvzYgvIiIiUb5LLkSdwYQIXxdMbG4fS2Tv5g4PwPAgD9QZTPho/3nRcYiIyIpU65uw+1wpAGAR94xIgMUc8UVEROQQTGYZBzPLAQDT4lj0Q63GN+/RHjlfITgJUddY9ENCVTW0buAsSeQGDolx2fAASBKQlF+Nwiq96DhEROSgLKO9rhoXDkliG2FyDJIk4Z45sQCA9/dkQt9kEpyIiIisxY7UYjSZZMQFuGFIoIfoOOSAFiYoe5UHMstQVtsoOA0RERENlOT8atQ0GuGh0yA+xFN0HLIiE1j0QzaCRT8k1I+pRWgyyRga6M4NHBLGz90Z4yK8AQDbU9mymYiIBl9xjR670koAAKvGcbQXOZblY0IR5u2C0loDPj+UIzoOERFZCUt3FXb5IVEifF2REOoJswz8wJHwREREdmtfhtKcYEqML9QqHsSjVpain+M5lTCazILTEF0ci35IqM2nOJudrMP8eGXE148pHPFFRESDb8PxfJhlYHykN6KbZ0UTOQqtWoV7m7v9vLUzHQYjN1GIiBxdg8GEn84oBdGLR4UITkOObFECR3wRERHZu/0ZymivqbEc7UXtDQlwh4dOg4YmE1IKakTHIbooFv2QMLWNRuw827yBk8gNHBJrfnwgAGD3uVI0GDhWgoiIBo8sy/jisNLdZNX4cMFpiMRYPTEC/u7OyK/SY/2xPNFxiIhIsJ1nS9DQZEKYtwsSQjligcRZnKgU/ew5V4ZqfZPgNERERNTfjCYzDmWy6Ic6p1JJLd1+DmWVC05DdHEs+iFhdqQWw2A0I9rPFSOCOdqLxBoe5IEwbxc0Gs3Ym14qOg4RETmQE7lVOFtUC2eNCsvHhIqOQySETqvGXbNiAABv7EyHySwLTkRERCJtS2od7SVJHLFA4gwJ9EBcgBsMJjN2pLI7NBERkb1JLqhGTaMRnjoN4kNYbE4XmhzjCwA4kFkmOAnRxbHoh4TZcroAgNLlhxs4JJokSS3dfrZzE4eIiAbR54eULj9LEkPg5aIVnIZInBunRsHLRYvM0jpsOlUgOg4REQliMJrxQ0oRAI6DJ+tgGTH37QmuT4iIiOzN/gylkGNyjB/UKl6rpAtNiVE6QB3ILIeZh9TISrHoh4RoMJiwI9Uym50bOGQd5o1Qin5+TCmGLPOFm4iIBl6DwYRvT+QDAFZP5GgvcmzuzhrcPiMaAPD6jnNcjxEROai96aWo0RsR4OGM8ZE+ouMQtXTj3Hm2GFX1HPFFRERkT/alK0U/U2N9BSchazU63AsuWjUq65twtrhGdByiTrHoh4TYeba4ZTZ7YpiX6DhEAJR5ra5OahRW65GUXy06DhEROYDNpwpQ22hEpK8rpsZwbjjRbdOj4eakRmphDbansPsiEZEjsoz2umJkEFQ8bU1WYHiwB4YHeaDJJGNbcqHoOERERNRPjCYzDmVVAFCuDxF1RqtWYWK0chjhQEa54DREnWPRDwmx5bTyC/JizmYnK6LTqjFziD8A8CITERENii8OK6O9Vk8I50UtIgDerk64aVoUAODf7PZDRORwTGYZ3yUpo70WsTM0WZHlYywjvvIFJyEiIqL+kpRfjdpGI7xctBgZ4ik6DlmxKTFKJ6gDmWWCkxB1jkU/NOgajaaWgorFiSGC0xC1Nz++ecRXapHgJEREZO+ySutwILMckgRcw9FeRC3unBkLZ40Kx3MqsTedmylERI7kUFY5yuoM8HLR8rQ1WZVlo5URX3vTy1Ba2yg4DREREfWH/RnKnsPkGF8exqMuWX43OZBRzgNqZJVY9EODbndaKWobjQj21GFchLfoOETtXDZCKfo5kVuF4hq94DRERGTPvjyidPmZPTQAIV4ugtMQWY8AD2dcPykCAPDvH88JTkNERINpa3Nn6PnxgdCquW1J1iPa3w2jw71gMsvYcqpAdBwiIiLqB/uai35YbE6XMjrcGzqtCmV1BpwrrhUdh+gC/O2ZBt3mU8oGzqJRwaycJasT6KHDmHAvAMCOVI74IiKigWE0mfHVkVwAwHXNxQ1E1OruOXHQqCTsyyjDkfMVouMQEdEgMJtlbEuyjINnZ2iyPleOUbr9fHuCRT9ERES2zmgy41BmOQBgaqyv4DRk7Zw0KoyP9AEA7G9+3BBZExb90KAyGM34PtmygcPZ7GSd5scHAUDLGDoiIqL+9nNaCYqqG+Hr5oQFza87RNQqzNsFq8aHAQD+s4PdfoiIHMHJvCoUVOnh5qTGrKH+ouMQXWDpaKUY7WBWOQqqGgSnISIior44nV+NOoMJXi5axAd7io5DNqB1xBdH0ZP1YdEPDap9GWWo1hvh7+6EidGsnCXrNK95xNeutFLom0yC0xARkT364pDS5Wfl2DA4abgkJ+rMfXOHQCUBP6YWIym/SnQcIiIaYFtOK91TLhsRCJ1WLTgN0YVCvFwwuXk/c9NJdvshIiKyZfubCzemxPhyKgl1y5QYZR24P6McsiwLTkPUHq8w0KDa2ryBszAhGGq+iJKVSgj1RLCnDg1NppaFHxERUX8prW3EDylFADjai6grMf5uWDpaGaPx+k/pgtMQEdFAkmUZW0+3joMnslbLxyjdfjacyBechIiIiPrCcu3H0r2F6FLGRnpDp1WhtLYRZ4tqRcchaodFPzRojCYztiUpF7g4m52smSRJmBevdPv5MZUjvoiIqH+tP5YHo1nGmHAvDA/2EB2HyKrdf1kcAGDzqQKkl3BDhYjIXqUW1uB8WT2cNSpcNjxQdByii1qcGAK1SsLJ3CpkldaJjkNERES90GQy41BmOQAW/VD3OWvUmBKjPF52pZUITkPUHot+aNAczCxHeZ0BPq5aTInlaC+ybvObR3xtTylmmz4iIuo3sizj80M5AIBr2eWH6JJGBHtiQXwQZBl4fQe7/RAR2astzV1+Zg8LgJuzRnAaoovzd3fG9DjlYs/Gk+z2Q0REZItO51WhzmCCl4sWI3ggj3pg1lB/AMCutFLBSYjaY9EPDRrLBs7lI4OgVfOhR9ZtxhB/6LQq5FU24ExRjeg4RERkJ47nVCKtuBY6rQrLx4SKjkNkE341bwgAYP3xPJ6oJyKyU5Zx8IsSONqLrJ9lHf/tiQLBSYiIiKg39mcoXX6mxPhCpZIEpyFbMmtoAADgQGYZ9E0mwWmIWrHyggaF2Sxja5JS9LM4kaO9yPrptGrMiFMqdrencMQXERH1jy8OK11+lowKgadOKzgNkW0YG+GNucMDYDLLeO3Hc6LjEBFRP0svqcXZolpoVBIWxAeJjkN0SQsTguGkVuFMUQ3OFPKgGBERka3Zn1EGAJgWx9Fe1DPDgtwR6OEMfZMZR85XiI5D1IJFPzQojmRXoKSmER46TUshBZG1m9+82fhDSpHgJEREZA9q9E345rgyAoCjvYh65qEFwwAA647lIpPdfoiI7MrW5s7Q0+L84OXKomiyfl4uWswZrpzy/vYER3wRERHZkiaTGYezlE4/U2NZ9EM9I0kSZnLEF1khFv3QoNh8Sml3e3l8EJw0fNiRbZg3IhCAMoqluEYvOA0REdm69cfzUW8wIS7ADVNifEXHIbIpYyO8cdnwAJhl4LUf00THISKifrTN0hl6FDtDk+1oGfF1Mh+yLAtOQ0RERN11Kq8KdQYTvF21GB7kIToO2aDZzSO+dqWVCE5C1IrVFzTgzGa55dTWolGczU62I9hLh7ER3pBlYFsSu/0QEVHvybKMj/efBwDcOCUKksR54UQ9Zen2s/5YHjJKagWnISKi/pBbUY+TuVWQJOCKBI72ItuxID4QLlo1zpfV41Releg4RERE1E2W0V5TYnyhUnF/jnpuxhCl009SfjXKahsFpyFSsOiHBtyR7AoUVOnh4azB7GEBouMQ9cji5kK1bc2Fa0RERL1xNLsSqYU1cNaocPX4cNFxiGzSmAhvzB8R2Nzt55zoOERE1A8sh8QmRfvC391ZcBqi7nN10mB+vNIhesNxjvgiIiKyFfszONqL+ibAwxnxIZ4AgN3nOOKLrAOLfmjAbWyebX35yCDotGrBaYh6xtKdal9GGSrqDILTEBGRrfr4gNLlZ/mYUHi5agWnIbJdlm4/3xzPQzq7/RAR2bzW0V7sDE2258rmEV8bTuTDZOaILyIiImvXZDLjcJZS9DMtjkU/1HuzhirdfnanseiHrAOLfmhAmcwyNjef2lo2hrPZyfZE+bkhPsQTJrOMH1I44ouIiHquos6AjScLAAA3TokUnIbItiWGe2FBfBDMMvCv7Wmi4xARUR8U1+hx+HwFAGBhAot+yPbMHR4Ib1ctimsasS+9THQcIiIiuoRTeVWoN5jg46rFsEAP0XHIhlmKfnallUKWWfxN4rHohwbUgcwylNQ0wstFi5lDONqLbNOi5s3HrRzxRUREvfD10VwYjGYkhHpibIS36DhENu+hBUMBKKfqzxWz2w8Rka36LqkIsqyMbwz1dhEdh6jHnDQqLElUDjmuP54nOA0RERFdiqVId0qMH1QqSXAasmWTon3hpFGhsFrPTtRkFVj0QwPKcqp9UUIwnDR8uJFtWpyoFP3sSitFjb5JcBoiIrIlsizj4wPZAIAbp0RBkrihQNRXo8K8cPnIIMjs9kNEZNMsB2s42ots2VXjwgAoj+cGg0lwGiIiIurK/gyl6GdqrK/gJGTrdFo1psQoj6OdZznii8RjFQYNGKPJ3LKBw9FeZMuGBrojNsANBpMZO86UiI5DREQ2ZG96GTJL6+DurMGVY0NFxyGyG5ZuP9+ezEdaUY3gNERE1FMVdQbsa77osoijvciGTYj0QbiPC2objRwLT0REZMWaTGYczlJGy06L8xechuzBnGHKhJsdqcWCkxCx6IcG0N70MpTXGeDn5oRpsX6i4xD1miRJbUZ8FQhOQ0REtuT9PVkAlBPA7s4asWGI7EhCqBcWJijdfl5ltx8iIpvzQ0oRTGYZI4I9EO3vJjoOUa+pVBJWNBf3f8MRX0RERFbrZG4VGppM8HVzwtBAd9FxyA7MGxEIADiQWcYpISQci35owGw8mQ8AWDQqGBo1H2pk2xaPUrpV7Ugtgb6J7ZqJiOjScsrrsT1VOe176/RosWGI7NCD84cBADadKsBZdvshIrIpW1pGe7EzNNm+lWOVEV8/nSlBeZ1BcBoiIiLqjGW015QYX6hUkuA0ZA9iA9wR6++GJpOMXWkc8UVisRKDBoTB2Ga012iOsiDbNyrME2HeLmhoMmHnWY74IiKiS/twXxZkGZg9LABDeIKIqN+NDPXEooRgdvshIrIxVfVN2JWm/F69dDRHe5HtGxrkgVFhnjCaZWw6xQ7RRERE1shS9DOVk0moH1m6/XDMK4nGoh8aELvPlaBab0SAhzMmx/iKjkPUZ5IkYdEoy4ivQsFpiIjI2tU1GvHZoRwAwO3s8kM0YB5cMBQAsPlUAc4UstsPEZEt2JZUiCaTMtprSKCH6DhE/cLS7Wf9MY74IiIisjYGoxmHsyoAsOiH+tf8+CAASsdHk1kWnIYcGYt+aEBsPKGcalmaGAI12+SRnVjcXPTzQ0oRDEaz4DRERGTN1h3LQ43eiGg/V8wZFiA6DpHdig/xxJJES7efs6LjEBFRN3zbPA5+2WiO9iL7sXxMKFQScOR8BbLL6kXHISIiojZO5VWiockEXzcnDAtiN27qPxOjfeCp06C8zoDjORWi45ADY9EP9Tt9kwnfJSttzLiBQ/ZkfKQPAjycUaM3Ym8653MSEVHnZFnGmr1ZAIBbp0dzTjjRAHtw/jBIErD5VCFSCqpFxyEioi6U1TZib7oyWoHj4MmeBHnqMD3OHwDwzXF2+yEiIrIm+zPKAQBTY30hSdyno/6jVaswZ7gy4mt7SrHgNOTIWPRD/W7n2RLUNhoR4qXD+Egf0XGI+o1KJWFRgtLtZ9NJzmgnIqLO7TlXhnPFtXBzUuOaCeGi4xDZveHBHliSqBw2+Of37PZDRGTNtiYVwmSWMSrME9H+bqLjEPWrleOUEV/rjudBljnegYiIyFrsz1CKzjnaiwbCgngW/ZB4LPqhfrfxZOtoL55sJ3tj6V61LamQI76IiKhTa/ZmAgBWT4yAh04rOA2RY3h4wVCoJOC75CIcz6kUHYeIiC7CMg6eXX7IHi1MCIJOq0JGSR1O5VWJjkNEREQADEYzDmcpY5dY9EMDYc6wAKhVEs4U1SCnnGNeSQwW/VC/ajCY8INltNcYbuCQ/ZkY7YtAD2dU643YlVYiOg4REVmZ82V12J6qnOq4ZVqU4DREjmNIoAeuGqd01np52xnBaYiIqDPFNXocyFROWS9N5Dh4sj8eOi0WxAcBANYfyxechoiIiADgZG4lGppM8HNzwtBAd9FxyA55uzphcrQvAGDr6ULBachRseiH+tV3yYVoaDIh0tcVY8K9RMch6ndqldQyPoIjvoiIqKMP9p6HLANzhwcgNoAbCUSD6aEFQ6FVS9h9rhR7z5WKjkNERB1sPV0IswyMifBGhK+r6DhEA+Kq5hFfG07kw2hih2giIiLR2o72kiROJ6GBsSQxGACw+TSvG5IYLPqhfrX2aB4AZYY1XzzJXi0foxT9fJdcBH2TSXAaIiKyFlUNTfj8UDYA4Lbp0WLDEDmgCF9X3DA5EgDw4rYzkGVZcCIiImrLMtpr+Wh2+SH7NXtYAHxctSitbcSe9DLRcYiIiBze/oxyAMDUWF/BScieLUwIhiQBx7IrUVDVIDoOOSAW/VC/Ka7Rt4w7spxqIbJH4yJ8EOKlQ22jETvPcsQXEREpPjuYjTqDCcODPDBnWIDoOEQO6f55Q+CiVeN4TiW+bx47TERE4hVW6XHovHLBZQlHe5Ed06pVWDY6FADwzbE8wWmIiIgcm8FoxuHzlqIfP8FpyJ4FeuowMcoHAEd8kRgs+qF+s+F4PswyMC7SGzH+bqLjEA0YlUrCUo74IiKiNgxGM97fkwUA+OWsGHY8JBIk0EOH22dEAwD+/t1ZmMzs9kNEZA02nSqALAMTo3wQ6u0iOg7RgFrZfBhya1Ih6g1GwWmIiIgc14ncSuibzPBzc8KQQHfRccjOLRqlXDfcwqIfEoBFP9RvLKO9VrHLDzmAZWOUU1s/pBShwcARX0REjm7jyXwUVusR4OGMFWNDRcchcmj3zI6Dp06DM0U12HCCJ+yJiKzBxpP5AIBlHO1FDmB8pDcifV1RbzCx8yAREZFA+5tHbU6N9eMBPRpwi0YFAwAOZZWjuEYvOA05Ghb9UL84U1iD5IJqaNVSSwtbIns2JtwL4T4uqDeYsONMseg4REQkkCzLeHtXJgDgtunRcNaoBScicmxerlrcMycOAPDP79NgMJoFJyIicmy5FfU4ll0JSeJoL3IMkiRhZfNBgPUc8UVERCTM/szmop84jvaigRfm7YIxEd6QZeC7JBZ+0+Bi0Q/1i7XHcgEAlw0PhI+bk+A0RANPkiQsHc0RX0REBOw5V4aUgmq4Oqlx45RI0XGICMDtM6Lh7+6M7PJ6fH44R3QcIiKHZvmdeUqMLwI9dYLTEA2OFc2d0H9OK0VpbaPgNERERI6n0WjCkfMVAIBpsb6C05CjWNLc7WfLaV43pMHFoh/qM5NZxjfHlDbNq8ZztBc5juWjW0d81eibBKchIiJR/rsrAwBw7cQIeLuy+JnIGrg6afDAvCEAgNe2p3EcKxGRQBubi37YGZocSVyAO0aHe8FklrHxRL7oOERERA7nRE4V9E1m+Ls7IS7AXXQcchCLRynNAvZnlKO8ziA4DTkSFv1Qn+3PKENhtR5eLlpcNiJQdByiQZMQ6om4ADc0Gs3YerpQdBwiIhIgpaAaP58tgUoCfjkzRnQcImrjF5MjEe7jguKaRnywL0t0HCIih5ReUotTeVVQqyQsbj71SuQoVoxVDkd+yw7RREREg25/hjLaa0qsHyRJEpyGHEWknysSQj1hMsv4PpnXDWnwsOiH+mztUWU29dLRIXDWqAWnIRo8kiRh1fhwAMD645zRTkTkiN7ZlQlAOcUR4esqOA0RteWkUeGhBcMAAG/8lI5qdmYkIhp0648pvyvPHuoPP3dnwWmIBtfSxBBIEnDkfAXyKxtExyEiInIolqKfabF+gpOQo7Ecdth8ikU/NHhY9EN9Um8wYmvzXMJV4zjaixzPlWOU9uR708tQUMUNHCIiR1JYpceGE8qFrDtnscsPkTW6alwYhgS6o6qhCW//nCE6DhGRQ5FlGeuai36uaj4wQ+RIgr10mBTlCwDYfIrdfoiIiAZLo9GEI+crAABTWfRDg2xxojLia296KarqeQCNBgeLfqhPvksqQp3BhEhfV0yI8hEdh2jQRfi6YnK0L2QZ2HCcM9qJiBzJmr1ZaDLJmBzti3GRXAcRWSO1SsIjVyjdft7dnYnS2kbBiYiIHMfh8xXIrWiAu7MGl8cHiY5DJMSyMcpFH474IiIiGjwncqrQaDTD390ZcQFuouOQg4kLcMewIHc0mWT8kFIkOg45CBb9UJ+sbT6xtXJcGGdiksNa2dzlynKCkYiI7F9toxGfHDgPALhrdqzgNETUlYUJwRgd7oV6gwn//vGc6DhERA7D8jvyolHBcHHiOHhyTItGBUMlASdyKpFTXi86DhERkUPYl66M9poa68trlyTE4lFK4ffGk2wWQIODRT/Ua8XVeuxOKwHA0V7k2JYmhsBJrUJqYQ1SCqpFxyEiokHwxaEcVOuNiPV3w/wRgaLjEFEXJEnC44tGAAA+2n8e6SW1ghMREdm/RqMJm5o7m1zFPSNyYIEeOkyJUcaKbOKILyIiokGxP8NS9MPRXiTG8jGhAIBdaaUorzMITkOOgEU/1Gvrj+fBLAPjI70R7c/2eOS4vFy1mNd8wXc9u/0QEdk9o8mMd3dnAgDunBULlYonhois3Ywh/pg/IhBGs4znN6eKjkNEZPd2pJagqqEJwZ46Xmwhh2cZ8cWT3kRERANP32TC0ewKAMC0OK5DSYwhge4YFeYJo1nGZhZ+0yBg0Q/1iizL+OxQDgDgmgkRgtMQiWcZ8fXN8XyYzLLgNERENJC2nC5EXmUD/NycsGo8T64T2Yonl8RDrZLwQ0pRS6tvIiIaGOuO5QIAVowNhZoF0uTgFiUEQ62ScDqvGlmldaLjEBER2bUTOZVoNJoR4OGMWDYsIIFWjFH2jTccZ+E3DTwW/VCvHD5fgYySOrg6qXHl2FDRcYiEu2xEALxctCis1re0jiQiIvsjyzL++3MGAODmaVHQadWCExFRdw0JdMcNkyMBAM9uSoaZhdpERAOist6AHanKOPirWCBNBD93Z0yP44gvIiKiwbA/oxyAMtpLklh8TuIsGxMCSQIOZpUjr7JBdByycyz6oV757KDS5WfZ6BC4O2sEpyESz1mjxrLRSrvmLw7nCE5DREQDZc+5MpzKq4JOq8LNU6NExyGiHnpowVB4OGuQlF+NtRzLSkQ0IDadKoDBZMaIYA+MCPYUHYfIKlj2jDaeZNEPERHRQNqXUQoAmBrrKzgJOboQLxdMiVEeh9+eYLcfGlgs+qEeq9Y3YdMp5cnp+uaTskQEXDdJGXW35XQhKusNgtMQEdFAeGPnOQDA9ZMi4efuLDgNEfWUn7sz7p83BADw8rYzqDcYBSciIrI/Xx5WRntxDCpRq4UJwdCoJKQUVCO9pFZ0HCIiIrukbzLhaHYlAKXTD5FoK8YqvxN9wxFfNMBY9EM99s3xfOibzBgW5I5xEd6i4xBZjcQwL4wM8YTBaMY6nhwnIrI7J3IqsedcGTQqCXfOihEdh4h66bbp0QjzdkFhtR5v/5wpOg4RkV05W1SD4zmV0KgkXDUuXHQcIqvh7eqEmUP9AQAbT7DbDxER0UA4nlMJg9GMQA9nxPq7iY5DhMWjgqFVK4XfZ4tqRMchO8aiH+qxzw9lAwCumxTJeZhEbUiShOsnK91+PjuYA1mWBSciIqL+9ObOdADAlWNDEe7jKjgNEfWWTqvGE4tHAFD+vy6q1gtORERkP75sHnc9b0QgAjzYFZGorWWjQwEAG0/ypDcREdFA2J9RBkDp8sPrl2QNvF2dMGdYIABgA7v90ABi0Q/1yOm8KpzOq4aTWoVV49immaijFWPDoNOqcKaoBsdyKkXHISKifpJeUoutSYUAgHvnxAlOQ0R9tWx0CMZFeqOhyYS/f3dGdBwiIrvQZDJj7VGl6+21EyMEpyGyPpePDIJWLSGtuBbninnSm4iIqL+1LfohshYrxiqF39+cyGOzABowLPqhHvmsucvPwlHB8HFzEpyGyPp4uWixJDEEAPD5wRzBaYiIqL+8tTMdsqxs1A8L8hAdh4j6SJIkPLV0JADgyyO5OJVbJTgREZHt+zG1GGV1BgR4OGPu8ADRcYisjpeLFjOHKCO+tpwqFJyGiIjIvuibTDiaXQkAmBrrKzYMURsL4oPg6qRGTnkDmwXQgGHRD3Vbg8GEb44prceun8QTW0QXc/2kSADAtyfzUdtoFJyGiIj6qqCqAeuOKafW75vLLj9E9mJClA9WjA2FLAN//jaJp62IiPrIMtpr1fgwaNTcciTqzOJRykGxzadZ9ENERNSfjmVXwmA0I9DDGTH+bqLjELVwcVLjipFBADjiiwYOfwOnbtt8qgA1jUZE+rpimoO3xtu/fz9WrFgB/+Aw6G74AMN+/RWe+sMfUV9f3+37WLBgASRJgiRJKCy88Bd9vV6P+++/H/7+/nBzc8OVV16J8+fPd3pfVVVVCA4Oxi9+8Ysefy1ZWVmQJAnR0dFdftxtt90GSZKwZs2aTm+3/FGpVPDy8kJ0dDSWL1+OF198EUVFRT2+X1s2KdoHsQFuqDeY+AJORGQH3t2ViSaTjCkxvhgf6SM6jkNoWWv5+0On02HYsGF46qmnuNbiWqvfPbF4BFy0ahw+X4FvTxaIjkNEZLOKq/XYcaYEALB6gn0eFBvU9UlwGNxu+hBXvvA91yd25vKRQVCrJKQUVCOrtE50HCIiIrthGe01Lc4PkiQJTtM73A+78HZ7WW+uGBsGANh4Mh9Gk1lwGrJHLPqhbrOM9rpuUgRUKtt8wewPH3/8MWbOnIkNGzYgOioKS8aFQ28w4bnn/4bp06ejpubSM7nXrFmD7du3d7nwePDBB/H6668jKioKs2bNwsaNG7FkyRKYTKYLPvYPf/gD6urq8PLLL/fpa+uLGTNm4NZbb8Utt9yCK664AuHh4di+fTsef/xxREZG4m9/+5vDnJ6WJKmlG5bl/xsiIrJNlfUGfHJQeS5nl5/B0W6tFR2NJUuWQK/X47nnnuNai2utfhfi5dLy//bzm1PQYLjw509ERJf29dE8mMwyJkT5YEigu+g4/W7Q1yeRkZg1Iggbj+ZgyZUruT6xIz5uTi2HKbew2w8REVG/2ddc9DPVRpsWcD+sc/ay3pw51B8+rlqU1hpaHqtE/YlFP9QtKQXVOJRVAY1KwjUTwkXHESY3Nxd33nknTCYT3nvvPRw+sBdrH52PtNeuweprrsaJEyfw2GOPdXkfJSUleOSRR3DFFVcgMjKy048pKCjAe++9h8WLF+Pw4cPYunUr/vKXvyA5ORnr1q1r97GnT5/G66+/jqeffhphYWH99rX21J133ok1a9ZgzZo1+PLLL7F7926UlZXhX//6FzQaDZ544gn8/ve/F5ZvsF09PhxOahVO5lbhBGd0EhHZrA/3nUe9wYT4EE/MGRYgOo7du2Ctdfgw1q5di7S0NKxevZprLa61BsTds2MR5u2Cgio93tiZLjoOEZHNkWW5ZbTXtRPtb89IyPrkwF5sfWoh/nLdeCQnp3B9YmcWjQoGAGw9zS6DRERE/aHBYMKx7AoAwPQ42yv64X7YxdnLelOrVmHpaGXM6/pjnBBC/Y9FP9QtH+5TWrstTAhGkKdOcBpx1qxZA71ej8svvxy33357y+3OWjX+869X4OrqinfffRdlZRev0nzooYdQV1eH119//aIfc/r0aRiNRtxyyy0tFbl33HEHAOD48ePtPvZXv/oV4uLi8PDDD/fhKxsYLi4ueOCBB7Bp0yao1Wo8//zzOHHihOhYg8LP3bnlBfyDvVliwxARUa/UG4x4f08mAKXLj622BrYlF11rOTvjP//5D9daHTjyWqs/6bRq/H5pPADgrZ3pyK3ofttsIiICDmaWI6O0Dq5OaiwdHSo6Tr8Tuj6ZNwwA1yf2ZmFCMCQJOJFbxXUHERFRPziUVY4mk4wwbxdE+rqKjtNjg7beTErifphAlhFf25IK2Wma+h2LfuiSqhqasP5YHgDg5mlRgtOIdeTIEQDA3LlzL3hfQEAARo4ciaamJmzevLnTz9+2bRs++eQT/P73v0dc3MVHhFRUKBXJPj4+LbdZ/l5eXt5y2yeffIKdO3fitddeg1ar7fHXM1jmzp3bMvPztddeE5xm8Nw6PRoAsPFkAUprG8WGISKiHvviUA4q6psQ5eeKJc2ncWlgca3VO4661upPi0cFY0qMLxqNZjy/JVV0HCIim2IZhXrlmFC4O2sEp+l/Qtcnbk4AuD6xNwEezpgU7QsA2MoRX0RERH22N10phpkW52eTh/YGb71ZCYD7YaJMiPRBuI8LahuN+C6Za0DqXyz6oUtaezQXDU0mDAtyx5QYX9FxhKqrqwPQ/gWxLV9f5fvTWUVpfX097r33XowYMeKSbfgsrffS0tJabjt79iwAICpKKbyqra3Fo48+iquvvhqXX355D7+SwXf99dcDAHbs2CE4yeAZG+GNMRHeMJjM+PRAtug4RETUA00mM97epXT5uXt2LDRqLpsHA9daveeIa63+JEkS/rg8ASoJ2HSyAPvSOV+diKg7yusM2HJK2bC+YUrnYwRsndD1SUE1AK5P7NGSlhFfvOBDRETUV/vSSwHY5mgvYBDXmxERALgfJopKJWHVOKXbz7rmZhtE/YVXL6hLsizjf/uV0V43T4u2yQrZ/hQQEAAAOH/+fKfvt9yelZV1wfuefvppZGVl4Y033oCTk1OX/87YsWMREhKCf/zjHzh9+jSKiorw2GOPQZIkLF68GADwzDPPoLKyEv/4xz/68BUNnrFjxwIAMjIyYDAYxIYZRLdNVxZKHx/IRpPJLDgNERF114bj+cirbIC/uzOuHh8uOo7D4Fqr9xx1rdWfRoZ6tlyw/sM3p7l2IyLqhrVHc2EwmTEqzBOjw71FxxkQYtYnSSiqbMBj/zvE9YmdWjRKGQl/+HwFiqr1gtMQERHZrqqGJpzKqwIATI/zF5ymdwZvvTmG+2GCXdW8z7wrrRTFNVwDUv9h0Q91ac+5MmSU1MHdWYOrmqsPHdmcOXMAAJ9++ukFLx779x/AmTNnAAA1NTXt3nf06FG8+uqruPXWWzttz9eRTqfDSy+9hKysLCQmJiI4OBjbtm3Dvffei9GjR+PMmTN45ZVX8Lvf/a7lJBgANDQ0QJblXn1t58+fhyRJF/3zwQcf9Op+Lfz9WxdblpbVjmBJYgj83Z1QWK3Hd0lFouMQEVE3mM0y3tyZDgD45cwY6LRqwYkcR9drrf1ca3XBUdda/e2RK4bD180JacW1eG93pug4RERWTZblltFeN0y233HwQtYn4yYg+K5Pse1EHu69+y6uT+xQsJcO4yK9AQDbktjth4iIqLcOZpbDLAOxAW4I9tKJjtMr3A/rPVtbb8b4u2FshDdMZhkbjueLjkN2xP4GbVO/en+PstG9anyYXc5l76kbb7wRzz33HLKzs7FixQq8/MJfEdnQhD2pRbjrwxug0WhgNBqhUrXW05lMJtx1113w9vbGyy+/3KN/KzY2Fl9++SX0ej3mzZuHq6++GgDwwAMPIDIyEo888ggA4LPPPsMTTzyB8+fPw8vLC7/61a/wzDPPtMtxKW5ubrjmmmsu+v7du3cjPT292/fXUdsFgSN1jHLWqHHD5Ej868dzeHd3BpaODhEdiYiILuG75EKkFdfCQ6fBjVPtc0yFtbpgrfXyy4iMjMSePXtw1113ca3VBUdda/U3b1cnPLF4BB776iRe3Z6GK8eGIsTLRXQsIiKrtD+jHBkldXBzUuPKsaGi4wwYIeuTzz+DPuU7zBsVgqtfeBUA1yf2aMmoEBzLrsSWU4W4ZVq06DhEREQ2ac852x7tBXA/zNHWm6vGh+F4TiXWHcvDnbNiRcchO8EqDrqojJJabE8tBgDcNj1abBgr4ebmho0bN2LZsmXYunUrtm7d2vK+yMgI/OY3v8GLL77Ybu7mK6+8gqNHj+Ldd99tV3HaHdOmTcO0adPa3fb111/j+++/x8aNG+Hs7IwjR47ghhtuwMKFC/Hqq69i586deO655xAYGIhf//rX3f63/P39sWbNmou+/7bbbuvTC29paWnL3y82l9Re3TQtCm/uzMDR7EocOV+BCVGO9fUTEdkSWZbx7x3nACjrH0+dVnAix9L1WiuSa60uOPJaq79dMz4cnx/KwZHzFXh2Ywr+c+N40ZGIiKySpcvPlWPt+6CYkPXJpPHA+lrlBkni+sROLRoVjOc2p+BAZhnKahvh5+4sOhIREZHN2ZdeBsB2R3sB3A9ztPXmstGh+MvGZCTlV+NMYQ2GB3uIjkR2wH5/I6c+e39PFgBg/ohAxAa4iw1jRRITE5Gamoovv/wShw8egDHtR4yJ9sUNL3yDZ194CQCQkJDQ8vHffvttS4u6Dz/8sN19FRYq7XtXrVoFJycnPPvss5g5c+ZF/+2Ghgb89re/xfLly7F06VIAwN///ne4u7vjiy++gIeHB1asWIGjR4/ipZde6tEL70A7fvw4AGDo0KHQah3rAmqghw4rxobiyyO5eGdXBiZETRAdiYiILuKnsyU4nVcNF60at8+IER3HIbVbax0+DKPRiDFjxuCGG27As88+C4Brrc448lqrv6lUEv6yYhSWvbYLm04V4LqzJZg9LEB0LCIiq1JW24htp5XX2Run2H9nRK5Peofrk65F+LoiMcwLp/Kq8F1yEX4x2f7/XyIiIupPJTWNOFOkjLyaGmu7nX6AAVxvajV4doEHZsYHX/Tf5npzcPm6OWHu8EB8n1yEtcdy8eTieNGRyA6w6Ic6VVlvwFdHcgEAv5zJC14dubi44JZbbsEtN1wHrP8/5UYPD/zwww8AcMHsTFmW8fPPP1/0/vbt2wegfUVqZ/7617+iqKgIr7zySsttqampGDFiBDw8WitBJ0+ejJ07d6K6uhqenp49+MoGzmeffQYAuOyyywQnEePOWbH48kgutiYV4nxZHaL83ERHIiKiDmRZxn9+VLr83DQ1Er5uToITOa6WtdYtt7S7nWuti3P0tVZ/GxnqiVunR+P9PVn444YkbH1oFpw1atGxiIisxtdHc2EwmTE63AujwrxExxkUwtYnL/yN6xM7tmhUME7lVWFbUiGLfoiIiHpof4bS5Sc+xNMu9vEGbL05ZX6X/y73wwbfqnFh+D65CN8cy8djC0dArbKN0WRkvbo/dI8cymeHctDQZMKIYA9Ms+E5mINp588/4+jRo0hISMCMGTNabv/pp58gy3Knf6KiogAABQUFkGUZK1euvOj9p6en46WXXsJjjz2G2Nj2Mx7r6+vbvV1XVwfAeuZX/vTTT/jss88gSRIeeOAB0XGEGB7sgTnDAiDLwHu7M0XHISKiThzILMfh8xVw0qhwF+cpW52dO3dyrXURXGsNjIcvH4YAD2dkltbh7Z8zRMchIrIaJrOM/+0/DwC4wcGLFAZ8fVJYjZf+/k+uT+zYwoQgAMDec2Wo0TcJTkNERGRb9raM9rLf65h9Xm826bFyctRF75/7YWLMiw+Ep06Dwmp9y4g6or5g0Q9doMlkxgd7swAAd8yMsZonb2tx/PhxGI3GdrcdzSjFDTffBkmS8Nprrw3Iv/vggw8iJCQETzzxRLvbExISkJycjGPHjgEAampq8O233yIyMrJdBa4Ier0e//73v7F06VKYTCY8/fTTGDVqlNBMIlkuIH9xOBcVdQbBaYiIqKN/N3f5uXZiOAI9dYLTOK5O11pHj+KGG27gWqsDrrUGlqdOi6eWKi2W/73jHHLK6y/xGUREjuGnM8XIKW+Al4sWK8aGiY4zKIStT94/gJCQYK5P7FhcgDti/d1gMJmx40yJ6DhEREQ2ZV+60jFxxhDbL/rhflj32cN601mjxvIxoQCULqpEfcXxXnSBLacLUVClh7+7E65sfsKhVg899BCSk5MxduxY+Pv5IOvoTziQVgKVWo233nprQFrIbdq0CZs2bcK6devg4uLS7n2PPvooPvnkE1x22WWYN28ejh07hpycHLz55pv9nqMr77zzDn766ScASvVvYWEhjhw5gvr6ejg7O+PFF1/EI488MqiZrM2MIX6ID/FESkE11uzNwsOXDxMdiYiImh3PqcTuc6XQqCTcMztOdByH1m6t5e+PrKwsHDhwACqVimstrrUG3ZVjQvHZwRzsyyjDHzck4d1bJ/JQBBE5vDXNB8WumxQBFyfHGH0oZH1yJAebjuZg3VdfcH1ixyRJwhUJwXhzZzq+SyrkXiwREVE35VU2IKusHmqVhEnRvqLj9Bn3wzpnz+vNayaE4+MD2dhyugDPrEiAh04rOhLZMBb9UDuyLOPd5tFDN02Ngk7rGJs3PXHTTTfho48+wvHjx1FZWYkAdy2unxGDR//5KcZOnNzv/15jYyMefPBBLFy4sNOWz6NHj8b69evx1FNPYePGjQgODsYLL7yAe+65p9+zdGXPnj3Ys2cPJEmCu7s7fH19cdlll2HOnDm49dZbERgYOKh5rJEkSbj/sjj86pNjeH9PJu6cFcMXcSIiK2Hp8rNyXBgifF0Fp3FsF6y1AgJw/fXX49FHH8XYsWP7/d/jWou6IkkS/rJyFJa8ugs/phZj48mClpNYRESOKL2kFrvSSiFJwM1TLz4mwN4IWZ+8vx8Lx4Rh5YorL3g/1yf2ZWFCEN7cmY6fzpSg0WiCs4b7sURERJey95zS5Wd0uJddXGfhfljn7Hm9OTbCG3EBbkgvqcOmkwW43sFHJ1PfSLIsy6JDkPU4kFGG6/67H04aFfY+MQ/+7s6iI1k3YyOw/v+Uv698HdDw+0VdM5llXP7PncgoqcNji4bj/+YOER2JiMjhpRRUY/GruyBJwA+/mYO4AHfRkewX105ko179IQ3//OEs/N2d8MNv5sDb1Ul0JCIiIf60IQlr9mZhQXwg3rl1kug49otrJodiNsuY9sJ2FFU34v3bJuGyEbZ78YqIiGiw/Obz41h7LA/3XxaHRxeOEB3HenFdadXe+Ckdf9uaiolRPvjqvumi45ANU4kOQNblzZ3pAJSWYiz4Iep/apWE+5sLfd7ZlYl6g/ESn0FERAPtPzuULj9LEkNY8ENEnbpvbhyGBrqjtNaAv25OER2HiEiI2kYjvjqSCwC4dXq02DBEdkSlknDFyGAAwLakQsFpiIiIrJ8sy9ibXgYAmB7nLzgNUe9dNS4MKgk4fL4CmaV1ouOQDWPRD7VILazGjjMlUEnA3bNiRcchsltXjg1FhK8LyusM+PRgjug4REQOLaOkFptOFQAAfnUZu68RUeecNCq8cHUiJAn44nAu9qaXio5ERDTo1h7NRW2jEbEBbpjBiytE/eqKhCAAwA8pRTCZ2ZifiIioK+kltSis1sNJo8KEKB/RcYh6LdhLh1lDAwAAXzcfsCDqDRb9UIu3dmYAABaPCkG0v5vgNET2S6tW4b45yoXl//6cDn2TSXAiIiLH9cZP6ZBlYEF8IOJDPEXHISIrNiHKFzdNiQIA/G7tKa7hiMihyLKMD/ZmAQBunRYNlUoSG4jIzkyN9YOnToPSWgOOZleIjkNERGTVdp5VDuJMifGFTqsWnIaob1ZPDAcAfH00l8Xf1Gss+iEAQG5FPTacyAcA3DsnTnAaIvt39YQwhHjpUFTd2NIenYiIBlduRT3WHcsDANzPLj9E1A2PLRqOYE8dssrq8a/taaLjEBENmj3nypBeUgc3JzVWjQ8THYfI7mjVKsyPV7r9bDvNEV9ERERd+flsCQBgdnOHFCJbtiA+CJ46DQqq9NjXPLaOqKdY9EMAgHd3Z8JkljFjiB8Sw71ExyGye84aNe6ZrYzRe+OndDSZzIITERE5nrd2ZsDYvP4ZF8lWwER0aR46LZ5ZkQAA+O/PGUgpqBaciIhocHywLwsAcM2EcHjotGLDENmphc0jvrYlF0KWecqbiIioM/omEw5kKoURs4ex6Idsn06rxpVjQwEAXx7JEZyGbBWLfggVdQZ8dlB5EmGXH6LBc/3kSPi7OyGvsqGl0wQREQ2O4mo9Pj+srH9+ddlQwWmIyJZckRCMRQnBMJplPPH1SbZeJiK7l1Nej+0pRQCAm6dFiw1DZMdmDwuAs0aFnPIGpBTUiI5DRERklQ5mlkPfZEawpw7DgtxFxyHqF9dMiAAAbD1diGp9k+A0ZItY9EP4YF8WGppMSAj1xMwh/qLjEDkMnVaNu2Yp3X7+/eM5dvshIhpEb+/KgMFoxoQoH0yN9RUdh4hszJ9XJMBDp8GJ3Cp8sDdLdBwiogH10YHzMMvArKH+GBLICytEA8XVSYNZzWNKvkvmiC8iIqLOWEZ7zRrqD0mSBKch6h9jwr0wNNAdjUYzNp0sEB2HbBCLfhxctb4J7+3OBADcNzeOL5BEg+zmaVHwd3dCdnk9vjycKzoOEZFDqKgz4OMD2QCAX102hOsfIuqxIE8dnlg8AgDw8ndnkFtRLzgREdHA0DeZ8PkhpTviLezyQzTgWkZ8JRUJTkJERGSdfk5Tin442ovsiSRJuGZCOADgqyO8Vkg9x6IfB7dmTxaq9UYMDXTHklEhouMQORxXJw3+b+4QAMBrP6ZB32QSnIiIyP69tycT9Qaly+Hc4dwgIKLe+cWkSEyO9kW9wYSn15+GLHPMFxHZnw3H81FZ34RwHxfMGxEoOg6R3VsQHwS1SkJKQTVyyllUTERE1FZBVQPOFtVCJYGTS8juXDUuDCoJOHK+AhkltaLjkI1h0Y8Dq9E34d3mLj8PzB8KlYqn3IlEuGFKJEK8dCio0rd0niAiooFRWW/Amj1ZANjlh4j6RqWS8NdViXBSq7DjTAm+ZftlIrIzsixjTfMIw5unRkHNfSOiAefj5oTJ0cr44W1JHPFFRETU1q6zpQCA0eHe8HFzEpyGqH8Feuowp7mDFbv9UE+x6MeBfbA3C1UNTYgLcMPSRHb5IRJFp1Xj1/OHAgBe33EOdY1GwYmIiOzXe7szUdNoxIhgDyxMCBYdh4hs3JBAd9x/mdK18Zlvk1BZbxCciIio/xw5X4Hkgmo4a1S4blKE6DhEDqN1xBeLfoiIiNraydFeZOeumaD83rX2aB5MZnaUpu5j0Y+DqtE34e1dSpefX88fytNaRIJdMyEcUX6uKKsztJykJCKi/lVZb8B7zV1+HlrALodE1D/umxuHoYHuKK014LlNKaLjEBH1G8vvpivHhsHblSepiQbL5c2HEw6fr0BpbaPgNERERNbBZJaxO03p9DNnGEd7kX1aMDIQXi5aFFbrsedcqeg4ZENY9OOgPtx3HlUNTYgNcMOy0aGi4xA5PK1ahYcXDAMAvLUzHVX1TYITERHZn3d3Z6K2ucvPFSPZ5YeI+oeTRoUXrk6EJAFfHsnFXm7KEJEdKKrWY+tppcvILdOjBKchcixh3i5IDPOCLAM/JBeJjkNERGQVTuRWoqqhCR46DcaEe4uOQzQgnDVqrBirXLf//HCO4DRkS1j044CULj8ZAIAH5g1hlx8iK7F8TCiGB3mgWm/E6z+dEx2HiMiuVNYb8D67/BDRAJkQ5YubpigXxZ9cdwr6JpPgREREffPxgWwYzTImRfsgIdRLdBwih8MRX0RERO39fFYZ7TVziD80al7eJvt17URlxNd3SYUoY9dH6iY+Kzqgd3ZlorK+CbH+bljOLj9EVkOtkvDE4hEAgPf3ZiG3ol5wIiIi+/HOLqXLT3yIJ7v8ENGAeGzRcAR76nC+rB6vbk8THYeIqNcMRjM+OZANALh1erTYMEQOamHziK8958pQo2c3aCIioh9TiwEAc4cHCE5CNLBGhXkhMcwLTSYZ647liY5DNoJFPw6mtLYR7zR3+Xlk4XBWwxJZmbnDAzA9zg8GoxkvbzsjOg4RkV2oqDNgzd4sAMCD89nlh4gGhodOi2dWJAAA/vtzBpLzqwUnIiLqnS2nC1Ba24ggT+eWwgMiGlxDAt0R6+8Gg8mMn86UiI5DREQkVGGVHidzqyBJwLwRQaLjEA246ycr3X4+PZgNWZYFpyFbwIoPB/OfHedQZzAhMcwLi0dx44bI2kiShCcXxwMA1h/Px+m8KsGJiIhs37u7lS4/I0M8W9rkExENhCsSgrF4VDBMZhlPrj0Jk5kbM0Rkez5oLpa+cUoUtDwsRiSEJEm4vPl3l++SiwSnISIiEmt7qvJaODbCGwEezoLTEA28K8eEwkWrRnpJHQ6frxAdh2wAf3N3IDnl9fh4v9Ke+fFFIyBJPOVOZI0Sw72wcqwyeu+vm1NYxUtE1AcVdQa8vycTAPDggqFc/xDRgPvzlQnw0GlwIreqpcsYEZGtOJVbhaPZldCqpZbTpUQkhqXT1o7UYjQaTYLTEBERifNDcwHsgnge5iPH4KHTYvmYEABKtx+iS2HRjwN55Yc0GExmzBjih5lD/UXHIaIuPLJwOJzUKuxNL2MbZyKiPnhndwbqDCaMDPHEFSO5MUBEAy/QU9fSufHv351BbkW94ERERN33wb4sAMDSxBAEeujEhiFycGPDvRHo4YzaRiP2ppeJjkNERCREXaMRe5pfBy/n3h45kOsnRwIANp8qQFVDk+A0ZO1Y9OMgzhbVYN2xXADAYwtHCE5DRJcS7uOK22ZEAwCe35LC0RBERL1QUWfAmj1ZAICH2OWHiAbR9ZMiMDnaF/UGE55af5qdG4nIJpTVNmLDiXwAwC3To8WGISKoVBKusIz4SioUnIaIiEiMXWmlMBjNiPR1xdBAd9FxiAbNuAhvDA/ygL7JjG+O54mOQ1aORT8O4uVtZ2CWgUUJwRgT4S06DhF1w/1zh8DLRYuzRbX46kiO6DhERDbn7V1Kl5+EUE+eBCKiQaVSSfjrqkQ4qVX46UxJy0V0IiJr9vnhHBiMZowO98I47h0RWQXLiK/vk4t4IIyIiBzSDynKaK/LRwbxQB85FElqHbn86cEcHiijLrHoxwEcza7Ad8lFUEnAIwuHiY5DRN3k5arFA/OGAAD+/t1Z1BuMghMREdmO8joDPtibBQB4aMEwbgoQ0aAbEuiOXzWv5Z75NhkVdQbBiYiILs5oMuOjfecBALdMi+baichKTInxg4dOg9JaA45mV4iOQ0RENKhMZhk/phYDABbE80AfOZ6rxoXBSaNCSkE1TuZWiY5DVoxFP3bObJbxzLfJAIBrJoRjSKCH4ERE1BM3T4tChK8Limsa8e6uTNFxiIhsxjttuvwsiA8UHYeIHNS9c+IwLMgdZXUGPLc5RXQcIqKL+iGlGPlVevi6OWHZ6BDRcYiomZNG1dK1dNPJAsFpiIiIBteR8xUorzPAy0WLidE+ouMQDTpvVycsGaV0fvzsULbgNGTNWPRj5745kYfjOZVwc1LjkSuGi45DRD3krFHj0YUjAABv7kxHSU2j4ERERNaPXX6IyFo4aVR4ftVoSBLw1ZFc7E4rFR2JiKhTlrXT9ZMioNOqxYYhonaWJiqFeFtOF8DMEV9ERORANp1URmXPjw+EVs1L2uSYrp8cCQD45ng+avRNgtOQteIzpB2razTihS2pAID75w1BoKdOcCIi6o1liSEYHe6FOoMJr24/KzoOEZHVe7u5y8+oMHb5ISLxJkT54JapUQCAJ9aeRF0jR7YSkXVJLazGvowyqFUSbmx+viIi6zFzqD88dBoUVTfiCEd8ERGRgzCZZWw+XQgAWD46VHAaInGmxPhiSKA76g0mrD2aJzoOWSkW/dix1386h6LqRkT6uuKOGTGi4xBRL6lUEn63JB4A8OnBHJwrrhGciIjIerXr8jOfXX6IyDo8umgEwrxdkFvRgJe2nREdh4ionTV7sgAACxOCEObtIjYMEV3AWaPmiC8iInI4BzPLUVLTCC8XLWYM8Rcdh0gYSZJwc/PhjA/3ZUGW2fmRLsSiHzuVXVaPt3dlAgCeWhrP1sxENm5qrB8WxAfBZJbxzMYUvqgTEV3EmzvTUW8wITHMC/PZ5YeIrIS7swbPr0oEAHywLwuHs8oFJyIiUpTXGbDumHJa9HYeGCOyWstGKyO+Np/iiC8iInIMm04po70WJgTBScPL2eTYVo0Pg5uTGuklddibXiY6DlkhPkvaqec2J8NgNGPmEP+WkyBEZNueWhoPrVrCz2dL8GNqseg4RERWJ7+yAWuau/z85gp2+SEi6zJ7WACumRAOWQYe//ok9E0m0ZGIiPDpwWw0Gs0YFeaJiVE+ouMQ0UXMHBIAD50GxTWNOHyeI76IiMi+GU1mbG0e7bWUo72I4KHTYtX4cABKtx+ijlj0Y4f2nCvFtqQiqFUS/rB8JC94EdmJaH833DFTOXn5l43JaDTyQhERUVuv/HAWBqMZU2N9MXdYgOg4REQXeHrpSAR4OCO9pA6v/ZgmOg4RObgmkxkf7T8PALh9egz3j4ismJNGhStGBgNQuv0QERHZswOZ5SitNcDHVYvpcX6i4xBZhZunKSO+vk8uQl5lg+A0ZG1Y9GNnDEYz/rQhCQBw89QoDAvyEJyIiPrTA/OGIsDDGVll9Xh/T5boOEREViOtqAZfHckFADy+aAQvWhGRVfJy1eIvK0YBAN7cmYHTeVWCExGRI9uWVIiCKj383Z2wbEyI6DhEdAlLR7cW/XDEFxER2bONJ5UC10WjgqFV81I2EQAMC/LAtFg/mGXgkwPnRcchK8NnSjvz9q4MpBXXwtfNCQ8tGCo6DhH1M3dnDR5fNAIA8Nr2NBRX6wUnIiKyDi9uOwOzDCxKCMa4SI6mICLrtWhUMJYmhsBklvHYVyfRZDKLjkREDspykOSGKVFw1qjFhiGiS+KILyIicgSNRhO2nFaKfpYksjCdqK1bmrv9fHYwh9NAqB0W/diRrNI6vLpdaRH/9LJ4eLs6CU5ERANh1bgwjInwRp3BhL9tPSM6DhGRcAczy/F9chFUEvDIwuGi4xARXdKfrkyAt6sWyQXV+O/PGaLjEJEDOplbiSPnK6BVS7hpaqToOETUDW1HfG08mS84DRER0cDYkVqMyvomBHk6Y3qcv+g4RFbl8pFBCPbUoazOgC2nCkXHISvCoh87Icsyfr/+FAxGM2YN9cfKsWGiIxHRAFGpJPxp+UgAwNdHc3Esm6e7iMhxmc0yntmojDb9xeRIDAl0F5yIiOjSAjyc8Ydlynru1R/ScK64RnAiInI0li4/y0aHItBDJzYMEXXbstFKx4PNpwpgZLdAIiKyQ18dyQUAXDUuHGqVJDgNkXXRqFW4cYpyaOODfVliw5BVYdGPnVh7NA97zpXBWaPCsytHQZL4Qkhkz8ZF+uDq8eEAgD99m8xZ7kTksL4+movTedXwcNbgN5cPEx2HiKjbrhoXhrnDA2AwmfHYVydh4nqOiAZJcY2+pUvI7TOixYYhoh6ZOdQfvm5OKK01YPe5UtFxiIiI+lVJTSN2nCkBAFwzgc0NiDpz/eRIaNUSjmVX4lRuleg4ZCVY9GMHCqoa8KdvlRPuDy4Yiig/N8GJiGgwPL5oONyc1DiRU4m1x/JExyEiGnR1jUa8uE0Zc/jA/CHwc3cWnIiIqPskScJfr0qEu7MGR7Mr8cHeLNGRiMhBfLw/G00mGROifDA63Ft0HCLqAa1aheXN3X7Wcy+IiIjszDfH82Ayyxgb4Y0hgR6i4xBZpQAPZyxJVNaD7+3JFJyGrAWLfmycLMt4/OtTqNEbMSbCG3fPihUdiYgGSaCnDg/MHwoA+NvWVNQ2GgUnIiIaXG/8lI6SmkZE+bni1unRouMQEfVYqLcLnlg8AgDw0rYzyC6rF5yIiOxdo9GEjw+cB8AuP0S2auU4pfPBtqQi1HEviIiI7IQsy/jysDLa65oJ4YLTEFm3O2cq9QDfnshHfmWD4DRkDVj0Y+M+PZiDn8+WwFmjwt9Xj4FGzR8pkSO5fUY0ov1cUVLTiH9tTxMdh4ho0ORW1OO/uzIAAE8ujoezRi04ERFR79wwORJTYnzR0GTCk+tOQpY55ouIBs7GEwUorTUg2FOHhQnBouMQUS+MjfBGtJ8rGppM+C65UHQcIiKifpGUX40zRTVw0qiwfHSo6DhEVi0x3AtTY31hNMtYw87RBBb92LSc8no8tykZAPDowuEYEuguOBERDTZnjRp/XJ4AAHhvdybSimoEJyIiGhzPb06FwWjG1FhfLEwIEh2HiKjXVCoJf7t6NHRaFfacK8Nnh3JERyIiOyXLMt7fq7R/v3laFLQ8OEZkkyRJaun2s+5YvuA0RERE/ePz5t+FLx8ZBC9XreA0RNbv7tlKt59PD2SjRt8kOA2Jxt/ubZTJLOORL0+gzmDC5Ghf3DEjRnQkIhLkshGBWBAfBKNZxh83JPF0OBHZvV1pJdh0qgAqCfjDsgRIkiQ6EhFRn0T7u+GRK4YDAJ7blII8tmYmogFw+HwFTudVw1mjwg2TI0XHIaI+WDlWKfrZnVaC4hq94DRERER9U6NvwtqjymgvrlOJumfusEAMCXRHTaOxpWiOHBeLfmzUqz+cxYHMcrg6qfHS6tFQqXixi8iR/XH5SDhrVNibXoaNJwtExyEiGjCNRhP++E0SAOCWadEYGeopOBERUf+4fUYMxkd6o7bRiCfXnmIhNxH1uzV7sgAAV40Lg4+bk9gwRNQn0f5uGBfpDbMMfMNuP0REZOPWHctDncGEuAA3TI/zEx2HyCaoVBLunKk0BXlvdyaaTGbBiUgkFv3YoB1nivGvH88BAP56VSKi/NwEJyIi0SJ8XfF/c4cAUE6H1zUaBSciIhoY7+zKREZpHfzdnfGbK4aJjkNE1G/UKgkvXjMGThoVfj5bgi+P5IqORER2JL+yAVuTCgEAt82IFhuGiPrFNRPCAQCfHcpmsTAREdksWZbx4b7zAICbp0axozdRD6wcFwZ/dyfkV+mx+RQbAjgyFv3YmNyKejz8+XEAwE1TI1vmNxMR3TMnFpG+riis1uNfP6aJjkNE1O/yKhvwWvPz2++XjoCnjvO9ici+DAl0x28uVwoa/7IxGYVVHNdBRP3jw33nYTLLmB7nhxHB7JRIZA+uHBMKF60a6SV1OHK+QnQcIiKiXtmbXoZzxbVwdVJjVXNBKxF1j06rxq3TogEA//05g4XgDoxFPzak0WjC/R8fRWV9E0aHe+HpZSNFRyIiK6LTqvGnK5XnhXd3ZeJccY3gRERE/euZb5OgbzJjcowvVo5l4TMR2ac7Z8ZgTLgXavRG/G4dx3wRUd/VG4z49GA2AOC26dFiwxBRv/HQabFsdAgA4LNDOYLTEBER9c6bO9MBKB3seMCPqOdumhoFVyc1kvKr8dOZEtFxSBAW/dgIWZbxx2+ScCK3Cl4uWvznhvFw1qhFxyIiKzNvRBAWxAfCaJbxxw1JvEhERHbjh+QibEsqglol4S8rRrHVLxHZLY1ahZdWj4GTWoUfU4ux7lie6EhEZOO+PpqHqoYmRPm5Yn58kOg4RNSPrp8cAQDYeDIf1fomwWmIiIh6Jim/CrvSSqGSgLtmxYqOQ2STfNyccNPUKADAv35M43VBB8WiHxvx358z8NmhHEgS8Mp1YxHh6yo6EhFZqT8uT4CzRoU958qwiTM8icgOVOub8NT60wCAO2fFYHiwh+BEREQDa1iQBx5cMBQA8Odvk1FczTFfRNQ7ZrOM93dnAgBunx4NtYqF00T2ZHykD4YEukPfZMaG4/mi4xAREfXIWzszAABLR4fyuidRH9w5KwbOGhWOZVdiz7ky0XFIABb92ICtpwvwwtZUAMDTS0fishGBghMRkTWL8HXFfXPjAADPbkxBXaNRcCIior55cWsqCqv1iPZzxcMLhomOQ0Q0KO6ZHYvEMC9UNTThybUc80VEvfPT2WJklNbBQ6fB6okRouMQUT+TJAnXT1L+3/7sULbgNERERN2XU16PjSeVgtV7ZrPLD1FfBHro8IvJkQCUbj/keFj0Y+VO5FTioc+PQ5aBW6ZF4fYZ0aIjEZENuHdOHCJ8XVBYrcer2/kCT0S262BmOT7ar2xe/3VVInRajjclIsegUavwcvOYr+2pxfjySK7oSERkg97ZpXT5+cXkSLg5awSnIaKBsGp8OJzUKpzOq8ax7ArRcYiIiLrlnV0ZMMvArKH+GBXmJToOkc27d04cnNQqHMwsx4EMdvtxNCz6sWK5FfX45QeHoW8yY+7wAPxh2UhIEtswE9Gl6bRq/PnKBADAu7szkZRfJTgREVHP1RuMePzrkwCA6ydFYHqcv+BERESDa3iwB35zhdLh7Jlvk5FbUS84ERHZkuT8auxNL4NaJeHW6dGi4xDRAPF1c8LyMaEAgPf3ZIkNQ0RE1A1F1Xp8digHgFKoQER9F+ylw+qJ4QCAf+84JzgNDTYW/Vip8joD7lhzCKW1jRgR7IF/3zAeGjV/XETUffNGBGFpYghMZhlPrj0Fk5kjIYjItjy3KQWZpXUI8dLhySXxouMQEQlx16xYjI/0Rm2jEY99dRJmrumIqJve26N0+Vk8Khhh3i6C0xDRQLJ0h998qgCFVXqxYYiIiC7htR/T0Gg0Y0KUD6bH+YmOQ2Q37psbB41Kwq60UhxlB0iHwioSK1RZb8BN7xzA2aJaBHo4473bJsGdLZiJqBf+uHwkPHQanMytwgd7s0THISLqth2pxfj4gDLW6+XVY+DlohWciIhIDLVKwt+vHQudVoW96WX43/7zoiMRkQ0ortFjw/F8AMAvZ8YITkNEA21UmBcmx/jCaJbxv/1ZouMQERFdVHZZPT47qHT5eXThcE44IepH4T6uuHq80u3npa1nIMs8OOYoWPRjZarqm3DTuweQXFANf3dnfHLXVITyNBYR9VKgpw5PLB4BAHj5uzMcCUFENqGsthGPfqWM9bpjRgxmDOFYLyJybDH+bnhysdLx7PktKThXXCM4ERFZu4/2Z8NgMmN8pDfGRfqIjkNEg+COGUqB3ycHsqFvMglOQ0RE1LlXtp+F0Sxj1lB/TI1llx+i/vbrBUPhpFFhX0YZfk4rFR2HBgmLfqxItb4Jt7x3AKfzquHn5oRP7pqCIYHuomMRkY37xaRITIr2Qb3BhCe+PsXKXiKyarKsjCQsrW3E0EB3PLZouOhIRERW4eapUZg11B/6JjMe+PQ4Go28mEdEndM3mfBRc1ewX86MFZyGiAbL5SODEO7jgor6Jqw/lic6DhER0QXOFtVgXfNr1KMLuedHNBDCvF1w67QoAMALW1I5Jt5BsOjHSpTUNOIX/92PE7lV8HHV4uO7pmBYkIfoWERkB1QqCX+7ejScNSrsPleKTw5mi45ERHRRXx7JxXfJRdCqJbxy/VjotGrRkYiIrIJKJeHvq8fA180JKQXVeHHrGdGRiMhKfX00F+V1BoR5u2BhQpDoOEQ0SNQqCbdNjwYAvPVzBowms9hAREREHfxtSypkGViUEIzR4d6i4xDZrf+bOwQeOg1SCqqx4US+6Dg0CFj0YwVyyuux+s29SMpXOvx8dOcUjAj2FB2LiOxIbIB7S+X8XzelIKecY76IyPpkldbhzxuSAAC/uXw4EkK9BCciIrIugZ46vHTNaADAu7sz8dOZYsGJiMjamMwy3v45AwDwy5kx0Ki59UfkSK6fHAkfVy0yS+vw7Ule4CEiIuux40wxtqcWQ6OS8Ai7/BANKB83J9w7Jw4A8PJ3Z9gt2gHwN3/BTuVW4eo39iKrrB7hPi746r7pvMBFRAPi9hkxmBjlgzqDCU+sPckxX0RkVeoNRtzzvyOoM5gwOdoXd8/mKAoios7Mjw9qadP8yJcnUFLTKDgREVmTracLkVVWD0d/SOUAAQAASURBVG9XLa6fHCE6DhENMndnDe6cpfwu9dr2czBxnAMREVkBg9GMv3ybDAC4bXo0hgS6C05EZP/umBGDQA9n5FY04JMDnABi71j0I9C2pEJc+9Y+FNc0YniQB76+bzpi/N1ExyIiO6VWSXhp9RjotCrsOVeGj/giT0RWQpZlPLn2FM4U1SDAwxn/vmEc1CpJdCwiIqv15JJ4DA/yQGmtAY99dYLF3EQEQFlTvbHzHADg1mnRcHXSCE5ERCLcOj0a3q5aZJTW4VuOcyAiIivwwd4sZJTWwd/dCb9eMFR0HCKH4OKkxsOXDwMA/Gt7GirrDYIT0UBi0Y8Asizj9Z/O4d6PjqChyYRZQ/3x5X3TEOSpEx2NiOxcjL8bHls4AoAy5utcca3gREREwJq9WfjmeD40Kgn/uWE8ArkmIiLqkk6rxr9+MQ5OGhV2nCnBB3uzREciIiuw51wZTudVw0Wrxq3To0XHISJB3J01uKu528+/tqex2w8REQlVXK3Hq9vTAACPLhwOT51WcCIix7F6QjiGBbmjor4JL207IzoODSAW/QyyqoYm3PXhEby49QxkGbhpaiTev20SX+SIaNDcNj0aM4b4oaHJhF9/eoyzPIlIqJ/PluDZTSkAgN8ticfkGF/BiYiIbMPwYA88tTQeAPDXLalIyq8SnIiIRLN0+bluUgR83ZwEpyEikdp2+1l7NFd0HCIicmB/+jYJtY1GjA73wuoJHD9LNJg0ahWeWTEKAPDJwWyczK0UG4gGDIt+BtHpvCosf203fkgpgpNahWdXjsJfVoyCRs0fAxENHpVKwj+uHQsfVy2SC6rx0lZW9xKRGOeKa3D/x0dhMstYNT4Mt8+IFh2JiMim3Dw1CgviA2EwmnHfR0dR1dAkOhIRCXIqtwp7zpVBo5Jw56wY0XGISDB3Zw3umxMHAPj7d2fRYOCBLyIiGnzfJRVi86lCqFUS/npVIlQqSXQkIoczNdYPV40LgywDT68/zS6QdorVJoNAlmV8djAbq97Yi+zyeoT7uODr+6bjpqlRkCS+wBHR4Avy1OGla8YAAN7ZnYmdZ0sEJyIiR1NeZ8Adaw6jptGISdE+eH5VItdFREQ9JEkSXl49BuE+Lsgur8dvvzgBMzdviBySpcvPlWNCEe7jKjgNEVmDW6dHI8zbBYXVeryzK0N0HCIicjDV+iY8/c1pAMBds2IxKsxLcCIix/XkkhHwcNbgRG4VPj2YLToODQAW/QywstpG3PfRUTyx9hQMRjPmjwjExgdmIjGcL25EJNaCkUG4dVoUAOC3X5xAcY1ecCIichS1jUbc/v5BZJfXI9LXFW/dPBHOGrXoWERENsnb1Qlv3DgBTmoVfkgpwls/86IekaM5U1iDLacLAQD3NHf2ICLSadV4fPEIAMAbO9ORX9kgOBERETmSF7emoqi6EVF+rnhowVDRcYgcWqCHDr+5YhgA4IUtqVwX2iEW/Qyg75OLsPCVn7E1qRAalYTHF43A27dMhLcr56oTkXV4ckk8RgR7oLS2Eb/6+BiaTGbRkYjIzumbTLj7w8M4kVsFH1ct3rttInzduDYiIuqLxHAv/HlFAgDgpW2p2JteKjgREQ2mf/2YBlkGliQGY3iwh+g4RGRFlo8OwcQoH9QbTPj9ulOQZXYEJCKigXcoqxwf7Ve6iTy/KhE6LQ/7EYl2y7RojIv0Rm2jEb/jutDusOhnANTom/DYVydw14eHUVprwLAgd6y/fwbumxvHeZVEZFV0WjVev3E8PJw1OJhVjuc2pYiORER2zGgy48HPjmFvehncnNRYc/tkDAnkhSkiov5w/aQIXD0+HGYZ+PWnx1BUzS6ORI7gbFENNp8qAAD8ej5PUBNRe5Ik4YWrE+GkVmHHmRKsP54nOhIREdm5BoMJj391EgBw3cQITI/zF5yIiABArZLw0jWj4aRR4aczJfj6KNeF9oRFP/3sQEYZFr+6C18czoUkAXfPjsWGX83krEoislqxAe74x3VjAQBr9mZh7dFcsYGIyC6ZzTKeXHsK25KK4KRW4e1bJmJMhLfoWEREdkOSJDy7clRzF0cD7v/4KLs4EjmAf21XuvwsHhWMEcGeouMQkRUaEuiBB5vHqvz522SU1DQKTkRERPbsb1tTkVFahyBPZ/xuSbzoOETUxpBAj5Zxe898m4TCKh4Ysxcs+ukn+iYTntuUjOvf3o/cigaE+7jgs7um4ndL4tm2jois3uUjg1pOhT659hRO51UJTkRE9sRoMuO3X57Al0dyoZKA124Yh+lDeMqHiKi/uTip8eZNE+DhrMHh8xV4dmOy6EhENIDSimqwiV1+iKgb7p4di5Ehnqisb+KYLyIiGjB7zpVizd4sAMCL14yBl6tWbCAiusDds2IxOtwL1XojfvvlcZjNXBfaAxb99IODmeVY8uouvL0rE7KstKvb8uAsTIn1Ex2NiKjbHpo/FPNGBKLRaMZdHx7mSAgi6heNRhPu/+Qo1h3Lg0Yl4ZXrx2FhQrDoWEREdiva3w1/v3YMAOCDfefx4b4ssYGIaMD84/uzkGVgYUIQ4kPY5YeILk6rVuGl1aOhVUv4LrkI/9t/XnQkIiKyM9X6Jjz65QkAwI1TIjFnWIDgRETUGY1ahX9cOxY6rQp7zpXh3d2ZoiNRP2DRTx/UNhrxh29O49q39iGjtA6BHs5455aJ+Ns1o+GhY/UqEdkWlUrCP68bi7gANxRU6XH7+4dQ22gUHYuIbFiDwYQ7PzisjPTSqPDmTRNw5ZhQ0bGIiOzeFQnBeGzRcADKGI+dZ0sEJyKi/nY8pxJbThdCJQG/vWK46DhEZAMSQr3w5GJlzMqzG1PY5ZmIiPrVnzckI79Kj0hfV471IrJyQwLd8YdlCQCAF7elcl1oB1j000s/ny3Bwn/+jA/3KacirpsYge9/MwcLRgYJTkZE1HteLlqsuX0y/N2dkFxQjfs/PgqjySw6FhHZoGp9E2597yB2pZXCRavG+7dN4jqJiGgQ3TcnDlePD4fJLONXHx/F2aIa0ZGIqJ/Isoy/bUkFAKwaH45hQR6CExGRrbh9RjQWxAfBYDLjnv8dQWlto+hIRERkB7acKsDXR3MhScA/rh0DN2eN6EhEdAm/mByBhQlBaDLJ+PWnx1CtbxIdifrAoYp+9u7diyVLlsDX1xfu7u6YPHkyPvjggx7dR7W+CTc88z6Wrr4Jh1+5G/n/uQl5/7gKb989FyuXXIGPPvqo08/LysqCJEkX/RMczDEXRGQdInxd8e6tk6DTqrDzbAke+/pkj2Z6ms1mvPLKK0hMTISLiwsCAgKwevVqJCcn9yqPXq/HH//4RwwbNgw6nQ6hoaG44447kJub2+nH5+Tk4PXXX8ett96K+Ph4qFQqSJKE/fv3X/TfmDt3bpfP0ZIkQaVyqJdMoha9WT+dL6vDqtf34mBWOTx0Gnx052Toqs7jT3/6E2bNmoXQ0FA4OzsjIiICN910E06ePHnR+zKZTHj99dcxZcoUeHh4wMnJCVFRUbjjjjuQlpbW318uEZHNSUlJwerVqxEQEAAXFxckJibin//8J2RZxl9XjcLkaF/UNBpxx5pDKK659PjWnjzvV1RU4Mknn8SCBQsQFRUFV1dXuLq6IiEhAY8//jjKysr6+8slskr9sd8EAEeOHOnWemn3uVLsyyiDk1qF8+teuuTvMpIkITs7uz+/ZCKyER33aAIDA1H6zfMIMpUgr7IB9/7vCBqNpm7d15EjR/DCCy9g1apVCAsLgyRJ0Ol0XX5Ob/ZoiIiob/prbVpaWop33nkHd999N8aOHQuNRgNJkvDZZ5+1+7ic8no89rWyVvU9/A4mxfhxbUpkAyRJwgurRiPUS4eM0jo8/NnxlmuBoq/zWXz44YeYPHky3N3d4evriyVLlmDv3r2dfmxdXR3+97//4YEHHsDkyZPh7OysfI0vvNCrzLZGkmW5+1dybdi6deuwevVqmM1mzJ49G/7+/ti+fTsqKyvx8MMP4x//+Mcl7+OnM8V4cu0pJK/7D6oPrYNfaDTGJQyDv58v8vLysHfvXphMJtx888348MMP231uVlYWYmJiEBQUhEWLFl1w315eXnj11Vf77eulQWJsBNb/n/L3la8DGmexeYj60Q/JRbjnoyMwmWXcMCUSz60cBUmSuvwcWZZx7bXX4quvvoK3tzfmz5+P0tJS/Pzzz9DpdNixYwemTJnS7Qx6vR7z58/H3r17ERISglmzZiErKwsHDx5EQEAA9u3bh7i4uHaf88orr+Dhhx++4L727duHqVOndvrvvPDCC0hNTe30fUeOHMHp06cxe/Zs7Ny5s9vZiexBb9ZP+9LLcN/HR1BZ34QgT2e8e+skjAhyg1arjD719/fH5MmT4erqimPHjiE9PR1arRaffPIJrrnmmnb3JcsyVq5ciQ0bNsDNzQ2zZs2Cu7t7y+e5u7tjx44dmDhx4qB8P6gfcO1E1K/279+P+fPno76+HpMnT8b/s3ff4VGVeRvH70mb9IQUCCUFQglNOkgTXEVFLCCKrgWw17Urtl3rWte1rmtZRV+7YqcKCCK99xY6hIRAQnqfed4/AtGYACmTTMn3c125CKf+5uRk5s5znvOchIQELViwQGlpaRo7dqy+/vprHS0o1Zi3FmlvRoE6twzVlzefrtATPI66tu/7GzduVPfu3RUREaGuXbuqVatWys3N1cqVK5Wenq42bdpo4cKFio+Pb4zDATiFI9qbJKmsrKxGeemSS8bqov8s1MaUHF03uK1aHVqshQsXVrvNbdu2aenSpYqPj9fu3btP+fccXAiZCQ5wsjYaq7+/Wl35nGxR7XV+9xi98dfe8vY6+XvE6NGj9cMPP1SaZrVaVVR04k7FdWmjAQDUnaOyqSR9//33GjNmTJXpn3/+ua644gpJUqnNrnHvLNGafVnqFReu83w2ackJLsiTTZ2EXIlTWH8gS5e+vUQlZXbdeVYH3XN2B6df55Oke++9V6+88ooCAgJ0zjnnqKioSHPnzpUxRl9//XWV96e1a9eqV69eVbbz3HPP6aGHHqr9gXE3pgnIzMw0YWFhRpL55ptvKqanpaWZ9u3bG0nml19+OeH6WQUl5oGv15r4SVNN/KSppve9H5gfF2+oslxycrJp1aqVkWRmzJhRad7u3buNJDNs2DCHvS64gNIiY76+rvyrtMjZ1QAO9/2aAybhofL3vid/3GTsdvtJl3///feNJNOhQweTlpZWMX3KlClGkklMTDSlpaU13v/f//53I8kMHDjQ5ObmVkx/+eWXjSRzxhlnVFnnhx9+MPfcc4/57LPPTHJyshk2bJiRZJYsWVLj/f5R//79jSTz3nvv1Wl9wF3VNj/Z7Xbz8ZI9JvHhaSZ+0lRz0Ru/mbTsQmOMMaWlpWbAgAFm6tSpxmazVaxjs9nMo48+aiSZkJAQc/jw4Uo1/PDDD0aSadu2rUlNTa203j333HPC9wG4MLIT4DClpaUmMTHRSDL//ve/K6bn5uaagQMHGknmgw8+MMYYs+dInunz9M8mftJUc/k7i01hSVmV7dXl7+asrCyzcuXKSu/txhhTWFhorrnmGiPJXH755Y582YBLqW970x/VNC+9N7u8farrP2aaI7kn/ywdN26ckWQeffTRur1AOA+ZCQ5wqjaa1nEJpv1DP5n4SVPNpCnrjM128jaf559/3vzjH/8wP/30k0lLSzOSjNVqPek6jm6jAQCcmCOzqTHGLF682Nx2221m8uTJZuPGjRV/433++ecVyzw7fbOJnzTVdH98ptmXkX/S7ZFNnYRciRqYsnJ/RT+Ie576t9Ov882dO9dIMpGRkWb79u0V0xcvXmz8/PxMWFiYyczMrLTOjh07zPXXX2/eeecds3r16oq/o5977rnaHAq31SQ6/bz44otGkrn44ourzPv222+NJHPBBRdUu+4vWw6ZAf+cY+InTTUJD001T/y40eQXn/hEfuaZZ4wk88ADD1SaTqcfD8WHJZqAL5fvq/iwf+ibdabsJI1AXbp0MZLMd999V2XeRRddZCSZKVOm1Gi/JSUlJjw83Egyq1evrjL/tNNOM5LMypUrT7qd+jQobd++vaIRKysrq9brA+6sNvkpv7jU3PPFmor3ir99trraC8rVsdvtJikpyUgyH374YaV59913n5Fknn/++SrrZWZmGkkmICCg9i8OzkN2Ahzmq6++MpJMjx49qsxbvXq1kWS6detWMW3DgSzT9R8zTfykqebWT1ZWyXT1+bu5OgcOHDCSTHR0dI3XAdyNo39vTuSPeSnhkvtN/KSp5p1fd5x0nezsbBMQEGAkmS1bttS7BjQyMhMcoCZtNI+8/F7FzV73fLnGlJbZqm7oBGrS6efP6PQDAA2nobPphAkTKnX6mb8tvaItcPr6gyddl2zqRORK1NDjP2w08ZOmGmtUnNOv851//vlGknnllVeqrHPnnXcaSeZf//rXyV/P4483qU4/XnUaHsjNTJ06VZKqPDJCkkaNGiV/f3/NmTOn0lCk2YWluv/rdbr2wxVKyylSQmSgvrxpoB6/sKsC/XxOuC9vb29Jkp+fn4NfBQA4x7h+sXruku7yskifL9+v2z9draLSqs973717tzZv3qyAgACNGjWqyvzj78E//fRTjfa7cOFCZWVlKTExsdoh+Wq7vbr45JNPJEkXXXSRwsLCGmw/gCuqaX5atyddF7+5SN+uSZGXRZp0XpJeu6Kn/H29a7Qfi8Wi7t27S5IOHjxYaZ7VeuLhZo8PARwREVGj/QCApznZ+3SvXr3Url07bdy4UXv27JEkdWsdpnev6SM/by9N35CmR7/bUPGs9lNt70R/N58MfxujKXD0782J/DEvZR1JV2J0kCYOanvSdb755hsVFhaqX79+SkpKqtf+AbifmrbRpKxfqFfG9ZS3l0Xfrk7RbZ+uVnFZ1TYfAIDra6xsKknpOUW698u1kqSrT4/TyO4tT7o82RRwfY+O6qxuoUUqPrJPXr5W9R16VpVlGuM63/HHeP1xfn1qaCqaRKef9evXS5J69+5dZZ6fn5+6deumoqIibdu2TZL0y9ZDOueVXzVl1QFZLNJ1g9tqxl1nqH/bk19U2r9/v9555x1J0nnnnVftMocOHdLjjz+um266SQ888ICmTJmikpKS+rw8AGhwf+0fp/9c2Vt+3l6auSlNEycvV25RaaVl1q1bJ0nq1q2bfH19q2zj+Hvw8eVO5fhy1b1312V7dfHpp59Kkq6++uoG2wfgqk6Vn7p07aqioiJd8PRXSk7PU/MQqz678XTdOjyx1s/k3rVrlyQpJiam0vQRI0ZIkt59912lpaVVTLfb7XryySclSRMmTKjVvgDAU9QlKw1qH6VXLu8pL4v0xYr9evT7jRUdf2r7d/PJlJaW6oknnpAkjRw5suYvCnAzjvy9OZXN23ZIkryDmumJi7rKz+fkTXrHb2DgbxmgaapNG83oXq3136vK23x+3nxI13+4UvnFZY1aLwCg/horm9rtRnd/uVYZ+SVKignRY6O6nHIdsing+ny9vXRFO7skyScqTjd+srbKdcDGuM63detWFRcXKzo6Wm3atDnhOsff81DuxEPWeIicnBxlZWVJUrUnxvHpK1eu1JbkXfq/bdI3qw9IktpGBemlS09T34TqO/ssWbJE77zzjmw2mw4ePKiFCxeqrKxMzzzzjIYMGVLtOlu3btVTTz1VaVpcXJy++uorDRgwoI6vEgAa3sjuLRUW6Kub/m+Vlu7K1Ji3Fuuda/ooMTpYkrRv3z5JJ3+v/eNyp+Lo7dXWkiVLtHPnTkVGRnKxCk3OqfLTL1sPaU+hvySpODtdo4edrn+O6a7okBOPzHMiCxcu1KpVq+Tn51el0/Tw4cN177336t///rfat2+voUOHKiQkRKtXr1ZKSoruuuuuis4/ANDU1DUrjTqtpUptPXXvV2v1+fJ9slikB8+Mq/Hfzfv27VOPHj2qzL/++utls9l09OhRrVq1SikpKRo0aJCef/75ur5EwKXVpr3pRL83NbVgwW/atH6N5O2jkSNHamiH6JMun5KSovnz58vHx0dXXHFFnfcLwH3VNiec0zVGk6/tpxv/b6UW7jiisf9drHev6au4yMDGKRgAUC+NmU1nb07T4rJQBfh6680re59ytG+yKeA+MtNTJUmB4c21JTVHt36yWh9M7Fdx00ljXOc71TpBQUEKDw/X0aNHlZubq5CQkBrV4uk8vtNPXl5exfeBgdX/kRIUFCRJevSrFbK185PFIl0/uK3uO6eTAvxO/GG1c+dOffTRRxX/9/Ly0pNPPqn777+/yrJWq1W33nqrLr/8cnXu3Fn+/v7avHmznn76aU2fPl3nnXee1qxZo4SEhDq+UgBoeIMSo/TFTafr+o9WaEd6ni5+c5H+dVkPndctpuL99lTvtX98Xz4ZR2+vtj7++GNJ0hVXXFHtXXGAJztRfkrNLtSTP27WzE1pKlb578UNA1rp2fF967SfnJwcXXfddZKke+65Ry1bVh0K+OWXX1abNm304IMPaubMmRXTe/TooeHDh8vHx+PjLABUqz5ZaXSv1jIyuverdfps2T7lH02vmFfX7PXRRx/JZvv9cSBnnHGGPvroI0VGRtbg1QDupzbtTfX5myUnJ0fjrhovSYocMEbPXT30lOt8+umnstvtGjlypJo3b17nfQNwX3XJCYPbR+nTGwboxv9bqa1pubrwzYV6/a+9NKzjyTsaAgCcr7GyqSRN25CqwM4d9dTFXdW+efAplyebAu7j+PvD4KTW2uXnrYU7jmjSN+v18mU95OVlaZTrfKda5/h6WVlZysvLo9PPMR7/eC9jzEnnZ+QVa/nuDElSTlGZ2kUFacotA/XYBV1O2uFHKh+Gzhij4uJibdu2TQ8//LCefvppDRs2TEePHq20bMuWLfXWW29p2LBhat68uUJDQ3X66adr2rRpuvLKK5WVlaVnn322fi8WABpBt9Zhmvq3oerfNkJ5xWW65ZNVemHmVpXZyof9q+1jfU7k+Pv3ibZ3qvf3+igtLdVXX30lSbrmmmsabD+Aq/rz75fNbvTBwt06++VfNXNTmry9LGrfvDyQd28TVqd92Gw2XXnllUpOTlb//v2rjIQoScXFxbr88sv1wAMP6JFHHtHu3buVk5OjX375RTabTWPGjNGbb75Zp/0DgKeoa1Ya06uN/nVpD1ks0jerDpxyP6faXllZmYwxOnjwoL7++msdPHhQ3bt316xZs065bcAd1eTvkfr+zWKz2TTm0st16MAe+bXsqJee/6faNDv1qBvHH5/A3zJA03WqNpUT6RXXTD/9bYh6xIYru7BUEycv13/m7ah4HCgAwDU1RjYtKbMf2440pldrXdqn+lE4/oxsCriP4+8TzYL89J+resvby6Lv1qToyZ821ek9pC7X+WqSYxvy+qC78ohboydOnFhl2ujRozV69OhKvbsKCgoUGhoqqfxk+HHdQT3x4yYdOJwlSTq/d1u9c9fQUw5F92d+fn7q2LGjnnnmGUVGRuree+/VP/7xD73xxhs1Wv+RRx7RZ599RmMoAJe2cOFC/e9//6v4v78xanYgW0e6jtN/5+9UyI4jkqT8/Pxq1z8+PTj41L3/JVW8f59oewUFBbXaXm3MmDFDGRkZ6tChA49ehMeqaX76YeVuvb34oJLTy3vY94oL17NjuuuRLe9pner+O3jTTTdp2rRp6tSpk6ZNmyY/P78qyzz33HP66quvdPfdd1d6jNeZZ56p6dOnq3Pnznr44Yd15ZVXKiKi+sexAoCnCg4O1tGjR+uVlcb2aSMvL+neT5ZWTMvMzlXzyGZ12p5UfsPLpZdeqn79+ql79+6aOHGikpOTGySzAQ2tLu1Nf1Tfv1luvPFG/TJ7pnwi2mjU/a9pwuD2p1xnw4YN2rBhg0JDQ3XRRRfVab8AXN+f22iO+9e//qWoqKhTtqmcrI2mZViAvrr5dD3+wyZ9sWK/Xpq1TUt3ZejlcT3UPMTfga8CAFAbzsymNrvRst2ZkqToUH89PbpbjTqWkk0B11KbDHlmp+b612Wn6d6v1umjJXsVZPXRzQPLR+pvyOt8p1rnROs1dR7R6eePj9g6LiEhQaNHj1ZoaKjCwsKUnZ2tAwcOqEuXLkrNLtRj323U3K3lQ5j7Fh1VoaR7xwyqdYefP7v66qt177336ocffqhxp58OHTpIklJTU+u1bwBoSDt27Kj2/fb9+x/Rq8uOKs1e/uG6dutO2exG3l6VQ/+BA+V3kMfFxdVof8eXO77en9V2e7Vx/O6Dq6++2uHbBlzFyfJTYFCwgkJClZ+bo7/9b478ouIUFuCrB8/rpL/2i5OXl6Vev4MPPPCAPvjgA8XGxmr27NmKioqqdrnjj9m79NJLq8yLjY3V6aefrrlz52rlypU655xzal0HALizuLg4HT16VAcOHNBpp51WZX5N36fH9GqjEOtQnfufINmL83XN69P16QOXKirYWqftHRcfH6+hQ4dq+vTpWr58uf7yl7/UaD3AldS2venP6puXJk+eLO+QaCVc/axem3iGvLxOfWHleH4aO3asAgICar1fAO7hRG00TzzxhKKiourdpmL18dbzY09Tz9hwPfHTJv2WfETnv/abXrqsh87sxKNZAMAZnJlNX5ubrEM5RZKk6wYnKNhas8vLZFPAtdQ2Q47p1Ub5xTY99v1GvTV/p3IO7pbUsNf5TrVOfn6+srKyFB4ezqO9/sAjHu9ljKny9cQTT1TM79GjhyRp5cpV+mzZPp3z7wWauzVdvt4W3XVmW5Uc3iur1apOnTrVu5aIiAh5eXnp8OHDNV7n+KPA6I0GwJVNnDix2vfb60b216x7ztDg/n0kSXuSt+nC1+dr/YGsSuuvXr1akqq9KFWd4+/dx9f7s9pur6ZycnL0008/SaLTDzxbdb/P90x6VO8t2KVhL81XWXh5uLYc2a2//aW9Fjx4pq4aEC8vL4tKS0u1cePGOuWn5557Tv/617/UvHlzzZ49W7GxsSdc9niwr+7upD9Oz8zMrFUNAOAJHJmVzu7SQqf1KF9u1eo1uvjNRdqSmlMxv67v+8c7ddbm72PAldS0vam630NH5CXvwHC1uPxp/eOvZyg24tSP9bLb7fr8888l8fgEwNOdqI0mISFB0u/vTxs3blRpaWmV9WuaE67oH6ef7hiipJgQHckr0bWTV2jSlPXKLaq6TQBAw3JWNp2xIVWvz02u+H9NHjcrkU0BV1SXDHn16fF6eGSSJOntb+dIatjrfJ06dZLVatXhw4er7fjTUNcG3Z1HdPo5lVGjRkmSJr38nh75boNyi8vUMzZc0+4cqoSCbSoqKtJZZ50lf//6D0/622+/yW63KzExscbrfPPNN5KkPn361Hv/AOAMLcMC9M2Do9Uqob1MWbFWLpiri/+zSA9OWVdxB8CUKVMkSRdccEGNtjl48GCFhYVp586dWrNmTZX5td1eTU2ZMkVFRUUaPHiw2rVr59BtA67IbjdauitDD3+7XoOem6t/Tt+ilKxCRSadLknqUbZV953TSWEBvhXrTJ06tU756d1339Ujjzyi8PBwzZo165SNDDExMZKklStXVplns9kq3huO/1ECAE3J8b9zj2eiP1qzZo127dqlLl26qG3btjXa3l/Hji7/ZvdSpWQVaux/F+vnTWmS6va+b7PZtHDhQkmq1d/HgDs52e9hffOST0Cwmo97Shee0VdXD6jZXZTz58/XgQMHFBsbq2HDhtV4nwA8T9u2bdW5c2cVFhZq2rRpVebXpk2lQ4sQfX/7YF03uK0sFunLlft17isLHF4zAKB+GiKbbkzJ1j1frZUktW9eu4ELyKaA+zlRhrx5WKLu/Et7FWxbJEkKP3bt4FTqcp0vICCgYrTo6t7PGuraoLvz+E4/h3OLtT/6dFn8ApW2/jfZdi7VY6M665tbByncUqgHH3xQknTvvfdWWTcpKUlJSUlKSUmpNP2JJ55QWlpaleVXrlypG2+8UZJ07bXXVpr3f//3f9X2Rvv222/10EMPSZJuu+22ur1IAHABXl4WPfnoJElS6ZKPVZaXpa9WHtDwl+Zr4j/e0I8//qi2bdtq9OjRldb77rvvlJSUpPHjx1ea7ufnpzvuuEOSdMcdd1R6fue///1vrV+/XkOGDFG/fv0c+jqOP9qLuw/gyYpKbVq044ienb5FQ174RVe8u1SfL9+v/BKbOrYI1gtju2vFx88qNDRUM6b9pG+//bZi3fT09DrlpylTpujWW29VcHCwpk+frp49e56yzuPvF//4xz+0ffv2iuk2m00PP/yw9uzZo/j4ePXt27cORwEA3NuYMWPUtm1brVu3Tq+88krF9Pz8fN1+++2Sqn+fPuuss5SUlKTly5dXmn7DDTcoNDRUGZsWKS5ngwpKbLrp41V69POFJ3zf//jjjys69vxRZmambrrpJu3atUvdu3fnBhd4rOO/Nz/88IND85Kvf6Cixj6utp266oWxp8liOfVjvaTf/5a56qqr5OXl8U1+AE7h+PvPgw8+qPT09Irp3377ba3baPx9vfWPC7voixtPV1xEoA5ml9/gVWY3yisua9gXAgCoEUdn00M5Rbrho5UqKrVrWMdondYmrFb1kE0B93SiDBmfu1GFO5bJJ6yFvs9spU+W7q2Y5+jrfMdreOaZZ5Sc/PtIY0uWLNE777yj0NBQXX/99Q56xZ7BYowxzi6iIRSW2PTRkj36zy87lFtcpvxti5TxwwuSjIYNG6aoqCjNmTNHWVlZuvPOO/Xaa69V2cbxRpXdu3dXuoPcYrHI19dXvXv3VkJCgkpKSrR7926tXbtWkjRu3Dh9+umn8vH5/ZmWw4cP12+//aakpCQlJCTI399fmzdv1tatWyWVP6v9xRdfbLDjgQZSVix9f6yz1ui3JB+rc+sBnMxut+vSSy/Vd999p9CwcAW366mMjAwV79soi4+v7nr5//TUTZcoxP/3EUM+/PBDXXvttRo2bJjmz59faXtFRUUaPny4li1bppYtW2ro0KHau3evli1bpsjISC1dulTt27evtE5qaqrGjBlT8f/NmzcrNzdXXbt2rXiM4qhRo/T3v/+9Sv0pKSmKi4uTj4+P0tLS1KxZMwceHcB5bHajzQdztHDHES3acUQr9mSquMxeMT/E6qOR3WM0uldrDWwXWZGBvvnmG40bN07G1C8/paenKzY2ViUlJerevbt69+5dbZ2jR4+u1OickZGhwYMHa9u2bbJarRo0aJAiIiIqRrAICAjQ1KlTK3r+ww2QnQCHWrx4sc4++2wVFhZqwIABio+P12+//abU1FSNHj1a33zzTZXG1YSEBO3du1fz5s3T8OHDK8374/t+fNe+Si/1U9GetbIX52viTbdq8jtvVVp+4sSJ+uijj9SuXTt1795dgYGBSklJ0erVq5WXl6fWrVtr9uzZ6ty5c0MfCsBpGiIv+UYnyBqTqOEdmysy2K/Sun/OS8cVFRWpRYsWysnJ0caNG9W1a1eHv1Y0IjITHOCPbTTNmjXTWWedpSNHjujXX3+V1WrV3LlzNWjQoErrnKyNZtq0aXr66adlN0YHs4qUsn29JIuCY5MUFxGoEH8f/f3vf68YaUKqXxsNAKD2HJVNC0tsuvzdJZr17A3y9/VSxxYh2rN7l44cOaL27dsrMjJSktS7d2+99dZbVbZJNnUh5ErU0qky5NVP/U+zM8IlSU9d3FXjByY4/DqfJN1999167bXXFBgYqBEjRqikpESzZ8+W3W7XV199pbFjx1ZZZ8yYMUpNTZUkHThwQCkpKYqNjVWrVq0kSS1bttR3333n2APmInxOvYh7KbXZ9eWK/Xp9brLSc4slSd1bh+mJWx9Q0f2j9Mwzz2jp0qUqKSlR586ddfvtt1cZledU3njjDc2bN09r166teKZddHS0Lr74Yk2cOLHaxpcbb7xR0dHRWrt2rRYuXKjCwkJFR0frkksu0a233qqzzz7bES8fAJzKy8tLX3/9tV577TV98MEH2rllqaz+AQrtPlQ+/S7XdweDNe/FebpxaDtdMzBeoX/o/FMdf39/zZs3T88995w+++wzff/992rWrJkmTJigp59+WrGxsVXWKS4u1rJly6pM37RpU8X3SUlJ1e7v008/ld1u16hRo+jwA7dhjFFRqV2FpTblFpUqNbtIqdmFOphVpINZhdqRnqetabnKLiyttF6LUKsGt4/SiM4tdGZSc/n7elfZ9tixY7VgwYJ656eCggKVlJRIkjZs2KANGzZUu1xCQkKlHBUZGakVK1bo5Zdf1nfffafly5erpKRELVu21IQJEzRp0iQuJANo0gYNGqQVK1bo8ccf1/z587V27VolJibqvvvu0913313ruyn//L5vKy6WNaKNAnuerxUxI/X9mhSN7tW6YvkbbrhBQUFBWrRokRYtWqSsrCwFBwerW7duuvDCC3X77bcrLKx2d4MC7qYh8lLp4T0qPbxHU6uJTH/OS8f9+OOPysnJUa9evbioAkBS1TaaqVOnKigoSGPGjNFTTz1V6/eKw4cPV9PeYpS3f4s27y//396UyqPj16eNBgBQe47IpmU2u+7+co3WH8hWSeo2lUhaue/3+Tt27NCOHTsk6YSPCiObAu7rVBmyS5cuem7GVr27YJf+8cMmldnMSR8tVZfrfJL06quvqmfPnnrzzTc1e/Zs+fr66qyzztJjjz2mIUOGVLvOmjVrtHfv3krT9u/fr/37y8NqfHx8nY6JO/CYkX7yisv09cr9+mDRbu3PLJQktQ4P0D0jOmpMr9by9qrZUMhArdBDFqgRm91o2oZUvTpnu3YdLh++L9jqo8v6ttG1g9oqLjLQyRUC7unnTWm66eNVNVo22Oqj09tFakj7SA3pEKXE6OAaPyoCcBiyE+B2UrIKdc8Xa7V8T6YkaVT3lnrsgs5qGRbg5MoAz/Jb8mFdO3mFyuxGtw5P1KTzuAjepJGZ4CZyi0r13Iyt+mxZ+dXg5iFWPT26m87tGuPkygAAdWGM0YNT1uvrVQfk5+2lj6/vrwHtIp1dFuqDXIkGYIzRi7O26b/zd0qSHhvVWTcMbefkqpo2tx/pZ0d6nj5fvk9frdiv3GPPD44K9tMdZ7bXXwfEyepT9a51AEDj8vay6KIerTSqe0v9tO6g/jNvh5LT8zR50R59uHiPRnRuoeuHtFX/thF0QgBqwc+nch/6AF9vxYT5KybUXy3D/dUqLEBto4LUKSZESTEh8vHm+dkAgNppHR6gz24coDfn7dDrc5M1bUOqftmarr+d1V43DGlX5bMIQO0t2nFEN3y0UmV2owt7tNID53RydkkAUCMh/r56dkx3XdSjlR7+doN2H8nXzR+v0vndY/TERV3VPKT6ESAAAK7HGKNnp2/R16sOyMsivXFlLzr8AKiWxWLRg+d2ko+XRW/8skPPTNui4jK7bhueyDU+J3HLkX5Ssgo1dd1B/bD2oDan5lRMT4wO0rWD2+qS3q0V6Of2/ZngDughC9SJMUa/JR/R+wt369fthyumd2sdquuHtNWo7q24gATUQFGpTXnFZQrw9Za/rzcjG8L1kZ0At7bpYLYe/2GTVu49KklqFxWkf1zYRcM6RtOoA9TRoh1HdN2HK1RcZteZnaL19jV9uIENZCa4paJSm16bm6x3F+ySzW4UFuCrx0Z11qV92pATAMDFGWP0/IytemfBLknSS5eepsv6Vv/IHbgZciUakDFGr85J1mtzkyVJNwxpq0fO7ywvrlM0Orfo9JNdUKpV+zL1W/IR/ZZ8RDvS8yrm+XhZNKxjtK4ZGK8zOkRzEqFx8WEJ1FvyoVx9sGiPvl19QMVldklSi1Crxg9M0JX949QsyM/JFQIAHIbsBLg9Y4y+W5OiZ6dv1ZG8YklSv4RmuvvsjhqUGMlFPaAWZm1K052fr1FxmV1/SWqu/17dmw4/KEdmghvbmJKtSd+s16aD5TfrDu0QpWfHdFdsBI92BwBXZLcb/f2Hjfr02KMaH7+wi64d3NbJVcFhyJVoBO8t2KV/Tt8iSRrbu41eGNudpw40Mqd2+jl+d3pRqU1FpTZlF5bqYFaRUrMLdTCrSAeOFmpLao5SsgorrWexSP0SInRxz1Y6v1tLLgjDefiwBBwmM79Eny/fp48W71F6bvkFJKuPl0Z1b6krB8SpT3wzLiIBgLsjOwEeI6eoVK/PSdb/Ld2rkmMdt/slNNOtwxM1vGNzbsgBTsIYo/d+26XnZmyVMdJZSc31Fh1+8EdkJri5Mptd7/22W6/O2a7iMrv8fb30t7900I1DeTQoALiS4jKbHvh6vX5cd1AWi/TcmO66on+cs8uCI5Er0UimrDqgSd+sl81udHbnFnrzyl7y9+Vv3Mbi1E4//5q1TW/O21GjZeMjAzUoMUpDO0RpUGKkwgPp6AMXwIcl4HAlZXZN23BQ7y/crY0pvz/CsUPzYP21f5wu6d2azwAAcFdkJ8DjHMop0n/n79Rny/dVdP6JiwjU1afHaXTP1moe6u/kCgHXkplfogenrNOcLemSpKsGxOnJi7pyFyQqIzPBQ+w+kq9Hvt2gJbsyJEmJ0UF6/MKuOqNjtJMrAwAcySvWzR+v0qq9R+XjZdG/L++pi3q0cnZZcDRyJRrR7M2HdPtnq1VSZlf/thH634S+CvX3dXZZTYJTO/28+Uuy/vXzdll9vBTg561gq49ahQWoZbi/WoYFqFW4vzo0D1GXVqEKC+CEgAviwxJoMMYYrTuQrc+W7dVP61JVWGqT9PvoP38dEKe+jP4DAO6F7AR4rEM5Rfrfb7v05Yr9yikqkyR5WaSBiZG6uEdrndO1BR230eQt2H5YD0xZp0M5xfLz9tJjF3TWNafH8zcNqiIzwYMYY/TD2oN6ZtpmHckrkSQN7xStx0Z1VvvmIU6uDgCapk0Hs3XT/61SSlahQv199NZVfTSkQ5Szy0JDIFeikS3dlaEbP1qp3OIydWkZqo+u66/oEM67hubUTj9lNru8LBaG/Yb74sMSaBQ5RaX6Ye1BfbZsn7ak/j76T/tjo/+MZfQfAHAPZCfA4xWW2PT92hR9vXK/Vu/LqphusUintQnXGR2iNLRDtHrFhcuXkU3QRBw4WqDnZmzVtPWpkspHunjjr73VpVWokyuDyyIzwQNlF5bq9bnJ+mjxHpXZjby9LLpqQJzuPrujIoJo0wGAxmC3G01evEcvzNiqEptdbaOC9L8JfZUYHezs0tBQyJVwgo0p2Zo4ebmO5JWoTbMA/W9CXyXF8PdvQ3Jqpx/A7fFhCTSq46P/fL5sn35cd7Bi9B+/Y6P/XNanjQa0i5Q3nUkBwDWRnYAmZV9GgX5af1A/rTuorWm5leYF+HrrtDZh6hXXTF1bhap982C1jQriee/wKOk5RXpz3g59vnyfSm1GXhZpwqAEPXBuJwX6+Ti7PLgyMhM82O4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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "params = res.params.to_dict()\n", + "\n", + "# Reference values map for posterior predictive checks\n", + "ref_vals = {\n", + " \"factor_ar\": [params[\"L1.f1.f1\"], params[\"L2.f1.f1\"]],\n", + " \"factor_loadings\": [\n", + " -params[\"loading.f1.std_indprod\"],\n", + " -params[\"loading.f1.std_income\"],\n", + " -params[\"loading.f1.std_sales\"],\n", + " -params[\"loading.f1.std_emp\"],\n", + " ],\n", + " \"error_ar\": [\n", + " params[\"L1.e(std_indprod).e(std_indprod)\"],\n", + " params[\"L2.e(std_indprod).e(std_indprod)\"],\n", + " params[\"L1.e(std_income).e(std_income)\"],\n", + " params[\"L2.e(std_income).e(std_income)\"],\n", + " params[\"L1.e(std_sales).e(std_sales)\"],\n", + " params[\"L2.e(std_sales).e(std_sales)\"],\n", + " params[\"L1.e(std_emp).e(std_emp)\"],\n", + " params[\"L2.e(std_emp).e(std_emp)\"],\n", + " ],\n", + " \"error_sigma\": [\n", + " params[\"sigma2.std_indprod\"],\n", + " params[\"sigma2.std_income\"],\n", + " params[\"sigma2.std_sales\"],\n", + " params[\"sigma2.std_emp\"],\n", + " ],\n", + "}\n", + "\n", + "\n", + "# Helper function to plot\n", + "def plot_param_posteriors(var_name, ref_val_list):\n", + " az.plot_posterior(idata_dfm_py, var_names=[var_name], ref_val=ref_val_list)\n", + "\n", + "\n", + "for var, ref in ref_vals.items():\n", + " plot_param_posteriors(var, ref)" + ] + }, + { + "cell_type": "markdown", + "id": "f5b6c9f6", + "metadata": {}, + "source": [ + "### Coincident index construction\n", + "\n", + "In the following cells, we compute the **coincident index** in the Bayesian framework, allowing us to compare our results against the **reference USPHCI index**. \n", + "\n", + "We construct the index **symbolically** and sample its **posterior distribution**, demonstrating how Bayesian modeling provides a full distribution for derived quantities that depend on other random variables.\n", + "\n", + "Key steps include: \n", + "- **Building the state-space graph** of the `BayesianDynamicFactor` model and retrieving state space matrices. \n", + "- **Inserting random variables** for the model parameters. \n", + "- Passing the observed data through the **Kalman filter**, which provides **predicted covariances** and **filtered states**. \n", + "- Computing the **Kalman gain** in a symbolic way to obtain the **factor mean vector**. \n", + "- Scaling and normalizing the factor to match the USPHCI base year. \n", + "- Constructing the **coincident index** as the cumulative sum of the scaled increments. \n", + "- Sampling the **posterior predictive distribution** of both the factor and the coincident index to quantify uncertainty. \n", + "\n", + "This approach illustrates the Bayesian advantage: not only do we estimate latent factors, but we also obtain a **distribution over any quantity derived from them**, such as the coincident index, with full uncertainty propagation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6f8cf29", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: []\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "34a72dd6e69c492b8cdad606eaec075c", + "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: []\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9d188d6e2c1b4b4594baab814ffc4157",
+       "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 index_mod:\n",
+    "    dfm._build_dummy_graph()\n",
+    "    dfm._insert_random_variables()\n",
+    "    x0, P0, C, D, T, Z, R, H, Q = matrices = dfm.unpack_statespace()\n",
+    "\n",
+    "    dfm.build_statespace_graph(data=endog, mode=\"JAX\", save_kalman_filter_outputs_in_idata=True)\n",
+    "    predicted_covariance = index_mod[\"predicted_covariances\"]\n",
+    "    filtered_state = index_mod[\"filtered_states\"]\n",
+    "\n",
+    "    def step(P, Z, T, H):\n",
+    "        PZT = pt.dot(P, Z.T)\n",
+    "        F = Z.dot(PZT) + H + pt.eye(H.shape[0]) * 1e-6\n",
+    "\n",
+    "        K = pt.linalg.solve(F, PZT.T, assume_a=\"pos\", check_finite=False).T\n",
+    "        return K\n",
+    "\n",
+    "    ss_kalman_gain, updates = pytensor.scan(\n",
+    "        step, non_sequences=[Z, T, H], sequences=[predicted_covariance]\n",
+    "    )\n",
+    "    # Get the last Kalman gain (steady state)\n",
+    "    ss_kalman_gain = ss_kalman_gain[-1]\n",
+    "\n",
+    "    k_states = T.shape[0]\n",
+    "    W1 = pt.linalg.inv(\n",
+    "        pt.eye(k_states) - pt.dot(pt.eye(k_states) - pt.dot(ss_kalman_gain, Z), T)\n",
+    "    ).dot(ss_kalman_gain)[0]\n",
+    "\n",
+    "    # Compute the factor mean vector\n",
+    "    factor_mean = pt.dot(W1, data.loc[start:, \"dln_indprod\":\"dln_emp\"].mean())\n",
+    "    state_0 = filtered_state[..., 0]\n",
+    "\n",
+    "    # Normalization\n",
+    "    normalizer = np.std(usphci.diff()[1:]) / pt.std(state_0)\n",
+    "    state_0_scaled = state_0 * normalizer\n",
+    "\n",
+    "    # Initial value (scalar)\n",
+    "    initial_value = usphci.iloc[0] * factor_mean / dusphci.mean()\n",
+    "\n",
+    "    # Increments: each increment is state[t] + factor_mean (broadcasted)\n",
+    "    increments = state_0_scaled + factor_mean\n",
+    "\n",
+    "    # Cumulative sum of increments\n",
+    "    cumsum_increments = pt.cumsum(increments)\n",
+    "    coincident_index = pt.concatenate([[initial_value], initial_value + cumsum_increments])\n",
+    "\n",
+    "    # Normalize to match USPHCI base year (e.g., July 1992)\n",
+    "    ref_idx = list(data.index).index(pd.Timestamp(\"1992-07-01\"))\n",
+    "    base_value = usphci.loc[\"1992-07-01\"]\n",
+    "    normalization_factor = base_value / coincident_index[ref_idx]\n",
+    "    coincident_index = coincident_index * normalization_factor\n",
+    "\n",
+    "    filtered_state_idata_dfm_py = pm.sample_posterior_predictive(\n",
+    "        idata_dfm_py, var_names=[\"filtered_states\"]\n",
+    "    )\n",
+    "\n",
+    "    pm.Deterministic(\"coincident_index\", coincident_index)\n",
+    "    coincident_index_idata_dfm_py = pm.sample_posterior_predictive(\n",
+    "        idata_dfm_py, var_names=[\"coincident_index\"]\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d36105d",
+   "metadata": {},
+   "source": [
+    "### Obtaining latent factor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "84ca0996",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Extract posterior predictive samples\n",
+    "state_samples_dfm_py = filtered_state_idata_dfm_py.posterior_predictive[\"filtered_states\"].values\n",
+    "\n",
+    "# Select the first state (index 0), which corresponds to the latent factor\n",
+    "latent_factor_dfm_py = state_samples_dfm_py[:, :, :, 0]\n",
+    "\n",
+    "# Average over chains and draws to get posterior mean for each time point\n",
+    "latent_factor_mean_dfm_py = latent_factor_dfm_py.mean(axis=(0, 1))\n",
+    "\n",
+    "# Get the time index from your observed data for x-axis\n",
+    "dates = filtered_state_idata_dfm_py.observed_data.time.values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec5d1a8c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hdi_latent_factor_dfm_py = az.hdi(latent_factor_dfm_py, hdi_prob=0.95)\n", + "lower_latent_factor_dfm_py, upper_latent_factor_dfm_py = (\n", + " hdi_latent_factor_dfm_py[..., 0],\n", + " hdi_latent_factor_dfm_py[..., 1],\n", + ")\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "\n", + "ax.plot(dates, -latent_factor_mean_dfm_py, label=\"Latent Factor Posterior Mean\", color=\"green\")\n", + "\n", + "ax.fill_between(\n", + " dates,\n", + " -upper_latent_factor_dfm_py,\n", + " -lower_latent_factor_dfm_py,\n", + " color=\"lightgreen\",\n", + " alpha=0.3,\n", + " label=\"95% HDI\",\n", + ")\n", + "# Retrieve and plot the NBER recession indicators\n", + "rec = DataReader(\"USREC\", \"fred\", start=start, end=end)\n", + "ylim = ax.get_ylim()\n", + "ax.fill_between(dates[:-3], ylim[0], ylim[1], rec.values[:-4, 0], facecolor=\"k\", alpha=0.1)\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"State Value\")\n", + "ax.set_title(\"Posterior Mean of Latent Factor with 95% HDI\")\n", + "ax.legend(loc=\"lower right\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5080707b", + "metadata": {}, + "source": [ + "### Plotting Coincident Index vs USPHCI reference index" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17e23109", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(13, 3))\n", + "\n", + "# Compute the index\n", + "coincident_index_pymc_samples_dfm_py = coincident_index_idata_dfm_py.posterior_predictive[\n", + " \"coincident_index\"\n", + "].values\n", + "coincident_index_pymc_dfm_py = coincident_index_pymc_samples_dfm_py.mean(axis=(0, 1))\n", + "\n", + "hdi_index_dfm_py = az.hdi(coincident_index_pymc_samples_dfm_py, hdi_prob=0.95)\n", + "lower_index_dfm_py, upper_index_dfm_py = hdi_index_dfm_py[..., 0], hdi_index_dfm_py[..., 1]\n", + "\n", + "dates = endog.index._mpl_repr()\n", + "ax.plot(dates, coincident_index_pymc_dfm_py[1:], label=\"Coincident index (PyMC)\", color=\"green\")\n", + "ax.fill_between(\n", + " dates,\n", + " lower_index_dfm_py[1:],\n", + " upper_index_dfm_py[1:],\n", + " color=\"lightgreen\",\n", + " alpha=0.3,\n", + " label=\"95% HDI\",\n", + ")\n", + "ax.plot(usphci.index._mpl_repr(), usphci, label=\"USPHCI\", color=\"orange\")\n", + "\n", + "ax.set_title(\"Coincident Index vs USPHCI with 95% HDI and NBER Recessions\")\n", + "\n", + "# Retrieve and plot the NBER recession indicators\n", + "ylim = ax.get_ylim()\n", + "ax.fill_between(\n", + " dates[:-3],\n", + " ylim[0],\n", + " ylim[1],\n", + " where=rec.values[:-4, 0] == 1,\n", + " facecolor=\"gray\",\n", + " alpha=0.3,\n", + " label=\"NBER Recession\",\n", + ")\n", + "\n", + "ax.legend(loc=\"lower right\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "900086ae", + "metadata": {}, + "source": [ + "Here, the HDI is so narrow relative to the scale of the plot that it is almost invisible. Nevertheless, we can clearly observe that the coincident index estimated through the Bayesian model in PyMC follows the trajectory of the USPHCI index." + ] + }, + { + "cell_type": "markdown", + "id": "e8ed98ac", + "metadata": {}, + "source": [ + "## Comparison of results obtained via PyMC and Statsmodels" + ] + }, + { + "cell_type": "markdown", + "id": "b42e3b12", + "metadata": {}, + "source": [ + "We are **satisfied with the results**: the Bayesian estimates closely match the classical Statsmodels outcomes. \n", + "\n", + "- The **latent factor** from PyMC aligns well with the Statsmodels factor, and the 95% credible interval captures the expected uncertainty. \n", + "- The **coincident index** derived from the Bayesian model also shows strong agreement with both the Statsmodels index and the USPHCI reference, demonstrating that the Bayesian approach successfully reproduces the main features of the business cycle.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae90ed1c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14, 4))\n", + "\n", + "ax.plot(\n", + " dates,\n", + " res.factors.filtered[0],\n", + " label=\"Classical Factor (statsmodels)\",\n", + " color=\"blue\",\n", + " linewidth=2,\n", + ")\n", + "\n", + "ax.plot(\n", + " dates,\n", + " -latent_factor_mean_dfm_py,\n", + " label=\"Bayesian Latent Factor Mean (PyMC)\",\n", + " color=\"green\",\n", + " linewidth=2,\n", + ")\n", + "\n", + "ax.fill_between(\n", + " dates,\n", + " -lower_latent_factor_dfm_py,\n", + " -upper_latent_factor_dfm_py,\n", + " color=\"lightgreen\",\n", + " alpha=0.3,\n", + " label=\"95% CI (PyMC)\",\n", + ")\n", + "# Retrieve and plot the NBER recession indicators\n", + "ylim = ax.get_ylim()\n", + "ax.fill_between(\n", + " dates[:-3],\n", + " ylim[0],\n", + " ylim[1],\n", + " where=rec.values[:-4, 0] == 1,\n", + " facecolor=\"gray\",\n", + " alpha=0.3,\n", + " label=\"NBER Recession\",\n", + ")\n", + "\n", + "ax.set_title(\"Comparison of Latent Factor: Statsmodels vs PyMC\")\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Factor / State\")\n", + "ax.legend(loc=\"lower right\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ceaacb9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(14, 4))\n", + "\n", + "ax.plot(usphci.index._mpl_repr(), usphci, label=\"USPHCI\", color=\"orange\")\n", + "ax.plot(\n", + " dates, coincident_index_res, label=\"Coincident index (Statsmodels)\", color=\"blue\", linewidth=2\n", + ")\n", + "ax.plot(\n", + " dates,\n", + " coincident_index_pymc_dfm_py[1:],\n", + " label=\"Coincident index (PyMC)\",\n", + " color=\"green\",\n", + " linewidth=2,\n", + ")\n", + "\n", + "ax.legend()\n", + "ax.set_title(\"Comparison of Coincident Indices: Statsmodels vs PyMC\")\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Coincident Index\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "kernelspec": { + "display_name": "pymc_extras", + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/deterministic_advi_example.ipynb b/notebooks/deterministic_advi_example.ipynb new file mode 100644 index 000000000..0cf1d177c --- /dev/null +++ b/notebooks/deterministic_advi_example.ipynb @@ -0,0 +1,975 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "083415c8-d5bc-4920-a45a-841db7886ac8", + "metadata": {}, + "source": [ + "### DADVI linear regression example\n", + "\n", + "This is a really simple example of deterministic ADVI (DADVI) in action.\n", + "\n", + "It's based on the notebook [here](https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/GLM_linear.html).\n", + "\n", + "We'll fit the model with both NUTS and DADVI and compare the result.\n", + "\n", + "Of course, this isn't the greatest use case for DADVI, since the fit with NUTS is super-fast anyway, so there's no reason to do variational inference. But we can check it to make sure they give similar results on a simple model." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ea4459ce-54a4-4fd5-bafa-e5cd77f299c4", + "metadata": {}, + "outputs": [], + "source": [ + "import pymc as pm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b0f44abd-6fea-4f34-ab98-677b0858327a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on PyMC v5.25.1\n" + ] + } + ], + "source": [ + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "import pymc as pm\n", + "\n", + "from pymc import HalfCauchy, Model, Normal, sample\n", + "\n", + "print(f\"Running on PyMC v{pm.__version__}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "df7fd6b1-4961-444e-91a2-20f74654c8a1", + "metadata": {}, + "outputs": [], + "source": [ + "RANDOM_SEED = 8927\n", + "rng = np.random.default_rng(RANDOM_SEED)\n", + "\n", + "%config InlineBackend.figure_format = 'retina'\n", + "az.style.use(\"arviz-darkgrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d9da527a-baec-4a67-b6f5-d769282addbb", + "metadata": {}, + "outputs": [], + "source": [ + "size = 200\n", + "true_intercept = 1\n", + "true_slope = 2\n", + "\n", + "x = np.linspace(0, 1, size)\n", + "# y = a + b*x\n", + "true_regression_line = true_intercept + true_slope * x\n", + "# add noise\n", + "y = true_regression_line + rng.normal(scale=0.5, size=size)\n", + "\n", + "data = pd.DataFrame({\"x\": x, \"y\": y})" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "886e6283-e6b9-41c0-b8fb-21c696e1de5a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+     },
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+    {
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+     },
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+    {
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+       "
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+       "
\n" + ], + "text/plain": [ + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We can fit DADVI now. It prints some progress of its convergence -- note we could change this\n", + "# to look different / remove it.\n", + "# Note that unlike regular ADVI, deterministic ADVI converges automatically. This is one of its key advantages.\n", + "with model:\n", + " dadvi_res = fit_dadvi()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c47cb209-907b-4873-a3bf-39bff5578502", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 32kB\n",
+       "Dimensions:    (chain: 1, draw: 1000)\n",
+       "Coordinates:\n",
+       "  * chain      (chain) int64 8B 0\n",
+       "  * draw       (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n",
+       "Data variables:\n",
+       "    Intercept  (chain, draw) float64 8kB 1.035 1.124 1.073 ... 1.072 1.056 1.044\n",
+       "    slope      (chain, draw) float64 8kB 2.135 2.02 2.016 ... 1.916 2.137 1.978\n",
+       "    sigma      (chain, draw) float64 8kB 0.5326 0.5372 0.4899 ... 0.5494 0.5225\n",
+       "Attributes:\n",
+       "    created_at:                 2025-08-29T09:17:23.403627+00:00\n",
+       "    arviz_version:              0.22.0\n",
+       "    inference_library:          pymc\n",
+       "    inference_library_version:  5.25.1
" + ], + "text/plain": [ + " Size: 32kB\n", + "Dimensions: (chain: 1, draw: 1000)\n", + "Coordinates:\n", + " * chain (chain) int64 8B 0\n", + " * draw (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n", + "Data variables:\n", + " Intercept (chain, draw) float64 8kB 1.035 1.124 1.073 ... 1.072 1.056 1.044\n", + " slope (chain, draw) float64 8kB 2.135 2.02 2.016 ... 1.916 2.137 1.978\n", + " sigma (chain, draw) float64 8kB 0.5326 0.5372 0.4899 ... 0.5494 0.5225\n", + "Attributes:\n", + " created_at: 2025-08-29T09:17:23.403627+00:00\n", + " arviz_version: 0.22.0\n", + " inference_library: pymc\n", + " inference_library_version: 5.25.1" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# DADVI returns draws like MCMC\n", + "dadvi_res" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2d911a25-5970-4c30-bd2e-21aa0fa74217", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/s_/l9wd4yls3mv1f4kkkz1xhhmm0000gn/T/ipykernel_84113/2317749157.py:18: UserWarning: The figure layout has changed to tight\n", + " f.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 790, + "width": 790 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "f, ax = plt.subplots(3, 1)\n", + "\n", + "sns.kdeplot(idata.posterior.Intercept.values.reshape(-1), ax=ax[0], label=\"MCMC\")\n", + "sns.kdeplot(dadvi_res.Intercept.values.reshape(-1), ax=ax[0], label=\"DADVI\")\n", + "\n", + "sns.kdeplot(idata.posterior.slope.values.reshape(-1), ax=ax[1], label=\"MCMC\")\n", + "sns.kdeplot(dadvi_res.slope.values.reshape(-1), ax=ax[1], label=\"DADVI\")\n", + "\n", + "sns.kdeplot(idata.posterior.sigma.values.reshape(-1), ax=ax[2], label=\"MCMC\")\n", + "sns.kdeplot(dadvi_res.sigma.values.reshape(-1), ax=ax[2], label=\"DADVI\")\n", + "\n", + "for cur_ax in ax:\n", + " cur_ax.legend()\n", + "\n", + "f.set_size_inches(8, 8)\n", + "f.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "853f8ee0-5730-47c8-ba6b-d2fed86677b4", + "metadata": {}, + "source": [ + "We can see that the posteriors don't align perfectly. DADVI does a pretty good job matching the means, but underestimates the variance somewhat. However, often DADVI is much faster than MCMC, and so this is a tradeoff that can make sense.\n", + "\n", + "Note that DADVI as explained in the [paper](https://jmlr.org/papers/volume25/23-1015/23-1015.pdf) has further tools to make variances more accurate, which we plan to add to PyMC later on. For now, its key advantage is that it converges automatically and reliably, removing one headache from ADVI." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78df242e-a266-4dda-8ca4-43b85bc92327", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pymc_extras/inference/__init__.py b/pymc_extras/inference/__init__.py index c213f4208..f8d7808c7 100644 --- a/pymc_extras/inference/__init__.py +++ b/pymc_extras/inference/__init__.py @@ -12,9 +12,16 @@ # See the License for the specific language governing permissions and # limitations under the License. +from pymc_extras.inference.dadvi.dadvi import fit_dadvi from pymc_extras.inference.fit import fit from pymc_extras.inference.laplace_approx.find_map import find_MAP from pymc_extras.inference.laplace_approx.laplace import fit_laplace from pymc_extras.inference.pathfinder.pathfinder import fit_pathfinder -__all__ = ["find_MAP", "fit", "fit_laplace", "fit_pathfinder"] +__all__ = [ + "find_MAP", + "fit", + "fit_laplace", + "fit_pathfinder", + "fit_dadvi", +] diff --git a/pymc_extras/inference/dadvi/__init__.py b/pymc_extras/inference/dadvi/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/pymc_extras/inference/dadvi/dadvi.py b/pymc_extras/inference/dadvi/dadvi.py new file mode 100644 index 000000000..eb4ef98c5 --- /dev/null +++ b/pymc_extras/inference/dadvi/dadvi.py @@ -0,0 +1,261 @@ +import arviz as az +import numpy as np +import pymc +import pytensor +import pytensor.tensor as pt +import xarray + +from better_optimize import minimize +from better_optimize.constants import minimize_method +from pymc import DictToArrayBijection, Model, join_nonshared_inputs +from pymc.backends.arviz import ( + PointFunc, + apply_function_over_dataset, + coords_and_dims_for_inferencedata, +) +from pymc.util import RandomSeed, get_default_varnames +from pytensor.tensor.variable import TensorVariable + +from pymc_extras.inference.laplace_approx.laplace import unstack_laplace_draws +from pymc_extras.inference.laplace_approx.scipy_interface import ( + _compile_functions_for_scipy_optimize, +) + + +def fit_dadvi( + model: Model | None = None, + n_fixed_draws: int = 30, + random_seed: RandomSeed = None, + n_draws: int = 1000, + keep_untransformed: bool = False, + optimizer_method: minimize_method = "trust-ncg", + use_grad: bool = True, + use_hessp: bool = True, + use_hess: bool = False, + **minimize_kwargs, +) -> az.InferenceData: + """ + Does inference using deterministic ADVI (automatic differentiation + variational inference), DADVI for short. + + For full details see the paper cited in the references: + https://www.jmlr.org/papers/v25/23-1015.html + + Parameters + ---------- + model : pm.Model + The PyMC model to be fit. If None, the current model context is used. + + n_fixed_draws : int + The number of fixed draws to use for the optimisation. More + draws will result in more accurate estimates, but also + increase inference time. Usually, the default of 30 is a good + tradeoff.between speed and accuracy. + + random_seed: int + The random seed to use for the fixed draws. Running the optimisation + twice with the same seed should arrive at the same result. + + n_draws: int + The number of draws to return from the variational approximation. + + keep_untransformed: bool + Whether or not to keep the unconstrained variables (such as + logs of positive-constrained parameters) in the output. + + optimizer_method: str + Which optimization method to use. The function calls + ``scipy.optimize.minimize``, so any of the methods there can + be used. The default is trust-ncg, which uses second-order + information and is generally very reliable. Other methods such + as L-BFGS-B might be faster but potentially more brittle and + may not converge exactly to the optimum. + + minimize_kwargs: + Additional keyword arguments to pass to the + ``scipy.optimize.minimize`` function. See the documentation of + that function for details. + + use_grad: + If True, pass the gradient function to + `scipy.optimize.minimize` (where it is referred to as `jac`). + + use_hessp: + If True, pass the hessian vector product to `scipy.optimize.minimize`. + + use_hess: + If True, pass the hessian to `scipy.optimize.minimize`. Note that + this is generally not recommended since its computation can be slow + and memory-intensive if there are many parameters. + + Returns + ------- + :class:`~arviz.InferenceData` + The inference data containing the results of the DADVI algorithm. + + References + ---------- + Giordano, R., Ingram, M., & Broderick, T. (2024). Black Box + Variational Inference with a Deterministic Objective: Faster, More + Accurate, and Even More Black Box. Journal of Machine Learning + Research, 25(18), 1–39. + """ + + model = pymc.modelcontext(model) if model is None else model + + initial_point_dict = model.initial_point() + n_params = DictToArrayBijection.map(initial_point_dict).data.shape[0] + + var_params, objective = create_dadvi_graph( + model, + n_fixed_draws=n_fixed_draws, + random_seed=random_seed, + n_params=n_params, + ) + + f_fused, f_hessp = _compile_functions_for_scipy_optimize( + objective, + [var_params], + compute_grad=use_grad, + compute_hessp=use_hessp, + compute_hess=use_hess, + ) + + derivative_kwargs = {} + + if use_grad: + derivative_kwargs["jac"] = True + if use_hessp: + derivative_kwargs["hessp"] = f_hessp + if use_hess: + derivative_kwargs["hess"] = True + + result = minimize( + f_fused, + np.zeros(2 * n_params), + method=optimizer_method, + **derivative_kwargs, + **minimize_kwargs, + ) + + opt_var_params = result.x + opt_means, opt_log_sds = np.split(opt_var_params, 2) + + # Make the draws: + generator = np.random.default_rng(seed=random_seed) + draws_raw = generator.standard_normal(size=(n_draws, n_params)) + + draws = opt_means + draws_raw * np.exp(opt_log_sds) + draws_arviz = unstack_laplace_draws(draws, model, chains=1, draws=n_draws) + + transformed_draws = transform_draws(draws_arviz, model, keep_untransformed=keep_untransformed) + + return transformed_draws + + +def create_dadvi_graph( + model: Model, + n_params: int, + n_fixed_draws: int = 30, + random_seed: RandomSeed = None, +) -> tuple[TensorVariable, TensorVariable]: + """ + Sets up the DADVI graph in pytensor and returns it. + + Parameters + ---------- + model : pm.Model + The PyMC model to be fit. + + n_params: int + The total number of parameters in the model. + + n_fixed_draws : int + The number of fixed draws to use. + + random_seed: int + The random seed to use for the fixed draws. + + Returns + ------- + Tuple[TensorVariable, TensorVariable] + A tuple whose first element contains the variational parameters, + and whose second contains the DADVI objective. + """ + + # Make the fixed draws + generator = np.random.default_rng(seed=random_seed) + draws = generator.standard_normal(size=(n_fixed_draws, n_params)) + + inputs = model.continuous_value_vars + model.discrete_value_vars + initial_point_dict = model.initial_point() + logp = model.logp() + + # Graph in terms of a flat input + [logp], flat_input = join_nonshared_inputs( + point=initial_point_dict, outputs=[logp], inputs=inputs + ) + + var_params = pt.vector(name="eta", shape=(2 * n_params,)) + + means, log_sds = pt.split(var_params, axis=0, splits_size=[n_params, n_params], n_splits=2) + + draw_matrix = pt.constant(draws) + samples = means + pt.exp(log_sds) * draw_matrix + + logp_vectorized_draws = pytensor.graph.vectorize_graph(logp, replace={flat_input: samples}) + + mean_log_density = pt.mean(logp_vectorized_draws) + entropy = pt.sum(log_sds) + + objective = -mean_log_density - entropy + + return var_params, objective + + +def transform_draws( + unstacked_draws: xarray.Dataset, + model: Model, + keep_untransformed: bool = False, +): + """ + Transforms the unconstrained draws back into the constrained space. + + Parameters + ---------- + unstacked_draws : xarray.Dataset + The draws to constrain back into the original space. + + model : Model + The PyMC model the variables were derived from. + + n_draws: int + The number of draws to return from the variational approximation. + + keep_untransformed: bool + Whether or not to keep the unconstrained variables in the output. + + Returns + ------- + :class:`~arviz.InferenceData` + Draws from the original constrained parameters. + """ + + filtered_var_names = model.unobserved_value_vars + vars_to_sample = list( + get_default_varnames(filtered_var_names, include_transformed=keep_untransformed) + ) + fn = pytensor.function(model.value_vars, vars_to_sample) + point_func = PointFunc(fn) + + coords, dims = coords_and_dims_for_inferencedata(model) + + transformed_result = apply_function_over_dataset( + point_func, + unstacked_draws, + output_var_names=[x.name for x in vars_to_sample], + coords=coords, + dims=dims, + ) + + return transformed_result diff --git a/pymc_extras/inference/fit.py b/pymc_extras/inference/fit.py index ac51e76bb..4be59b2b3 100644 --- a/pymc_extras/inference/fit.py +++ b/pymc_extras/inference/fit.py @@ -40,3 +40,8 @@ def fit(method: str, **kwargs) -> az.InferenceData: from pymc_extras.inference import fit_laplace return fit_laplace(**kwargs) + + if method == "dadvi": + from pymc_extras.inference import fit_dadvi + + return fit_dadvi(**kwargs) diff --git a/pymc_extras/statespace/models/DFM.py b/pymc_extras/statespace/models/DFM.py new file mode 100644 index 000000000..64933d45e --- /dev/null +++ b/pymc_extras/statespace/models/DFM.py @@ -0,0 +1,849 @@ +from collections.abc import Sequence +from typing import Any + +import pytensor +import pytensor.tensor as pt + +from pymc_extras.statespace.core.statespace import PyMCStateSpace +from pymc_extras.statespace.models.utilities import make_default_coords +from pymc_extras.statespace.utils.constants import ( + ALL_STATE_AUX_DIM, + ALL_STATE_DIM, + AR_PARAM_DIM, + ERROR_AR_PARAM_DIM, + EXOG_STATE_DIM, + FACTOR_DIM, + OBS_STATE_AUX_DIM, + OBS_STATE_DIM, + TIME_DIM, +) + +floatX = pytensor.config.floatX + + +class BayesianDynamicFactor(PyMCStateSpace): + r""" + Dynamic Factor Models + + Notes + ----- + The Dynamic Factor Model (DFM) is a multivariate state-space model used to represent high-dimensional time series + as being driven by a smaller set of unobserved dynamic factors. + + Given a set of observed time series :math:`\{y_t\}_{t=0}^T`, where + + .. math:: + y_t = \begin{bmatrix} y_{1,t} & y_{2,t} & \cdots & y_{k_{\text{endog}},t} \end{bmatrix}^T, + + the DFM assumes that each series is a linear combination of a few latent factors and (optionally) autoregressive errors. + + Let: + - :math:`k` be the number of dynamic factors (k_factors), + - :math:`p` be the order of the latent factor process (factor_order), + - :math:`q` be the order of the observation error process (error_order). + + The model equations are in reduced form is: + + .. math:: + y_t &= \Lambda f_t + B x_t + u_t + \eta_t \\ + f_t &= A_1 f_{t-1} + \cdots + A_p f_{t-p} + \varepsilon_{f,t} \\ + u_t &= C_1 u_{t-1} + \cdots + C_q u_{t-q} + \varepsilon_{u,t} + + Where: + - :math:`f_t` is the vector of latent dynamic factors (size :math:`k`), + - :math:`x_t` is an optional vector of exogenous variables + - :math:`u_t` is a vector of autoregressive observation errors (if `error_var=True` with a VAR(q) structure, else treated as independent AR processes), + - :math:`\eta_t \sim \mathcal{N}(0, H_t)` is an optional measurement error (if `measurement_error=True`), + - :math:`\varepsilon_{f,t} \sim \mathcal{N}(0, I)` and :math:`\varepsilon_{u,t} \sim \mathcal{N}(0, \Sigma_u)` are independent noise terms. + To identify the factors, the innovations to the factor process are standardized with identity covariance. + + Internally, the model is represented in state-space form by stacking all current and lagged latent factors and (if present) + AR observation errors into a single state vector of dimension: :math:: k_{\text{states}} = k \cdot p + k_{\text{endog}} \cdot q, + where :math:`k_{\text{endog}}` is the number of observed time series. + + The state vector is defined as: + + .. math:: + s_t = \begin{bmatrix} + f_t(1) \\ + \vdots \\ + f_t(k) \\ + f_{t-p+1}(1) \\ + \vdots \\ + f_{t-p+1}(k) \\ + u_t(1) \\ + \vdots \\ + u_t(k_{\text{endog}}) \\ + \vdots \\ + u_{t-q+1}(1) \\ + \vdots \\ + u_{t-q+1}(k_{\text{endog}}) + \end{bmatrix} + \in \mathbb{R}^{k_{\text{states}}} + + The transition equation is given by: + + .. math:: + s_{t+1} = T s_t + R \epsilon_t + + Where: + - :math:`T` is the state transition matrix, composed of: + - VAR coefficients :math:`A_1, \dots, A_{p*k_factors}` for the factors, + - (if enabled) AR coefficients :math:`C_1, \dots, C_q` for the observation errors. + .. math:: + T = \begin{bmatrix} + A_{1,1} & A_{1,2} & \cdots & A_{1,p} & 0 & 0 & \cdots & 0 \\ + A_{2,1} & A_{2,2} & \cdots & A_{2,p} & 0 & 0 & \cdots & 0 \\ + 1 & 0 & \cdots & 0 & 0 & 0 & \cdots & 0 \\ + 0 & 1 & \cdots & 0 & 0 & 0 & \cdots & 0 \\ + \vdots & \vdots & \ddots & \vdots & \vdots & \vdots & \ddots & \vdots \\ + \hline + 0 & 0 & \cdots & 0 & C_{1,1} & \cdots & C_{1,2} & C_{1,q} \\ + 0 & 0 & \cdots & 0 & 1 & 0 & \cdots & 0 \\ + 0 & 0 & \cdots & 0 & 0 & 1 & \cdots & 0 \\ + \vdots & \vdots & & \vdots & \vdots & \vdots & \ddots & \vdots + \end{bmatrix} + \in \mathbb{R}^{k_{\text{states}} \times k_{\text{states}}} + + - :math:`\epsilon_t` contains the independent shocks (innovations) and has dimension :math:`k + k_{\text{endog}}` if AR errors are included. + .. math:: + \epsilon_t = \begin{bmatrix} + \epsilon_{f,t} \\ + \epsilon_{u,t} + \end{bmatrix} + \in \mathbb{R}^{k + k_{\text{endog}}} + + - :math:`R` is a selection matrix mapping shocks to state transitions. + .. math:: + R = \begin{bmatrix} + 1 & 0 & \cdots & 0 & 0 & 0 & \cdots & 0 \\ + 0 & 1 & \cdots & 0 & 0 & 0 & \cdots & 0 \\ + \vdots & \vdots & \ddots & \vdots & \vdots & \vdots & \ddots & \vdots \\ + 0 & 0 & \cdots & 1 & 0 & 0 & \cdots & 0 \\ + 0 & 0 & \cdots & 0 & 1 & 0 & \cdots & 0 \\ + 0 & 0 & \cdots & 0 & 0 & 1 & \cdots & 0 \\ + \vdots & \vdots & \ddots & \vdots & \vdots & \vdots & \ddots & \vdots \\ + \end{bmatrix} + \in \mathbb{R}^{k_{\text{states}} \times (k + k_{\text{endog}})} + + The observation equation is given by: + + .. math:: + + y_t = Z s_t + \eta_t + + where + + - :math:`y_t` is the vector of observed variables at time :math:`t` + + - :math:`Z` is the design matrix of the state space representation + .. math:: + Z = \begin{bmatrix} + \lambda_{1,1} & \lambda_{1,k} & \vdots & 1 & 0 & \cdots & 0 & 0 & \cdots & 0 \\ + \lambda_{2,1} & \lambda_{2,k} & \vdots & 0 & 1 & \cdots & 0 & \cdots & 0 \\ + \vdots & \vdots & \vdots & \vdots & \ddots & \vdots & \vdots & \ddots & \vdots \\ + \lambda_{k_{\text{endog}},1} & \cdots & \lambda_{k_{\text{endog}},k} & 0 & 0 & \cdots & 1 & 0 & \cdots & 0 \\ + \end{bmatrix} + \in \mathbb{R}^{k_{\text{endog}} \times k_{\text{states}}} + + - :math:`\eta_t` is the vector of observation errors at time :math:`t` + + When exogenous variables :math:`x_t` are present, the implementation follows `pymc_extras/statespace/models/structural/components/regression.py`. + In this case, the state vector is extended to include the beta parameters, and the design matrix is modified accordingly, + becoming 3-dimensional to handle time-varying exogenous regressors. + This approach provides greater flexibility, controlled by the boolean flags `shared_exog_state` and `exog_innovations`. + Unlike Statsmodels, where exogenous variables are included only in the observation equation, here they are fully integrated into the state-space + representation. + + .. warning:: + + Identification can be an issue, particularly when many observed series load onto only a few latent factors. + These models are only identified up to a sign flip in the factor loadings. Proper prior specification is crucial + for good estimation and inference. + + Examples + -------- + The following code snippet estimates a dynamic factor model with 1 latent factors, + a AR(2) structure on the factor and a AR(1) structure on the errors: + + .. code:: python + + import pymc_extras.statespace as pmss + import pymc as pm + + # Create DFM Statespace Model + dfm_mod = pmss.BayesianDynamicFactor( + k_factors=1, # Number of latent dynamic factors + factor_order=2, # Number of lags for the latent factor process + endog_names=data.columns, # Names of the observed time series (endogenous variables) (we could also use k_endog = len(data.columns)) + error_order=1, # Order of the autoregressive process for the observation noise (i.e., AR(q) error, here q=1) + error_var=False, # If False, models errors as separate AR processes + error_cov_type="diagonal", # Structure of the observation error covariance matrix: uncorrelated noise across series + measurement_error=True, # Whether to include a measurement error term in the model + verbose=True + ) + + # Unpack coords + coords = dfm_mod.coords + + + with pm.Model(coords=coords) as pymc_mod: + # Priors for the initial state mean and covariance + x0 = pm.Normal("x0", dims=["state_dim"]) + P0 = pm.HalfNormal("P0", dims=["state_dim", "state_dim"]) + + # Factor loadings: shape (k_endog, k_factors) + factor_loadings = pm.Normal("factor_loadings", sigma=1, dims=["k_endog", "k_factors"]) + + # AR coefficients for factor dynamics: shape (k_factors, factor_order) + factor_ar = pm.Normal("factor_ar", sigma=1, dims=["k_factors", "k_factors" * "factor_order"]) + + # AR coefficients for observation noise: shape (k_endog, error_order) + error_ar = pm.Normal("error_ar", sigma=1, dims=["k_endog", "error_order"]) + + # Std devs for observation noise: shape (k_endog,) + error_sigma = pm.HalfNormal("error_sigma", dims=["k_endog"]) + + # Observation noise covariance matrix + obs_sigma = pm.HalfNormal("sigma_obs", dims=["k_endog"]) + + # Build the symbolic graph and attach it to the model + dfm_mod.build_statespace_graph(data=data, mode="JAX") + + # Sampling + idata = pm.sample( + draws=500, + chains=2, + nuts_sampler="nutpie", + nuts_sampler_kwargs={"backend": "jax", "gradient_backend": "jax"}, + ) + + """ + + def __init__( + self, + k_factors: int, + factor_order: int, + k_endog: int | None = None, + endog_names: Sequence[str] | None = None, + k_exog: int | None = None, + exog_names: Sequence[str] | None = None, + shared_exog_states: bool = False, + exog_innovations: bool = False, + error_order: int = 0, + error_var: bool = False, + error_cov_type: str = "diagonal", + measurement_error: bool = False, + verbose: bool = True, + ): + """ + Create a Bayesian Dynamic Factor Model. + + Parameters + ---------- + k_factors : int + Number of latent factors. + + factor_order : int + Order of the VAR process for the latent factors. If set to 0, the factors have no autoregressive dynamics + and are modeled as a white noise process, i.e., :math:`f_t = \varepsilon_{f,t}`. + Therefore, the state vector will include one state per factor and "factor_ar" will not exist. + + k_endog : int, optional + Number of observed time series. If not provided, the number of observed series will be inferred from `endog_names`. + At least one of `k_endog` or `endog_names` must be provided. + + endog_names : list of str, optional + Names of the observed time series. If not provided, default names will be generated as `endog_1`, `endog_2`, ..., `endog_k` based on `k_endog`. + At least one of `k_endog` or `endog_names` must be provided. + + k_exog : int, optional + Number of exogenous variables. If not provided, the model will not have exogenous variables. + + exog_names : Sequence[str], optional + Names of the exogenous variables. If not provided, but `k_exog` is specified, default names will be generated as `exog_1`, `exog_2`, ..., `exog_k`. + + shared_exog_states: bool, optional + Whether exogenous latent states are shared across the observed states. If True, there will be only one set of exogenous latent + states, which are observed by all observed states. If False, each observed state has its own set of exogenous latent states. + + exog_innovations : bool, optional + Whether to allow time-varying regression coefficients. If True, coefficients follow a random walk. + + error_order : int, optional + Order of the AR process for the observation error component. + Default is 0, corresponding to white noise errors. + + error_var : bool, optional + If True, errors are modeled jointly via a VAR process; + otherwise, each error is modeled separately. + + error_cov_type : {'scalar', 'diagonal', 'unstructured'}, optional + Structure of the covariance matrix of the observation errors. + + measurement_error: bool, default True + If true, a measurement error term is added to the model. + + verbose: bool, default True + If true, a message will be logged to the terminal explaining the variable names, dimensions, and supports. + + """ + + if k_endog is None and endog_names is None: + raise ValueError("Either k_endog or endog_names must be provided.") + if k_endog is None: + k_endog = len(endog_names) + if endog_names is None: + endog_names = [f"endog_{i}" for i in range(k_endog)] + + self.endog_names = endog_names + self.k_endog = k_endog + self.k_factors = k_factors + self.factor_order = factor_order + self.error_order = error_order + self.error_var = error_var + self.error_cov_type = error_cov_type + + if k_exog is None and exog_names is None: + self.k_exog = 0 + else: + self.shared_exog_states = shared_exog_states + self.exog_innovations = exog_innovations + if k_exog is None: + k_exog = len(exog_names) if exog_names is not None else 0 + elif exog_names is None: + exog_names = [f"exog_{i}" for i in range(k_exog)] if k_exog > 0 else None + self.k_exog = k_exog + self.exog_names = exog_names + + self.k_exog_states = self.k_exog * self.k_endog if not shared_exog_states else self.k_exog + self.exog_flag = self.k_exog > 0 + + # Determine the dimension for the latent factor states. + # For static factors, one use k_factors. + # For dynamic factors with lags, the state include current factors and past lags. + # If factor_order is 0, we treat the factor as static (no dynamics), + # but it is still included in the state vector with one state per factor. Factor_ar paramter will not exist in this case. + k_factor_states = max(self.factor_order, 1) * k_factors + + # Determine the dimension for the error component. + # If error_order > 0 then we add additional states for error dynamics, otherwise white noise error. + k_error_states = k_endog * error_order if error_order > 0 else 0 + + # Total state dimension + k_states = k_factor_states + k_error_states + self.k_exog_states + + # Number of independent shocks. + # Typically, the latent factors introduce k_factors shocks. + # If error_order > 0 and errors are modeled jointly or separately, add appropriate count. + k_posdef = k_factors + (k_endog if error_order > 0 else 0) + self.k_exog_states + # k_posdef = (k_factors + (k_endog if error_order > 0 else 0) + self.k_exog_states if self.exog_innovations else 0) + + # Initialize the PyMCStateSpace base class. + super().__init__( + k_endog=k_endog, + k_states=k_states, + k_posdef=k_posdef, + verbose=verbose, + measurement_error=measurement_error, + ) + + @property + def param_names(self): + names = [ + "x0", + "P0", + "factor_loadings", + "factor_ar", + "error_ar", + "error_sigma", + "error_cov", + "sigma_obs", + "beta", + "beta_sigma", + ] + + # Handle cases where parameters should be excluded based on model settings + if self.factor_order == 0: + names.remove("factor_ar") + if self.error_order == 0: + names.remove("error_ar") + if self.error_cov_type in ["scalar", "diagonal"]: + names.remove("error_cov") + if self.error_cov_type == "unstructured": + names.remove("error_sigma") + if not self.measurement_error: + names.remove("sigma_obs") + if not self.exog_flag: + names.remove("beta") + names.remove("beta_sigma") + if self.exog_flag and not self.exog_innovations: + names.remove("beta_sigma") + + return names + + @property + def param_info(self) -> dict[str, dict[str, Any]]: + info = { + "x0": { + "shape": (self.k_states,), + "constraints": None, + }, + "P0": { + "shape": (self.k_states, self.k_states), + "constraints": "Positive Semi-definite", + }, + "factor_loadings": { + "shape": (self.k_endog, self.k_factors), + "constraints": None, + }, + "factor_ar": { + "shape": (self.k_factors, self.factor_order * self.k_factors), + "constraints": None, + }, + "error_ar": { + "shape": ( + self.k_endog, + self.error_order * self.k_endog if self.error_var else self.error_order, + ), + "constraints": None, + }, + "error_sigma": { + "shape": (self.k_endog,) if self.error_cov_type == "diagonal" else (), + "constraints": "Positive", + }, + "error_cov": { + "shape": (self.k_endog, self.k_endog), + "constraints": "Positive Semi-definite", + }, + "sigma_obs": { + "shape": (self.k_endog,), + "constraints": "Positive", + }, + "beta": { + "shape": (self.k_exog_states,), + "constraints": None, + }, + "beta_sigma": { + "shape": (self.k_exog_states,), + "constraints": "Positive", + }, + } + + for name in self.param_names: + info[name]["dims"] = self.param_dims[name] + + return {name: info[name] for name in self.param_names} + + @property + def state_names(self) -> list[str]: + """ + Returns the names of the hidden states: first factor states (with lags), + idiosyncratic error states (with lags), then exogenous states. + """ + names = [ + f"L{lag}.factor_{i}" + for i in range(self.k_factors) + for lag in range(max(self.factor_order, 1)) + ] + + if self.error_order > 0: + names.extend( + f"L{lag}.error_{i}" for i in range(self.k_endog) for lag in range(self.error_order) + ) + + if self.exog_flag: + if self.shared_exog_states: + names.extend([f"beta_{exog_name}[shared]" for exog_name in self.exog_names]) + else: + names.extend( + f"beta_{exog_name}[{endog_name}]" + for exog_name in self.exog_names + for endog_name in self.endog_names + ) + return names + + @property + def observed_states(self) -> list[str]: + """ + Returns the names of the observed states (i.e., the endogenous variables). + """ + return self.endog_names + + @property + def coords(self) -> dict[str, Sequence]: + coords = make_default_coords(self) + + coords[FACTOR_DIM] = [f"factor_{i+1}" for i in range(self.k_factors)] + + if self.factor_order > 0: + coords[AR_PARAM_DIM] = list(range(1, (self.factor_order * self.k_factors) + 1)) + + if self.error_order > 0: + if self.error_var: + coords[ERROR_AR_PARAM_DIM] = list(range(1, (self.error_order * self.k_endog) + 1)) + else: + coords[ERROR_AR_PARAM_DIM] = list(range(1, self.error_order + 1)) + + if self.exog_flag: + coords[EXOG_STATE_DIM] = list(range(1, self.k_exog_states + 1)) + + return coords + + @property + def shock_names(self) -> list[str]: + shock_names = [f"factor_shock_{i}" for i in range(self.k_factors)] + + if self.error_order > 0: + shock_names.extend(f"error_shock_{i}" for i in range(self.k_endog)) + + if self.exog_flag: + if self.shared_exog_states: + shock_names.extend(f"exog_shock_{i}.shared" for i in range(self.k_exog)) + else: + shock_names.extend( + f"exog_shock_{i}.endog_{j}" + for i in range(self.k_exog) + for j in range(self.k_endog) + ) + + return shock_names + + @property + def param_dims(self): + coord_map = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + } + if self.factor_order > 0: + coord_map["factor_ar"] = (FACTOR_DIM, AR_PARAM_DIM) + + if self.error_order > 0: + coord_map["error_ar"] = (OBS_STATE_DIM, ERROR_AR_PARAM_DIM) + + if self.error_cov_type in ["scalar"]: + coord_map["error_sigma"] = () + + elif self.error_cov_type in ["diagonal"]: + coord_map["error_sigma"] = (OBS_STATE_DIM,) + + if self.error_cov_type == "unstructured": + coord_map["error_cov"] = (OBS_STATE_DIM, OBS_STATE_AUX_DIM) + + if self.measurement_error: + coord_map["sigma_obs"] = (OBS_STATE_DIM,) + + if self.exog_flag: + coord_map["beta"] = (EXOG_STATE_DIM,) + if self.exog_innovations: + coord_map["beta_sigma"] = (EXOG_STATE_DIM,) + + return coord_map + + @property + def data_info(self): + if self.exog_flag: + return { + "exog_data": { + "shape": (None, self.k_exog), + "dims": (TIME_DIM, EXOG_STATE_DIM), + }, + } + return {} + + @property + def data_names(self): + if self.exog_flag: + return ["exog_data"] + return [] + + def make_symbolic_graph(self): + if not self.exog_flag: + x0 = self.make_and_register_variable("x0", shape=(self.k_states,), dtype=floatX) + else: + initial_factor_loadings = self.make_and_register_variable( + "x0", shape=(self.k_states - self.k_exog_states,), dtype=floatX + ) + initial_betas = self.make_and_register_variable( + "beta", shape=(self.k_exog_states,), dtype=floatX + ) + x0 = pt.concatenate([initial_factor_loadings, initial_betas], axis=0) + + self.ssm["initial_state", :] = x0 + + # Initial covariance + P0 = self.make_and_register_variable( + "P0", shape=(self.k_states, self.k_states), dtype=floatX + ) + self.ssm["initial_state_cov", :, :] = P0 + + # Design matrix (Z) + # Construction with block structure: + # When factor_order <= 1 and error_order = 0: + # [ A ] A is the factor loadings matrix with shape (k_endog, k_factors) + # + # When factor_order > 1, add block of zeros for the factors lags: + # [ A | 0 ] the zero block has shape (k_endog, k_factors * (factor_order - 1)) + # + # When error_order > 0, add identity matrix and additional zero block for errors lags: + # [ A | 0 | I | 0 ] I is the identity matrix (k_endog, k_endog) and the final zero block + # has shape (k_endog, k_endog * (error_order - 1)) + # + # When exog_flag=True, exogenous data (exog_data) is included and the design + # matrix becomes 3D with the first dimension indexing time: + # - shared_exog_states=True: exog_data is broadcast across all endogenous series + # → shape (n_timepoints, k_endog, k_exog) + # - shared_exog_states=False: each endogenous series gets its own exog block + # → block-diagonal structure with shape (n_timepoints, k_endog, k_exog * k_endog) + # In this case, the base design matrix (factors + errors) is repeated over + # time and concatenated with the exogenous block. The final design matrix + # has shape (n_timepoints, k_endog, n_columns) and combines all components. + factor_loadings = self.make_and_register_variable( + "factor_loadings", shape=(self.k_endog, self.k_factors), dtype=floatX + ) + # Add factor loadings (A matrix) + matrix_parts = [factor_loadings] + + # Add zero block for the factors lags when factor_order > 1 + if self.factor_order > 1: + matrix_parts.append( + pt.zeros((self.k_endog, self.k_factors * (self.factor_order - 1)), dtype=floatX) + ) + # Add identity and zero blocks for error lags when error_order > 0 + if self.error_order > 0: + error_matrix = pt.eye(self.k_endog, dtype=floatX) + matrix_parts.append(error_matrix) + matrix_parts.append( + pt.zeros((self.k_endog, self.k_endog * (self.error_order - 1)), dtype=floatX) + ) + if len(matrix_parts) == 1: + design_matrix = factor_loadings * 1.0 # copy to ensure a new PyTensor variable + design_matrix.name = "design" + # TODO: This is a hack to ensure the design matrix isn't identically equal to the factor_loadings when error_order=0 and factor_order=0 + else: + design_matrix = pt.concatenate(matrix_parts, axis=1) + design_matrix.name = "design" + # Handle exogenous variables (if any) + if self.exog_flag: + exog_data = self.make_and_register_data("exog_data", shape=(None, self.k_exog)) + if self.shared_exog_states: + # Shared exogenous states: same exog data is used across all endogenous variables + # Shape becomes (n_timepoints, k_endog, k_exog) + Z_exog = pt.specify_shape( + pt.join(1, *[pt.expand_dims(exog_data, 1) for _ in range(self.k_endog)]), + (None, self.k_endog, self.k_exog), + ) + else: + # Separate exogenous states: each endogenous variable gets its own exog block + # Create block-diagonal structure and reshape to (n_timepoints, k_endog, k_exog * k_endog) + Z_exog = pt.linalg.block_diag( + *[pt.expand_dims(exog_data, 1) for _ in range(self.k_endog)] + ) + Z_exog = pt.specify_shape(Z_exog, (None, self.k_endog, self.k_exog * self.k_endog)) + + # Repeat base design_matrix over time dimension to match exogenous time series + n_timepoints = Z_exog.shape[0] + design_matrix_time = pt.tile(design_matrix, (n_timepoints, 1, 1)) + # Concatenate the repeated design matrix with exogenous matrix along the last axis + # Final shape: (n_timepoints, k_endog, n_columns + n_exog_columns) + design_matrix = pt.concatenate([design_matrix_time, Z_exog], axis=2) + + self.ssm["design"] = design_matrix + + # Transition matrix (T) + # Construction with block-diagonal structure: + # Each latent component (factors, errors, exogenous states) contributes its own transition block, + # and the full transition matrix is assembled with block_diag. + # T = block_diag(A, B, C) + # + # - Factors (block A): + # If factor_order > 0, the factor AR coefficients are organized into a + # VAR(p) companion matrix of size (k_factors * factor_order, k_factors * factor_order). + # This block shifts lagged factor states and applies AR coefficients. + # If factor_order = 0, a zero matrix is used instead. + # + # - Errors (block B): + # If error_order > 0: + # * error_var=True → build a full VAR(p) companion matrix (cross-series correlations allowed). + # * error_var=False → build independent AR(p) companion matrices (no cross-series effects). + # + # - Exogenous states (block C): + # If exog_flag=True, exogenous states are either constant or follow a random walk, modeled with an identity + # transition block of size (k_exog_states, k_exog_states). + # + # The final transition matrix is block-diagonal, combining all active components: + # Transition = block_diag(Factors, Errors, Exogenous) + + # auxiliary functions to build transition matrix block + def build_var_block_matrix(ar_coeffs, k_series, p): + """ + Build the VAR(p) companion matrix for the factors. + + ar_coeffs: PyTensor matrix of shape (k_series, p * k_series) + [A1 | A2 | ... | Ap] horizontally concatenated. + k_series: number of series + p: lag order + """ + size = k_series * p + block = pt.zeros((size, size), dtype=floatX) + + # First block row: the AR coefficient matrices for each lag + block = block[0:k_series, 0 : k_series * p].set(ar_coeffs) + + # Sub-diagonal identity blocks (shift structure) + if p > 1: + # Create the identity pattern for all sub-diagonal blocks + identity_pattern = pt.eye(k_series * (p - 1), dtype=floatX) + block = block[k_series:, : k_series * (p - 1)].set(identity_pattern) + + return block + + def build_independent_var_block_matrix(ar_coeffs, k_series, p): + """ + Build a VAR(p)-style companion matrix for independent AR(p) processes + with interleaved state ordering: + (x1(t), x2(t), ..., x1(t-1), x2(t-1), ...). + + ar_coeffs: PyTensor matrix of shape (k_series, p) + k_series: number of independent series + p: lag order + """ + size = k_series * p + block = pt.zeros((size, size), dtype=floatX) + + # First block row: AR coefficients per series (block diagonal) + for j in range(k_series): + for lag in range(p): + col_idx = lag * k_series + j + block = pt.set_subtensor(block[j, col_idx], ar_coeffs[j, lag]) + + # Sub-diagonal identity blocks (shift) + if p > 1: + identity_pattern = pt.eye(k_series * (p - 1), dtype=floatX) + block = pt.set_subtensor(block[k_series:, : k_series * (p - 1)], identity_pattern) + return block + + transition_blocks = [] + # Block A: Factors + if self.factor_order > 0: + factor_ar = self.make_and_register_variable( + "factor_ar", + shape=(self.k_factors, self.factor_order * self.k_factors), + dtype=floatX, + ) + transition_blocks.append( + build_var_block_matrix(factor_ar, self.k_factors, self.factor_order) + ) + else: + transition_blocks.append(pt.zeros((self.k_factors, self.k_factors), dtype=floatX)) + # Block B: Errors + if self.error_order > 0 and self.error_var: + error_ar = self.make_and_register_variable( + "error_ar", shape=(self.k_endog, self.error_order * self.k_endog), dtype=floatX + ) + transition_blocks.append( + build_var_block_matrix(error_ar, self.k_endog, self.error_order) + ) + elif self.error_order > 0 and not self.error_var: + error_ar = self.make_and_register_variable( + "error_ar", shape=(self.k_endog, self.error_order), dtype=floatX + ) + transition_blocks.append( + build_independent_var_block_matrix(error_ar, self.k_endog, self.error_order) + ) + # Block C: Exogenous states + if self.exog_flag: + transition_blocks.append(pt.eye(self.k_exog_states, dtype=floatX)) + + self.ssm["transition", :, :] = pt.linalg.block_diag(*transition_blocks) + + # Selection matrix (R) + for i in range(self.k_factors): + self.ssm["selection", i, i] = 1.0 + + if self.error_order > 0: + for i in range(self.k_endog): + row = max(self.factor_order, 1) * self.k_factors + i + col = self.k_factors + i + self.ssm["selection", row, col] = 1.0 + + if self.exog_flag and self.exog_innovations: + row_start = self.k_states - self.k_exog_states + row_end = self.k_states + + if self.error_order > 0: + col_start = self.k_factors + self.k_endog + col_end = self.k_factors + self.k_endog + self.k_exog_states + else: + col_start = self.k_factors + col_end = self.k_factors + self.k_exog_states + + self.ssm["selection", row_start:row_end, col_start:col_end] = pt.eye( + self.k_exog_states, dtype=floatX + ) + + factor_cov = pt.eye(self.k_factors, dtype=floatX) + + # Handle error_sigma and error_cov depending on error_cov_type + if self.error_cov_type == "scalar": + error_sigma = self.make_and_register_variable("error_sigma", shape=(), dtype=floatX) + error_cov = pt.eye(self.k_endog) * error_sigma + elif self.error_cov_type == "diagonal": + error_sigma = self.make_and_register_variable( + "error_sigma", shape=(self.k_endog,), dtype=floatX + ) + error_cov = pt.diag(error_sigma) + elif self.error_cov_type == "unstructured": + error_cov = self.make_and_register_variable( + "error_cov", shape=(self.k_endog, self.k_endog), dtype=floatX + ) + + # State covariance matrix (Q) + if self.error_order > 0: + if self.exog_flag and self.exog_innovations: + # Include AR noise in state vector + beta_sigma = self.make_and_register_variable( + "beta_sigma", shape=(self.k_exog_states,), dtype=floatX + ) + exog_cov = pt.diag(beta_sigma) + self.ssm["state_cov", :, :] = pt.linalg.block_diag(factor_cov, error_cov, exog_cov) + elif self.exog_flag and not self.exog_innovations: + exog_cov = pt.zeros((self.k_exog_states, self.k_exog_states), dtype=floatX) + self.ssm["state_cov", :, :] = pt.linalg.block_diag(factor_cov, error_cov, exog_cov) + elif not self.exog_flag: + self.ssm["state_cov", :, :] = pt.linalg.block_diag(factor_cov, error_cov) + else: + if self.exog_flag and self.exog_innovations: + beta_sigma = self.make_and_register_variable( + "beta_sigma", shape=(self.k_exog_states,), dtype=floatX + ) + exog_cov = pt.diag(beta_sigma) + self.ssm["state_cov", :, :] = pt.linalg.block_diag(factor_cov, exog_cov) + elif self.exog_flag and not self.exog_innovations: + exog_cov = pt.zeros((self.k_exog_states, self.k_exog_states), dtype=floatX) + self.ssm["state_cov", :, :] = pt.linalg.block_diag(factor_cov, exog_cov) + elif not self.exog_flag: + # Only latent factor in the state + self.ssm["state_cov", :, :] = factor_cov + + # Observation covariance matrix (H) + if self.error_order > 0: + if self.measurement_error: + sigma_obs = self.make_and_register_variable( + "sigma_obs", shape=(self.k_endog,), dtype=floatX + ) + self.ssm["obs_cov", :, :] = pt.diag(sigma_obs) + # else: obs_cov remains zero (no measurement noise and idiosyncratic noise captured in state) + else: + if self.measurement_error: + # TODO: check this decision + # in this case error_order = 0, so there is no error term in the state, so the sigma error could not be added there + # Idiosyncratic + measurement error + sigma_obs = self.make_and_register_variable( + "sigma_obs", shape=(self.k_endog,), dtype=floatX + ) + total_obs_var = error_sigma**2 + sigma_obs**2 + self.ssm["obs_cov", :, :] = pt.diag(pt.sqrt(total_obs_var)) + else: + self.ssm["obs_cov", :, :] = pt.diag(error_sigma) diff --git a/pymc_extras/statespace/models/SARIMAX.py b/pymc_extras/statespace/models/SARIMAX.py index ab46d1249..408a82695 100644 --- a/pymc_extras/statespace/models/SARIMAX.py +++ b/pymc_extras/statespace/models/SARIMAX.py @@ -17,7 +17,7 @@ ALL_STATE_AUX_DIM, ALL_STATE_DIM, AR_PARAM_DIM, - EXOGENOUS_DIM, + EXOG_STATE_DIM, MA_PARAM_DIM, OBS_STATE_DIM, SARIMAX_STATE_STRUCTURES, @@ -315,7 +315,7 @@ def param_names(self): def data_info(self) -> dict[str, dict[str, Any]]: info = { "exogenous_data": { - "dims": (TIME_DIM, EXOGENOUS_DIM), + "dims": (TIME_DIM, EXOG_STATE_DIM), "shape": (None, self.k_exog), } } @@ -403,7 +403,7 @@ def param_dims(self): "ma_params": (MA_PARAM_DIM,), "seasonal_ar_params": (SEASONAL_AR_PARAM_DIM,), "seasonal_ma_params": (SEASONAL_MA_PARAM_DIM,), - "beta_exog": (EXOGENOUS_DIM,), + "beta_exog": (EXOG_STATE_DIM,), } if self.k_endog == 1: coord_map["sigma_state"] = None @@ -438,7 +438,7 @@ def coords(self) -> dict[str, Sequence]: if self.Q > 0: coords.update({SEASONAL_MA_PARAM_DIM: list(range(1, self.Q + 1))}) if self.k_exog > 0: - coords.update({EXOGENOUS_DIM: self.exog_state_names}) + coords.update({EXOG_STATE_DIM: self.exog_state_names}) return coords def _stationary_initialization(self): diff --git a/pymc_extras/statespace/models/VARMAX.py b/pymc_extras/statespace/models/VARMAX.py index 1c02ef816..43ed110e3 100644 --- a/pymc_extras/statespace/models/VARMAX.py +++ b/pymc_extras/statespace/models/VARMAX.py @@ -14,7 +14,7 @@ ALL_STATE_AUX_DIM, ALL_STATE_DIM, AR_PARAM_DIM, - EXOGENOUS_DIM, + EXOG_STATE_DIM, MA_PARAM_DIM, OBS_STATE_AUX_DIM, OBS_STATE_DIM, @@ -342,7 +342,7 @@ def data_info(self) -> dict[str, dict[str, Any]]: if isinstance(self.exog_state_names, list): info = { "exogenous_data": { - "dims": (TIME_DIM, EXOGENOUS_DIM), + "dims": (TIME_DIM, EXOG_STATE_DIM), "shape": (None, self.k_exog), } } @@ -350,7 +350,7 @@ def data_info(self) -> dict[str, dict[str, Any]]: elif isinstance(self.exog_state_names, dict): info = { f"{endog_state}_exogenous_data": { - "dims": (TIME_DIM, f"{EXOGENOUS_DIM}_{endog_state}"), + "dims": (TIME_DIM, f"{EXOG_STATE_DIM}_{endog_state}"), "shape": (None, len(exog_names)), } for endog_state, exog_names in self.exog_state_names.items() @@ -399,10 +399,10 @@ def coords(self) -> dict[str, Sequence]: coords.update({MA_PARAM_DIM: list(range(1, self.q + 1))}) if isinstance(self.exog_state_names, list): - coords[EXOGENOUS_DIM] = self.exog_state_names + coords[EXOG_STATE_DIM] = self.exog_state_names elif isinstance(self.exog_state_names, dict): for name, exog_names in self.exog_state_names.items(): - coords[f"{EXOGENOUS_DIM}_{name}"] = exog_names + coords[f"{EXOG_STATE_DIM}_{name}"] = exog_names return coords @@ -428,12 +428,12 @@ def param_dims(self): del coord_map["x0"] if isinstance(self.exog_state_names, list): - coord_map["beta_exog"] = (OBS_STATE_DIM, EXOGENOUS_DIM) + coord_map["beta_exog"] = (OBS_STATE_DIM, EXOG_STATE_DIM) elif isinstance(self.exog_state_names, dict): # If each state has its own exogenous variables, each parameter needs it own dim, since we expect the # dim labels to all be different (otherwise we'd be in the list case). for name in self.exog_state_names.keys(): - coord_map[f"beta_{name}"] = (f"{EXOGENOUS_DIM}_{name}",) + coord_map[f"beta_{name}"] = (f"{EXOG_STATE_DIM}_{name}",) return coord_map diff --git a/pymc_extras/statespace/utils/constants.py b/pymc_extras/statespace/utils/constants.py index 41e861a43..dc14a7ee7 100644 --- a/pymc_extras/statespace/utils/constants.py +++ b/pymc_extras/statespace/utils/constants.py @@ -12,7 +12,9 @@ SEASONAL_AR_PARAM_DIM = "seasonal_lag_ar" SEASONAL_MA_PARAM_DIM = "seasonal_lag_ma" ETS_SEASONAL_DIM = "seasonal_lag" -EXOGENOUS_DIM = "exogenous" +FACTOR_DIM = "factor" +ERROR_AR_PARAM_DIM = "error_lag_ar" +EXOG_STATE_DIM = "exogenous" NEVER_TIME_VARYING = ["initial_state", "initial_state_cov", "a0", "P0"] VECTOR_VALUED = ["initial_state", "state_intercept", "obs_intercept", "a0", "c", "d"] diff --git a/tests/statespace/models/test_DFM.py b/tests/statespace/models/test_DFM.py new file mode 100644 index 000000000..81f82d2c3 --- /dev/null +++ b/tests/statespace/models/test_DFM.py @@ -0,0 +1,727 @@ +from itertools import product + +import numpy as np +import pandas as pd +import pymc as pm +import pytensor +import pytensor.tensor as pt +import pytest +import statsmodels.api as sm + +from numpy.testing import assert_allclose +from pytensor.graph.basic import explicit_graph_inputs +from statsmodels.tsa.statespace.dynamic_factor import DynamicFactor + +from pymc_extras.statespace.models.DFM import BayesianDynamicFactor +from pymc_extras.statespace.utils.constants import ( + ALL_STATE_AUX_DIM, + ALL_STATE_DIM, + AR_PARAM_DIM, + ERROR_AR_PARAM_DIM, + EXOG_STATE_DIM, + FACTOR_DIM, + LONG_MATRIX_NAMES, + MATRIX_NAMES, + OBS_STATE_AUX_DIM, + OBS_STATE_DIM, + SHORT_NAME_TO_LONG, +) +from tests.statespace.shared_fixtures import rng + +floatX = pytensor.config.floatX + + +@pytest.fixture(scope="session") +def data(): + df = pd.read_csv( + "tests/statespace/_data/statsmodels_macrodata_processed.csv", + index_col=0, + parse_dates=True, + ).astype(floatX) + df.index.freq = df.index.inferred_freq + return df + + +def create_sm_test_values_mapping( + test_values, data, k_factors, factor_order, error_order, error_var +): + """Convert PyMC test values to statsmodels parameter format""" + sm_test_values = {} + + # Factor loadings: PyMC shape (n_endog, k_factors) -> statsmodels individual params + factor_loadings = test_values["factor_loadings"] + all_pairs = product(data.columns, range(1, k_factors + 1)) + sm_test_values.update( + { + f"loading.f{factor_idx}.{endog_name}": value + for (endog_name, factor_idx), value in zip(all_pairs, factor_loadings.ravel()) + } + ) + + # Factor AR coefficients: PyMC shape (k_factors, factor_order*k_factors) -> L{lag}.f{to}.f{from} + if factor_order > 0 and "factor_ar" in test_values: + factor_ar = test_values["factor_ar"] + triplets = product( + range(1, k_factors + 1), range(1, factor_order + 1), range(1, k_factors + 1) + ) + sm_test_values.update( + { + f"L{lag}.f{to_factor}.f{from_factor}": factor_ar[ + from_factor - 1, (lag - 1) * k_factors + (to_factor - 1) + ] + for from_factor, lag, to_factor in triplets + } + ) + + # Error AR coefficients: PyMC shape (n_endog, error_order) -> L{lag}.e(var).e(var) + if error_order > 0 and not error_var and "error_ar" in test_values: + error_ar = test_values["error_ar"] + pairs = product(enumerate(data.columns), range(1, error_order + 1)) + sm_test_values.update( + { + f"L{lag}.e({endog_name}).e({endog_name})": error_ar[endog_idx, lag - 1] + for (endog_idx, endog_name), lag in pairs + } + ) + + # Error AR coefficients: PyMC shape (n_endog, error_order * n_endog) -> L{lag}.e(var).e(var) + elif error_order > 0 and error_var and "error_ar" in test_values: + error_ar = test_values["error_ar"] + triplets = product( + enumerate(data.columns), range(1, error_order + 1), enumerate(data.columns) + ) + sm_test_values.update( + { + f"L{lag}.e({from_endog_name}).e({to_endog_name})": error_ar[ + from_endog_idx, (lag - 1) * data.shape[1] + to_endog_idx + ] + for (from_endog_idx, from_endog_name), lag, ( + to_endog_idx, + to_endog_name, + ) in triplets + } + ) + + # Observation error variances: + if "error_sigma" in test_values: + error_sigma = test_values["error_sigma"] + sm_test_values.update( + { + f"sigma2.{endog_name}": error_sigma[endog_idx] + for endog_idx, endog_name in enumerate(data.columns) + } + ) + + return sm_test_values + + +@pytest.mark.parametrize("k_factors", [1, 2]) +@pytest.mark.parametrize("factor_order", [0, 1, 2]) +@pytest.mark.parametrize("error_order", [0, 1, 2]) +@pytest.mark.parametrize("error_var", [True, False]) +@pytest.mark.filterwarnings("ignore::statsmodels.tools.sm_exceptions.EstimationWarning") +@pytest.mark.filterwarnings("ignore::FutureWarning") +def test_DFM_update_matches_statsmodels(data, k_factors, factor_order, error_order, error_var, rng): + if error_var and (factor_order > 0 or error_order > 0): + pytest.xfail( + "Statsmodels may be doing something wrong with error_var=True and (factor_order > 0 or error_order > 0) [numpy.linalg.LinAlgError: 1-th leading minor of the array is not positive definite]" + ) + + mod = BayesianDynamicFactor( + k_factors=k_factors, + factor_order=factor_order, + error_order=error_order, + k_endog=data.shape[1], + measurement_error=False, + error_var=error_var, + verbose=False, + ) + sm_dfm = DynamicFactor( + endog=data, + k_factors=k_factors, + factor_order=factor_order, + error_order=error_order, + error_var=error_var, + ) + + # Generate test values for PyMC model + test_values = {} + test_values["x0"] = rng.normal(size=mod.k_states) + test_values["P0"] = np.eye(mod.k_states) + test_values["factor_loadings"] = rng.normal(size=(data.shape[1], k_factors)) + + if factor_order > 0: + test_values["factor_ar"] = rng.normal(size=(k_factors, factor_order * k_factors)) + + if error_order > 0 and error_var: + test_values["error_ar"] = rng.normal(size=(data.shape[1], error_order * data.shape[1])) + elif error_order > 0 and not error_var: + test_values["error_ar"] = rng.normal(size=(data.shape[1], error_order)) + + test_values["error_sigma"] = rng.beta(1, 1, size=data.shape[1]) + + # Convert to statsmodels format + sm_test_values = create_sm_test_values_mapping( + test_values, data, k_factors, factor_order, error_order, error_var + ) + + x0 = test_values["x0"] + P0 = test_values["P0"] + + sm_dfm.initialize_known(initial_state=x0, initial_state_cov=P0) + sm_dfm.fit_constrained({name: sm_test_values[name] for name in sm_dfm.param_names}) + + # Get PyMC matrices + matrices = mod._unpack_statespace_with_placeholders() + inputs = list(explicit_graph_inputs(matrices)) + input_names = [x.name for x in inputs] + + f_matrices = pytensor.function(inputs, matrices) + test_values_subset = {name: test_values[name] for name in input_names if name in test_values} + + pymc_matrices = f_matrices(**test_values_subset) + + sm_matrices = [sm_dfm.ssm[name] for name in LONG_MATRIX_NAMES[2:]] + + # Compare matrices (skip x0 and P0) + for matrix, sm_matrix, name in zip(pymc_matrices[2:], sm_matrices, LONG_MATRIX_NAMES[2:]): + assert_allclose(matrix, sm_matrix, err_msg=f"{name} does not match") + + +def unpack_statespace(ssm): + return [ssm[SHORT_NAME_TO_LONG[x]] for x in MATRIX_NAMES] + + +def unpack_symbolic_matrices_with_params(mod, param_dict, data_dict=None, mode="FAST_COMPILE"): + inputs = list(mod._name_to_variable.values()) + if data_dict is not None: + inputs += list(mod._name_to_data.values()) + else: + data_dict = {} + + f_matrices = pytensor.function( + inputs, + unpack_statespace(mod.ssm), + on_unused_input="raise", + mode=mode, + ) + + return f_matrices(**param_dict, **data_dict) + + +def simulate_from_numpy_model( + mod, rng, param_dict, data_dict=None, steps=100, state_shocks=None, measurement_shocks=None +): + x0, P0, c, d, T, Z, R, H, Q = unpack_symbolic_matrices_with_params(mod, param_dict, data_dict) + k_endog = mod.k_endog + k_states = mod.k_states + k_posdef = mod.k_posdef + + x = np.zeros((steps, k_states)) + y = np.zeros((steps, k_endog)) + + x[0] = x0 + y[0] = (Z @ x0).squeeze() if Z.ndim == 2 else (Z[0] @ x0).squeeze() + + if not np.allclose(H, 0): + y[0] += rng.multivariate_normal(mean=np.zeros(1), cov=H).squeeze() + + for t in range(1, steps): + if k_posdef > 0: + innov = R @ rng.multivariate_normal(mean=np.zeros(k_posdef), cov=Q) + else: + innov = 0 + + if not np.allclose(H, 0): + error = measurement_shocks[t - 1] + else: + error = 0 + + x[t] = c + T @ x[t - 1] + innov + if Z.ndim == 2: + y[t] = (d + Z @ x[t] + error).squeeze() + else: + y[t] = (d + Z[t] @ x[t] + error).squeeze() + + return x, y.squeeze() + + +@pytest.mark.parametrize("n_obs,n_runs", [(100, 200)]) +def test_DFM_exog_betas_random_walk(n_obs, n_runs): + rng = np.random.default_rng(123) + dfm_mod = BayesianDynamicFactor( + k_factors=1, + factor_order=1, + k_endog=2, + error_order=1, + error_var=False, + k_exog=2, + shared_exog_states=False, + exog_innovations=True, + error_cov_type="diagonal", + measurement_error=False, + ) + + # Arbitrary Parameters + param_dict = { + "factor_loadings": np.array([[0.9], [0.8]]), + "factor_ar": np.array([[0.5]]), + "error_ar": np.array([[0.4], [0.3]]), + "error_sigma": np.array([0.1, 0.2]), + "P0": np.eye(dfm_mod.k_states), + "x0": np.zeros(dfm_mod.k_states - dfm_mod.k_exog * dfm_mod.k_endog), + "beta": np.array([0.3, 0.5, 1, 2]), + "beta_sigma": np.array([1, 2, 3, 4]) ** 0.5, + } + data_dict = {"exog_data": np.random.normal(size=(n_obs, 2))} + + # Run multiple sims + betas_t1, betas_t100 = [], [] + k_exog_states = dfm_mod.k_exog * dfm_mod.k_endog + + for _ in range(n_runs): + x_traj, _ = simulate_from_numpy_model(dfm_mod, rng, param_dict, data_dict, steps=n_obs) + beta_traj = x_traj[:, -k_exog_states:] + betas_t1.append(beta_traj[1, :]) + betas_t100.append(beta_traj[-1, :]) + + betas_t1 = np.array(betas_t1) + betas_t100 = np.array(betas_t100) + + var_t1 = betas_t1.var(axis=0) + var_t100 = betas_t100.var(axis=0) + + assert np.all( + var_t100 > var_t1 + ), f"Expected variance at T=100 > T=1, got {var_t1} vs {var_t100}" + + +@pytest.mark.parametrize("shared", [True, False]) +def test_DFM_exog_shared_vs_not(shared): + rng = np.random.default_rng(123) + + n_obs = 50 + k_exog = 2 + k_endog = 2 + + # Dummy exogenous data + exog = rng.normal(size=(n_obs, k_exog)) + + dfm_mod = BayesianDynamicFactor( + k_factors=1, + factor_order=1, + k_endog=k_endog, + error_order=1, + k_exog=k_exog, + shared_exog_states=shared, + exog_innovations=False, + error_cov_type="diagonal", + measurement_error=False, + ) + + k_exog_states = dfm_mod.k_exog * dfm_mod.k_endog if not shared else dfm_mod.k_exog + + if shared: + beta = np.array([0.3, 0.5]) + else: + beta = np.array([0.3, 0.5, 1.0, 2.0]) + + param_dict = { + "factor_loadings": np.array([[0.9], [0.8]]), + "factor_ar": np.array([[0.5]]), + "error_ar": np.array([[0.4], [0.3]]), + "error_sigma": np.array([0.1, 0.2]), + "P0": np.eye(dfm_mod.k_states), + "x0": np.zeros(dfm_mod.k_states - k_exog_states), + "beta": beta, + } + + data_dict = {"exog_data": exog} + + # Simulate trajectory + x_traj, y_traj = simulate_from_numpy_model(dfm_mod, rng, param_dict, data_dict, steps=n_obs) + + # Test 1: Check hidden states + # Extract exogenous hidden states at time t=10 + t = 10 + exog_states_start = dfm_mod.k_states - k_exog_states + exog_states_end = dfm_mod.k_states + exog_hidden_states = x_traj[t, exog_states_start:exog_states_end] + + if shared: + # When shared=True, there should be k_exog states total + assert len(exog_hidden_states) == k_exog + else: + # When shared=False, there should be k_exog * k_endog states + assert len(exog_hidden_states) == k_exog * k_endog + # Each endogenous variable has its own set of exogenous states + exog_states_reshaped = exog_hidden_states.reshape(k_endog, k_exog) + assert not np.allclose(exog_states_reshaped[0], exog_states_reshaped[1]) + + # Test 2: Check observed contributions + exog_t = exog[t] + + if shared: + # All endogenous variables get the same beta * data contribution + contributions = [beta @ exog_t for _ in range(k_endog)] + assert np.allclose( + contributions[0], contributions[1] + ), "Expected same contribution for all endog when shared=True" + else: + # Each endogenous variable gets different beta * data + beta_reshaped = beta.reshape(k_endog, k_exog) + contributions = [beta_reshaped[i] @ exog_t for i in range(k_endog)] + # Check that contributions are different + assert not np.allclose( + contributions[0], contributions[1] + ), f"Expected different contributions, got {contributions}" + + +class TestDFMConfiguration: + def test_static_factor_no_ar_no_exog_diagonal_error(self): + mod = BayesianDynamicFactor( + k_factors=1, + factor_order=0, + k_endog=3, + endog_names=["y0", "y1", "y2"], + error_order=0, + error_var=False, + error_cov_type="diagonal", + measurement_error=False, + verbose=False, + ) + + expected_param_names = ["x0", "P0", "factor_loadings", "error_sigma"] + expected_param_dims = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + "error_sigma": (OBS_STATE_DIM,), + } + expected_coords = { + OBS_STATE_DIM: ["y0", "y1", "y2"], + ALL_STATE_DIM: ["L0.factor_0"], + ALL_STATE_AUX_DIM: ["L0.factor_0"], + FACTOR_DIM: ["factor_1"], + } + + assert mod.param_names == expected_param_names + assert mod.param_dims == expected_param_dims + for k, v in expected_coords.items(): + assert mod.coords[k] == v + assert mod.state_names == ["L0.factor_0"] + assert mod.observed_states == ["y0", "y1", "y2"] + assert mod.shock_names == ["factor_shock_0"] + + def test_dynamic_factor_ar1_error_diagonal_error(self): + k_factors = 2 + factor_order = 2 + k_endog = 3 + error_order = 1 + error_var = False + + mod = BayesianDynamicFactor( + k_factors=k_factors, + factor_order=factor_order, + k_endog=k_endog, + endog_names=["y0", "y1", "y2"], + error_order=error_order, + error_var=error_var, + error_cov_type="diagonal", + measurement_error=True, + verbose=False, + ) + expected_param_names = [ + "x0", + "P0", + "factor_loadings", + "factor_ar", + "error_ar", + "error_sigma", + "sigma_obs", + ] + expected_param_dims = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + "factor_ar": (FACTOR_DIM, AR_PARAM_DIM), + "error_ar": (OBS_STATE_DIM, ERROR_AR_PARAM_DIM), + "error_sigma": (OBS_STATE_DIM,), + "sigma_obs": (OBS_STATE_DIM,), + } + expected_coords = { + OBS_STATE_DIM: ["y0", "y1", "y2"], + ALL_STATE_DIM: [ + "L0.factor_0", + "L1.factor_0", + "L0.factor_1", + "L1.factor_1", + "L0.error_0", + "L0.error_1", + "L0.error_2", + ], + ALL_STATE_AUX_DIM: [ + "L0.factor_0", + "L1.factor_0", + "L0.factor_1", + "L1.factor_1", + "L0.error_0", + "L0.error_1", + "L0.error_2", + ], + FACTOR_DIM: ["factor_1", "factor_2"], + AR_PARAM_DIM: list(range(1, k_factors * max(factor_order, 1) + 1)), + ERROR_AR_PARAM_DIM: list(range(1, (error_order * k_endog) + 1)) + if error_var + else list(range(1, error_order + 1)), + } + + assert mod.param_names == expected_param_names + assert mod.param_dims == expected_param_dims + for k, v in expected_coords.items(): + assert mod.coords[k] == v + assert len(mod.state_names) == k_factors * max(factor_order, 1) + k_endog * error_order + assert mod.observed_states == ["y0", "y1", "y2"] + assert len(mod.shock_names) == k_factors + k_endog + + def test_dynamic_factor_ar2_error_var_unstructured(self): + k_factors = 1 + factor_order = 1 + k_endog = 3 + error_order = 2 + error_var = True + mod = BayesianDynamicFactor( + k_factors=k_factors, + factor_order=factor_order, + k_endog=k_endog, + endog_names=["y0", "y1", "y2"], + error_order=error_order, + error_var=error_var, + error_cov_type="unstructured", + measurement_error=True, + verbose=False, + ) + expected_param_names = [ + "x0", + "P0", + "factor_loadings", + "factor_ar", + "error_ar", + "error_cov", + "sigma_obs", + ] + expected_param_dims = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + "factor_ar": (FACTOR_DIM, AR_PARAM_DIM), + "error_ar": (OBS_STATE_DIM, ERROR_AR_PARAM_DIM), + "error_cov": (OBS_STATE_DIM, OBS_STATE_AUX_DIM), + "sigma_obs": (OBS_STATE_DIM,), + } + expected_coords = { + OBS_STATE_DIM: ["y0", "y1", "y2"], + ALL_STATE_DIM: [ + "L0.factor_0", + "L0.error_0", + "L1.error_0", + "L0.error_1", + "L1.error_1", + "L0.error_2", + "L1.error_2", + ], + ALL_STATE_AUX_DIM: [ + "L0.factor_0", + "L0.error_0", + "L1.error_0", + "L0.error_1", + "L1.error_1", + "L0.error_2", + "L1.error_2", + ], + FACTOR_DIM: ["factor_1"], + AR_PARAM_DIM: list(range(1, k_factors * max(factor_order, 1) + 1)), + ERROR_AR_PARAM_DIM: list(range(1, (error_order * k_endog) + 1)) + if error_var + else list(range(1, error_order + 1)), + } + + assert mod.param_names == expected_param_names + assert mod.param_dims == expected_param_dims + for k, v in expected_coords.items(): + assert mod.coords[k] == v + assert len(mod.state_names) == k_factors * max(factor_order, 1) + k_endog * error_order + assert mod.observed_states == ["y0", "y1", "y2"] + assert len(mod.shock_names) == k_factors + k_endog + + def test_exog_shared_exog_states_exog_innovations(self): + k_factors = 2 + factor_order = 1 + k_endog = 3 + error_order = 1 + k_exog = 2 + error_var = False + shared_exog_states = True + mod = BayesianDynamicFactor( + k_factors=k_factors, + factor_order=factor_order, + k_endog=k_endog, + endog_names=["y0", "y1", "y2"], + error_order=error_order, + error_var=error_var, + k_exog=2, + exog_names=["x0", "x1"], + shared_exog_states=shared_exog_states, + exog_innovations=True, + error_cov_type="diagonal", + measurement_error=True, + verbose=False, + ) + expected_param_names = [ + "x0", + "P0", + "factor_loadings", + "factor_ar", + "error_ar", + "error_sigma", + "sigma_obs", + "beta", + "beta_sigma", + ] + expected_param_dims = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + "factor_ar": (FACTOR_DIM, AR_PARAM_DIM), + "error_ar": (OBS_STATE_DIM, ERROR_AR_PARAM_DIM), + "error_sigma": (OBS_STATE_DIM,), + "sigma_obs": (OBS_STATE_DIM,), + "beta": (EXOG_STATE_DIM,), + "beta_sigma": (EXOG_STATE_DIM,), + } + expected_coords = { + OBS_STATE_DIM: ["y0", "y1", "y2"], + ALL_STATE_DIM: [ + "L0.factor_0", + "L0.factor_1", + "L0.error_0", + "L0.error_1", + "L0.error_2", + "beta_x0[shared]", + "beta_x1[shared]", + ], + ALL_STATE_AUX_DIM: [ + "L0.factor_0", + "L0.factor_1", + "L0.error_0", + "L0.error_1", + "L0.error_2", + "beta_x0[shared]", + "beta_x1[shared]", + ], + FACTOR_DIM: ["factor_1", "factor_2"], + AR_PARAM_DIM: list(range(1, k_factors * max(factor_order, 1) + 1)), + ERROR_AR_PARAM_DIM: list(range(1, (error_order * k_endog) + 1)) + if error_var + else list(range(1, error_order + 1)), + EXOG_STATE_DIM: list(range(1, k_exog + 1)) + if shared_exog_states + else list(range(1, k_exog * k_endog + 1)), + } + + assert mod.param_names == expected_param_names + assert mod.param_dims == expected_param_dims + for k, v in expected_coords.items(): + assert mod.coords[k] == v + assert len(mod.state_names) == k_factors * max(factor_order, 1) + k_endog * error_order + ( + k_exog if shared_exog_states else k_exog * k_endog + ) + assert mod.observed_states == ["y0", "y1", "y2"] + assert len(mod.shock_names) == k_factors + k_endog + ( + k_exog if shared_exog_states else k_exog * k_endog + ) + + def test_exog_not_shared_no_exog_innovations(self): + k_factors = 1 + factor_order = 2 + k_endog = 3 + error_order = 1 + k_exog = 1 + error_var = False + shared_exog_states = False + mod = BayesianDynamicFactor( + k_factors=k_factors, + factor_order=factor_order, + k_endog=k_endog, + endog_names=["y0", "y1", "y2"], + error_order=error_order, + error_var=error_var, + k_exog=k_exog, + exog_names=["x0"], + shared_exog_states=shared_exog_states, + exog_innovations=False, + error_cov_type="scalar", + measurement_error=False, + verbose=False, + ) + expected_param_names = [ + "x0", + "P0", + "factor_loadings", + "factor_ar", + "error_ar", + "error_sigma", + "beta", + ] + expected_param_dims = { + "x0": (ALL_STATE_DIM,), + "P0": (ALL_STATE_DIM, ALL_STATE_AUX_DIM), + "factor_loadings": (OBS_STATE_DIM, FACTOR_DIM), + "factor_ar": (FACTOR_DIM, AR_PARAM_DIM), + "error_ar": (OBS_STATE_DIM, ERROR_AR_PARAM_DIM), + "error_sigma": (), + "beta": (EXOG_STATE_DIM,), + } + expected_coords = { + OBS_STATE_DIM: ["y0", "y1", "y2"], + ALL_STATE_DIM: [ + "L0.factor_0", + "L1.factor_0", + "L0.error_0", + "L0.error_1", + "L0.error_2", + "beta_x0[y0]", + "beta_x0[y1]", + "beta_x0[y2]", + ], + ALL_STATE_AUX_DIM: [ + "L0.factor_0", + "L1.factor_0", + "L0.error_0", + "L0.error_1", + "L0.error_2", + "beta_x0[y0]", + "beta_x0[y1]", + "beta_x0[y2]", + ], + FACTOR_DIM: ["factor_1"], + AR_PARAM_DIM: list(range(1, k_factors * max(factor_order, 1) + 1)), + ERROR_AR_PARAM_DIM: list(range(1, (error_order * k_endog) + 1)) + if error_var + else list(range(1, error_order + 1)), + EXOG_STATE_DIM: list(range(1, k_exog + 1)) + if shared_exog_states + else list(range(1, k_exog * k_endog + 1)), + } + + assert mod.param_names == expected_param_names + assert mod.param_dims == expected_param_dims + for k, v in expected_coords.items(): + assert mod.coords[k] == v + assert len(mod.state_names) == k_factors * max(factor_order, 1) + k_endog * error_order + ( + k_exog if shared_exog_states else k_exog * k_endog + ) + assert mod.observed_states == ["y0", "y1", "y2"] + assert len(mod.shock_names) == k_factors + k_endog + ( + k_exog if shared_exog_states else k_exog * k_endog + )