{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Markov switching autoregression models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides an example of the use of Markov switching models in statsmodels to replicate a number of results presented in Kim and Nelson (1999). It applies the Hamilton (1989) filter the Kim (1994) smoother.\n", "\n", "This is tested against the Markov-switching models from E-views 8, which can be found at http://www.eviews.com/EViews8/ev8ecswitch_n.html#MarkovAR or the Markov-switching models of Stata 14 which can be found at http://www.stata.com/manuals14/tsmswitch.pdf." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:15.050385Z", "iopub.status.busy": "2026-07-29T17:35:15.049543Z", "iopub.status.idle": "2026-07-29T17:35:21.152272Z", "shell.execute_reply": "2026-07-29T17:35:21.151322Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from datetime import datetime\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# NBER recessions\n", "from pandas_datareader.data import DataReader\n", "import requests\n", "\n", "import statsmodels.api as sm\n", "\n", "usrec = DataReader(\n", " \"USREC\", \"fred\", start=datetime(1947, 1, 1), end=datetime(2013, 4, 1)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hamilton (1989) switching model of GNP\n", "\n", "This replicates Hamilton's (1989) seminal paper introducing Markov-switching models. The model is an autoregressive model of order 4 in which the mean of the process switches between two regimes. It can be written:\n", "\n", "$$\n", "y_t = \\mu_{S_t} + \\phi_1 (y_{t-1} - \\mu_{S_{t-1}}) + \\phi_2 (y_{t-2} - \\mu_{S_{t-2}}) + \\phi_3 (y_{t-3} - \\mu_{S_{t-3}}) + \\phi_4 (y_{t-4} - \\mu_{S_{t-4}}) + \\varepsilon_t\n", "$$\n", "\n", "Each period, the regime transitions according to the following matrix of transition probabilities:\n", "\n", "$$ P(S_t = s_t | S_{t-1} = s_{t-1}) =\n", "\\begin{bmatrix}\n", "p_{00} & p_{10} \\\\\n", "p_{01} & p_{11}\n", "\\end{bmatrix}\n", "$$\n", "\n", "where $p_{ij}$ is the probability of transitioning *from* regime $i$, *to* regime $j$.\n", "\n", "The model class is `MarkovAutoregression` in the time-series part of `statsmodels`. In order to create the model, we must specify the number of regimes with `k_regimes=2`, and the order of the autoregression with `order=4`. The default model also includes switching autoregressive coefficients, so here we also need to specify `switching_ar=False` to avoid that.\n", "\n", "After creation, the model is `fit` via maximum likelihood estimation. Under the hood, good starting parameters are found using a number of steps of the expectation maximization (EM) algorithm, and a quasi-Newton (BFGS) algorithm is applied to quickly find the maximum." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:21.156511Z", "iopub.status.busy": "2026-07-29T17:35:21.156290Z", "iopub.status.idle": "2026-07-29T17:35:27.010830Z", "shell.execute_reply": "2026-07-29T17:35:27.010219Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shutil\n", "\n", "\n", "def download_file(url):\n", " local_filename = url.split(\"/\")[-1]\n", " with requests.get(url, stream=True, timeout=30) as r:\n", " with open(local_filename, \"wb\") as f:\n", " shutil.copyfileobj(r.raw, f)\n", "\n", " return local_filename\n", "\n", "\n", "filename = download_file(\"https://www.stata-press.com/data/r14/rgnp.dta\")\n", "# Get the RGNP data to replicate Hamilton\n", "\n", "dta = pd.read_stata(filename).iloc[1:]\n", "dta.index = pd.DatetimeIndex(dta.date, freq=\"QS\")\n", "dta_hamilton = dta.rgnp\n", "\n", "# Plot the data\n", "dta_hamilton.plot(title=\"Growth rate of Real GNP\", figsize=(12, 3))\n", "\n", "# Fit the model\n", "mod_hamilton = sm.tsa.MarkovAutoregression(\n", " dta_hamilton, k_regimes=2, order=4, switching_ar=False\n", ")\n", "res_hamilton = mod_hamilton.fit()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:27.020848Z", "iopub.status.busy": "2026-07-29T17:35:27.020493Z", "iopub.status.idle": "2026-07-29T17:35:27.083674Z", "shell.execute_reply": "2026-07-29T17:35:27.083082Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Markov Switching Model Results
Dep. Variable: rgnp No. Observations: 131
Model: MarkovAutoregression Log Likelihood -181.263
Date: Wed, 29 Jul 2026 AIC 380.527
Time: 17:35:27 BIC 406.404
Sample: 04-01-1951 HQIC 391.042
- 10-01-1984
Covariance Type: approx
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime 0 parameters
coef std err z P>|z| [0.025 0.975]
const -0.3588 0.265 -1.356 0.175 -0.877 0.160
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime 1 parameters
coef std err z P>|z| [0.025 0.975]
const 1.1635 0.075 15.614 0.000 1.017 1.310
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Non-switching parameters
coef std err z P>|z| [0.025 0.975]
sigma2 0.5914 0.103 5.761 0.000 0.390 0.793
ar.L1 0.0135 0.120 0.112 0.911 -0.222 0.249
ar.L2 -0.0575 0.138 -0.418 0.676 -0.327 0.212
ar.L3 -0.2470 0.107 -2.310 0.021 -0.457 -0.037
ar.L4 -0.2129 0.111 -1.926 0.054 -0.430 0.004
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime transition parameters
coef std err z P>|z| [0.025 0.975]
p[0->0] 0.7547 0.097 7.819 0.000 0.565 0.944
p[1->0] 0.0959 0.038 2.542 0.011 0.022 0.170


Warnings:
[1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & rgnp & \\textbf{ No. Observations: } & 131 \\\\\n", "\\textbf{Model:} & MarkovAutoregression & \\textbf{ Log Likelihood } & -181.263 \\\\\n", "\\textbf{Date:} & Wed, 29 Jul 2026 & \\textbf{ AIC } & 380.527 \\\\\n", "\\textbf{Time:} & 17:35:27 & \\textbf{ BIC } & 406.404 \\\\\n", "\\textbf{Sample:} & 04-01-1951 & \\textbf{ HQIC } & 391.042 \\\\\n", "\\textbf{} & - 10-01-1984 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & approx & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{const} & -0.3588 & 0.265 & -1.356 & 0.175 & -0.877 & 0.160 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{const} & 1.1635 & 0.075 & 15.614 & 0.000 & 1.017 & 1.310 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{sigma2} & 0.5914 & 0.103 & 5.761 & 0.000 & 0.390 & 0.793 \\\\\n", "\\textbf{ar.L1} & 0.0135 & 0.120 & 0.112 & 0.911 & -0.222 & 0.249 \\\\\n", "\\textbf{ar.L2} & -0.0575 & 0.138 & -0.418 & 0.676 & -0.327 & 0.212 \\\\\n", "\\textbf{ar.L3} & -0.2470 & 0.107 & -2.310 & 0.021 & -0.457 & -0.037 \\\\\n", "\\textbf{ar.L4} & -0.2129 & 0.111 & -1.926 & 0.054 & -0.430 & 0.004 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{p[0-$>$0]} & 0.7547 & 0.097 & 7.819 & 0.000 & 0.565 & 0.944 \\\\\n", "\\textbf{p[1-$>$0]} & 0.0959 & 0.038 & 2.542 & 0.011 & 0.022 & 0.170 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{Markov Switching Model Results}\n", "\\end{center}\n", "\n", "Warnings: \\newline\n", " [1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/plain": [ "\n", "\"\"\"\n", " Markov Switching Model Results \n", "================================================================================\n", "Dep. Variable: rgnp No. Observations: 131\n", "Model: MarkovAutoregression Log Likelihood -181.263\n", "Date: Wed, 29 Jul 2026 AIC 380.527\n", "Time: 17:35:27 BIC 406.404\n", "Sample: 04-01-1951 HQIC 391.042\n", " - 10-01-1984 \n", "Covariance Type: approx \n", " Regime 0 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -0.3588 0.265 -1.356 0.175 -0.877 0.160\n", " Regime 1 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 1.1635 0.075 15.614 0.000 1.017 1.310\n", " Non-switching parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "sigma2 0.5914 0.103 5.761 0.000 0.390 0.793\n", "ar.L1 0.0135 0.120 0.112 0.911 -0.222 0.249\n", "ar.L2 -0.0575 0.138 -0.418 0.676 -0.327 0.212\n", "ar.L3 -0.2470 0.107 -2.310 0.021 -0.457 -0.037\n", "ar.L4 -0.2129 0.111 -1.926 0.054 -0.430 0.004\n", " Regime transition parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "p[0->0] 0.7547 0.097 7.819 0.000 0.565 0.944\n", "p[1->0] 0.0959 0.038 2.542 0.011 0.022 0.170\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n", "\"\"\"" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_hamilton.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the filtered and smoothed probabilities of a recession. Filtered refers to an estimate of the probability at time $t$ based on data up to and including time $t$ (but excluding time $t+1, ..., T$). Smoothed refers to an estimate of the probability at time $t$ using all the data in the sample.\n", "\n", "For reference, the shaded periods represent the NBER recessions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:27.090892Z", "iopub.status.busy": "2026-07-29T17:35:27.090641Z", "iopub.status.idle": "2026-07-29T17:35:28.051798Z", "shell.execute_reply": "2026-07-29T17:35:28.051196Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, figsize=(7, 7))\n", "ax = axes[0]\n", "ax.plot(res_hamilton.filtered_marginal_probabilities[0])\n", "ax.fill_between(usrec.index, 0, 1, where=usrec[\"USREC\"].values, color=\"k\", alpha=0.1)\n", "ax.set_xlim(dta_hamilton.index[4], dta_hamilton.index[-1])\n", "ax.set(title=\"Filtered probability of recession\")\n", "\n", "ax = axes[1]\n", "ax.plot(res_hamilton.smoothed_marginal_probabilities[0])\n", "ax.fill_between(usrec.index, 0, 1, where=usrec[\"USREC\"].values, color=\"k\", alpha=0.1)\n", "ax.set_xlim(dta_hamilton.index[4], dta_hamilton.index[-1])\n", "ax.set(title=\"Smoothed probability of recession\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the estimated transition matrix we can calculate the expected duration of a recession versus an expansion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:28.062058Z", "iopub.status.busy": "2026-07-29T17:35:28.061826Z", "iopub.status.idle": "2026-07-29T17:35:28.070769Z", "shell.execute_reply": "2026-07-29T17:35:28.070192Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 4.07604746 10.42589383]\n" ] } ], "source": [ "print(res_hamilton.expected_durations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, it is expected that a recession will last about one year (4 quarters) and an expansion about two and a half years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kim, Nelson, and Startz (1998) Three-state Variance Switching\n", "\n", "This model demonstrates estimation with regime heteroskedasticity (switching of variances) and no mean effect. The dataset can be reached at http://econ.korea.ac.kr/~cjkim/MARKOV/data/ew_excs.prn.\n", "\n", "The model in question is:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\varepsilon_t \\\\\n", "\\varepsilon_t & \\sim N(0, \\sigma_{S_t}^2)\n", "\\end{align}\n", "$$\n", "\n", "Since there is no autoregressive component, this model can be fit using the `MarkovRegression` class. Since there is no mean effect, we specify `trend='n'`. There are hypothesized to be three regimes for the switching variances, so we specify `k_regimes=3` and `switching_variance=True` (by default, the variance is assumed to be the same across regimes)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:28.073374Z", "iopub.status.busy": "2026-07-29T17:35:28.073139Z", "iopub.status.idle": "2026-07-29T17:35:32.758420Z", "shell.execute_reply": "2026-07-29T17:35:32.755566Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the dataset\n", "data_loc = \"https://raw.githubusercontent.com/statsmodels/smdatasets/refs/heads/main/data/markov-autoregression/ew_excs.prn\"\n", "raw = pd.read_csv(data_loc, header=None, engine=\"python\")\n", "\n", "raw.index = pd.date_range(\"1926-01-01\", \"1995-12-01\", freq=\"MS\")\n", "\n", "dta_kns = raw.loc[:\"1986\"] - raw.loc[:\"1986\"].mean()\n", "\n", "# Plot the dataset\n", "dta_kns[0].plot(title=\"Excess returns\", figsize=(12, 3))\n", "\n", "# Fit the model\n", "mod_kns = sm.tsa.MarkovRegression(\n", " dta_kns, k_regimes=3, trend=\"n\", switching_variance=True\n", ")\n", "res_kns = mod_kns.fit()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:32.762008Z", "iopub.status.busy": "2026-07-29T17:35:32.761790Z", "iopub.status.idle": "2026-07-29T17:35:32.815943Z", "shell.execute_reply": "2026-07-29T17:35:32.815204Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Markov Switching Model Results
Dep. Variable: 0 No. Observations: 732
Model: MarkovRegression Log Likelihood 1001.895
Date: Wed, 29 Jul 2026 AIC -1985.790
Time: 17:35:32 BIC -1944.428
Sample: 01-01-1926 HQIC -1969.834
- 12-01-1986
Covariance Type: approx
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Regime 0 parameters
coef std err z P>|z| [0.025 0.975]
sigma2 0.0012 0.000 7.136 0.000 0.001 0.002
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Regime 1 parameters
coef std err z P>|z| [0.025 0.975]
sigma2 0.0040 0.000 8.489 0.000 0.003 0.005
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Regime 2 parameters
coef std err z P>|z| [0.025 0.975]
sigma2 0.0311 0.006 5.461 0.000 0.020 0.042
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime transition parameters
coef std err z P>|z| [0.025 0.975]
p[0->0] 0.9747 0.000 7857.416 0.000 0.974 0.975
p[1->0] 0.0195 0.010 1.949 0.051 -0.000 0.039
p[2->0] 2.354e-08 nan nan nan nan nan
p[0->1] 0.0253 3.97e-05 637.835 0.000 0.025 0.025
p[1->1] 0.9688 0.013 75.528 0.000 0.944 0.994
p[2->1] 0.0493 0.032 1.551 0.121 -0.013 0.112


Warnings:
[1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & 0 & \\textbf{ No. Observations: } & 732 \\\\\n", "\\textbf{Model:} & MarkovRegression & \\textbf{ Log Likelihood } & 1001.895 \\\\\n", "\\textbf{Date:} & Wed, 29 Jul 2026 & \\textbf{ AIC } & -1985.790 \\\\\n", "\\textbf{Time:} & 17:35:32 & \\textbf{ BIC } & -1944.428 \\\\\n", "\\textbf{Sample:} & 01-01-1926 & \\textbf{ HQIC } & -1969.834 \\\\\n", "\\textbf{} & - 12-01-1986 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & approx & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{sigma2} & 0.0012 & 0.000 & 7.136 & 0.000 & 0.001 & 0.002 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{sigma2} & 0.0040 & 0.000 & 8.489 & 0.000 & 0.003 & 0.005 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{sigma2} & 0.0311 & 0.006 & 5.461 & 0.000 & 0.020 & 0.042 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{p[0-$>$0]} & 0.9747 & 0.000 & 7857.416 & 0.000 & 0.974 & 0.975 \\\\\n", "\\textbf{p[1-$>$0]} & 0.0195 & 0.010 & 1.949 & 0.051 & -0.000 & 0.039 \\\\\n", "\\textbf{p[2-$>$0]} & 2.354e-08 & nan & nan & nan & nan & nan \\\\\n", "\\textbf{p[0-$>$1]} & 0.0253 & 3.97e-05 & 637.835 & 0.000 & 0.025 & 0.025 \\\\\n", "\\textbf{p[1-$>$1]} & 0.9688 & 0.013 & 75.528 & 0.000 & 0.944 & 0.994 \\\\\n", "\\textbf{p[2-$>$1]} & 0.0493 & 0.032 & 1.551 & 0.121 & -0.013 & 0.112 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{Markov Switching Model Results}\n", "\\end{center}\n", "\n", "Warnings: \\newline\n", " [1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/plain": [ "\n", "\"\"\"\n", " Markov Switching Model Results \n", "==============================================================================\n", "Dep. Variable: 0 No. Observations: 732\n", "Model: MarkovRegression Log Likelihood 1001.895\n", "Date: Wed, 29 Jul 2026 AIC -1985.790\n", "Time: 17:35:32 BIC -1944.428\n", "Sample: 01-01-1926 HQIC -1969.834\n", " - 12-01-1986 \n", "Covariance Type: approx \n", " Regime 0 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "sigma2 0.0012 0.000 7.136 0.000 0.001 0.002\n", " Regime 1 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "sigma2 0.0040 0.000 8.489 0.000 0.003 0.005\n", " Regime 2 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "sigma2 0.0311 0.006 5.461 0.000 0.020 0.042\n", " Regime transition parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "p[0->0] 0.9747 0.000 7857.416 0.000 0.974 0.975\n", "p[1->0] 0.0195 0.010 1.949 0.051 -0.000 0.039\n", "p[2->0] 2.354e-08 nan nan nan nan nan\n", "p[0->1] 0.0253 3.97e-05 637.835 0.000 0.025 0.025\n", "p[1->1] 0.9688 0.013 75.528 0.000 0.944 0.994\n", "p[2->1] 0.0493 0.032 1.551 0.121 -0.013 0.112\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n", "\"\"\"" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_kns.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we plot the probabilities of being in each of the regimes; only in a few periods is a high-variance regime probable." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:32.822083Z", "iopub.status.busy": "2026-07-29T17:35:32.821844Z", "iopub.status.idle": "2026-07-29T17:35:34.189856Z", "shell.execute_reply": "2026-07-29T17:35:34.189150Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, figsize=(10, 7))\n", "\n", "ax = axes[0]\n", "ax.plot(res_kns.smoothed_marginal_probabilities[0])\n", "ax.set(title=\"Smoothed probability of a low-variance regime for stock returns\")\n", "\n", "ax = axes[1]\n", "ax.plot(res_kns.smoothed_marginal_probabilities[1])\n", "ax.set(title=\"Smoothed probability of a medium-variance regime for stock returns\")\n", "\n", "ax = axes[2]\n", "ax.plot(res_kns.smoothed_marginal_probabilities[2])\n", "ax.set(title=\"Smoothed probability of a high-variance regime for stock returns\")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filardo (1994) Time-Varying Transition Probabilities\n", "\n", "This model demonstrates estimation with time-varying transition probabilities. The dataset can be reached at http://econ.korea.ac.kr/~cjkim/MARKOV/data/filardo.prn.\n", "\n", "In the above models we have assumed that the transition probabilities are constant across time. Here we allow the probabilities to change with the state of the economy. Otherwise, the model is the same Markov autoregression of Hamilton (1989).\n", "\n", "Each period, the regime now transitions according to the following matrix of time-varying transition probabilities:\n", "\n", "$$ P(S_t = s_t | S_{t-1} = s_{t-1}) =\n", "\\begin{bmatrix}\n", "p_{00,t} & p_{10,t} \\\\\n", "p_{01,t} & p_{11,t}\n", "\\end{bmatrix}\n", "$$\n", "\n", "where $p_{ij,t}$ is the probability of transitioning *from* regime $i$, *to* regime $j$ in period $t$, and is defined to be:\n", "\n", "$$\n", "p_{ij,t} = \\frac{\\exp\\{ x_{t-1}' \\beta_{ij} \\}}{1 + \\exp\\{ x_{t-1}' \\beta_{ij} \\}}\n", "$$\n", "\n", "Instead of estimating the transition probabilities as part of maximum likelihood, the regression coefficients $\\beta_{ij}$ are estimated. These coefficients relate the transition probabilities to a vector of pre-determined or exogenous regressors $x_{t-1}$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:34.196243Z", "iopub.status.busy": "2026-07-29T17:35:34.195999Z", "iopub.status.idle": "2026-07-29T17:35:36.018889Z", "shell.execute_reply": "2026-07-29T17:35:36.018193Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the dataset\n", "data_loc = \"https://raw.githubusercontent.com/statsmodels/smdatasets/refs/heads/main/data/markov-autoregression/filardo.prn\"\n", "dta_filardo = pd.read_csv(data_loc, sep=r\"\\s+\", engine=\"python\")\n", "dta_filardo.index = pd.date_range(\"1948-01-01\", \"1991-04-01\", freq=\"MS\")\n", "\n", "dta_filardo[\"dlip\"] = np.log(dta_filardo[\"ip\"]).diff() * 100\n", "# Deflated pre-1960 observations by ratio of std. devs.\n", "# See hmt_tvp.opt or Filardo (1994) p. 302\n", "std_ratio = (\n", " dta_filardo[\"dlip\"][\"1960-01-01\":].std() / dta_filardo[\"dlip\"][:\"1959-12-01\"].std()\n", ")\n", "dta_filardo.loc[:\"1959-12-01\", \"dlip\"] = dta_filardo[\"dlip\"][:\"1959-12-01\"] * std_ratio\n", "\n", "dta_filardo[\"dlleading\"] = np.log(dta_filardo[\"leading_index\"]).diff() * 100\n", "dta_filardo[\"dmdlleading\"] = dta_filardo[\"dlleading\"] - dta_filardo[\"dlleading\"].mean()\n", "\n", "# Plot the data\n", "dta_filardo[\"dlip\"].plot(\n", " title=\"Standardized growth rate of industrial production\", figsize=(13, 3)\n", ")\n", "plt.figure()\n", "dta_filardo[\"dmdlleading\"].plot(title=\"Leading indicator\", figsize=(13, 3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time-varying transition probabilities are specified by the `exog_tvtp` parameter.\n", "\n", "Here we demonstrate another feature of model fitting - the use of a random search for MLE starting parameters. Because Markov switching models are often characterized by many local maxima of the likelihood function, performing an initial optimization step can be helpful to find the best parameters.\n", "\n", "Below, we specify that 20 random perturbations from the starting parameter vector are examined and the best one used as the actual starting parameters. Because of the random nature of the search, we seed the random number generator beforehand to allow replication of the result." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:36.026896Z", "iopub.status.busy": "2026-07-29T17:35:36.026682Z", "iopub.status.idle": "2026-07-29T17:35:49.919786Z", "shell.execute_reply": "2026-07-29T17:35:49.917780Z" } }, "outputs": [], "source": [ "mod_filardo = sm.tsa.MarkovAutoregression(\n", " dta_filardo.iloc[2:][\"dlip\"],\n", " k_regimes=2,\n", " order=4,\n", " switching_ar=False,\n", " exog_tvtp=sm.add_constant(dta_filardo.iloc[1:-1][\"dmdlleading\"]),\n", ")\n", "\n", "np.random.seed(12345)\n", "res_filardo = mod_filardo.fit(search_reps=20)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:49.922471Z", "iopub.status.busy": "2026-07-29T17:35:49.922271Z", "iopub.status.idle": "2026-07-29T17:35:49.980699Z", "shell.execute_reply": "2026-07-29T17:35:49.979877Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Markov Switching Model Results
Dep. Variable: dlip No. Observations: 514
Model: MarkovAutoregression Log Likelihood -586.572
Date: Wed, 29 Jul 2026 AIC 1195.144
Time: 17:35:49 BIC 1241.808
Sample: 03-01-1948 HQIC 1213.433
- 04-01-1991
Covariance Type: approx
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime 0 parameters
coef std err z P>|z| [0.025 0.975]
const 0.5173 0.077 6.706 0.000 0.366 0.668
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Regime 1 parameters
coef std err z P>|z| [0.025 0.975]
const -0.8659 0.153 -5.658 0.000 -1.166 -0.566
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Non-switching parameters
coef std err z P>|z| [0.025 0.975]
sigma2 0.4844 0.037 13.172 0.000 0.412 0.556
ar.L1 0.1895 0.050 3.761 0.000 0.091 0.288
ar.L2 0.0793 0.051 1.552 0.121 -0.021 0.180
ar.L3 0.1109 0.052 2.135 0.033 0.009 0.213
ar.L4 0.1223 0.051 2.418 0.016 0.023 0.221
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Regime transition parameters
coef std err z P>|z| [0.025 0.975]
p[0->0].tvtp0 4.3593 0.747 5.834 0.000 2.895 5.824
p[1->0].tvtp0 -1.6493 0.446 -3.701 0.000 -2.523 -0.776
p[0->0].tvtp1 1.7702 0.508 3.485 0.000 0.775 2.766
p[1->0].tvtp1 0.9946 0.566 1.758 0.079 -0.114 2.103


Warnings:
[1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & dlip & \\textbf{ No. Observations: } & 514 \\\\\n", "\\textbf{Model:} & MarkovAutoregression & \\textbf{ Log Likelihood } & -586.572 \\\\\n", "\\textbf{Date:} & Wed, 29 Jul 2026 & \\textbf{ AIC } & 1195.144 \\\\\n", "\\textbf{Time:} & 17:35:49 & \\textbf{ BIC } & 1241.808 \\\\\n", "\\textbf{Sample:} & 03-01-1948 & \\textbf{ HQIC } & 1213.433 \\\\\n", "\\textbf{} & - 04-01-1991 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & approx & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{const} & 0.5173 & 0.077 & 6.706 & 0.000 & 0.366 & 0.668 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{const} & -0.8659 & 0.153 & -5.658 & 0.000 & -1.166 & -0.566 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{sigma2} & 0.4844 & 0.037 & 13.172 & 0.000 & 0.412 & 0.556 \\\\\n", "\\textbf{ar.L1} & 0.1895 & 0.050 & 3.761 & 0.000 & 0.091 & 0.288 \\\\\n", "\\textbf{ar.L2} & 0.0793 & 0.051 & 1.552 & 0.121 & -0.021 & 0.180 \\\\\n", "\\textbf{ar.L3} & 0.1109 & 0.052 & 2.135 & 0.033 & 0.009 & 0.213 \\\\\n", "\\textbf{ar.L4} & 0.1223 & 0.051 & 2.418 & 0.016 & 0.023 & 0.221 \\\\\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{p[0-$>$0].tvtp0} & 4.3593 & 0.747 & 5.834 & 0.000 & 2.895 & 5.824 \\\\\n", "\\textbf{p[1-$>$0].tvtp0} & -1.6493 & 0.446 & -3.701 & 0.000 & -2.523 & -0.776 \\\\\n", "\\textbf{p[0-$>$0].tvtp1} & 1.7702 & 0.508 & 3.485 & 0.000 & 0.775 & 2.766 \\\\\n", "\\textbf{p[1-$>$0].tvtp1} & 0.9946 & 0.566 & 1.758 & 0.079 & -0.114 & 2.103 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{Markov Switching Model Results}\n", "\\end{center}\n", "\n", "Warnings: \\newline\n", " [1] Covariance matrix calculated using numerical (complex-step) differentiation." ], "text/plain": [ "\n", "\"\"\"\n", " Markov Switching Model Results \n", "================================================================================\n", "Dep. Variable: dlip No. Observations: 514\n", "Model: MarkovAutoregression Log Likelihood -586.572\n", "Date: Wed, 29 Jul 2026 AIC 1195.144\n", "Time: 17:35:49 BIC 1241.808\n", "Sample: 03-01-1948 HQIC 1213.433\n", " - 04-01-1991 \n", "Covariance Type: approx \n", " Regime 0 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.5173 0.077 6.706 0.000 0.366 0.668\n", " Regime 1 parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -0.8659 0.153 -5.658 0.000 -1.166 -0.566\n", " Non-switching parameters \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "sigma2 0.4844 0.037 13.172 0.000 0.412 0.556\n", "ar.L1 0.1895 0.050 3.761 0.000 0.091 0.288\n", "ar.L2 0.0793 0.051 1.552 0.121 -0.021 0.180\n", "ar.L3 0.1109 0.052 2.135 0.033 0.009 0.213\n", "ar.L4 0.1223 0.051 2.418 0.016 0.023 0.221\n", " Regime transition parameters \n", "=================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "---------------------------------------------------------------------------------\n", "p[0->0].tvtp0 4.3593 0.747 5.834 0.000 2.895 5.824\n", "p[1->0].tvtp0 -1.6493 0.446 -3.701 0.000 -2.523 -0.776\n", "p[0->0].tvtp1 1.7702 0.508 3.485 0.000 0.775 2.766\n", "p[1->0].tvtp1 0.9946 0.566 1.758 0.079 -0.114 2.103\n", "=================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n", "\"\"\"" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_filardo.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we plot the smoothed probability of the economy operating in a low-production state, and again include the NBER recessions for comparison." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:49.986672Z", "iopub.status.busy": "2026-07-29T17:35:49.986478Z", "iopub.status.idle": "2026-07-29T17:35:50.482796Z", "shell.execute_reply": "2026-07-29T17:35:50.482195Z" } }, "outputs": [ { "data": { "text/plain": [ "[Text(0.5, 1.0, 'Smoothed probability of a low-production state')]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 3))\n", "\n", "ax.plot(res_filardo.smoothed_marginal_probabilities[0])\n", "ax.fill_between(usrec.index, 0, 1, where=usrec[\"USREC\"].values, color=\"gray\", alpha=0.2)\n", "ax.set_xlim(dta_filardo.index[6], dta_filardo.index[-1])\n", "ax.set(title=\"Smoothed probability of a low-production state\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the time-varying transition probabilities, we can see how the expected duration of a low-production state changes over time:\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-29T17:35:50.488499Z", "iopub.status.busy": "2026-07-29T17:35:50.488279Z", "iopub.status.idle": "2026-07-29T17:35:51.351921Z", "shell.execute_reply": "2026-07-29T17:35:51.351327Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6a665xut9nT592uvQ8Xbt2nmswgAAqampOHPmjMe28ePHQyaT4ZtvvqlxP4OCguo8tLuuj6khdejQAXfffbd0n+5Z/Or23bWt8mvxyy+/rNK2uj4mTpwImUyGP/74w+tnV3h4eLUny4iImgIDdiKiFuLDDz/E559/jvfeew/9+/fH7bffjgcffBDPPPMMduzY4dFWoVBgw4YN2LJlCxwOB44fP465c+eiffv2uPfee6V277zzDtLS0nDbbbfh9OnTEEKgtLQU27dvx6233ioNp128eDFyc3Mxa9YspKamQgiBrKwsLFy4EEePHgUAdOvWDQA8llyq7/288MILOHToEJ5++mno9XqUlpbi+eefR0hISJ2OUX1uP3v2bCiVSjz11FMwGo3Q6/X4+9//Xq+MskajwahRo7Bs2TL8+eefcDgcSE5OxsKFC9G3b1+PtjUdH29eeeUVnD59GvPnz0dxcTHKy8vxzjvv4KuvvsIzzzyDyMjIOu9nU95PfY5JY+zj+PHjceHCBezZs8cjAzt+/Hh8//33AOARsNemru+l6vTr1w8333wz3njjDXz77bewWq3Izs7G7bffDqvVin/+858AnDUHpk+fjpdeegk///wz7HY7zp49iyeeeMLrcZszZw42btyItWvXwuFw4NSpU3jmmWfQu3dvj3Zdu3bFX/7yF7z77rt46623UFJSApvNht27d2PBggVSu27duuHQoUNVpgdczmO6XG+//TZee+01pKWlweFwwGKx4LPPPgMAjxNJ1e37tddei4CAALzwwgswGAwoKyvDu+++63UUTXV9dO3aFU8//TReeuklvPPOO9Jyfjk5OVixYgUeeeSRBnmsRESXrAkL3BERXXFqqxLvWvJs7969QqPRVKn0bDKZxMCBA0ViYqLIy8sTQlxcXio/P19MmTJFBAQECIVCISZNmiTS0tKq7MOxY8fEjBkzRGhoqFCr1SIsLExce+214quvvpKWHRPCWVl54sSJQqPRCLVaLdq1ayf+/e9/C7PZLIQQwm63izvuuEMEBARIj+f48eP1vp+VK1eKtm3bCrlcLlq1aiUWLVokli1bVqcq8fW9/apVq0Tr1q2FQqEQ8fHxYunSpTUu6+ZNZmammDJlitBoNCIgIECMGDFC/Pnnn1Wqddd0fLxVRhdCiHXr1omrrrpKyOVyoVAoRIcOHaRq57Xtm2sZtm3bttV6zOpyP/WpEl/XY+LN5RwLIZyVygEIjUYjysrKpO3r168XAETv3r1r3X+X+ryXanqNmM1m8fe//13ExcUJpVIplEqlGD16dJUlwcrKysS8efNEUFCQUKlUom/fvmLv3r1i7NixHlXiXX0+8MADIiAgQKjVajFkyBCRkpJS7TH+8MMPRffu3YVMJhMhISFixIgRHlXS//zzT9G3b1+hUChEWFiYGDlypHSdt2Xd6vqYYmNjxd13311lf6pbpcHdhQsXxLPPPis6duwoAgICREBAgOjXr59Yvny5R7ua9n3dunWiS5cu0nULFiwQqampAoB4991369SHEEKsWLFCDBgwQMjlchEQECASEhLEnDlzPJbUJCJqDjIhLqEkJxER1YnFYpHmiHuj0WgQGBiI8vJymM1mhIaGVhmu6+ojKCgIarUaf/3rX7F48WKpcJbr38pza71x9VMTIQQsFkuVit0uDocDpaWlcDgc0Gq1Xuev1uV+ysvLERgY6PEYq+vvcm9fW1uTyQSz2VzjXFWHwwGHwyEdZ9ec/MrZfW/Hx2w2o7y8vNrCgzabDXa73esxr27fbDYbSktLvb5mqlPT/bj6CwkJqdNrCaj7MXF3OcfCRafTQS6Xe8z7djgc0Ov1UKvVtb72XOrzXqrLawRwvtY0Gk2Nr+PK77GysjIIIbweN4fDAavVKrWt7RhbrVbI5fJqXxMWiwXl5eUex89gMEChUFR73Gp6THq9HkqlssptjUYjbDZblZUjqmOxWKBSqWocfu5t313MZrN0jIQQ0Ol00mdmXfsAALvdDpvNVuPrj4ioKTFgJyLyMZWDDCK6NHwvERFRS8c57EREREREREQtEAN2IiIiIiIiohaIQ+KJiHxMXefSElHN+F4iIqKWjgE7ERERERERUQvEIfFERERERERELVDd1m3xYw6HA+fPn0doaGiNS4kQERERERERNQQhBAwGAxISEmpcCvSKD9jPnz+PpKSk5t4NIiIiIiIiusJkZmaidevW1V5/xQfsoaGhAJwHSqvVNvPeEBERERERkb/T6/VISkqS4tHqXPEBu2sYvFarZcBORERERERETaa2adksOkdERERERETUAjFgJyIiIiIiImqBGLATERERERERtUD1CtgXLVqE8PBwj7+2bdtWaff9999j8ODBiI2NxciRI7F58+ZmbUNERERERETka+oVsJtMJnTu3Bnp6enS35EjRzzabNmyBTNnzsQdd9yB5ORkjBkzBpMmTcKxY8eapQ0RERERERGRL5IJIURdG7/00ktYv349kpOTq20zefJkyOVyrF+/XtrWv39/9O/fH5988kmTt6mNXq9HWFgYdDodq8QTERERERFRo6trHFrvOezHjh1DUlISOnfujNmzZyMtLc3j+u3bt2Ps2LEe28aPH4/t27c3Sxt/ZLbZYbLam3s3iIiIiIiIqBHVK2CPiIjAG2+8ga1bt+Lrr7+GXq/HoEGDkJubC8B5lsBgMCA2NtbjdjExMTh//nyTt/HGbDZDr9d7/Pma6e/vxOhFm2GxOZp7V4iIiIiIiKiR1CtgX7BgAR566CG0b98e/fv3x9dffw2FQoElS5Z4dir37FapVKLyyPumbOPu1VdfRVhYmPSXlJRUbduWSAiBlAt6XNCZUFhmbu7dISIiIiIiokZyWcu6BQYGomfPnjh58iQAIDQ0FIGBgSgoKPBol5eXh5iYmCZv483ChQuh0+mkv8zMzEt45M3H4XYuotzCYfFERERERET+6rICdrvdjtTUVClAlslkGDRoELZt2+bRbsuWLRgyZEiTt/FGo9FAq9V6/PkSh9voAZOVQ+KJiIiIiIj8Vb0C9vvuuw9HjhyB3W5HcXExFixYgNzcXNx7771Sm8ceewxr167FDz/8AJvNhmXLlmH37t145JFHmqWNv7G7pdjLWXiOiIiIiIjIbynr03jGjBm4//77pXXOBw0ahM2bN6NPnz4ebRYtWoS5c+eiuLgYcXFxWL58OUaMGNEsbfyN+/R8VoonIiIiIiLyX/Vah93FarVCpVLV2q68vByBgYEtpo03vrYOe5nZhp7//BUAsPTugRjbPbaWWxAREREREVFL0mjrsAOoU7AOoE4BdFO28Qfuc9g5JJ6IiIiIiMh/XVbROWp6Drc6c6wST0RERERE5L8YsPsYjyrxNlaJJyIiIiIi8lcM2H2MR8DODDsREREREZHfYsDuY9xWdeMcdiIiIiIiIj/GgN3HuBf157JuRERERERE/osBu4+xs0o8ERERERHRFYEBu49xHxLPDDsREREREZH/YsDuYxwO9yHxrBJPRERERETkrxiw+xjhXnSOVeKJiIiIiIj8FgN2H2P3WIedATsREREREZG/YsDuY9zXYWeGnYiIiIiIyH8xYPcxXNaNiIiIiIjoysCA3cd4Voln0TkiIiIiIiJ/xYDdxzi4DjsREREREdEVgQG7j7E7GLATERERERFdCRiw+xjhMSSeATsREREREZG/YsDuYxwsOkdERERERHRFYMDuY9yLzlntAjY7C88RERERERH5IwbsPsZ9DjsAmGwM2ImIiIiIiPwRA3Yf474OOwCUWzgsnoiIiIiIyB8xYPcxlRLsnMdORERERETkpxiw+xhHpQw7A3YiIiIiIiL/xIDdx1QO2LkWOxERERERkX9iwO5jHJVqzHEOOxERERERkX9iwO5jqgyJZ5V4IiIiIiIiv8SA3cdUGRLPDDsREREREZFfYsDuYwSrxBMREREREV0RGLD7GLuDVeKJiIiIiIiuBAzYfQyrxBMREREREV0ZGLD7mEoJdgbsREREREREfuqSA/YVK1YgOjoa9957b5Xr1q9fj+HDhyMxMRGjRo3Ctm3bmrWNPxGVq8RbWSWeiIiIiIjIH11SwH7q1Ck8++yzSEpKgl6v97hu27ZtuPHGGzFz5kxs3rwZw4cPx4QJE3D8+PFmaeNvKmfYOYediIiIiIjIP8lE5ZRtLcxmM4YOHYpnnnkGK1euREBAAL799lvp+ilTpgAAfvzxR2lb3759MXDgQCxdurTJ29RGr9cjLCwMOp0OWq22jkeh+fxw+Dwe/fKgdPnOoW3xr+m9mnGPiIiIiIiIqD7qGofWO8P+17/+Fb1798att97q9fpt27Zh3LhxHtsmTJjgMVS9Kdv4m6pD4plhJyIiIiIi8kfK+jT+4Ycf8OOPP+LQoUNerzcYDDAYDIiNjfXYHhsbiwsXLjR5G2/MZjPMZrN0ufKQ/paOVeKJiIiIiIiuDHXOsGdnZ+O+++7DihUrqk3Zu7K/CoXCY7tSqYTD4WjyNt68+uqrCAsLk/6SkpKqbdsSVX5ozLATERERERH5pzpn2Pfu3YuioiJMnz5d2qbX6yGTyRAdHY2DBw8iMTERAQEByM/P97htfn4+WrVqBQAICQlpsjbeLFy4EE888YTHY/CloN3OKvFERERERERXhDpn2CdPnoycnBycOHFC+hs9ejQmTpyIEydOIDExEXK5HIMGDcL27ds9brtlyxYMGTLEeYdN2MYbjUYDrVbr8edLKs9h55B4IiIiIiIi/1TngF2tViM6OtrjT6VSSdvlcmdXjz76KNasWYOffvoJdrsdn332GZKTk/Hwww9LfTVlG3/jWtZNrXQe73ILA3YiIiIiIiJ/VK+ic3Uxc+ZMZGZm4s4774TBYEBkZCSWLl2Kq6++ulna+BtX0blgtQIWmwMmGwN2IiIiIiIif1Tvddjdueawh4aGVrlOCIHS0lKv1zVHm+r42jrsnyWfw3NrjyExPBDZJeVICAvAzoVjm3u3iIiIiIiIqI7qGodeVoa9po6rC+Sbq42/cFSMiQ9QOYfEW+yXfL6FiIiIiIiIWrA6z2GnlsE1JF6lkHtcJiIiIiIiIv/CgN3HuIrOKeSyissM2ImIiIiIiPwRA3Yf4yo5oKzIsNsdDNiJiIiIiIj8EQN2H+MK0NWKigw7A3YiIiIiIiK/xIDdx7jic2XFuvd2DoknIiIiIiLySwzYfYxDGhLvyrA3594QERERERFRY2HA7mNEpSrxzLATERERERH5JwbsPubikHhnhp1F54iIiIiIiPwTA3Yf4wrQXRl24GLWnYiIiIiIiPwHA3YfIyrNYQeYZSciIiIiIvJHDNh9TOUq8QDnsRMREREREfkjBuw+xiEVnbuYYWeleCIiIiIiIv/DgN3H2EXVOezMsBMREREREfkfBuw+xhWbcw47ERERERGRf2PA7mMcXqrEOxiwExERERER+R0G7D7GFZsr5G4Zdg6JJyIiIiIi8jsM2H2Mq+icQiaDTOa5jYiIiIiIiPwHA3Yf4wrO5TJn0A6wSjwREREREZE/YsDuY6SAXS6DvGJYPIfEExERERER+R8G7D7GNYddLpO5ZdgZsBMREREREfkbBuw+RrgPiXdl2BmwExERERER+R0G7D7GFZzLZDK4CsVzSDwREREREZH/YcDuY9yXdXNl2DkknoiIiIiIyP8wYPcx7lXi5a457IzXiYiIiIiI/A4Ddh8j3IrOyTmHnYiIiIiIyG8xYPcxrgy7zL1KPOewExERERER+R0G7D7GlU1nlXgiIiIiIiL/xoDdxwi3onPyimePVeKJiIiIiIj8DwN2H+N1SDwz7ERERERERH6HAbuP8agSzyHxREREREREfqteAbvRaMQbb7yBkSNHolu3brj++uvxxx9/VGm3ceNGjBkzBh07dsSkSZOwe/fuZm3jT+wO579ymUxa1o1D4omIiIiIiPxPvQL2f/zjHzAajXjzzTexZs0a9O/fHxMnTsSOHTukNrt27cKUKVMwbtw4rF27Fj179sSYMWNw8uTJZmnjb4Rbht01JJ7xOhERERERkf+RCVH3cM/hcEAu94zx27Rpg/vuuw/PP/88AOD666+HxWLBL7/8IrXp1asXhg8fjo8++qjJ29RGr9cjLCwMOp0OWq22roei2cxZtgebTubjjZl98MmOdKRc0GPFvYNxTZdWzb1rREREREREVAd1jUPrlWGvHKz//vvvyM3NxTXXXCNt27JlC8aPH+/RbtKkSdi6dWuztPE3runqcpkMClaJJyIiIiIi8lvK+t7g5MmTGDt2LMrKymAymfDJJ59g1KhRAACDwQC9Xo+4uDiP28TGxiI7O7vJ23hjNpthNpuly3q9vh6PvvlJRefkYJV4IiIiIiIiP1bvKvEdO3ZEcnIytm3bhqeeegr3338/tm3bBsA5ZB4AlErP8wAqlQp2u73J23jz6quvIiwsTPpLSkqq4yNvGS5WiZexSjwREREREZEfq3fArlQq0bp1a/Tq1QsvvvgirrnmGrz55psAgNDQUGg0GhQUFHjcpqCgAK1atWryNt4sXLgQOp1O+svMzKzvIWhWDrcq8VKGnUPiiYiIiIiI/M5lr8MeFBQEo9Ho7Ewux8CBAz2qxgPAtm3bMHjw4CZv441Go4FWq/X48yXeM+zNuUdERERERETUGOoVsD/22GNIT08H4Fxe7JtvvsH69esxa9Ysqc2CBQuwZs0aaX32b775Btu3b8f8+fObpY2/EVLROecfwAw7ERERERGRP6pX0bnhw4djypQpyM7OhtlsRmJiIt555x3cf//9UpvbbrsN6enpmD59OhwOBzQaDT788EOMHj26Wdr4G1dFeJlMBoWcQ+KJiIiIiIj8Vb3WYXcxGAxQq9XQaDTVtrHZbCguLkZkZCQUCkWzt6mOr63DfuMHO3AwowQf3TkAnyWfw7bTBXjr5r6YcVXr5t41IiIiIiIiqoO6xqH1XtYNcBZ8q41Sqayx+FtTt/EXroLwCvnFDDurxBMREREREfmfyy46R01LuBWdY5V4IiIiIiIi/8WA3cc4pDnsYJV4IiIiIiIiP8aA3cfYvazDbmeGnYiIiIiIyO8wYPcxwmMdduc2B+ewExERERER+R0G7D7GNSReLncG7e7biIiIiIiIyH8wYPcxrmS6XMYq8URERERERP6MAbuPcQ1/Z5V4IiIiIiIi/8aA3cdIQ+JZJZ6IiIiIiMivMWD3MdKQeDkz7ERERERERP6MAbuPcXhUieccdiIiIiIiIn/FgN3HCKnoHKCoePYYsBMREREREfkfBuw+xu5WdM61rJvgkHgiIiIiIiK/w4Ddx7iGxMtkF9dhtzNgJyIiIiIi8jsM2H2Ma/S7Qu6+Dnsz7hARERERERE1CgbsPka4FZ1zBeysEk9EREREROR/GLD7GLv7OuwyVoknIiIiIiLyVwzYfYzD4ZrDLmOVeCIiIiIiIj/GgN3HXFzWTQaFjEPiiYiIiIiI/BUDdh/jCs4VMhlkHBJPRERERETktxiw+xhXbC6Twa3oXDPuEBERERERETUKBuw+Rio657asm4MROxERERERkd9hwO5jhLcq8ZzDTkRERERE5HcYsPsYVzJd4VYlnhl2IiIiIiIi/8OA3ce4is7JZDJm2ImIiIiIiPwYA3YfIoRwW9btYtE5VoknIiIiIiLyPwzYfYh7XC6XuRWdY4adiIiIiIjI7zBg9yHugbncbR12h6O59oiIiIiIiIgaCwN2H+IRsMudhecAzmEnIiIiIiLyRwzYfYioMiTe+X9WiSciIiIiIvI/DNh9iHtxOTmrxBMREREREfm1egXs58+fxzPPPIOhQ4diwIABePDBB5GZmVml3R9//IEJEyaga9eumDp1Kvbt29esbfyF+5B4GavEExERERER+bV6Bew33ngjoqOjsXjxYixZsgSZmZkYMWIECgsLpTa7d+/GpEmTMHLkSKxatQodO3bEqFGjcPr06WZp409YJZ6IiIiIiOjKIROi7tGezWaDUqmULhsMBkRERGD58uWYPXs2AOCGG25AeXk5NmzYILXr2bMnrr76aixZsqTJ29RGr9cjLCwMOp0OWq22roeiWZQYLej34kYAwJlXJuOnoxfwyJcHMbRDJFY9MKyZ946IiIiIiIjqoq5xaL0y7O7BOgDY7XYIIaBQKKRtW7ZswcSJEz3aTZo0CZs3b26WNv7Ecw47pDnsXNaNiIiIiIjI/yhrb1K9559/HuHh4ZgwYQIAZ8Zdp9MhLi7Oo11cXByys7ObvI03ZrMZZrNZuqzX6+vzkJuV+5B4mXuVeA6JJyIiIiIi8juXXCV+yZIlWLJkCVauXInIyEgAgKMi1Vs5E69SqWC325u8jTevvvoqwsLCpL+kpKQ6PuLm55q9UDF1nVXiiYiIiIiI/NglBeyffPIJHnvsMXzxxRe47rrrpO2hoaHQaDQeRegAoKCgAK1atWryNt4sXLgQOp1O+vNW5b6lcmXYXcXmpKJzrBJPRERERETkd+odsC9btgwPPfQQVq5ciZkzZ3p2JpdjwIAB2Llzp8f27du3Y9CgQU3exhuNRgOtVuvx5ytcQ99lFZl1uZwZdiIiIiIiIn9Vr4B9xYoVePDBB7Fy5UrMmjXLa5v58+dj9erV2Lp1KwBgzZo12LZtGx566KFmaeNPXEXnXEPiFa4h8Sw6R0RERERE5HfqVXTuwQcfhEwmw1NPPYWnnnpK2v7444/j8ccfBwDMnj0bZ8+exeTJk6FQKCCTyfDuu+9i7NixUvumbONPXIl019x1DoknIiIiIiLyX/Vah/3cuXPw1jw8PBzh4eEe2ywWCwoLC9GqVasqheGao011fGkd9vSCMoxatBkhGiWOvTARO88U4PaPd6NTTAh+e+La5t49IiIiIiIiqoO6xqH1im7btm1b57ZqtRrx8fEtpo0/cAjvQ+K5rBsREREREZH/ueRl3ajpSQE7q8QTERERERH5PQbsPsRRaQ47q8QTERERERH5LwbsPqTaIfGsEk9EREREROR3GLD7EFdgLqtUJd7OIfFERERERER+hwG7D3Fl2F2ZddfQeA6JJyIiIiIi8j8M2H1IlSHxLDpHRERERETktxiw+xBXXC6TMuzOy8ywExERERER+R8G7D7k4rJuqPiXGXYiIiIiIiJ/xYDdh4hKc9ilKvGM14mIiIiIiPwOA3YfYq+oEi9nlXgiIiIiIiK/x4Ddh7iGxFfE69KQeM5hJyIiIiIi8j8M2H3IxSrxlYbEM8NORERERETkdxiw+xBXIt0VsLuKzzHDTkRERERE5H8YsPuQi1XiXcu6Of8V4mJBOiIiIiIiIvIPDNh9iKu4nGv9ddeQeICV4omIiIiIiPwNA3YfUnVI/MWAnZXiiYiIiIiI/AsDdh9yseic87JCLqtyHREREREREfkHBuw+xJVEl1WqEg8ww05ERERERORvGLD7EFdQ7sqsy92ePV+pFG+1O1BitDT3bhAREREREbV4DNh9iKg8JN696JyPZNjnfbYfQ175HXkGU3PvChERERERUYvGgN2HVBkS74NF546f18NscyC9wNjcu0JERERERNSiMWD3IZWLzsnc57D7yJB4s83u8S8RERERERF5x4Ddh7gCdvfMuuv/PhKvw2R1AADMFf8SERFRyyKEQHpBmTQVj4iImg8Ddh9yMcPuFrBX/N8XhsQLIWCqyKybmGEnIiJqkZZuT8OoRZvx7f6s5t4VIqIrHgN2H+KoSEq7D4V3VYr3hYDdYndIIwGYYSciImqZUvNKnf/mlzbznhAREQN2H1J5DjtwMcPu8IFha2abw+v/iYiIqOVwfUcbzRwNR0TU3Biw+xBXTC73yLD7zpB4k/XiFz+LzhEREbVMru9ro4Xf1UREzY0Buw+xe5vDLvehDLuVGXYiIqKW7mLAbmvmPSEiIgbsPsTbkHi5VHSuOfaoftyz6pzDTkRE1DK5VnRhhp2IqPkxYPchDm9D4n1oDrvJI8POHwFEREQtkWslF2bYiYiaX70D9m3btuH2229Ht27dsG7dOq9ttm/fjuuvvx59+/bFzJkzcfjw4WZt4y9c66HK3Z41hQ9ViXefw25ihp2IiKhFYoadiKjlqFfAvnjxYixcuBCTJ0/GyZMnodPpqrTZv38/xo0bh169emHJkiWIiorCNddcg7NnzzZLG3/iqAjKZV7WYfeFDLtnlXj+CCAiImqJzCw6R0TUYtQrYH/ooYewfft23HHHHdW2efnllzFixAi88sorGDZsGJYsWYL4+Hi8+eabzdLGn9grYnKFX1SJZ4adiIioJWLROSKilqNeAbtGo6m1zaZNmzBp0iTpskwmw+TJk7Fp06ZmaeNPhLd12H2oSryJVeKJiIhaPBPXYSciajGUDdlZaWkpSkpKEB8f77E9Li4OWVlZTd7GG7PZDLPZLF3W6/X1fJSXbkdqAcKDVOiZEHZJt3d4W9bNh6rEe2TYrfwRQERE1BJJGXarHUIIj6l4RETUtBq0Srzd7vyAV6vVHts1Gg1sNluTt/Hm1VdfRVhYmPSXlJRU9wd4GQpKzbjrkz2499O9l9yHa9S7zEeHxHvOYfeBMwxERERXGCGEFLDbHQIWX8gIEBH5sQYN2ENDQ6FWq1FQUOCxvaCgAFFRUU3expuFCxdCp9NJf5mZmZf2YOspV2+C3SGQqzdLxePqyxWUK9yeNdfweN8YEu8+h50ZdiIiopbGahdw/5nCYfFERM2rQQN2uVyOq666CsnJyR7bd+7ciYEDBzZ5G280Gg20Wq3HX1MwmC5m/U2XGKwKL0PifWoddhuXdSMiImrJKv9GMXIKGxFRs2rQgB0A5s2bh++++w579uwBAPz888/YsmULHnzwwWZp01K4B+yXukyKtyHxCl8aEs+ic0RERC2audIJdaOZleKJiJpTvYrO7dq1C3PmzJEuP/3003jppZcwa9Ys/Otf/wIA3HPPPTh9+jSuvfZaaLValJWV4fXXX8fEiROl2zVlm5bCYLJK/zea7UBI/ftw+HqVeBuHxBMREbVkpkoZda7FTkTUvOoVsPft2xdr166tsj08PNzj8ssvv4y///3vyMvLQ3x8PAICAqrcpinbtAQeGXbrpZ2tdiXRvQ2J94WaMB4Zdg6JJyIianEqn1Av41rsRETNql4Be1BQELp161antsHBwWjfvn2LadPc9OUXM+xll1jAxSEVnfPRIfEeGXYG7ERERC1N5Roz5cywExE1qwafw07eGdzmgF3ql59r2Lv7cqgKXyo65zGHnT8AiIiIWprKQ+LLGLATETUrBuxNxGMO+yUOL/M2JN71X1/IsHsu68YMOxERUUtTNcPOIfFERM2JAXsT0TdAlXjh60Xn3AJ2i81xyevRExERUeOokmHnOuxERM2KAXsTcZ/DfqkBuyuLLveyrJsvBOyVs+oWX6iUR0REdAWpvA57OddhJyJqVgzYm4jnOuyXOSRe7ptV4iuftWeleCIiopal8pD4Mq7DTkTUrBiwNxHPOeyXV3TO65B4HxheXvlHAAvPERERtSxch52IqGVhwN5EDA06h91Lht0nhsRXyrCz8BwREVGLUjVgZ4adiKg5MWBvIvoGrBIv85jD7vzXN6rEM8NORETUklU+mc4MOxFR82LA3gSsdodHsHrJRecqsugKny065/m4KwfwRERE1LxcGXaN0vkTsZwBOxFRs2LA3gTch8MDl/7l521ZN5lUdM4HAnZm2ImIiFo0V8AeFawGAJRxSDwRUbNiwN4E3AvOAZf+5eeoiHfdq8S7su0+EK9LS8WEapQAWCWeiIiopXENiY+oCNiZYScial4M2JtA5Qz7pQyJN1nt0rB3mQ9Wibc7BKx25z5qA1UAWHSOiIiopXFl2COlDDsDdiKi5sSAvQnoyz0z7PUtOvfpjjT0/Oev2HwqH4BvVol3rzobHuQK2PkjgIiIqCVx1ZeJvIwMu8Mh8L9tZ3Ewo7hB942I6ErEgL0J6C8zw77zTCHsDoF8gxlA5aJzzn9b+hx292y6NoAZdiIiopaoaoa9/tP49qYX4aUfU/Dc98cadN+IiK5EDNibgGsOe9Qlnq3OLzV7XPbFIfGuHwAqhQxBagUAzmEnIiJqaUwVJ9Mjg5y/WS5lGt95Xbnz3xJTw+0YEdEVigF7E3DNYY/VBgAAysz1O1vtyqy7+PKQ+AClAhqV82XHIfFEREQti5RhD3EG7BabAzZ7/U6wF5ZaAADFRku9b0tERJ4YsDcBfUWGPVarAQCUW+seqAohkFclYHf/v29k2F3D3zUqBTRKZ4ad67ATERG1LGZXwF6RYQcAYz1+twBAQUXALgRQVGZpuJ0jIroCMWBvAq4Me1yYM8NutQtY6jh/W2+yVWnrsayb3DeWdXOdsdco5dAomWEnIiJqiVwn07WBKuk3htFcv+/rQrepfJWn9RERUf0wYG8CBinDHiBtq+s89srD4QFfHRLv/AEQoHIP2Jlhv5I88dUh3PLfXXU+WUVERE3PVHEyPUAll2rO1Hd1m0K3rLq33zFERFR3DNibgCvDHhmshkpRcbbaWrcvv9oCdleV+OqGxJus9hYxf8ws/QBQQKOqKDrHwO2KoTNasfpgNnanFeH4BX1z7w4REVXj4og4hVvAXt8h8Wa3/3NIPBHR5WDA3gRcc9i1ASoEVgSrZXUcXpZnqFph1WMOe8UFb8u6GS02XPP6Jsz676767nKDu5hhV1zMsNdzThz5rhM5F4P0U7mGZtwTIiKqifuIuGC1EkD9A/ZCtyC9gEPiiYguCwP2JuDKsIcGKBFU8eVXeUi8ze6Qzmq7qzXDXsOQ+JM5BuQZzDiYUVLvyvQNzZVh1yjlCGCG/YpzIudikJ6aV9qMe0JEvmTd4fP4+5qjsLaAkWJXCvcMe2BFhr0+a7ELITwz7BwST0R0WRiwN4GLAbsKQRrv88Ee+vwAhrzye5UA3VuxFq9F57xk2M8VGqX/ZxYbq1zflKRl3dwz7AzYrxjMsBPRpXjlpxR8sTsD21MLmntXrghCCOm7OUClQFigCoBnxrw2ZRa7x/c7M+xERJeHAXsjE0JAV+4cEu/MsFedD2a02PB7Si505VbsSSvyuL33DPvF/8tqyLB7BOxF5Zf+IBrAxR8AF4vOeRtRQP4p5cLFIP10btNn2I9l63CusKzJ75eILl2Z2YYLOue0sBMXeKKvKbgH2gEqObrEhgIATtSj9khhae2JB2oeeXoTfjp6AaKFFyomIk8M2BvZ9tQCFJVZoFHKkRgRKA2Jdw/Y/zyvl5Zlc89EAhcDdoW8amV4wG1IvJdktXuAklHU9Bl2o8UmFbyTMuzKi+uwM8N+ZXA4BE66DYnPLilHaRNO0bigK8eMD3Zi9v9280cKkQ9JK7j4HVb5u5Eah9nqHrAr0D3eGbCn1OP4V86oFxhYdK4lMJismLlkF+Z/fgC//pnb3LvTYLJLyrkSAfk9BuyN7N3fUwEAtw9pA22ASsqwu88HO5xZIv0/pVIWwfUh1CE6WNrmFq9LVeK9BSLpbgF7ZhMH7Kl5pej/4kY89/2fAC4WsdGo5NCouA77leRckRHlVjs0SjmiQzQAgNNNOCz+cKYOFrsDWcXlyNXzS53IV3gE7MywNwnXkm4KuQwqhRzd47UAnL9N6nrC01UV3vV7h0Pim4/V7sDS7Wn48cgFPLvmmJS82XXGP6aYbDmVj1FvbMKQV37DnGV7kMJVaMhPMWBvRMlnC7EnvQhqhRzzrukI4OIXmHvRuSNZOun/1WXYXV+aQKV12GuoEu8+JD6rieew/56SC7PNIQ29ulh0zr1KvG9k2IUQyNGZWsTyeL7INZSyS2wousU5szVNOSzePbtfnywRETWvs/kXA/Yz+aWwcFRWo7s4Gs75Pd0lNhRyGVBUZqlzFtM13901nL7IaOH3ZzNZtTcT/1p/HAu+OIAfDp+Xtu87V9yMe9UwjmXrMH/lfljtAg4BbDqZj3uW7YHOaG3uXSNqcAzYG9H/tp0FANwyKAlxYQEA4HVI/OGsEun/WcXl0jJwVrsDRUbnF1+3imFpgOfw+OqqxBtMVhSWXRyG1tRz2F2PSVduRUaRsdKybr41JH5l8jkMffV39HtxIx798qBUk4BqZrE5sC+9CLsr6jJ0iwtFp5gQAE1beM79JBizdES+I63g4ok9m0PgTD5XmGhs7t/Vrn/bV4zwO17H7KVrDnvnmBDIZYAQkH7LUNPa8GcOACC4Ill0z/B2AICUC/omnZrW0IwWG+5fsQ9lFjuGd4zCr49fgw7RwcjVm/Hi+uPNvXtEDY4BeyOx2BzYkVoIwDkc3sWVYT9XWIaX1h/HgYxiKRMeHuSsxnqqIiNYWGqBEM4AvVOrEKkPuceQeO9V4l19upLxmcXGJp2/ezjz4qiBw1k6t2Vi5G5V4lv+kHghBJZuTwMAlJpt+OHwebz922np+nyDGS+tP44drGBcxdu/n8LMJbvw6c50AEC3eK2UcTmZW/fhlZfLPcPOebBEvuNsxZB413deQ71/hRB4/ZcTWLLlTIP050/cV3RxcR8WXxeuZEGsNgCRwWoAnMfeHAwmK5LPOn+Hfv/wCBx4bjz+7/qeSAwPhEMAhzJKmncH6yCj0Cglsdz9d8tZXNCZ0DoiEEvuHICucaF4Y1YfyGTAdwey8GvFiQoif8GAvZEczipBudWOqGC1NAwYgLSm6aq9mfjf9jTc9lEyAKBdVBCuahMBAEipCDBcw8+iQ9RoFaqR+pDJqhags1eKfVwBe88ELWQyZ0bfPePemApKzcguuZjRP5pV4plh96F12PemFyO90IhgtQKLZvUFAHy++xzy9CYcy9bh+ve243/b0zD/8wM+fba6oQkhsOZAtnRZKZfh6s7R6BLrPPG07XQB+rywAV/szgDgnLLx5Z4MadhkRqER50suf1RIucWONLdaDu7BOxG1XEIIpFUMiR/cPhJAw42Q2XmmEB9sPoPXfj6Bgxm+PzS4IUkn11UXfx66AvYTOfo6nWh1VYWPClFLdUtYKb7pbTtdAKtdoH10MDq2CpFOngxo6/ytub+Jh8X/eOQCPtx8xusyxN6kXNBj7Fubcet/kz2mfebqTfhoq3ME68LrukMb4Ex2DWgbifuv7gAA+Os3h5FewJVhyH/4fMC+a9cuzJgxAwMGDMCtt96KY8eONfcuAYCUcR3WMcojwA6uGBLv4gpa+7QOR9c4z+VT8kudy9m0CtUgKtgtYHe7fXUZdlfBuS4xoYgNdQ7Hb6rCc0fchvgDFRl2m+usvW8t6/b1vkwAwNQ+CbjpqkRc1SYcZpsD96/Yhxkf7JSWHNKVW7Ey+Vxz7mqLcjRbh/M6E4LUChx4bjz2PzceXWJD0bt1GAa3j4RMBhhMNvzzh2NIuaDHHf/bjYWrj2L5rnPI0Zkw6e2tmPCfrTh+/vIyaqfzDBACUFe85lLzWsY82DP5pdh+umlGZby/KRVX/Wsj9qUX1d6Y/FZdfyS3FPmlZhjMNshkwKSecQAunsy+XK4ThQDwzu+na2h55TG5lmBVXsyw96gI2HekFuLq1zdhxgc7pN8T3gL4Qilg10gBewGreDe531KcleDHdovx+B06sJ0zYN93rgg7UwuQmtf4J7ILSs14/KuD+PcvJ7D5VF6dbvP1vkxY7QLHL+ix+kAWAOfr7aUfU1ButWNA2whM7h3ncZu/TuiKq9qEw2Cy4cGV+5GnNzX4Y6HGdfy8vsnrbvkCnw7YDx48iNGjR6NTp05YvHgxQkJCMHLkSKSnp9e7L/cicA1h5xnnMKThHaM9truGxAPOQDw0wBnA90sKlzLxJyp+lLiGn8WEBiAqRC3dzuQWcLiGClYuOpdRkWFvGxWMNpFBAIDM4qaZx+4aDt8r0fklfyxbh50VJzDiwwIRIFWJb/7AaW96EZ74+hCe/Pow3vj1hMdJjVKzDT8euQAAmDWwNWQyGR4b1wWA8ySExe7AuO4x+Oe0HgCcNQsa+nXkq1zD0UZ1bYXIYDXCAp1nwDVKBb6eNwwpL07CNV1awWoXmLVkF9IrXq+f7kzD0u1nYbTYUWq24d5P9+L5749hzJubsfZgdrX3Vx1XRm5g2wiEBigbfR6sxebAE18dwowPduDb/VkoLrNUOTFVXGbBzA934o6lu7HpZB7sDoGv92ZiT1rDB9QXdOV4+/fTKCqz4G+rj7aIkxXkZLM78PXeTNzw/g58vrtxTvY5HAJrDmbh2jc2Ycybm5HrQz9eXdn11hGB6JMUDgD4M1uHY9nOKVaXegIi32CWPp9kMmehKveVWq50F4fEV82wF5SakVVcjgMZJZj67naMf2sLuj//C55be8zjc85VdC46+OLowNoqxXPJzYZldwhsOuEMjMf1iPW4zpVh33a6ALf/bzemv78TeQbvnw1Giw0PfrYfCz4/cFnTGL/ZlwVrxVDQlckZtbR2fj6uO3xBuvyfjadgstqxZMtZrDt8HnIZ8I8p3T1ORADOk/MfzB6A6BA1TuQYcM0bm/DazydQUk0NBRZD9LT9dAHe/u00jJbGHTGabzB7fc8fzCjG1He34Yb3drB4YCXK2pu0XC+99BKGDRuG119/HQAwcuRIbNu2DYsWLcJ7771Xr75W7k7Hk1MiGmS/jBabNMxuRKcoj+uC3DLstwxMwrgesVh3+DxuHpQkDQE+mqXDgi8OSMHigLYRHoG++wePq0q8Q3jPsLeNCsK5okDsSW/6DPuM/q1xNv8kjBY7jBY7OrQKxrjuMVJWuqmrxGcUGmGx29GxVQisdoFlO9Lw+q8nPU52LNlyFjf2T8RfJ3TFSz8eR7nVjg7RwdIX3DWdozGlTzyOZevw1wldMbVPPGwOgU92pCGzqBz//uUEnpvaw6MwoMMhkHy2EEmRQUiqOHnir8w2O+QyGX455vxBPLFnnNd2ASoFnp/aA5MWb5WmEgSo5MgsKpdqBkQEqZCjN2HFLmcw88x3R9ArUYtOMaFe+/TGdfKrW5wWNrvAnvQinMjRe6y6cLmsdgdS80oRE6rBC+uOS5V4D7jND+wQHYwx3WJw9/B2+GBzKoorvohe/jEFO7sW4ONtzsc8rW8CbhmYhB4JWkQGq1FmtuH1X07AbHNg4eTu0omPunrn91QpSE/NK8XH285i7sj2KCyz4FxBGUIDVOgYE4xAlaLKD5/GsjO1AB9uOYPB7SJx94h2UMnlsDkcCA2o32OrjdXuwL70YmxPzUepyQaVQo42UUHoEa9F/zYR0nv0XGEZ/rX+ONpGBeOZSd2k0RgNraDUjLUHs7H6QDYyipw1RcoqTvAdzSpB++hgjxO8OToT3vj1JCKCVPjrxK7QKOXI1ZsREaySCnfWxGS14/4V+7DNbSTHQyv3Y9UDw6BWymEwWXE6rxQ94rUe85VbCteSbh2iQ9A1NhQqhQyFZRZMfXe71EYplyE8SIWHRnXCvSPa1fgaFkKgoNSCpdvTYHMI9G8TjvbRwVh9IBsPfLYPM65qjYTwQIRqlBjTPUYaZgs4g59v9mVi6fY0lFvtCFIrMLxjNCb1isOgdpGQy5x1OYpKLZDLZegep0VYUMO+npvKxXozF18TsVoN2kQGIbPYiLuHtcPBzBIcziyRCrB+lnwOe9KKML5HLHq3DpOGv0eHahBdkWxwfe+7ZJeU40JJOcKDVPh8dwa+2puJqX3i8fKNvaFSeH8PCiEa/XPqXGEZSoxW9E0Kh8FkxTf7stCndRgGtov02t5osWH94QuwOQSSIgMxqF1ki3g/fbztLIqNVoQHqTCwredv266xoQgPUqGk4nuo1GzDfzaewqsz+ni0E0Lgme+O4peKE1wxWg3+Oa1nvffF4RD4Ys/Fk5KbTuYhs8hY4++hHWcKUVBqRkSQ8/PuvM6EsW9ukaZb/t/1PdG/jfff7HFhAVhx7xD8Y+1RHMgowZItZ/D57nN4eHQnzB3ZHuVWO77am4k1B7NxKteAB6/tiEfGdG60z37AeSzP60yIDdVAWc3r22S1I09vRkJ4gNSmutf8n+d1+G5/Nq7vl4B+FSc0Xe2zS8qRcsGAbnGhtf7mtNod2JtWhGCNEvvOFeOlH49DCOBsQSkW39Kv2vebEAJHs3VIKyhDeJAaUcFqRIWoERsaIMUl1fnvljN49ecTGNI+Eh/dNVD6XWN3CPxj7TE4hLMOxuLfT13S662xlBidn+/aBvitYjBZ8drPJ6BRKjCzt/fPlsp8OmDftGkTFi5cKF2WyWSYPHkyNmzYUO++lm5Pw8jubRCkVkIhl0FvskrzXTu2CkFYoApyuXMIugwy2BwO2OwCNoeATOYsppZdXI4z+WUoLDXDahdIDA+Ustsu7metbrwqER1bhUhvtg7RwegWF4oTOQYpWL97WFs8eG1HjzdNkdtcdFeV+Fy9Cd8fykaQWolTuQapSnvbqCAkFTj34WiWDgcziiGTyaCQySCTOefAy2TOTIMMzv/b7AJpBWXIKjYiJECJiCA1wgNVyC81Y196MXTlVtiFwPmScuQbzOgWF4q+rcMRGaKGQibDwYpsxVVtI9ArIQx7Kobi/mVcFygVbkPibXZ8uz8L2cXlyC4xIqu4HCVGK7rEhqB7vBZxYQHQBqigUsihUsigVMihVsghlwOlJhtMNgfCAlUI0Sgqjq0dJUYrlAoZNEoFsoqNyNGZEKRRIvlsoXRMO8eEIL/ULH1ZTekTj14JYdh5pgDbThfg2/1ZWHMwG3aHgEohw3PTekjHXyaT4f3br/J4TlUKGZ4Y3wV/+eowPt2ZjoOZJYgOVsMunHPHdp0pxIkcA9QKOe4c1hbpBWU4mFmCYR2iMKhdBA5n6WAwWZEUGYQ2FX+hASo4hEDKBT2yissRGqBEq1ANOkSHQBuoRHGZFd/sz8QfJ/LQKSYEY7rGoF10MOQyGU7mGqCrOKkTow1Al9hQqUKs80EASrkcCjmgkMtRarKhyGiBQiZDoFqOAKUCSoUcJqsdAkB4oApqpbzi9e6AzSEu/t8uABkQpFLg52M5+GJ3BlQKGcosdqgUMozuFlPte65TTAjmjmyP/249i9sGJyEsUI0lW87AIYAOrYKxfM5gPPXtYUSHaJCnN2NPehEe/uIgZg9pA5tDIEitQKBaiWC1AkFqJdRKOfL0JuSXmhEVrEGMVoMDFSfOusWFwuZwYE96EbadKkDbqGCoK74Qc3QmFJVZYLTYIJPJEKhSQFduRX6pGTa7gFzmHBkTpHHel+s+BYDzJeX4dGc6stxGryjlMtw5rC1+OZYj/Ug9W1CGs9vTsCL5HKwVZ/RDNEqk5pUiNa+04rUFrDt8HusOn4dMBozsFI1cvQmnKpbASz5biL+M7wJtoArBaiWC1ArIZM7A5vtD51FcZkGf1uEw2ez4M1sHbaAKuypG+swe0gaf787AG7+exBu/nqz2OZHJgIggNSb3jsOIjtGQyWQoNlqQUWTE3rQinMw1oG1UEDq1CoFC7nxfhgYokV5oxMGMYhgtdihkMkSFqKENVKGw1AKDyQqZTIaYUA3aRQfjt5RcCOHM7rz9+2nYHM5jPKR9FBLCA3EsWwe7EIgMVqPcYkeZxYZ+rcPRLT4Up3NLYbU70CsxDEezdfjlWA7aRAZh1sDWsNoFisosaB0RiBy9Cd/uy6q2bkdieCCm9U2AQg4s33lOOml0/Lwej43rjBCN86tRCOfJUOcfADj/VchlUMplKLfYYbI5IK94Hjb8mQuZDLiuVzw6tAqG2eY8mZN8thCbTuTBVikrHB6kQpeYUOxJL8KjXx7CbYOTYLE7YLLYsfpgNgwm537tSS+CTCbD4cwSqBQy9EgIw/juMYgLC8Rvx3NRZrFdXEKrzIL20cHYm16EbacLEKhS4L6r22P5znQcyCjBjR/sQKtQDXadKYTZ5kBieCAeHdsJMaEByDeY8ed5HZQKOXpWnDRSKeRQVvwA05tsKDFaoCu3QqNSoGOr4Dr/eLE5BPalF+FIlg4RQSokhAc6A+QAJcorTuqWW+0IVCkQoFJgfcXndfvoYARrlPjozoFYtTcD204XSKus2BzOIPxf649j4/EcDO0QhahgtVRt1W53IK2gDCk5Bpy4oIfedPH7d/aQthjSPhI7UguQqzfjw80XC9AFqRW4tksrWO0O6E025OhM0vrVLqdyS/HpznREBasRoFJ41G1RyGUY2DYCkcFqqJVydGwVgqTIQASqnL8vHEJASK8p50g5baAKJqsdhzN1MNscaBcVBLsQKCy1ID4sAJ1jQ2GzO2CxORCoViCruBw7zxQiWK3ANV1aITxIhXKLHfKK16ZKIXf+Xqn4bgcuFqF1/ZpwXXYI5w/I9AKjVCTUPcMuk8nw3UPDUWa2oV10MMw2O345liMFpgtXH8XJXANOVlr9IypYjfiwQACo+Jw0YkDbSJzONWDtoWxUHiTx9b4snC8xYVjHKNgdAnFhAbDaHTiapcPhLB1S8wzoFqfFpF5x2HQiD0eydeiZoEX76GAUlFpgsdmhViqgVsgRoHIe93bRQcguLpdqAoUEKJEUEYRioxUncvRIuaBHrt6Msd1iEKMNwNLtZ2G1CwxuH4n0gjLkVdzu+r4J6JsUDoXM+fyabQ7k6ExYczDb43OmdUQgnprYFe2igmFzOKArt0JXbkWJ0bliTnZxOTrHhuCqNhHYk16EjEIjrmoTgb5J4QjWKOBwAAazFedLTMjVO4uqtY8Ohs0hYLLaYbY6cCLHgP3nihGoVqBzTAi6xIagXXQwlHI5AIGz+WXS5/xTE7tWCRCVCjmW3j0Qp3JLERcWgDnL9uKrvZkY2sE5hTM8UAWFXIb1R5zfRwq5DHaHwLId6YgPC8CAthFQyuUw2xzIN5hhstqRGBGIyGA1bHbn56XV7kBJuRX6citydCZkFpVDG6BE17hQ7E0vxoMr9yOjyIjIYDVGdWmFnolhCFYrse10PoqNFuTqncd9Wt8E9G0djie/OSy9x+aMaIe7hrVDTXokaPHdQ8Pxe0oeFm04iRM5Brz68wmsOZiNXL1JOmkOAO/+kYofj1zANV1aIb/UjM0n8hAepMb4HrHoGOP8/a+SyyCXO387a1RyhGiUkMtkFb+HHLA7BKwVL+gQjfP9uelEHqx2gdaRgfg9JQ+peaWI1Wowpbfzu0cuk6FjTAgyi4xYf+SCdJIyJlSDa7u0woGMYmQUGdEuKhidYkLQOSYEEcFqZBaVY8WudNgcAst2pmF891hp9IvBZEN5xUk3pVyGWQNbQwhnXavIEDXitAGI1WoQGqBCmdmGlcnnpBGO7r4/dB5qhRwXdCbYHQLtooMRrFbALgRKTTYcO6/3uuZ964hAzLiqNXolaBEdqoFGKYdc5ny/mK127DtXLL02d6cV4Zb/7sKkXnEI0ShxrtCIP8/rEaCSw2R1YMWucygotWBvWhH6twnHxJ5xMFrsKDPboJDLcL6kHMcv6J2/O+Qy9ErQYnD7KIQHqXBBZ8Kmk3mAAMZ2j0HbqCCYrA6UW+woMlrwZ7YO+aVmdIkNRfvoYIQGKFFmtiNX73zfFZVZER2qRuuIILSOCMSetCJ8sj0NMhlw66A2CAtU4VSuAa1CNWgbFYwQjfN3aKw2ACEaJQQEhHD+hhAVvxtcn/kmqx3/98OfOF3x22/Z5rqtaiATPjoOqaysDCEhIfjss89wxx13SNtff/11vPTSS9Drvc99NZvNMJsvDs3S6/VISkpC0uNfQ65p2OznrAGt8UZFoTKX/eeKcdOHOxGqUeLoCxOr3MZmd2DzyXysP3IeA9tFYvaQNlKweOMHO3AwowS/PXGttDzWN/sy8dS3R7zef9fYUHz/8AisP3IBf/3mcIM+ttqolXIc/b8JWPTrSXy8LQ3d47X48ZGRkMtl0Bmt6Pti/U+qNMh+KeSwVARMrUI1+Mu4LrhtcJJ0jA9mFOP57//E0WwdVAoZPpw9oMpwsup8fygbC1cf9Viyz9v9XinGdovB0nsG1djG4RA4mFmMfkkRyNWbcPXrm2B3CLw6ozduG3xxdYU8vQmT3t7mcbKqPn54eASOZuvw7JrGqXHh+oJRyGV46+a+uKFfIgDn+9lgsiH5bCE+Sz4nTZW56arW6JsUhue//xMAcN/I9pjePxFLtpzBsWydxxdoq1AN1Aq5R0BQH9d2aYVP5wzC3OX78EfFEEmVQoakiCDoyq1NVozS3fV9E3D8gl46WdFYXD8GEyMCYbLacTa/DPvOFVdZmrFv6zCk5pVKGe/G0jcpHDMHtMawDlEQQqB1hPM7Z/r7O6oEO4BzWlFmUfklLyUZqFJg+b2DMbh9JDadzMPcT/d6BEkapbxFTE2qyesz++DmgUnSZbtDoNxqh8XmgNlmx8bjuXj5x5Q6PQ6ZDGgVokHfpHC8e1t/BKgUMFnt+C0lF3+k5MFosSM1v9Tr6zJUo8Rj4zpjYLtI5OhM+C0lFxuP50rPTYBKjjaRQSi32pt8GdWGppTL8MqM3h7HvSZ5BhN+OnIBJ3MN2HwyHxd0JrQK1SB54ViUWWx4cd1xrD6QVSVATwgLQEGZBd3jtZjaOx5vbTwlBRvNSS6DtK+xWg3yDGbU9Eu5TWQQOseE4HCWrtah/01per8E/KeGLKnLgs8P4MejF6q9/oXre+JcoRGf7Ei7rP2ZM6IdBreLxEOfH6jzbVbPH46r2kTgZI4BJUYLQgKU6JkQVq/7dTgEvj2QhZfWH5dO2nVoFYw5I9ojRKPAi+uOewTwzcl1cqQuesRrvS61qJTLkBQZJJ0AqE14kApKuRzlFhseHtMZCjnwyk8nar2dWilHv9bh0JusKCqzoKjMUuWkdHVuGZiE30/keX2//Gt6L2w9lY+Nx3Pr1JevitVq0CkmBNv+zETm4puh0+mg1VY/+tNnA3adTofw8HB89dVXuPnmm6Xtb7/9Nv72t7+hvNz7F+b//d//4YUXXqiyfdxrP8Mkc54dtNoFAlRydI0NhVwuw5n8UhjNdtjdzoor5DKo5M6sr0MImG0ORIdo0CU2BGVmO4wWG56b2sPr0NtdZwrRNS5UqthZV7aKM5auIi6Ac47qAyv2w2JzICJYhXKrAyq5DLOHtsG0PglQKuQoKDXjzqV7UFRmhkohrzjrI2AXrrM+zssCF4ffJEUGoW1kEIwWO3TlFhQbrQhWKzCwXSQSwgMhg3PYUUSQGseydTiRY4DBZIXdIRAaoMT4HnGY0iceF3TlWPTrKdx/TXt0i3MeCyEEnvz6MA5kFCMxIhCtw4OQGBGIxIpsy4kcA07nlSLfYEKp2VbxnDhgsV8c1RCqcWZU9eVWGCu+4ANVCoQFqmBzCJRb7FKfRosNoQEqzB3ZHgnhgdhyKh9RwWoM7RDlMXTdxe4Q+PXPHOfcydbh9XqO0gvKsOF4DkI0zqxTal4pokPVmD24LXadLcRXezPQoVUIRneNwW8puUgrKEPf1mFopQ1AVpERGUVGZBYbpddbp1Yh6NAqGGUWOy6UlONsQRnKLXZoVHIMaheJmwcmITWvFHvSipCjM8Fid6BLbAhitQEQwrmcX2peqZTVdR5/wC4E7BWZ8iC1QnotmqzOLJfNLhCgUsAhBHTlVtgcAkq5DEqFrCI7L5MuOxxAmcWGpIggPDSqI7QBKhzJLsHYbrGICwuo1/H7dEcaTuYa8H/X96wy7Df5bCH+ty0NKoXzTLczK2eTplyUW+xoFapBrFaDwlILCipGunSPD8WSOwZAb7LhkS8P4ILO5Hw92RwQwrn0UFSIWioI6Xq9xIRqoFLK4agIEFzv6zKLHUazDXKZDAFqBcZ0bYVbBrWBXQhpH7wRQmDD8VwczCjBQ6M6IlitwF++Pgy1Qo5/39TbIwuSUWjE1/sykas3SRmSN349ibP5pSiz2GA0Ox+zgECIRolJveLQIToER7JKoFEp0Le1czjnBZ0Jtw9pU/F6EDBanK+rIJVCuj+9yQqrzeH8LIDAyRwD1hzIlqbVhAWqEB8eiL6tw9AzIQyZFa9RIZxz9vUmK6JCNBjcPhLRwRpYHQ4UGMzQm2zOTHuACoBAWoERf57X4ao2EbimSyvYHQJZxUaEB6mhL7fil2M5MJht6Ns6DIEqBQrKLAhWKyCXy5B8phDnCo3oEhcKtUKGI1k6RIVocNNViTh+QY/fU/IQFaxGZLAaWcXlkMmAG/snYky3mCrZJZPVjnWHz+NgZgmEALrGhuCOoW1xOq8Ur/yUguyScpSZbZBBBrnMmV30GI0E5/vHZhdSNtghBLSBKozvHgu7cH5+6MqtUMnlaBsVhJ4JYbiud5yUBa8ss8iIpdvTIIRwjihSytEuKgg3XdUa50tM+PcvJ9ChVTDuGtYOJqsdO88U4KejOSgqs2B011aIDw/E6dxSqBQyaANVOJFjQEaREQuv64ahHS5Oy0rNK8WxbB0MZhv6JIahS2wo/rftLH4/kQeHcH5294jXSoWeylyfvw4HIJxZ4PAgFcICVSg12aTPo8oqxwfOjLJzacch7SNRZrbhfEk5zpc4P+Odo2UUCFQpUG511q/o1CoEg9tHYnr/xGqHSLucyS/FL8dykFlk9Di5IZMBrSOC0C0uFN3itOgYE1zrdAIhBHadKcSf5/UI1igRGuD869s6HBGVvrNdw0nNNgeGdoiSVoFJLyjD7rRCWOzObNTpPANy9SaYrA44hIAM7q8n54g9vckGGYDercOkbJNKIUdksArnCo1ILyxDoEoBtVKOMrMdoQFKjOwUDb3Jip1nCuFwCASoFRDCuV+u70pAVDwu1/8uft+7tivkMgRrFIjTBmBw+0jcObRdvT+7XewOgQMZxWgV4hxR45KaZ8C6wxeQUWSEXCbD3cPbok/rcI8hv0ezdPh0ZzrkFe+387pyyGQy9E7UondiODrFBOO3lDzsSC3AwLaRGN8jFscv6JGrd54gCFApYLE5P9vLzDacyDEgs9iI1uGBiA8PgAwy6MqtyCw2IkSjRPd4LbrHhyJIrcTnuzNwOteAx8Z2Rp+kcCzbnoaIYDXmjmyP07ml+GLPOZRVfC/b7QJKhQzRIRr0aR2GaX0ToFLIYbTYpDnWFpsDcrnz8zM80FnHJT4sAPHhgThwrhhHs3XoW1G7aE9aEdILne8lhVyGILUCcWEBiA0NwLkiIzKLjFAr5QhQKRCgkiM+LBBD2kfC5hA4nVuK03kGZBYZpedUBmfF9Ldv7YdgTe0DabOKjXhgxX5Y7Q5EBKuhM1phtNpwVZsITOoZh0m94mCxO/D+pjPYm1Ykff6rFDK0CtVAo1Qgs9gIfbkVyooROYqKocPaQCVKzc4pSe/ffhVahWrw9LdHYLTYMHtI24rPs0KczjOgqMyKIe0jEaPVYPtp50i4V27s1WDTIFzV5bvGhmLGVYnSd0OJ0YItp/JxKLMEASoFxveIRWGpBVtP5SPPYHKOKnU4fzPZBWC22mEw2SCEkB6v67eRgPM3RKBKgTHdYhAepEJagRHd4kIxrW8Cdp4pwO6zRQhUO1+rp3INCNYoMa1vAkZ2ikaIRok/TuRh/7ki9Gkdjl6JYcgoMuJ0rgFn8ktRarZDIQMm9YrHpF5x2JNWhB2pBWgf7czCawNUiNE63ws7zxRg9YFsxIQ6A8NioxV5ehNy9CaUmZ2f2wPbReDOoW0RrFHC4RCQy2UQQuDlH1NwOq8Uo7q2QligCumFRlhsDshkztGBMaEajO8Ri/Agt/paVjt+/TMHvxzLwfmSchSWWWC1O2B3VCzprJJDo1RgWt94PHRtR2SXlGPVnkwUGS0wmm0oNdvRLioICyd3xwVdOZ746jBaRwRiSp947EgtxOGsEkQEqRAaoILV7kBksBq9EsMQGaSG0WrH3rQiHM3WodxiR4BKjmu6tAIA/JaSJz0nGpUCIRoFusVpEavV4ESOAedLylFmdt4mVhuAOG0AIoLVyDc4V7zKKi5HkFqBh67tCI1KjlV7MqFWytEjXouCMjOyisphttmhL7ch1+A8tnK33wyu1bzcf0d0jgnBS9N7Iy4sADtTMjCiR1v/DdgdDgcCAwOxePFiPPTQQ9L2559/HsuWLUNmZqbX21WXYa/tQBERERERERE1BL1ej7CwsFrjUJ+tEi+Xy9GvXz/s3r3bY/vOnTsxYMCAam+n0Wig1Wo9/oiIiIiIiIhaGp8N2AFg3rx5+Pbbb7F//34AwIYNG7B582Y88MADzbxnRERERERERJfHp6vE33vvvTh58iRGjBiBqKgoFBcX49VXX8XkyZObe9eIiIiIiIiILovPzmF3ZzAYkJOTg8TERAQF1a/Se13nDhARERERERE1hLrGoT6dYXcJDQ1FaKj36rtEREREREREvsin57ATERERERER+SsG7EREREREREQtkF8Mib8crin8er2+mfeEiIiIiIiIrgSu+LO2knJXfMBuMBgAAElJSc28J0RERERERHQlMRgMCAsLq/Z6v6gSfzkcDgfOnz+P0NBQyGSyGtvq9XokJSUhMzOzQSvKDxo0CHv37m2w/tivU2M9X4DvHIPG7Lcx+uRz1nh9Nla/vvac+dKxbax++V3mW/362nvM1/r1pfcYwGPbWP3yOWu8PhurX197zrz1KYSAwWBAQkIC5PLqZ6pf8Rl2uVyO1q1b1+s2Wq22QV8YCoWiUZaUY79ODf18Ab53DBqj38baV4DPmS/tq4uvPGe+dmx96TnztWPga/36ynvM1/r1pfcYwGPbmP0CfM58aV9dfOU5q67PmjLrLiw61wIsWLCA/TZiv43B145BY/TrS88XwGPbmP02Fh5b33rOfO0Y+Fq/jcHXjoEvfSY0Fh5bPmeN2a8v7WtjamnH9oofEl8fdV3cnloGPl++h8+Z7+Fz5nv4nPkWPl++h8+Z7+Fz5nuupOeMGfZ60Gg0+Oc//wmNRtPcu0J1wOfL9/A58z18znwPnzPfwufL9/A58z18znzPlfScMcNORERERERE1AIxw05ERERERETUAjFgJyIiIiIiImqBGLATERERERERtUBX3Drsdrsdv/32G0pLS3HTTTd5bZOdnY2jR49CoVBgxIgRCAoKqra/ffv2ITU1FaNHj0ZsbOwl90PVKy0txcaNGxEREYFRo0Z5bXPixAmcOnUK0dHRGDJkCBQKhXRdeXk5vv/++yq3ufrqq5GYmOi1v19//RXFxcWYOXMmlMor7m1y2bKzs7F9+3b07NkTvXr1qnK93W7HwYMHkZWVhU6dOlVpk5GRgZ07d1a53YwZM6BWq+vcD9XdkSNHcPz4cYwaNQpxcXFVri8rK8OBAwdQXFyMq666Cq1bt/baj06nQ3JyMjQaDYYPH+7xfLnLzc3Fpk2b0KlTJwwcOLBBH8uVQAiBzZs3Izc3t9rPqby8PBw6dAh2ux0jRoyotopuVlYWDh48iMTERFx11VWX3A/VzGQyYcOGDdBoNJg4caLXNmfOnEFKSgq0Wi2GDRsGlUolXXf27Fns2bPH6+2uu+46r2v5bt68GTk5OZg2bRqCg4Mb5oFcQfLz87F582a0b9/e6+eUEAKHDx/GuXPnkJSUVOX9s3fvXpw5c6bK7VQqlcdv0Nr6obo7efIkDh48iGHDhqFt27ZVrjeZTDhw4ADy8/PRu3dvdOjQoUobq9WKvXv3Ii8vDwkJCRg4cCDkcu85zpKSEvzyyy9ISkrCiBEjGvzxXAl27tyJjIwMTJ06FSEhIVWuLy4uxsGDB2E0GjFs2DBERUVVaaPT6XDgwAGUlpaiY8eO6NGjxyX102KJK8gbb7wh2rZtK9q3by+Cg4O9tnn22WdFUFCQmDhxohgyZIiIjY0VycnJXtuePn1aREdHCwBi48aNl9wPeVdeXi7mz58v4uPjRXx8vBg7dmyVNiaTSdxwww0iMjJSTJ06VXTt2lX069dP5OTkSG0yMzMFADF58mRxyy23SH979+71er9r164VGo1GABAGg6HRHp8/OnPmjLjxxhtFUlKSCA4OFv/85z+rtDl79qzo3bu3aN++vZg6daqIiYkRt956q7BarVKbL7/8UqjVao/n65ZbbhF6vb5e/VDtNm/eLIYPHy46d+4sAIiff/65SpvffvtNxMbGiv79+4vrrrtOhIaGitdee61Ku48++kiEhoaKkSNHiuuuu070799fpKenV2lnt9vFqFGjhFqtFvPmzWuUx+XPPv74Y9GpUyfRsWPHaj+n/vOf/4igoCAxZswYcc0114iIiAjxyy+/eLSx2WxiwYIFIjg4WEyaNEmMHDlSTJkyxeM9VJd+qGYOh0M88cQTIiEhQSQlJYm+fftWaWO328Vdd90ltFqtmDx5sujVq5fo3LmzOHv2rNTmjz/+qPKZ2LlzZ6FSqURBQUGVPrdu3SoCAwMFAJGWltaIj9D/5OTkiNmzZ4uEhAQRERHh9XMqLy9PDB06VCQmJopp06aJpKQkMWHCBFFWVia1+e9//1vlOYuMjBTdu3evVz9Uu71794oxY8ZI32WfffZZlTa7d+8Wbdq0ET179hRTpkwRYWFh4plnnvFoc/ToUZGUlCS6dOkibrjhBtGmTRvRtWtXce7cOa/3O2PGDKFWq8VNN93UKI/Ln3399deiZ8+eolOnTgKAOH36dJU2K1asEFqtVowcOVKMGzdOhIaGii+++MKjzTfffCO0Wq0YMmSImDZtmggPDxfXXXedKC8vr1c/LdkVFbC/9957IjMzU3z44YdeA/bffvtNABBbt26Vtr344ouiffv2VYIAs9ksBgwYIF5//fUqAXt9+qHqlZSUiPfee0/odDpx9913ew3YX3rpJREVFSUuXLgghHD+AJ02bZqYNWuW1MYVsKekpNR6n5mZmSIxMVG88MILDNgvwYEDB8R3330nrFar6Nixo9eAfdKkSeLqq68WZrNZCCFEcXGxaNu2rXj77belNl9++aWIioqq8b7q0g/Vbt26dWLbtm0iPz/fa8ButVpFdHS0eOyxx6Rthw8fFmq12uMk5K+//ipkMplYu3attO3kyZNe33cvvPCCmDFjhhgyZAgD9kvwv//9T5w+fVqsWbPG6+fUkSNHhFwuF99884207aOPPhJRUVEeJ72ee+45ERUVJU6ePClt++WXX4TJZKpXP1Qzu90uFi1aJAoLC8WTTz7pNWBfsmSJCAoKEqmpqUIIZ5B/zz33iNGjR9fYd69evcTMmTOrbC8sLBTt2rUTr776KgP2S3D69Gnx2WefCZPJJEaMGOH1c+qee+4RPXr0EKWlpUIIIYxGo+jbt69YuHBhtf0WFBQIjUYjFi1adFn9UFW//fab2Lhxo3A4HNUG7J06dRJ33HGHcDgcQgjnif+QkBDx448/Sm2uv/56MXLkSGG324UQzsRQ165dxQMPPFClv/fff1+MGjVKXHfddQzYL8HKlSvFkSNHxK5du7wG7NnZ2UKj0Yh3331X2vbDDz+IgIAAkZWVJW2LiYkRTzzxhHQ5IyNDqFQq8cknn9Srn5bsiprDvmDBgmqHcQJAcnIy4uLicPXVV0vbbr75ZqSlpWHbtm0ebf/2t7+he/fuuO222y6rH6peWFgYFixYUOPwy+TkZFx99dXSEF6FQoGbbroJa9asgV6v92i7e/du/PDDD0hJSfHal91ux+23346FCxd6HUpDtevfvz9mzJhR4zSC5ORk3HDDDdJQ6fDwcIwfPx7Lly/3aGe327Fhwwb88ssvyMrKuuR+qGZTp07FyJEjq73+zJkzKCgowKxZs6Rtffr0QZcuXbBixQpp2yuvvILrrrsON9xwg7StS5cu6Natm0d/27Ztw9KlS/Hxxx834KO4ssydOxedOnWq9vo9e/ZAJpNhxowZ0rabb74ZhYWFWL9+PQDnVKHFixfjySefRJcuXaR2EydOlNa0rUs/VDu5XI4nn3wSkZGR1bZJTk7GVVddhY4dOwIAZDIZZs6ciU2bNiEjI8PrbXbv3o1jx47h/vvvr3LdnDlzcM8992Do0KEN8yCuMJ06dcIdd9xR4/rOycnJmDx5sjTVIDAwENOmTavxO2jlypUQQuCuu+66rH6oqrFjx2LcuHGQyWRery8sLERqaipmzpwptXFNdXA/1mazGW3atJGGwGs0GiQkJMBisXj0d+TIEbz00kv47LPPqh0uTzWbPXs2evfuXe31Bw8ehNls9vj9MW3aNADA119/LW2zWCxo166ddDk+Ph6BgYHSc1bXfloyvsLcJCQkoLCwEAUFBdK2EydOAAAOHz4sbfvpp5+wdu1avP/++5fVD12+hIQEnD59Gg6HQ9p24sQJ2Gw2HD9+XNomk8nw3nvv4YMPPsDQoUMxYcIEFBYWevT1wgsvICQkBAsWLGiy/b8SJSQkSO8HlxMnTuDo0aMQQkjbTCYTXn31Vbz66qvo2LEjHnnkEY/r69oPXZ74+HjIZDKPY11aWoqsrCzp88xms2HXrl2YMGECMjIy8P3332PPnj2w2WwefRUVFeGOO+7A0qVLawxe6PIkJCTAbrfj9OnT0rbK30EHDx6EwWDAhAkTcOjQIfzwww/4888/690PNYyEhASkpaV5BAWuY33kyBGvt1m6dCnatWuHcePGeWx/5513kJ+fj3/84x+Nt8NU7XfQ+fPnPX7/ufvkk08wffp0tGrV6rL6ofoLDw9HUFCQx7G2Wq04e/asx+fZK6+8gt27d+OZZ57B8uXLMX/+fOTm5nq8n4xGI2699VYsXry4xkQgXZ6EhAQA8HjOzp07B5PJ5PGcffDBB1i8eDH+/e9/45NPPsENN9yA4cOH484776xXPy0Zq2m5ueWWW/D6669j/PjxmDdvHvR6PT755BMEBwdDp9MBAC5cuIC5c+fim2++gVarrZLFrWs/1DCefPJJfPnll7jxxhtxww034MSJE1i9ejUASMc6ODgYO3fulDINubm5GD58OB599FF8/vnnAIAtW7bg448/xqFDh5rlcVxJnn/+edxxxx0IDAxEv3798Ntvv+HcuXOwWq0wGo0IDg5Gjx49kJqaKhUF3L17N6655hr06NEDDz30UJ37ocun1Wrxl7/8BU8++SQuXLiA2NhYLF++HCEhIdJ7rKSkBBaLBVu2bMF//vMf9OnTB0ePHkVgYCDWr18vFfW59957MXPmzCoBBjWs8ePHY/jw4Zg2bRoeffRR2Gw2fPTRR4iMjJSes7y8PADA66+/jmPHjqF9+/bYuXMnhg0bhtWrV0Oj0dSpH2oYCxYswMcff4zJkyfj1ltvRUZGBr755hsA8Hqsy8rKsGrVKjz99NMe2b1Dhw7hX//6F3bv3u1RfJUa3rPPPouJEydi7ty5GDFiBHbv3i0VBdTpdIiOjvZov3fvXhw5cgRvvvnmZfVDl0ahUOAf//gHXnzxRRgMBrRv3x5fffUVHA6Hx3ssISEBffv2xerVq5GSkoIjR45g9OjRHs/DI488gkGDBuHmm29ujodyxejfvz+uv/56zJ49G0888QQCAgKwZMkSxMbGejxnnTt3RnR0NL799lvExsbi6NGjuO+++xAQEFCvfloyZtjdBAUFYd++fbjnnnuwb98+5OTkYN26dRBCSFULn3rqKXTu3BlZWVlYtWoVfvjhBwDOSqxbtmypcz/UMLp06YKUlBQMGDAA27ZtQ1BQEJYtWwYA0rGOiIjwGBYYGxuLhx9+2GNI59y5c3Hddddh06ZNWLVqFXbs2AEA+O6773Ds2LEmfET+75ZbbsGuXbsQGBiIrVu34uqrr5Z+dAYGBgJwDrl2r+A/ZMgQTJ06FevWratXP9Qw3nzzTaxYsQL5+fnYvXs3Fi5ciNGjR0vvMdeX4rFjx3Ds2DH88MMPOHnyJLRaLR577DEAwNq1a/H777+jT58+WLVqFVatWoXCwkKcOXMGq1atqpKNp0unVCqxadMmPPnkkzh69Kh0jMPCwqo8ZzKZDMeOHcP69etx9OhR7Ny5E4sXL65zP9QwEhIScPz4cYwdOxY7duyAzWbDl19+CQBej/U333wDo9GIOXPmeGx/8MEHMWrUKOzZswerVq3CH3/8AQBYt24dDhw40PgP5AoyZswYHDlyBHFxcdi6dSs6d+6Mf//73wC8P2dLly5F+/btMXbs2Mvqhy7dwoULsXbtWpSVlWHHjh247777MGvWLI/jfPPNN8NkMuHEiRPSd9nx48fx4IMPAgC2b9+OlStXYuTIkdJ32fnz56W4oKysrLkenl9avXo1XnnlFaSmpuLIkSP473//iw4dOkjPmcFgwKRJkzBp0iTs3bsX69evx65du7B48WK8++67de6npWOGvZLg4GDpBybgHIpmNBrRr18/AECvXr1gs9mwdu1aAM55gACwY8cOhISE4Nprr61TP9RwEhMT8fzzz0uXP/roIyiVyhqX+HKNjjCbzdBoNLj22mtRVlYmPa+uOdPr1q1DcHAwlwtrYAMHDvRYIueuu+5Cnz59apwHptVqq8zlvJR+6NJcf/31uP7666XLTzzxBMaMGQPA+aMyNjYWEydOlL781Go1pk2bJk0dCgsLw5QpU/Dzzz9LfRQXF0MIgbVr1+LGG2/kEooNSK1WY968edLl3NxcpKenS99BrrnSN954ozSfMzExEUOHDsX+/fvr3A81nOjoaCxcuFC67Bot5u1YL126FJMnT66yNOnQoUORk5MjfZe5RlJs2LABISEhXC6sgXXv3h0vv/yydPnpp59GXFxclWV+jUYjvvzySzzzzDNe51jXtR+6fOPHj8f48eOly4sXL5beY3a7HTt27MBHH30kjVDRaDSYNm0a3nvvPQDOk5033ngjfv/9d6mP3NxcyOVyrF27FmPHjuUIvwakUChw1113SXUfysvLcfjwYWlZxGPHjqGwsNBjtENiYiKGDx+OTZs2SbFYbf20dPx1VElBQYHHsJc333wTnTt3ltb//tvf/ubRPisrCz/88AOeffZZj2GetfVDDcNsNsNisSA0NFS6/N577+Hmm2+W1qS9cOEC4uPjPW63evVq9O7dWyoos3TpUo/rv/32W+zYsQOffvqpz5x98xVFRUUIDw+Xgur09HR89913WLRokdSm8nNmMBiwceNGj4CxLv1Qw6j8ebZu3Tqkpqbiiy++kLZNnTq1yjzMlJQUJCUlAQBGjx6N0aNHe1w/dOhQ9OvXD0uWLGnEvb8yVX7O3nrrLbRq1QrTp08H4BxC2K1bN4/nzDVf3b1wYG39UMMQQqCoqEhaF9hut2Px4sWYMGFClbWkT506he3bt0sj/Ny5Rke4bN68GZs2bcK7777rUZSJLp9Op0NQUBBUKhUAZ1Gz5cuXS5lYd99++63XERH17YcuT35+vkf9gB07diA5ORm//vorAGdQFx8fX6U4cUpKijRXfeDAgVi1apXH9VOnTkVAQECV7XT5Kn8HLVmyBDKZDLNnzwYA6TdGSkoKevbsCeDid5n7iZna+mnprqiAfceOHcjMzMS+fftgs9mkN9bEiRMREREBALjtttswePBgdOrUCT/++CP++OMPbNy4sd5zwRqqnyvdDz/8AKPRiLS0NBQVFWHVqlWQy+XSmbTy8nKMGTMGt956K7RaLZYtWwaHw4G3335b6uOrr77C+vXrMWnSJISEhGDt2rXYtWuXlIGghlNWViYNWy8tLcWxY8ewatUqxMTESNnYI0eO4IUXXsCsWbNgNBrx9ttvY8qUKR5ZvMcffxxqtRrDhw+HyWTCxx9/jICAAI+iL3Xph2qXkZGBnTt3wmAwAHDWcygpKUGPHj3Qp08fAMCyZctw4MABjBs3DmfOnME777yD1157DQMGDJD6+b//+z8MGjQId911F0aNGoX9+/fjm2++8ZjGQA3jwIEDOHXqFPbt2wfAOXVHo9HgmmuukYrruFZF6d27NzZv3oxvv/0W33//vUfm55133sFNN90Es9mMjh074rvvvoPBYMATTzwhtalLP1S7X3/9FcXFxTh58iRKSkqk3x833XQTVCoVhBAYO3YsZs2ahdjYWHz++efIysrC5s2bq/S1dOlSJCQkYPLkyU38KK4cDodDqh5dUFAgTQfRarXScc/MzMT999+P2267DUIIfPDBB+jVqxf+/ve/V+lv6dKlmDJlSpXkQX37oerl5uZi06ZN0uXk5GQolUp07NgRgwYNAgCsX78e33//PaZMmYLz589j8eLFeOqppzwCu+eeew6PPPII7HY7+vTpg+TkZHz11Vf49ttvm/wx+bvjx4/jyJEjSE1NBQD8+OOPiI2NxeDBg6XaN//85z8hhMCgQYOwf/9+LF26FMuXL5dWh2rdujXmzJmDefPm4eTJk4iNjcV3332HnJwcPP7449J91dZPSycTV1A55cWLFyM5ObnK9ldeeUV6YZSVleGDDz7A8ePH0aVLF9x77701DkkqKirC/Pnz8Y9//MNj2HR9+yHvFixYUKWau0KhkIrFAc4vuw8//BC5ubkYNGgQ7rnnHml+posrQC8uLkbnzp1x9913IyYmptr73b17N/7zn/9g+fLlNS7rQp7y8/PxyCOPVNneo0cPj2kLu3fvxsqVK2Gz2TBp0iSPjB7gzDatXr1a+rHap08f3HXXXVWei9r6odrt2rXL4wSXyw033OCxbOXq1avx888/Q6vV4pZbbsHgwYOr3CY3NxdLlixBWloaWrdujTvvvBNdu3at9r6fe+45tGvXDnPnzm2YB3OFWLZsmZQRcvfMM8+gf//+AJzL3Hz00UfYv38/2rZtizlz5lTJ1ALOE1/Lly9HcXExunbtivvvv9+jgn9d+6Ga/e1vf0N6enqV7Z988gmCgoIAOIevf/DBBzh37hz69++POXPmSKPH3D3++OPo27ev12xtZcePH8eLL76Id9991yOzSDWzWq1ShWl3iYmJHkXjjh07hk8++QSlpaUYNWoUbr311ipTsgwGAx544AHMnz/fY7lfd3Xph2p27NgxvPTSS1W2jxkzBg888IB0+ZdffsHatWuh0WgwY8YMaSqru927d2PNmjXIzc1FYmIibr311hqnRr7++utQq9UeASLVbs2aNfjqq6+qbJ83b540Is/hcGDZsmXYsWMH4uPjceedd1ZZLtY1tW7Lli0wGAzo2LEj5s6d6xF31aWfluyKCtiJiIiIiIiIfAVP3xERERERERG1QAzYiYiIiIiIiFogBuxERERERERELRADdiIiIiIiIqIWiAE7ERERERERUQvEgJ2IiIiIiIioBWLATkRERERERNQCMWAnIiIiIiIiaoEYsBMRERERERG1QAzYiYiIiIiIiFogBuxERERERERELRADdiIiIiIiIqIW6P8BiXR4YkoOSsgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res_filardo.expected_durations[0].plot(\n", " title=\"Expected duration of a low-production state\", figsize=(12, 3)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During recessions, the expected duration of a low-production state is much higher than in an expansion." ] } ], "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }